{
  "seed": 3301026,
  "simulations": 999,
  "labels": [
    "F",
    "U",
    "TH",
    "O",
    "R",
    "K",
    "G",
    "W",
    "H",
    "N",
    "I",
    "J",
    "EO",
    "P",
    "X",
    "S",
    "T",
    "B",
    "E",
    "M",
    "L",
    "ING",
    "OE",
    "D",
    "A",
    "AE",
    "Y",
    "IO",
    "EA"
  ],
  "scope": "Eight substantial sections, section boundaries excluded. Prediction conditioned on next rune differing from previous; all 86 self-transitions excluded from model fitting/scoring.",
  "model_definitions": {
    "uniform": "Equal probability 1/28 for every different successor.",
    "destination": "Pooled off-diagonal destination counts + 0.5 each, renormalized excluding the current rune.",
    "modular_step": "Counts of (next-previous) mod29, nonzero steps only, +0.5 each.",
    "full_transition": "Each row shrunk toward uniform-other-28 with fixed concentration 280; no tuning."
  },
  "training_sections": [
    0,
    1,
    2,
    4
  ],
  "evaluation_sections": [
    5,
    6,
    7,
    8
  ],
  "training_offdiagonal": 5464,
  "evaluation_offdiagonal": 7389,
  "training_matrix": [
    [
      1,
      7,
      11,
      6,
      8,
      12,
      5,
      2,
      4,
      8,
      6,
      7,
      4,
      7,
      7,
      10,
      9,
      4,
      4,
      8,
      11,
      10,
      6,
      7,
      5,
      7,
      11,
      3,
      7
    ],
    [
      4,
      1,
      4,
      5,
      6,
      8,
      8,
      7,
      5,
      5,
      8,
      9,
      3,
      7,
      10,
      7,
      3,
      9,
      7,
      8,
      6,
      11,
      10,
      8,
      8,
      3,
      3,
      9,
      5
    ],
    [
      14,
      5,
      1,
      7,
      12,
      6,
      3,
      4,
      8,
      6,
      5,
      11,
      5,
      11,
      8,
      6,
      8,
      4,
      6,
      8,
      4,
      5,
      5,
      5,
      11,
      7,
      14,
      9,
      10
    ],
    [
      5,
      11,
      9,
      1,
      6,
      5,
      8,
      3,
      7,
      6,
      14,
      9,
      8,
      9,
      10,
      1,
      5,
      5,
      6,
      1,
      7,
      3,
      10,
      7,
      5,
      5,
      6,
      7,
      7
    ],
    [
      2,
      7,
      8,
      9,
      0,
      4,
      6,
      9,
      4,
      6,
      7,
      7,
      6,
      3,
      7,
      5,
      4,
      6,
      2,
      5,
      7,
      11,
      2,
      11,
      3,
      7,
      9,
      11,
      4
    ],
    [
      10,
      10,
      10,
      6,
      7,
      0,
      7,
      5,
      9,
      8,
      8,
      7,
      6,
      9,
      10,
      6,
      5,
      15,
      10,
      4,
      8,
      6,
      4,
      4,
      6,
      7,
      7,
      7,
      12
    ],
    [
      7,
      4,
      8,
      8,
      8,
      10,
      3,
      6,
      6,
      9,
      10,
      7,
      4,
      8,
      9,
      9,
      5,
      8,
      1,
      8,
      12,
      7,
      6,
      6,
      4,
      8,
      8,
      7,
      5
    ],
    [
      5,
      5,
      4,
      4,
      2,
      6,
      3,
      1,
      4,
      10,
      5,
      6,
      6,
      6,
      0,
      10,
      7,
      8,
      8,
      5,
      5,
      3,
      10,
      5,
      3,
      7,
      5,
      7,
      6
    ],
    [
      5,
      9,
      6,
      5,
      11,
      4,
      3,
      7,
      1,
      5,
      1,
      5,
      2,
      6,
      3,
      4,
      7,
      5,
      7,
      6,
      6,
      5,
      4,
      11,
      6,
      7,
      8,
      10,
      12
    ],
    [
      8,
      3,
      8,
      6,
      4,
      7,
      5,
      8,
      7,
      1,
      7,
      7,
      13,
      6,
      7,
      7,
      9,
      6,
      6,
      6,
      6,
      6,
      11,
      5,
      5,
      10,
      3,
      11,
      3
    ],
    [
      11,
      5,
      9,
      6,
      5,
      10,
      6,
      7,
      2,
      4,
      0,
      9,
      10,
      7,
      7,
      4,
      6,
      6,
      5,
      5,
      6,
      9,
      7,
      5,
      5,
      8,
      8,
      10,
      8
    ],
    [
      9,
      7,
      9,
      6,
      7,
      12,
      7,
      2,
      3,
      1,
      11,
      3,
      4,
      8,
      7,
      6,
      5,
      6,
      5,
      9,
      11,
      7,
      5,
      5,
      9,
      3,
      7,
      7,
      6
    ],
    [
      7,
      7,
      9,
      7,
      6,
      5,
      6,
      2,
      5,
      6,
      4,
      4,
      0,
      11,
      9,
      2,
      10,
      6,
      1,
      4,
      6,
      8,
      10,
      6,
      3,
      10,
      5,
      4,
      7
    ],
    [
      4,
      6,
      4,
      16,
      8,
      7,
      6,
      6,
      10,
      6,
      7,
      5,
      2,
      0,
      11,
      9,
      13,
      4,
      6,
      5,
      8,
      4,
      9,
      5,
      12,
      5,
      5,
      10,
      5
    ],
    [
      3,
      6,
      8,
      7,
      6,
      10,
      6,
      5,
      10,
      4,
      13,
      8,
      4,
      6,
      3,
      4,
      7,
      6,
      7,
      7,
      4,
      9,
      14,
      12,
      11,
      6,
      10,
      13,
      8
    ],
    [
      7,
      6,
      8,
      4,
      4,
      8,
      4,
      5,
      6,
      11,
      2,
      6,
