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            "buyside_trading_execution": 139,
            "trade_lifecycle_operations": 133
          },
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            "assignable": 7
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          "institution_class": {
            "assignable": 3211,
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            "1-2": 3850,
            "0": 1701
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        },
        "forensic-docs": {
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          "divisions_top": {
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            "buyside_trading_execution": 9
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          "time_class": {
            "unassignable": 1826,
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            "assignable": 1619
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          "institution_class": {
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          "degree_bands": {
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    },
    "4_ontology": {
      "order": [
        "trace",
        "episode",
        "outcome",
        "atom"
      ],
      "expectations": {
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          "expected": 135.3,
          "ci95": [
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            158.1
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          "ratified_ci95": [
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        },
        "episode": {
          "expected": 823.5,
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            879.8
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          "ratified_ci95": [
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            796.8
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          "spans_with_mass": 4481
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        "outcome": {
          "expected": 168.3,
          "ci95": [
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            193.8
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          "expected_ratified": 84.2,
          "ratified_ci95": [
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            175.5
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          "spans_with_mass": 4481
        },
        "atom": {
          "expected": 3990.3,
          "ci95": [
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            4114.1
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          "expected_ratified": 1995.1,
          "ratified_ci95": [
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            3726.1
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          "spans_with_mass": 5063
        }
      },
      "base": {
        "spans_in_measured_base": 2375,
        "candidate_spans": 5063,
        "bulk_sampled_spans_excluded": 1346,
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          "trace": 62,
          "episode": 321,
          "outcome": 56,
          "atom": 2348
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        "anchor_basis": {
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          "episode": "321 record episodes, served corpus-1",
          "outcome": "56 graded consequential threads with recorded outcomes",
          "atom": "2,348 atoms on the 321 record manifests"
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          "episode": 0.13516,
          "outcome": 0.02358,
          "atom": 0.98863
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        "mean_weight_in_base": {
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          "episode": 1.998,
          "outcome": 1.374,
          "atom": 2.888
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        "provenance": {
          "base_rate": "anchored",
          "weights": "finger_in_air",
          "survival": "measured prior plus rulings"
        },
        "note": "with no spans in the measured base the base rates are 0 and every expectation is 0; declare the measured base in the config"
      },
      "adjudication": {
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          "strength": 4.0,
          "ci95": [
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                  0.5684
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              },
              {
                "further_rulings": 400,
                "certainty_index": 0.897,
                "survival_ci95": [
                  0.4513,
                  0.5487
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              }
            ],
            "rulings_to_certainty": {
              "0.5": 12,
              "0.8": 101
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          },
          "trade_lifecycle_operations": {
            "rulings": 0,
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            "survival": {
              "mean": 0.5,
              "ci95": [
                0.0943,
                0.9057
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            },
            "certainty_index": 0.146,
            "uplift": [
              {
                "further_rulings": 20,
                "certainty_index": 0.591,
                "survival_ci95": [
                  0.3059,
                  0.6941
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              },
              {
                "further_rulings": 40,
                "certainty_index": 0.694,
                "survival_ci95": [
                  0.3546,
                  0.6454
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              },
              {
                "further_rulings": 100,
                "certainty_index": 0.799,
                "survival_ci95": [
                  0.4046,
                  0.5954
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              },
              {
                "further_rulings": 200,
                "certainty_index": 0.856,
                "survival_ci95": [
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                  0.5684
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              },
              {
                "further_rulings": 400,
                "certainty_index": 0.897,
                "survival_ci95": [
                  0.4513,
                  0.5487
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              }
            ],
            "rulings_to_certainty": {
              "0.5": 12,
              "0.8": 101
            }
          }
        },
        "rule": "beta posterior over survival: prior from the measured base as pseudo rulings, plus one per ruling; certainty index is 1 minus the credible interval width over the uniform width"
      },
      "word_anchored": {
        "words": 3091021,
        "episodes_raw": 649,
        "atoms_raw": 4745,
        "consequential_raw": 113,
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        "sme_hours": 46.3
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      "structural": {
        "candidate_spans": 1340,
        "candidate_words": 231021,
        "episode_shaped_components": 179,
        "definition": "unique, in-domain, time assigned or assignable, complexity medium or high, outside the measured base, not sampled from a bulk unit"
      },
      "per_root": {
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              "expected": 21.2,
              "ci95": [
                12.2,
                30.2
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              "expected_ratified": 10.6,
              "ratified_ci95": [
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                166.1
