Hacking at the Voynich manuscript Notebook - volume 8 Warning: these notebooks aren't strictly chronological logs. Sometimes I go back and redo things, clarify comments, delete garbage, etc. Summary of previous notebooks ============================= On 97-07-05 I obtained Landini's interlinear transcription of the VMs, version 1.6 (landini-interln16.evt) from http://sun1.bham.ac.uk/G.Landini/evmt/intrln16.zip I manually extracted from it a homogeneous, full-text sample bio-m-evt.evt, consisting of pages 147-166 (f75r--f84v) of the "biological" section, in Currier's Language B, hand 2. This section includes Currier's and Friedman's transcriptions. Currier's seems to be the most complete of them. The two versions have many differences (affecting 5-10% of the words), and often disagree even in the grouping of symbols: where one sees two words the other sees a single word, what is [A] for one may be [CI] for the other, and so on. So I decided to break all characters doen to individual "logical" strokes, and use one (computer) character to encode each stroke. I called this new encoding "jsa" (Jorge's Super-Analytic). After mapping to jsa, I generated a "consensus" version of the biological section, and got these digraph counts: q o c i l g y s x j u TOT ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- . 1398 965 1877 361 60 . . . . . . 4661 q 1 . 1229 18 . 1 154 . . . 700 . 2103 o 21 486 1 63 1087 1071 . . . . . . 2729 c 4 167 176 6137 1209 232 2114 2921 1019 . . . 13979 i 4 1 1 8 1997 2 . . 560 1616 37 457 4683 l . . . . . . 16 . . . 1566 . 1582 g 52 . 74 2150 4 4 . . . . . . 2284 y 2790 26 2 47 13 43 . . . . . . 2921 s 463 1 99 1013 1 2 . . . . . . 1579 x 827 24 105 488 5 167 . . . . . . 1616 j 46 . 76 2175 6 . . . . . . . 2303 u 453 . 1 3 . . . . . . . . 457 ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- TOT 4661 2103 2729 13979 4683 1582 2284 2921 1579 1616 2303 457 40897 Some conclusions we get from this and other data: The valid \i/ sequences are \ij/ \is/ \iis/ \iiu/ \iiiu/ \ix/; the others are likely to be scription or transcription errors. \ci/ and \o/ are lexically similar but distinct glyphs. The suffixes \ij/, \is/, \iiu/, and \iiiu/ are preceded almost exclusively by \ci/ and strictly word-final. It seems plausible that these are errors: \oij/ (4 occurrences) should be \ciij/ ( 32 occurrences) \oiiu/ (2 occurrences) should be \ciiiu/ (109 occurrences) \ciiu/ (4 occurrences) should be \ciiiu/ (109 occurrences) \oiiiu/ (9 occurrences) should be \ciiiiu/ (329 occurrences) \ciiiiiu/ (4 occurrences) should be \ciiiiu/ (329 occurrences) \ciiix/ (2 occurrences) should be \ciix/ (403 occurrences) \ciiis/ (19 occurrences) may also be a misreading of \ciis/ (291 occurrences). \cg/ is always a glyph. \qo/ is a combination that occurs only in word-initial position. \qc/ is likely to be a misreading/miswriting of \qo/. \cy/ is always a glyph, almost certainly a final form of \ci/. \qj/, \lj/, \qg/, \lg/ are glyphs. \cs/ is a glyph closely related to (but distinct from) \c/. \ccg/ is almost always followed by \ci/ or \cy/. Here "glyph" means a group of strokes that can be treated as a single symbol for analysis; it may actually be part of a larger, still unrecognized symbol. Summarizing again: \iiiu/, \iiu/, \iis/, \ij/ The ziggies: strictly final, preceded always by \ci/ or, more rarely, by \o/. \ix/ Usually initial or preceded by \ci/ or \o/; followed by any letter except ziggies and \qo/, \ix/, \is/ \is/ Similar to \ix/ except that it cannot be followed by capitals or \cg/, either. \cy/ Almost always final, but occasionaly followed by other letters. Preceded by about the same letters as \ci/; indeed, it is probably the final form of \ci/. \cg/ May be followed by many letters, most often \cy/ and \ci/. Almost always prededed by \c/, or initial; rarely by \ix/ or \o/. \cs/ Most often followed by \c/, somewhat less often by \o/, \ci/, or word break. Most often initial, but also preceded by \ix/, gallows, \c/, \cy/, \cg/, \is/. \lj/, \qj/ The H-gallows: Very similar to each other, different from the rest, but somewhat similar to the P-gallows. They probably combine with \c/ on both sides to make glyphs. It is very likely that \l/ and \q/ are exactly equivalent. \lg/, \qg/ The P-gallows: Very similar to each other, different from the rest, but somewhat similar to the P-gallows. They probably combine with \c/ on both sides to make glyphs. It is very likely that \l/ and \q/ are exactly equivalent. They may be merely ornate forms of some letter, or several letters (\cg/, perhaps), used mainly in the first line of each paragraph (and perhaps of each page?) \qo/ Strictly initial, almost always followed by a capital. Sometimes misread as \qc/? \ci/ May be followed only by the ziggies, \ix/, or \ir/ only. Often follows a capital, but also \cg/, \cs/, \c/, \ix/, \is/, or word break. \o/ Similar to \a/, but is very often word-initial. Other conclusions: * The manuscript does not appear to use any hyphenation mark. Either words are not broken across lines, which would be unusual, or they are broken without any extra marks. Such word breaks may result in statistical anomalies at the beginning and end of lines. Could this explain Currier's claim that lines are "functional units"? * Note that parsing sequences like \cij/, \ciis/, and \ciiis/ requires some care: the right parsings are c+ij, c+iis, ci+iis. * The parsing of \ciis/ is ambiguous: ci+is or c+iis. Declaring \ciiis/ to be a misreading of \ciis/ would remove the ambiguity. * The parsing of \ciiiu/ is ambiguous, too; but since the \iu/ series does not seem to follow a bare \c/, it seems safe to parse it as ci+iiu. * The gallows characters \qj/ and \lj/ appear to be closely related: for every common word with \lj/, there appears to be a a word with \qj/ that occurs with about 1/4 the frequency. * There seems to be a kinship between the glyphs \cs/ (when not attached to the following \c/s) \ir/, and the gallows \lj/ and \qj/ (also, when unattached). * The same phenomenon can be noted with respect to prefixes containing \cc/ and \csc/: for every word beginning with \cc/, there is a word where the first \cc/ is replaced by \csc/, and practically the same frequency. * There apepars to be much confusion between the suffixes \iu/ and \iiiu/. They are almost surely distinct letters, but in about one half of the cases, Currier sees \iiu/ where Friedman has \iiiu/. * There appears to be much confusions between \o/ and \ci/. The strings of \c/, \cs/, \lj/, \qj/, \lg/, \qg/ must be treated together, after collapsing the glyphs listed above, since there seem to be glyphs consisting of gallows preceded and followed by \c/ or \cc/. When this is taken into account, we can see that a single \c/ is not a glyph, but \cs/ is. In fact, after shrinking \ci/ to `a', \cs/ to `z', the gallows to `H' or `P', the only possible glyphs of the form [czHp]* with length at most 3 are freq glyph ---- ----- 795 H 52 P 152 z 138 cc 70 zc 482 Hc 484 ccc 439 zcc ? 493 Hcc ? 19 cHc 4 cPc The ones marked `?' may be composite, z+cc and H+cc, but this hypothesis does not seem very likely (perhaps they are *sometimes* composite?) The significant strings of length 4 that cannot be parsed into the glyphs above are 20 cHcc 4 cPcc Strings with 4 or more [czHP]'s tend to be quite ambiguous. Looking at the raw texts, it seems that the main source of "?"s is the confusion between "M" and "N" by Currier and/or Friedman. So I decided to map both [N] and [M] (and other lookalikes) to "m". I christened the new encoding "hop". --- fsg2hop ------------------------ #! /n/gnu/bin/gawk -f # Recoding an interlinear file from the FSG alphabet to # my Lossy Ad-hoc Semi-Analytic Fault-Tolerant encoding BEGIN { print "# Output of fsg2hop - Stolfi's Semi-Analytic Fault-Tolerant alphabet" } /^ *$/ { print; next } /^ *#/ { print; next } /^<[^>.;]*>/ { print; next } /^<[^>]*\.[^>]*;[A-Z]> / { curtxt = substr($0,20) # We discard "%" and "!" since the conversion # will destroy synchronism anyway. gsub(/[%!]/, "", curtxt); # First, the conversion from FSG to JSA (Stolfi's super-analytic) gsub(/IIIK/, "iiiij", curtxt); gsub(/IIIL/, "iiiiu", curtxt); gsub(/IIIR/, "iiiis", curtxt); gsub(/IIIE/, "iiiix", curtxt); gsub(/IIE/, "iiix", curtxt); gsub(/IIR/, "iiis", curtxt); gsub(/IIK/, "iiij", curtxt); gsub(/HZ/, "cqjc", curtxt); gsub(/PZ/, "cqgc", curtxt); gsub(/DZ/, "cljc", curtxt); gsub(/FZ/, "clgc", curtxt); gsub(/IE/, "iix", curtxt); gsub(/IR/, "iis", curtxt); gsub(/IK/, "iij", curtxt); gsub(/2/, "cs", curtxt); gsub(/4/, "q", curtxt); gsub(/6/, "cj", curtxt); gsub(/7/, "ig", curtxt); gsub(/8/, "cg", curtxt); gsub(/A/, "ci", curtxt); gsub(/C/, "c", curtxt); gsub(/D/, "lj", curtxt); gsub(/E/, "ix", curtxt); gsub(/F/, "lg", curtxt); gsub(/G/, "cy", curtxt); gsub(/H/, "qj", curtxt); gsub(/I/, "i", curtxt); gsub(/K/, "ij", curtxt); gsub(/L/, "iu", curtxt); gsub(/M/, "iiiu", curtxt); gsub(/N/, "iiu", curtxt); gsub(/O/, "o", curtxt); gsub(/P/, "qg", curtxt); gsub(/R/, "is", curtxt); gsub(/S/, "csc", curtxt); gsub(/T/, "cc", curtxt); gsub(/V/, "?", curtxt); gsub(/Y/, "?", curtxt); # Now, the conversion from JSA to HOP: gsub(/[ql]j/, "H", curtxt); gsub(/[ql]g/, "P", curtxt); gsub(/cs/, "z", curtxt); gsub(/ij/, "k", curtxt); gsub(/ix/, "e", curtxt); gsub(/is/, "r", curtxt); gsub(/iiu/, "n", curtxt); gsub(/y/, "i", curtxt); gsub(/ci/, "a", curtxt); gsub(/cg/, "8", curtxt); gsub(/ir/, "w", curtxt); gsub(/i*n/, "m", curtxt); print (substr($0,1,19) curtxt); next } ------------------------------------ 97-09-20 stolfi =============== I decided to "change subject" for a while, and look at the other sections of the VMs. So I created (by hand) two new extracts from Landini's interlinear 1.6: hea-m-evt.evt Herbal section, Currier language A, hand 1; pages 1--22 = f1r--f11v 23--48 = f13r--f25v 51--58 = f27r--f30v 61--62 = f32r--f32v 67--74 = f35r--f38v 81--82 = f42r--f42v 85--88 = f44r--f45v 91--92 = f47r--f47v 94--96 = f48v--f49v 99--106 = f51r--f54v 109--110 = f56r--f56v 113 = f58r heb-m-evt.evt Herbal section, Currier language B, hand 2; pages 49--50 = f26r--f26v 59--60 = f31r--f31v 63--66 = f33r--f34v 75--80 = f39r--f41v 83--84 = f43r--f43v 89--90 = f46r--f46v 93 = f48r 97--98 = f50r--f50v 107--108 = f55r--f55v 111 = f57r 118 = f66v These extracts contain only fragments of "normal" text; labels and tables ("key-like sequences") were left out. Next I converted these files to the "hop" encoding: foreach f (hea heb) cat ${f}-m-evt.evt \ | fsg2hop \ > ${f}-m-hop.evt end Then I built the consensus versions: foreach f (hea heb) cat ${f}-m-hop.evt \ | make-consensus-interlin \ > ${f}-x-hop.evt cat ${f}-x-hop.evt \ | egrep '^<.*;J> ' \ | sed \ -e 's/{[^}]*}//g' \ > ${f}-j-hop.evt end Some obvious differences between this sample and the Bio section are the occurrence of "-" between words (and not only as Landini's end-of-line marker) and a substantial number of loose "i"s. For the time being I will fix extract-words-from-interlin to treat non-final "-" as a word space, and accept loose "i"s as letters. Finally I extracted the running texts and words: foreach f (hea heb) extract-words-from-interlin \ -chars "aocz8HPierqkmw" \ ${f}-j-hop.evt \ ${f}-j-hop end lines words bytes file ------ ------- --------- ------------ 9229 9229 47233 hea-j-hop.wds 2300 2300 15681 hea-j-hop.dic 6803 6803 36417 hea-j-hop-gut.wds 1513 1513 9948 hea-j-hop-gut.dic 1360 1360 3912 hea-j-hop-fun.wds 9 9 46 hea-j-hop-fun.dic 1066 1066 6904 hea-j-hop-bad.wds 778 778 5687 hea-j-hop-bad.dic 23058 23058 125828 total 3160 3160 17293 heb-j-hop.wds 1124 1124 7663 heb-j-hop.dic 2346 2346 12923 heb-j-hop-gut.wds 740 740 4663 heb-j-hop-gut.dic 357 357 1041 heb-j-hop-fun.wds 5 5 34 heb-j-hop-fun.dic 457 457 3329 heb-j-hop-bad.wds 379 379 2966 heb-j-hop-bad.dic 8568 8568 49912 total Digraph counts for Herbal-A: TT a o c z 8 H P i e r q k m w ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- 6803 . 521 1024 1899 883 1175 532 105 . 34 40 586 3 1 . a 4790 2291 6 9 71 19 62 312 26 35 359 362 . 121 1068 49 o 4718 352 103 12 172 70 463 1308 89 7 1172 827 2 68 72 1 c 8814 44 1718 2291 3774 70 70 684 102 . 10 5 . 1 45 . z 1270 216 94 64 888 4 . 4 . . . . . . . . 8 1890 132 1375 146 162 46 7 6 3 . 12 1 . . . . H 2870 37 713 429 1565 122 4 . . . . . . . . . P 329 8 40 37 228 13 3 . . . . . . . . . i 51 1 . 1 1 3 1 2 1 9 2 . . 13 . 17 e 1592 1201 118 82 35 38 93 18 3 . . 2 1 1 . . r 1238 1074 96 35 18 2 9 . . . 2 . . . 2 . q 589 . 1 583 1 . . 4 . . . . . . . . k 207 206 . 1 . . . . . . . . . . . . m 1189 1182 2 2 . . 2 . . . . 1 . . . . w 67 59 3 2 . . 1 . . . 1 . . . 1 . ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- TOT 36417 6803 4790 4718 8814 1270 1890 2870 329 51 1592 1238 589 207 1189 67 Digraph counts for Herbal-B: TT a o c z 8 H P i e r q k m w ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- 2346 . 331 524 454 259 270 195 53 . 33 10 215 2 . . a 2208 1102 1 1 15 8 12 140 21 14 177 277 . 82 319 39 o 1160 39 19 4 44 29 161 494 44 . 203 120 . 2 1 . c 2978 16 309 281 1470 36 579 249 34 . 2 . . . 2 . z 377 80 40 4 250 1 . . 1 . 1 . . . . . 8 1067 41 968 23 22 7 . . 1 . 4 1 . . . . H 1109 14 408 61 605 17 3 . . . 1 . . . . . P 158 7 34 14 92 7 4 . . . . . . . . . i 15 . . . 2 . . . 1 1 . . . 4 . 7 e 423 245 49 26 20 11 36 31 3 . 1 1 . . . . r 409 348 46 9 1 2 2 . . . 1 . . . . . q 215 . . 212 3 . . . . . . . . . . . k 90 89 1 . . . . . . . . . . . . . m 322 321 1 . . . . . . . . . . . . . w 46 44 1 1 . . . . . . . . . . . . ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- TOT 12923 2346 2208 1160 2978 377 1067 1109 158 15 423 409 215 90 322 46 Next-symbol probability (× 99) for Herbal-A: SP a o c z 8 H P i e r q k m w -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- SP| . 8 15 28 13 17 8 2 . . 1 9 . . . a| 47 . . 1 . 1 6 1 1 7 7 . 3 22 1 o| 7 2 . 4 1 10 27 2 . 25 17 . 1 2 . c| . 19 26 42 1 1 8 1 . . . . . 1 . z| 17 7 5 69 . . . . . . . . . . . 8| 7 72 8 8 2 . . . . 1 . . . . . H| 1 25 15 54 4 . . . . . . . . . . P| 2 12 11 69 4 1 . . . . . . . . . i| 2 . 2 2 6 2 4 2 17 4 . . 25 . 33 e| 75 7 5 2 2 6 1 . . . . . . . . r| 86 8 3 1 . 1 . . . . . . . . . q| . . 98 . . . 1 . . . . . . . . k| 99 . . . . . . . . . . . . . . m| 98 . . . . . . . . . . . . . . w| 87 4 3 . . 1 . . . 1 . . . 1 . -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- TOT| 18 13 13 24 3 5 8 1 0 4 3 2 1 3 0 Next-symbol probability (× 99) for Herbal-B: SP a o c z 8 H P i e r q k m w -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- SP| . 14 22 19 11 11 8 2 . 1 . 9 . . . a| 49 . . 1 . 1 6 1 1 8 12 . 4 14 2 o| 3 2 . 4 2 14 42 4 . 17 10 . . . . c| 1 10 9 49 1 19 8 1 . . . . . . . z| 21 11 1 66 . . . . . . . . . . . 8| 4 90 2 2 1 . . . . . . . . . . H| 1 36 5 54 2 . . . . . . . . . . P| 4 21 9 58 4 3 . . . . . . . . . i| . . . 13 . . . 7 7 . . . 26 . 46 e| 57 11 6 5 3 8 7 1 . . . . . . . r| 84 11 2 . . . . . . . . . . . . q| . . 98 1 . . . . . . . . . . . k| 98 1 . . . . . . . . . . . . . m| 99 . . . . . . . . . . . . . . w| 95 2 2 . . . . . . . . . . . . -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- TOT| 18 17 9 23 3 8 8 1 0 3 3 2 1 2 0 Previous-symbol probability (× 99) for Herbal-A: SP a o c z 8 H P i e r q k m w -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- SP| . 11 21 21 69 62 18 32 . 2 3 98 1 . . a| 33 . . 1 1 3 11 8 68 22 29 . 58 89 72 o| 5 2 . 2 5 24 45 27 14 73 66 . 33 6 1 c| 1 36 48 42 5 4 24 31 . 1 . . . 4 . z| 3 2 1 10 . . . . . . . . . . . 8| 2 28 3 2 4 . . 1 . 1 . . . . . H| 1 15 9 18 10 . . . . . . . . . . P| . 1 1 3 1 . . . . . . . . . . i| . . . . . . . . 17 . . . 6 . 25 e| 17 2 2 . 3 5 1 1 . . . . . . . r| 16 2 1 . . . . . . . . . . . . q| . . 12 . . . . . . . . . . . . k| 3 . . . . . . . . . . . . . . m| 17 . . . . . . . . . . . . . . w| 1 . . . . . . . . . . . . . . Previous-symbol probability (× 99) for Herbal-B: SP a o c z 8 H P i e r q k m w -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- SP| . 15 45 15 68 25 17 33 . 8 2 99 2 . . a| 47 . . . 2 1 12 13 92 41 67 . 90 98 84 o| 2 1 . 1 8 15 44 28 . 48 29 . 2 . . c| 1 14 24 49 9 54 22 21 . . . . . 1 . z| 3 2 . 8 . . . 1 . . . . . . . 8| 2 43 2 1 2 . . 1 . 1 . . . . . H| 1 18 5 20 4 . . . . . . . . . . P| . 2 1 3 2 . . . . . . . . . . i| . . . . . . . 1 7 . . . 4 . 15 e| 10 2 2 1 3 3 3 2 . . . . . . . r| 15 2 1 . 1 . . . . . . . . . . q| . . 18 . . . . . . . . . . . . k| 4 . . . . . . . . . . . . . . m| 14 . . . . . . . . . . . . . . w| 2 . . . . . . . . . . . . . . N-gram entropies for herbal-A: H1 = 3.148 H2 = 2.053 N-gram entropies for herbal-B: H1 = 3.150 H2 = 1.982 At this level, the differences between the two susbsets seem to be mainly confined to the "a"/"o" split (the total frequency is the same!) and the greater use of "8" in Herbal-B (8%) against Herbal-A (5%). Not surprisingly, the word frequencies look quite different. A quick examination suggests that Herbal-B tends to use the "8a" ending ("8G" in FSG) in some cases where Herbal-A uses something else. To check this hunch, I recomputed the word frequencies, mapping "o" to "a". I also split the Herbal-A sample into two sets, initial and final, all trimmed to same size (2300 words). foreach f ( hea heb ) cat ${f}-j-hop-gut.wds \ | sed -e 's/o/a/g' \ | tail -2300 \ > .${f}.wds end cat hea-j-hop-gut.wds \ | head -2300 \ | sed -e 's/o/a/g' \ > .hec.wds foreach f ( hea hec heb ) cat .${f}.wds \ | sort | uniq -c \ | sort +0 -1nr \ > .${f}.frq end Here is the result: H-A initial H-A final H-B whole ----------- ----------- ----------- 138 8am 156 8am 83 ar 83 ccae 81 ccae 67 8am 44 aHa 76 ccar 57 am 44 aHae 61 cHca 55 ccc8a 43 cca 57 8a 51 aHar 41 zca 52 cca 47 aHam 38 zcae 42 z 46 8ar 36 ccar 42 zca 45 aHc8a 35 8a 41 aHcca 41 qaHc8a 33 aHam 37 zcae 40 8a 32 cHca 35 8ar 38 cccHca 31 aHcca 34 aHam 36 aHae 31 ccca 32 8ae 36 aHcc8a 30 qaHcca 31 aHa 35 cc8a 28 8ae 31 qaHcca 32 ae 26 z 30 aHae 29 zcc8a 25 8ar 30 zcar 27 8ae 24 aHar 29 Hcca 25 aHa 22 ar 28 cHcar 25 qaHcc8a 21 Hae 24 a 24 Har 21 cHcae 21 zcca 23 aHcca 19 zcar 20 ccaHa 23 qaHar 18 ae 19 aHccar 22 Hcc8a 18 qaHa 19 qaHa 21 cccHa 17 Hcca 18 Ha 20 aHak 17 ccam 18 ar 19 8ak 16 8ak 18 cHcae 18 Hc8a 16 aHccar 18 ccam 18 z 16 ccaHa 18 ccca 16 aHca 16 qaHae 17 Ham 16 zc8a 15 am 17 ae 15 ccca 15 cHcar 17 cccar 15 zam 14 Ham 14 aHar 14 qaHae 14 Hccae 14 cca8a 13 qaHam 14 aHccae 14 cccHca 13 zcca 14 qaHar 14 zam 12 a 14 zcca 13 a8am 12 qaHcca 13 Har 13 am 11 Ham 13 cca8a 12 Hae 11 a8a 13 ccaHcca 12 aHccae 11 aram 13 cccae 11 8 11 cca8a 13 zam 11 8cca 11 zcae 12 cHcca 11 Hccar 10 Hcca 11 8 11 cca8am 10 Hccc8a 11 aHccca 10 8ak 10 cHca 10 cccHa 10 cHcca 10 ccae 10 cccar 10 qaHar 10 ccar 10 qaHam 9 cHcam 10 ccca8a 10 zae 9 ccak 10 ccccHca 9 aHca 9 zcam 9 Hae 8 Hccca 9 zccca 9 a8am 8 aHak 8 8aw 9 aHca8a 8 aHcae 8 Hccae 9 aHcae 8 aam 8 Hzca 9 aeam 8 cccHca 8 aHzca 8 aHaw Let's try to generate a single comparative table of word frequencies. We will use only the ".hea" and ".heb" samples, in the hope that pairs of corresponding words end up close to each other: /bin/rm -f .join.frq /bin/touch .join.frq set ofmt = "0" @ i = 1 set noglob set samples = ( hea heb ) foreach f ( ${samples} ) echo "${i} ${f}" /bin/rm -f .part-${i}.frq cat .${f}.wds \ | sort \ | uniq -c \ > .part-${i}.frq /n/gnu/bin/join -a 1 -a 2 -j1 2 -e 0 -o "${ofmt},1.1" \ .part-${i}.frq .join.frq > .tmp.frq @ i = ${i} + 1 set ofmt = "${ofmt},2.