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Output from a Voynich generator I'm working on. - Printable Version +- The Voynich Ninja (https://www.voynich.ninja) +-- Forum: Voynich Research (https://www.voynich.ninja/forum-27.html) +--- Forum: Analysis of the text (https://www.voynich.ninja/forum-41.html) +--- Thread: Output from a Voynich generator I'm working on. (/thread-5745.html) Pages:
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Output from a Voynich generator I'm working on. - Dunsel - 15-05-2026 I am working on a generator that creates output that's statistically similar to Voynich. It's not intended to be perfect, and you'll see that it's not. It's only intended as a proof of concept and to be in the general ballpark of Voynichese so please resist the urge to whip out the decimal points. This is based on scribe 1/Currier A so you won't see the big bigram ed in this. Your opinions would be appreciated. Here's some basic stats and 50 pages of output. Basic stats: Page-count rule: output pages = Voynich pages = 50 Voynich pages available: 225 Voynich pages compared: 50 Generated pages: 50 Output tokens: 4147 Output vocabulary size: 1366 Output hapax count: 816 Voynich comparison tokens: 3985 Voynich vocabulary size: 1415 Voynich hapax count: 988 Top 20 output bigrams (50 pages): ho: 1281 ch: 995 ol: 768 sh: 749 ai: 593 da: 560 he: 533 ar: 532 in: 429 ey: 418 ii: 408 or: 383 od: 336 ct: 309 th: 292 ha: 226 hy: 202 eo: 196 ok: 177 ot: 166 Top 20 Voynich bigrams (50 pages): ch: 1486 ho: 1090 ai: 670 ol: 651 in: 647 ii: 609 hy: 542 da: 535 or: 524 sh: 493 he: 384 ok: 372 ot: 349 qo: 345 dy: 292 ct: 279 th: 273 od: 258 ee: 237 ey: 225 Code: <f1v>
<f1v.P1.1;K> shokchiey.sho.osdain.otaiin.shol.chore
<f1v.P1.2;K> ksa.oosdain.daraii.cfhar.cthad.ckaiin.ksa.tshodeosy
<f1v.P1.3;K> sho.shok.chear.chok.ksa.lsory.cthar
<f1v.P1.4;K> yeto.shey.chor.sho.shokchiey
<f1v.P1.5;K> sory.kshy.psa.s.shol
<f1v.P2.6;K> tsa.oal.psa.tsa.cheard.kaiiin.chtor.ookain
<f1v.P2.7;K> sha.shey.ckhar.kshoy.qchey
<f1v.P2.8;K> shar.chdy.oal.cha.tshoreesy.sha.shol.sheky.ksa
<f1v.P2.9;K> shol.ksa.cthar.sheky.rsa.cthar.osho.cthain
<f1v.P2.10;K> chotey.qkor.pshol.daraii.chor.cho.cthain.s
<f1v.P2.11;K> chey.s.qchey.ssa.ckhey.ord.ckhar.shol.chey
<f1v.P2.12;K> s.chydaiin.chiol.rsa.cphoy.rso
<f1v.P2.13;K> chotey
<f2r>
<f2r.P1.1;K> ksa.stodary.shey.cthey.kshy
<f2r.P1.2;K> y.oteol.daraiin.cphey.chodain.chtor
<f2r.P1.3;K> pss.chey.qchdey.cphodaiils.pysdeey.daiin.kshy.chor
<f2r.P1.4;K> ois.cthy.cphey.sheg.ychoo.ckhey.qchdey
<f2r.P2.5;K> daiiin.shog.qchdey.chtor.stodary.kshy