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            "outcome": {
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                32.0
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                29.0
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              "spans_with_mass": 824
            },
            "atom": {
              "expected": 902.4,
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                843.5,
                961.2
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              "expected_ratified": 451.2,
              "ratified_ci95": [
                79.5,
                870.6
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              "spans_with_mass": 919
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          },
          "word_anchored": {
            "words": 230677,
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        },
        "working-folder": {
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              "expected": 7.1,
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                1.9,
                12.3
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                11.1
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                61.9
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                56.1
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              "spans_with_mass": 226
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            "outcome": {
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                14.3
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              "expected_ratified": 4.3,
              "ratified_ci95": [
                0.3,
                12.9
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              "spans_with_mass": 226
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            "atom": {
              "expected": 310.1,
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                275.6,
                344.7
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              "expected_ratified": 155.1,
              "ratified_ci95": [
                26.0,
                312.2
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              "spans_with_mass": 245
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          },
          "word_anchored": {
            "words": 138565,
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        },
        "forensic-mail": {
          "expectations": {
            "trace": {
              "expected": 72.0,
              "ci95": [
                55.4,
                88.7
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              "expected_ratified": 36.0,
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                80.3
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              "spans_with_mass": 2224
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            "episode": {
              "expected": 441.1,
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                399.9,
                482.2
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              "expected_ratified": 220.5,
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                436.7
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              "spans_with_mass": 2213
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            "outcome": {
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                83.0,
                122.8
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              "expected_ratified": 51.4,
              "ratified_ci95": [
                7.8,
                111.2
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              "spans_with_mass": 2213
            },
            "atom": {
              "expected": 1647.1,
              "ci95": [
                1567.5,
                1726.6
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              "expected_ratified": 823.5,
              "ratified_ci95": [
                147.8,
                1563.8
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              "spans_with_mass": 2224
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          },
          "word_anchored": {
            "words": 1402487,
            "episodes_raw": 294,
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            "episodes_ratified": 147,
            "sme_hours": 21.0
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        },
        "forensic-docs": {
          "expectations": {
            "trace": {
              "expected": 35.0,
              "ci95": [
                23.4,
                46.6
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              "expected_ratified": 17.5,
              "ratified_ci95": [
                2.2,
                42.2
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              "spans_with_mass": 1675
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            "episode": {
              "expected": 191.5,
              "ci95": [
                164.4,
                218.7
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              "expected_ratified": 95.8,
              "ratified_ci95": [
                15.5,
                198.1
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              "spans_with_mass": 1218
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            "outcome": {
              "expected": 34.3,
              "ci95": [
                22.8,
                45.7
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              "expected_ratified": 17.1,
              "ratified_ci95": [
                2.1,
                41.4
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              "spans_with_mass": 1218
            },
            "atom": {
              "expected": 1130.7,
              "ci95": [
                1064.8,
                1196.6
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              "expected_ratified": 565.3,
              "ratified_ci95": [
                100.4,
                1083.8
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              "spans_with_mass": 1675
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          },
          "word_anchored": {
            "words": 1319292,
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        }
      },
      "per_division": {
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          "trace": {
            "expected": 16.9,
            "ci95": [
              8.9,
              25.0
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            "expected_ratified": 8.5,
            "ratified_ci95": [
              0.8,
              22.6
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            "spans_with_mass": 639
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          "episode": {
            "expected": 104.2,
            "ci95": [
              84.2,
              124.2
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            "expected_ratified": 52.1,
            "ratified_ci95": [
              7.9,
              112.5
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            "spans_with_mass": 576
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          "outcome": {
            "expected": 20.7,
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              11.8,
              29.6
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            "expected_ratified": 10.4,
            "ratified_ci95": [
              1.1,
              26.8
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            "spans_with_mass": 576
          },
          "atom": {
            "expected": 509.9,
            "ci95": [