      3,
      7,
      11,
      1,
      4,
      5,
      6,
      7,
      9,
      2,
      13,
      7,
      4,
      5,
      8,
      5,
      6
    ],
    [
      9,
      8,
      7,
      9,
      5,
      6,
      14,
      4,
      8,
      5,
      3,
      8,
      5,
      6,
      8,
      7,
      0,
      7,
      5,
      8,
      2,
      5,
      7,
      7,
      3,
      8,
      3,
      5,
      9
    ],
    [
      8,
      6,
      6,
      5,
      3,
      10,
      7,
      6,
      5,
      8,
      7,
      6,
      10,
      5,
      9,
      6,
      2,
      0,
      6,
      8,
      9,
      2,
      8,
      2,
      9,
      3,
      1,
      8,
      7
    ],
    [
      6,
      7,
      3,
      11,
      2,
      7,
      7,
      5,
      4,
      5,
      8,
      2,
      3,
      3,
      6,
      6,
      9,
      5,
      0,
      9,
      5,
      10,
      4,
      7,
      5,
      3,
      7,
      7,
      10
    ],
    [
      10,
      5,
      4,
      3,
      10,
      6,
      9,
      7,
      3,
      3,
      9,
      1,
      9,
      6,
      9,
      1,
      4,
      6,
      9,
      1,
      7,
      10,
      6,
      7,
      9,
      3,
      6,
      3,
      9
    ],
    [
      8,
      11,
      10,
      8,
      7,
      9,
      12,
      7,
      2,
      9,
      5,
      7,
      6,
      3,
      8,
      8,
      13,
      6,
      7,
      1,
      1,
      8,
      9,
      7,
      10,
      5,
      5,
      6,
      8
    ],
    [
      8,
      11,
      9,
      4,
      4,
      8,
      7,
      4,
      5,
      4,
      5,
      7,
      5,
      6,
      11,
      9,
      4,
      10,
      5,
      4,
      11,
      1,
      6,
      12,
      3,
      6,
      7,
      10,
      12
    ],
    [
      4,
      6,
      13,
      8,
      6,
      5,
      11,
      5,
      7,
      9,
      7,
      4,
      5,
      4,
      7,
      11,
      10,
      7,
      6,
      12,
      2,
      7,
      1,
      9,
      12,
      7,
      7,
      7,
      7
    ],
    [
      6,
      3,
      9,
      5,
      6,
      12,
      3,
      8,
      4,
      8,
      6,
      8,
      10,
      12,
      10,
      6,
      4,
      5,
      3,
      4,
      8,
      11,
      6,
      1,
      11,
      6,
      2,
      7,
      6
    ],
    [
      5,
      8,
      6,
      7,
      8,
      4,
      9,
      8,
      11,
      9,
      6,
      3,
      5,
      5,
      6,
      8,
      6,
      6,
      11,
      5,
      6,
      7,
      6,
      7,
      0,
      10,
      6,
      8,
      5
    ],
    [
      8,
      6,
      5,
      4,
      4,
      8,
      10,
      7,
      6,
      8,
      6,
      10,
      9,
      8,
      4,
      9,
      6,
      2,
      9,
      4,
      8,
      7,
      9,
      1,
      5,
      3,
      6,
      5,
      7
    ],
    [
      5,
      7,
      6,
      5,
      4,
      6,
      8,
      3,
      9,
      9,
      9,
      6,
      5,
      11,
      6,
      3,
      5,
      4,
      4,
      6,
      4,
      10,
      6,
      9,
      7,
      7,
      1,
      7,
      10
    ],
    [
      8,
      6,
      7,
      6,
      7,
      9,
      9,
      6,
      9,
      8,
      5,
      10,
      10,
      9,
      5,
      4,
      3,
      8,
      9,
      8,
      15,
      6,
      10,
      4,
      6,
      12,
      7,
      1,
      7
    ],
    [
      10,
      4,
      7,
      8,
      6,
      9,
      9,
      8,
      8,
      10,
      6,
      5,
      8,
      9,
      9,
      4,
      8,
      3,
      5,
      10,
      10,
      8,
      2,
      8,
      11,
      6,
      7,
      10,
      2
    ]
  ],
  "evaluation_matrix": [
    [
      3,
      9,
      5,
      11,
      6,
      5,
      5,
      6,
      6,
      11,
      12,
      12,
      9,
      10,
      12,
      8,
      7,
      16,
      9,
      13,
      7,
      5,
      6,
      11,
      21,
      9,
      8,
      12,
      6
    ],
    [
      4,
      1,
      14,
      10,
      9,
      5,
      10,
      9,
      11,
      12,
      11,
      7,
      2,
      11,
      13,
      6,
      14,
      9,
      8,
      6,
      10,
      13,
      13,
      6,
      7,
      8,
      15,
      8,
      10
    ],
    [
      15,
      8,
      3,
      7,
      10,
      6,
      6,
      12,
      11,
      9,
      11,
      9,
      9,
      9,
      8,
      8,
      6,
      8,
      10,
      8,
      6,
      5,
      11,
      8,
      8,
      10,
      12,
      7,
      7
    ],
    [
      7,
      10,
      6,
      3,
      7,
      9,
      10,
      6,
      11,
      15,
      9,
      11,
      12,
      11,
      10,
      13,
      11,
      10,
      10,
      11,
      7,
      10,
      11,
      5,
      9,
      8,
      11,
      9,
      10
    ],
    [
      6,
      8,
      9,
      9,
      2,
      4,
      15,
      9,
      5,
      6,
      7,
      8,
      12,
      7,
      5,
      6,
      10,
      11,
      14,
      14,
      8,
      5,
      10,
      8,
      15,
      6,
      7,
      14,
      12
    ],
    [
      8,
      11,
      12,
      5,
      3,
      1,
      5,
      8,
      10,
      5,
      9,
      11,
      11,
      12,
      11,
      11,
      4,
      8,
      13,
      6,