${i}" mv .tmp.frq .join.frq end unset ofmt i noglob ( echo "# ${samples}"; cat .join.frq ) \ | add-counts \ | gawk \ '(NR<=2) {print (" " $0)} (NR>2) { printf "%+5d%s\n", ($3-$2), $0 }' \ > .hem.frq Here is the result, listing only words with difference 5 or more, sorted by difference: DIF TOT hea heb DIF TOT hea heb ---- ---- ---- ---- ---- ---- ---- ---- +61 105 22 83 ar -73 93 83 10 ccae +52 58 3 55 ccc8a -71 205 138 67 8am +42 72 15 57 am -36 50 43 7 cca +41 41 0 41 qaHc8a -33 49 41 8 zca +41 49 4 45 aHc8a -27 49 38 11 zcae +31 41 5 36 aHcc8a -26 46 36 10 ccar +30 46 8 38 cccHca -22 42 32 10 cHca +28 30 1 29 zcc8a -20 22 21 1 cHcae +28 42 7 35 cc8a -19 69 44 25 aHa +27 75 24 51 aHar -18 42 30 12 qaHcca +25 25 0 25 qaHcc8a -16 16 16 0 aHccar +21 23 1 22 Hcc8a -16 18 17 1 ccam +21 71 25 46 8ar -16 46 31 15 ccca +17 19 1 18 Hc8a -14 16 15 1 cHcar +15 17 1 16 zc8a -14 24 19 5 zcar +14 50 18 32 ae -12 14 13 1 ccaHcca +14 80 33 47 aHam -12 16 14 2 Hccae +12 28 8 20 aHak -12 20 16 4 ccaHa +11 11 0 11 aram -12 30 21 9 Hae +11 31 10 21 cccHa -11 17 14 3 aHccae +11 37 13 24 Har -11 25 18 7 qaHa +10 10 0 10 Hccc8a -9 11 10 1 zae +9 11 1 10 ccccHca -9 13 11 2 8 +9 37 14 23 qaHar -8 8 8 0 qacHca +8 8 0 8 aPcc8a -8 44 26 18 z +8 8 0 8 cc8ae -8 54 31 23 aHcca +8 10 1 9 aHca8a -8 80 44 36 aHae +8 10 1 9 aeam -7 7 7 0 cPca +7 7 0 7 cccHc8a -7 7 7 0 ccaHar +7 9 1 8 ccHa -7 9 8 1 qa8am +7 13 3 10 ccca8a -7 17 12 5 cHcca +7 25 9 16 aHca -7 27 17 10 Hcca +6 6 0 6 cccz -6 6 6 0 8zcar +6 6 0 6 zccHcca -6 10 8 2 za +6 6 0 6 zccc8a -6 14 10 4 cccar +6 16 5 11 a8a -5 5 5 0 Hccar +5 5 0 5 Hca8a -5 5 5 0 aHzca +5 5 0 5 Hzc8a -5 5 5 0 cPcam +5 5 0 5 acHca -5 5 5 0 ccaHca +5 5 0 5 qaHca8a -5 5 5 0 qa8ae +5 9 2 7 aHccc8a -5 5 5 0 qaHccar +5 11 3 8 aHaw -5 9 7 2 8cca +5 19 7 12 a -5 9 7 2 ccak +5 75 35 40 8a -5 11 8 3 aam -5 17 11 6 aHccca -5 21 13 8 cccae Here are the shared words, sorted by min frequency: MIN DIF TOT hea heb ---- ---- ---- ---- ---- 67 -71 205 138 67 8am 36 -8 80 44 36 aHae 35 +5 75 35 40 8a 33 +14 80 33 47 aHam 27 -1 55 28 27 8ae 25 +21 71 25 46 8ar 25 -19 69 44 25 aHa 24 +27 75 24 51 aHar 23 -8 54 31 23 aHcca 22 +61 105 22 83 ar 18 -8 44 26 18 z 18 +14 50 18 32 ae 16 +3 35 16 19 8ak 15 +42 72 15 57 am 15 -16 46 31 15 ccca 14 +9 37 14 23 qaHar 14 -2 30 16 14 qaHae 13 +2 28 13 15 zam 13 -1 27 14 13 zcca 13 +11 37 13 24 Har 12 -18 42 30 12 qaHcca 11 -2 24 13 11 cca8a 11 -3 25 14 11 Ham 11 -27 49 38 11 zcae 10 +3 23 10 13 qaHam 10 -7 27 17 10 Hcca 10 +11 31 10 21 cccHa 10 -22 42 32 10 cHca 10 -26 46 36 10 ccar 10 -73 93 83 10 ccae 9 +7 25 9 16 aHca 9 -12 30 21 9 Hae 8 +1 17 8 9 aHcae 8 -5 21 13 8 cccae 8 +12 28 8 20 aHak 8 +30 46 8 38 cccHca 8 -33 49 41 8 zca 7 +5 19 7 12 a 7 -1 15 8 7 Hccca 7 +28 42 7 35 cc8a 7 -11 25 18 7 qaHa 7 -36 50 43 7 cca 6 +0 12 6 6 zccca 6 +1 13 6 7 zar 6 +3 15 6 9 a8am 6 -5 17 11 6 aHccca 5 +0 10 5 5 zccae 5 +6 16 5 11 a8a 5 -1 11 6 5 aHaea 5 -2 12 7 5 8aw 5 -7 17 12 5 cHcca 5 +31 41 5 36 aHcc8a 5 -14 24 19 5 zcar Here are the 434 words that occur only in .hea.wds: 8Har 8Hzcae 8a8 8a8am 8a8ar 8aHae 8aHara 8acca8 8ae8am 8aeaez 8aeak 8aecc8a 8aecca 8aeccar 8aek 8aiik 8aram 8awe 8az 8cHca 8cca8am 8ccaHcca 8ccae8a 8ccaea 8ccar 8ccawak 8cccHca 8ccca 8ccca8am 8cccae 8cccca 8ccccca 8ccza 8cm 8ez 8zca 8zca8a 8zca8ae 8zcaea 8zcar 8zcccca H8aHcccPca Ha8 Ha88a Ha8ae Ha8am Ha8e HaPccca Haa Hae8ae Haea Haear Haecczcae Haezccccz Ham8ae Harccca Haz Hazca Hazcca Hcam Hcar Hcc88a Hcc8ae HccHcca Hcca8am HccaH HccaHa Hccaar Hccaea Hccaeae Hccam Hccar Hccaz Hcccae Hcccar Hcccaz Hcccca Hcccz Hzc Hzca8Pa Hzca8a HzcaHae Hzcaea Hzcaeae Hzcam Hzcar Hzcca Hzcca8a Pa Pa8aea Pa8aiw PaHa8ae Pae8 Paer Pazca8a Pcca8ae Pcca8am PccaHcca Pccak Pccca8ae Pcccae Pcccar Pzcaeak a8 a8aeaea a8aear a8aik a8cca a8cca8a a8cm a8zc a8zcccae aHa8 aHa8aea aHaHar aHaa aHaea8a aHaear aHaeaz aHaeccae aHaez aHaiPak aHara8 aHaraecca aHarara aHarccae aHazca aHca8cca aHcaHcar aHcacca aHcae8 aHcae8a aHcak aHcam aHcara aHcc8ak aHccaHa aHccaP aHccaaea aHccaccar aHccaeae aHccaeqa8 aHccak aHccam aHccar aHccar8a aHccc8ae aHccca8 aHcccar aHcccz aHcczca aHcra aHzc aHzca aHzcae aHzcam aHzcca aPa8 aPa8am aPaeHcar aPam aPcca8 aPccae aPccae8a aPccam aPccar aPccca8ae aPcccae aPccccar aPzcaea aPzccaeam aaHa aaHc8a aaeHae aaw acHc acHcae accaHcca accaHccca accacHca accacHcca accae accaea accaiHa accar acccHca8 acccar aeHcae aeHccca aeHzca aeHzcca aePccak aeaea aeaez aecHar aecca aeccaHae aeccacPca aeccak aecccar aeccccHa aecczca aezcck aqaHaeHaea aracPca arae8ar araeccca arar arara arawaea arccar arcccca azae azca azcae azcaezca azccacHca azccae azzccae cHa cHaHcca cHca8 cHca88 cHca8a cHcacca cHcacccca cHcae8a cHcaea cHcak cHcam cHcaz cHcca8a cHccae cHccar cHcccca cHcccz cPca cPca8ae cPcaHccae cPcae cPcam cPcar cPcara8z cPcca8ar cPcccam cPcccar caeak ccHa8ae ccHar ccHccar ccHzcar ccPae cca8 cca8ae8a cca8aea ccaH ccaHa8a ccaHaHar ccaHak ccaHam ccaHar ccaHaram ccaHarcm ccaHaw ccaHca ccaHcca8a ccaHcca8am ccaHccaHa ccaHccae ccaHccar ccaHccca ccaHcccae ccaHcccca ccaHccza ccaHcm ccaHza ccaHzca ccaHzcae ccaP8am ccaPae8a ccaPcca ccaPccae ccaaeHcca ccacHa ccacHca8a ccacHcca ccacPca ccacca ccaccar ccae8a ccae8ae ccaeHak ccaePa ccaea ccaeaeHa ccaeaea ccaeaez ccaeam ccaeraea ccaez ccaezca ccara ccara8a ccarae ccarar ccarm ccawae ccazara ccazca ccc8aHa cccHc cccHcm cccPcae cccPccca cccaHa cccacHar cccae8a cccaea cccam ccccH ccccar cccccHca8a ccccca cczcae cm czc8a eHcca ea eae eae8a eara eaz ez ezcaPcca qHar qHcae qHccaea qa qa8ae qa8aik qa8cHca qaH qaHa8 qaHa8ar qaHaHcca qaHaeak qaHaear qaHaeaz qaHar8a qaHazcca qaHc qaHcca8 qaHccae qaHccam qaHccar qaHccca8a qaHcccz qaHcm qaHzca qaHzcae qaPaik qaPar qaParak qaPcca qaPccae qaPccar qaaPccae qaae8a qaamr qacHak qacHar qacHca qacHcak qacHcam qacHcar qacHcca qacHccae qacPca qacPca8a qacca qaezar qar qaram qazca qcca8ae zHam za8a za8ae zaHa8cm zaHam zaHccae zacHca8a zae8 zaeae zaearaea zarar zazccaz zcHcca zca8ae zca8am zcaHa zcaHae zcaHaeae zcaHar zcaHccaH zcaPcca zcaam zcaarar zcacHar zcacHca zcaea zcaeaeak zcaeak zcaeam zcaear zcaez zcak zcam zcaqaHa zcara zcara8a zcarae zcarak zccPccc8a zccacHcak zccacHcca zccam zcccHae zcccHcca zccca8 zcccar zccccHcca zcccza zccm Here are the 396 words that occur only in .heb.wds: 8a8a8 8a8a8a 8a8e 8aHaea 8aHar 8aHc8a 8accc8a 8ae8ar 8aeam 8ama 8ar8a 8ara8a 8arae 8arak 8arzccPa 8awak 8cc8a 8cc8ar 8ccaHca 8ccaz 8cccHccc8a 8ccccHa 8ccccHcca 8r 8zc8a 8zcae 8zccae Ha8aea Ha8aeam Ha8ar HaHar Haar Hacc8a Haccca Haccz Haccza Haea8a Haeak HaiPar Hara8am Harae Haram Haraz Hc Hc8 Hc8am Hc8ar Hc8aw HcPca Hca8a Hca8ae Hca8ar Hcc8am Hcc8ca HccHam HccPcca Hccaa Hccc8a Hccc8ar Hcccc8cc8a Hczc8a Hzc8a Hzc8ar HzcaHca8a Hzcc8 Hzcc8ar Hzccca P8aHam P8aw Pa8a Pa8aw Pacca Paccc8a Paear Paeccc8a Pak Pam Par Parae Parar Paw Pcc8am Pcc8ar Pcc8aw Pcc8ea PccHcc8a Pccae Pccc8am Pccca Pccca8a PcccacPca PcccacPcca PccccHa Pcccca8a Pzc8am Pzc8ar Pzccar Pzccza a8ae a8aw a8ccz aH8a aHaHa aHaPar aHarar aHc8 aHc8a8a aHc8ae aHc8am aHc8ar aHca8aP aHcaak aHcaam aHcaea aHcaez aHcaz aHcc8 aHcc8ae aHcc8am aHcc8ar aHcc8e aHcca8ak aHccaz aHcccae aHccccHa aHccccae aHcczcm aHcm aHcz aHzcc8a aHzcca8 aP8a aP8ar aPa8a aPae aPae8a aPar aParak aPcc aPcc8a aPcc8am aPccc8Pa aPcccHa aPcccHam aPcccc aPcccz aPcczc8z aaHcc8a aaPccae ac8am acHam acHar acHca acHcc8a acPcc8a acc8a accaaPa accc8 acccH acccaz accccHcca acccz ae8 ae8a8a ae8ae ae8ar aeH aeHa aeHak aeHam aeHaw aeHc8a aeHc8am aeHca aeHcc8ak aeHccc8a aeHcccca aePccc8a aea8a aeaam aeacc8a aeaz aecc8am aeccae aecccHa aecccHca aecccae aecccca aee aez aezcca aezccae aezccar aezccca aicHca aiicHca aik aiw akak ar8a ara ara8 ara8a araea araear aram araw are arzcccHca azam azaw azcaz azcc8aw azccaz azccc cHc8aea cHcc8a cHccaz cPc8a cPca8a cPcc8ak cPccHcc8a cPcca8a cc8a8a cc8ae cc8aea cc8aeam cc8aear cc8ak cc8cca ccHc8a ccHca8a ccHcca8 ccHcca8a ccHccca ccPa ccPar cca8ae ccaar ccacHc ccacHc8a ccaeHa ccaeHae ccaea8a ccc8 ccc8ae ccc8am cccH cccHa8a cccHae cccHaea cccHc8 cccHc8a cccHcak cccHcca8a cccHcccca cccHe cccPa cccPae cccPam cccPcc8a cccPcca cccPccae cccPcccPa ccca8ae cccaHca cccaP cccaar cccacH cccacHca cccc cccc8a ccccHa ccccHak ccccHam ccccHc8a ccccP ccccPam ccccaa ccccae ccccaz ccccc cccccca ccceae cccz cccza cce cczc8 cczca e e8ar eHae eHc8a eHcc8a eHcca8a ePcc8a ea8am eaHae eaHar eaccz eaeHcae eam ear ecc8a ecc8ae eccaar eccc8a eccca erar ezcaiw ezcc8 ezcca8a qa8ara qaH8a qaHae8ar qaHc8 qaHc8a qaHc8ar qaHca8a qaHcaz qaHcc8 qaHcc8a qaHcc8ar qaHccz qaHcz qaHzcca8 qaPacHc8a qaPaw qaPcc8a qaPccc8a qaPccc8ar qaPccccPa qaae qacHam qacHc8a qacHcc8a qacc8am qae8ar qaeam qcHar qcP qcaHcca ra rak zPam zae8a zaeHam zaeam zaik zaiw zaraiw zc8 zc8aea zc8am zc8cc8a zcHaw zcHccca zca8a8a zcaHcc8a zcaHczca zcaPccc8a zcacHcca zcaccae zcaeHzca zcaz zcc8ak zcc8ar zcc8ca zccH zccHa zccHae zccHak zccHc8a zccHc8cca zccHca8 zccHcc8 zccHcca zccHccca zccHzcca zccP zccPcc8a zcca8 zccaPak zccacHa zccc zccc8a zcccHa zcccHar zcccHca zcccP zcccaea zcczc zcczca zcz ze zzcaH Mystery.... Let's concentrate on the words that begin with "c" or "z". Here they are. It would seem that Herbal-B often uses "c8a" where Herbal-A uses "ae"; but that is far from being the whole story.. DIF TOT hea heb ---- ---- ---- ---- 16 - 18 17 1 ccam 26 - 46 36 10 ccar 73 - 93 83 10 ccae 52 + 58 3 55 ccc8a 14 - 24 19 5 zcar 27 - 49 38 11 zcae 28 + 30 1 29 zcc8a 1 + 13 6 7 zar 9 - 11 10 1 zae 15 + 17 1 16 zc8a 6 - 14 10 4 cccar 5 - 21 13 8 cccae 7 + 13 3 10 ccca8a 22 - 42 32 10 cHca 20 - 22 21 1 cHcae 30 + 46 8 38 cccHca 36 - 50 43 7 cca 33 - 49 41 8 zca 28 + 42 7 35 cc8a 8 + 8 0 8 cc8ae 12 - 20 16 4 ccaHa 11 + 31 10 21 cccHa 12 - 14 13 1 ccaHcca 9 + 11 1 10 ccccHca 16 - 46 31 15 ccca 14 - 16 15 1 cHcar 8 - 44 26 18 z 7 + 9 1 8 ccHa 7 - 17 12 5 cHcca 6 - 10 8 2 za 5 - 9 7 2 ccak 2 - 24 13 11 cca8a 2 + 28 13 15 zam 1 - 27 14 13 zcca 0 + 10 5 5 zccae 0 + 12 6 6 zccca 97-09-21 stolfi =============== Ok, let's go back to the search for "syllabes" in the Bio section. Here is the chassification we had before: cat bio-m-evt.evt \ | grep ';C>' \ | sed \ -e 's/{[^}]*}//g' \ -e 's/[\!%]//g' \ > .tmp-c-fsg.evt cat bio-m-evt.evt \ | grep ';C>' \ | sed \ -e 's/{[^}]*}//g' \ -e 's/[\!%]//g' \ > .tmp-c-fsg.evt extract-words-from-interlin \ -chars 'COG8EDA4TSHRNM2ZPIKLF' \ .tmp-c-fsg.evt \ .tmp-c-fsg cat .tmp-c-fsg.txt \ | /n/gnu/bin/sed \ -e 's/$/ /g' \ -e 's/CI/A/g' \ -e 's/IL/N/g' \ -e 's/IN/M/g' \ -e 's/I*\([MNRK]\)/\1/g' \ -e 's/CM/AN/g' \ -e 's/OM/AM/g' \ -e 's/ON/AN/g' \ -e 's/DM/DAN/g' \ -e 's/HM/HAN/g' \ -e 's/4O/Q/g' \ -e 's/A /G /g' \ | /n/gnu/bin/tr ' ' '\012' \ | egrep -v '[*6LKI4/=]' \ | /n/gnu/bin/tr '\012' ' ' \ | fold -w 90 -s \ | /n/gnu/bin/sed \ -e 's/^ *//g' -e 's/ *$//g' -e 's/ */ /g' \ > .voyn.fsg cat .voyn.fsg \ | tr -d ' \012' \ | fold -w 90 \ > .voyn.fss cat .voyn.fss \ | tr -d ' \012' \ | /n/gnu/bin/sed \ -e 's/D/H/g' \ -e 's/F/P/g' \ -e 's/S/T/g' \ -e 's/N/M/g' \ -e 's/PZ/X/g' \ -e 's/HZ/X/g' \ \ -e 's/AM/m/g' \ -e 's/AR/r/g' \ -e 's/AE/e/g' \ -e 's/A/O/g' \ -e 's/8G/g/g' \ -e 's/OR/x/g' \ -e 's/OEH/f/g' \ -e 's/QEH/v/g' \ -e 's/OE/u/g' \ -e 's/QE/w/g' \ -e 's/OH/b/g' \ -e 's/QH/h/g' \ -e 's/OP/p/g' \ -e 's/QP/q/g' \ -e 's/EH/j/g' \ -e 's/TCC/a/g' \ -e 's/XCC/y/g' \ -e 's/TC/t/g' \ -e 's/XC/d/g' \ -e 's/CC/c/g' \ -e 's/R/2/g' \ \ -e 's/[mre]/m/g' \ -e 's/[Gg]/g/g' \ -e 's/[Ppq]/p/g' \ -e 's/[Xdy]/y/g' \ -e 's/[Cc]/c/g' \ -e 's/[xu]/u/g' \ -e 's/[28]/i/g' \ -e 's/[Tta]/t/g' \ -e 's/[Hhbfvj]/h/g' \ \ -e 's/hcg/@/g' \ -e 's/htg/\$/g' \ -e 's/tyg/%/g' \ -e 's/ptg/\#/g' \ -e 's/tg/3/g' \ -e 's/cg/5/g' \ -e 's/im/7/g' \ -e 's/hm/9/g' \ -e 's/hg/1/g' \ -e 's/hu/./g' \ | count-digraph-freqs \ -v showentropy=1 \ -v chars=' muwphQEigOytc@%#$13579.' With a little more fiddling, we get cat .voyn.fss \ | tr -d ' \012' \ | fss2syl \ | fold -w 80 \ > .tmp cat .tmp \ | tr -d ' \012' \ | count-digraph-freqs \ -v showentropy=1 \ -v chars=' mu:wphQE8igOytC=+-' OK, let's do it differently: first we try to group the letters, then we try to map them to characters. First, let's try to be a bit softer on the correction, accepting "K" and loose "4": Perhaps should correct also "4D" to "4OD", "4C" to "4OC". cat .tmp-c-fsg.txt \ | /n/gnu/bin/sed \ -e 's/$/ /g' \ -e 's/IL/N/g' \ -e 's/CI/A/g' \ -e 's/IN/M/g' \ -e 's/I*\([MNRKE]\)/\1/g' \ -e 's/CN/AN/g' \ -e 's/CM/AN/g' \ -e 's/OM/AM/g' \ -e 's/ON/AN/g' \ -e 's/OK/AK/g' \ -e 's/DM/DAN/g' \ -e 's/HM/HAN/g' \ -e 's/4AE/4OE/g' \ -e 's/A /G /g' \ | /n/gnu/bin/tr ' ' '\012' \ | egrep -v '[*6LI/=]' \ | /n/gnu/bin/tr '\012' ' ' \ | fold -w 90 -s \ | /n/gnu/bin/sed \ -e 's/^ *//g' -e 's/ *$//g' -e 's/ */ /g' \ > .voyn.fsg cat .voyn.fsg \ | tr -d ' \012' \ | fold -w 90 \ > .voyn.fss cat .voyn.fss \ | tr -d ' \012' \ | fss2mor \ > .voyn.mor cat .voyn.mor \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ > .voyn-m.frq cat .voyn.mor \ | sed -e 's/)(/)@(/g' \ | tr '@' '\n' \ | classify-glyphs \ | sort | uniq -c | expand \ | sort +0.8 -0.99 \ > .voyn-g.frq --- fss2mor ------------------------ #! /n/gnu/bin/sed -f # Splits corrected FSG into "morphemes" s/AK/(ak)/g s/AM/(am)/g s/AN/(an)/g s/AR/(ar)/g s/AE/(ae)/g s/A/O/g # s/8G/(bg)/g s/OG/(og)/g s/G/(g)/g # s/PZ/(pz)/g s/FZ/(fz)/g s/HZ/(hz)/g s/DZ/(dz)/g # s/z)CCC/zccc)/g s/z)CC/zcc)/g s/z)C/zc)/g # s/H/(h)/g s/D/(d)/g # s/h)CCC/hccc)/g s/h)CC/hcc)/g s/h)C/hc)/g s/d)CCC/dccc)/g s/d)CC/dcc)/g s/d)C/dc)/g # s/P/(p)/g s/F/(f)/g # s/p)CCC/pccc)/g s/p)CC/pcc)/g s/p)C/pc)/g s/f)CCC/fccc)/g s/f)CC/fcc)/g s/f)C/fc)/g # s/4OE/(qoe)/g s/OE/(oe)/g s/4OR/(qor)/g s/OR/(or)/g # s/4OCCC/(qoccc)/g s/4OCC/(qocc)/g s/4OC/(qoc)/g s/4O/(qo)/g s/OCCC/(occc)/g s/OCC/(occ)/g s/OC/(oc)/g s/O/(o)/g s/4CCC/(qccc)/g s/4CC/(qcc)/g s/4C/(qc)/g s/4/(q)/g # s/SCCC/(sccc)/g s/SCC/(scc)/g s/SC/(sc)/g s/S/(s)/g s/TCCC/(tccc)/g s/TCC/(tcc)/g s/TC/(tc)/g s/T/(t)/g s/CCC/(ccc)/g s/CC/(cc)/g # s/R/(r)/g s/2/(z)/g s/8/(b)/g s/E/(e)/g s/C/(c)/g # s/(\([q]*[o]*[c]*\))(\([dhpf]\)/(\1\2/g # s/\(g)\)/\1\ /g s/\(a[mnrek])\)/\1\ /g s/\(o[rek])\)/\1\ /g ------------------------------------ --- classify-glyphs ------------------------ #! /n/gnu/bin/sed -f # Classifies the glyphs as parsed by fss2mor # Assumes one glyph per line in the format (xxx...) # Prepends a one-letter class code and a space # Class codes: # a = (am) (ar) (an) (ak) (ae) # g = (bg) (og) (g) # D = (...dz...); same for H,P,F # d = (...d...) except (...dz...); same for h p f # x = ([q]*[o]*[c]*) # o = (oe) (or) (ok) (qoe) (qor) (qok) # s = (s...) # t = (t...) # c = (c...) # r = (r...) # 2 = (z...) # 8 = (b...) except (bg) # ? = other /^([a-z0-9]*)$/!s/^/\? /g s/^(a[mnrek])/a &/g s/^([bo]*g)/g &/g s/^(.*dz.*)/D &/g s/^(.*hz.*)/H &/g s/^(.*pz.*)/P &/g s/^(.*fz.*)/F &/g s/^(.*d.*)/d &/g s/^(.*h.*)/h &/g s/^(.*p.*)/p &/g s/^(.*f.*)/f &/g s/^([q]*[o]*[c]*)/x &/g s/^([q]*o[erk])/o &/g s/^(s.*)/s &/g s/^(t.*)/t &/g s/^(r.*)/r &/g s/^(c.*)/c &/g s/^(z.*)/z &/g s/^(b.*)/b &/g s/^(e.*)/e &/g s/^(.*)/\? &/g -------------------------------------------- Here are the classified glyphs, manually rearranged with current best guesses: 438 e (e) = valid ------------------------ 671 b (b) = valid ------------------------ 177 r (r) = valid ------------------------ 368 z (z) = valid ("2") ------------------------ 2051 g (bg) = valid ("8G") 1696 g (g) = valid 20 g (og) = misreading of "8G"? ------------------------ 1151 o (oe) = valid 287 o (or) = valid 194 o (qoe) = valid 16 o (qor) = valid? ------------------------ 137 D (dz) = valid 44 D (dzc) = valid 1 D (dzcc) = misreading of "DZC"? 1 D (cdz) = misreading of "ODZ"? 5 D (odz) = valid? 2 D (odzc) = valid? 0 D (qdz) = negligible 1 D (qdzc) = negligible 0 D (qdzcc) = negligible 2 D (qodz) = valid? 5 D (qodzc) = valid? ------------------------ 84 H (hz) = valid 23 H (hzc) = valid 3 H (ohz) = valid? 4 H (ohzc) = valid? 3 H (qhz) = negligible 1 D (qhzc) = negligible 1 H (qhzcc) = negligible 0 H (qohz) = valid? 2 H (qohzc) = valid? ------------------------ 11 P (pz) = valid 7 P (pzc) = valid 1 P (cpzc) = negligible 1 P (opz) = negligible 1 P (opzc) = negligible ------------------------ 2 F (fz) = negligible 1 F (fzc) = negligible 1 F (fzcc) = negligible ------------------------ 556 a (ae) = valid 50 a (ak) = valid? 436 a (am) = valid 489 a (an) = valid 428 a (ar) = valid ------------------------ 316 d (d) = valid 99 d (dc) = valid 125 d (dcc) = valid 7 d (dccc) = misreading of "DCC"? 1 d (cd) = misreading of "OD"? 1 d (cdc) = misreading of "ODC"? 1 d (ocdcc) = misreading of "ODZC"? 210 d (od) = valid 74 d (odc) = valid 64 d (odcc) = valid 2 d (odccc) = mireading of "ODCC"? 5 d (qcd) = misreading of "4OD"? 1 d (qcdc) = misreading of "4ODC"? 1 d (qcdcc) = misreading of "4ODCC"? 4 d (qd) = misreading of "4OD"? 1 d (qdccc) = misreading of "4ODCC"? 1 d (qoccdcc) = negligible 575 d (qod) = valid 234 d (qodc) = valid 249 d (qodcc) = valid 5 d (qodccc) = negligible ------------------------ 182 h (h) = valid 64 h (hc) = valid 31 h (hcc) = valid 1 h (ch) = misreading of "OH"? 168 h (oh) = valid 81 h (ohc) = valid 45 h (ohcc) = valid 1 h (ohccc) = misreading of "OHCC"? 2 h (qch) = misreading of "4OH"? 1 h (qchc) = misreading of "4OHC"? 1 h (qh) = misreading of "4OH"? 149 h (qoh) = valid 62 h (qohc) = valid 53 h (qohcc) = valid 1 h (qohccc) = misreading of "4OHCC"? ------------------------ 15 x (c) = to check 20 x (cc) = to check 7 x (ccc) = to check 86 x (o) = to check 2 x (oc) = to check 5 x (occ) = to check 1 x (occc) = to check 11 x (q) = to check 2 x (qc) = to check 5 x (qcc) = to check 2 x (qccc) = to check 29 x (qo) = to check 7 x (qocc) = to check 2 x (qoccc) = to check ------------------------ 116 p (p) = valid 1 p (pc) = negligible 2 p (pcc) = negligible 3 p (cp) = misreading of "OP"? 44 p (op) = valid 1 p (opc) = negligible 2 p (qp) = misreading of "4OP"? 23 p (qop) = valid ------------------------ 15 f (f) = valid 1 f (fc) = negligible 1 f (cf) = misreading of "OF"? 7 f (of) = valid 2 f (qf) = misreading of "4OF"? 5 f (qof) = valid ------------------------ 210 s (s) = valid 712 s (sc) = valid 149 s (scc) = valid ------------------------ 397 t (t) = valid 920 t (tc) = valid 124 t (tcc) = valid 2 t (tccc) = misreading of "TCC"? ------------------------ 2 ? K(z) = misreading of "82"? 1 ? (b)K(or) = misreading of "88OR"? 1 ? (e)K(e) = misreading of "E8E"? 1 ? (oh)K(oe) = misreading of "OH8OE"? Here are the valid ones in order of decreasing frequency: 2051 g (bg) = valid ("8G") 1696 g (g) = valid 1151 o (oe) = valid 920 t (tc) = valid 712 s (sc) = valid 671 b (b) = valid 575 d (qod) = valid 556 a (ae) = valid 489 a (an) = valid 438 e (e) = valid 436 a (am) = valid 428 a (ar) = valid 397 t (t) = valid 368 z (z) = valid ("2") 316 d (d) = valid 287 o (or) = valid 249 d (qodcc) = valid 234 d (qodc) = valid 210 d (od) = valid 210 s (s) = valid 194 o (qoe) = valid 182 h (h) = valid 177 r (r) = valid 168 h (oh) = valid 149 h (qoh) = valid 149 s (scc) = valid 137 D (dz) = valid 125 d (dcc) = valid 124 t (tcc) = valid 116 p (p) = valid 99 d (dc) = valid 84 H (hz) = valid 81 h (ohc) = valid 74 d (odc) = valid 64 d (odcc) = valid 64 h (hc) = valid 62 h (qohc) = valid 53 h (qohcc) = valid 50 a (ak) = valid? 45 h (ohcc) = valid 44 D (dzc) = valid 44 p (op) = valid 31 h (hcc) = valid 23 H (hzc) = valid 23 p (qop) = valid 16 o (qor) = valid? 15 f (f) = valid 11 P (pz) = valid 7 P (pzc) = valid 7 f (of) = valid 5 D (odz) = valid? 5 D (qodzc) = valid? 5 f (qof) = valid 4 H (ohzc) = valid? 3 H (ohz) = valid? 2 D (odzc) = valid? 2 D (qodz) = valid? 2 H (qohzc) = valid? 0 H (qohz) = valid? Let's redo this analysis collapsing "D" with "H" and "F" with "P". That will give about 25 valid letters... cat .voyn.fss \ | tr -d ' \012' \ | fss2mor \ | /n/gnu/bin/sed \ -e 's/d/h/g' \ -e 's/f/p/g' \ > .voyh.mor cat .voyh.mor \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ > .voyh-m.frq cat .voyh.mor \ | sed -e 's/)(/)@(/g' \ | tr '@' '\n' \ | classify-glyphs \ | sort | uniq -c | expand \ | sort +0.8 -0.99 \ > .voyh-g.frq ------------------------ 368 z (z) = valid ------------------------ 671 b (b) = valid ------------------------ 438 e (e) = valid ------------------------ 177 r (r) = valid ------------------------ 556 a (ae) = valid 50 a (ak) = valid? 436 a (am) = valid 489 a (an) = valid 428 a (ar) = valid ------------------------ 1151 o (oe) = valid 287 o (or) = valid 194 o (qoe) = valid 16 o (qor) = valid? ------------------------ 2051 g (bg) = valid 1696 g (g) = valid 20 g (og) = valid? ------------------------ 221 H (hz) = valid 67 H (hzc) = valid 1 H (hzcc) = negligible 1 H (chz) = misreading of "OHZ"? 8 H (ohz) = valid? 6 H (ohzc) = valid? 0 H (ohzcc) = non-ocurring 3 H (qhz) = valid? 2 H (qhzc) = valid? 1 H (qhzcc) = negligible 2 H (qohz) = valid? 7 H (qohzc) = valid? 0 H (qohzcc) = non-ocurring ------------------------ 498 h (h) = valid 163 h (hc) = valid 156 h (hcc) = valid 7 h (hccc) = misreading of "HCC"? 2 h (ch) = misreading of "OH"? 1 h (chc) = misreading of "OHC"? 1 h (ochcc) = misreading of "OHCC"? 378 h (oh) = valid 155 h (ohc) = valid 109 h (ohcc) = valid 3 h (ohccc) = misreading of "OHCC"? 7 h (qch) = misreading of "4OH"? 2 h (qchc) = misreading of "4OHC"? 1 h (qchcc) = misreading of "4OHCC"? 5 h (qh) = misreading of "4OH"? 0 h (qhc) = non-occurring 0 h (qhcc) = non-occurring 1 h (qhccc) = misreading of "4OHCC"? 1 h (qocchcc) = negligible 724 h (qoh) = valid 296 h (qohc) = valid 302 h (qohcc) = valid 6 h (qohccc) = negligible ------------------------ 13 P (pz) = valid 8 P (pzc) = valid 1 P (pzcc) = negligible 1 P (cpzc) = misreading of "OPZC"? 1 P (opz) = negligible 1 P (opzc) = negligible ------------------------ 131 p (p) = valid 2 p (pc) = negligible 2 p (pcc) = negligible 4 p (cp) = misreading of "OP"? 51 p (op) = valid 1 p (opc) = negligible 4 p (qp) = misreading of "4OP"? 28 p (qop) = valid ------------------------ 210 s (s) = valid 712 s (sc) = valid 149 s (scc) = valid 397 t (t) = valid 920 t (tc) = valid 124 t (tcc) = valid 2 t (tccc) = misreading of "TCC"? ------------------------ 15 x (c) = valid? mostly in (b)(c)(g) or (b)(c)(bg) 20 x (cc) = valid? misreading of "T"? 7 x (ccc) = valid? misreading of "TC"? ------------------------ 86 x (o) = valid? misreading of "OR" as "O2"? 2 x (oc) = misreading of "CC" 5 x (occ) = misreading? 1 x (occc) = negligible 11 x (q) = misreading? 2 x (qc) = misreading of "4O"? 5 x (qcc) = valid? 2 x (qccc) = misreading od "4CC"? 29 x (qo) = valid? 