{
  "schema": 1,
  "scope": "Exact Turkish-completion control for the five still-unassigned Vumarii-2019 glyph classes, conditional on accepting all seven secondary community readings.",
  "sources": {
    "word_classes": "archive/gaps/tr1-00-files/vumarii2019-words.json",
    "word_classes_sha256": "81262c1ca605c686da3acba6b4ac1ea2f11196cf74e530a9c71f607d0c5c76f8",
    "transcription": "archive/gaps/tr1-00-files/vumarii-2019-TRANSCRIPTION.txt",
    "transcription_sha256": "2c6eb4492a3975c034e9fb4ba75ae676acad0fc979b76e7a0463bd77170ad6b3",
    "turkish_scorer": "archive/solve/lexicons/turkish_score.py",
    "turkish_scorer_sha256": "c3383530d64710a659abecf7ffb7c15bc52ddba432cd288f3370595e1638c60d"
  },
  "mapping_boundary": {
    "primary_red_legend": {
      "C00": "T",
      "C01": "V",
      "C02": "I",
      "C04": "U",
      "C08": "A",
      "C09": "M",
      "C10": "R",
      "C12": "E",
      "C14": "N",
      "C15": "G",
      "C22": "B"
    },
    "secondary_2019_readings_accepted_for_test": {
      "C05": "L",
      "C06": "O",
      "C07": "D",
      "C11": "C",
      "C13": "P",
      "C19": "Q",
      "C23": "F"
    },
    "unassigned_classes_enumerated": [
      "C16",
      "C17",
      "C18",
      "C20",
      "C21"
    ],
    "unused_latin_letters": [
      "H",
      "J",
      "K",
      "S",
      "W",
      "X",
      "Y",
      "Z"
    ]
  },
  "method": {
    "language_model": "archive/solve/lexicons/turkish_score.py Scorer(A23), calibrated held-out Turkish character 5-gram",
    "enumeration": "all 8P5 injective assignments in deterministic lexicographic order",
    "null": "position-shuffled glyph-class controls with exact class counts and word lengths preserved; full completion enumeration repeated for each"
  },
  "result": {
    "completion_count": 6720,
    "top_candidates": [
      {
        "enumeration_index": 1480,
        "completion": {
          "C16": "J",
          "C17": "Y",
          "C18": "S",
          "C20": "H",
          "C21": "K"
        },
        "char5_bits_per_character": -5.4116467891174675,
        "char5_z_vs_heldout_turkish": -8.695592546508015,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGJAGENENNENYOPSODANEDEQUINNALANGHLANACAUKUABILTODAUKCYAHATANDAMAHTENGRIITHYINMEPGENENNETLYOHHAPISTETMEHDECYEDJEKARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGJA GENENNE NYOP SODANE DE QUINNA LANG HLANA CAUKU ABILTO DAUK CYAHAT ANDAMAH TENGRI ITHYIN MEP GENENNE TLYOH HAPIST ETMEH DE CYED JEKARU YEDOFER"
      },
      {
        "enumeration_index": 2323,
        "completion": {
          "C16": "K",
          "C17": "Y",
          "C18": "S",
          "C20": "H",
          "C21": "Z"
        },
        "char5_bits_per_character": -5.4324148729607336,
        "char5_z_vs_heldout_turkish": -8.771500981566618,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGKAGENENNENYOPSODANEDEQUINNALANGHLANACAUZUABILTODAUZCYAHATANDAMAHTENGRIITHYINMEPGENENNETLYOHHAPISTETMEHDECYEDKEZARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGKA GENENNE NYOP SODANE DE QUINNA LANG HLANA CAUZU ABILTO DAUZ CYAHAT ANDAMAH TENGRI ITHYIN MEP GENENNE TLYOH HAPIST ETMEH DE CYED KEZARU YEDOFER"
      },
      {
        "enumeration_index": 1487,
        "completion": {
          "C16": "J",
          "C17": "Y",
          "C18": "S",
          "C20": "K",
          "C21": "Z"
        },
        "char5_bits_per_character": -5.432927277516276,
        "char5_z_vs_heldout_turkish": -8.773373847076103,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGJAGENENNENYOPSODANEDEQUINNALANGKLANACAUZUABILTODAUZCYAKATANDAMAKTENGRIITKYINMEPGENENNETLYOKKAPISTETMEKDECYEDJEZARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGJA GENENNE NYOP SODANE DE QUINNA LANG KLANA CAUZU ABILTO DAUZ CYAKAT ANDAMAK TENGRI ITKYIN MEP GENENNE TLYOK KAPIST ETMEK DE CYED JEZARU YEDOFER"