      5,
      3,
      7,
      6,
      12,
      8,
      7,
      8,
      10
    ],
    [
      9,
      10,
      7,
      8,
      9,
      11,
      2,
      9,
      13,
      9,
      7,
      9,
      8,
      7,
      4,
      7,
      3,
      8,
      10,
      10,
      18,
      3,
      10,
      9,
      5,
      7,
      10,
      5,
      10
    ],
    [
      5,
      6,
      8,
      10,
      8,
      3,
      3,
      5,
      6,
      9,
      5,
      12,
      9,
      5,
      15,
      5,
      11,
      8,
      4,
      14,
      12,
      14,
      12,
      17,
      8,
      7,
      6,
      7,
      10
    ],
    [
      4,
      4,
      11,
      9,
      14,
      10,
      9,
      11,
      1,
      9,
      9,
      5,
      11,
      8,
      6,
      9,
      5,
      9,
      10,
      6,
      7,
      11,
      10,
      8,
      9,
      9,
      11,
      11,
      6
    ],
    [
      11,
      10,
      9,
      8,
      7,
      11,
      12,
      9,
      13,
      3,
      7,
      8,
      5,
      19,
      6,
      9,
      9,
      1,
      11,
      12,
      5,
      7,
      7,
      12,
      13,
      8,
      7,
      8,
      8
    ],
    [
      8,
      11,
      17,
      7,
      9,
      8,
      6,
      11,
      11,
      7,
      2,
      12,
      11,
      7,
      6,
      11,
      12,
      16,
      9,
      13,
      11,
      14,
      11,
      3,
      12,
      15,
      5,
      8,
      7
    ],
    [
      10,
      9,
      10,
      11,
      13,
      10,
      7,
      10,
      5,
      10,
      14,
      1,
      8,
      8,
      10,
      10,
      10,
      9,
      11,
      5,
      7,
      8,
      13,
      11,
      9,
      13,
      5,
      11,
      4
    ],
    [
      5,
      14,
      8,
      8,
      11,
      6,
      7,
      4,
      9,
      8,
      16,
      4,
      2,
      7,
      8,
      5,
      8,
      4,
      7,
      11,
      6,
      9,
      12,
      8,
      8,
      9,
      8,
      9,
      8
    ],
    [
      15,
      3,
      5,
      4,
      9,
      12,
      7,
      12,
      5,
      10,
      9,
      12,
      8,
      1,
      6,
      13,
      6,
      6,
      10,
      9,
      10,
      7,
      11,
      13,
      6,
      10,
      10,
      9,
      9
    ],
    [
      7,
      8,
      7,
      13,
      7,
      9,
      4,
      8,
      7,
      11,
      10,
      6,
      8,
      4,
      3,
      10,
      7,
      10,
      8,
      5,
      8,
      9,
      10,
      10,
      14,
      9,
      9,
      9,
      10
    ],
    [
      10,
      9,
      10,
      11,
      12,
      12,
      7,
      9,
      9,
      7,
      9,
      5,
      7,
      7,
      8,
      2,
      11,
      14,
      13,
      9,
      2,
      14,
      11,
      8,
      12,
      9,
      9,
      8,
      6
    ],
    [
      12,
      6,
      10,
      11,
      10,
      12,
      8,
      7,
      4,
      7,
      13,
      11,
      5,
      9,
      10,
      5,
      2,
      10,
      8,
      5,
      9,
      12,
      10,
      8,
      11,
      15,
      12,
      6,
      13
    ],
    [
      11,
      19,
      8,
      10,
      6,
      6,
      13,
      8,
      9,
      13,
      10,
      7,
      11,
      11,
      7,
      13,
      10,
      0,
      5,
      16,
      8,
      10,
      11,
      11,
      7,
      3,
      10,
      14,
      6
    ],
    [
      6,
      8,
      9,
      12,
      10,
      8,
      5,
      9,
      7,
      12,
      12,
      8,
      10,
      9,
      12,
      12,
      18,
      11,
      4,
      7,
      10,
      2,
      9,
      11,
      7,
      9,
      15,
      9,
      12
    ],
    [
      14,
      12,
      4,
      15,
      6,
      11,
      4,
      7,
      7,
      8,
      11,
      5,
      3,
      9,
      8,
      11,
      13,
      14,
      14,
      1,
      14,
      14,
      5,
      7,
      12,
      6,
      10,
      8,
      6
    ],
    [
      11,
      11,
      11,
      12,
      6,
      9,
      9,
      8,
      6,
      7,
      15,
      9,
      12,
      6,
      9,
      15,
      9,
      5,
      7,
      5,
      2,
      5,
      13,
      14,
      8,
      9,
      7,
      7,
      5
    ],
    [
      11,
      9,
      9,
      9,
      8,
      8,
      8,
      7,
      11,
      7,
      8,
      9,
      5,
      13,
      5,
      5,
      11,
      14,
      9,
      9,
      11,
      1,
      6,
      3,
      4,
      17,
      13,
      13,
      12
    ],
    [
      11,
      11,
      9,
      11,
      10,
      9,
      17,
      11,
      13,
      8,
      11,
      16,
      13,
      4,
      8,
      3,
      15,
      8,
      7,
      7,
      4,
      12,
      3,
      10,
      13,
      12,
      10,
      8,
      11
    ],
    [
      9,
      6,
      7,
      8,
      6,
      7,
      10,
      5,
      7,
      7,
      10,
      16,
      6,
      5,
      7,
      17,
      6,
      10,
      8,
      7,
      11,
      13,
      15,
      1,
      10,
      5,
      10,
      8,
      12
    ],
    [
      8,
      11,
      6,
      15,
      13,
      10,
      11,
      10,
      5,
      13,
      12,
      16,
      3,
      10,
      5,
      11,
      12,
      13,
      17,
