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"training_plaintext": "English", "period": "1583-1585", "source": "DECODE records 13, 14; ASV - F17, Rome, Italy - The Vatican, 1583-1585", "contributor": "Micaella Bruton", "training_examples": 5000, "synthetic_test_accuracy": 0.9923017540850023, "uncertain_share_in_key_reference": 0.02206442813014001, "uncertain_share_scrambled_key_reference": 0.07354764245074641, "package_version": "1.2.0", "added": "2026-11-08", "test_accuracy": 0.9227467811158798, "test_letters": 1 }, { "id": "vatican_E_5000_english", "name": "vatican_E: ASV - F18, Rome, Italy - The Vatican, 1585-1586", "path": "vatican_E_5000_english/vatican_E_5000_english_model.pt", "key_file": "vatican_E_5000_english/vatican_E_5000_english_key.tsv", "sha256": "8bd83023b74a30a1635e07433a42dc2a131f32debf350cdb51474fdf4707dee8", "symbol_format": "symbols separated by spaces", "symbol_type": "digits", "digit_mode": { "marks": "+.^", "pieces": [ "0", "0^.", "1", "1^.", "2", "2^.", "3", "3^.", "4", "4^.", "5", "5^.", "6", "6^.", "7", 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"85", "86", "87", "88", "89", "9", "90", "91", "92", "93", "94", "95", "96", "97", "99" ], "symbol_lengths": { "1": 10, "2": 88, "5": 77, "3": 7 }, "plaintext_units": 138, "letter_replacements": "", "plaintext_language": "it", "training_plaintext": "English", "period": "1585-1589", "source": "DECODE records 17, 18, 19, 20, 21, 22, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 51, 52, 55, 56, 57, 58; ASV - F22, Rome, Italy - The Vatican, 1585-1589", "contributor": "Micaella Bruton", "training_examples": 5000, "synthetic_test_accuracy": 0.924746534243741, "uncertain_share_in_key_reference": 0.22747421018697614, "uncertain_share_scrambled_key_reference": 0.36431201395942137, "package_version": "1.2.0", "added": "2026-11-08" }, { "id": "vatican_G_5000_english", "name": "vatican_G: ASV - C15, Rome, Italy - The Vatican, 1721", "path": "vatican_G_5000_english/vatican_G_5000_english_model.pt", "key_file": 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69, 70, 71; ASV - F64, Rome, Italy - The Vatican, 1625", "contributor": "Micaella Bruton", "training_examples": 5000, "synthetic_test_accuracy": 0.996405507493603, "uncertain_share_in_key_reference": 0.005083660235369466, "uncertain_share_scrambled_key_reference": 0.2737506911453976, "package_version": "1.2.0", "added": "2026-11-08", "test_accuracy": 0.9819483449943994, "test_letters": 10 }, { "id": "vatican_L_5000_english", "name": "vatican_L: ASV - F283, Rome, Italy - The Vatican, 1580", "path": "vatican_L_5000_english/vatican_L_5000_english_model.pt", "key_file": "vatican_L_5000_english/vatican_L_5000_english_key.tsv", "sha256": "5ecedf6b6c57b27a877d6ae3828d2a436dd159b59b7297da6e8fd63777b43b4a", "symbol_format": "symbols separated by spaces", "symbol_type": "digits", "digit_mode": { "marks": "+", "pieces": [ "0", "0+", "1", "2", "2+", "3", "4", "4+", "5", "6", "6+", "7", "8", "8+", "9" ] }, "symbols": [ "12", "124+", "14", "144+", "16", "18", "188+", "20", "200+", "22", "224+", 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"key_file": "vatican_P_5000_english/vatican_P_5000_english_key.tsv", "sha256": "87d44e17130fccabc0f2840140b43dea12f78ac26caa971ccbb09e5dbf3a6f3b", "symbol_format": "symbols separated by spaces", "symbol_type": "digits", "digit_mode": { "marks": "", "pieces": [ "0", "1", "2", "3", "4", "5", "6", "7", "8" ] }, "symbols": [ "0", "11", "12", "13", "14", "15", "16", "17", "18", "2", "21", "22", "23", "24", "25", "27", "4", "5", "6", "7", "8" ], "symbol_lengths": { "1": 7, "2": 14 }, "plaintext_units": 21, "letter_replacements": "", "plaintext_language": "it", "training_plaintext": "English", "period": "1535-1536", "source": "DECODE record 189; (not given)", "contributor": "Micaella Bruton", "training_examples": 5000, "synthetic_test_accuracy": 0.9894653313632135, "uncertain_share_in_key_reference": 0.02184699103713188, "uncertain_share_scrambled_key_reference": 0.13302694335735193, "package_version": "1.2.0", "added": "2026-11-08" }, { "id": "vatican_Q_5000_english", "name": "vatican_Q: ASV 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/7, /8, /9, /10, /11 (later reco", "path": "vatican_S_5000_english/vatican_S_5000_english_model.pt", "key_file": "vatican_S_5000_english/vatican_S_5000_english_key.tsv", "sha256": "9e404d552f03d0c937aa6a8f822f70956b9464b8151ab80fa40e47f289ff2dd0", "symbol_format": "symbols separated by spaces", "symbol_type": "digits", "digit_mode": { "marks": "", "pieces": [ "0", "1", "2", "3", "4", "5", "6", "7", "8", "9" ] }, "symbols": [ "00", "02", "03", "04", "05", "06", "07", "09", "1", "20", "200", "202", "22", "23", "232", "24", "25", "26", "27", "29", "293", "299", "30", "32", "33", "34", "340", "35", "354", "36", "360", "369", "37", "376", "39", "40", "42", "422", "43", "436", "437", "44", "447", "45", "46", "460", "47", "470", "474", "49", "50", "502", "504", "52", "520", "522", "53", "534", "54", "545", "549", "55", "56", "567", "569", "57", "577", "59", "60", "606", "62", "623", "63", "633", "635", "64", "643", "65", "66", "67", "670", "672", "675", "69", "692", "696", "70", "72", "73", 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