      },
      {
        "enumeration_index": 4021,
        "completion": {
          "C16": "W",
          "C17": "Y",
          "C18": "S",
          "C20": "H",
          "C21": "K"
        },
        "char5_bits_per_character": -5.439678991170538,
        "char5_z_vs_heldout_turkish": -8.798051714390521,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGWAGENENNENYOPSODANEDEQUINNALANGHLANACAUKUABILTODAUKCYAHATANDAMAHTENGRIITHYINMEPGENENNETLYOHHAPISTETMEHDECYEDWEKARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGWA GENENNE NYOP SODANE DE QUINNA LANG HLANA CAUKU ABILTO DAUK CYAHAT ANDAMAH TENGRI ITHYIN MEP GENENNE TLYOH HAPIST ETMEH DE CYED WEKARU YEDOFER"
      },
      {
        "enumeration_index": 647,
        "completion": {
          "C16": "H",
          "C17": "Y",
          "C18": "S",
          "C20": "K",
          "C21": "Z"
        },
        "char5_bits_per_character": -5.441907798291226,
        "char5_z_vs_heldout_turkish": -8.806198121245176,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGHAGENENNENYOPSODANEDEQUINNALANGKLANACAUZUABILTODAUZCYAKATANDAMAKTENGRIITKYINMEPGENENNETLYOKKAPISTETMEKDECYEDHEZARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGHA GENENNE NYOP SODANE DE QUINNA LANG KLANA CAUZU ABILTO DAUZ CYAKAT ANDAMAK TENGRI ITKYIN MEP GENENNE TLYOK KAPIST ETMEK DE CYED HEZARU YEDOFER"
      },
      {
        "enumeration_index": 1483,
        "completion": {
          "C16": "J",
          "C17": "Y",
          "C18": "S",
          "C20": "H",
          "C21": "Z"
        },
        "char5_bits_per_character": -5.445407626023354,
        "char5_z_vs_heldout_turkish": -8.8189901750584,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGJAGENENNENYOPSODANEDEQUINNALANGHLANACAUZUABILTODAUZCYAHATANDAMAHTENGRIITHYINMEPGENENNETLYOHHAPISTETMEHDECYEDJEZARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGJA GENENNE NYOP SODANE DE QUINNA LANG HLANA CAUZU ABILTO DAUZ CYAHAT ANDAMAH TENGRI ITHYIN MEP GENENNE TLYOH HAPIST ETMEH DE CYED JEZARU YEDOFER"
      },
      {
        "enumeration_index": 6661,
        "completion": {
          "C16": "Z",
          "C17": "Y",
          "C18": "S",
          "C20": "H",
          "C21": "K"
        },
        "char5_bits_per_character": -5.45032398574354,
        "char5_z_vs_heldout_turkish": -8.836959727539066,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGZAGENENNENYOPSODANEDEQUINNALANGHLANACAUKUABILTODAUKCYAHATANDAMAHTENGRIITHYINMEPGENENNETLYOHHAPISTETMEHDECYEDZEKARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGZA GENENNE NYOP SODANE DE QUINNA LANG HLANA CAUKU ABILTO DAUK CYAHAT ANDAMAH TENGRI ITHYIN MEP GENENNE TLYOH HAPIST ETMEH DE CYED ZEKARU YEDOFER"
      },
      {
        "enumeration_index": 4030,
        "completion": {
          "C16": "W",
          "C17": "Y",
          "C18": "S",
          "C20": "K",
          "C21": "X"
        },
        "char5_bits_per_character": -5.457956307035486,
        "char5_z_vs_heldout_turkish": -8.864856261928487,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGWAGENENNENYOPSODANEDEQUINNALANGKLANACAUXUABILTODAUXCYAKATANDAMAKTENGRIITKYINMEPGENENNETLYOKKAPISTETMEKDECYEDWEXARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGWA GENENNE NYOP SODANE DE QUINNA LANG KLANA CAUXU ABILTO DAUX CYAKAT ANDAMAK TENGRI ITKYIN MEP GENENNE TLYOK KAPIST ETMEK DE CYED WEXARU YEDOFER"
      },
      {
        "enumeration_index": 646,
        "completion": {
          "C16": "H",
          "C17": "Y",
          "C18": "S",
          "C20": "K",
          "C21": "X"
        },
        "char5_bits_per_character": -5.467145364335243,
        "char5_z_vs_heldout_turkish": -8.898442748026701,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