      9,
      10,
      11,
      6,
      8,
      1,
      13,
      8,
      14,
      8
    ],
    [
      13,
      6,
      8,
      11,
      4,
      8,
      7,
      8,
      14,
      8,
      5,
      10,
      7,
      8,
      14,
      10,
      8,
      9,
      7,
      10,
      12,
      7,
      14,
      14,
      9,
      4,
      13,
      5,
      8
    ],
    [
      11,
      12,
      6,
      7,
      10,
      3,
      11,
      9,
      10,
      8,
      8,
      6,
      8,
      6,
      8,
      11,
      9,
      9,
      14,
      11,
      12,
      12,
      11,
      5,
      13,
      9,
      1,
      13,
      12
    ],
    [
      8,
      4,
      8,
      7,
      15,
      10,
      6,
      10,
      10,
      12,
      6,
      9,
      6,
      12,
      6,
      8,
      9,
      12,
      9,
      8,
      11,
      13,
      12,
      9,
      14,
      6,
      5,
      1,
      10
    ],
    [
      7,
      15,
      11,
      10,
      12,
      7,
      13,
      7,
      6,
      4,
      13,
      9,
      8,
      12,
      10,
      6,
      5,
      11,
      7,
      11,
      10,
      6,
      5,
      5,
      12,
      8,
      11,
      7,
      1
    ]
  ],
  "total_matrix": [
    [
      4,
      16,
      16,
      17,
      14,
      17,
      10,
      8,
      10,
      19,
      18,
      19,
      13,
      17,
      19,
      18,
      16,
      20,
      13,
      21,
      18,
      15,
      12,
      18,
      26,
      16,
      19,
      15,
      13
    ],
    [
      8,
      2,
      18,
      15,
      15,
      13,
      18,
      16,
      16,
      17,
      19,
      16,
      5,
      18,
      23,
      13,
      17,
      18,
      15,
      14,
      16,
      24,
      23,
      14,
      15,
      11,
      18,
      17,
      15
    ],
    [
      29,
      13,
      4,
      14,
      22,
      12,
      9,
      16,
      19,
      15,
      16,
      20,
      14,
      20,
      16,
      14,
      14,
      12,
      16,
      16,
      10,
      10,
      16,
      13,
      19,
      17,
      26,
      16,
      17
    ],
    [
      12,
      21,
      15,
      4,
      13,
      14,
      18,
      9,
      18,
      21,
      23,
      20,
      20,
      20,
      20,
      14,
      16,
      15,
      16,
      12,
      14,
      13,
      21,
      12,
      14,
      13,
      17,
      16,
      17
    ],
    [
      8,
      15,
      17,
      18,
      2,
      8,
      21,
      18,
      9,
      12,
      14,
      15,
      18,
      10,
      12,
      11,
      14,
      17,
      16,
      19,
      15,
      16,
      12,
      19,
      18,
      13,
      16,
      25,
      16
    ],
    [
      18,
      21,
      22,
      11,
      10,
      1,
      12,
      13,
      19,
      13,
      17,
      18,
      17,
      21,
      21,
      17,
      9,
      23,
      23,
      10,
      13,
      9,
      11,
      10,
      18,
      15,
      14,
      15,
      22
    ],
    [
      16,
      14,
      15,
      16,
      17,
      21,
      5,
      15,
      19,
      18,
      17,
      16,
      12,
      15,
      13,
      16,
      8,
      16,
      11,
      18,
      30,
      10,
      16,
      15,
      9,
      15,
      18,
      12,
      15
    ],
    [
      10,
      11,
      12,
      14,
      10,
      9,
      6,
      6,
      10,
      19,
      10,
      18,
      15,
      11,
      15,
      15,
      18,
      16,
      12,
      19,
      17,
      17,
      22,
      22,
      11,
      14,
      11,
      14,
      16
    ],
    [
      9,
      13,
      17,
      14,
      25,
      14,
      12,
      18,
      2,
      14,
      10,
      10,
      13,
      14,
      9,
      13,
      12,
      14,
      17,
      12,
      13,
      16,
      14,
      19,
      15,
      16,
      19,
      21,
      18
    ],
    [
      19,
      13,
      17,
      14,
      11,
      18,
      17,
      17,
      20,
      4,
      14,
      15,
      18,
      25,
      13,
      16,
      18,
      7,
      17,
      18,
      11,
      13,
      18,
      17,
      18,
      18,
      10,
      19,
      11
    ],
    [
      19,
      16,
      26,
      13,
      14,
      18,
      12,
      18,
      13,
      11,
      2,
      21,
      21,
      14,
      13,
      15,
      18,
      22,
      14,
      18,
      17,
      23,
      18,
      8,
      17,
      23,
      13,
      18,
      15
    ],
    [
      19,
      16,
      19,
      17,
      20,
      22,
      14,
      12,
      8,
      11,
      25,
      4,
      12,
      16,
      17,
      16,
      15,
      15,
      16,
      14,
      18,
      15,
      18,
      16,
      18,
      16,
      12,
      18,
      10
    ],
    [
      12,
      21,
      17,
      15,
      17,
      11,
      13,
      6,
      14,
      14,
      20,
      8,
      2,
      18,
      17,
      7,
      18,
      10,
      8,
      15,
      12,
      17,
      22,
      14,
      11,
      19,
      13,
      13,
      15
    ],
    [
      19,
      9,
      9,
      20,
      17,
      19,
      13,
      18,
      15,
      16,
      16,
      17,
      10,
      1,
      17,
      22,
      19,
      10,
      16,
      14,
      18,
      11,
      20,
      18,
      18,
      15,
