{
  "schema_version": 1,
  "article_slug": "tamil-nadu-tvk-dmk-admk-ntk-evidence-october-2026",
  "captured_at": "2026-10-07T03:16:28.622778+00:00",
  "coverage_window": {
    "from": "2026-09-30",
    "to_exclusive": "2026-10-07"
  },
  "comparison_window": {
    "from": "2026-09-23",
    "to_exclusive": "2026-09-30"
  },
  "timezone": "Asia/Kolkata",
  "election": {
    "state": "Tamil Nadu",
    "eci_state_code": "S22",
    "type": "Legislative Assembly general election",
    "year": 2026,
    "assembly_constituencies": 234,
    "poll_date": "2026-04-23",
    "count_date": "2026-05-04",
    "schedule_source": "https://thoothukudi.nic.in/election-2026/",
    "schedule_evidence": "The district government's Election Poll Schedules table gives polling on 23 April and counting on 4 May 2026.",
    "eci_schedule_reference": "https://www.eci.gov.in/election-details/2026/S22/3",
    "eci_schedule_access_note": "Search index reproduced the ECI schedule; direct web extraction returned no useful body. The dates were independently verified on the district government page."
  },
  "official_party_results": {
    "scope": "May 2026 general-election party totals, not alliances or current Assembly membership",
    "seats_source": "https://results.eci.gov.in/ResultAcGenMay2026/partywiseresult-S22.htm",
    "votes_source": "https://results.eci.gov.in/ResultAcGenMay2026/voteshareresult-S22.htm",
    "source_last_updated_text": "04:18 PM On 05/05/2026",
    "vote_extraction_method": "Fresh HTTP 200 fetch of the official page; parsed matching xValues labels and yValues numeric arrays used by its chart. Vote-share values preserved as published, not recalculated.",
    "parties": [
      {
        "eci_party_code": "TVK",
        "name": "Tamilaga Vettri Kazhagam",
        "seats_won": 108,
        "votes": 17226209,
        "vote_share_percent": 34.92
      },
      {
        "eci_party_code": "DMK",
        "name": "Dravida Munnetra Kazhagam",
        "seats_won": 59,
        "votes": 11929144,
        "vote_share_percent": 24.19
      },
      {
        "eci_party_code": "ADMK",
        "name": "All India Anna Dravida Munnetra Kazhagam",
        "seats_won": 47,
        "votes": 10462146,
        "vote_share_percent": 21.21
      },
      {
        "eci_party_code": "NTK",
        "name": "Naam Tamilar Katchi",
        "seats_won": 0,
        "votes": 1972537,
        "vote_share_percent": 4.0,
        "seat_evidence_note": "NTK is absent from the complete winning-party table. Its listed winning parties account for all 234 seats, with zero seats still leading."
      }
    ],
    "all_winning_party_seats_for_reconciliation": {
      "TVK": 108,
      "DMK": 59,
      "ADMK": 47,
      "INC": 5,
      "PMK": 4,
      "IUML": 2,
      "CPI": 2,
      "VCK": 2,
      "CPI(M)": 2,
      "BJP": 1,
      "DMDK": 1,
      "AMMKMNKZ": 1
    },
    "caveats": [
      "ECI labels the page as May 2026 trends and results and states that final constituency data are provided in Form 20.",
      "These are ECI-recorded party labels. Do not label DMK or ADMK party percentages as the vote shares of their electoral alliances.",
      "The vote-share chart contains NOTA as a separate category. Preserve ECI's published denominator and labels.",
      "TVK's 108 seats made it the largest party but did not reach 118, the arithmetic majority of a full 234-seat Assembly. This does not by itself describe later coalition support or confidence-vote arithmetic.",
      "No alliance membership or alliance aggregate was verified or calculated in this audit."
    ]
  },
  "derived_election_results": {
    "schema_version": 1,
    "computed_at": "2026-10-07T03:18:14.668578+00:00",
    "region": "tamil_nadu",
    "election_year": 2026,
    "declaration_date": "2026-05-04",
    "source_file": "backend/app/observatory/taxonomy/tenants/tamil_nadu/results_tamil_nadu.yaml",
    "source_file_sha256": "a31dc88abf06fb01a0dc28db3832f3926dce027ec0e02581fc53df4fe46abec6",
    "source_snapshot_scraped_on": "2026-09-28",
    "method": [
      "Derived from the checked-in ECI scrape of all 234 May 2026 constituency results; the live ECI pages were not refetched for this calculation.",
      "Winning margin in percentage points = 100 × (winner votes − runner-up votes) / total votes. The stored denominator includes candidate and NOTA votes, EVM plus postal.",
      "Thresholds are inclusive and use exact rational arithmetic, not differences of rounded candidate percentages. The <=2pp group is a subset of <=5pp.",
      "Median margins describe each party’s won constituencies only, not all seats contested; a party without wins has null medians. Median of an even number of seats is the mean of the two central values.",
      "Party counts are individual party labels, not alliance totals. Runner-up finishes count second place only. These are historical results, not forecasts or present-day Assembly composition."