<f2r.P2.6;K> rolofy.ckaiin.tchey.okain.chey
<f2r.P2.7;K> qchey.chey.cphodaiils.yadain.kshoy.tchey.sho.dchan.cheay
<f2r.P2.8;K> cphhey.dair.oor.cphodaiis.cphodaiils.faiin.cchey.shodary
<f2r.P2.9;K> cthey.chodain.tchey.kshoy.y
<f2r.P2.10;K> cshey.shodary.cthey.cthal.y.chok.org.qchey.ols
<f2r.P2.11;K> sheeo.dchan.pshy.cthey.ro.shodary.cchey.stodary
<f2r.P2.12;K> cpchey.kchy.shir
<f2v>
<f2v.P1.1;K> shocthy.shor.cthey.chol.shaoiin.ol
<f2v.P1.2;K> tshor.thaiin.shok.qodshey.shaoiin.qodshey.chky
<f2v.P1.3;K> kshoay.oteoil.chky.pshos.chok.shaoiin
<f2v.P1.4;K> chol.fss.shod.cthiy.fsho.eoteos
<f2v.P1.5;K> yshey.rchey.rsoo.omain.chky.chocthy
<f2v.P1.6;K> kol.eoteos.ol.tshodeesy.ol.kool.sthol
<f2v.P1.7;K> cshol.ycto.chky.oyda.kchy.kol
<f2v.P1.8;K> shor.olg.shain.csheeo.otol.stoedary.shok.kshoy
<f2v.P1.9;K> s.dyar.scho.olg.shos.sho.chiol.cthaiin.kol
<f2v.P1.10;K> chy.cfholdar.chol.shoy.rchtor
<f2v.P1.11;K> tycheey.chtor.cphodaiila.kodshe.por.kshy
<f2v.P1.12;K> s.oteos.s.dkhar.chtod.kss.ycheey.okain.pshos
<f2v.P1.13;K> cphar
<f3r>
<f3r.P1.1;K> fchiol.chldy.chol.dtain.sho.chdy.dtain
<f3r.P1.2;K> ocphhey.shoy.shoyr.o.shor.sheg.tchey
<f3r.P1.3;K> okchoy.eoteol.kodaein.cchocthy.shor
<f3r.P1.4;K> dan.okaiir.cphar.pss.cfhoaldar.kodaiin.o
<f3r.P1.5;K> shoyr.keey.odar.shok.kodaiin
<f3r.P1.6;K> cphhey.oykaiir.sfhoy.shor.shodeesy.chy
<f3r.P1.7;K> chaor.y.tshodeesy.otain.ocphhey.chodain.stodaro.kodaein.chodaiin
<f3r.P1.8;K> tchiol.shoy.stodary.kodaiin.yksho.shoy.olkain
<f3r.P1.9;K> ckaeiin.shoy.dchy.daiien.shofcheey
<f3r.P1.10;K> ckhey.chodaiin.porg.otain.shor.o.dydyd.okain.por
<f3r.P1.11;K> saraiin.stodaro.shord.tshodeedy.oykaiir.shodeesy.o.kodaiin
<f3v>
<f3v.P1.1;K> kol.s.chop.scphey.ol.cphr.scphey.oydar.cphar
<f3v.P1.2;K> chor.tshodeesy.chor.cphar.tshodeese.shodeesy.cphar.shor
<f3v.P1.3;K> ckhar.chy.fchey.cthol.shor.chokain.cthl
<f3v.P1.4;K> tshodeesy.cphealy.s.cchky.kydaiin.shodait.ol
<f3v.P1.5;K> kair.cthol.olg.cthey.chpy.tshodyesy.olr
<f3v.P1.6;K> chey.shodeesy.tshor.tair.ekaiir.chodain.chtor.shor
<f3v.P1.7;K> dshor.o.kshoay.chodain.shor.olr.chaord
<f3v.P1.8;K> olr.ckeey.shaoii.shor.chor
<f3v.P1.9;K> shal.kol.ckhealy.cphealy.cfholdar
<f3v.P1.10;K> ooiin.modaiin.ytal.poiin.cfhaiin.yksho.tshodeesy.ol.ryar
<f3v.P1.11;K> eaoteos.kedaiin.shchaiin.eoteos
<f4r>
<f4r.P1.1;K> chol.poiin.ycheeay.ctholdr.cfhol
<f4r.P1.2;K> cphy.ctholdar.cthol.o.shory.otairin
<f4r.P1.3;K> cthol.kar.otaiin.cfholdar.chol.dair.cphr.otaiin
<f4r.P1.4;K> dchaii.chol.oay.ataiin.cfholdar.cphey.cfholdar
<f4r.P1.5;K> fchey.okcheay.o.cfhoaldar.cfhol.qkaiir.dchaiin.qyar.stodro
<f4r.P1.6;K> or.oykair.chol.cfhol.shooy.cthy.chyl.ctholdar.or
