#!/usr/bin/env python3 # http://inamidst.com/voynich/positions # Created by Sean B. Palmer # 33, 35-38, 40, 42-43, 49-57, 64-90, 92, 94, 97-122, 124 # 149-156, 158, 161-166, 168-204, 206-255 def r(start, stop=None): if stop is None: return set([start]) return set(range(start, stop + 1)) character_octets = r(33) | r(35, 38) | r(40) | r(42, 43) | r(49, 57) | r(64, 90) character_octets |= r(92) | r(94) | r(97, 122) | r(124) | r(149, 156) | r(158) character_octets |= r(161, 166) | r(168, 204) | r(206, 255) character_octets = {33, 35, 36, 37, 38, 40, 42, 43, 49, 50, 51, 52, 53, 54, 55, 56, 57, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 94, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 124, 149, 150, 151, 152, 153, 154, 155, 156, 158, 161, 162, 163, 164, 165, 166, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255} character_chars = {bytes([o]) for o in character_octets} def split(word): for i in range(len(word)): yield word[:i], word[i], word[i + 1:] # for abc in split("hello"): # print(abc) after = {c1: {c2: 0 for c2 in character_chars} for c1 in character_chars} before = {c1: {c2: 0 for c2 in character_chars} for c1 in character_chars} def voynich_words(): with open("voyn_101.txt", "rb") as f: octets = f.read() word = b"" ignore = False for octet in octets: octet = bytes([octet]) # if octet == b",": # continue if octet == b"<": ignore = True if ignore is False: if octet in character_chars: word += octet elif word: yield word word = b"" if octet == b">": ignore = False if word: yield word from collections import Counter frequencies = Counter() for word in voynich_words(): for char in word: frequencies[char] += 1 for bef, this, aft in split(word): this = bytes([this]) for c in character_chars: if c in bef: before[this][c] += 1 if c in aft: after[this][c] += 1 import json before = {ord(k1): {ord(k2): v2 for k2, v2 in v1.items()} for k1, v1 in before.items()} after = {ord(k1): {ord(k2): v2 for k2, v2 in v1.items()} for k1, v1 in after.items()} # with open("v101.chars.json", "w") as f: # f.write(json.dumps({"before": before, "after": after})) common = [f[0] for f in frequencies.most_common(48)] compiled = {} for a in common: compiled[a] = {} for b in common: bef = before[a][b] aft = after[a][b] try: p = (float(bef) / (bef + aft)) * 200 compiled[a][b] = p - 100 except: compiled[a][b] = 0 print("glyph\tother\tvalue") lefty = Counter() for c in common: lefty[c] = -sum(compiled[c].values()) ordered = [g[0] for g in lefty.most_common(48)] # print(ordered) for c in ordered: for d in compiled[c]: print("%s\t%s\t%s" % (c, d, compiled[c][d]))