    ],
    "overall": {
      "constituencies": 234,
      "wins_by_eci_party_name": {
        "All India Anna Dravida Munnetra Kazhagam": 47,
        "Amma Makkal Munnettra Kazagam": 1,
        "Bharatiya Janata Party": 1,
        "Communist Party of India": 2,
        "Communist Party of India (Marxist)": 2,
        "Desiya Murpokku Dravida Kazhagam": 1,
        "Dravida Munnetra Kazhagam": 59,
        "Indian National Congress": 5,
        "Indian Union Muslim League": 2,
        "Pattali Makkal Katchi": 4,
        "Tamilaga Vettri Kazhagam": 108,
        "Viduthalai Chiruthaigal Katchi": 2
      },
      "contests_margin_le_2pp": 57,
      "contests_margin_le_5pp": 103,
      "median_winning_margin_pp": 5.695493
    },
    "parties": {
      "tvk": {
        "wins": 108,
        "runner_up_finishes": 74,
        "wins_margin_le_2pp": 18,
        "wins_margin_le_5pp": 31,
        "median_winning_margin_pp": 8.357679,
        "median_winning_margin_pp_exact_fraction": "3035265225/363170813",
        "median_winning_margin_votes": 15969.0,
        "median_winning_margin_pp_using_stored_rounded_values": 8.36
      },
      "dmk": {
        "wins": 59,
        "runner_up_finishes": 80,
        "wins_margin_le_2pp": 16,
        "wins_margin_le_5pp": 36,
        "median_winning_margin_pp": 3.766118,
        "median_winning_margin_pp_exact_fraction": "29500/7833",
        "median_winning_margin_votes": 7589,
        "median_winning_margin_pp_using_stored_rounded_values": 3.77
      },
      "admk": {
        "wins": 47,
        "runner_up_finishes": 44,
        "wins_margin_le_2pp": 12,
        "wins_margin_le_5pp": 24,
        "median_winning_margin_pp": 4.963201,
        "median_winning_margin_pp_exact_fraction": "5395/1087",
        "median_winning_margin_votes": 10245,
        "median_winning_margin_pp_using_stored_rounded_values": 4.96
      },
      "ntk": {
        "wins": 0,
        "runner_up_finishes": 0,
        "wins_margin_le_2pp": 0,
        "wins_margin_le_5pp": 0,
        "median_winning_margin_pp": null,
        "median_winning_margin_pp_exact_fraction": null,
        "median_winning_margin_votes": null,
        "median_winning_margin_pp_using_stored_rounded_values": null
      }
    },
    "closest_five_by_margin_pp": [
      {
        "constituency_id": "tiruppattur_sivagangai",
        "eci_constituency_name": "TIRUPPATTUR",
        "ac_no": 185,
        "winner_name": "SEENIVASA SETHUPATHY. R",
        "winner_party_id": "tvk",
        "runner_up_name": "PERIAKARUPPAN. KR",
        "runner_up_party_id": "dmk",
        "margin_votes": 1,
        "total_votes": 215710,
        "margin_pp": 0.000464,
        "source_url": "https://results.eci.gov.in/ResultAcGenMay2026/ConstituencywiseS22185.htm"
      },
      {
        "constituency_id": "veppanahalli",
        "eci_constituency_name": "VEPPANAHALLI",
        "ac_no": 54,
        "winner_name": "SRINIVASAN.P.S",
        "winner_party_id": "dmk",
        "runner_up_name": "MUNUSAMY.K.P",
        "runner_up_party_id": "admk",
        "margin_votes": 138,
        "total_votes": 222608,
        "margin_pp": 0.061992,
        "source_url": "https://results.eci.gov.in/ResultAcGenMay2026/ConstituencywiseS2254.htm"
      },
      {
        "constituency_id": "kanniyakumari",
        "eci_constituency_name": "KANNIYAKUMARI",
        "ac_no": 229,
        "winner_name": "THALAVAI SUNDARAM. N",
        "winner_party_id": "admk",
        "runner_up_name": "MAHESH.R",
        "runner_up_party_id": "dmk",
        "margin_votes": 214,
        "total_votes": 239150,
        "margin_pp": 0.089484,
        "source_url": "https://results.eci.gov.in/ResultAcGenMay2026/ConstituencywiseS22229.htm"
      },
      {
        "constituency_id": "polur",
        "eci_constituency_name": "POLUR",
        "ac_no": 66,
        "winner_name": "ABISHEK. R",
        "winner_party_id": "tvk",
        "runner_up_name": "SARAVANAN. P",
        "runner_up_party_id": "dmdk",
        "margin_votes": 227,
        "total_votes": 211743,
        "margin_pp": 0.107205,
        "source_url": "https://results.eci.gov.in/ResultAcGenMay2026/ConstituencywiseS2266.htm"
      },
      {
        "constituency_id": "tirukkoyilur",
        "eci_constituency_name": "TIRUKKOYILUR",
        "ac_no": 76,
        "winner_name": "PALANISAMY S",
        "winner_party_id": "admk",
        "runner_up_name": "VIJAY R BARANIBALAAJI",
