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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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      "united-nations": 37015,
      "united-states": 695,
      "youtube": 1214
    },
    "weather": {
      "brazil": 2540,
      "climate": 140299,
      "climate-science": 7681,
      "drought": 7002,
      "earthquakes": 8513,
      "germany": 12343,
      "global-temp": 607,
      "highest-temperature": 3094586,
      "italy": 6,
      "lowest-temperature": 360316,
      "mexico": 132,
      "natural-disaster": 2621,
      "pandemics": 841,
      "precipitation": 30499,
      "rain": 2654,
      "united-states": 12369,
      "volcano": 1
    },
    "world": {
      "(none)": 628,
      "argentina": 15274,
      "brazil": 8356,
      "canada": 466,
      "china": 26,
      "economic-policy": 49922,
      "europe": 7340,
      "foreign-policy": 82,
      "forex": 4571,
      "france": 11954,
      "germany": 5719,
      "global-elections": 1219304,
      "global-rates": 33109,
      "hong-kong": 338,
      "italy": 96,
      "macro-indicators": 9553,
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      "nyc": 33,
      "oil": 998,
      "pandemics": 14,
      "south-korea": 5232,
      "trump-presidency": 2631,
      "uk": 20
    }
  },
  "tag_list_sha256": "1c81c469cb23514c29850913db7f4fa2fa1e21d8350c0381158cb6e908dd02b4",
  "thinning": "book-exact-repeat-v1",
  "twin_arrival_skew": "provenance",
  "twin_check": {
    "all_rows": 132562666,
    "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": "2026-10-30T06.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": 369288,
    "sets": {
      "all": [
        "all_rows",
        "all_fingerprint"
      ],
      "stored": [
        "stored_rows",
        "stored_fingerprint"
      ],
      "twin": [
        "twin_rows",
        "fingerprint"
      ]
    },
    "stored_rows": 68358954,
    "twin_rows": 64203712
  },
  "twin_recv_delta_ns": "provenance",
  "twin_seq_delta": "provenance",
  "uncategorised_row_share": 0.002094,
  "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": "2026-10-30T06.witness_stats.json",
  "witness_stats_sha256": "6074fcf63d608a762f3eb276d832b482cf15055c8cb475f9e24d6e1d008bd2b5",
  "witnesses": "iop",
  "writer_versions": null
}