0 x (qoc) = remarkable absence 7 x (qocc) = valid 2 x (qoccc) = misreading of "4OCC"? ------------------------ 1 ? (b)K(or) = negligible 1 ? (e)K(e) = negligible 1 ? (oh)K(oe) = negligible 2 ? K(z) = negligible Possible post-corrections: s/(t)(s)/(tcc)/g s/(o)(z)/(or)/g Ok, let's try to make some sense out of this. Voynichese seems to be made up of the following elements: (0) the "O*" groups "OE" "4OE" "OR" "4OR" (2) The "A*" elements: "AE" "AK" "AM" "AN" "AR" "AIR" The "AIR" group above was accidentaly converted to "AR" in the initial cleanup, that is why it doesn't appear in the tables. It is relativey rare (28 times, agains 400 of "AR"), so it may be really a misreading of "AR". The "AK" element is also rare (43 occurrences), but not enough to be considered an error. (1) the isolated letters "2" "8" "E" (when not attached to "O" or "A") "R" (3) The "G" elements: "8G" "G" The "OG" combination behaves like "8G", but is very rare: 19 occurrences, about 1% of "8G". So it is probably a misreading of "8G". (4) The "T/S" elements: "T" "TC" "TCC" "S" "SC" "SCC" The group "TCCC" occurs twice (while the rest occur hundreds of times), so it is probably a misreading of "TCC". (5) The "O" prefixes: "O" "4O" The prefixes "4" and "4C" occur very rarely; they are probably misreadings of "4O", and may be ignored. (6) The non-intruding two-legged gallows ("H" and "D"): "D" "DC" "DCC" "H" "HC" "HCC" The suffix "CCC" occurs very rarely, and is probably a misreading of "CC". (7) The Intruding two-legged gallows ("HZ" and "DZ"): "DZ" "DZC" "HZ" "HZC" The suffix "CC" occurs once or twice, but may well be a misreading of "C". The absence of the "CC" suffix suggests that the base of the intruding gallows already counts as a "C" suffix. (8) The one-legged, non-intruding gallows ("P" and "F"): "P" "F" The suffixes "C" and "CC" occur a couple of times, but the frequency (even relative) is so low that we can ignore them. (9) The one-legged, intruding gallows ("PZ" and "FZ")" "PZ" "PZC" "FZ" "FZC" The "CC" suffix occurs only once and can be ignored. The groups "PZ" and "FZ" themselves are quite rare (25 occurrences total), so we could ignore them altogether. (10) Unattached "C"s: these are "C"s that cannot be parsed as part of other letters. "C" "CC" "CCC" There are about 40 occurrences total, and they seem to occur in special contexts. Note that "CC" and "CCC" may be misreadings of "T" and "TC", which are far more plentiful. Perhaps we should treat these elements as errors until we understand them better. There are a few sequences that cannot be parsed as above, and should be examined more closely. So, let's revise the parsing script. We will do these corrections (the numbers are the occurrences in the Bio section, Currier's transcription): s/CI/A/g # 11 s/IIIL/M/g # 24 s/CM/AN/g # 8 s/AL/AN/g # 12 s/A /G /g # 6 s/A2/AR/g # 7 s/AO/AE/g # 5 s/AI+E/AE/g # 6 s/AII+R/AIR/g # 4 s/4A/4O/g # 4 s/4CD/4OD/g # 7 s/4CH/4OH/g # 3 Also, after collection the AI*[MNRKE] endings, any remaining "A"s are mapped to "O"s: s/A/O/g # 44 Let's look again at the FSG combinations that may occur adjacent to word and line breaks: cat .voyn.fsg \ | tr -d '=\012' \ | sed \ -e 's:^:/:' \ -e 's:$:/:' \ -e 's:///*:/:g' \ -e 's:/ *:/:g' \ -e 's: */:/:g' \ -e 's: *:_:g' \ | enum-trigraphs \ | grep -v ' ' \ > .voyn.tri cat .voyn.tri \ | tr '/' '_' \ | count-transition-freqs \ -v chars='_/COG8EDA4TSHRNM2ZPIKLF6*' \ > .voyn-word-end.frq Forward transition probabilities (× 99): count freq ntrpy pntpy _ C O G 8 E D A 4 T S H R N M 2 Z P I K L F 6 * -- ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- H* 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . R* 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 82 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . O2 7 0.000 0.592 0.000 85 . . . . . . 14 . . . . . . . . . . . . . . . . T2 6 0.000 0.650 0.000 83 . . . 17 . . . . . . . . . . . . . . . . . . . C4 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . A6 6 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . C6 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . O6 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . _6 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . IE 11 0.000 0.866 0.000 81 . . . . . . 9 . . . . . . . . . 9 . . . . . . KE 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . *G 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 2G 10 0.000 0.469 0.000 89 . . . . . . . . . . . . . . 10 . . . . . . . . 8G 2052 0.058 0.733 0.042 90 . 1 . . 1 1 . 3 . . 1 1 . . . . . . . . . . . AG 4 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . CG 842 0.024 0.638 0.015 91 . 1 . . 1 1 . 3 . . 1 . . . . . . . . . . . . DG 169 0.005 0.577 0.003 92 . 1 . 1 1 1 . 1 1 . 1 1 . . . . . . . . . . . EG 106 0.003 0.594 0.002 92 . 1 . 1 . 1 . 2 1 . 1 1 . . . . . . . . . . . HG 88 0.002 1.226 0.003 81 . 3 . 3 3 . . 1 1 1 2 1 . . 1 . . . . . . . . MG 6 0.000 0.650 0.000 83 . . . . . . . . . . 17 . . . . . . . . . . . . NG 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . PG 6 0.000 0.650 0.000 83 . . . . . 17 . . . . . . . . . . . . . . . . . RG 45 0.001 0.717 0.001 88 . . . 4 2 . . . . 2 2 . . . . . . . . . . . . TG 62 0.002 0.474 0.001 93 . 2 . 2 . . . . . . 2 . . . 2 . . . . . . . . ZG 204 0.006 0.640 0.004 90 . 2 . 2 . . . 2 . . . . . . 1 . . . . . . . . AK 43 0.001 0.159 0.000 97 . 2 . . . . . . . . . . . . . . . . . . . . . GK 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . IK 4 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . OK 7 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . AL 12 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . IL 26 0.001 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . OL 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . AM 399 0.011 0.569 0.006 92 . 2 1 . . . . . 1 1 . . . . . . . . . . . . . CM 8 0.000 0.544 0.000 87 . . . . . . . . . 12 . . . . . . . . . . . . . DM 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . *N 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . AN 475 0.013 0.577 0.008 91 . 3 . 1 . . . . 1 1 . . . . . . . . . . . . . ON 7 0.000 0.592 0.000 85 . 14 . . . . . . . . . . . . . . . . . . . . . *O 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . KO 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . CR 8 0.000 0.544 0.000 87 . . 12 . . . . . . . . . . . . . . . . . . . . SR 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . ** 3 0.000 1.585 0.000 33 . . 33 . . . . . . . . . . . . . . 33 . . . . . A* 5 0.000 1.371 0.000 59 . 20 . 20 . . . . . . . . . . . . . . . . . . . C* 10 0.000 2.646 0.001 30 . . 10 20 . 10 10 . . . . . 10 . . . . . . . . . 10 D* 2 0.000 1.000 0.000 50 . . . . . . . . . 50 . . . . . . . . . . . . . T* 2 0.000 1.000 0.000 50 . . . 50 . . . . . . . . . . . . . . . . . . . A2 7 0.000 1.149 0.000 71 . 14 14 . . . . . . . . . . . . . . . . . . . . C2 45 0.001 1.482 0.002 73 4 9 4 2 . . 4 . . . 2 . . . . . . . . . . . . E2 16 0.000 1.649 0.001 50 . 6 12 . . . 31 . . . . . . . . . . . . . . . . A8 8 0.000 1.406 0.000 37 . . 50 . . . . . . . . 12 . . . . . . . . . . . M8 2 0.000 1.000 0.000 50 . . . . . . 50 . . . . . . . . . . . . . . . . 4A 4 0.000 1.500 0.000 25 . . . . 50 . . . . . . 25 . . . . . . . . . . . AD 4 0.000 2.000 0.000 25 . . 25 . . . 25 . . . . . . . . 25 . . . . . . . 8E 10 0.000 1.685 0.000 50 . . . . . . . 10 10 30 . . . . . . . . . . . . . AE 552 0.015 1.869 0.029 67 . 6 7 4 . 1 1 1 5 4 1 . . . 1 . . . . . . . . CE 4 0.000 0.811 0.000 74 . . . . . . . . . 25 . . . . . . . . . . . . . DE 11 0.000 1.868 0.001 54 . 9 . . . . 9 . 18 . . 9 . . . . . . . . . . . HE 3 0.000 0.918 0.000 33 . 66 . . . . . . . . . . . . . . . . . . . . . LE 3 0.000 0.918 0.000 66 . . . . . 33 . . . . . . . . . . . . . . . . . OE 1344 0.038 2.638 0.100 44 1 5 4 3 . 16 2 . 11 7 2 . . . . . 1 . . . . . . SE 5 0.000 1.371 0.000 59 . . . 20 . . . . 20 . . . . . . . . . . . . . . TE 13 0.000 2.035 0.001 53 . . . 8 . . 8 . 15 . . 8 . . 8 . . . . . . . . CF 3 0.000 1.585 0.000 33 33 . . . . . . . 33 . . . . . . . . . . . . . . OG 14 0.000 1.807 0.001 57 . 7 . . . 14 . . 7 14 . . . . . . . . . . . . . SG 28 0.001 1.232 0.001 78 . 4 . 4 . 7 . . . 4 4 . . . . . . . . . . . . EK 2 0.000 1.000 0.000 50 . . . . 50 . . . . . . . . . . . . . . . . . . OM 14 0.000 0.946 0.000 78 . 14 7 . . . . . . . . . . . . . . . . . . . . 8R 2 0.000 1.000 0.000 50 . 50 . . . . . . . . . . . . . . . . . . . . . AR 395 0.011 1.284 0.014 79 . 6 5 1 . . 4 1 2 2 . . . . . . . . . . . . . ER 13 0.000 1.145 0.000 76 . 8 . . . . 8 . 8 . . . . . . . . . . . . . . IR 43 0.001 1.258 0.002 76 . 2 7 . . . 9 . 2 . . . . . . . . . . . . . 2 OR 302 0.008 1.699 0.014 67 1 9 5 . . . 10 . 3 4 . . . . . . . . . . . . . TR 4 0.000 1.000 0.000 50 . . . 50 . . . . . . . . . . . . . . . . . . . O* 2 0.000 1.000 0.000 . . . . . . . 50 . . . . . . . . . . . . . . . 50 _* 10 0.000 2.646 0.001 10 30 . . 10 . . 20 . 10 10 . . . . . . . . . . . . 10 42 2 0.000 1.000 0.000 . . 50 . . . . 50 . . . . . . . . . . . . . . . . G2 16 0.000 2.483 0.001 19 6 12 . . . . 37 . 12 . 6 . . . . . 6 . . . . . . H2 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . M2 2 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . N2 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . R2 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . S2 1 0.000 0.000 0.000 . . . . 99 . . . . . . . . . . . . . . . . . . . Z2 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . _2 265 0.007 1.937 0.014 3 . 40 1 . . 2 42 . 4 5 . . . . . . . . . . . . . 84 2 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . E4 9 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . G4 91 0.003 0.174 0.000 . . 97 1 . . . . . . . . . . . 1 . . . . . . . . M4 1 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . N4 1 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . O4 8 0.000 0.544 0.000 . 12 87 . . . . . . . . . . . . . . . . . . . . . R4 3 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . _4 1560 0.044 0.254 0.011 . 1 96 . . . . . . . . . . . . . . . . . . . . . R6 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . *8 5 0.000 0.722 0.000 . . . 79 . . . 20 . . . . . . . . . . . . . . . . 28 3 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . 88 3 0.000 0.918 0.000 . . . 66 . 33 . . . . . . . . . . . . . . . . . . C8 1897 0.053 0.543 0.029 3 . . 91 . . . 4 . . . . . . . . . . . . . . . . D8 2 0.000 1.000 0.000 . . . 50 . 50 . . . . . . . . . . . . . . . . . . E8 87 0.002 1.323 0.003 3 . 2 71 1 . . 19 . 1 1 . . . . . . . . . . . . . G8 35 0.001 2.220 0.002 3 6 11 28 . . . 42 3 3 3 . . . . . . . . . . . . . H8 3 0.000 1.585 0.000 . . . 33 33 . . 33 . . . . . . . . . . . . . . . . N8 5 0.000 0.722 0.000 . . . 20 . . . 79 . . . . . . . . . . . . . . . . O8 32 0.001 1.917 0.002 9 6 . 46 . . . 28 . 9 . . . . . . . . . . . . . . P8 3 0.000 1.585 0.000 . . 33 33 . . . 33 . . . . . . . . . . . . . . . . R8 6 0.000 1.252 0.000 . . . 66 17 . . 17 . . . . . . . . . . . . . . . . S8 40 0.001 0.619 0.001 2 2 . 89 . . . 5 . . . . . . . . . . . . . . . . T8 96 0.003 0.850 0.002 3 . 2 83 . . . 11 . . . . . . . . . . . . . . . . Z8 21 0.001 0.723 0.000 5 . 9 85 . . . . . . . . . . . . . . . . . . . . _8 492 0.014 2.034 0.028 1 2 11 12 . 1 1 58 . 6 7 . . . . . . . . . . . . . *A 4 0.000 0.811 0.000 . . . . . 25 . . . . . . . 74 . . . . . . . . . . 2A 131 0.004 2.370 0.009 . . . . . 22 1 . . . . . 17 23 28 1 . . 5 1 1 . . . 6A 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . . 99 . . . . 8A 423 0.012 2.373 0.028 1 . . . . 29 . . . . . . 27 12 22 . . . 3 2 . . . 1 AA 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . CA 55 0.002 1.921 0.003 2 . . 2 2 45 . . . . . . 38 4 2 . . . . 4 2 . . . DA 742 0.021 2.317 0.048 . . . . . 23 . . . . . . 13 36 20 . . . 2 1 1 . 1 . EA 55 0.002 2.583 0.004 . . 2 . . 22 . 2 . . . . 18 22 22 . . . 9 4 . . . . FA 2 0.000 1.000 0.000 . . . . . 50 . . . . . . . . 50 . . . . . . . . . GA 3 0.000 0.918 0.000 . . . . . . . . . . . . 66 . 33 . . . . . . . . . HA 259 0.007 2.229 0.016 . . . . . 32 . . . . . . 23 25 14 1 . . 2 1 . . . . MA 1 0.000 0.000 0.000 . . . . . . . . . . . . 99 . . . . . . . . . . . NA 2 0.000 1.000 0.000 . . 50 . . . . . . . . . . . 50 . . . . . . . . . OA 3 0.000 1.585 0.000 . . . . . 33 . . . . . . 33 . 33 . . . . . . . . . PA 14 0.000 1.985 0.001 7 . . . . 42 . . . . . . 28 7 14 . . . . . . . . . RA 96 0.003 2.588 0.007 . . . . . 24 . . . . . 1 19 19 24 . . . 6 4 2 . 1 . SA 21 0.001 1.891 0.001 . . . . . 42 . . . . . . 38 5 5 . . . . 5 5 . . . TA 26 0.001 1.587 0.001 . . . . . 53 . . . . . . 27 4 . . . . . 15 . . . . ZA 9 0.000 1.224 0.000 . . . . . 66 . . . . . . 22 11 . . . . . . . . . . _A 128 0.004 2.570 0.009 . . . 1 1 29 1 . . . 1 2 19 12 26 1 . . 2 4 . . . . *C 3 0.000 1.585 0.000 . 33 . 33 33 . . . . . . . . . . . . . . . . . . . 2C 4 0.000 1.500 0.000 . . . 25 . . . . . . . . . . . 25 . . 50 . . . . . 4C 20 0.001 2.119 0.001 . 35 . 5 5 . 35 . . . . 15 . . . . . . . . . . . 5 8C 19 0.001 2.180 0.001 . 47 . 10 16 . . 5 . . . . . . 10 . . . 10 . . . . . CC 954 0.027 1.830 0.049 . 3 2 34 52 . 3 1 . . . 1 1 . . 2 . . . . . . . . DC 873 0.025 1.704 0.042 . 52 2 8 34 . . 1 . 1 1 . . . 1 . . . . . . . . . EC 11 0.000 1.278 0.000 9 72 . . 9 . 9 . . . . . . . . . . . . . . . . . FC 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . GC 2 0.000 1.000 0.000 . . . . . . . . . . . . . . . . . 50 . . . 50 . . HC 343 0.010 1.744 0.017 . 38 3 10 46 . . . . 1 1 . . . . . . . . . . . . . OC 19 0.001 0.880 0.000 5 83 . . 5 . 5 . . . . . . . . . . . . . . . . . PC 3 0.000 0.918 0.000 . 66 . . . . . . . 33 . . . . . . . . . . . . . . RC 4 0.000 1.000 0.000 . 50 . . 50 . . . . . . . . . . . . . . . . . . . SC 868 0.024 2.346 0.057 . 17 7 17 44 . 7 2 . . . 3 . . . . . 1 . . . . . . TC 1054 0.030 2.309 0.068 . 12 6 19 48 . 5 2 . . . 3 . . . 1 . . . . . . . . ZC 96 0.003 1.515 0.004 . 3 1 56 34 1 . . . . . . . . . 3 . . 1 . . . . . _C 23 0.001 2.359 0.002 . 52 . . 4 4 9 4 . . . 4 . . . 4 . 13 . . . . . 4 *D 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . 99 . . . . . . . 2D 5 0.000 1.371 0.000 . 20 . . . . . 59 . . . . . . . . 20 . . . . . . . 4D 4 0.000 1.500 0.000 . . 50 . . . . 25 . . . . . . . . 25 . . . . . . . 8D 8 0.000 0.544 0.000 . 87 . . . . . . . . 12 . . . . . . . . . . . . . CD 155 0.004 1.996 0.009 3 11 . 31 . . . 8 . 2 . . . . . . 44 . 1 . . . . . ED 272 0.008 1.785 0.014 . 50 3 8 . 1 . 32 . 3 1 . . . . . . . . . . . . . GD 75 0.002 2.039 0.004 . 49 5 8 . . . 26 . 4 4 . . . . . 3 . . . . . . . HD 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . OD 1435 0.040 1.847 0.074 . 44 3 6 . . . 40 . 3 1 . . . . . 1 . . . . . . . RD 2 0.000 1.000 0.000 . 50 50 . . . . . . . . . . . . . . . . . . . . . SD 45 0.001 0.806 0.001 . 2 . 7 . . . 2 . 2 . . . . . . 86 . . . . . . . TD 83 0.002 0.982 0.002 . 7 . 1 . . . 12 . . . . . . . . 79 . . . . . . . _D 102 0.003 2.491 0.007 2 32 16 . . . . 28 . 8 5 . . . . . 6 . 2 . . . . 1 2E 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . 99 . . . . . . . . EE 8 0.000 2.406 0.001 12 . 12 . 12 . 12 12 . 37 . . . . . . . . . . . . . . GE 36 0.001 2.824 0.003 14 . 11 8 3 . 11 6 . 36 6 3 . . . . . . . 3 . . . . RE 1 0.000 0.000 0.000 . . . . . . . . . . 99 . . . . . . . . . . . . . _E 350 0.010 2.852 0.028 2 1 18 3 5 1 12 3 . 33 16 2 1 . . 1 . 1 . . . 1 . . 4F 1 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . EF 6 0.000 0.650 0.000 . . 17 . . . . . . 83 . . . . . . . . . . . . . . GF 2 0.000 0.000 0.000 . . . . . . . . . 99 . . . . . . . . . . . . . . OF 13 0.000 1.352 0.000 . . 8 . . . . 8 . 69 15 . . . . . . . . . . . . . TF 3 0.000 0.918 0.000 . . . . . . . 33 . . . . . . . . 66 . . . . . . . _F 8 0.000 0.811 0.000 . . . . . . . . . 74 . . . . . . 25 . . . . . . . 4G 3 0.000 1.585 0.000 . . . . . . 33 . . . . 33 33 . . . . . . . . . . . GG 1 0.000 0.000 0.000 . . . . . . . . . . . 99 . . . . . . . . . . . . LG 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . 99 . . . . . . . . _G 134 0.004 2.889 0.011 4 1 2 . 6 2 30 1 1 13 17 19 1 . . 1 . . . . . 1 . . 2H 3 0.000 1.585 0.000 . . 33 . . . . . . 33 . . . . . . 33 . . . . . . . 4H 5 0.000 0.000 0.000 . . . . . . . . . . . . . . . . 99 . . . . . . . 8H 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . AH 4 0.000 1.500 0.000 . 25 25 . . . . . . . . . . . . . 50 . . . . . . . CH 80 0.002 1.724 0.004 . 10 . 32 . . . 7 . . . . . . . 1 48 . . . . . . . EH 40 0.001 2.120 0.002 2 45 . 2 2 2 . 30 . 5 10 . . . . . . . . . . . . . GH 59 0.002 1.775 0.003 . 49 3 5 . . . 30 . 12 . . . . . . . . . . . . . . OH 570 0.016 2.143 0.034 1 42 4 9 . . . 34 . 5 2 . . . . . 1 . 1 . . . . . RH 2 0.000 1.000 0.000 . . . . . . . 50 . . . . . . . . 50 . . . . . . . SH 25 0.001 1.145 0.001 . . 12 8 . . . 4 . . . . . . . . 75 . . . . . . . TH 39 0.001 1.123 0.001 . 5 3 8 . . . 5 . . . . . . . . 79 . . . . . . . _H 145 0.004 2.606 0.011 . 29 17 2 . . 1 18 . 16 5 . . . . . 11 . 1 . . . . . *I 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . 2I 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . 8I 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . AI 51 0.001 1.311 0.002 . . . . . 8 . . . . . . 50 . . . . . 41 . . . . . CI 11 0.000 1.495 0.000 . . . . . 18 . . . . . . 36 . . . . . 45 . . . . . DI 3 0.000 0.918 0.000 . . . . . . . . . . . . 33 . . . . . 66 . . . . . GI 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . HI 4 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . II 71 0.002 1.885 0.004 . . . . . 4 . . . . . . 14 . . . . . 39 6 36 . . . OI 9 0.000 0.764 0.000 . . . . . . . . . . . . 22 . . . . . 77 . . . . . RI 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . _I 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . 8L 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . CL 2 0.000 1.000 0.000 . . . 50 . 50 . . . . . . . . . . . . . . . . . . _L 2 0.000 1.000 0.000 . . 50 . . 50 . . . . . . . . . . . . . . . . . . 2O 116 0.003 1.489 0.005 . . . . 1 70 6 . . . . 1 15 1 3 . . . 2 . . 1 . . 4O 1629 0.046 1.574 0.072 . 1 . . 1 12 66 . . . . 16 1 . . . . 1 . . . . . . 8O 72 0.002 1.012 0.002 . . . . . 74 3 . . . . 1 21 . . . . . . . . . . . AO 5 0.000 2.322 0.000 20 . . 20 20 20 . . . . . . . . . 20 . . . . . . . . CO 172 0.005 1.126 0.005 . . . 2 1 75 3 . 1 . . . 17 . . . . . . . . . . . DO 80 0.002 1.726 0.004 1 1 . 2 4 66 . . . . . 2 17 . 2 1 . 1 . . . . . . EO 175 0.005 2.321 0.011 6 2 . . 1 42 5 . . 1 . 1 33 1 1 1 . 1 2 3 . . 1 . FO 3 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . GO 54 0.002 2.272 0.003 . . . 2 2 33 26 . . . . 24 9 . . 2 . . . . . 2 . . HO 58 0.002 1.144 0.002 . . . . . 73 2 . . . . 3 19 . . . . . . . 2 . . . LO 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . . 99 . . . . MO 11 0.000 1.677 0.001 . 9 . . . 36 45 . . . . 9 . . . . . . . . . . . . NO 15 0.000 1.237 0.001 7 . . . . 73 7 . . . . 13 . . . . . . . . . . . . OO 4 0.000 1.500 0.000 . . . . . 50 25 . . . . . 25 . . . . . . . . . . . PO 50 0.001 1.383 0.002 . 2 . . . 75 4 . . . 2 2 10 . 2 . . . . . . . . 2 RO 87 0.002 1.770 0.004 2 . . . 1 63 1 . . . . 3 20 1 3 . . . 2 1 . . . . SO 37 0.001 1.436 0.001 3 . . . . 67 16 . . . . . 11 . . . . 3 . . . . . . TO 49 0.001 1.735 0.002 . . . 4 4 63 4 . . . . 4 18 . . 2 . . . . . . . . ZO 10 0.000 2.046 0.001 10 . . 10 10 30 . . . . . . 40 . . . . . . . . . . . _O 1279 0.036 2.250 0.081 . . . . 1 41 23 . . . . 21 7 . . . . 3 . . . . . . 2P 1 0.000 0.000 0.000 . . . . . . . . . 99 . . . . . . . . . . . . . . 4P 2 0.000 1.000 0.000 . . 50 . . . . . . 50 . . . . . . . . . . . . . . AP 2 0.000 1.000 0.000 . . 50 . . . . . . . . . . . . . 50 . . . . . . . CP 17 0.000 2.469 0.001 6 . 12 6 . . . 12 . 35 6 . . . . . 23 . . . . . . . EP 11 0.000 1.673 0.001 9 9 9 9 . . . . . 63 . . . . . . . . . . . . . . GP 3 0.000 1.585 0.000 . . 33 . . . . 33 . . 33 . . . . . . . . . . . . . OP 68 0.002 2.106 0.004 1 1 9 4 1 . . 10 . 54 16 . . . . . 1 . . . . . . . RP 2 0.000 1.000 0.000 . 50 . . . . . . . 50 . . . . . . . . . . . . . . TP 12 0.000 1.252 0.000 . . . . . . . . . 17 17 . . . . . 66 . . . . . . . _P 98 0.003 2.039 0.006 . . 38 1 2 . . 4 . 36 10 . . . . . 7 . . . . . . . GR 22 0.001 2.772 0.002 23 . 27 18 5 5 . 5 . 9 5 . . . . . . 5 . . . . . . _R 125 0.004 2.415 0.008 10 . 21 2 . . . 36 . 17 11 1 . . . . . . 1 . . . 1 . *S 2 0.000 1.000 0.000 . 50 . 50 . . . . . . . . . . . . . . . . . . . . 2S 13 0.000 0.773 0.000 . 84 8 . . . 8 . . . . . . . . . . . . . . . . . 4S 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . 8S 38 0.001 0.690 0.001 . 86 8 . 5 . . . . . . . . . . . . . . . . . . . AS 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . CS 9 0.000 2.113 0.001 11 33 11 33 11 . . . . . . . . . . . . . . . . . . . DS 29 0.001 0.788 0.001 . 82 . 3 14 . . . . . . . . . . . . . . . . . . . ES 191 0.005 1.136 0.006 1 81 2 3 8 1 1 2 . . . 2 . . . 1 . . . . . . . . FS 2 0.000 1.000 0.000 . . . 50 50 . . . . . . . . . . . . . . . . . . . GS 37 0.001 1.186 0.001 . 78 3 . . 3 11 3 . 3 . . . . . . . . . . . . . . HS 25 0.001 0.951 0.001 . 75 . 4 20 . . . . . . . . . . . . . . . . . . . MS 6 0.000 0.650 0.000 . 83 . . . . 17 . . . . . . . . . . . . . . . . . NS 6 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . OS 9 0.000 0.503 0.000 . 88 . 