        "runner_up_party_id": "tvk",
        "margin_votes": 285,
        "total_votes": 217318,
        "margin_pp": 0.131144,
        "source_url": "https://results.eci.gov.in/ResultAcGenMay2026/ConstituencywiseS2276.htm"
      }
    ],
    "validation": {
      "ac_numbers_complete_1_to_234": true,
      "winner_minus_runner_up_matches_every_stored_margin": true,
      "exact_margin_pp_rounds_to_every_stored_margin_pct": true,
      "requested_party_seat_totals_match": true,
      "threshold_classification_changes_if_stored_rounded_margin_pct_used": {
        "2": [],
        "5": []
      }
    },
    "limitations": [
      "No causal inference about media coverage or vote transfer follows from these counts.",
      "The 5pp close-win counts do not represent seats certain to change under a uniform swing.",
      "The source records only selected other candidates in its others lists, so this derivation does not attempt to reconstruct statewide party vote shares from those lists."
    ]
  },
  "headline_method": {
    "source": "TamilTick production item_mentions; read-only repeatable-read transaction",
    "news_unit": "distinct article_key, falling back to item_id, per entity over the complete window",
    "video_unit": "distinct retained video_id per entity over the complete window",
    "matching": "Stored deterministic headline attribution; news also matches available translated title; descriptions excluded. Existing duplicate, bulletin, film-clip and official-channel exclusions apply.",
    "overlap": "A report/video may name several parties. Rows are nonexclusive and never summed into voter shares. Party and leader counts must not be added.",
    "source_count": "Distinct stored source_key within each entity and source kind; not deduplicated across outlets and YouTube brands.",
    "history": "Counts reflect attribution at extraction time; mutable archived tags and counters are not historic observations."
  },
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      "region_id": "tamil_nadu",
      "day": "2026-10-04",
      "source": "video",
      "items": 1773,
      "articles": 1797,
      "sources": 50,
      "tagged": 1189,
      "status": "ok",
      "fetched": null,
      "walked_at": null,
      "computed_at": "2026-10-06 18:05:23.775399+00:00"
    },
    {
      "region_id": "tamil_nadu",
      "day": "2026-10-05",
      "source": "news",
      "items": 849,
      "articles": 843,
      "sources": 73,
      "tagged": 444,
      "status": "ok",
      "fetched": null,
      "walked_at": null,
      "computed_at": "2026-10-07 03:10:51.543343+00:00"
    },
    {
      "region_id": "tamil_nadu",
      "day": "2026-10-05",
      "source": "video",
      "items": 2773,
      "articles": 2872,
      "sources": 52,
      "tagged": 1494,
      "status": "ok",
      "fetched": null,
      "walked_at": null,
      "computed_at": "2026-10-07 03:10:51.543343+00:00"
    },
    {
      "region_id": "tamil_nadu",
      "day": "2026-10-06",
      "source": "news",
      "items": 950,
      "articles": 945,
      "sources": 75,
      "tagged": 546,
      "status": "ok",
      "fetched": null,
      "walked_at": null,
      "computed_at": "2026-10-07 03:10:51.543343+00:00"
    },
    {
      "region_id": "tamil_nadu",
      "day": "2026-10-06",
      "source": "video",
      "items": 2762,
      "articles": 2911,
      "sources": 60,
      "tagged": 1786,
      "status": "ok",
      "fetched": null,
      "walked_at": null,
      "computed_at": "2026-10-07 03:10:51.543343+00:00"
    }
  ],
  "forecast": {
    "status": "not_validated",
    "probabilities": null,
    "target_election": null,
    "code_inspected": "50054268f6dd735082576a02f4beac5da62b584c",
    "finding": "Scenario heuristics; no trained, calibrated four-party electoral forecast or out-of-time backtest found. NTK absent from default scenario."
  },
  "interpretation_limits": [
    "Four of seven news days are marked partial; the news-source mix changes.",
    "All seven video days pass internal coverage checks, which do not prove platform-wide completeness.",
    "Alias misses and false matches remain possible; small NTK counts require care.",
    "May results are the general-election outcome, not current Assembly membership after resignations and by-elections.",
    "This is a post-election snapshot, not a preregistered forecast of May."