      15,
      19,
      14
    ],
    [
      10,
      14,
      15,
      20,
      13,
      19,
      10,
      13,
      17,
      15,
      23,
      14,
      12,
      10,
      6,
      14,
      14,
      16,
      15,
      12,
      12,
      18,
      24,
      22,
      25,
      15,
      19,
      22,
      18
    ],
    [
      17,
      15,
      18,
      15,
      16,
      20,
      11,
      14,
      15,
      18,
      11,
      11,
      10,
      14,
      19,
      3,
      15,
      19,
      19,
      16,
      11,
      16,
      24,
      15,
      16,
      14,
      17,
      13,
      12
    ],
    [
      21,
      14,
      17,
      20,
      15,
      18,
      22,
      11,
      12,
      12,
      16,
      19,
      10,
      15,
      18,
      12,
      2,
      17,
      13,
      13,
      11,
      17,
      17,
      15,
      14,
      23,
      15,
      11,
      22
    ],
    [
      19,
      25,
      14,
      15,
      9,
      16,
      20,
      14,
      14,
      21,
      17,
      13,
      21,
      16,
      16,
      19,
      12,
      0,
      11,
      24,
      17,
      12,
      19,
      13,
      16,
      6,
      11,
      22,
      13
    ],
    [
      12,
      15,
      12,
      23,
      12,
      15,
      12,
      14,
      11,
      17,
      20,
      10,
      13,
      12,
      18,
      18,
      27,
      16,
      4,
      16,
      15,
      12,
      13,
      18,
      12,
      12,
      22,
      16,
      22
    ],
    [
      24,
      17,
      8,
      18,
      16,
      17,
      13,
      14,
      10,
      11,
      20,
      6,
      12,
      15,
      17,
      12,
      17,
      20,
      23,
      2,
      21,
      24,
      11,
      14,
      21,
      9,
      16,
      11,
      15
    ],
    [
      19,
      22,
      21,
      20,
      13,
      18,
      21,
      15,
      8,
      16,
      20,
      16,
      18,
      9,
      17,
      23,
      22,
      11,
      14,
      6,
      3,
      13,
      22,
      21,
      18,
      14,
      12,
      13,
      13
    ],
    [
      19,
      20,
      18,
      13,
      12,
      16,
      15,
      11,
      16,
      11,
      13,
      16,
      10,
      19,
      16,
      14,
      15,
      24,
      14,
      13,
      22,
      2,
      12,
      15,
      7,
      23,
      20,
      23,
      24
    ],
    [
      15,
      17,
      22,
      19,
      16,
      14,
      28,
      16,
      20,
      17,
      18,
      20,
      18,
      8,
      15,
      14,
      25,
      15,
      13,
      19,
      6,
      19,
      4,
      19,
      25,
      19,
      17,
      15,
      18
    ],
    [
      15,
      9,
      16,
      13,
      12,
      19,
      13,
      13,
      11,
      15,
      16,
      24,
      16,
      17,
      17,
      23,
      10,
      15,
      11,
      11,
      19,
      24,
      21,
      2,
      21,
      11,
      12,
      15,
      18
    ],
    [
      13,
      19,
      12,
      22,
      21,
      14,
      20,
      18,
      16,
      22,
      18,
      19,
      8,
      15,
      11,
      19,
      18,
      19,
      28,
      14,
      16,
      18,
      12,
      15,
      1,
      23,
      14,
      22,
      13
    ],
    [
      21,
      12,
      13,
      15,
      8,
      16,
      17,
      15,
      20,
      16,
      11,
      20,
      16,
      16,
      18,
      19,
      14,
      11,
      16,
      14,
      20,
      14,
      23,
      15,
      14,
      7,
      19,
      10,
      15
    ],
    [
      16,
      19,
      12,
      12,
      14,
      9,
      19,
      12,
      19,
      17,
      17,
      12,
      13,
      17,
      14,
      14,
      14,
      13,
      18,
      17,
      16,
      22,
      17,
      14,
      20,
      16,
      2,
      20,
      22
    ],
    [
      16,
      10,
      15,
      13,
      22,
      19,
      15,
      16,
      19,
      20,
      11,
      19,
      16,
      21,
      11,
      12,
      12,
      20,
      18,
      16,
      26,
      19,
      22,
      13,
      20,
      18,
      12,
      2,
      17
    ],
    [
      17,
      19,
      18,
      18,
      18,
      16,
      22,
      15,
      14,
      14,
      19,
      14,
      16,
      21,
      19,
      10,
      13,
      14,
      12,
      21,
      20,
      14,
      7,
      13,
      23,
      14,
      18,
      17,
      3
    ]
  ],
  "shared_model_scores": {
    "uniform": {
      "total_bits_gain": 0.0,
      "bits_gain_per_transition": 0.0,
      "average_probability_ratio": 1.0,
      "cross_entropy_bits": 4.807354922057604
    },
    "destination": {
      "total_bits_gain": -40.203028117728536,
      "bits_gain_per_transition": -0.005440929505715055,
      "average_probability_ratio": 0.9962357377185486,
      "cross_entropy_bits": 4.812795851563319
    },
    "modular_step": {
      "total_bits_gain": -35.82197237742366,
      "bits_gain_per_transition": -0.0048480135847101995,
      "average_probability_ratio": 0.9966452528336095,
      "cross_entropy_bits": 4.812202935642314
    },
    "full_transition": {
      "total_bits_gain": -115.73504783819953,
      "bits_gain_per_transition": -0.01566315439683307,
      "average_probability_ratio": 0.9892018518098881,