11 . . . . . . . . . . . . . . . . . . . . PS 25 0.001 1.514 0.001 . 67 8 . 12 . . 8 . 4 . . . . . . . . . . . . . . RS 32 0.001 0.201 0.000 . 96 . . 3 . . . . . . . . . . . . . . . . . . . TS 2 0.000 1.000 0.000 . 50 . 50 . . . . . . . . . . . . . . . . . . . . _S 650 0.018 1.235 0.023 . 80 4 2 1 . 6 2 . . . 3 . . . . . . . . . . . . *T 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . 2T 14 0.000 1.435 0.001 . 71 . 7 7 . 7 . . . . 7 . . . . . . . . . . . . 8T 37 0.001 1.511 0.002 . 67 11 11 8 . 3 . . . . . . . . . . . . . . . . . CT 15 0.000 2.042 0.001 . 33 7 33 20 . 7 . . . . . . . . . . . . . . . . . DT 69 0.002 1.628 0.003 . 49 1 16 32 . . . . . . . . . . 1 . . . . . . . . ET 323 0.009 1.305 0.012 . 78 2 6 7 1 1 1 . . . 1 . . . 1 . 1 . . . . . . FT 23 0.001 0.927 0.001 . 82 4 . 9 . . 4 . . . . . . . . . . . . . . . . GT 31 0.001 0.612 0.001 . 89 . . 3 . 3 3 . . . . . . . . . . . . . . . . HT 61 0.002 2.179 0.004 . 52 6 11 16 2 . 6 . . . 2 2 . . . . . . . . . . 2 MT 4 0.000 1.500 0.000 . 50 . . . . 25 . . . . 25 . . . . . . . . . . . . NT 5 0.000 1.371 0.000 . 59 . . . 20 20 . . . . . . . . . . . . . . . . . OT 8 0.000 1.061 0.000 . 74 . 12 . . . 12 . . . . . . . . . . . . . . . . PT 91 0.003 1.233 0.003 . 76 8 5 8 . . 1 . . . . . . . . . . . . . 1 . . RT 42 0.001 0.866 0.001 . 85 . 5 . . 2 . . . . . 2 . . 5 . . . . . . . . ST 3 0.000 0.918 0.000 . 66 . . 33 . . . . . . . . . . . . . . . . . . . TT 1 0.000 0.000 0.000 . . . . . . . . . . . 99 . . . . . . . . . . . . ZT 2 0.000 1.000 0.000 . 50 . 50 . . . . . . . . . . . . . . . . . . . . _T 723 0.020 1.622 0.033 . 72 4 1 3 1 10 2 . . . 4 . . . . . 1 . . . . . . DZ 199 0.006 1.476 0.008 . 26 1 62 5 . . 2 . 1 . . . . . . . . . . . . . . FZ 4 0.000 1.000 0.000 . 50 . . 50 . . . . . . . . . . . . . . . . . . . HZ 121 0.003 1.558 0.005 1 26 4 61 5 . . 2 . . . . . . . 1 . . . . . . . . PZ 21 0.001 2.064 0.001 . 42 9 24 14 . . 9 . . . . . . . . . . . . . . . . *_ 13 0.000 2.288 0.001 . . 38 . . . 8 . 23 15 8 . 8 . . . . . . . . . . . 2_ 70 0.002 2.839 0.006 . . 28 1 3 1 . 25 7 7 11 6 . . . 7 . 1 . . . . . . 4_ 5 0.000 1.922 0.000 . . . . . . 40 . 20 . . 20 . . . . . . . . . 20 . . 6_ 11 0.000 2.482 0.001 . . 9 . 18 . . . 27 . 18 9 . . . 18 . . . . . . . . 8_ 70 0.002 2.624 0.005 . . 30 6 3 8 . . 33 6 7 3 . . . 3 . . . . . 1 . . A_ 6 0.000 2.252 0.000 . . 17 . 17 . 17 . 33 . 17 . . . . . . . . . . . . . C_ 7 0.000 2.236 0.000 . . 14 14 28 . . . 28 . . . 14 . . . . . . . . . . . D_ 12 0.000 2.855 0.001 . 17 8 8 8 . . 17 . 25 8 . 8 . . . . . . . . . . . E_ 1028 0.029 3.265 0.094 . 1 20 2 11 4 4 2 13 17 15 3 1 . . 5 . 2 . . . . . . F_ 1 0.000 0.000 0.000 . . . . . . . . . 99 . . . . . . . . . . . . . . G_ 3309 0.093 2.923 0.271 . . 16 2 9 9 1 1 38 6 5 3 3 . . 4 . 2 . . . . . . H_ 4 0.000 1.500 0.000 . . 50 . . . . . . 25 25 . . . . . . . . . . . . . K_ 55 0.002 2.698 0.004 . . 14 5 16 2 . . 18 4 4 2 . . . 32 . 2 . . . . . . L_ 39 0.001 2.462 0.003 . . 28 3 . . . . 10 28 20 3 . . . 5 . 3 . . . . . . M_ 389 0.011 2.634 0.029 . . 29 2 7 1 1 1 6 27 21 . . . . 3 . 1 . . . . . . N_ 446 0.013 2.548 0.032 . 1 34 2 6 1 . 2 5 24 21 1 . . . 2 . 1 . . . . . . O_ 31 0.001 3.046 0.003 . . 26 6 3 10 3 . 22 6 3 6 3 . . 10 . . . . . . . . P_ 3 0.000 1.585 0.000 . 33 33 . . . . . . 33 . . . . . . . . . . . . . . R_ 589 0.017 2.809 0.046 . . 33 3 4 1 1 10 7 15 21 1 . . . 2 . 2 . . . . . 1 S_ 4 0.000 1.500 0.000 . . 25 . 25 . . . 50 . . . . . . . . . . . . . . . T_ 1 0.000 0.000 0.000 . . . . . . . . . . 99 . . . . . . . . . . . . . Z_ 2 0.000 1.000 0.000 . . 50 . . . . . . . 50 . . . . . . . . . . . . . __ 1 0.000 0.000 0.000 . . . . . . 99 . . . . . . . . . . . . . . . . . ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- TOT 35620 1.000 1.767 1.767 17 12 11 11 8 7 6 6 5 4 3 3 3 1 1 1 1 1 0 0 0 0 0 0 Looking at this table we can see that these frequent digraphs are almost always (>80%) word-final A6 C6 O6 IE 2G 8G CG DG EG HG PG RG TG SG ZG AK AL IL AM AN and these are quite often (>10%) word-final C2 E2 G2 8E AE DE HE OE SE TE OG OM AR ER IR OR GR _R and these are almost never word-final: .2 .4 .8 .A .C .D GE _E .F .H .I .O .P .S .T .Z These are the additional breaks we add if we assume these letters are always word-final: .M 33 .N 37 .K 2 .L 5 .6 1 .G 470 .R 326 .E 1325 If we assume that G is always word-final, we will add about 470 new word breaks. Of these, 190 will be after "8G" 70 after "CG", and 130 after _G. We could fix this problem by correcting " GH" --> " OH" " GD" --> " OD" "4G" --> "4O" and then breaking after all remaining "G"s. It doesn't seem possible to break automatically after "R" or "E", without changing substantially the set of words. Here is the analogous table for backwards transitions: cat .voyn.tri \ | tr '/' '_' \ | sed -e 's/\(.\)\(..\)/\2\1/g' \ | count-transition-freqs \ -v chars='_/COG8EDA4TSHRNM2ZPIKLF6*' \ > .voyn-word-beg.frq Transition probabilities (× 99): count freq ntrpy pntpy _ C O G 8 E D A 4 T S H R N M 2 Z P I K L F 6 * -- ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- ** 3 0.000 1.585 0.000 33 33 33 . . . . . . . . . . . . . . . . . . . . . *8 5 0.000 1.922 0.000 20 40 . . . . . 20 . 20 . . . . . . . . . . . . . . *A 4 0.000 1.500 0.000 50 25 25 . . . . . . . . . . . . . . . . . . . . . *C 3 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . *D 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . *G 2 0.000 1.000 0.000 . 50 . . . . . . . . . . . . . . . . . . . . . 50 *I 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . . . . . . 99 *N 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . *O 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . *S 2 0.000 1.000 0.000 50 . . . . . 50 . . . . . . . . . . . . . . . . . *T 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . *_ 13 0.000 2.815 0.001 8 23 . . . . 8 23 . 8 . 15 8 . . . . . . . . . . 8 28 3 0.000 1.585 0.000 . 33 . . . . . . . 33 33 . . . . . . . . . . . . . 2A 131 0.004 0.976 0.004 85 2 1 5 . 4 . . 1 . . 1 1 . 2 . . . . . . . . . 2C 4 0.000 1.500 0.000 25 50 . 25 . . . . . . . . . . . . . . . . . . . . 2D 5 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 2E 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 2G 10 0.000 2.446 0.001 30 20 . . . 20 . 10 . . . . . 10 . . 10 . . . . . . . 2H 3 0.000 1.585 0.000 33 33 . 33 . . . . . . . . . . . . . . . . . . . . 2I 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 2O 116 0.003 0.553 0.002 91 3 . 2 . 1 . 1 1 . . . . . . . . . . . . . . . 2P 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . 2S 13 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 2T 14 0.000 0.592 0.000 85 . . 14 . . . . . . . . . . . . . . . . . . . . 2_ 70 0.002 2.380 0.005 13 47 8 4 1 11 . 7 . 7 . . . . . . . . . . . . . . 42 2 0.000 1.000 0.000 50 . . 50 . . . . . . . . . . . . . . . . . . . . 4A 4 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 4C 20 0.001 0.286 0.000 94 . 5 . . . . . . . . . . . . . . . . . . . . . 4D 4 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 4F 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 4G 3 0.000 0.918 0.000 66 . . 33 . . . . . . . . . . . . . . . . . . . . 4H 5 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 4O 1629 0.046 0.442 0.020 92 . . 5 . 1 . . . . . . . . . . . . . . . . . . 4P 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 4S 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 4_ 5 0.000 0.722 0.000 79 20 . . . . . . . . . . . . . . . . . . . . . . 6A 1 0.000 0.000 0.000 . . . . . . . . . . . . 99 . . . . . . . . . . . 6_ 11 0.000 1.686 0.001 9 18 18 . . . . 54 . . . . . . . . . . . . . . . . 82 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . 84 2 0.000 1.000 0.000 . 50 . 50 . . . . . . . . . . . . . . . . . . . . 88 3 0.000 1.585 0.000 . . . . . 33 . . . . . 33 33 . . . . . . . . . . . 8A 423 0.012 1.623 0.019 68 17 2 4 . 4 . . . 3 . . . 1 . . . . . . . . . . 8C 19 0.001 1.925 0.001 47 26 10 10 . . . . . . 5 . . . . . . . . . . . . . 8D 8 0.000 0.811 0.000 74 25 . . . . . . . . . . . . . . . . . . . . . . 8E 10 0.000 1.571 0.000 59 20 . . 10 . 10 . . . . . . . . . . . . . . . . . 8G 2052 0.058 1.029 0.059 3 84 1 . . 3 . . . 4 2 . . . . . 1 . . . . . . . 8H 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 8I 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . 8L 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . 8O 72 0.002 1.426 0.003 73 11 . 6 . 3 . . . 3 . . . . . . 3 1 . . . . . . 8R 2 0.000 1.000 0.000 50 . . . . . . 50 . . . . . . . . . . . . . . . . 8S 38 0.001 0.524 0.001 91 3 . 3 . 3 . . . . . . . . . . . . . . . . . . 8T 37 0.001 1.227 0.001 75 11 8 3 . 3 . . . . . . . . . . . . . . . . . . 8_ 70 0.002 1.657 0.003 4 72 4 1 . 4 . 4 . 4 1 . . . 1 . 1 . . . . . . . A* 5 0.000 0.971 0.000 . . . . 59 . 40 . . . . . . . . . . . . . . . . . A2 7 0.000 1.842 0.000 14 . . . . . 42 . . . . 28 . . . 14 . . . . . . . . A6 6 0.000 1.252 0.000 . . . . . . 66 . . . . 17 17 . . . . . . . . . . . A8 8 0.000 2.156 0.000 12 12 . . 25 . 37 . . . . 12 . . . . . . . . . . . . AA 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . AD 4 0.000 1.500 0.000 25 . . . 50 . . . . . . . . . . 25 . . . . . . . . AE 552 0.015 2.897 0.045 7 4 . . 22 2 31 . . 3 2 15 4 . . 5 1 1 . . . . . . AG 4 0.000 1.500 0.000 25 25 . . . . 50 . . . . . . . . . . . . . . . . . AH 4 0.000 0.811 0.000 74 . . . . . . . . . . . 25 . . . . . . . . . . . AI 51 0.001 2.643 0.004 6 . . . 21 10 27 . . . . 10 12 . . 14 . . . . . . . . AK 43 0.001 2.987 0.004 12 5 . . 23 5 25 . . 9 2 5 9 . . 2 . . . . . . 2 . AL 12 0.000 2.451 0.001 . 8 . . 8 . 41 . . . 8 8 17 . . 8 . . . . . . . . AM 399 0.011 2.516 0.028 8 . . . 24 3 38 . . . . 9 6 . . 9 . . . . . . . . AN 475 0.013 2.101 0.028 3 . . . 11 3 56 . . . . 14 4 . . 6 . . . . . . . 1 AO 5 0.000 1.371 0.000 . . . . . 20 59 . . . . . . 20 . . . . . . . . . . AP 2 0.000 1.000 0.000 . . . . 50 . 50 . . . . . . . . . . . . . . . . . AR 395 0.011 2.906 0.032 6 5 . 1 29 3 24 . . 2 2 15 5 . . 6 1 1 . . . . . . AS 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . A_ 6 0.000 1.792 0.000 . 17 . . 50 . . . 17 . . . . . . . . 17 . . . . . . C* 10 0.000 2.446 0.001 10 10 . . . . 20 . 10 30 20 . . . . . . . . . . . . . C2 45 0.001 2.131 0.003 2 44 . . . . 4 . . 31 7 2 . . . 2 7 . . . . . . . C4 1 0.000 0.000 0.000 . . . . . . . . . . 99 . . . . . . . . . . . . . C6 2 0.000 1.000 0.000 . . . . . . . . . 50 . 50 . . . . . . . . . . . . C8 1897 0.053 2.359 0.126 . 26 . . . . 15 . . 27 20 8 . . . . 2 . . . . . . . CA 55 0.002 2.095 0.003 2 18 . . 2 . 14 . . 38 25 . . . . . . . . . . . . . CC 954 0.027 2.296 0.061 1 3 2 . 1 1 47 . 1 13 16 14 . . . . . . . . . . . . CD 155 0.004 1.876 0.008 1 17 1 . . 1 . . 4 36 39 . . . . . . . . . . . . . CE 4 0.000 2.000 0.000 25 25 . . . . . . . . . 25 . . . . 25 . . . . . . . CF 3 0.000 1.585 0.000 . 33 . 33 . . . . . . 33 . . . . . . . . . . . . . CG 842 0.024 2.274 0.054 . 38 . . . . 8 . . 24 18 4 . . . . 6 . . . . . . . CH 80 0.002 1.747 0.004 1 17 . . . . . . 4 43 33 . . . . . . . . . . . . . CI 11 0.000 2.914 0.001 . 9 . . 18 . 9 . . 9 18 9 . . . 18 9 . . . . . . . CL 2 0.000 1.000 0.000 . . . . . . . . . 50 50 . . . . . . . . . . . . . CM 8 0.000 1.299 0.000 . . . . 25 . 62 . . . . 12 . . . . . . . . . . . . CO 172 0.005 1.966 0.009 . 9 . . . . 9 . . 40 35 6 . . . . 1 . . . . . . . CP 17 0.000 2.095 0.001 17 12 . 6 . . . . . 29 35 . . . . . . . . . . . . . CR 8 0.000 1.299 0.000 . 62 . . . . 12 . . 25 . . . . . . . . . . . . . . CS 9 0.000 0.764 0.000 . . . . . . 77 . . . . 22 . . . . . . . . . . . . CT 15 0.000 1.857 0.001 . 7 . . . . 53 . . 13 . 20 . . . . . 7 . . . . . . C_ 7 0.000 2.128 0.000 . 42 14 . . 14 . . . 14 14 . . . . . . . . . . . . . D* 2 0.000 1.000 0.000 50 . 50 . . . . . . . . . . . . . . . . . . . . . D8 2 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . DA 742 0.021 1.221 0.025 4 2 77 3 . 12 . . . 1 . . . . . . . . . . . . . . DC 873 0.025 1.392 0.034 4 2 72 4 1 16 . . . 1 . . . . . . . . . . . . . . DE 11 0.000 0.946 0.000 . . 63 . . 36 . . . . . . . . . . . . . . . . . . DG 169 0.005 1.762 0.008 . 28 51 4 . 13 . 1 . 1 2 . . . . . . . . . . . . . DI 3 0.000 0.918 0.000 66 33 . . . . . . . . . . . . . . . . . . . . . . DM 1 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . DO 80 0.002 1.624 0.004 20 . 62 5 . 9 . . 2 . . . 1 . . . . . . . . . . . DS 29 0.001 1.734 0.001 17 . 58 10 3 10 . . . . . . . . . . . . . . . . . . DT 69 0.002 1.628 0.003 11 4 65 4 . 13 . . . . 1 . . . . . . . . . . . . . DZ 199 0.006 2.148 0.012 3 34 6 1 . . . . . 33 19 . . . . . . . . . . . . . D_ 12 0.000 1.784 0.001 17 41 33 . . . . 8 . . . . . . . . . . . . . . . . E2 16 0.000 2.049 0.001 25 . 31 . . . . 31 . 6 . . . . . 6 . . . . . . . . E4 9 0.000 1.352 0.000 . . 55 . 11 . . 33 . . . . . . . . . . . . . . . . E8 87 0.002 1.759 0.004 20 . 50 1 . 1 . 24 . 1 1 . . . . . . . . . . . . . EA 55 0.002 1.940 0.003 20 . 54 4 . 2 2 14 . 2 . . . . . . . . 2 . . . . . EC 11 0.000 0.684 0.000 18 . 81 . . . . . . . . . . . . . . . . . . . . . ED 272 0.008 0.996 0.008 16 . 78 1 . . . 3 . . . . . . . . . . . . . . . . EE 8 0.000 0.811 0.000 25 . 74 . . . . . . . . . . . . . . . . . . . . . EF 6 0.000 0.918 0.000 33 . 66 . . . . . . . . . . . . . . . . . . . . . EG 106 0.003 1.459 0.004 8 . 53 3 . . . 35 . . . . . . . . . . . . . . . . EH 40 0.001 1.331 0.001 17 . 67 2 . . . 12 . . . . . . . . . . . . . . . . EK 2 0.000 1.000 0.000 . . . 50 . . . 50 . . . . . . . . . . . . . . . . EO 175 0.005 1.783 0.009 36 . 41 2 . 1 1 18 . . . 1 . . . . . . . . . . . . EP 11 0.000 1.241 0.000 27 . 63 . . . . . . . . . . . . . . . 9 . . . . . ER 13 0.000 2.038 0.001 30 . 38 . . . 8 15 . 8 . . . . . . . . . . . . . . ES 191 0.005 1.635 0.009 30 1 52 1 2 . . 13 . . . . 1 . . . . . . . . . . . ET 323 0.009 1.749 0.016 36 . 48 4 . 1 1 9 . 1 . . . . . . . . . . . . . . E_ 1028 0.029 1.355 0.039 1 . 58 . . . 1 36 . 1 . . . . . . . . 1 . . . . . FA 2 0.000 1.000 0.000 . . 50 . . . . . . 50 . . . . . . . . . . . . . . FC 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . FO 3 0.000 1.585 0.000 . . 33 . . 33 . . 33 . . . . . . . . . . . . . . . FS 2 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . FT 23 0.001 2.017 0.001 26 4 39 9 . 22 . . . . . . . . . . . . . . . . . . FZ 4 0.000 1.000 0.000 50 . . . . . . . . 50 . . . . . . . . . . . . . . F_ 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . G2 16 0.000 2.475 0.001 6 6 . . 43 . . . . 6 . 6 . . . 6 19 . . . 6 . . . G4 91 0.003 1.484 0.004 2 24 . . 64 2 1 . . . . 1 . . . . 4 . . . . . . . G8 35 0.001 2.921 0.003 23 11 . . 25 3 6 . . 3 3 8 6 . . . 11 . . . . . . . GA 3 0.000 1.585 0.000 33 33 . . 33 . . . . . . . . . . . . . . . . . . . GC 2 0.000 1.000 0.000 50 . . . 50 . . . . . . . . . . . . . . . . . . . GD 75 0.002 2.030 0.004 53 12 3 . 22 1 1 . 1 . 3 . . . . . 1 1 . . . . . . GE 36 0.001 2.099 0.002 8 22 . . 50 . 6 . . . . 8 3 . . . 3 . . . . . . . GF 2 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . GG 1 0.000 0.000 0.000 . . . . 99 . . . . . . . . . . . . . . . . . . . GH 59 0.002 2.390 0.004 44 15 . 2 23 2 2 . 2 2 2 3 2 . 2 . . . . . . . . . GI 1 0.000 0.000 0.000 . . . . 99 . . . . . . . . . . . . . . . . . . . GK 1 0.000 0.000 0.000 . . . . 99 . . . . . . . . . . . . . . . . . . . GO 54 0.002 2.334 0.004 6 18 2 . 50 2 4 . . 2 2 6 . . . . 9 . . . . . . . GP 3 0.000 0.918 0.000 . 33 . . 66 . . . . . . . . . . . . . . . . . . . GR 22 0.001 2.184 0.001 9 18 . . 50 5 9 . 5 . . 5 . . . . . . . . . . . . GS 37 0.001 1.572 0.002 62 . 5 . 24 . . . . . 3 3 3 . . . . . . . . . . . GT 31 0.001 1.641 0.001 54 . 3 . 32 3 3 . . . . 3 . . . . . . . . . . . . G_ 3310 0.093 2.008 0.187 . 23 . . 56 3 5 . . 2 1 2 1 . . . 6 . . . . . . . H* 2 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . H2 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . H8 3 0.000 0.918 0.000 . . 66 . . 33 . . . . . . . . . . . . . . . . . . HA 259 0.007 1.364 0.010 10 2 74 7 . 5 . . . 1 . . . . . . . . . . . . . . HC 343 0.010 1.469 0.014 12 2 70 8 . 5 . . . 1 . . . . . . . . . . . . . . HD 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . HE 3 0.000 0.918 0.000 . . 66 . . 33 . . . . . . . . . . . . . . . . . . HG 88 0.002 1.679 0.004 3 29 56 3 . 1 . . . 3 2 . . . . . . . . . . . . . HI 4 0.000 0.811 0.000 25 . 74 . . . . . . . . . . . . . . . . . . . . . HO 58 0.002 1.738 0.003 43 . 43 3 . . . 2 . 2 5 . . . . 2 . . . . . . . . HS 25 0.001 1.406 0.001 28 . 55 . . 16 . . . . . . . . . . . . . . . . . . HT 61 0.002 1.667 0.003 39 . 44 11 . 3 . . . . . . . . . 2 . . . . . . . . HZ 121 0.003 2.475 0.008 13 32 6 . . . . 2 4 25 16 . 1 . . 1 . . . . . . . . H_ 4 0.000 0.811 0.000 . . 74 . . 25 . . . . . . . . . . . . . . . . . . IE 11 0.000 2.118 0.001 9 18 . 9 . . . 36 . . . . . . . . . . 27 . . . . . II 71 0.002 2.374 0.005 . 7 10 . 1 . 3 29 . . . 6 1 . . 1 . . 39 . . . . 1 IK 4 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . IL 26 0.001 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . IR 43 0.001 1.579 0.002 . 9 5 . . . 2 60 . . . . . . . . . . 23 . . . . . KE 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . KO 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . K_ 55 0.002 1.161 0.002 . . 13 2 . 2 . 76 . . . . . . . . . . 7 . . . . . LE 3 0.000 1.585 0.000 33 33 . . 33 . . . . . . . . . . . . . . . . . . . LG 1 0.000 0.000 0.000 . 99 . . . . . . . . . . . . . . . . . . . . . . LO 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . L_ 39 0.001 1.049 0.001 . . 3 . . . . 30 . . . . . . . . . . 66 . . . . . M2 2 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . M4 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . M8 2 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . MA 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . MG 6 0.000 0.650 0.000 . . 17 . . . . 83 . . . . . . . . . . . . . . . . MO 11 0.000 0.684 0.000 . . 18 . . . . 81 . . . . . . . . . . . . . . . . MS 6 0.000 0.650 0.000 . 17 . . . . . 83 . . . . . . . . . . . . . . . . MT 4 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . M_ 389 0.011 0.341 0.004 . 2 3 . . . . 94 . . . . . . . . . . . . . . . . N2 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . N4 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . N8 5 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . NA 2 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . NG 2 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . NO 15 0.000 0.353 0.000 . . 7 . . . . 92 . . . . . . . . . . . . . . . . NS 6 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . NT 5 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . N_ 446 0.013 0.126 0.002 . . 1 . . . . 97 . . . . . . . . . . . . . . . . O* 2 0.000 1.000 0.000 50 . . . . . . . . . . . . . . . . 50 . . . . . . O2 7 0.000 2.522 0.000 28 . . 14 . 14 14 14 . 14 . . . . . . . . . . . . . . O4 8 0.000 1.061 0.000 74 12 . . . . . . 12 . . . . . . . . . . . . . . . O6 2 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . O8 32 0.001 2.797 0.003 28 3 . 3 . 6 9 3 31 6 . . 3 . . 3 3 . . . . . . . OA 3 0.000 0.000 0.000 . . . . . . . . 99 . . . . . . . . . . . . . . . OC 19 0.001 1.999 0.001 16 . . . . 16 5 . 52 . . . . . 5 . . 5 . . . . . . OD 1435 0.040 1.087 0.044 21 . . 1 . 1 . . 75 . . . . . . . . . . . . . . . OE 1344 0.038 3.054 0.115 39 10 . 1 4 5 4 . 14 2 2 3 4 1 . 6 . 3 . . . . . . OF 13 0.000 1.614 0.001 46 . . 8 . . . . 38 . . . . . . 8 . . . . . . . . OG 14 0.000 2.807 0.001 14 28 . 7 . . 14 7 7 14 . . . . . . 7 . . . . . . . OH 570 0.016 1.393 0.022 47 . . 2 . . . . 47 . . . 1 . . . . . . . . . . . OI 9 0.000 1.975 0.000 22 . . . . 33 . . . . . . 22 . . 22 . . . . . . . . OK 7 0.000 1.149 0.000 . . . . . 71 . . . . . . 14 . . . . . . . 14 . . . OL 1 0.000 0.000 0.000 . . . . . . . . . . . 99 . . . . . . . . . . . . OM 14 0.000 2.503 0.001 21 . . . . 14 14 . . . . . 21 . . 21 . 7 . . . . . . ON 7 0.000 2.128 0.000 42 . . . . 14 . . 14 . . . 14 . . 14 . . . . . . . . OO 4 0.000 0.811 0.000 25 . . . . . . . 74 . . . . . . . . . . . . . . . OP 68 0.002 1.227 0.002 61 . . . . 1 1 . 33 . 1 . . . . . . . . . . . . . OR 302 0.008 3.150 0.027 31 10 . 2 5 19 5 . 5 3 1 4 6 . . 6 1 2 . . . . . . OS 9 0.000 1.224 0.000 66 . . . . . . . 22 . . . . . . . . 11 . . . . . . OT 8 0.000 1.406 0.000 37 . . . . 12 . . 50 . . . . . . . . . . . . . . . O_ 31 0.001 2.735 0.002 10 . . . . 35 3 3 26 . 3 . 6 3 . . 3 . . 3 . . . 3 P8 3 0.000 0.918 0.000 66 . 33 . . . . . . . . . . . . . . . . . . . . . PA 14 0.000 1.689 0.001 28 14 50 7 . . . . . . . . . . . . . . . . . . . . PC 3 0.000 1.585 0.000 . . 33 . . 33 . . . . . . 33 . . . . . . . . . . . PG 6 0.000 1.792 0.000 17 17 50 . . 17 . . . . . . . . . . . . . . . . . . PO 50 0.001 1.305 0.002 75 4 12 2 . 2 . 2 2 . . . . . . . . . . . . . . . PS 25 0.001 1.713 0.001 40 4 44 4 . . . . . 8 . . . . . . . . . . . . . . PT 91 0.003 1.936 0.005 39 7 40 . . 8 . . 1 2 . . 1 . . 1 . . . . . . . . PZ 21 0.001 1.933 0.001 33 19 5 . . . . 5 . 38 . . . . . . . . . . . . . . P_ 3 0.000 1.585 0.000 . 33 33 . . 