  ],
  "archive_census": {
    "captured_at": "2026-10-07T03:15:24.583006+00:00",
    "publication_month_timezone": "UTC",
    "tables": {
      "signals": {
        "summary": {
          "rows": 169835,
          "distinct_items": 169835,
          "distinct_articles": 169835,
          "distinct_sources": 186,
          "missing_source_rows": 0,
          "earliest_published_at": "2026-05-31T18:35:36+00:00",
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          "null_publication_times": 0,
          "future_publication_times": 0,
          "earliest_first_seen_at": "2026-08-24T03:50:39.799853+00:00",
          "latest_first_seen_at": "2026-10-07T02:29:31.621811+00:00",
          "latest_observation_at": "2026-10-07T02:58:35.245513+00:00",
          "null_first_seen_times": 0,
          "leader_rows": 29159,
          "leader_distinct_sources": 100,
          "constituency_tagged_rows": 10078,
          "explicitly_region_tagged_rows": 0,
          "pre_cutoff_rows": 0,
          "leader_pre_cutoff_rows": 0,
          "pre_cutoff_distinct_sources": 0,
          "pre_cutoff_rows_first_seen_before_cutoff": 0,
          "pre_cutoff_rows_first_seen_after_cutoff": 0,
          "pre_cutoff_rows_unknown_first_seen": 0,
          "leader_pre_cutoff_rows_first_seen_before_cutoff": 0,
          "published_last_24h": 2674,
          "published_last_7d": 17635
        },
        "monthly": [
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            "rows": 15,
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            "leader_rows": 1,
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          {
            "month": "2026-06",
            "rows": 34384,
            "distinct_articles": 34384,
            "distinct_sources": 122,
            "covered_publication_days": 30,
            "leader_rows": 5224,
            "leader_distinct_sources": 73,
            "rows_first_seen_after_cutoff": 34384
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          {
            "month": "2026-07",
            "rows": 32486,
            "distinct_articles": 32486,
            "distinct_sources": 127,
            "covered_publication_days": 31,
            "leader_rows": 4585,
            "leader_distinct_sources": 71,
            "rows_first_seen_after_cutoff": 32486
          },
          {
            "month": "2026-08",
            "rows": 33325,
            "distinct_articles": 33325,
            "distinct_sources": 116,
            "covered_publication_days": 31,
            "leader_rows": 5451,
            "leader_distinct_sources": 69,
            "rows_first_seen_after_cutoff": 33325
          },
          {
            "month": "2026-09",
            "rows": 54266,
            "distinct_articles": 54266,
            "distinct_sources": 103,
            "covered_publication_days": 30,
            "leader_rows": 11016,
            "leader_distinct_sources": 60,
            "rows_first_seen_after_cutoff": 54266
          },
          {
            "month": "2026-10",
            "rows": 15359,
            "distinct_articles": 15359,
            "distinct_sources": 80,
            "covered_publication_days": 7,
            "leader_rows": 2882,
            "leader_distinct_sources": 46,
            "rows_first_seen_after_cutoff": 15359
          }
        ]
      },
      "news_items": {
        "summary": {
          "rows": 108916,
          "distinct_items": 108916,
          "distinct_articles": 100709,
          "distinct_sources": 280,
          "missing_source_rows": 2082,
          "earliest_published_at": "2026-05-31T18:40:53+00:00",
          "latest_published_at": "2026-10-07T03:00:00+00:00",
          "covered_publication_days": 130,
          "null_publication_times": 0,
          "future_publication_times": 0,
          "earliest_first_seen_at": "2026-09-24T12:04:19.556029+00:00",
          "latest_first_seen_at": "2026-10-07T03:05:55.307387+00:00",
          "latest_observation_at": "2026-10-07T03:09:32.275803+00:00",
          "null_first_seen_times": 0,
          "leader_rows": 2172,
          "leader_distinct_sources": 97,
          "constituency_tagged_rows": 1875,
          "explicitly_region_tagged_rows": 8529,
          "pre_cutoff_rows": 0,
          "leader_pre_cutoff_rows": 0,
          "pre_cutoff_distinct_sources": 0,
          "pre_cutoff_rows_first_seen_before_cutoff": 0,
          "pre_cutoff_rows_first_seen_after_cutoff": 0,
          "pre_cutoff_rows_unknown_first_seen": 0,
          "leader_pre_cutoff_rows_first_seen_before_cutoff": 0,
          "published_last_24h": 981,
          "published_last_7d": 6066
        },
        "monthly": [
          {
            "month": "2026-05",
            "rows": 3,
            "distinct_articles": 3,
            "distinct_sources": 2,
            "covered_publication_days": 1,
            "leader_rows": 0,
            "leader_distinct_sources": 0,
            "rows_first_seen_after_cutoff": 3
          },
          {
            "month": "2026-06",
            "rows": 19422,
            "distinct_articles": 18595,
            "distinct_sources": 126,