              465.6,
              554.1
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            "expected_ratified": 254.9,
            "ratified_ci95": [
              43.9,
              501.9
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            "spans_with_mass": 639
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        },
        "equities_trading": {
          "trace": {
            "expected": 16.2,
            "ci95": [
              8.3,
              24.1
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            "expected_ratified": 8.1,
            "ratified_ci95": [
              0.8,
              21.8
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            "spans_with_mass": 595
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          "episode": {
            "expected": 99.6,
            "ci95": [
              80.0,
              119.1
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            "expected_ratified": 49.8,
            "ratified_ci95": [
              7.5,
              107.9
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            "spans_with_mass": 544
          },
          "outcome": {
            "expected": 20.4,
            "ci95": [
              11.6,
              29.3
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            "expected_ratified": 10.2,
            "ratified_ci95": [
              1.1,
              26.5
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            "spans_with_mass": 544
          },
          "atom": {
            "expected": 478.6,
            "ci95": [
              435.7,
              521.4
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            "expected_ratified": 239.3,
            "ratified_ci95": [
              41.1,
              472.3
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            "spans_with_mass": 595
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        },
        "prime_brokerage_financing": {
          "trace": {
            "expected": 14.5,
            "ci95": [
              7.0,
              22.0
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            "expected_ratified": 7.3,
            "ratified_ci95": [
              0.7,
              19.9
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            "spans_with_mass": 544
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          "episode": {
            "expected": 89.3,
            "ci95": [
              70.8,
              107.9
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            "expected_ratified": 44.7,
            "ratified_ci95": [
              6.7,
              97.7
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            "spans_with_mass": 490
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          "outcome": {
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            "ci95": [
              10.2,
              27.1
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            "expected_ratified": 9.3,
            "ratified_ci95": [
              1.0,
              24.6
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            "spans_with_mass": 490
          },
          "atom": {
            "expected": 442.8,
            "ci95": [
              401.6,
              484.0
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            "expected_ratified": 221.4,
            "ratified_ci95": [
              37.9,
              438.4
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            "spans_with_mass": 544
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        },
        "rates_trading": {
          "trace": {
            "expected": 13.8,
            "ci95": [
              6.5,
              21.1
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            "expected_ratified": 6.9,
            "ratified_ci95": [
              0.6,
              19.1
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            "spans_with_mass": 536
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          "episode": {
            "expected": 83.6,
            "ci95": [
              65.7,
              101.5
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            "expected_ratified": 41.8,
            "ratified_ci95": [
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              91.9
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            "spans_with_mass": 472
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          "outcome": {
            "expected": 17.3,
            "ci95": [
              9.2,
              25.5
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            "expected_ratified": 8.7,
            "ratified_ci95": [
              0.9,
              23.1
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            "spans_with_mass": 472
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          "atom": {
            "expected": 408.9,
            "ci95": [
              369.3,
              448.5
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            "expected_ratified": 204.5,
            "ratified_ci95": [
              34.8,
              406.2
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            "spans_with_mass": 536
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        },
        "commodities_trading": {
          "trace": {
            "expected": 12.8,
            "ci95": [
              5.8,
              19.9
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            "expected_ratified": 6.4,
            "ratified_ci95": [
              0.5,
              18.0
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            "spans_with_mass": 461
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          "episode": {
            "expected": 76.4,
            "ci95": [
              59.2,
              93.5
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            "expected_ratified": 38.2,
            "ratified_ci95": [
              5.6,
              84.7
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            "spans_with_mass": 428
          },
          "outcome": {
            "expected": 16.0,
            "ci95": [
              8.1,
              23.8
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            "expected_ratified": 8.0,
            "ratified_ci95": [
              0.8,
              21.5
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            "spans_with_mass": 428
          },
          "atom": {
            "expected": 345.9,
            "ci95": [
              309.5,
              382.4
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            "expected_ratified": 173.0,
            "ratified_ci95": [
              29.2,
              346.3
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            "spans_with_mass": 461
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        },
        "fx_trading": {
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            "expected": 8.8,
            "ci95": [
              3.0,
              14.6
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            "ratified_ci95": [
              0.3,
              13.2
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            "spans_with_mass": 323
          },
          "episode": {
            "expected": 53.7,
            "ci95": [
              39.3,
              68.1
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            "expected_ratified": 26.9,
            "ratified_ci95": [
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              61.6
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            "spans_with_mass": 279
          },
          "outcome": {
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            "ci95": [