33 . . . . . . . . . . . . . . . . . . R* 1 0.000 0.000 0.000 . . . . . . . . . . . . . . . . . . 99 . . . . . R2 1 0.000 0.000 0.000 . . . . . . . 99 . . . . . . . . . . . . . . . . R4 3 0.000 0.918 0.000 . . 33 . . . . 66 . . . . . . . . . . . . . . . . R6 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . R8 6 0.000 1.459 0.000 . . . 17 . . . 50 . 33 . . . . . . . . . . . . . . RA 96 0.003 1.783 0.005 46 . 31 1 . 1 . 15 . . . . . . . . . . 4 . . . . . RC 4 0.000 0.000 0.000 . . 99 . . . . . . . . . . . . . . . . . . . . . RD 2 0.000 1.000 0.000 . . 50 . . . . 50 . . . . . . . . . . . . . . . . RE 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . RG 45 0.001 1.997 0.003 7 2 31 9 . . . 44 . . . . . . . . . . 7 . . . . . RH 2 0.000 1.000 0.000 50 . . . . . . 50 . . . . . . . . . . . . . . . . RI 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . RO 87 0.002 2.046 0.005 31 . 32 7 1 1 . 26 . . . . . . . . . . 1 . . . . . RP 2 0.000 1.000 0.000 . . . 50 . . . 50 . . . . . . . . . . . . . . . . RS 32 0.001 1.660 0.001 43 . 34 3 . . . 19 . . . . . . . . . . . . . . . . RT 42 0.001 1.898 0.002 50 . 21 5 . 2 . 19 . . . . . . . . . . 2 . . . . . R_ 589 0.017 1.654 0.027 2 1 34 1 . 2 . 53 . . . . . . . . . . 6 . . . . . S2 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . S8 40 0.001 2.572 0.003 17 2 . . 5 40 10 . . . . 12 2 . . . . 7 . . . 2 . . SA 21 0.001 1.280 0.001 71 . . 5 . 14 . . . . . . . . . . . 9 . . . . . . SC 868 0.024 2.072 0.050 60 . 1 3 4 18 3 . . . . 2 4 1 1 1 . 2 . . . . . . SD 45 0.001 0.882 0.001 84 . . 9 . 2 . . . . . . . . 2 2 . . . . . . . . SE 5 0.000 1.371 0.000 59 . . 20 . 20 . . . . . . . . . . . . . . . . . . SG 28 0.001 2.547 0.002 42 11 4 . . 21 4 4 . 4 . 4 . . . . . . . . . 4 . 4 SH 25 0.001 0.529 0.000 87 . . . . 12 . . . . . . . . . . . . . . . . . . SO 37 0.001 1.595 0.002 70 3 . 3 8 8 . . . . . . . . . 3 . 5 . . . . . . SR 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . ST 3 0.000 1.585 0.000 33 . . 33 . . . . . . . . . . . . . 33 . . . . . . S_ 4 0.000 1.500 0.000 50 25 . . . 25 . . . . . . . . . . . . . . . . . . T* 2 0.000 1.000 0.000 50 . . . . . . . . . . 50 . . . . . . . . . . . . T2 6 0.000 1.918 0.000 17 . . . . 33 17 . . . . . 33 . . . . . . . . . . . T8 96 0.003 2.724 0.007 25 3 . 1 3 23 23 . . . 1 10 . . . 1 . 7 . . . 2 . . TA 26 0.001 1.956 0.001 57 . 4 4 . 11 . . . . . 15 . . . . . 4 . . . 4 . . TC 1054 0.030 2.328 0.069 49 . 1 3 2 24 3 . . . . 3 3 . . 1 . 7 . . . 2 . . TD 83 0.002 0.926 0.002 86 1 . 1 1 5 . . . . . . 1 1 1 1 . . . . . . . . TE 13 0.000 1.489 0.001 61 . . . . 23 . . . . . 8 . 8 . . . . . . . . . . TF 3 0.000 0.918 0.000 66 . . . . . . . . . . . . . . . . 33 . . . . . . TG 62 0.002 2.936 0.005 10 8 2 . 6 30 18 . . . . 11 3 . . 2 2 8 . . . . . . TH 39 0.001 1.142 0.001 79 . . . . 10 . . . 3 . 3 . . 3 3 . . . . . . . . TO 49 0.001 2.156 0.003 53 2 . . 8 10 2 . . . . 8 . . . . . 14 . . . 2 . . TP 12 0.000 0.811 0.000 74 . . . . 25 . . . . . . . . . . . . . . . . . . TR 4 0.000 1.500 0.000 50 . . . . . . . . . . 25 25 . . . . . . . . . . . TS 2 0.000 1.000 0.000 50 . . . . 50 . . . . . . . . . . . . . . . . . . TT 1 0.000 0.000 0.000 99 . . . . . . . . . . . . . . . . . . . . . . . T_ 1 0.000 0.000 0.000 . . . . . 99 . . . . . . . . . . . . . . . . . . Z2 1 0.000 0.000 0.000 . . . . . . . . . . . 99 . . . . . . . . . . . . Z8 21 0.001 1.750 0.001 . . . . . . 47 . . . . 28 . . . . . 14 . . . 9 . . ZA 9 0.000 1.436 0.000 . . . . . . 55 . . . . 22 . . . . . 22 . . . . . . ZC 96 0.003 1.438 0.004 . . . . . . 55 . . . . 33 . . . . . 9 . . . 2 . . ZG 204 0.006 1.095 0.006 . . . . . . 61 . . . . 36 . . . . . 2 . . . . . . ZO 10 0.000 1.485 0.000 . . . . . . 30 . . . . 50 . . . . . 20 . . . . . . ZT 2 0.000 0.000 0.000 . . . . . . 99 . . . . . . . . . . . . . . . . . Z_ 2 0.000 1.000 0.000 . . . . . . 50 . . . . 50 . . . . . . . . . . . . _* 10 0.000 1.361 0.000 . . . 50 . 10 . . . . . . 40 . . . . . . . . . . . _2 265 0.007 2.067 0.015 . . 1 56 1 20 . . . . . . 3 3 4 2 . . . 7 1 . 1 . _4 1560 0.044 1.137 0.050 . . . 81 1 8 . . . . . . 3 1 1 . . . . 1 . . . . _6 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . _8 492 0.014 1.907 0.026 . . . 57 . 22 . . . . . . 4 6 5 . . . . 2 . . . . _A 128 0.004 2.196 0.008 . . . 14 . 14 2 . . . . . 46 7 2 14 . . . . . . . . _C 23 0.001 2.315 0.001 . . . 26 . 39 9 . . . . . 4 13 4 . . 4 . . . . . . _D 102 0.003 1.814 0.005 1 . 1 46 . 39 . 1 2 . . . 4 . 5 . . . . . . . . 1 _E 350 0.010 1.028 0.010 . . 1 81 2 11 . . . . . . 2 1 1 . . . . . . . . . _F 7 0.000 2.128 0.000 . . . . 14 42 . . 14 . . . 14 . 14 . . . . . . . . . _G 134 0.004 2.336 0.009 . 1 1 51 3 15 1 . . . . . 11 7 6 1 . . . 2 1 . . . _H 145 0.004 1.764 0.007 . . 1 63 1 21 . . 1 . . . 3 3 1 3 . . . 1 1 . 1 . _I 1 0.000 0.000 0.000 . . . . . . . . . . . . . . 99 . . . . . . . . . _L 2 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . _O 1279 0.036 2.486 0.089 . . 1 41 2 16 . . . . . . 15 12 9 2 . . . 1 1 . . . _P 98 0.003 1.799 0.005 . . . 60 . 16 . . . . . . 13 3 4 1 . . . 1 1 . . . _R 125 0.004 1.036 0.004 . 1 1 81 . 12 1 . . . . . 2 1 1 . . . . . . . . 1 _S 650 0.018 2.591 0.047 . . . 25 1 24 . . . . . . 19 14 12 1 . . . . 1 . . . _T 723 0.020 2.527 0.051 . . . 29 1 25 . . . . . . 12 15 15 1 . . . . 2 . . . __ 1 0.000 0.000 0.000 . . . 99 . . . . . . . . . . . . . . . . . . . . ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- TOT 35620 1.000 1.767 1.767 17 12 11 11 8 7 6 6 5 4 3 3 3 1 1 1 1 1 0 0 0 0 0 0 The only significant digraphs that can be taken as sign of word start are "2." and "4.". The number of new breaks implied by each is shown below: 2. 107 (61 before 2_, 19 before 2A) 4. 116 (112 before 4O; all ok) The following digraphs are practically never word-initial: C. except CP DG E_ G_ I. L. M. N. R_ Z. OK, let's convert the text. We will not try to correct the word breaks any more, because the corrections that are not negligible are dangerous. --- fsg2glp ------------------------ #! /n/gnu/bin/sed -f # Splits raw FSG into "glyphs" # # Preliminary corrections: # s/$/_/g s/^/_/g s/ /_/g s/CI/A/g s/IIIL/M/g s/CM/AN/g s/AL/AN/g s/A_/G_/g s/A2/AR/g s/AO/AE/g s/AI+E/AE/g s/AII+R/AIR/g s/4A/4O/g s/4CD/4OD/g s/4CH/4OH/g s/4G/4O/g # # Line, paragraph, and word breaks. # s@//@(//)@g s@=@(=)@g s@__*@(_)@g # # Glyph splitting # s/AK/(ak)/g s/AM/(am)/g s/AN/(an)/g s/AR/(ar)/g s/AIR/(air\?)/g s/AE/(ae)/g # Any remaining "A"s seem to be misreadings of "O" s/A/O/g # s/8G/(bg)/g s/G/(g)/g # s/HZ/(hz)/g s/DZ/(dz)/g # s/PZ/(pz)/g s/FZ/(fz)/g # s/z)CCC/z)(ccc\?)/g s/z)CC/z)(cc\?)/g s/z)C/zc)/g # s/H/(h)/g s/D/(d)/g # s/P/(p)/g s/F/(f)/g # s/h)CCC/h)(ccc\?)/g s/h)CC/hcc)/g s/h)C/hc)/g s/d)CCC/d)(ccc\?)/g s/d)CC/dcc)/g s/d)C/dc)/g # s/4OE/(qoe)/g s/OE/(oe)/g s/4OR/(qor)/g s/OR/(or)/g s/4O/(qo)/g s/O/(o)/g # s/SCCC+/(sccc\?)/g s/SCC/(scc)/g s/SC/(sc)/g s/S/(s)/g s/TCCC+/(tccc\?)/g s/TCC/(tcc)/g s/TC/(tc)/g s/T/(t)/g s/CCC/(ccc\?)/g s/CC/(cc\?)/g s/C/(c\?)/g # s/R/(r)/g s/2/(z)/g s/8/(b)/g s/E/(e)/g # Remaining uppercase letters should be checked manualy s/\([-A-Z0-9*][-A-Z0-9*]*\)/(\1\?)/g ------------------------------------ OK. Let's run it: cat .tmp-c-fsg.txt \ | /n/gnu/bin/sed \ -e 's/^ *//g' -e 's/ *$//g' -e 's/ */ /g' \ > .voyn.fsg cat .voyn.fsg \ | fsg2glp \ > .voyn.glp Sample of .voyn.glp: (_)(f)(tc)(bg)(d)(ar)(g)(_)(o)(dcc)(g)(_)(qo)(d)(ar)(_)(s)(g)(d)(tc)(bg)(_)(qo)(d)(ar)(_)(sc)(bg)(_)(//)(_) (_)(b)(an)(_)(sc)(g)(_)(e)(g)(_)(z)(sc)(oe)(_)(qoe)(tc)(bg)(_)(tc)(bg)(d)(ar)(_)(tc)(dcc)(bg)(_)(r)(ar)(_)(//)(_) (_)(qo)(d)(an)(_)(t)(ak)(_)(o)(d)(tc)(g)(_)(4?)(c?)(g)(_)(d)(an)(_)(scc)(d)(g)(_)(e)(h)(an)(_)(oe)(d)(ar)(_)(or)(_)(//)(_) (_)(b)(o)(dz)(g)(_)(e)(d)(ak)(o)(_)(g)(dcc)(g)(_)(e)(sc)(g)(_)(d)(ae)(_)(bg)(_)(sc)(g)(_)(o)(d)(_)(sc)(g)(_)(qo)(dcc)(bg)(_)(//)(_) (_)(sc)(g)(d)(ar)(_)(sc)(g)(_)(dzc)(g)(_)(r)(_)(an)(_)(oe)(_)(oe)(scc)(bg)(_)(qor)(cc?)(g)(_)(qo)(d)(g)(_)(//)(_) (_)(p)(tc)(g)(dcc)(ar)(_)(oe)(d)(g)(_)(b)(ar)(_)(o)(dc)(g)(_)(qo)(d)(an)(_)(t)(hz)(g)(_)(qo)(dcc)(bg)(_)(qo)(d)(g)(_)(//)(_) (_)(p)(tc)(bg)(_)(qo)(d)(s)(bg)(_)(g)(h)(an)(_)(tc)(bg)(_)(qo)(d)(ar)(_)(t)(g)(_)(e)(oe)(_)(tc)(bg)(_)(qo)(d)(g)(_)(//)(_) (_)(z)(ar)(tc)(g)(_)(qo)(h)(ar)(bg)(_)(b)(sc)(dz)(g)(_)(qo)(d)(an)(_)(t)(dz)(g)(_)(e)(sc)(bg)(_)(o)(dcc)(bg)(_)(//)(_) (_)(qo)(d)(t)(bg)(_)(tc)(hc)(g)(_)(e)(o)(_)(qo)(dc)(bg)(_)(qo)(d)(an)(_)(tcc)(dc)(g)(_)(qo)(d)(o)(p)(_)(oe)(tc)(bg)(_)(z)(ae)(_)(//)(_) (_)(b)(s)(or)(_)(qo)(h)(ar)(_)(t)(bg)(_)(sc)(g)(_)(qo)(d)(an)(_)(c?)(*?)(dz)(g)(bg)(_)(o)(hc)(g)(_)(hc)(bg)(_)(e)(tc)(bg)(_)(//)(_) These are the most popular "words" in this parsing, using the original word breaks: cat .voyn.glp \ | sed \ -e 's:([/ _=]*):@:g' \ | tr '@' '\n' \ | egrep '.' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-m.frq 213 0.033 (sc)(bg) 194 0.030 (tc)(bg) 178 0.028 (oe) 161 0.025 (qo)(dc)(bg) 157 0.024 (qo)(d)(an) 152 0.024 (qo)(dcc)(bg) 107 0.017 (qo)(d)(ae) 88 0.014 (qoe) 87 0.013 (qo)(d)(am) 86 0.013 (qo)(dcc)(g) 78 0.012 (b)(am) 78 0.012 (sc)(g) 75 0.012 (tc)(g) 58 0.009 (b)(ar) 58 0.009 (qo)(d)(g) 57 0.009 (or) 56 0.009 (e)(tc)(bg) 53 0.008 (b)(ae) 50 0.008 (o)(hc)(bg) 48 0.007 (qo)(d)(ar) 47 0.007 (qo)(hc)(bg) 46 0.007 (bg) 45 0.007 (b)(an) 44 0.007 (o)(dc)(bg) 41 0.006 (o)(d)(an) 41 0.006 (qo)(dc)(g) 40 0.006 (qo)(hcc)(bg) 35 0.005 (t)(dz)(g) 35 0.005 (z)(am) 34 0.005 (o)(d)(am) 34 0.005 (tcc)(g) 33 0.005 (o)(dcc)(bg) 33 0.005 (scc)(bg) 31 0.005 (scc)(g) 30 0.005 (am) 30 0.005 (z)(oe) Here are the glyph frequencies (ignoring glyphs with "*"): cat .voyn.glp \ | sed \ -e 's:([/ _=]*):@:g' \ -e 's/)(/)@(/g' \ | tr '@' '\n' \ | egrep '.' \ | classify-glyphs \ | sort | uniq -c | expand \ | sort +0.8 -0.99 \ | compute-freqs \ > .voyn-g.frq 30 0.002 ?:(4?) 12 0.001 ?:(6?) 10 0.001 ?:(I?) 10 0.001 ?:(II?) 2 0.000 ?:(IIIK?) 2 0.000 ?:(IIK?) 2 0.000 ?:(IIL?) 10 0.001 ?:(K?) 6 0.000 ?:(L?) 23 0.001 ?:(M?) 7 0.000 ?:(N?) 28 0.002 ?:(air?) 38 0.002 ?:(c?) 48 0.003 ?:(cc?) 29 0.002 ?:(ccc?) 2055 0.117 g:(bg) 1726 0.098 g:(g) 885 0.050 o:(o) 1436 0.082 o:(qo) 1152 0.065 o:(oe) 193 0.011 o:(qoe) 286 0.016 o:(or) 17 0.001 o:(qor) 557 0.032 a:(ae) 43 0.002 a:(ak) 414 0.024 a:(am) 495 0.028 a:(an) 405 0.023 a:(ar) 685 0.039 r:(b) 456 0.026 r:(e) 186 0.011 r:(r) 365 0.021 r:(z) 147 0.008 D:(dz) 52 0.003 D:(dzc) 91 0.005 H:(hz) 30 0.002 H:(hzc) 3 0.000 F:(fz) 1 0.000 F:(fzc) 12 0.001 P:(pz) 9 0.001 P:(pzc) 1141 0.065 d:(d) 412 0.023 d:(dc) 440 0.025 d:(dcc) 513 0.029 h:(h) 210 0.012 h:(hc) 129 0.007 h:(hcc) 32 0.002 f:(f) 195 0.011 p:(p) 212 0.012 s:(s) 716 0.041 s:(sc) 150 0.009 s:(scc) 400 0.023 t:(t) 927 0.053 t:(tc) 126 0.007 t:(tcc) 97-09-22 stolfi =============== Shall we try computing digraphs? First, ignoring word and line breaks: --- glp2let ------------------------ #! /n/gnu/bin/sed -f # Maps the most popular glyphs to single letters # Discard ordinary blanks: s/ //g # Map line, paragraph, and word breaks to blanks: s@(_)@ @g s@(//)@ @g s@(=)@ @g s/ */ /g # Any other garbage goes to "?": s/([^)]*[^)a-z][^)]*)/\?/g # Now the glyphs: s/(qo)/W/g s/(o)/Y/g s/(t)/T/g s/(tc)/D/g s/(tcc)/J/g s/(s)/S/g s/(sc)/Z/g s/(scc)/X/g s/(b)/A/g s/(e)/U/g s/(r)/I/g s/(z)/O/g s/(g)/E/g s/(bg)/Æ/g s/([dh])/C/g s/([dh]c)/G/g s/([dh]cc)/Q/g s/([dh]z)/F/g s/([dh]zc)/V/g s/([pf])/@/g s/([pf]z)/\#/g s/([pf]zc)/\$/g s/(qoe)/Ñ/g s/(qor)/P/g s/(oe)/H/g s/(or)/B/g s/(ae)/L/g s/(am)/M/g s/(an)/N/g s/(ar)/R/g s/(ak)/K/g #Anything else is a program error: s/([^)]*)/\*/g ------------------------------------ cat .voyn.glp \ | glp2let \ | tr -d ' \012' \ | enum-digraphs \ | grep -v ' ' \ | count-transition-freqs \ -v chars=' ÆEAIOULMNRKHBÑPWYTDJSZXCGQFV@#$?*' State entropy: 4.405 Transition entropy: 4.405 Transition counts: count freq ntrpy pntpy Æ E A I O U L M N R K H B Ñ P W Y T D J S Z X C G Q F V @ # $ ? - ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- N 495 0.028 3.680 0.104 6 12 28 1 11 4 4 1 1 4 . 79 6 4 . 20 83 38 66 12 15 72 15 1 . . 3 1 3 1 1 3 A 685 0.039 3.729 0.145 2 4 3 2 3 16 125 97 56 117 10 61 18 4 . 20 25 14 24 3 8 29 6 4 5 2 . . 1 . . 26 B 286 0.016 3.947 0.064 . 21 9 . 1 1 11 15 10 10 1 49 9 1 . 11 31 8 22 7 3 39 10 6 . . . 1 7 . . 3 Ñ 193 0.011 4.059 0.045 2 9 1 4 3 3 2 4 1 2 . 11 1 5 . 3 13 5 40 6 4 20 13 14 6 15 . . 3 . . 3 O 365 0.021 3.685 0.076 3 10 1 . 5 2 35 48 34 26 1 90 19 . . 5 28 5 10 3 3 13 4 8 . 1 1 1 2 . . 7 P 17 0.001 3.102 0.003 . . . . . 1 . 3 2 . . 2 1 . . . 1 1 1 1 . . . . . . . . . . . 4 C 1654 0.094 3.334 0.313 2 258 4 1 1 14 263 194 349 161 13 98 25 . . . 39 66 66 2 11 45 . . . 1 . . . . . 41 Q 569 0.032 1.395 0.045 339 192 19 2 4 1 2 . . 1 . 6 1 . . . 1 1 . . . . . . . . . . . . . . Æ 2054 0.117 3.534 0.413 20 37 127 58 74 149 4 2 1 6 . 104 16 94 8 744 203 35 96 7 32 70 10 59 21 12 4 3 34 2 . 22 D 927 0.053 2.430 0.128 461 206 50 2 14 . 11 . 1 8 1 55 10 . . . 5 2 . . . . . 30 7 1 45 8 4 . 1 5 E 1726 0.098 3.858 0.378 23 33 151 65 92 174 . 2 . 2 1 93 23 63 6 438 146 32 60 11 24 54 11 98 30 41 1 4 27 1 . 20 R 405 0.023 3.949 0.091 6 28 11 1 7 3 15 4 6 9 1 68 17 2 . 27 54 17 33 7 11 56 8 1 2 . 1 . 4 1 1 4 F 238 0.014 1.128 0.015 15 199 1 . 1 . 6 . 1 1 . 2 4 . . . 3 1 1 . . 1 . . . . . . . . . 2 S 212 0.012 3.547 0.043 36 28 5 1 1 5 9 1 2 9 1 26 4 1 . 1 8 1 2 . . . . 11 1 . 41 17 . . . 1 G 622 0.035 1.678 0.059 425 104 31 1 3 1 1 . 1 5 . 20 4 . . . 3 6 5 . 6 3 . . . . . . . . . 3 T 400 0.023 3.636 0.083 80 62 16 4 6 13 14 . 1 8 4 31 9 . . . 9 1 . . 2 1 . 17 6 2 78 19 5 5 5 2 H 1152 0.065 4.279 0.280 35 58 43 10 25 25 6 14 8 4 1 77 41 6 2 58 68 50 139 24 25 99 30 140 61 65 2 1 19 1 . 15 U 456 0.026 3.995 0.104 12 14 16 7 10 5 5 3 2 4 2 42 19 . . 9 23 25 105 10 10 52 13 33 12 13 . . 6 . . 4 V 82 0.005 1.389 0.006 28 48 1 . 3 1 . . . . . 1 . . . . . . . . . . . . . . . . . . . . I 186 0.011 4.009 0.042 2 11 1 1 2 2 16 19 12 9 3 27 10 1 . 1 11 3 24 3 3 13 4 2 . . . . 3 . . 3 # 15 0.001 2.683 0.002 3 5 2 . . . 1 . . 1 . 1 . . . . 1 . . . . . . . . . . . . . . 1 J 126 0.007 2.458 0.018 33 55 2 1 7 . 2 1 . 1 . 2 2 . . . . . . . . . . 14 2 . . 1 1 . . 2 W 1436 0.082 1.857 0.152 4 1 6 1 . 1 1 1 . 1 . 4 1 . . 4 2 2 2 . . 1 1 754 300 301 2 7 28 . . 11 $ 10 0.001 0.971 0.001 4 6 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . X 150 0.009 2.372 0.020 57 51 5 2 5 . 1 . . . . 4 . 1 . . . . . . . . . 17 2 1 1 1 2 . . . K 43 0.002 2.937 0.007 . 3 8 . 12 . . . . . . 1 . . 1 7 5 . 2 . . 2 . . . . . . 1 . . 1 L 557 0.032 4.145 0.131 28 46 61 7 32 16 3 2 2 2 1 42 19 9 . 45 28 28 62 9 19 56 7 12 6 2 1 . 7 . . 5 ? 291 0.017 4.161 0.069 51 39 11 13 16 15 2 . 4 3 2 15 3 . . 12 18 2 11 5 2 13 4 12 1 2 6 3 8 . 1 17 Y 885 0.050 2.696 0.136 14 18 16 1 9 1 1 . . . . 2 1 1 . 9 3 . 5 1 2 6 1 386 155 109 8 6 53 1 1 75 M 414 0.024 3.700 0.087 6 12 21 1 15 3 2 . . 2 . 55 5 1 . 22 61 30 65 12 22 56 11 4 . . 2 . 3 1 . 2 Z 716 0.041 2.438 0.099 357 149 33 . 3 . 8 . . 5 1 43 13 . . . 5 . . . . . . 31 5 1 42 9 5 2 . 4 @ 227 0.013 2.978 0.038 1 7 2 . . . 7 3 1 4 . 41 5 . . . 8 27 86 3 10 15 2 . . . . . . . . 5 ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- TOT 17594 1.000 3.198 3.198 2055 1726 685 186 365 456 557 414 495 405 43 1152 286 193 17 1436 885 400 927 126 212 716 150 1654 622 569 238 82 226 15 10 291 Transition probabilities (× 99): count freq ntrpy pntpy Æ E A I O U L M N R K H B Ñ P W Y T D J S Z X C G Q F V @ # $ ? - ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- P 17 0.001 3.102 0.003 . . . . . 6 . 17 12 . . 12 6 . . . 6 6 6 6 . . . . . . . . . . . 23 A 685 0.039 3.729 0.145 . 1 . . . 2 18 14 8 17 1 9 3 1 . 3 4 2 3 . 1 4 1 1 1 . . . . . . 4 C 1654 0.094 3.334 0.313 . 15 . . . 1 16 12 21 10 1 6 1 . . . 2 4 4 . 1 3 . . . . . . . . . 2 F 238 0.014 1.128 0.015 6 83 . . . . 2 . . . . 1 2 . . . 1 . . . . . . . . . . . . . . 1 $ 10 0.001 0.971 0.001 40 59 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . # 15 0.001 2.683 0.002 20 33 13 . . . 7 . . 7 . 7 . . . . 7 . . . . . . . . . . . . . . 7 G 622 0.035 1.678 0.059 68 17 5 . . . . . . 1 . 3 1 . . . . 1 1 . 1 . . . . . . . . . . . Q 569 0.032 1.395 0.045 59 33 3 . 1 . . . . . . 1 . . . . . . . . . . . . . . . . . . . . T 400 0.023 3.636 0.083 20 15 4 1 1 3 3 . . 2 1 8 2 . . . 2 . . . . . . 4 1 . 19 5 1 1 1 . S 212 0.012 3.547 0.043 17 13 2 . . 2 4 . 1 4 . 12 2 . . . 4 . 1 . . . . 5 . . 19 8 . . . . D 927 0.053 2.430 0.128 49 22 5 . 1 . 1 . . 1 . 6 1 . . . 1 . . . . . . 3 1 . 5 1 . . . 1 Z 716 0.041 2.438 0.099 49 21 5 . . . 1 . . 1 . 6 2 . . . 1 . . . . . . 4 1 . 6 1 1 . . 1 J 126 0.007 2.458 0.018 26 43 2 1 6 . 2 1 . 1 . 2 2 . . . . . . . . . . 11 2 . . 1 1 . . 2 X 150 0.009 2.372 0.020 38 34 3 1 3 . 1 . . . . 3 . 1 . . . . . . . . . 11 1 1 1 1 1 . . . V 82 0.005 1.389 0.006 34 58 1 . 4 1 . . . . . 1 . . . . . . . . . . . . . . . . . . . . @ 227 0.013 2.978 0.038 . 3 1 . . . 3 1 . 2 . 18 2 . . . 3 12 38 1 4 7 1 . . . . . . . . 2 O 365 0.021 3.685 0.076 1 3 . . 1 1 9 13 9 7 . 24 5 . . 1 8 1 3 1 1 4 1 2 . . . . 1 . . 2 B 286 0.016 3.947 0.064 . 7 3 . . . 4 5 3 3 . 17 3 . . 4 11 3 8 2 1 13 3 2 . . . . 2 . . 1 N 495 0.028 3.680 0.104 1 2 6 . 2 1 1 . . 1 . 16 1 1 . 4 17 8 13 2 3 14 3 . . . 1 . 1 . . 1 R 405 0.023 3.949 0.091 1 7 3 . 2 1 4 1 1 2 . 17 4 . . 7 13 4 8 2 3 14 2 . . . . . 1 . . 1 M 414 0.024 3.700 0.087 1 3 5 . 4 1 . . . . . 13 1 . . 5 15 7 16 3 5 13 3 1 . . . . 1 . . . I 186 0.011 4.009 0.042 1 6 1 1 1 1 9 10 6 5 2 14 5 1 . 1 6 2 13 2 2 7 2 1 . . . . 2 . . 2 H 1152 0.065 4.279 0.280 3 5 4 1 2 2 1 1 1 . . 7 4 1 . 5 6 4 12 2 2 9 3 12 5 6 . . 2 . . 1 U 456 0.026 3.995 0.104 3 3 3 2 2 1 1 1 . 1 . 9 4 . . 2 5 5 23 2 2 11 3 7 3 3 . . 1 . . 1 L 557 0.032 4.145 0.131 5 8 11 1 6 3 1 . . . . 7 3 2 . 8 5 5 11 2 3 10 1 2 1 . . . 1 . . 1 Ñ 193 0.011 4.059 0.045 1 5 1 2 2 2 1 2 1 1 . 6 1 3 . 2 7 3 21 3 2 10 7 7 3 8 . . 2 . . 2 Æ 2054 0.117 3.534 0.413 1 2 6 3 4 7 . . . . . 5 1 5 . 36 10 2 5 . 2 3 . 3 1 1 . . 2 . . 1 E 1726 0.098 3.858 0.378 1 2 9 4 5 10 . . . . . 5 1 4 . 25 8 2 3 1 1 3 1 6 2 2 . . 2 . . 1 K 43 0.002 2.937 0.007 . 7 18 . 28 . . . . . . 2 . . 2 16 12 . 5 . . 5 . . . . . . 2 . . 2 W 1436 0.082 1.857 0.152 . . . . . . . . . . . . . . . . . . . . . . . 52 21 21 . . 2 . . 1 Y 885 0.050 2.696 0.136 2 2 2 . 1 . . . . . . . . . . 1 . . 1 . . 1 . 43 17 12 1 1 6 . . 8 ? 291 0.017 4.161 0.069 17 13 4 4 5 5 1 . 1 1 1 5 1 . . 4 6 1 4 2 1 4 1 4 . 1 2 1 3 . . 6 ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- TOT 17594 1.000 3.198 3.198 12 10 4 1 2 3 3 2 3 2 0 6 2 1 0 8 5 2 5 1 1 4 1 9 3 3 1 0 1 0 0 2 Note that C=([dh]) on the right is very different from G=([dh]c) and Q=([dh]cc), which are more similar to Z=(sc), D=(tc), X=(scc), and J=(tcc); and the latter are different from S=(s) and T=(t). The difference has to do with the forward distribution of Æ=(bg), which does not occur after C at all; and also LMNRK, which do not occur after G and Q at all. Also, F=([dh]z) is common after (s) and (t) but less so after Z,D,X,J. Thus perhaps we should join CGQSTDZXJ$# with the following letters. Reverse transition probabilities. Note that these tables are transposed relative to the ones I have created before: the row is the SECOND letter, the column is the FIRST letter. cat .voyn.glp \ | glp2let \ | tr -d ' \012' \ | enum-digraphs \ | grep -v ' ' \ | revbytes \ | count-transition-freqs \ -v chars=' ÆEAIOULMNRKHBÑPWYTDJSZXCGQFV@#$?*' State entropy: 4.405 Transition entropy: 4.405 Transition counts: count freq ntrpy pntpy Æ E A I O U L M N R K H B Ñ P W Y T D J S Z X C G Q F V @ # $ ? - ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- N 495 0.028 1.723 0.048 1 . 56 12 34 2 2 . 1 6 . 8 10 1 2 . . 1 1 . 2 . . 349 1 . 1 . 1 . . 4 A 685 0.039 3.780 0.147 127 151 3 1 1 16 61 21 28 11 8 43 9 1 . 6 16 16 50 2 5 33 5 4 31 19 1 1 2 2 . 11 B 286 0.016 4.203 0.068 16 23 18 10 19 19 19 5 6 17 . 41 9 1 1 1 1 9 10 2 4 13 . 25 4 1 4 . 5 . . 3 Ñ 193 0.011 2.067 0.023 94 63 4 1 . . 9 1 4 2 . 6 1 5 . . 1 . . . 1 . 1 . . . . . . . . . O 365 0.021 3.673 0.076 74 92 3 2 5 10 32 15 11 7 12 25 1 3 . . 9 6 14 7 1 3 5 1 3 4 1 3 . . . 16 P 17 0.001 1.646 0.002 8 6 . . . . . . . . 1 2 . . . . . . . . . . . . . . . . . . . . C 1654 0.094 2.583 0.243 59 98 4 2 8 33 12 4 1 1 . 140 6 14 . 754 386 17 30 14 11 31 17 . . . . . . . . 12 Q 569 0.032 2.149 0.069 12 41 2 . 1 13 2 . . . . 65 . 15 . 301 109 2 1 . . 1 1 1 . . . . . . . 2 Æ 2055 0.117 3.209 0.375 20 23 2 2 3 12 28 6 6 6 . 35 . 2 . 4 14 80 461 33 36 357 57 2 425 339 15 28 1 3 4 51 D 927 0.053 3.826 0.202 96 60 24 24 10 105 62 65 66 33 2 139 22 40 1 2 5 . . . 2 . . 66 5 . 1 . 86 . . 11 E 1726 0.098 4.069 0.399 37 33 4 11 10 14 46 12 12 28 3 58 21 9 . 1 18 62 206 55 28 149 51 258 104 192 199 48 7 5 6 39 R 405 0.023 2.843 0.065 6 2 117 9 26 4 2 2 4 9 . 4 10 2 . 1 . 8 8 1 9 5 . 161 5 1 1 . 4 1 . 3 F 238 0.014 2.677 0.036 4 1 . . 1 . 1 2 3 1 . 2 . . . 2 8 78 45 . 41 42 1 . . . . . . . . 6 S 212 0.012 3.795 0.046 32 24 8 3 3 10 19 22 15 11 . 25 3 4 . . 2 2 . . . . . 11 6 . . . 10 . . 2 G 622 0.035 2.310 0.082 21 30 5 . . 12 6 . . 2 . 61 . 6 . 300 155 6 7 2 1 5 2 . . . . . . . . 1 T 400 0.023 3.787 0.086 35 32 14 3 5 25 28 30 38 17 . 50 8 5 1 2 . 1 2 . 1 . . 66 6 1 1 . 