            "covered_publication_days": 30,
            "leader_rows": 576,
            "leader_distinct_sources": 48,
            "rows_first_seen_after_cutoff": 19422
          },
          {
            "month": "2026-07",
            "rows": 29084,
            "distinct_articles": 27548,
            "distinct_sources": 144,
            "covered_publication_days": 31,
            "leader_rows": 0,
            "leader_distinct_sources": 0,
            "rows_first_seen_after_cutoff": 29084
          },
          {
            "month": "2026-08",
            "rows": 28902,
            "distinct_articles": 26534,
            "distinct_sources": 163,
            "covered_publication_days": 31,
            "leader_rows": 0,
            "leader_distinct_sources": 0,
            "rows_first_seen_after_cutoff": 28902
          },
          {
            "month": "2026-09",
            "rows": 26100,
            "distinct_articles": 23126,
            "distinct_sources": 161,
            "covered_publication_days": 30,
            "leader_rows": 1001,
            "leader_distinct_sources": 59,
            "rows_first_seen_after_cutoff": 26100
          },
          {
            "month": "2026-10",
            "rows": 5405,
            "distinct_articles": 4903,
            "distinct_sources": 124,
            "covered_publication_days": 7,
            "leader_rows": 595,
            "leader_distinct_sources": 65,
            "rows_first_seen_after_cutoff": 5405
          }
        ]
      },
      "news_urls": {
        "summary": {
          "rows": 13504,
          "distinct_items": 13504,
          "distinct_articles": 13504,
          "distinct_sources": 2,
          "missing_source_rows": 0,
          "earliest_published_at": "2026-04-26T22:30:00+00:00",
          "latest_published_at": "2026-10-07T02:50:12+00:00",
          "covered_publication_days": 93,
          "null_publication_times": 0,
          "future_publication_times": 0,
          "earliest_first_seen_at": "2026-07-03T16:08:16.613664+00:00",
          "latest_first_seen_at": "2026-10-07T03:05:56.800131+00:00",
          "latest_observation_at": "2026-10-07T03:05:56.800131+00:00",
          "null_first_seen_times": 0,
          "leader_rows": 3766,
          "leader_distinct_sources": 2,
          "constituency_tagged_rows": 2213,
          "explicitly_region_tagged_rows": 0,
          "pre_cutoff_rows": 0,
          "leader_pre_cutoff_rows": 0,
          "pre_cutoff_distinct_sources": 0,
          "pre_cutoff_rows_first_seen_before_cutoff": 0,
          "pre_cutoff_rows_first_seen_after_cutoff": 0,
          "pre_cutoff_rows_unknown_first_seen": 0,
          "leader_pre_cutoff_rows_first_seen_before_cutoff": 0,
          "published_last_24h": 389,
          "published_last_7d": 1550
        },
        "monthly": [
          {
            "month": "2026-04",
            "rows": 15,
            "distinct_articles": 15,
            "distinct_sources": 1,
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            "leader_rows": 2,
            "leader_distinct_sources": 1,
            "rows_first_seen_after_cutoff": 15
          },
          {
            "month": "2026-07",
            "rows": 6189,
            "distinct_articles": 6189,
            "distinct_sources": 1,
            "covered_publication_days": 29,
            "leader_rows": 1243,
            "leader_distinct_sources": 1,
            "rows_first_seen_after_cutoff": 6189
          },
          {
            "month": "2026-08",
            "rows": 3694,
            "distinct_articles": 3694,
            "distinct_sources": 1,
            "covered_publication_days": 31,
            "leader_rows": 1296,
            "leader_distinct_sources": 1,
            "rows_first_seen_after_cutoff": 3694
          },
          {
            "month": "2026-09",
            "rows": 2153,
            "distinct_articles": 2153,
            "distinct_sources": 1,
            "covered_publication_days": 23,
            "leader_rows": 854,
            "leader_distinct_sources": 1,
            "rows_first_seen_after_cutoff": 2153
          },
          {
            "month": "2026-10",
            "rows": 1453,
            "distinct_articles": 1453,
            "distinct_sources": 2,
            "covered_publication_days": 7,
            "leader_rows": 371,
            "leader_distinct_sources": 2,
            "rows_first_seen_after_cutoff": 1453
          }
        ]
      },
      "entity_daily": {
        "summary": {
          "rows": 3009,
          "covered_days": 51,
          "earliest_day": "2026-08-11",
          "latest_day": "2026-10-07",
          "earliest_computed_at": "2026-08-30T10:35:26.168129+00:00",
          "latest_computed_at": "2026-10-07T03:09:27.235037+00:00",
          "null_observation_times": 0,
          "leader_rows": 51,
          "pre_cutoff_complete_day_rows": 0,
          "leader_pre_cutoff_complete_day_rows": 0,
          "pre_cutoff_rows_last_computed_before_cutoff": 0,
          "pre_cutoff_rows_last_computed_after_cutoff": 0,
          "rows_computed_last_24h": 334,
          "rows_computed_last_7d": 1004
        },