<f4r.P1.7;K> cphy.char.cphar.tshodeesy.tshodeedy.cfholdar.shey.chocthy
<f4r.P1.8;K> cpho.gair.cfholdar.o.cthal
<f4r.P1.9;K> or.cfhoaldar.oor.mor.cphy
<f4r.P1.10;K> okeey.ksha.o.par.chkeor
<f4r.P1.11;K> cphy.cthy.ckhal.mor.cphy.shoy.or.kair.chol
<f4r.P1.12;K> cfholdar.or.o.atchol.sodro.cphhey.cthy.roloky.shy
<f4r.P1.13;K> cfhy.ckhar
<f4v>
<f4v.P1.1;K> tchey.dsa.s.char.par
<f4v.P1.2;K> pchol.cthoary.dain.cheyr.cheas.shar
<f4v.P1.3;K> cchoary.kachys.dain.chol.kchy
<f4v.P1.4;K> char.okain.cthey.cthol.s.cfhol.ctholdar.dsa
<f4v.P1.5;K> cchhey.cphy.daiin.chear.cchoary.fachys
<f4v.P1.6;K> dair.keay.cthoay.odr.cthy.chol.otol.tshodeedy.koshey
<f4v.P2.7;K> kdair.chol.qchocthy.s.dsa.teody.dair
<f4v.P2.8;K> dsa.yeody.chyl.chol.eeoteos.sheey.ataiien
<f4v.P2.9;K> teiody.qchocthy.cfhol.okches.cthy.cfhyl.cfhol
<f4v.P2.10;K> chol.sheey.ooksho.ol.shoaion.ool.cchol.cfholdar
<f4v.P2.11;K> shodo.shoaiin.sory.chot.cphy.lthol.dair.kachys.chhol
<f4v.P2.12;K> csol.kor
<f5r>
<f5r.P1.1;K> poiin.sshody.chot.chor.poaiin.diir.cthy
<f5r.P1.2;K> cho.choaiin.cshy.kshoy.cho.cthyar.chol.dain.kshy
<f5r.P1.3;K> chot.kshoy.teiody.o.pare.cphey.pshool.tshodyedy.cfholda
<f5r.P1.4;K> cfholdar.dydyd.cfholdar.dydyd.chey.cthey
<f5r.P1.5;K> choain.dair.osa.chey.kosheg.cshy.chot.tshodyedy
<f5r.P1.6;K> ccthoary.ctheary.koshey.mos.cho.cthom.shoary.qchoctho
<f5r.P1.7;K> kcho.kshoy.choaiin.kcho.choaiin
<f5r.P1.8;K> cphey.cthar.cphey.chor.kchy.choaiin.chey
<f5r.P1.9;K> chot.choain.chey.ctchey.ctholdar
<f5r.P1.10;K> chey.cthol.mos.chor.kchy.chor
<f5r.P1.11;K> dydyd.char.pchols.pam.cphey.cfholdor.oas
<f5r.P1.12;K> oteey
<f5v>
<f5v.P1.1;K> kshyr.cha.chhol.cphy.chol
<f5v.P1.2;K> kdaird.qcthoay.oor.shoo.tchey
<f5v.P1.3;K> kshy.teiod.koeay.kdair.sheayr.otal.oor
<f5v.P1.4;K> shol.kchy.dair.cpeor.ataiien.shoy.cfholdar
<f5v.P1.5;K> pydain.koeay.chyl.cseol.par
<f5v.P1.6;K> achys.shol.cphiey.shol.shear
<f5v.P1.7;K> shoy.cphoo.teiod.cfholdr.chol.cthoady
<f5v.P1.8;K> pam.chy.keay.choe.chok.kcy.dar.chy.rchor
<f5v.P1.9;K> yshey.kchom.shoy.par.koeay.chot.teiody
<f5v.P1.10;K> chol.olg.shoy.choe.koeay
<f5v.P1.11;K> os.chol.dar.cseol.keiin.os.chot.teiod.pchol
<f5v.P1.12;K> ear.yeiod.kchoy.keay.eeotees.choe.chol.kchy
<f5v.P1.13;K> keay
<f6r>
<f6r.P1.1;K> shod.ool.cthol.chol.daiein
<f6r.P1.2;K> dckhar.chodaiils.pshold.chodaiils.koor.cphodaiils.dchar.dal
<f6r.P1.3;K> shiol.ctheos.cthesaiin.cphodaiils.kor.chaiin.kydeey.daiin.choy
<f6r.P1.4;K> cphesaiin.o.ylshey.daiin.cpeor.cthesaiin
<f6r.P1.5;K> kor.pshol.fos.cthesaiin.char.chol.cphesaiin
<f6r.P1.6;K> chodain.o.shol.shiol.yshold
<f6r.P1.7;K> tchey.chol.o.cphodaiils.kas