27 . . 2 H 1152 0.065 4.321 0.283 104 93 61 27 90 42 42 55 79 68 1 77 49 11 2 4 2 31 55 2 26 43 4 98 20 6 2 1 41 1 . 15 U 456 0.026 2.639 0.068 149 174 16 2 2 5 16 3 4 3 . 25 1 3 1 1 1 13 . . 5 . . 14 1 1 . 1 . . . 15 V 82 0.005 3.243 0.015 3 4 . . 1 . . . 1 . . 1 1 . . 7 6 19 8 1 17 9 1 . . . . . . . . 3 I 186 0.011 2.830 0.030 58 65 2 1 . 7 7 1 1 1 . 10 . 4 . 1 1 4 2 1 1 . 2 1 1 2 . . . . . 13 # 15 0.001 2.866 0.002 2 1 . . . . . 1 1 1 . 1 . . . . 1 5 . . . 2 . . . . . . . . . . J 126 0.007 3.779 0.027 7 11 3 3 3 10 9 12 12 7 . 24 7 6 1 . 1 . . . . . . 2 . . . . 3 . . 5 W 1436 0.082 2.055 0.168 744 438 20 1 5 9 45 22 20 27 7 58 11 3 . 4 9 . . . 1 . . . . . . . . . . 12 $ 10 0.001 2.161 0.001 . . . . . . . . 1 1 . . . . . . 1 5 1 . . . . . . . . . . . . 1 X 150 0.009 3.697 0.032 10 11 6 4 4 13 7 11 15 8 . 30 10 13 . 1 1 . . . . . . . . . . . 2 . . 4 K 43 0.002 3.145 0.008 . 1 10 3 1 2 1 . . 1 . 1 1 . . . . 4 1 . 1 1 . 13 . . . . . . . 2 L 557 0.032 2.726 0.086 4 . 125 16 35 5 3 2 4 15 . 6 11 2 . 1 1 14 11 2 9 8 1 263 1 2 6 . 7 1 . 2 ? 291 0.017 3.793 0.063 22 20 26 3 7 4 5 2 3 4 1 15 3 3 4 11 75 2 5 2 1 4 . 41 3 . 2 . 5 1 . 17 Y 885 0.050 3.734 0.188 203 146 25 11 28 23 28 61 83 54 5 68 31 13 1 2 3 9 5 . 8 5 . 39 3 1 3 . 8 1 . 18 M 414 0.024 2.385 0.056 2 2 97 19 48 3 2 . 1 4 . 14 15 4 3 1 . . . 1 1 . . 194 . . . . 3 . . . @ 226 0.013 3.567 0.046 34 27 1 3 2 6 7 3 3 4 1 19 7 3 . 28 53 5 4 1 . 5 2 . . . . . . . . 8 Z 716 0.041 3.872 0.158 70 54 29 13 13 52 56 56 72 56 2 99 39 20 . 1 6 1 . . . . . 45 3 . 1 . 15 . . 13 ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- ----- TOT 17594 1.000 3.198 3.198 2054 1726 685 186 365 456 557 414 495 405 43 1152 286 193 17 1436 885 400 927 126 212 716 150 1654 622 569 238 82 227 15 10 291 Transition probabilities (× 99): count freq ntrpy pntpy Æ E A I O U L M N R K H B Ñ P W Y T D J S Z X C G Q F V @ # $ ? - ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- C 1654 0.094 2.583 0.243 4 6 . . . 2 1 . . . . 8 . 1 . 45 23 1 2 1 1 2 1 . . . . . . . . 1 Q 569 0.032 2.149 0.069 2 7 . . . 2 . . . . . 11 . 3 . 52 19 . . . . . . . . . . . . . . . G 622 0.035 2.310 0.082 3 5 1 . . 2 1 . . . . 10 . 1 . 48 25 1 1 . . 1 . . . . . . . . . . @ 226 0.013 3.567 0.046 15 12 . 1 1 3 3 1 1 2 . 8 3 1 . 12 23 2 2 . . 2 1 . . . . . . . . 4 N 495 0.028 1.723 0.048 . . 11 2 7 . . . . 1 . 2 2 . . . . . . . . . . 70 . . . . . . . 1 M 414 0.024 2.385 0.056 . . 23 5 11 1 . . . 1 . 3 4 1 1 . . . . . . . . 46 . . . . 1 . . . K 43 0.002 3.145 0.008 . 2 23 7 2 5 2 . . 2 . 2 2 . . . . 9 2 . 2 2 . 30 . . . . . . . 5 L 557 0.032 2.726 0.086 1 . 22 3 6 1 1 . 1 3 . 1 2 . . . . 2 2 . 2 1 . 47 . . 1 . 1 . . . R 405 0.023 2.843 0.065 1 . 29 2 6 1 . . 1 2 . 1 2 . . . . 2 2 . 2 1 . 39 1 . . . 1 . . 1 # 15 0.001 2.866 0.002 13 7 . . . . . 7 7 7 . 7 . . . . 7 33 . . . 13 . . . . . . . . . . $ 10 0.001 2.161 0.001 . . . . . . . . 10 10 . . . . . . 10 50 10 . . . . . . . . . . . . 10 F 238 0.014 2.677 0.036 2 . . . . . . 1 1 . . 1 . . . 1 3 32 19 . 17 17 . . . . . . . . . 2 V 82 0.005 3.243 0.015 4 5 . . 1 . . . 1 . . 1 1 . . 8 7 23 10 1 21 11 1 . . . . . . . . 4 Æ 2055 0.117 3.209 0.375 1 1 . . . 1 1 . . . . 2 . . . . 1 4 22 2 2 17 3 . 20 16 1 1 . . . 2 E 1726 0.098 4.069 0.399 2 2 . 1 1 1 3 1 1 2 . 3 1 1 . . 1 4 12 3 2 9 3 15 6 11 11 3 . . . 2 B 286 0.016 4.203 0.068 6 8 6 3 7 7 7 2 2 6 . 14 3 . . . . 3 3 1 1 5 . 9 1 . 1 . 2 . . 1 H 1152 0.065 4.321 0.283 9 8 5 2 8 4 4 5 7 6 . 7 4 1 . . . 3 5 . 2 4 . 8 2 1 . . 4 . . 1 T 400 0.023 3.787 0.086 9 8 3 1 1 6 7 7 9 4 . 12 2 1 . . . . . . . . . 16 1 . . . 7 . . . S 212 0.012 3.795 0.046 15 11 4 1 1 5 9 10 7 5 . 12 1 2 . . 1 1 . . . . . 5 3 . . . 5 . . 1 D 927 0.053 3.826 0.202 10 6 3 3 1 11 7 7 7 4 . 15 2 4 . . 1 . . . . . . 7 1 . . . 9 . . 1 Z 716 0.041 3.872 0.158 10 7 4 2 2 7 8 8 10 8 . 14 5 3 . . 1 . . . . . . 6 . . . . 2 . . 2 X 150 0.009 3.697 0.032 7 7 4 3 3 9 5 7 10 5 . 20 7 9 . 1 1 . . . . . . . . . . . 1 . . 3 J 126 0.007 3.779 0.027 6 9 2 2 2 8 7 9 9 6 . 19 6 5 1 . 1 . . . . . . 2 . . . . 2 . . 4 W 1436 0.082 2.055 0.168 51 30 1 . . 1 3 2 1 2 . 4 1 . . . 1 . . . . . . . . . . . . . . 1 Ñ 193 0.011 2.067 0.023 48 32 2 1 . . 5 1 2 1 . 3 1 3 . . 1 . . . 1 . 1 . . . . . . . . . P 17 0.001 1.646 0.002 47 35 . . . . . . . . 6 12 . . . . . . . . . . . . . . . . . . . . I 186 0.011 2.830 0.030 31 35 1 1 . 4 4 1 1 1 . 5 . 2 . 1 1 2 1 1 1 . 1 1 1 1 . . . . . 7 Y 885 0.050 3.734 0.188 23 16 3 1 3 3 3 7 9 6 1 8 3 1 . . . 1 1 . 1 1 . 4 . . . . 1 . . 2 A 685 0.039 3.780 0.147 18 22 . . . 2 9 3 4 2 1 6 1 . . 1 2 2 7 . 1 5 1 1 4 3 . . . . . 2 O 365 0.021 3.673 0.076 20 25 1 1 1 3 9 4 3 2 3 7 . 1 . . 2 2 4 2 . 1 1 . 1 1 . 1 . . . 4 U 456 0.026 2.639 0.068 32 38 3 . . 1 3 1 1 1 . 5 . 1 . . . 3 . . 1 . . 3 . . . . . . . 3 ? 291 0.017 3.793 0.063 7 7 9 1 2 1 2 1 1 1 . 5 1 1 1 4 26 1 2 1 . 1 . 14 1 . 1 . 2 . . 6 ----- ----- ----- ----- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- -- TOT 17594 1.000 3.198 3.198 12 10 4 1 2 3 3 2 3 2 0 6 2 1 0 8 5 2 5 1 1 4 1 9 3 3 1 0 1 0 0 2 Coincidence: if we keep the spaces that come from the line breaks, we get exactly 20000 digraphs. It seems that (p) is basically a version of (d) (dc) (dcc) (h) (hc) (hcc), which are themselves very similar to each other, Let's try to see if there is any difference between the location of "H" words and that of the corresponding "D" words. cat .voyn.fsg \ | tr ' ' '\012' \ | egrep '^[A-Z248][A-Z248]*$' \ | head -6400 \ | enum-words-in-blocks -v WPB=100 \ | sort +0.5 -0.99 \ | make-word-location-map \ -v MAXLEN=12 \ -v CTWD=1 \ -v NBLOCKS=64 \ -v PERCENT=0 \ > .voyn.map After some manual editing, I extracted the pairs of words that (1) differ only by "H"/"D" switch, and (2) have together at least 5 occurrences. Here are their location maps: 1 2OEHCC8G ................1............................................... 5 2OEDCC8G ........................1............................11.2....... ---------------------------------------------------------------- 1 4OEHCC8G .........................................................1...... 8 4OEDCC8G ..............1...1..........1.2............1...........1.....1. ---------------------------------------------------------------- 23 4OHAE .............1...11..12.....21.1..11...1.1.1...1.2112..1........ 106 4ODAE 211.4111..41.....214562....131..112341142111.261.524211275112..1 ---------------------------------------------------------------- 1 4OHAEG ........1....................................................... 6 4ODAEG ....2............1......1.....................1..........1...... ---------------------------------------------------------------- 1 4OHAL ..1............................................................. 4 4ODAL 1......................1.........1....1......................... ---------------------------------------------------------------- 15 4OHAM ................213.....1...1......1.2.........12...1........... 85 4ODAM .........3.2..12536.341.4...21.11.1111431...1.243..352.15421...1 ---------------------------------------------------------------- 22 4OHAN .....1..2......2.11...........312.3....2..1..1.........2........ 150 4ODAN 4843481..3.....1142.2525231.523612746723731.1.11.25511.1131.2.21 ---------------------------------------------------------------- 14 4OHAR 1.1...1........1.....1.....11.....11...1...........1...1...11... 47 4ODAR 311.122.122......1........1231...14112.1...1.2.1..311...111...2. ---------------------------------------------------------------- 46 4OHC8G ...11111.....11.2432.11..2.....1.1....2...2...11131...11..3222.. 161 4ODC8G 1419322311.2.55.31.55793452..1.53.1.112...1414.4143.247211632553 ---------------------------------------------------------------- 2 4OHCC8 ............1................................................1.. 5 4ODCC8 ....1..1.....................................1...........1...1.. ---------------------------------------------------------------- 40 4OHCC8G ...21.1.....131.522...1...12..32.......11..1..1..1..4.11....1.1. 152 4ODCC8G 3.48..313.1134437942213314...1.91252111..22...25723.213252523311 ---------------------------------------------------------------- 7 4OHCCG ...1.............1.........1...................111...........1.. 85 4ODCCG .12..3.531..112..31.1.21...2..13532.31..1131.11242.12.3.413.1223 ---------------------------------------------------------------- 8 4OHCG ........1........1.............1....1.....2......11............. 40 4ODCG ..22..21133....1....2..1.112.....1.1....11.1.1.1.1....2...2..114 ---------------------------------------------------------------- 26 4OHG ..1....1...1......1..1......2.1....22..14....2..22..1......11... 58 4ODG 33.1221...11...4.1..2.2.......1113.12.1.2...1221.1223.31...1.22. ---------------------------------------------------------------- 6 4OHOE ................1..1....................2........1.........1.... 18 4ODOE ......1.......1.2.....11....1.111.....11.11......111........1... ---------------------------------------------------------------- 2 4OHSC8G ..............................1....................1............ 7 4ODSC8G .1............1.............11.1....................11.......... ---------------------------------------------------------------- 2 4OHT8G ......1................1........................................ 10 4ODT8G 1...1..1...............1.....1........2......1.......2.......... ---------------------------------------------------------------- 3 4OHTC8G ........................1............................1.....1.... 7 4ODTC8G ....................1......................1.........12.1..1.... ---------------------------------------------------------------- 2 4OHTCG ............................11.................................. 4 4ODTCG ..............................1...................11...........1 ---------------------------------------------------------------- 3 4OHTG .....................1............11............................ 6 4ODTG ..............1.....1...1...1.........................1.....1... ---------------------------------------------------------------- 1 4OHZCG .............................................1.................. 4 4ODZCG ...........1........................1...........1......1........ ---------------------------------------------------------------- 1 EHAM ..................1............................................. 5 EDAM ...........1..........1...............2.........1............... ---------------------------------------------------------------- 1 EHAN 1............................................................... 5 EDAN .......11...............1.............1........................1 ---------------------------------------------------------------- 2 EHC8G ..1..........................................1.................. 7 EDC8G .......1...1.1..................................1.1...11........ ---------------------------------------------------------------- 2 EHCC8G .............1.................................1................ 6 EDCC8G .......11..1..1.........1......................1................ ---------------------------------------------------------------- 2 GHAN 1..........1.................................................... 3 GDAN ....1...................1...................................1... ---------------------------------------------------------------- 6 GDC8G ............1.........1.1....................1..............1.1. 8 GHC8G ......1.................1..1.................4.............1.... ---------------------------------------------------------------- 3 GHCC8G ......................1...1....1................................ 10 GDCC8G ......1.................1.......11........1..1....1.......11.1.. ---------------------------------------------------------------- 4 GHCCG ............1................1...1...........1.................. 7 GDCCG 1........................1...1..11...1.........1................ ---------------------------------------------------------------- 1 OEHAE ...........................1.................................... 4 OEDAE ..............................1..........11...................1. ---------------------------------------------------------------- 1 OEHAM ........................................1....................... 9 OEDAM ....................1......1.1......1......21......1..........1. ---------------------------------------------------------------- 2 OEHAN ...........................1.............1...................... 24 OEDAN .....1.................2.1......2..1111142..1.1...121.........1. ---------------------------------------------------------------- 1 OEHAR ...........................1.................................... 6 OEDAR 1..................................1....11.1............1....... ---------------------------------------------------------------- 3 OEHC8G ..1..................1....................1..................... 19 OEDC8G .....12....11.1.......22.1.............1..111.............121... ---------------------------------------------------------------- 2 OEHCC8G .............................1........1......................... 15 OEDCC8G ...1....................11......2.....1.......2...121...1.1..1.. ---------------------------------------------------------------- 20 OHAE ......1..1.1..........1....13.1...1.1112..........1.11.........2 21 ODAE ..11..1.....2......1....1111......1.....2..111.1..1........1.11. ---------------------------------------------------------------- 2 ODAEG ........................1...........1........................... 3 OHAEG .........................1............1............1............ ---------------------------------------------------------------- 13 OHAM ...............1..........111....1..1.1.1..........1..21...1.... 33 ODAM ...1.1..11..1..2.12.1...1.....2.3...12.2....3.....1....1211.1..1 ---------------------------------------------------------------- 25 OHAN .1...11....2..............1122..13.1.11....12..1..111........... 41 ODAN ......1112.21..........2......1.212323.121211..11.11..1....1..21 ---------------------------------------------------------------- 19 ODAR 1..1.1..11.31.........1....2....11......1.1.......2...........1. 22 OHAR .133..1...1.1.1.......1.12.....1..1.1.....1...1...........11.... ---------------------------------------------------------------- 2 OHC8AR ............1................................................1.. 3 ODC8AR .............1..............................................2... ---------------------------------------------------------------- 44 ODC8G ...21.12..121..1.1.1...213.....1..1.........111......1....113644 50 OHC8G ..133.1...122411.1..1.3.13......1..1......211..1....1.21.112241. ---------------------------------------------------------------- 16 ODCCG 1.....1.2......1.........1...111.2........1.111............1.... 18 OHCCG ......11..1..................1..21..11....21..1.1......11..1.1.. ---------------------------------------------------------------- 11 ODCG 1......1..................11.....1..............1............113 13 OHCG ...1..111......1......2..........1....1...12................1... ---------------------------------------------------------------- 3 OHCOE ..............1............................1...................1 3 ODCOE ..........................1...................1.........1....... ---------------------------------------------------------------- 12 ODG ...........3..........11.......1...1......1..11...11............ 17 OHG ..11...1..2.1..1.......1.1......1111...1..1.......1........1.... ---------------------------------------------------------------- 6 ODOE ........1.............1...1.1............................1....1. 8 OHOE ......1........1................11.1.....1...................11. ---------------------------------------------------------------- 3 ODSC8G .1..........................................1...............1... 4 OHSC8G ...........................1.1.....................1......1..... ---------------------------------------------------------------- 2 OHSCG .............................1..1............................... 3 ODSCG ......1......................1...........1...................... ---------------------------------------------------------------- 2 ODTC8G ..................................1...........1................. 3 OHTC8G .............................1........................1.....1... ---------------------------------------------------------------- 4 OHTCG ...........................1.1........................1....1.... 6 ODTCG 1.........................1...1.....1...........1.......1....... ---------------------------------------------------------------- 2 ODTG ..........1....................1................................ 2 OHTG ............1.............................................1..... ---------------------------------------------------------------- 7 SCCHG ..11............2.....1....1..........1......................... 8 SCCDG 1...1....1.......................1....1......1.....1.........1.. ---------------------------------------------------------------- 6 SCHG ......1........1..................2..11......................... 11 SCDG ...1...........1..............1.1.21.1.........1.1............1. ---------------------------------------------------------------- 13 SCHZG ..1......1..1.....................131..2.............11....1.... 19 SCDZG ....22........2.........1.........1122.1......11.11..1.......... ---------------------------------------------------------------- 1 SHZC8G .............1.................................................. 6 SDZC8G ...............1......1.......................1.......2...1..... ---------------------------------------------------------------- 3 SHZCG ................1....................................1.....1.... 5 SDZCG ..............1....................1............1....1...1...... ---------------------------------------------------------------- 12 SHZG .........11..........1.............2.1.1.1...........2....11.... 24 SDZG ...1..1.2.22.............11.1........11..1...21.........1.112.11 ---------------------------------------------------------------- 2 TCCHG ..................1...............1............................. 11 TCCDG ..1............1.1.....111.........1........1....1....1..1...... ---------------------------------------------------------------- 4 TCHG ....1....................1.........1..................1......... 12 TCDG ..1..1...............21..............1.......11....1..1...1..1.. ---------------------------------------------------------------- 17 TCHZG .1......1....1.................1...123.11............11...2..1.. 21 TCDZG ......1.1.....4...11.1.11...1....11..2......1.....1.1....1.1.... ---------------------------------------------------------------- 1 THZ8G .......................................................1........ 5 TDZ8G .......................2..........................1...1...1..... ---------------------------------------------------------------- 2 THZC8G ..1.........1................................................... 5 TDZC8G ...............1......1..................................1...2.. ---------------------------------------------------------------- 1 THZCG ......................1......................................... 9 TDZCG ...11.......1....1........11......1..............1..........1... ---------------------------------------------------------------- 20 THZG 1.........2......1.......1.121....121.1...2.......1....1...11... 35 TDZG 1.1....11222..2..1..2..1......11..12..11.2..211...1.1...1.2....1 ---------------------------------------------------------------- 3 DAE 1........1.....................................................1 8 HAE .............................1...1....211............1.1........ ---------------------------------------------------------------- 4 HAM ...............1...........................1...1.1.............. 6 DAM ....................1.............1..1..1...1.....1............. ---------------------------------------------------------------- 4 HAN ...............1...1...1............1........................... 14 DAN ..2.1...11.......................1....1132.............1........ ---------------------------------------------------------------- 3 DAR .......................1...1....1............................... 5 HAR ................................1.............1...1..1.....1.... ---------------------------------------------------------------- 11 DC8G .....1.................31.1...........1........1.............2.1 20 HC8G 1...2.1.........1.....2.1.1......1........1...1...1......112..21 ---------------------------------------------------------------- 4 HCC8G ..............1....1........................1...............1... 10 DCC8G .1.21......11..1......1..1.............1........................ ---------------------------------------------------------------- 3 DOE .......1..1..............................................1...... 