              4.3,
              17.2
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            "expected_ratified": 5.4,
            "ratified_ci95": [
              0.4,
              15.6
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            "spans_with_mass": 279
          },
          "atom": {
            "expected": 249.7,
            "ci95": [
              218.8,
              280.7
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            "expected_ratified": 124.9,
            "ratified_ci95": [
              20.6,
              254.2
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            "spans_with_mass": 323
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        },
        "buyside_trading_execution": {
          "trace": {
            "expected": 6.0,
            "ci95": [
              1.2,
              10.8
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            "expected_ratified": 3.0,
            "ratified_ci95": [
              0.1,
              9.8
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            "spans_with_mass": 243
          },
          "episode": {
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              23.1,
              46.2
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            "expected_ratified": 17.3,
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              41.8
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            "spans_with_mass": 196
          },
          "outcome": {
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            "ci95": [
              2.0,
              12.7
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            "expected_ratified": 3.7,
            "ratified_ci95": [
              0.2,
              11.5
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            "spans_with_mass": 196
          },
          "atom": {
            "expected": 195.0,
            "ci95": [
              167.6,
              222.3
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            "expected_ratified": 97.5,
            "ratified_ci95": [
              15.8,
              201.4
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            "spans_with_mass": 243
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        },
        "equity_derivatives_structured": {
          "trace": {
            "expected": 5.0,
            "ci95": [
              0.6,
              9.4
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            "expected_ratified": 2.5,
            "ratified_ci95": [
              0.1,
              8.5
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            "spans_with_mass": 186
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          "episode": {
            "expected": 31.4,
            "ci95": [
              20.4,
              42.4
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            "expected_ratified": 15.7,
            "ratified_ci95": [
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              38.4
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            "spans_with_mass": 176
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          "outcome": {
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            "ci95": [
              1.4,
              11.2
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            "expected_ratified": 3.1,
            "ratified_ci95": [
              0.1,
              10.2
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            "spans_with_mass": 176
          },
          "atom": {
            "expected": 153.5,
            "ci95": [
              129.2,
              177.8
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            "expected_ratified": 76.8,
            "ratified_ci95": [
              12.2,
              161.1
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            "spans_with_mass": 186
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        },
        "securitised_products": {
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            "ci95": [
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              7.6
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            "expected_ratified": 1.9,
            "ratified_ci95": [
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              6.9
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            "spans_with_mass": 140
          },
          "episode": {
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            "ci95": [
              14.4,
              33.6
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            "expected_ratified": 12.0,
            "ratified_ci95": [
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              30.4
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            "spans_with_mass": 125
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          "outcome": {
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            "ci95": [
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            "expected_ratified": 2.4,
            "ratified_ci95": [
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              8.2
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            "spans_with_mass": 125
          },
          "atom": {
            "expected": 119.1,
            "ci95": [
              97.7,
              140.5
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            "expected_ratified": 59.6,
            "ratified_ci95": [
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              127.3
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            "spans_with_mass": 140
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        },
        "trade_lifecycle_operations": {
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              7.8
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            "expected_ratified": 1.9,
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              7.0
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            "spans_with_mass": 139
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          "episode": {
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              32.0
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            "expected_ratified": 11.3,
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              29.0
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            "spans_with_mass": 112
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          "outcome": {
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            "expected_ratified": 2.4,
            "ratified_ci95": [
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              8.2
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            "spans_with_mass": 112
          },
          "atom": {
            "expected": 101.7,
            "ci95": [
              81.9,
              121.4
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            "expected_ratified": 50.8,
            "ratified_ci95": [
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              110.0
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            "spans_with_mass": 139
          }
        },
        "listed_derivatives_client_clearing": {
          "trace": {
            "expected": 3.6,
            "ci95": [
              0.0,
              7.4
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            "expected_ratified": 1.8,
            "ratified_ci95": [
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              6.7
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            "spans_with_mass": 132