      "cross_entropy_bits": 4.823018076454437
    }
  },
  "label_permutation_comparison": {
    "destination": {
      "observed_gain_bits": -40.203028117728536,
      "mean_gain_bits": -35.17878416879533,
      "central_95_percent": [
        -54.95010330550322,
        -17.044031225380973
      ],
      "at_or_above": 709,
      "upper_tail_comparison": 0.71,
      "three_model_bonferroni": 1
    },
    "modular_step": {
      "observed_gain_bits": -35.82197237742366,
      "mean_gain_bits": -36.173460094882714,
      "central_95_percent": [
        -56.23400302261507,
        -15.098383467679382
      ],
      "at_or_above": 478,
      "upper_tail_comparison": 0.479,
      "three_model_bonferroni": 1
    },
    "full_transition": {
      "observed_gain_bits": -115.73504783819953,
      "mean_gain_bits": -125.30355150820914,
      "central_95_percent": [
        -160.21257787773538,
        -90.24449264402028
      ],
      "at_or_above": 292,
      "upper_tail_comparison": 0.293,
      "three_model_bonferroni": 0.879
    }
  },
  "local_continuation": {
    "method": "Fit each section first 60 percent; score remaining 40 percent. One edge across cut excluded. Fixed models, no tuning or decoding.",
    "evaluation_pairs": 5152,
    "total_bits_gain": {
      "uniform": 0.0,
      "destination": -94.8342992118055,
      "modular_step": -84.06155469798387,
      "full_transition": -37.91011011380169
    },
    "bits_gain_per_transition": {
      "uniform": 0.0,
      "destination": -0.01840727857372001,
      "modular_step": -0.016316295554732893,
      "full_transition": -0.007358328826436664
    },
    "sections": [
      {
        "section": 0,
        "cut_after_runes": 437,
        "evaluation_pairs": 289,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.807354922057605
          },
          "destination": {
            "total_bits_gain": -21.566180518442934,
            "bits_gain_per_transition": -0.07462346200153265,
            "average_probability_ratio": 0.9495899280229156,
            "cross_entropy_bits": 4.8819783840591375
          },
          "modular_step": {
            "total_bits_gain": -8.406487112349168,
            "bits_gain_per_transition": -0.029088190700170134,
            "average_probability_ratio": 0.9800395045433921,
            "cross_entropy_bits": 4.836443112757775
          },
          "full_transition": {
            "total_bits_gain": -0.07708855791906899,
            "bits_gain_per_transition": -0.0002667424149448754,
            "average_probability_ratio": 0.999815125338572,
            "cross_entropy_bits": 4.807621664472549
          }
        }
      },
      {
        "section": 1,
        "cut_after_runes": 687,
        "evaluation_pairs": 456,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.8073549220576055
          },
          "destination": {
            "total_bits_gain": -1.3922556785437337,
            "bits_gain_per_transition": -0.003053192277508188,
            "average_probability_ratio": 0.9978859261896601,
            "cross_entropy_bits": 4.810408114335114
          },
          "modular_step": {
            "total_bits_gain": -11.401654639306344,
            "bits_gain_per_transition": -0.025003628594970052,
            "average_probability_ratio": 0.9828181266067648,
            "cross_entropy_bits": 4.832358550652575
          },
          "full_transition": {
            "total_bits_gain": -1.213190939447486,
            "bits_gain_per_transition": -0.0026605064461567678,
            "average_probability_ratio": 0.9981575768071966,
            "cross_entropy_bits": 4.810015428503762
          }
        }
      },
      {
        "section": 2,
        "cut_after_runes": 1037,
        "evaluation_pairs": 690,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.807354922057604
          },
          "destination": {
            "total_bits_gain": -6.177257919037402,
            "bits_gain_per_transition": -0.008952547708749857,
            "average_probability_ratio": 0.9938137807333275,
            "cross_entropy_bits": 4.816307469766354
          },
          "modular_step": {
            "total_bits_gain": -10.546777945184203,
            "bits_gain_per_transition": -0.015285185427803194,
            "average_probability_ratio": 0.9894610448997834,
            "cross_entropy_bits": 4.822640107485407
          },
          "full_transition": {
            "total_bits_gain": -5.258629118301087,
            "bits_gain_per_transition": -0.007621201620726214,
            "average_probability_ratio": 0.9947313140546088,
            "cross_entropy_bits": 4.81497612367833
          }
        }
      },
      {
        "section": 4,
        "cut_after_runes": 1136,
        "evaluation_pairs": 753,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.807354922057605
          },
          "destination": {
            "total_bits_gain": -9.0618044654816,
            "bits_gain_per_transition": -0.01203426887846162,
            "average_probability_ratio": 0.9916931743971923,
            "cross_entropy_bits": 4.819389190936066
          },
          "modular_step": {
            "total_bits_gain": -12.655104670845958,
            "bits_gain_per_transition": -0.016806247902849878,
            "average_probability_ratio": 0.9884183859114234,
            "cross_entropy_bits": 4.824161169960455
          },
          "full_transition": {
            "total_bits_gain": -0.9102843852224396,