<f6r.P1.8;K> chodaiils.dar.daer.yor.shol.ro.cthol.drin
<f6r.P1.9;K> dain.chhol.ctholdas.chodaiils.cthom.shyos.otoos.shoc.oteos
<f6r.P1.10;K> chodaiin.oteos.cphodaiils.pchol.sa.chodain.cfholdam.rchol
<f6r.P1.11;K> cthol.y.kchoaiin.cphodaiils.chol
<f6r.P1.12;K> rchol.shol.cfholdam.cphodaiils.cthesaiin.teioe
<f6r.P1.13;K> oteosm.chol
<f6v>
<f6v.P1.1;K> pchodaiin.okan.chon.chol.rolety
<f6v.P1.2;K> shey.oteol.otoeos.cfholdar.dair.eteol.cfholdam
<f6v.P1.3;K> dseol.shos.cfhodaiils.y.cfhodaiils.sa
<f6v.P1.4;K> chol.daid.roloty.ookan.koeay.cfhaiin
<f6v.P1.5;K> cthsaiin.sa.rolety.dain.sheky.ookan.opan.shory.oteos
<f6v.P1.6;K> kchor.dai.chol.chodyain.shod.daer.ksa.kchooy.sockhey
<f6v.P1.7;K> rolety.oteos.okan.shol.okan.roloty.chol.dainm
<f6v.P1.8;K> opan.sa.shey.rolety.chor.pchodaii
<f6v.P1.9;K> rolety.cchodaiils.opan.yshey.okan
<f6v.P1.10;K> daicthy.ssa.socphey.sa.cshoc.chal.roloty
<f6v.P1.11;K> sa.ksa.ssa.ssho.otoeos
<f6v.P1.12;K> cphoodaiils.roloty.shoc.cfhaiin.cfholdar
<f7r>
<f7r.P1.1;K> pdaer.ol.koir.eteol.ckhydg.eol.dain.cfhol.cphar
<f7r.P1.2;K> cpholaiils.rolyty.pchol.char.daer.ooteol.poeay.chokain.y
<f7r.P1.3;K> ool.eor.choty.y.chotey.yshey.daiin.chealy.chtaiin
<f7r.P1.4;K> seody.ain.poeay.etaiin.fshe.dar
<f7r.P1.5;K> chtaiin.daid.pchedaiin.dseog.ataiin.cphodaiils.y.rolyty.dair
<f7r.P2.6;K> foir.shol.ataiin.oldais.dseol.oteol.kodsheo
<f7r.P2.7;K> otaiin.okol.shofcheey.daer.char.ool.ckhey
<f7r.P2.8;K> cphar.oop.daer.choty.ookan.daer.okol.chaiin.dchar
<f7r.P2.9;K> kodaiin.qpchol.kaol.y.pdaer.pchedaiin.odaiin.cfhaiin
<f7r.P2.10;K> okan.cthosdas.shaiin.ekaiin.paiin.ykain.y.chok
<f7r.P2.11;K> cpha.os.shos.chaiin
<f7v>
<f7v.P1.1;K> cfholdar.pchol.cphooy.oaiin.seomy
<f7v.P1.2;K> cfholdar.y.seomy.ctholdar.tachys.cphy
<f7v.P1.3;K> pshol.daiin.ctholdar.seody.or.ctholdar.chyr.cfholdar.ooc
<f7v.P1.4;K> cfhodaiils.chhon.psdol.ooc.chodey.or.kor
<f7v.P1.5;K> chal.cthar.chlaiin.csholdar.psdol.o.or.daied.cphey
<f7v.P1.6;K> csholdar.chol.daied.chys.tairin
<f7v.P1.7;K> dar.ooiin.oaiin.cthol.kchor.dchal.chon.ksa.chaiin
<f7v.P1.8;K> o.seody.qchedaiin.cfholdar.dir.y
<f7v.P1.9;K> chtain.ctholdar.saody.oken.or.shodain.cfholdar.qchedarin.ypcho
<f7v.P1.10;K> cthos.chon.sos.cthioldar.cfhoaiin.shol
<f7v.P2.11;K> cphear.kchom.s.chear.ataiion.cthol.or.chol
<f7v.P2.12;K> pchol
<f8r>
<f8r.P1.1;K> pchey.col.ots.choil.ord.ldain.cthos.cthol.ddair
<f8r.P1.2;K> ots.chol.royty.ord.cpyear.cseomy.cfholdar
<f8r.P1.3;K> ldain.cthol.oar.choil.kchom.csholdar.cphealy.chol.tchey
<f8r.P1.4;K> y.taiin.chealy.ctholdar.fos
<f8r.P1.5;K> daid.y.dpha.cfholdar.chealy.chol.yord.roeay.oyts
<f8r.P1.6;K> chealy.ykaoin.y.ldain.chaealy.shotey.ydain.shear