6 HOE .....1................................12.1............1......... ---------------------------------------------------------------- 2 DSCG .1.................1............................................ 3 HSCG ............................1...1...............1............... ---------------------------------------------------------------- 1 DTC8G .....................1.......................................... 11 HTC8G ..1..........2.1......1..........11...............1.111......... ---------------------------------------------------------------- 2 HTCG ......................................2......................... 4 DTCG .....1.........................1......1............1............ ---------------------------------------------------------------- 2 DZCG 1................................................1.............. 3 HZCG .1.......................................................1..1... ---------------------------------------------------------------- While this data does not prove the equivalence of "H" and "D", it seems basically compatible with it. 97-09-25 stolfi =============== In a previous version of the glyph statistics, which treated (qoe) (qor) (oe) (or) as prefix+(e), I noticed a curious coincidence: the counts for (bg) and (g) were amost equal to those of (o) and (qo), respectively. Is there a correlation? intra-word or inter-word? (Currier had noticed something like it, but he didn't say the numbers were so close!) Let's check: cat .voyn.glp \ | sed \ -e 's:([_/=]*)::g' \ -e 's/([b]*g)([^)]*)/@&@/g' \ | tr '@' '\012' \ | egrep '^\([b]*g\)' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-bg.frq cat .voyn.glp \ | sed \ -e 's:([_/=]*)::g' \ -e 's/([^)]*)([q]*o[er]*)/@&@/g' \ | tr '@' '\012' \ | egrep '\([q]*o[er]*\)$' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-qo.frq compare-freqs \ .voyn-bg.frq \ .voyn-qo.frq \ > .voyn-bg-qo.cmp ## TOTAL .voyn-bg.fr .voyn-qo.fr WORD # ----------- ----------- ----------- ----------- 1390 0.204 693 0.205 697 0.202 (bg)(qo) 802 0.118 401 0.119 401 0.116 (g)(qo) 396 0.058 197 0.058 199 0.058 (bg)(o) 272 0.040 135 0.040 137 0.040 (g)(o) 193 0.028 96 0.028 97 0.028 (bg)(oe) 184 0.027 92 0.027 92 0.027 (bg)(qoe) 171 0.025 85 0.025 86 0.025 (g)(oe) 166 0.024 166 0.049 0 0.000 (g)(e) 143 0.021 143 0.042 0 0.000 (bg)(e) 118 0.017 118 0.035 0 0.000 (g)(b) 114 0.017 57 0.017 57 0.017 (g)(qoe) 104 0.015 104 0.031 0 0.000 (bg)(b) 91 0.013 91 0.027 0 0.000 (bg)(tc) 90 0.013 0 0.000 90 0.026 (z)(oe) 81 0.012 0 0.000 81 0.023 (an)(o) 78 0.011 0 0.000 78 0.023 (an)(oe) 68 0.010 0 0.000 68 0.020 (ar)(oe) 67 0.010 67 0.020 0 0.000 (bg)(sc) 63 0.009 63 0.019 0 0.000 (g)(r) 60 0.009 0 0.000 60 0.017 (b)(oe) 59 0.009 0 0.000 59 0.017 (am)(o) 59 0.009 59 0.017 0 0.000 (g)(tc) 56 0.008 56 0.017 0 0.000 (bg)(r) 55 0.008 0 0.000 55 0.016 (tc)(oe) 54 0.008 0 0.000 54 0.016 (am)(oe) 53 0.008 0 0.000 53 0.015 (ar)(o) 53 0.008 0 0.000 53 0.015 (d)(oe) 53 0.008 53 0.016 0 0.000 (g)(z) 50 0.007 50 0.015 0 0.000 (g)(sc) .... .... .... .... So the correlation is not inter-word. Perhaps intra-word? cat .voyn.glp \ | sed \ -e 's:([_/=]*)::g' \ -e 's/([b]*g)/&@/g' \ -e 's/([q]*o[er]*)/@&/g' \ | tr '@' '\012' \ | egrep '(^\([q]*o[er]*\))|(\([b]*g\)$)' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-qo-bg.frq 290 0.056 (oe) 165 0.032 (qo)(dc)(bg) 153 0.029 (qo)(dcc)(bg) 124 0.024 (or) 93 0.018 (g) 88 0.017 (qo)(dcc)(g) 78 0.015 (oe)(tc)(bg) 67 0.013 (qo)(d)(g) 64 0.012 (qo)(d)(an) 63 0.012 (tc)(bg) 57 0.011 (sc)(bg) 55 0.011 (oe)(sc)(bg) 52 0.010 (e)(tc)(bg) 52 0.010 (o)(hc)(bg) 52 0.010 (oe)(g) 47 0.009 (o)(dc)(bg) 47 0.009 (qo)(hc)(bg) 45 0.009 (qo)(d) 43 0.008 (bg) 42 0.008 (qo)(dc)(g) 41 0.008 (qo)(hcc)(bg) 39 0.007 (o)(dcc)(bg) 39 0.007 (qo)(d)(ae) 36 0.007 (qoe) 35 0.007 (oe)(bg) 35 0.007 (oe)(tc)(g) 33 0.006 (oe)(dc)(bg) 30 0.006 (qo)(h)(g) 29 0.006 (oe)(dcc)(bg) 29 0.006 (sc)(g) 28 0.005 (oe)(dcc)(g) 26 0.005 (e)(sc)(bg) 26 0.005 (qo)(d)(am) 25 0.005 (hc)(bg) 25 0.005 (o)(hcc)(bg) .... .... So the correlation does not seem to be intra-word either. Boh. 97-09-26 stolfi =============== let's recompute the frequency of each glyph, excluding garbage, without classification: cat .voyn.glp \ | sed \ -e 's:([/ _=]*):@:g' \ -e 's/)(/)@(/g' \ | tr '@' '\n' \ | egrep '.' \ | grep -v '\*' \ | sort | uniq -c | expand \ | sort +0.8 -0.99 \ | compute-freqs \ > .voyn-glyphs.frq There are 763 lines, and a total of 17561 glyphs by the current parsing. Hnece the average number of glyphs per line is 23.0. If we believe that most Bio lines are just paragraph continuation lines, then the line-initial and line-final "glyphs" should reflect the beginning and endings of true words. If we take the number of words per line in .voyn.fsg (9.44) as basically correct, then a glyph that is strictly word-final in the VMs language should have 1/9.44 of its occurrences in line-final position. The probability of some occurrence of a glyph being word-end can be estimated as Pwe = 9.44*NLE/NT, where NLE is the number of occurrences as line-end and NT the total occurrences. The probability Pws of it being word-start is estimated the same way from the number NLS of occurrences as line-start. Let's compute the frequencies of glyphs at line-end and word-end (where the word division is taken from the transcription file): cat .voyn.glp \ | sed \ -e 's:([_/=]*)::g' \ -e 's:([^)]*)$:-@&@:g' \ | tr '@' '\012' \ | egrep -v -e '-$' \ | egrep '.' \ | egrep -v '\*' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-line-fin-g.frq cat .voyn.glp \ | sed \ -e 's:([/=]*)::g' \ -e 's:(_[(_)]*)$:-:g' \ -e 's:\(([^)]*)\)(_):-@\1@:g' \ | tr '@' '\012' \ | egrep -v -e '-$' \ | egrep -v '\*' \ | egrep '.' \ | egrep -v '^\(_\)' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-word-fin-g.frq compare-freqs \ .voyn-glyphs.frq \ .voyn-line-fin-g.frq \ .voyn-word-fin-g.frq \ | gawk '/[0-9]\.[0-9]/ {printf "%-63s %5.2f\n", $0, (9.44*$5/$3)}' \ > .voyn-fin.cmp tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 43 0.002 40 0.053 2 0.000 (ak) 8.78 10 0.001 8 0.011 1 0.000 (K?) 7.55 12 0.001 8 0.011 3 0.001 (6?) 6.29 2 0.000 1 0.001 1 0.000 (IIIK?) 4.72 2 0.000 1 0.001 1 0.000 (IIK?) 4.72 1726 0.098 218 0.287 1308 0.230 (g) 1.19 286 0.016 30 0.039 178 0.031 (or) 0.99 557 0.032 54 0.071 343 0.060 (ae) 0.92 2055 0.117 184 0.242 1818 0.320 (bg) 0.85 23 0.001 2 0.003 20 0.004 (M?) 0.82 414 0.024 31 0.041 374 0.066 (am) 0.71 405 0.023 25 0.033 313 0.055 (ar) 0.58 495 0.028 29 0.038 451 0.079 (an) 0.55 17 0.001 1 0.001 7 0.001 (qor) 0.56 1152 0.066 57 0.075 490 0.086 (oe) 0.47 193 0.011 9 0.012 81 0.014 (qoe) 0.44 186 0.011 8 0.011 39 0.007 (r) 0.41 456 0.026 18 0.024 34 0.006 (e) 0.37 365 0.021 11 0.014 57 0.010 (z) 0.28 685 0.039 12 0.016 61 0.011 (b) 0.17 30 0.002 0 0.000 5 0.001 (4?) 0.00 10 0.001 0 0.000 0 0.000 (I?) 0.00 10 0.001 0 0.000 0 0.000 (II?) 0.00 2 0.000 0 0.000 2 0.000 (IIL?) 0.00 6 0.000 0 0.000 1 0.000 (L?) 0.00 7 0.000 0 0.000 6 0.001 (N?) 0.00 28 0.002 0 0.000 24 0.004 (air?) 0.00 1141 0.065 0 0.000 14 0.002 (d) 0.00 412 0.023 0 0.000 0 0.000 (dc) 0.00 440 0.025 0 0.000 1 0.000 (dcc) 0.00 147 0.008 0 0.000 1 0.000 (dz) 0.00 52 0.003 0 0.000 0 0.000 (dzc) 0.00 32 0.002 0 0.000 1 0.000 (f) 0.00 3 0.000 0 0.000 0 0.000 (fz) 0.00 1 0.000 0 0.000 0 0.000 (fzc) 0.00 513 0.029 0 0.000 4 0.001 (h) 0.00 210 0.012 0 0.000 0 0.000 (hc) 0.00 129 0.007 0 0.000 0 0.000 (hcc) 0.00 91 0.005 1 0.001 0 0.000 (hz) 0.10 30 0.002 0 0.000 0 0.000 (hzc) 0.00 885 0.050 8 0.011 16 0.003 (o) 0.09 195 0.011 0 0.000 4 0.001 (p) 0.00 12 0.001 0 0.000 0 0.000 (pz) 0.00 9 0.001 0 0.000 0 0.000 (pzc) 0.00 1436 0.082 1 0.001 10 0.002 (qo) 0.01 212 0.012 0 0.000 4 0.001 (s) 0.00 716 0.041 1 0.001 0 0.000 (sc) 0.01 150 0.009 0 0.000 1 0.000 (scc) 0.00 400 0.023 0 0.000 1 0.000 (t) 0.00 927 0.053 0 0.000 1 0.000 (tc) 0.00 126 0.007 0 0.000 1 0.000 (tcc) 0.00 The statistics for line-ends roughly agree with those of word-ends. By th Pwe criterion, the glyphs that asre almost certain to be word-ends are tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 1726 0.098 218 0.287 1308 0.230 (g) 1.19 286 0.016 30 0.039 178 0.031 (or) 0.99 The following glyphs are anomalous in that they seem to occur as line-end (rarely, except for (ak)) but not as other word-end. Thus they may be abbreviations, or continuation signs, or truncated words. tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 43 0.002 40 0.053 2 0.000 (ak) 8.78 12 0.001 8 0.011 3 0.001 (6?) 6.29 10 0.001 8 0.011 1 0.000 (K?) 7.55 The following glyphs apepar to be very likely, but not certain, word-ends (about 75-90% chance): tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 2055 0.117 184 0.242 1818 0.320 (bg) 0.85 557 0.032 54 0.071 343 0.060 (ae) 0.92 414 0.024 31 0.041 374 0.066 (am) 0.71 The following glyphs apepar to be likely, but not certain, word-ends (about 50% chance): tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 405 0.023 25 0.033 313 0.055 (ar) 0.58 495 0.028 29 0.038 451 0.079 (an) 0.55 1152 0.065 57 0.075 490 0.086 (oe) 0.47 193 0.011 9 0.012 81 0.014 (qoe) 0.44 17 0.001 1 0.001 7 0.001 (qor) 0.56 The following glyphs apparently MAY occur at end-of-word, but apparently occur with higher frequency in non-word-final position: tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 685 0.039 12 0.016 61 0.011 (b) 0.17 365 0.021 11 0.014 57 0.010 (z) 0.28 456 0.026 18 0.024 34 0.006 (e) 0.37 186 0.011 8 0.011 39 0.007 (r) 0.41 Numerically, (air?) would not seem to be a valid word-end, but structurally it is like (ar), and its occurrences suggest it should be allowed: tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 28 0.002 0 0.000 24 0.004 (air?) 0.00 Finally, these glyphs do NOT seem to be valid word-ends: tot occurs line ends word ends glyph Pwe ---------- ---------- ---------- --------- ----- 30 0.002 0 0.000 5 0.001 (4?) 0.00 885 0.050 8 0.011 16 0.003 (o) 0.09 1436 0.082 1 0.001 10 0.002 (qo) 0.01 1141 0.065 0 0.000 14 0.002 (d) 0.00 412 0.023 0 0.000 0 0.000 (dc) 0.00 440 0.025 0 0.000 1 0.000 (dcc) 0.00 147 0.008 0 0.000 1 0.000 (dz) 0.00 52 0.003 0 0.000 0 0.000 (dzc) 0.00 513 0.029 0 0.000 4 0.001 (h) 0.00 210 0.012 0 0.000 0 0.000 (hc) 0.00 129 0.007 0 0.000 0 0.000 (hcc) 0.00 91 0.005 1 0.001 0 0.000 (hz) 0.10 30 0.002 0 0.000 0 0.000 (hzc) 0.00 212 0.012 0 0.000 4 0.001 (s) 0.00 716 0.041 1 0.001 0 0.000 (sc) 0.01 150 0.009 0 0.000 1 0.000 (scc) 0.00 400 0.023 0 0.000 1 0.000 (t) 0.00 927 0.053 0 0.000 1 0.000 (tc) 0.00 126 0.007 0 0.000 1 0.000 (tcc) 0.00 38 0.002 2 0.003 0 0.000 (c?) 0.50 48 0.003 0 0.000 0 0.000 (cc?) 0.00 29 0.002 0 0.000 0 0.000 (ccc?) 0.00 32 0.002 0 0.000 1 0.000 (f) 0.00 3 0.000 0 0.000 0 0.000 (fz) 0.00 1 0.000 0 0.000 0 0.000 (fzc) 0.00 195 0.011 0 0.000 4 0.001 (p) 0.00 12 0.001 0 0.000 0 0.000 (pz) 0.00 9 0.001 0 0.000 0 0.000 (pzc) 0.00 Let's now look at the frequencies of line-starts and word-starts: cat .voyn.glp \ | sed \ -e 's/(_)//g' \ -e 's:^([^)]*):@&@-:g' \ | tr '@' '\012' \ | egrep -v '^-' \ | egrep -v '\*' \ | egrep '.' \ | egrep -v '^\(//\)$' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-line-ini-g.frq cat .voyn.glp \ | sed \ -e 's:([/=]*)::g' \ -e 's:^(_):-:g' \ -e 's:(_)\(([^)]*)\):@\1@-:g' \ | tr '@' '\012' \ | egrep -v '^-' \ | egrep -v '\*' \ | egrep -v '^\(_\)$' \ | egrep '.' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-word-ini-g.frq compare-freqs \ .voyn-glyphs.frq \ .voyn-line-ini-g.frq \ .voyn-word-ini-g.frq \ | gawk '/[0-9]\.[0-9]/ {printf "%-63s %5.2f\n", $0, (9.44*$5/$3)}' \ > .voyn-ini.cmp tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 365 0.021 138 0.181 140 0.025 (z) 3.57 195 0.011 71 0.093 22 0.004 (p) 3.44 17 0.001 5 0.007 11 0.002 (qor) 2.78 30 0.002 6 0.008 22 0.004 (4?) 1.89 685 0.039 103 0.135 350 0.062 (b) 1.42 1436 0.082 169 0.221 1251 0.220 (qo) 1.11 193 0.011 18 0.024 172 0.030 (qoe) 0.88 513 0.029 44 0.058 50 0.009 (h) 0.81 32 0.002 2 0.003 4 0.001 (f) 0.59 456 0.026 26 0.034 340 0.060 (e) 0.54 885 0.050 32 0.042 678 0.119 (o) 0.34 1726 0.098 59 0.077 79 0.014 (g) 0.32 212 0.012 7 0.009 129 0.023 (s) 0.31 186 0.011 4 0.005 130 0.023 (r) 0.20 716 0.041 15 0.020 445 0.078 (sc) 0.20 1152 0.066 23 0.030 543 0.096 (oe) 0.19 400 0.023 5 0.007 205 0.036 (t) 0.12 927 0.053 11 0.014 457 0.080 (tc) 0.11 38 0.002 2 0.003 11 0.002 (c?) 0.50 48 0.003 1 0.001 9 0.002 (cc?) 0.20 29 0.002 0 0.000 3 0.001 (ccc?) 0.00 210 0.012 3 0.004 27 0.005 (hc) 0.13 129 0.007 3 0.004 9 0.002 (hcc) 0.22 30 0.002 1 0.001 6 0.001 (hzc) 0.31 12 0.001 1 0.001 4 0.001 (pz) 0.79 91 0.005 1 0.001 9 0.002 (hz) 0.10 286 0.016 3 0.004 96 0.017 (or) 0.10 147 0.008 1 0.001 3 0.001 (dz) 0.06 126 0.007 1 0.001 84 0.015 (tcc) 0.07 150 0.009 1 0.001 96 0.017 (scc) 0.06 1141 0.065 5 0.007 67 0.012 (d) 0.04 412 0.023 1 0.001 15 0.003 (dc) 0.02 1 0.000 0 0.000 0 0.000 (fzc) 0.00 2 0.000 0 0.000 0 0.000 (IIIK?) 0.00 2 0.000 0 0.000 0 0.000 (IIK?) 0.00 2 0.000 0 0.000 0 0.000 (IIL?) 0.00 3 0.000 0 0.000 2 0.000 (fz) 0.00 6 0.000 0 0.000 2 0.000 (L?) 0.00 7 0.000 0 0.000 0 0.000 (N?) 0.00 9 0.001 0 0.000 2 0.000 (pzc) 0.00 10 0.001 0 0.000 0 0.000 (II?) 0.00 10 0.001 0 0.000 0 0.000 (K?) 0.00 10 0.001 0 0.000 1 0.000 (I?) 0.00 12 0.001 0 0.000 1 0.000 (6?) 0.00 23 0.001 0 0.000 0 0.000 (M?) 0.00 28 0.002 0 0.000 1 0.000 (air?) 0.00 43 0.002 0 0.000 5 0.001 (ak) 0.00 52 0.003 0 0.000 3 0.001 (dzc) 0.00 405 0.023 0 0.000 28 0.005 (ar) 0.00 414 0.024 0 0.000 36 0.006 (am) 0.00 440 0.025 0 0.000 14 0.002 (dcc) 0.00 495 0.028 0 0.000 17 0.003 (an) 0.00 557 0.032 0 0.000 39 0.007 (ae) 0.00 2055 0.117 1 0.001 62 0.011 (bg) 0.00 On the other hand, there are noticeable discrepancies between the statistics of line-starts and word-starts. The following glyphs can be taken as sure word-starts: tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 365 0.021 138 0.181 140 0.025 (z) 3.57 685 0.039 103 0.135 350 0.062 (b) 1.42 30 0.002 6 0.008 22 0.004 (4?) 1.89 1436 0.082 169 0.221 1251 0.220 (qo) 1.11 The following glyphs are word-starters with high probability: tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 17 0.001 5 0.007 11 0.002 (qor) 2.78 193 0.011 18 0.024 172 0.030 (qoe) 0.88 These are word-starters with fair probability (~50%): tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 456 0.026 26 0.034 340 0.060 (e) 0.54 1726 0.098 59 0.077 79 0.014 (g) 0.32 The (o) glyph is structurally like (qo) and hence should be a word-start with high probability. However its frequency as line-start is rather low. Perhaps it is not word-start after all. tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 885 0.050 32 0.042 678 0.119 (o) 0.34 These apparently MAY occur as word-start but apparently are fairly common also in mid-word: tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 186 0.011 4 0.005 130 0.023 (r) 0.20 1152 0.066 23 0.030 543 0.096 (oe) 0.19 286 0.016 3 0.004 96 0.017 (or) 0.10 212 0.012 7 0.009 129 0.023 (s) 0.31 716 0.041 15 0.020 445 0.078 (sc) 0.20 400 0.023 5 0.007 205 0.036 (t) 0.12 927 0.053 11 0.014 457 0.080 (tc) 0.11 It would appear tha glyph (d) is impopular as line-starts, whereas (h) is word-start with high probability (~80%). However, if (d) and (h) are equivalent, the difference can easily be explained as a calligraphic effect. In that case the estimated probability of (d)/(h) being word-start drops to 0.28, which is more reasonable. The same can be said about the other gallows, except that they are less probable as word-starts. tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 513 0.029 44 0.058 50 0.009 (h) 0.81 1141 0.065 5 0.007 67 0.012 (d) 0.04 1654 0.094 49 0.065 117 0.021 ([dh]) 0.28 210 0.012 3 0.004 27 0.005 (hc) 0.13 412 0.023 1 0.001 15 0.003 (dc) 0.02 622 0.035 4 0.005 42 0.008 ([dh]c) 0.06 129 0.007 3 0.004 9 0.002 (hcc) 0.22 440 0.025 0 0.000 14 0.002 (dcc) 0.00 569 0.032 4 0.005 13 0.004 ([dh]cc) 0.07 91 0.005 1 0.001 9 0.002 (hz) 0.10 147 0.008 1 0.001 3 0.001 (dz) 0.06 238 0.013 2 0.002 12 0.003 ([dh]z) 0.08 30 0.002 1 0.001 6 0.001 (hzc) 0.31 52 0.003 0 0.000 3 0.001 (dzc) 0.00 82 0.005 1 0.001 9 0.001 ([dh]zc) 0.12 Thus, an HD-gallows MAY be a word-start, but is not likely to be. The gallows (p) and (f) can be taken as probable word-starts. The (p) sign is in fact anomalous, in that it occurs more often at line-start than at (internal) word-start. This observation is consistent with the theory that (p) and (f) are ornate "capitals" and hence common as par-starts. tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 195 0.011 71 0.093 22 0.004 (p) 3.44 32 0.002 2 0.003 4 0.001 (f) 0.59 227 0.013 73 0.096 26 0.005 ([fp]) 3.04 The other FP-gallows are possibly word-starts, but are so rare that we should not trust them: tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 12 0.001 1 0.001 4 0.001 (pz) 0.79 3 0.000 0 0.000 2 0.000 (fz) 0.00 15 0.001 1 0.001 6 0.001 ([fp]z) 0.63 1 0.000 0 0.000 0 0.000 (fzc) 0.00 9 0.001 0 0.000 2 0.000 (pzc) 0.00 10 0.001 0 0.000 2 0.000 ([fp]zc) 0.00 The unattached groups (c?) (cc?), and (ccc?) have a small probability of being word-starts, but since they are likely to be errors, we should not trust them. tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 38 0.002 2 0.003 11 0.002 (c?) 0.50 48 0.003 1 0.001 9 0.002 (cc?) 0.20 29 0.002 0 0.000 3 0.001 (ccc?) 0.00 Finally, these glyphs seem NOT bo be valid word-starts: tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 150 0.009 1 0.001 96 0.017 (scc) 0.06 126 0.007 1 0.001 84 0.015 (tcc) 0.07 43 0.002 0 0.000 5 0.001 (ak) 0.00 405 0.023 0 0.000 28 0.005 (ar) 0.00 414 0.024 0 0.000 36 0.006 (am) 0.00 495 0.028 0 0.000 17 0.003 (an) 0.00 557 0.032 0 0.000 39 0.007 (ae) 0.00 2055 0.117 1 0.001 62 0.011 (bg) 0.00 2 0.000 0 0.000 0 0.000 (IIIK?) 0.00 2 0.000 0 0.000 0 0.000 (IIK?) 0.00 2 0.000 0 0.000 0 0.000 (IIL?) 0.00 6 0.000 0 0.000 2 0.000 (L?) 0.00 7 0.000 0 0.000 0 0.000 (N?) 0.00 10 0.001 0 0.000 0 0.000 (II?) 0.00 10 0.001 0 0.000 0 0.000 (K?) 0.00 10 0.001 0 0.000 1 0.000 (I?) 0.00 12 0.001 0 0.000 1 0.000 (6?) 0.00 23 0.001 0 0.000 0 0.000 (M?) 0.00 28 0.002 0 0.000 1 0.000 (air?) 0.00 By the way, note that the following glyphs appear to occur often af word-start, IF we trust the word divisions as transcribed by FSG/Currier. However, if we consider only line-starts, their frequency drops considerably. Hence they are probably false word-starts: tot occurs line start word start glyph Pws ---------- ---------- ---------- --------- ----- 2055 0.117 1 0.001 62 0.011 (bg) 0.00 1141 0.065 5 0.007 67 0.012 (d) 0.04 286 0.016 3 0.004 96 0.017 (or) 0.10 186 0.011 4 0.005 130 0.023 (r) 0.20 212 0.012 7 0.009 129 0.023 (s) 0.31 150 0.009 1 0.001 96 0.017 (scc) 0.06 400 0.023 5 0.007 205 0.036 (t) 0.12 126 0.007 1 0.001 84 0.015 (tcc) 0.07 97-09-27 stolfi =============== Let's try to (re)split the text according to these insights. There are two goals for a splitting algorithm. We can aim at splitting into WORDS: units of meaning. The approach here would be to assume that the line breaks occur at word boundaries; so we break only at places that look sufficiently similar to the contexs of line breaks. However, unless the language has a very favorable structure, we can't expect much success here: there is not enough information to go along. Instead, we can try to split into SYLLABES: units of pronunciation. Note that syllabes are a finite set, have a constrained structure, and tend to combine relatively freely. Also the division into syllabes is generally a refinement of the division into words. The context statistics for syllabe breaks may be somewhat different from those of word breaks, and hence from those of line breaks (which are the observable data). But there is more hope here than for word breaks. The word and syllabe breaking rules can be distilled from the above discussion of line-starts and line-ends, as follows: +------------------+-----------------+ | begins a word | ends a word | +------------------+-----------------+ always | b z 4 qo f p | g or ak 6 | +------------------+-----------------+ very often | qoe qor | bg ae am | +------------------+-----------------+ often | e g | ar an air | | o | oe | | oe or | qoe qor | | h d | | +------------------+-----------------+ sometimes | r s sc t tc | b z e r | | hc hcc hz hzc | | | dc dcc dz dzc | | | fz fzc | | | pz pzc | | | c cc ccc | | +------------------+-----------------+ never | am an ar ak ae | 4 | | air bg 6 | o qo | | scc tcc | h hc hcc hz hzc | | | d dc dcc dz dzc | | | s sc scc | | | t tc tcc | | | f fz fzc | | | p pz pzc | +------------------+-----------------+ The word-breaking strategy then would use only the "always" and "very often" entries; whereas for syllabe-breaking we would use also the "often" and "sometimes" entries, provided they are not contradicted by "never" The sed script glp2syl below attempts to perform syllabe breaking. --- glp2syl ------------------------ #! /n/gnu/bin/sed -f # Splits string of glyphs into "morphemes" # Does not touch existing blanks (_), line ends (//), and par ends (=) # # # Forced word-starts: s/\((qo)\)/C\1/g s/\((4?)