            "bits_gain_per_transition": -0.0012088770056074894,
            "average_probability_ratio": 0.9991624212769656,
            "cross_entropy_bits": 4.808563799063212
          }
        }
      },
      {
        "section": 5,
        "cut_after_runes": 612,
        "evaluation_pairs": 405,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.807354922057605
          },
          "destination": {
            "total_bits_gain": -13.124260136358998,
            "bits_gain_per_transition": -0.03240558058360247,
            "average_probability_ratio": 0.9777885520057954,
            "cross_entropy_bits": 4.839760502641207
          },
          "modular_step": {
            "total_bits_gain": -6.251180531986847,
            "bits_gain_per_transition": -0.015435013659226783,
            "average_probability_ratio": 0.9893582917215845,
            "cross_entropy_bits": 4.822789935716831
          },
          "full_transition": {
            "total_bits_gain": -5.539486044176101,
            "bits_gain_per_transition": -0.013677743318953337,
            "average_probability_ratio": 0.9905641108258535,
            "cross_entropy_bits": 4.821032665376558
          }
        }
      },
      {
        "section": 6,
        "cut_after_runes": 914,
        "evaluation_pairs": 606,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.8073549220576055
          },
          "destination": {
            "total_bits_gain": -13.181888659405558,
            "bits_gain_per_transition": -0.02175229151717089,
            "average_probability_ratio": 0.9850355574418674,
            "cross_entropy_bits": 4.829107213574776
          },
          "modular_step": {
            "total_bits_gain": -4.0550825682662435,
            "bits_gain_per_transition": -0.00669155539317862,
            "average_probability_ratio": 0.995372507235925,
            "cross_entropy_bits": 4.814046477450784
          },
          "full_transition": {
            "total_bits_gain": -4.183604827343515,
            "bits_gain_per_transition": -0.006903638328949695,
            "average_probability_ratio": 0.9952261935647462,
            "cross_entropy_bits": 4.814258560386555
          }
        }
      },
      {
        "section": 7,
        "cut_after_runes": 953,
        "evaluation_pairs": 634,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.807354922057605
          },
          "destination": {
            "total_bits_gain": -10.154209661948698,
            "bits_gain_per_transition": -0.016016103567742426,
            "average_probability_ratio": 0.9889598774081672,
            "cross_entropy_bits": 4.823371025625347
          },
          "modular_step": {
            "total_bits_gain": -15.531273140099984,
            "bits_gain_per_transition": -0.024497276246214485,
            "average_probability_ratio": 0.9831631334135353,
            "cross_entropy_bits": 4.831852198303819
          },
          "full_transition": {
            "total_bits_gain": -3.7567384872354523,
            "bits_gain_per_transition": -0.005925455027185256,
            "average_probability_ratio": 0.9959012106156953,
            "cross_entropy_bits": 4.81328037708479
          }
        }
      },
      {
        "section": 8,
        "cut_after_runes": 1989,
        "evaluation_pairs": 1319,
        "scores": {
          "uniform": {
            "total_bits_gain": 0.0,
            "bits_gain_per_transition": 0.0,
            "average_probability_ratio": 1.0,
            "cross_entropy_bits": 4.807354922057604
          },
          "destination": {
            "total_bits_gain": -20.176442172586576,
            "bits_gain_per_transition": -0.015296771927662302,
            "average_probability_ratio": 0.9894530984219094,
            "cross_entropy_bits": 4.822651693985266
          },
          "modular_step": {
            "total_bits_gain": -15.213994089945118,
            "bits_gain_per_transition": -0.011534491349465593,
            "average_probability_ratio": 0.9920367756485363,
            "cross_entropy_bits": 4.818889413407069
          },
          "full_transition": {
            "total_bits_gain": -16.971087754156542,
            "bits_gain_per_transition": -0.0128666321108086,
            "average_probability_ratio": 0.9911211818159039,
            "cross_entropy_bits": 4.820221554168413
          }
        }
      }
    ]
  },
  "training_selected_pairs": [
    {
      "previous": "P",
      "next": "O",
      "previous_index": 13,
      "next_index": 3,
      "training_count": 16,
      "training_uniform_expected": 7.071428571428571,
      "evaluation_count": 4,
      "evaluation_uniform_expected": 8.785714285714286
    },
    {
      "previous": "T",
      "next": "G",
      "previous_index": 16,
      "next_index": 6,
      "training_count": 14,
      "training_uniform_expected": 6.464285714285714,
      "evaluation_count": 8,
      "evaluation_uniform_expected": 9.25
    },
    {
      "previous": "O",
      "next": "I",
      "previous_index": 3,
      "next_index": 10,
      "training_count": 14,
      "training_uniform_expected": 6.607142857142857,
      "evaluation_count": 9,
      "evaluation_uniform_expected": 9.607142857142858
    },
    {
      "previous": "S",
      "next": "OE",
      "previous_index": 15,
      "next_index": 22,
      "training_count": 13,
      "training_uniform_expected": 6.178571428571429,