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          "episode": {
            "expected": 20.8,
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              29.8
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            "expected_ratified": 10.4,
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              27.0
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            "spans_with_mass": 107
          },
          "outcome": {
            "expected": 4.4,
            "ci95": [
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              8.6
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            "expected_ratified": 2.2,
            "ratified_ci95": [
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              7.8
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            "spans_with_mass": 107
          },
          "atom": {
            "expected": 103.6,
            "ci95": [
              83.6,
              123.5
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            "expected_ratified": 51.8,
            "ratified_ci95": [
              7.9,
              111.9
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            "spans_with_mass": 132
          }
        },
        "xva_counterparty_risk": {
          "trace": {
            "expected": 3.5,
            "ci95": [
              0.0,
              7.2
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            "expected_ratified": 1.8,
            "ratified_ci95": [
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              6.6
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            "spans_with_mass": 149
          },
          "episode": {
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              29.7
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            "expected_ratified": 10.4,
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              26.9
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            "spans_with_mass": 117
          },
          "outcome": {
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            "ci95": [
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            "expected_ratified": 2.0,
            "ratified_ci95": [
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              7.1
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            "spans_with_mass": 117
          },
          "atom": {
            "expected": 118.6,
            "ci95": [
              97.3,
              140.0
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            "expected_ratified": 59.3,
            "ratified_ci95": [
              9.2,
              126.8
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            "spans_with_mass": 149
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        },
        "em_trading": {
          "trace": {
            "expected": 3.5,
            "ci95": [
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              7.1
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            "expected_ratified": 1.7,
            "ratified_ci95": [
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              6.5
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            "spans_with_mass": 134
          },
          "episode": {
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            "expected_ratified": 10.3,
            "ratified_ci95": [
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              26.7
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            "spans_with_mass": 117
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          "outcome": {
            "expected": 4.0,
            "ci95": [
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              7.9
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            "expected_ratified": 2.0,
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        },
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        },
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        "buyside_portfolio_management": {
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        },
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        },
        "electronic_execution": {
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        }
      },
      "readings": "three readings by design: word anchored (one measured stratum), structural (ledger candidates), probabilistic (anchored rates); rulings arbitrate"
    },
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      "rules": {
        "set_size_episodes": 40,
        "family_min_ratified_episodes": 8,
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            "atoms_ratified": {
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        "sealed_sets_S1": {
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        },
        "calibration_base": {
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        "prime_brokerage_financing": {
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        "commodities_trading": {
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          "family": {
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        "fx_trading": {
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        "unique_spans": 92,
        "time_class": {
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        },
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        }
      }
    },
    "electronic_execution": {
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      "words_outside_measured_base": 1351,
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    },
    "macro_combined_rates_fx_em": {
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      "magnitudes_word_anchored": {
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        "time_class": {
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      }
    },
    "buyside_portfolio_management": {
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      "words": 14682,
      "words_outside_measured_base": 14682,
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    "buyside_investment_operations": {
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    "trade_surveillance": {
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    },
    "commodities_physical_operations": {
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    "cross_asset_structuring": {
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    "ficc_combined": {
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    "client_lifecycle_kyc": {
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  },
  "sku_estimates": {
    "schema": "sku-estimates/v2",
    "order": [
      "trace",
      "episode",
      "outcome",
      "atom"
    ],
    "survival": 0.5,
    "survival_prior": {
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      "basis": "measured base click adjudication, transferred as pseudo-rulings"
    },
    "adjudication_rulings": 0,
    "relevance": {
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        "mean": 0.5,
        "strength": 4.0,
        "ci95": [
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        "certainty_index": 0.146
      },
      "rulings": 0,
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        "rulings": 0,
        "ratified": 0,
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        "coverage_share": null,
        "survival": {
          "mean": 0.5,
          "ci95": [
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        },
        "certainty_index": 0.146,
        "uplift": [
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          },
          {
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            "survival_ci95": [