        "best_turkish_word_score": null,
        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGHAGENENNENYOPSODANEDEQUINNALANGKLANACAUXUABILTODAUXCYAKATANDAMAKTENGRIITKYINMEPGENENNETLYOKKAPISTETMEKDECYEDHEXARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGHA GENENNE NYOP SODANE DE QUINNA LANG KLANA CAUXU ABILTO DAUX CYAKAT ANDAMAK TENGRI ITKYIN MEP GENENNE TLYOK KAPIST ETMEK DE CYED HEXARU YEDOFER"
      },
      {
        "enumeration_index": 4031,
        "completion": {
          "C16": "W",
          "C17": "Y",
          "C18": "S",
          "C20": "K",
          "C21": "Z"
        },
        "char5_bits_per_character": -5.467970879057794,
        "char5_z_vs_heldout_turkish": -8.90146004760906,
        "char5_percentile_vs_heldout_turkish": 0.0,
        "best_turkish_word_segmentation": null,
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        "max_consonant_run": 4,
        "vowel_fraction": 0.4155844155844156,
        "unspaced_candidate": "TVIULTODAVUMARIIDOCERPOTATENGRIIGWAGENENNENYOPSODANEDEQUINNALANGKLANACAUZUABILTODAUZCYAKATANDAMAKTENGRIITKYINMEPGENENNETLYOKKAPISTETMEKDECYEDWEZARUYEDOFER",
        "segmented_candidate": "TVI ULTO DA VUMARII DO CERPO TA TENGRI IGWA GENENNE NYOP SODANE DE QUINNA LANG KLANA CAUZU ABILTO DAUZ CYAKAT ANDAMAK TENGRI ITKYIN MEP GENENNE TLYOK KAPIST ETMEK DE CYED WEZARU YEDOFER"
      }
    ],
    "position_shuffled_null_controls": {
      "definition": "Shuffle the 154 glyph-class positions while preserving exact class counts and 32 word lengths; enumerate all 6,720 completions for each shuffle.",
      "count": 512,
      "seed": 137666731,
      "best_scores_bits_per_character": [
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      "mean": -6.303825589563861,
      "median": -6.277943446581824,
      "at_least_observed": 3,
      "empirical_p_value": 0.007797270955165692
    },
    "best_candidate_turkish_details": {
      "char5": -5.4116467891174675,
      "char5_z": -8.695592546508015,
      "char5_pct": 0.0,
      "word": null,
      "word_seg": null,
      "word3": null,
      "word3_seg": null,
      "syl": -8.026442727214267,
      "maxcons": 4,
      "vowfrac": 0.4155844155844156
    },
    "local_turkish_word_boundary": {
      "conditional_assignment": {
        "C20": "K"
      },
      "secondary_reading_retained": {
        "C07": "D"
      },
      "body_words_with_C20_K": [
        "KLANA",
        "C?AKAT",
        "ANDAMAK",
        "ITK?IN",
        "TL?OK",
        "KAPI?T",
        "ETMEK"
      ],
      "anlamak_boundary": "The seven-reading Layer-3 key fixes C07=D. Its relevant word becomes ANDAMAK when C20=K; ANLAMAK would additionally require changing C07 from D to L.",
      "etmek_boundary": "The same conditional C20=K does render ETMEK in one word, but a single local dictionary word does not select the other four classes or make the 154-letter body Turkish."
    }
  },
  "conclusion": "The best five-glyph completion remains strongly unlike held-out Turkish and has no full Turkish segmentation. Its score is nevertheless higher than position-shuffled controls, which means the accepted Layer-3 reading has non-random Turkish-like phonotactics. The secondary-key permutation control determines whether that signal exceeds the freedom already used to choose the seven community readings. Neither result is a plaintext decryption.",
  "limits": [
    "The author-selected red legend is stronger evidence than the seven accepted community readings.",
    "A negative Turkish model result cannot identify or exclude another language/cipher family.",
    "The model scores unspaced folded Turkish and is an investigator-derived control, not a source-selected decryption rule."
  ]
}