      "evaluation_count": 11,
      "evaluation_uniform_expected": 9.214285714285714
    },
    {
      "previous": "IO",
      "next": "L",
      "previous_index": 27,
      "next_index": 20,
      "training_count": 15,
      "training_uniform_expected": 7.607142857142857,
      "evaluation_count": 11,
      "evaluation_uniform_expected": 9.107142857142858
    },
    {
      "previous": "K",
      "next": "B",
      "previous_index": 5,
      "next_index": 17,
      "training_count": 15,
      "training_uniform_expected": 7.607142857142857,
      "evaluation_count": 8,
      "evaluation_uniform_expected": 8.178571428571429
    },
    {
      "previous": "TH",
      "next": "Y",
      "previous_index": 2,
      "next_index": 26,
      "training_count": 14,
      "training_uniform_expected": 7.392857142857143,
      "evaluation_count": 12,
      "evaluation_uniform_expected": 8.714285714285714
    },
    {
      "previous": "TH",
      "next": "F",
      "previous_index": 2,
      "next_index": 0,
      "training_count": 14,
      "training_uniform_expected": 7.392857142857143,
      "evaluation_count": 15,
      "evaluation_uniform_expected": 8.714285714285714
    },
    {
      "previous": "H",
      "next": "EA",
      "previous_index": 8,
      "next_index": 28,
      "training_count": 12,
      "training_uniform_expected": 6.071428571428571,
      "evaluation_count": 6,
      "evaluation_uniform_expected": 8.607142857142858
    },
    {
      "previous": "N",
      "next": "EO",
      "previous_index": 9,
      "next_index": 12,
      "training_count": 13,
      "training_uniform_expected": 6.785714285714286,
      "evaluation_count": 5,
      "evaluation_uniform_expected": 9.0
    }
  ],
  "constructed_controls": {
    "uniform": {
      "uniform": {
        "total_bits_gain": 0.0,
        "bits_gain_per_transition": 0.0,
        "average_probability_ratio": 1.0,
        "cross_entropy_bits": 4.807354922057604
      },
      "destination": {
        "total_bits_gain": -29.840908026191755,
        "bits_gain_per_transition": -0.004038558401162777,
        "average_probability_ratio": 0.9972045990605493,
        "cross_entropy_bits": 4.811393480458767
      },
      "modular_step": {
        "total_bits_gain": -21.50654452280287,
        "bits_gain_per_transition": -0.002910616392313286,
        "average_probability_ratio": 0.9979845482100197,
        "cross_entropy_bits": 4.810265538449918
      },
      "full_transition": {
        "total_bits_gain": -125.883565593409,
        "bits_gain_per_transition": -0.017036617349223036,
        "average_probability_ratio": 0.9882605679310531,
        "cross_entropy_bits": 4.824391539406827
      }
    },
    "cyclic": {
      "uniform": {
        "total_bits_gain": 0.0,
        "bits_gain_per_transition": 0.0,
        "average_probability_ratio": 1.0,
        "cross_entropy_bits": 4.807354922057604
      },
      "destination": {
        "total_bits_gain": -28.706665340752807,
        "bits_gain_per_transition": -0.0038777070567003655,
        "average_probability_ratio": 0.9973157872452556,
        "cross_entropy_bits": 4.811232629114304
      },
      "modular_step": {
        "total_bits_gain": 2531.715055961795,
        "bits_gain_per_transition": 0.3419850136379569,
        "average_probability_ratio": 1.2674993554937826,
        "cross_entropy_bits": 4.465369908419647
      },
      "full_transition": {
        "total_bits_gain": 1883.5163636756406,
        "bits_gain_per_transition": 0.25442609262132115,
        "average_probability_ratio": 1.1928611257588033,
        "cross_entropy_bits": 4.552928829436283
      }
    },
    "permuted_successor": {
      "uniform": {
        "total_bits_gain": 0.0,
        "bits_gain_per_transition": 0.0,
        "average_probability_ratio": 1.0,
        "cross_entropy_bits": 4.807354922057605
      },
      "destination": {
        "total_bits_gain": -17.15646760249365,
        "bits_gain_per_transition": -0.0023162505201152488,
        "average_probability_ratio": 0.9983957856122211,
        "cross_entropy_bits": 4.80967117257772
      },
      "modular_step": {
        "total_bits_gain": 208.84070882469678,
        "bits_gain_per_transition": 0.028195046418887103,
        "average_probability_ratio": 1.0197355377179127,
        "cross_entropy_bits": 4.779159875638718
      },
      "full_transition": {
        "total_bits_gain": 2073.7976053808816,
        "bits_gain_per_transition": 0.27997807552057263,
        "average_probability_ratio": 1.21417643254782,
        "cross_entropy_bits": 4.527376846537032
      }
    }
  },
  "transcription_sha256": "b0b2e13c3cd35512ee5955a2d9a56c22d7410e283d35dd9c90abbaa7b99279eb",
  "limits": [
    "Retrospective: all sections were seen in previous sessions; evaluation scores do not select or alter these models.",
    "No broad cryptographic family is ruled out; keys, mappings or rules can differ across sections.",
    "Label permutations preserve within-section patterns up to relabeling, not exact named-rune frequencies.",
    "Label-permutation comparisons test alignment to learned identities, not cipher probabilities.",
    "Cross entropy is a prediction score, not plaintext quality.",
    "Only first-order preferences tested; positional and longer-context effects remain open.",
    "Synthetic controls are conspicuously biased examples, not a measured detection limit."
  ]
}