        "monthly": [
          {
            "month": "2026-08",
            "rows": 1108,
            "covered_days": 21,
            "leader_rows": 21,
            "leader_mentions": 2115,
            "leader_video_signals": 1353,
            "leader_news_briefs": 762
          },
          {
            "month": "2026-09",
            "rows": 1087,
            "covered_days": 23,
            "leader_rows": 23,
            "leader_mentions": 4163,
            "leader_video_signals": 3309,
            "leader_news_briefs": 854
          },
          {
            "month": "2026-10",
            "rows": 814,
            "covered_days": 7,
            "leader_rows": 7,
            "leader_mentions": 3253,
            "leader_video_signals": 2882,
            "leader_news_briefs": 371
          }
        ]
      }
    },
    "limitations": [
      "Counts describe stored coverage, not complete platform activity or electoral support.",
      "Source IDs/names are distinct within each table; sources are not deduplicated across media brands or tables.",
      "news_urls is policy-selected; entity_daily currently rolls up news_urls, not the uncapped news_items archive.",
      "news_items distinct_articles uses article_key when available; row counts may include duplicate feeds.",
      "Regional rows can include off-region content; news_items alone records an explicit region_tagged flag.",
      "signals stores mutable cumulative views/comments, not historical engagement snapshots.",
      "First seen before cutoff does not prove mutable tags or counters had their present values before cutoff.",
      "entity_daily computed_at is the latest recomputation, not immutable first observation; source totals cannot be summed to unique sources.",
      "entity_daily pre-cutoff counts exclude the partial UTC day containing the cutoff; its recent counts use computation time."
    ]
  },
  "illustration": {
    "generated_on": "2026-10-07",
    "tool": "built-in image_gen",
    "asset": "backend/static/editorial/tamil-nadu-four-parties-2026-10-07.webp",
    "prompt": "Use case: illustration-story. Asset type: wide editorial cover illustration for a serious Tamil Nadu political data analysis published by TamilTick, comparing TVK, DMK, ADMK and NTK without endorsing any party. Scene: Tamil Nadu civic life, a recognizable South Indian temple gopuram, a coastal Chennai streetscape, a quiet polling booth and layered newspaper sheets, rendered as a sophisticated hand-printed editorial collage. Style: refined linocut and subtle paper grain, deep ink navy, warm ivory, muted vermilion and restrained teal. Composition: panoramic landscape, strong graphic shapes, balanced visual weight, generous breathing space. Neutral analytical mood. No politician portraits, no party flags or logos, no slogans, no numerical charts, no invented data, no text or lettering, no triumphalist imagery. This is clearly an editorial illustration, never a documentary photograph.",
    "format_note": "Generated PNG converted to WebP at quality86. The workspace contains the final article asset; original remains in the image-generation library.",
    "disclosure": "AI-generated editorial illustration, not a documentary photograph. Chart values are rendered separately from recorded data."
  },
  "upstream_campaign_readiness": {
    "captured_at": "2026-10-07T03:16:26.730045Z",
    "source": "SUSI campaign channel-coverage read-only endpoint",
    "window": {
      "from": "2025-10-23",
      "to": "2026-04-22",
      "tz": "Asia/Kolkata",
      "days": 182,
      "basis": "published_at",
      "from_utc": "2025-10-22T18:30:00Z",
      "to_utc_exclusive": "2026-04-22T18:30:00Z"
    },
    "coverage_version": "coverage-v1",
    "original_requested_40_channel_summary": {
      "channels": 40,
      "ready_channels": 1,
      "held_in_window": 107108,
      "searchable": 41,
      "raw_only": 107067,
      "processing": {
        "raw_only": 107067,
        "analysis_failed": 4,
        "analyzed": 37
      },
      "day_status": {
        "complete": 3082,
        "partial": 0,
        "no_uploads": 376,
        "not_fetched": 3276,
        "unreachable": 546
      },
      "collection_status": {
        "unreachable": 3,
        "not_started": 18,
        "complete": 19
      },
      "reach_class": {
        "D": 3,
        "unknown": 15,
        "B": 12,
        "A": 10
      }
    },
    "original_ten_news_pilot_summary": {
      "channels_returned": 10,
      "ready_channels": 0,
      "held_in_window": 18812,
      "collection_status": {
        "unreachable": 3,
        "not_started": 5,
        "complete": 2
      },
      "channel_ids": [
        "UCmyKnNRH0wH-r8I-ceP-dsg",
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        "UCK-VqZSMAUhgkMnZADVBGaA",
        "UCcTKQnC3lRA4aira95_a1pw"
      ]
    },
    "official_channel_summary": {
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      "ready_channels": 1,
      "held_in_window": 5162,
      "searchable": 644,
      "raw_only": 4518,
      "processing": {
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        "no_uploads": 1274,