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          }
        ],
        "rulings_to_certainty": {
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          "0.8": 101
        }
      },
      "roots": {},
      "divisions": {},
      "rule": "precision posterior over in-domain membership; qualifies block 3 counts, never the ratified bands"
    },
    "base": {
      "spans_in_measured_base": 2375,
      "candidate_spans": 5063,
      "bulk_sampled_spans_excluded": 1346,
      "anchor_counts": {
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        "episode": 321,
        "outcome": 56,
        "atom": 2348
      },
      "anchor_basis": {
        "trace": "55 traces plus 7 closure verified multi fragment traces, deep read census 2026-08",
        "episode": "321 record episodes, served corpus-1",
        "outcome": "56 graded consequential threads with recorded outcomes",
        "atom": "2,348 atoms on the 321 record manifests"
      },
      "base_rate_per_span": {
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        "episode": 0.13516,
        "outcome": 0.02358,
        "atom": 0.98863
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      "mean_weight_in_base": {
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        "atom": 2.888
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      "provenance": {
        "base_rate": "anchored",
        "weights": "finger_in_air",
        "survival": "measured prior plus rulings"
      },
      "note": "with no spans in the measured base the base rates are 0 and every expectation is 0; declare the measured base in the config"
    },
    "totals": {
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          158.1
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      "outcome": {
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      "atom": {
        "expected": 3990.3,
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          },
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        ],
        "rulings_to_certainty": {
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      }
    },
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            30.2
          ],
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            27.4
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        "episode": {
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        },
        "outcome": {
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          "spans_with_mass": 824
        },
        "atom": {
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          ],
          "expected_ratified": 451.2,
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        },
        "adjudication": {
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            }
          ],
          "rulings_to_certainty": {
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        }
      },
      "working-folder": {
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          "ci95": [
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            12.3
          ],
          "expected_ratified": 3.5,
          "ratified_ci95": [
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          "spans_with_mass": 245
        },
        "episode": {
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          ],
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        "outcome": {
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        },
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        }
      },
      "forensic-mail": {
        "trace": {
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          ],
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        },
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          ],
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        },
        "atom": {
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          ],
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          }
        }
      },
      "forensic-docs": {
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          ],
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        },
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        "atom": {
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          ],
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        "atom": {
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            14.6
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            10.8
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      },
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            10.2
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        "atom": {
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            177.8
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      },
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        "atom": {
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    "schema": "holdings-census-diff/v1",
    "previous": "20261016T060747Z",
    "current": "20261018T003131Z",
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      "sme_hours": 2.799999999999997
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    "spans": null,
    "note": "Row-level details remain local; this publication contains aggregate reports only."
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  "definitions": {
    "in_domain": "a unit or span names at least min strong terms strong vocabulary terms plus a seed term at the density floor; strong and generic classes come from the run document frequencies",
    "measured_base": "content hashes of the stratum whose yield is measured; its words never feed magnitudes",
    "magnitudes_word_anchored": "in-domain words outside the measured base times the anchor rates; planning figures",
    "candidate_spans": "unique, in-domain, time assigned or assignable, complexity medium or high, outside the measured base, not sampled from a bulk unit",
    "episode_shaped_component": "a link component with two or more spans, two or more distinct assigned days, and a decision verb in at least one span",
    "time_class": "assigned = date in the span or its message header; assignable = inherited from the nearest dated span within 20 spans, the thread, or the file name; unassignable = file date only or nothing",
    "institution_class": "assigned = declared for the root or file in the config; assignable = inferred from a declared mail domain or an era; unassignable otherwise",
    "adjudication": "survival is a beta posterior: prior from the measured base as pseudo rulings, plus one per ledger ruling; certainty index = 1 minus the 95% credible width over the uniform width",
    "report_lexicon": "every token in every report is a reserved word, an ontology term, an extension or a numeric or identifier class; the renderer refuses to write otherwise"
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    "withheld_fields": [
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      "ontology_rule": "in-domain = >= 2 strong (df < 0.05) + >= 1 seed term + >= 3.0/1k words; generic df >= 0.25 excluded",
      "human_rulings": 0,
      "metrics": {
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        "candidate_spans": 1281,
        "ontology_divisions": 41
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      "interpretation": "Recorded lexical ontology matches and heuristic candidate criteria, not human-ratified relevance. Personal/home is the producer's classification, not a guarantee that all remaining correspondence is professional. Ablation drops one gate with all other classifications fixed; effects overlap and are not additive or causal. Unit and span populations are separate: a passage can match even when its whole source unit does not.",
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