{
  "source": "https://huggingface.co/datasets/Ched-ai/voynich-eva",
  "input_sha256": "53e5db5ab1364eec553de3e20974a16b7af00916906f3758b5f3e2cfd0f4f7c7",
  "method": "up-to-five-fold held-out-folio token-frequency classifier with pooled prior",
  "warning": "Section prediction is not decipherment or translation. EVA tokens are glyph labels.",
  "contrasts": [
    {
      "name": "hand1_currierA_herbal_vs_pharmaceutical",
      "pages": {
        "herbal": 95,
        "pharmaceutical": 16
      },
      "folios": {
        "herbal": 47,
        "pharmaceutical": 6
      },
      "balanced_accuracy": 0.8641,
      "recall": {
        "herbal": 0.9157894736842105,
        "pharmaceutical": 0.8125
      },
      "permutation_count": 100,
      "null_mean": 0.4982,
      "null_max": 0.658,
      "permutation_p_value": 0.0099,
      "candidate_tokens": {
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            "count_other": 0,
            "log_rate_ratio": 2.388
          },
          {
            "eva_token": "oty",
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            "count_other": 0,
            "log_rate_ratio": 2.359
          },
          {
            "eva_token": "char",
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            "count_other": 0,
            "log_rate_ratio": 2.234
          },
          {
            "eva_token": "kchy",
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            "count_other": 0,
            "log_rate_ratio": 2.2
          },
          {
            "eva_token": "cthy",
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            "count_other": 2,
            "log_rate_ratio": 2.165
          },
          {
            "eva_token": "qoty",
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            "log_rate_ratio": 2.052
          },
          {
            "eva_token": "tchy",
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            "count_other": 0,
            "log_rate_ratio": 1.969
          },
          {
            "eva_token": "dchy",
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            "count_other": 0,
            "log_rate_ratio": 1.924
          },
          {
            "eva_token": "dchor",
            "count_here": 21,
            "count_other": 0,
            "log_rate_ratio": 1.924
          },
          {
            "eva_token": "qokchy",
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            "count_other": 1,
            "log_rate_ratio": 1.804
          }
        ],
        "pharmaceutical": [
          {
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            "count_other": 1,
            "log_rate_ratio": 3.307
          },
          {
            "eva_token": "okeol",
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            "count_other": 7,
            "log_rate_ratio": 2.521
          },
          {
            "eva_token": "qokeol",
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            "count_other": 7,
            "log_rate_ratio": 2.306
          },
          {
            "eva_token": "okeey",
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            "count_other": 7,
            "log_rate_ratio": 2.265
          },
          {
            "eva_token": "okey",
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            "count_other": 4,
            "log_rate_ratio": 2.122
          },
          {
            "eva_token": "qokey",
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            "count_other": 4,
            "log_rate_ratio": 2.042
          },
          {
            "eva_token": "cheody",
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            "count_other": 7,
            "log_rate_ratio": 2.032
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          {
            "eva_token": "qokeey",
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            "count_other": 13,
            "log_rate_ratio": 1.619
          },
          {
            "eva_token": "cheol",
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            "count_other": 25,
            "log_rate_ratio": 1.492
          },
          {
            "eva_token": "sheol",
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            "count_other": 18,
            "log_rate_ratio": 1.218
          }
        ]
      },
      "predictions": [
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        }
      ]
    },
    {
      "name": "hand2_currierB_herbal_vs_biological",
      "pages": {
        "herbal": 20,
        "biological": 19
      },
      "folios": {
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        "biological": 10
      },
      "balanced_accuracy": 0.95,
      "recall": {
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        "biological": 1.0
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      "permutation_count": 100,
      "null_mean": 0.529,
      "null_max": 0.7184,
      "permutation_p_value": 0.0099,
      "candidate_tokens": {
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            "log_rate_ratio": 3.416
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          {
            "eva_token": "ykar",
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            "log_rate_ratio": 2.81
          },
          {
            "eva_token": "shdy",
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          {
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            "log_rate_ratio": 2.174
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          {
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            "log_rate_ratio": 1.772
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          {
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            "log_rate_ratio": 1.562
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          {
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            "log_rate_ratio": 1.523
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          {
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          {
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          },
          {
            "eva_token": "qokchdy",
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            "count_other": 9,
            "log_rate_ratio": 1.28
          }
        ],
        "biological": [
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            "log_rate_ratio": 3.607
          },
          {
            "eva_token": "qokain",
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            "log_rate_ratio": 2.965
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          {
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            "log_rate_ratio": 2.508
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            "log_rate_ratio": 2.349
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          {
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          },
          {
            "eva_token": "qokal",
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            "count_other": 3,
            "log_rate_ratio": 2.211
          },
          {
            "eva_token": "qokeedy",
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            "count_other": 5,
            "log_rate_ratio": 2.16
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          {
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          },
          {
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          {
            "eva_token": "lol",
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            "log_rate_ratio": 1.978
          }
        ]
      },
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        {
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      ]
    },
    {
      "name": "hand1_currierA_quireO_herbal_vs_pharmaceutical",
      "pages": {
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        "pharmaceutical": 6
      },
      "folios": {
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        "pharmaceutical": 2
      },
      "balanced_accuracy": 0.5,
      "recall": {
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      "permutation_count": 100,
      "null_mean": 0.4625,
      "null_max": 0.5,
      "permutation_p_value": 0.703,
      "candidate_tokens": {
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            "count_other": 50,
            "log_rate_ratio": -0.749
          }
        ],
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        {
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        },
        {
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          "predicted": "pharmaceutical"
        }
      ]
    }
  ]
}