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      "collection_status": {
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    "official_channels": [
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        "ready_fraction_basis": "census",
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        "collection_status": "complete"
      },
      {
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        "collection_status": "complete"
      },
      {
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        "searchable": 49,
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        "collection_status": "complete"
      },
      {
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        "collection_status": "complete"
      },
      {
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        "channel_name": "Udhayanidhi Stalin",
        "channel_handle": "@udhaystalin",
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        "collection_status": "complete"
      },
      {
        "channel_id": "UCZozX1aaOMiaexDyMLS7kog",
        "channel_name": "AIADMK Official",
        "channel_handle": "@aiadmkofficial",
        "official": {
          "party": "AIADMK",
          "role": "party",
          "standing": "comparison",
          "label": "AIADMK Official (@AIADMKofficial)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 465,
        "processing": {
          "raw_only": 458,
          "ner_pending": 7
        },
        "searchable": 7,
        "raw_only": 458,
        "ready": false,
        "ready_fraction": 0.0,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:458",
          "ner_pending:7",
          "invisible_to_tenant:96"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCHu5uspAq_0WOSkuA2RT4OQ",
        "channel_name": " BJP Tamilnadu",
        "channel_handle": "@bjp4tamilnad",
        "official": {
          "party": "BJP",
          "role": "party_state_unit",
          "standing": "comparison",
          "label": "BJP Tamilnadu (@bjp4tamilnad)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 293,
        "processing": {
          "raw_only": 152,
          "analyzed": 141
        },
        "searchable": 141,
        "raw_only": 152,
        "ready": false,
        "ready_fraction": 0.4812,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:152"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCb8WiD1MrN-CgFsbxf36BLg",
        "channel_name": "K.Annamalai",
        "channel_handle": "@annamalai.k",
        "official": {
          "party": "BJP",
          "role": "leader",
          "standing": "comparison",
          "label": "K. Annamalai (@annamalai.k)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 172,
        "processing": {
          "raw_only": 28,
          "analyzed": 144
        },
        "searchable": 144,
        "raw_only": 28,
        "ready": false,
        "ready_fraction": 0.8372,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:28"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCkyfQrIyudOc3ri-Qh96cug",
        "channel_name": "நாம் தமிழர் கட்சி - Naam Thamizhar Katchi",
        "channel_handle": "@naamthamizharkatchi",
        "official": {
          "party": "NTK",
          "role": "party",
          "standing": "comparison",
          "label": "Naam Thamizhar Katchi (@NaamThamizharKatchi)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 903,
        "processing": {
          "raw_only": 839,
          "analyzed": 64
        },
        "searchable": 64,
        "raw_only": 839,
        "ready": false,
        "ready_fraction": 0.0709,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:839"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCaHtAkjUh6995E5N2A0-vZQ",
        "channel_name": "செந்தமிழன் சீமான் - Seeman Official",
        "channel_handle": "@seemanofficial",
        "official": {
          "party": "NTK",
          "role": "leader",
          "standing": "comparison",
          "label": "Seeman Official (@SeemanOfficial)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 399,
        "processing": {
          "raw_only": 387,
          "analyzed": 12
        },
        "searchable": 12,
        "raw_only": 387,
        "ready": false,
        "ready_fraction": 0.0263,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:387",
          "invisible_to_tenant:58"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCayhcg0WdZdMXbSPz7926Lw",
        "channel_name": "PMK OFFICIAL",
        "channel_handle": "@pmkofficial",
        "official": {
          "party": "PMK",
          "role": "party",
          "standing": "comparison",
          "label": "PMK OFFICIAL (@PMKOFFICIAL)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 0,
        "processing": {},
        "searchable": 0,
        "raw_only": 0,
        "ready": false,
        "ready_fraction": 0.0,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "invisible_to_tenant:46"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCoGr4OHntUWMnwxdWkIfmcw",
        "channel_name": "VCK_OFFICIAL",
        "channel_handle": "@vck_youtube",
        "official": {
          "party": "VCK",
