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    "arrival_skew": "microseconds, floored to a whole millisecond",
    "timestamp_received": "millisecond, floored; not stored: timestamp + recv_lag_ms",
    "twin_recv_delta_ns": "nanoseconds, a whole number of milliseconds"
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  "sequence_note": "sequence and timestamp_received are collector-local provenance; where domains carry the same row, the merge keeps the PRIMARY witness's copy (p) when it heard the row, otherwise the EARLIEST-RECEIVED copy, equal arrivals breaking by registry order (active: i, o, p). Each row names its own in source_witness",
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      "natural-disaster": 3031,
      "pandemics": 831,
      "precipitation": 12146,
      "rain": 1131,
      "tornado-risk": 296,
      "united-states": 2040,
      "volcano": 3
    },
    "world": {
      "(none)": 232,
      "argentina": 8626,
      "brazil": 12788,
      "canada": 455,
      "china": 72,
      "economic-policy": 57876,
      "europe": 89,
      "foreign-policy": 279,
      "forex": 3657,
      "france": 6634,
      "germany": 9075,
      "global-elections": 1438039,
      "global-rates": 28518,
      "hong-kong": 226,
      "italy": 55,
      "macro-indicators": 13499,
      "middle-east": 273,
      "nyc": 743,
      "oil": 1274,
      "pandemics": 13,
      "south-korea": 4563,
      "trump-presidency": 1710,
      "uk": 30
    }
  },
  "tag_list_sha256": "1c81c469cb23514c29850913db7f4fa2fa1e21d8350c0381158cb6e908dd02b4",
  "thinning": "book-exact-repeat-v1",
  "twin_arrival_skew": "provenance",
  "twin_check": {
    "all_rows": 145127660,
    "columns": [
      "event_type",
      "timestamp_received",
      "sequence",
      "timestamp",
      "market",
      "asset_id",
      "best_bid",
      "best_ask",
      "spread",
      "bids",
      "asks",
      "price",
      "size",
      "side",
      "fee_rate_bps",
      "transaction_hash",
      "id",
      "assets_ids",
      "winning_asset_id",
      "winning_outcome",
      "outcomes",
      "question",
      "slug",
      "old_tick_size",
      "new_tick_size",
      "witness_set",
      "arrival_skew",
      "source_witness"
    ],
    "encoding": "twin-check-v1",
    "file": "2026-10-30T21.twin_check.parquet",
    "fingerprint": "sum mod 2^128 of sha256(row)[:16] read big-endian, lower-case hex",
    "group_by": [
      "category",
      "market",
      "event_type"
    ],
    "groups": 320624,
    "sets": {
      "all": [
        "all_rows",
        "all_fingerprint"
      ],
      "stored": [
        "stored_rows",
        "stored_fingerprint"
      ],
      "twin": [
        "twin_rows",
        "fingerprint"
      ]
    },
    "stored_rows": 81777969,
    "twin_rows": 63349691
  },
  "twin_recv_delta_ns": "provenance",
  "twin_seq_delta": "provenance",
  "uncategorised_row_share": 0.001612,
  "verification": {
    "note": "Covers each file listed in files[], each checked on its own; there is no whole-hour sha256 and no per-product byte range. This manifest and any file not listed in files[] need an external checksum (the archive's SHA256SUMS.txt, which does not list itself). A match shows the files agree with a manifest you trust, not that the manifest is authentic.",
    "primary": "sha256sum <file> == .files[].sha256 of the files[] entry whose file is <file>",
    "secondary": "byte size of <file> == .files[].size of the same entry (a supplementary check; the sha256 decides)"
  },
  "witness_stats": "2026-10-30T21.witness_stats.json",
  "witness_stats_sha256": "6074fcf63d608a762f3eb276d832b482cf15055c8cb475f9e24d6e1d008bd2b5",
  "witnesses": "iop",
  "writer_versions": null
}