\)/C\1/g s/\(([zb])\)/C\1/g s/\(([fp])\)/C\1/g # Very likely word-starts: s/\((qo[er])\)/B\1/g # Moderately likely word-starts: s/\(([oeg])\)/A\1/g s/\((o[er])\)/A\1/g s/\(([hd])\)/A\1/g # Admissible word-starts s/\(([^()]*\*[^()]*)\)/~\1/g s/\((r)\)/~\1/g s/\(([st])\)/~\1/g s/\(([st]c)\)/~\1/g s/\(([hd]zc*)\)/~\1/g s/\(([hd]cc*)\)/~\1/g s/\(([fp]zc*)\)/~\1/g s/\((cc*?)\)/~\1/g # Inadmissible word-starts: s/\((a[mrnke])\)/c\1/g s/\((air?)\)/c\1/g s/\((bg)\)/c\1/g s/\((I*[KLMN]*)\)/c\1/g s/\((6?)\)/c\1/g s/\(([st]cc)\)/c\1/g # # Forced word-ends: s/\((g)\)/\1C/g s/\((or)\)/\1C/g s/\((ak)\)/\1C/g s/\((6?)\)/\1C/g s/\((I*K?)\)/\1C/g # Very likely word-ends: s/\((bg)\)/\1B/g s/\((a[em])\)/\1B/g s/\((I*[LMN]?)\)/\1B/g # Moderately likely word-ends: s/\((a[rn])\)/\1A/g s/\((air?)\)/\1A/g s/\((oe)\)/\1A/g s/\((qo[er])\)/\1A/g # Admissible word-ends: s/\(([bzer])\)/\1~/g s/\(([^()]*\*[^()]*)\)/\1~/g # Inadmissible word-ends: s/\((4?)\)/\1c/g s/\(([q]*o)\)/\1c/g s/\(([hdfp]z*c*)\)/\1c/g s/\(([st]c*)\)/\1c/g s/\((cc*?)\)/\1c/g # # Transport codes across line and paragraph breaks: s:(//)\([ABCabc~]\+\)(:\1(//)(:g s:(=)\([ABCabc~]\+\)(:\1(=)(:g # # Split if either side forces a break and the other doesn't forbid it s:)C[CBA~ab](:)(_)(:g s:)[BA~ab]C(:)(_)(:g # Split if very likely but not forbidden: s:)B[BA~a](:)(_)(:g s:)[A~a]B(:)(_)(:g # Split if "likely" but not prohibited s:)A[A~](:)(_)(:g s:)[~]A(:)(_)(:g # Clean up unused codes: s/)[CBA~abc]\+(/)(/g s/^[CBA~abc]\+//g s/)[CBA~abc]\+$/)/g # Transport blanks across line and paragraph breaks: s:(_)(//)(\([^_]\):(_)(//)(_)(\1:g s:(_)(=)(\([^_]\):(_)(=)(_)(\1:g ------------------------------------ cat .voyn.glp \ | sed \ -e 's:([_/]*)::g' \ | tr -d ' \012' \ | glp2syl \ | sed -e 's/(_)/@/g' \ | tr '@' '\012' \ | egrep '.' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-syl.frq Here are the most popular "artificially split" words (10 or more occurrences): 726 0.097 (oe) 283 0.038 (g) 264 0.035 (tc)(bg) 253 0.034 (sc)(bg) 160 0.021 (qoe) 157 0.021 (or) 156 0.021 (qo)(dc)(bg) 149 0.020 (e) 147 0.020 (qo)(dcc)(bg) 142 0.019 (qo)(d)(an) 134 0.018 (z) 125 0.017 (tc)(g) 116 0.015 (qo)(d)(ae) 101 0.013 (sc)(g) 87 0.012 (b) 84 0.011 (b)(ae) 84 0.011 (qo)(dcc)(g) 79 0.011 (qo)(d)(am) 76 0.010 (b)(am) 65 0.009 (b)(ar) 62 0.008 (d)(an) 62 0.008 (qo)(d)(g) 57 0.008 (e)(tc)(bg) 53 0.007 (dcc)(bg) 53 0.007 (r) 52 0.007 (dc)(bg) 48 0.006 (o)(hc)(bg) 46 0.006 (qo)(d)(ar) 46 0.006 (qo)(hc)(bg) 45 0.006 (o)(dc)(bg) 43 0.006 (b)(an) 43 0.006 (o)(d)(an) 41 0.005 (dcc)(g) 40 0.005 (hc)(bg) 40 0.005 (qo)(dc)(g) 40 0.005 (qo)(hcc)(bg) 38 0.005 (z)(am) 37 0.005 (t)(dz)(g) 36 0.005 (o)(dcc)(bg) 34 0.005 (tc)(oe) 30 0.004 (o)(d)(am) 30 0.004 (sc)(oe) 30 0.004 (t)(bg) 29 0.004 (d)(g) 29 0.004 (e)(sc)(bg) 29 0.004 (qo)(h)(g) 28 0.004 (o)(h)(ae) 28 0.004 (z)(ae) 28 0.004 (z)(an) 27 0.004 (d)(am) 27 0.004 (o)(d)(ae) 27 0.004 (o)(h)(an) 27 0.004 (p)(oe) 27 0.004 (qo)(h)(ae) 25 0.003 (o)(hcc)(bg) 25 0.003 (qo)(h)(an) 24 0.003 (s)(dz)(g) 22 0.003 (e)(tc)(g) 22 0.003 (o)(h)(ar) 21 0.003 (t)(hz)(g) 21 0.003 (t)(oe) 21 0.003 (tc)(dz)(g) 21 0.003 (z)(ar) 20 0.003 (o)(d)(ar) 20 0.003 (qo)(d)(oe) 19 0.003 (o)(d)(g) 19 0.003 (o)(h)(g) 19 0.003 (o)(hcc)(g) 19 0.003 (p)(tc)(bg) 19 0.003 (sc)(dz)(g) 18 0.002 (b)(sc)(bg) 18 0.002 (d)(ar) 18 0.002 (t)(g) 17 0.002 (h)(ae) 17 0.002 (h)(oe) 17 0.002 (s)(oe) 17 0.002 (tc)(hz)(g) 16 0.002 (o)(dcc)(g) 16 0.002 (s)(g) 15 0.002 (o)(hc)(g) 15 0.002 (oe)(bg) 15 0.002 (qo)(h)(am) 15 0.002 (qo)(h)(ar) 15 0.002 (s)(bg) 14 0.002 (d)(ae) 14 0.002 (sc)(hz)(g) 13 0.002 (d)(oe) 13 0.002 (o)(p)(tc)(bg) 13 0.002 (r)(am) 13 0.002 (tc)(b) 12 0.002 (h)(an) 12 0.002 (h)(ar) 12 0.002 (o)(M?) 12 0.002 (o)(h)(am) 12 0.002 (oe)(am) 12 0.002 (oe)(tcc)(g) 12 0.002 (or)(am) 12 0.002 (sc)(or) 11 0.001 (e)(bg) 11 0.001 (h)(tc)(bg) 11 0.001 (hcc)(bg) 11 0.001 (hcc)(g) 11 0.001 (o)(h)(oe) 11 0.001 (qo)(d)(t)(bg) 11 0.001 (qor) 11 0.001 (r)(ae) 11 0.001 (r)(an) 11 0.001 (s)(hz)(g) 11 0.001 (sc)(d)(g) 11 0.001 (tc)(d)(g) 10 0.001 (b)(tc)(bg) 10 0.001 (dc)(g) 10 0.001 (o)(dc)(g) 10 0.001 (oe)(scc)(g) 10 0.001 (t)(ae) 10 0.001 (tc)(z) Here is a comparison of the artificially split syllabes and the original "word" division: cat .voyn.glp \ | sed \ -e 's:([=/]*)::g' \ | tr -d ' \012' \ | sed -e 's/(_)/@/g' \ | tr '@' '\012' \ | egrep '.' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-wor.frq cat .voyn.glp \ | sed \ -e 's:([=/]*)::g' \ | tr -d ' \012' \ | glp2syl \ | sed -e 's/(_)/@/g' \ | tr '@' '\012' \ | egrep '.' \ | sort | uniq -c | expand \ | sort +0.0 -0.7nr \ | compute-freqs \ > .voyn-xor.frq compare-freqs \ .voyn-wor.frq \ .voyn-syl.frq \ .voyn-xor.frq \ > .voyn-wor.cmp orig spaces split rules orig + splt syllabe ----------- ----------- ----------- ----------- 178 0.028 726 0.097 771 0.097 (oe) 5 0.001 283 0.038 294 0.037 (g) 194 0.030 264 0.035 276 0.035 (tc)(bg) 213 0.033 253 0.034 262 0.033 (sc)(bg) 57 0.009 157 0.021 182 0.023 (or) 88 0.014 160 0.021 175 0.022 (qoe) 161 0.025 156 0.021 164 0.021 (qo)(dc)(bg) 7 0.001 149 0.020 160 0.020 (e) 157 0.024 142 0.019 158 0.020 (qo)(d)(an) 152 0.024 147 0.020 153 0.019 (qo)(dcc)(bg) 9 0.001 134 0.018 147 0.018 (z) 75 0.012 125 0.017 129 0.016 (tc)(g) 107 0.017 116 0.015 122 0.015 (qo)(d)(ae) 78 0.012 101 0.013 112 0.014 (sc)(g) 3 0.000 87 0.012 88 0.011 (b) 53 0.008 84 0.011 87 0.011 (b)(ae) 86 0.013 84 0.011 87 0.011 (qo)(dcc)(g) 87 0.013 79 0.011 87 0.011 (qo)(d)(am) 78 0.012 76 0.010 82 0.010 (b)(am) 58 0.009 65 0.009 72 0.009 (b)(ar) 13 0.002 53 0.007 71 0.009 (r) 16 0.002 62 0.008 66 0.008 (d)(an) 58 0.009 62 0.008 64 0.008 (qo)(d)(g) 46 0.007 0 0.000 61 0.008 (bg) 56 0.009 57 0.008 58 0.007 (e)(tc)(bg) 10 0.002 53 0.007 56 0.007 (dcc)(bg) 11 0.002 52 0.007 52 0.007 (dc)(bg) 50 0.008 48 0.006 52 0.007 (o)(hc)(bg) 45 0.007 43 0.006 50 0.006 (b)(an) 48 0.007 46 0.006 50 0.006 (qo)(d)(ar) 47 0.007 46 0.006 47 0.006 (qo)(hc)(bg) 44 0.007 45 0.006 46 0.006 (o)(dc)(bg) 41 0.006 43 0.006 43 0.005 (o)(d)(an) 41 0.006 40 0.005 42 0.005 (qo)(dc)(g) 0 0.000 41 0.005 41 0.005 (dcc)(g) 40 0.006 40 0.005 41 0.005 (qo)(hcc)(bg) 20 0.003 40 0.005 40 0.005 (hc)(bg) 22 0.003 34 0.005 39 0.005 (tc)(oe) 33 0.005 36 0.005 38 0.005 (o)(dcc)(bg) 35 0.005 37 0.005 38 0.005 (t)(dz)(g) 35 0.005 38 0.005 38 0.005 (z)(am) 20 0.003 0 0.000 36 0.005 (ae) 30 0.005 0 0.000 36 0.005 (am) 34 0.005 30 0.004 35 0.004 (o)(d)(am) 34 0.005 0 0.000 34 0.004 (tcc)(g) 19 0.003 30 0.004 33 0.004 (t)(bg) 33 0.005 0 0.000 33 0.004 (scc)(bg) 21 0.003 30 0.004 32 0.004 (sc)(oe) 31 0.005 0 0.000 32 0.004 (scc)(g) 27 0.004 28 0.004 31 0.004 (z)(an) 25 0.004 27 0.004 30 0.004 (qo)(h)(ae) 30 0.005 0 0.000 0 0.000 (z)(oe) 0 0.000 29 0.004 29 0.004 (d)(g) 20 0.003 28 0.004 29 0.004 (o)(h)(ae) 21 0.003 27 0.004 29 0.004 (o)(d)(ae) 25 0.004 29 0.004 28 0.004 (e)(sc)(bg) 27 0.004 29 0.004 29 0.004 (qo)(h)(g) 29 0.004 0 0.000 0 0.000 (oe)(tc)(bg) 6 0.001 27 0.004 28 0.004 (d)(am) 17 0.003 28 0.004 27 0.003 (z)(ae) 28 0.004 0 0.000 0 0.000 (b)(oe) 8 0.001 27 0.004 27 0.003 (p)(oe) 25 0.004 27 0.004 27 0.003 (o)(h)(an) 26 0.004 0 0.000 0 0.000 (oe)(g) 22 0.003 22 0.003 25 0.003 (o)(h)(ar) 23 0.004 25 0.003 25 0.003 (qo)(h)(an) 24 0.004 24 0.003 25 0.003 (s)(dz)(g) 25 0.004 25 0.003 25 0.003 (o)(hcc)(bg) 14 0.002 0 0.000 24 0.003 (ar) 24 0.004 0 0.000 0 0.000 (oe)(d)(an) 4 0.001 18 0.002 23 0.003 (d)(ar) 19 0.003 21 0.003 23 0.003 (z)(ar) 20 0.003 22 0.003 23 0.003 (e)(tc)(g) 18 0.003 20 0.003 22 0.003 (qo)(d)(oe) 20 0.003 20 0.003 22 0.003 (o)(d)(ar) 20 0.003 21 0.003 22 0.003 (t)(hz)(g) 21 0.003 21 0.003 22 0.003 (tc)(dz)(g) 5 0.001 0 0.000 21 0.003 (o) 15 0.002 21 0.003 21 0.003 (t)(oe) 21 0.003 0 0.000 21 0.003 (tcc)(bg) 8 0.001 17 0.002 20 0.003 (h)(ae) 17 0.003 19 0.003 20 0.003 (o)(h)(g) 20 0.003 0 0.000 0 0.000 (oe)(dc)(bg) 20 0.003 0 0.000 0 0.000 (oe)(dcc)(g) 12 0.002 19 0.003 18 0.002 (o)(d)(g) 15 0.002 19 0.003 19 0.002 (p)(tc)(bg) 18 0.003 18 0.002 19 0.002 (b)(sc)(bg) 18 0.003 19 0.003 19 0.002 (o)(hcc)(g) 19 0.003 0 0.000 0 0.000 (e)(oe) 19 0.003 19 0.003 19 0.002 (sc)(dz)(g) 5 0.001 18 0.002 18 0.002 (t)(g) 17 0.003 17 0.002 18 0.002 (tc)(hz)(g) 18 0.003 0 0.000 0 0.000 (oe)(or) 5 0.001 12 0.002 17 0.002 (o)(M?) 6 0.001 17 0.002 17 0.002 (h)(oe) 7 0.001 15 0.002 17 0.002 (s)(bg) 9 0.001 16 0.002 17 0.002 (s)(g) 13 0.002 17 0.002 16 0.002 (s)(oe) 15 0.002 15 0.002 17 0.002 (qo)(h)(ar) 15 0.002 0 0.000 16 0.002 (an) 15 0.002 15 0.002 16 0.002 (qo)(h)(am) 16 0.002 0 0.000 0 0.000 (oe)(sc)(bg) 16 0.002 0 0.000 0 0.000 (r)(oe) 16 0.002 0 0.000 0 0.000 (z)(or) 16 0.002 16 0.002 16 0.002 (o)(dcc)(g) 3 0.000 14 0.002 15 0.002 (d)(ae) 12 0.002 15 0.002 15 0.002 (oe)(bg) 14 0.002 13 0.002 15 0.002 (r)(am) 14 0.002 15 0.002 15 0.002 (o)(hc)(g) 15 0.002 0 0.000 0 0.000 (oe)(dcc)(bg) 3 0.000 13 0.002 14 0.002 (d)(oe) 4 0.001 12 0.002 14 0.002 (h)(an) 5 0.001 13 0.002 14 0.002 (tc)(b) 13 0.002 13 0.002 14 0.002 (o)(p)(tc)(bg) 13 0.002 14 0.002 14 0.002 (sc)(hz)(g) 7 0.001 11 0.001 13 0.002 (qor) 10 0.002 12 0.002 13 0.002 (sc)(or) 13 0.002 0 0.000 0 0.000 (oe)(tc)(g) 13 0.002 0 0.000 0 0.000 (qoe)(tc)(g) 13 0.002 12 0.002 13 0.002 (o)(h)(am) 3 0.000 12 0.002 5 0.001 (oe)(am) 4 0.001 12 0.002 5 0.001 (oe)(tcc)(g) 4 0.001 12 0.002 7 0.001 (or)(am) 5 0.001 12 0.002 12 0.002 (h)(ar) 11 0.002 11 0.001 12 0.002 (qo)(d)(t)(bg) 11 0.002 11 0.001 12 0.002 (sc)(d)(g) 12 0.002 0 0.000 0 0.000 (qoe)(tc)(bg) 12 0.002 11 0.001 12 0.002 (s)(hz)(g) 12 0.002 11 0.001 12 0.002 (tc)(d)(g) 2 0.000 10 0.001 11 0.001 (dc)(g) 4 0.001 11 0.001 11 0.001 (hcc)(bg) 4 0.001 11 0.001 11 0.001 (hcc)(g) 7 0.001 11 0.001 9 0.001 (r)(ae) 9 0.001 10 0.001 11 0.001 (tc)(z) 9 0.001 11 0.001 9 0.001 (r)(an) 9 0.001 11 0.001 10 0.001 (o)(h)(oe) 10 0.002 11 0.001 11 0.001 (e)(bg) 11 0.002 0 0.000 0 0.000 (e)(or) 11 0.002 0 0.000 0 0.000 (oe)(d)(g) 11 0.002 0 0.000 11 0.001 (tcc)(d)(g) 11 0.002 10 0.001 11 0.001 (o)(dc)(g) 11 0.002 11 0.001 11 0.001 (h)(tc)(bg) 3 0.000 10 0.001 5 0.001 (oe)(scc)(g) 4 0.001 9 0.001 10 0.001 (f)(tc)(bg) 7 0.001 0 0.000 10 0.001 (qo) 7 0.001 10 0.001 10 0.001 (t)(ae) 8 0.001 5 0.001 10 0.001 (tc)(or) 10 0.002 0 0.000 0 0.000 (g)(dcc)(bg) 10 0.002 0 0.000 0 0.000 (oe)(oe) 10 0.002 0 0.000 0 0.000 (oe)(sc)(g) 10 0.002 10 0.001 10 0.001 (b)(tc)(bg) 2 0.000 8 0.001 9 0.001 (sc)(b) 4 0.001 8 0.001 9 0.001 (s)(ae) 5 0.001 9 0.001 9 0.001 (h)(am) 5 0.001 9 0.001 9 0.001 (tc)(ae) 7 0.001 9 0.001 7 0.001 (e)(sc)(g) 9 0.001 0 0.000 0 0.000 (e)(g) 9 0.001 0 0.000 0 0.000 (g)(sc)(bg) 9 0.001 0 0.000 0 0.000 (oe)(d)(am) 9 0.001 7 0.001 9 0.001 (t)(dzc)(g) 9 0.001 8 0.001 9 0.001 (qo)(p)(tc)(bg) 0 0.000 8 0.001 0 0.000 (=) 3 0.000 8 0.001 5 0.001 (or)(ae) 4 0.001 7 0.001 8 0.001 (t)(e) 5 0.001 8 0.001 5 0.001 (qoe)(scc)(bg) 6 0.001 7 0.001 8 0.001 (o)(d)(oe) 6 0.001 8 0.001 8 0.001 (e)(t)(g) 6 0.001 8 0.001 8 0.001 (qo)(h)(oe) 7 0.001 4 0.001 8 0.001 (r)(ar) 8 0.001 0 0.000 0 0.000 (g)(hc)(bg) 8 0.001 0 0.000 0 0.000 (qoe)(dcc)(bg) 8 0.001 0 0.000 8 0.001 (scc)(d)(g) 8 0.001 8 0.001 8 0.001 (qo)(hc)(g) 8 0.001 8 0.001 8 0.001 (s)(ar) 0 0.000 7 0.001 7 0.001 (o)(K?) 1 0.000 6 0.001 7 0.001 (d)(or) 1 0.000 6 0.001 7 0.001 (d)(tc)(bg) 2 0.000 7 0.001 3 0.000 (oe)(scc)(bg) 3 0.000 7 0.001 4 0.001 (or)(ar) 4 0.001 7 0.001 5 0.001 (oe)(tcc)(bg) 4 0.001 7 0.001 5 0.001 (or)(an) 5 0.001 7 0.001 5 0.001 (e)(scc)(bg) 6 0.001 7 0.001 6 0.001 (r)(sc)(bg) 6 0.001 7 0.001 6 0.001 (r)(tc)(bg) 6 0.001 7 0.001 6 0.001 (r)(tc)(g) 6 0.001 7 0.001 6 0.001 (sc)(b)(ae) 6 0.001 7 0.001 7 0.001 (e)(dcc)(bg) 7 0.001 0 0.000 0 0.000 (b)(ae)(g) 7 0.001 0 0.000 0 0.000 (b)(or) 7 0.001 0 0.000 0 0.000 (g)(dcc)(g) 7 0.001 0 0.000 0 0.000 (qo)(d)(ae)(g) 7 0.001 0 0.000 0 0.000 (qoe)(g) 7 0.001 0 0.000 0 0.000 (z)(oe)(tc)(bg) 7 0.001 0 0.000 7 0.001 (scc)(h)(g) 7 0.001 5 0.001 7 0.001 (tc)(ar) 7 0.001 7 0.001 7 0.001 (e)(dc)(bg) 7 0.001 7 0.001 7 0.001 (oe)(an) 7 0.001 7 0.001 7 0.001 (qo)(d)(sc)(bg) 7 0.001 7 0.001 7 0.001 (qo)(d)(t)(g) 7 0.001 7 0.001 7 0.001 (qo)(d)(tc)(bg) 7 0.001 7 0.001 7 0.001 (qo)(hcc)(g) 1 0.000 5 0.001 6 0.001 (d)(ccc?)(g) 1 0.000 6 0.001 3 0.000 (o)(g) 2 0.000 5 0.001 6 0.001 (o)(N?) 2 0.000 6 0.001 6 0.001 (h)(g) 3 0.000 5 0.001 6 0.001 (b)(air?) 3 0.000 6 0.001 6 0.001 (h)(or) 4 0.001 5 0.001 6 0.001 (o)(bg) 4 0.001 6 0.001 6 0.001 (d)(tc)(g) 5 0.001 5 0.001 6 0.001 (sc)(ae) 5 0.001 6 0.001 6 0.001 (b)(ak) 6 0.001 0 0.000 0 0.000 (e)(o) 6 0.001 0 0.000 0 0.000 (g)(dc)(bg) 6 0.001 0 0.000 0 0.000 (oe)(d)(ar) 6 0.001 0 0.000 0 0.000 (oe)(t)(g) 6 0.001 0 0.000 0 0.000 (or)(g) 6 0.001 5 0.001 6 0.001 (sc)(h)(g) 6 0.001 5 0.001 6 0.001 (tc)(b)(am) 6 0.001 6 0.001 6 0.001 (o)(d)(tc)(g) 6 0.001 6 0.001 6 0.001 (qo)(cc?)(bg) 6 0.001 6 0.001 6 0.001 (s)(dzc)(bg) 1 0.000 5 0.001 1 0.000 (qoe)(tcc)(bg) 1 0.000 5 0.001 2 0.000 (g)(bg) 2 0.000 5 0.001 2 0.000 (qo)(h)(ae)(bg) 2 0.000 5 0.001 5 0.001 (d)(sc)(g) 3 0.000 3 0.000 5 0.001 (t)(b)(ar) 3 0.000 4 0.001 5 0.001 (hc)(oe) 3 0.000 4 0.001 5 0.001 (t)(ar) 3 0.000 5 0.001 5 0.001 (h)(sc)(bg) 4 0.001 5 0.001 4 0.001 (b)(ae)(bg) 4 0.001 5 0.001 4 0.001 (o)(h)(sc)(bg) 4 0.001 5 0.001 5 0.001 (e)(t)(bg) 4 0.001 5 0.001 5 0.001 (p)(tc)(g) 4 0.001 5 0.001 5 0.001 (p)(tc)(oe) 4 0.001 5 0.001 5 0.001 (sc)(ar) 4 0.001 5 0.001 5 0.001 (tc)(b)(ar) 4 0.001 5 0.001 5 0.001 (tc)(h)(g) 5 0.001 0 0.000 0 0.000 (e)(d)(am) 5 0.001 0 0.000 0 0.000 (e)(d)(an) 5 0.001 0 0.000 0 0.000 (e)(d)(ar) 5 0.001 0 0.000 0 0.000 (oe)(dc)(g) 5 0.001 0 0.000 0 0.000 (or)(oe) 5 0.001 0 0.000 0 0.000 (qoe)(dcc)(g) 5 0.001 0 0.000 0 0.000 (qoe)(sc)(bg) 5 0.001 0 0.000 0 0.000 (r)(or) 5 0.001 0 0.000 0 0.000 (z)(o)(M?) 5 0.001 0 0.000 0 0.000 (z)(oe)(dcc)(bg) 5 0.001 0 0.000 5 0.001 (ak) 5 0.001 4 0.001 5 0.001 (qo)(dcc)(b) 5 0.001 4 0.001 5 0.001 (s)(dzc)(g) 5 0.001 4 0.001 5 0.001 (z)(tc)(bg) 5 0.001 5 0.001 5 0.001 (t)(dz)(bg) 5 0.001 5 0.001 5 0.001 (t)(dzc)(bg) 5 0.001 5 0.001 5 0.001 (z)(sc)(bg) 0 0.000 4 0.001 4 0.001 (hc)(g) 1 0.000 3 0.000 4 0.001 (h)(t)(bg) 1 0.000 3 0.000 4 0.001 (o)(b) 1 0.000 4 0.001 1 0.000 (b)(ar)(ar) 1 0.000 4 0.001 4 0.001 (c?)(bg) 1 0.000 4 0.001 4 0.001 (d)(ak) 1 0.000 4 0.001 4 0.001 (o)(p)(ae) 2 0.000 0 0.000 4 0.001 (o)(d) 2 0.000 4 0.001 2 0.000 (qo)(d)(g)(bg) 2 0.000 4 0.001 3 0.000 (e)(s)(bg) 2 0.000 4 0.001 3 0.000 (e)(tc)(oe) 2 0.000 4 0.001 4 0.001 (cc?)(g) 2 0.000 4 0.001 4 0.001 (d)(t)(bg) 2 0.000 4 0.001 4 0.001 (p)(t)(bg) 3 0.000 3 0.000 4 0.001 (cc?)(bg) 3 0.000 3 0.000 4 0.001 (e)(ar) 3 0.000 4 0.001 3 0.000 (o)(d)(sc)(g) 3 0.000 4 0.001 3 0.000 (o)(hc)(oe) 3 0.000 4 0.001 3 0.000 (o)(sc)(g) 3 0.000 4 0.001 3 0.000 (qo)(h)(tc)(bg) 3 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(qo)(d)(o)(p)(g) 1 0.000 1 0.000 1 0.000 (qo)(d)(o)(z) 1 0.000 1 0.000 1 0.000 (qo)(d)(oe)(bg) 1 0.000 1 0.000 1 0.000 (qo)(d)(s)(bg) 1 0.000 1 0.000 1 0.000 (qo)(d)(sc)(g) 1 0.000 1 0.000 1 0.000 (qo)(d)(t)(z)(bg) 1 0.000 1 0.000 1 0.000 (qo)(d)(tc)(b) 1 0.000 1 0.000 1 0.000 (qo)(dc)(*?) 1 0.000 1 0.000 1 0.000 (qo)(dc)(*?)(bg) 1 0.000 1 0.000 1 0.000 (qo)(dc)(ae) 1 0.000 1 0.000 1 0.000 (qo)(dc)(b)(ae) 1 0.000 1 0.000 1 0.000 (qo)(dc)(b)(c?)(bg) 1 0.000 1 0.000 1 0.000 (qo)(dc)(r) 1 0.000 1 0.000 1 0.000 (qo)(dc)(t)(bg) 1 0.000 1 0.000 1 0.000 (qo)(dc)(t)(dz)(g) 1 0.000 1 0.000 1 0.000 (qo)(dc)(tc)(g) 1 0.000 1 0.000 1 0.000 (qo)(dc)(z)(bg) 1 0.000 1 0.000 1 0.000 (qo)(dcc)(b)(ae) 1 0.000 1 0.000 1 0.000 (qo)(dcc)(e) 1 0.000 1 0.000 1 0.000 (qo)(dz)(g) 1 0.000 1 0.000 1 0.000 (qo)(dzc)(bg) 1 0.000 1 0.000 1 0.000 (qo)(f)(s)(g) 1 0.000 1 0.000 1 0.000 (qo)(f)(t)(b)(ae) 1 0.000 1 0.000 1 0.000 (qo)(f)(tc)(bg) 1 0.000 1 0.000 1 0.000 (qo)(f)(tc)(g) 1 0.000 1 0.000 1 0.000 (qo)(h)(II?)(r) 1 0.000 1 0.000 1 0.000 (qo)(h)(air?) 1 0.000 1 0.000 1 0.000 (qo)(h)(ak) 1 0.000 1 0.000 1 0.000 (qo)(h)(b)(bg)(ar) 1 0.000 1 0.000 1 0.000 (qo)(h)(ccc?)(bg) 1 0.000 1 0.000 1 0.000 (qo)(h)(g)(bg) 1 0.000 1 0.000 1 0.000 (qo)(h)(o)(II?)(r) 1 0.000 1 0.000 1 0.000 (qo)(h)(s)(bg) 1 0.000 1 0.000 1 0.000 (qo)(h)(s)(g) 1 0.000 1 0.000 1 0.000 (qo)(h)(sc)(g) 1 0.000 1 0.000 1 0.000 (qo)(h)(t)(*?)(bg) 1 0.000 1 0.000 1 0.000 (qo)(h)(tc)(oe) 1 0.000 1 0.000 1 0.000 (qo)(hc)(b)(am) 1 0.000 1 0.000 1 0.000 (qo)(hc)(or) 1 0.000 1 0.000 1 0.000 (qo)(hc)(s)(g) 1 0.000 1 0.000 1 0.000 (qo)(hcc)(oe) 1 0.000 1 0.000 1 0.000 (qo)(hzc)(g) 1 0.000 1 0.000 1 0.000 (qo)(hzc)(z) 1 0.000 1 0.000 1 0.000 (qo)(o)(d)(am) 1 0.000 1 0.000 1 0.000 (qo)(p)(bg) 1 0.000 1 0.000 1 0.000 (qo)(p)(g) 1 0.000 1 0.000 1 0.000 (qo)(p)(or) 1 0.000 1 0.000 1 0.000 (qo)(p)(s)(bg) 1 0.000 1 0.000 1 0.000 (qo)(p)(t)(bg) 1 0.000 1 0.000 1 0.000 (qo)(p)(t)(oe) 1 0.000 1 0.000 1 0.000 (qo)(p)(tc)(g) 1 0.000 1 0.000 1 0.000 (qo)(p)(tc)(oe) 1 0.000 1 0.000 1 0.000 (qo)(qo)(dcc)(g) 1 0.000 1 0.000 1 0.000 (qo)(scc)(bg) 1 0.000 1 0.000 1 0.000 (qo)(t)(g) 1 0.000 1 0.000 1 0.000 (qo)(tc)(bg) 1 0.000 1 0.000 1 0.000 (qo)(tc)(g) 1 0.000 1 0.000 1 0.000 (qoe)(air?) 1 0.000 1 0.000 1 0.000 (qoe)(ar) 1 0.000 1 0.000 1 0.000 (r)(6?)(ak) 1 0.000 1 0.000 1 0.000 (r)(s)(bg) 1 0.000 1 0.000 1 0.000 (r)(sc)(ae) 1 0.000 1 0.000 1 0.000 (r)(sc)(b)(dc)(bg) 1 0.000 1 0.000 1 0.000 (r)(sc)(oe) 1 0.000 1 0.000 1 0.000 (r)(scc)(b)(ar) 1 0.000 1 0.000 1 0.000 (r)(t)(g) 1 0.000 1 0.000 1 0.000 (r)(t)(r) 1 0.000 1 0.000 1 0.000 (r)(tc)(b) 1 0.000 1 0.000 1 0.000 (s)(ak) 1 0.000 1 0.000 1 0.000 (s)(an) 1 0.000 1 0.000 1 0.000 (s)(d)(an) 1 0.000 1 0.000 1 0.000 (s)(dc)(oe) 1 0.000 1 0.000 1 0.000 (s)(dz)(t)(g) 1 0.000 1 0.000 1 0.000 (s)(dzc)(e) 1 0.000 1 0.000 1 0.000 (s)(e)(bg) 1 0.000 1 0.000 1 0.000 (s)(g)(bg) 1 0.000 1 0.000 1 0.000 (s)(h)(ae)(tcc)(bg) 1 0.000 1 0.000 1 0.000 (s)(hzc)(bg) 1 0.000 1 0.000 1 0.000 (s)(o)(d)(am) 1 0.000 1 0.000 1 0.000 (s)(o)(d)(g) 1 0.000 1 0.000 1 0.000 (s)(o)(d)(s)(bg) 1 0.000 1 0.000 1 0.000 (s)(o)(pzc)(bg) 1 0.000 1 0.000 1 0.000 (s)(t)(bg) 1 0.000 1 0.000 1 0.000 (sc)(b)(ae)(bg) 1 0.000 1 0.000 1 0.000 (sc)(b)(ak) 1 0.000 1 0.000 1 0.000 (sc)(b)(ar) 1 0.000 1 0.000 1 0.000 (sc)(b)(c?)(g) 1 0.000 1 0.000 1 0.000 (sc)(d)(ae) 1 0.000 1 0.000 1 0.000 (sc)(d)(ak) 1 0.000 1 0.000 1 0.000 (sc)(dcc)(g) 1 0.000 1 0.000 1 0.000 (sc)(h)(ar) 1 0.000 1 0.000 1 0.000 (sc)(h)(z)(am) 1 0.000 1 0.000 1 0.000 (sc)(hzc)(b)(t)(g) 1 0.000 1 0.000 1 0.000 (sc)(hzc)(bg) 1 0.000 1 0.000 1 0.000 (sc)(o)(g) 1 0.000 1 0.000 1 0.000 (sc)(p)(tc)(bg) 1 0.000 1 0.000 1 0.000 (t)(*?) 1 0.000 1 0.000 1 0.000 (t)(ae)(am) 1 0.000 1 0.000 1 0.000 (t)(an) 1 0.000 1 0.000 1 0.000 (t)(b)(ak) 1 0.000 1 0.000 1 0.000 (t)(b)(an) 1 0.000 1 0.000 1 0.000 (t)(d)(g) 1 0.000 1 0.000 1 0.000 (t)(d)(o)(6?) 1 0.000 1 0.000 1 0.000 (t)(dc)(o)(g) 1 0.000 1 0.000 1 0.000 (t)(dcc)(bg) 1 0.000 1 0.000 1 0.000 (t)(dcc)(g) 1 0.000 1 0.000 1 0.000 (t)(dz)(ae) 1 0.000 1 0.000 1 0.000 (t)(dz)(b) 1 0.000 1 0.000 1 0.000 (t)(dz)(cc?)(b) 1 0.000 1 0.000 1 0.000 (t)(dzc)(z) 1 0.000 1 0.000 1 0.000 (t)(e)(am) 1 0.000 1 0.000 1 0.000 (t)(e)(t)(p)(scc)(g) 1 0.000 1 0.000 1 0.000 (t)(f)(am) 1 0.000 1 0.000 1 0.000 (t)(fzc)(g) 1 0.000 1 0.000 1 0.000 (t)(h)(ae) 1 0.000 1 0.000 1 0.000 (t)(h)(air?) 1 0.000 1 0.000 1 0.000 (t)(h)(oe) 1 0.000 1 0.000 1 0.000 (t)(hz)(bg) 1 0.000 1 0.000 1 0.000 (t)(hz)(o)(g) 1 0.000 1 0.000 1 0.000 (t)(hzc)(g) 1 0.000 1 0.000 1 0.000 (t)(o)(b)(am) 1 0.000 1 0.000 1 0.000 (t)(o)(bg) 1 0.000 1 0.000 1 0.000 (t)(o)(h)(g) 1 0.000 1 0.000 1 0.000 (t)(p)(tc)(bg) 1 0.000 1 0.000 1 0.000 (t)(r)(bg) 1 0.000 1 0.000 1 0.000 (t)(sc)(dz)(g) 1 0.000 1 0.000 1 0.000 (t)(t)(h)(g) 1 0.000 1 0.000 1 0.000 (tc)(**?) 1 0.000 1 0.000 1 0.000 (tc)(6?) 1 0.000 1 0.000 1 0.000 (tc)(b)(an) 1 0.000 1 0.000 1 0.000 (tc)(b)(an)(bg) 1 0.000 1 0.000 1 0.000 (tc)(b)(t)(g) 1 0.000 1 0.000 1 0.000 (tc)(d)(ae) 1 0.000 1 0.000 1 0.000 (tc)(d)(ak) 1 0.000 1 0.000 1 0.000 (tc)(dc)(an) 1 0.000 1 0.000 1 0.000 (tc)(dc)(g) 1 0.000 1 0.000 1 0.000 (tc)(dcc)(bg) 1 0.000 1 0.000 1 0.000 (tc)(dz)(bg) 1 0.000 1 0.000 1 0.000 (tc)(h)(ar) 1 0.000 1 0.000 1 0.000 (tc)(hzc)(bg) 1 0.000 1 0.000 1 0.000 (tc)(o)(d)(g) 1 0.000 1 0.000 1 0.000 (tc)(o)(g) 1 0.000 1 0.000 1 0.000 (tc)(p)(g) 1 0.000 1 0.000 1 0.000 (tc)(p)(oe) 1 0.000 1 0.000 1 0.000 (tc)(p)(tc)(bg) 1 0.000 1 0.000 1 0.000 (tc)(pzc)(bg) 1 0.000 1 0.000 1 0.000 (tc)(t)(g) 1 0.000 1 0.000 1 0.000 (tc)(t)(oe) 1 0.000 1 0.000 1 0.000 (z)(II?)(r)(am) 1 0.000 1 0.000 1 0.000 (z)(ak) 1 0.000 1 0.000 1 0.000 (z)(dcc)(g) 1 0.000 1 0.000 1 0.000 (z)(dz)(g) 1 0.000 1 0.000 1 0.000 (z)(hzc)(g) 1 0.000 1 0.000 1 0.000 (z)(s)(d)(t)(bg) 1 0.000 1 0.000 1 0.000 (z)(sc)(d)(g) 1 0.000 1 0.000 1 0.000 (z)(sc)(dz)(g) 1 0.000 1 0.000 1 0.000 (z)(sc)(oe) 1 0.000 1 0.000 1 0.000 (z)(scc)(bg) 1 0.000 1 0.000 1 0.000 (z)(t)(bg) 1 0.000 1 0.000 1 0.000 (z)(t)(dz)(g) 1 0.000 1 0.000 1 0.000 (z)(t)(hz)(g) 1 0.000 1 0.000 1 0.000 (z)(tc)(b)(air?) 1 0.000 1 0.000 1 0.000 (z)(tc)(g) 1 0.000 1 0.000 1 0.000 (z)(tc)(h)(g) 1 0.000 1 0.000 1 0.000 (z)(tc)(oe) As it can be seen, the split rules are quite good at recreating the word spaces of the VMs. So it looks as if the VMs "words" are syllabes, or that the spaces were added by an "ignorant copist" based only on local rules.