          "role": "party",
          "standing": "comparison",
          "label": "VCK_OFFICIAL (@vck_youtube)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 296,
        "processing": {
          "raw_only": 195,
          "analyzed": 100,
          "ner_skipped": 1
        },
        "searchable": 101,
        "raw_only": 195,
        "ready": false,
        "ready_fraction": 0.3378,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:195",
          "ner_skipped:1"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCCYGyMLU67BBIA4P7V7tChg",
        "channel_name": "Tamil Nadu Congress Committee",
        "channel_handle": "@inctamilnadu",
        "official": {
          "party": "INC",
          "role": "party_state_unit",
          "standing": "comparison",
          "label": "Tamil Nadu Congress Committee (@INCTamilNadu)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 593,
        "processing": {
          "raw_only": 593
        },
        "searchable": 0,
        "raw_only": 593,
        "ready": false,
        "ready_fraction": 0.0,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:593"
        ],
        "collection_status": "complete"
      },
      {
        "channel_id": "UCSLKkjLTxtfjYEyj__dG7kg",
        "channel_name": "AMMK - Amma Makkal Munnettra Kazagam",
        "channel_handle": "@ammkofficial",
        "official": {
          "party": "AMMK",
          "role": "party",
          "standing": "comparison",
          "label": "AMMK (@ammkofficial)",
          "region": "IN-TN",
          "verified_on": "2026-09-26",
          "method": "externalId + canonical link + live /videos grid (TN coverage audit)"
        },
        "held_in_window": 309,
        "processing": {
          "raw_only": 293,
          "analyzed": 16
        },
        "searchable": 16,
        "raw_only": 293,
        "ready": false,
        "ready_fraction": 0.0426,
        "ready_fraction_basis": "census",
        "not_ready_reasons": [
          "raw_only:293",
          "invisible_to_tenant:67"
        ],
        "collection_status": "complete"
      }
    ],
    "limits": [
      "Upstream campaign recovery is separate from the TamilTick post-election archive and headline counts.",
      "Readiness is an upstream collection and processing gate, not a measure of electoral support or source quality.",
      "Publication dates describe when videos were published; collection and processing occurred later. Current counters cannot establish engagement before polling."
    ]
  },
  "reproducibility": {
    "level": "Frozen aggregate evidence, not an immutable item-level dataset",
    "code_inspected_commit": "50054268f6dd735082576a02f4beac5da62b584c",
    "matcher_source": "backend/app/observatory/mentions.py",
    "matcher_version_in_inspected_code": "m4",
    "matcher_version_limit": "The extracted item_mentions rows do not carry an immutable per-row matcher version. The code version does not certify the exact version that wrote every stored row.",
    "extraction_queries": {
      "coverage": "SELECT * FROM tickplatform.region_coverage WHERE region_id=$1 AND day >= $2 AND day < $3 ORDER BY day, source",
      "entities": "SELECT CASE WHEN day < DATE '2026-09-30' THEN 'previous' ELSE 'current' END AS period,\n entity_type,entity_id,item_kind,\n COUNT(DISTINCT CASE WHEN item_kind='news' THEN COALESCE(NULLIF(article_key,''),item_id) ELSE item_id END) AS items,\n COUNT(DISTINCT source_key) AS sources,\n MIN(published_at) AS oldest_publication,MAX(published_at) AS newest_publication,\n MIN(extracted_at) AS oldest_extraction,MAX(extracted_at) AS newest_extraction\n FROM tickplatform.item_mentions WHERE region_id=$1 AND day >= $2 AND day < $3\n AND entity_type IN ('party','leader') GROUP BY 1,2,3,4 ORDER BY 1,2,3,4",
      "daily": "SELECT day,entity_type,entity_id,item_kind,\n COUNT(DISTINCT CASE WHEN item_kind='news' THEN COALESCE(NULLIF(article_key,''),item_id) ELSE item_id END) AS items,\n COUNT(DISTINCT source_key) AS sources\n FROM tickplatform.item_mentions WHERE region_id=$1 AND day >= $2 AND day < $3\n AND ((entity_type='party' AND entity_id IN ('tvk','dmk','admk','ntk')) OR\n      (entity_type='leader' AND entity_id IN ('vijay','stalin','eps','seeman','udhayanidhi')))\n GROUP BY 1,2,3,4 ORDER BY 1,2,3,4",
      "denominators": "SELECT CASE WHEN day < DATE '2026-09-30' THEN 'previous' ELSE 'current' END AS period,\n entity_type,item_kind,COUNT(DISTINCT CASE WHEN item_kind='news' THEN COALESCE(NULLIF(article_key,''),item_id) ELSE item_id END) AS unique_items\n FROM tickplatform.item_mentions WHERE region_id=$1 AND day >= $2 AND day < $3 AND entity_type IN ('party','leader') GROUP BY 1,2,3 ORDER BY 1,2,3"
    },
    "limits": [
      "Counts can be checked against this frozen receipt and its extraction queries. Exact future regeneration requires the same database snapshot, which is not included.",
      "Stored attribution, source coverage and archived counters may change. Rerunning these queries on a later database can produce different totals.",
      "No article bodies, viewer identities or private user records are included."
    ]
  }
}