<f8r.P1.7;K> shodain.shoy.ckhealy.etain.shok.cphodaiil.odaid.choil
<f8r.P1.8;K> teody.cphoey.choil.chol.qchedarin.chikain.cphodaiil
<f8r.P1.9;K> kshoy.qchedarin.qchedaiin.y.chealy.shoy
<f8r.P1.10;K> pasdol.choil.toirin.chokain.chol.psdol.pchil.chol.choilm
<f8r.P1.11;K> skeomy.cfhol.shodain.y.pchil.char
<f8r.P1.12;K> seomdy.chodain.kos.chhoil
<f8v>
<f8v.P1.1;K> tshoy.cfhol.ctheol.pchey.s.chear.aied
<f8v.P1.2;K> chol.ckheol.yord.shey.csholdar.ydain.chol.ycho.shotey
<f8v.P1.3;K> ord.cfhol.chol.cthol.pchol.shchaiin.col.ataiin.chotey
<f8v.P1.4;K> y.ctshy.tshoy.ckheol.oor
<f8v.P1.5;K> chody.pchol.chol.cchol.ctheol.pydeey.oied
<f8v.P1.6;K> shol.ctheol.ckhr.lsheky.daraiind.chok.chol.pshol
<f8v.P1.7;K> ctheol.okchee.pshol.ord.ctholdar.chord.ctholdar
<f8v.P1.8;K> tholdar.col.cfhol.shodcheey.col.pchl.chor.daied
<f8v.P1.9;K> shoshoy.y.chhol.ckol.choc.shoain.shol.yoyts.dir
<f8v.P1.10;K> taein.daraiin.chor.ro.pord.oyr.doraiin.cphey
<f8v.P1.11;K> tchey.oseomdy.shol.cfhol.y.aied.taeon
<f8v.P1.12;K> dchol.chaear.y
<f9r>
<f9r.P1.1;K> teody.cchoary.cphey.pydeey.y.doraii
<f9r.P1.2;K> yal.cthoary.arr.cthoary.cseomm
<f9r.P1.3;K> chol.cchoary.shory.cseomy.shyl.cchoary
<f9r.P1.4;K> chhtor.teydy.dchikain.chal.shol.cthal.kchy.arr.shoain
<f9r.P1.5;K> dro.daen.chol.chey.cphay.dkaiin.cchoary.cthee.ckol
<f9r.P1.6;K> shoain.ckol.oateos.rchy.oteos
<f9r.P1.7;K> shol.fachys.pchol.s.cphay.shoteey
<f9r.P1.8;K> tshooy.chol.col.cthol.cthey
<f9r.P1.9;K> y.shek.chol.shay.choil
<f9r.P1.10;K> col.y.chol.tshooy.ckol.ckhey.shoteey
<f9r.P1.11;K> cthal.shay.cthey.sheo.dchol
<f9r.P1.12;K> cphar.karr.ctoil.choail.yty.ykaiin.cthar
<f9r.P1.13;K> ckhol.choil.cchoay.ckhol.chord
<f9v>
<f9v.P1.1;K> s.shotey.roy.koshey.ckheol.chor.shotey
<f9v.P1.2;K> fachysh.cool.koshey.cthoary.shopcheey
<f9v.P1.3;K> fachysh.schol.shoteey.kodshey.shos.shoteey.cthoary.s.cthy
<f9v.P1.4;K> shteey.shol.kodshey.odar.foy.chol.fachys.oteos
<f9v.P1.5;K> pshar.shoteey.cthol.pchey.schopcheey.shotey.kodshey
<f9v.P1.6;K> otaii.pchol.koshey.chol.shol.s.shoteey.chol.ykal
<f9v.P1.7;K> ctheyl.cphealy.pchol.sol.cchol.chotey.cchol.shoty.sheoo
<f9v.P1.8;K> fachysh.koshey.chol.or.theol.chols.shteey.cthey.deir
<f9v.P1.9;K> koshey.cfhhol.chol.tholdar.shoy
<f9v.P1.10;K> y.fachysh.chol.shil.sheoo.chold
<f9v.P1.11;K> kor.oteos.s.ctheyl.ydar
<f9v.P1.12;K> toydar.sheoo.ydar.chol.cchol
<f10r>
<f10r.P1.1;K> foshey.daraiin.cool.kol.foshey.chor.dyr.chhtor.ooydar
<f10r.P1.2;K> kosheey.kchoil.fachysh.dan.daiin.col.ckhol.col
<f10r.P1.3;K> dkaraiin.cthol.pchol.daraiin.shol.cchol
<f10r.P1.4;K> chol.cthol.oer.ekal.cthol.dkaraiin.pchol.oer
<f10r.P1.5;K> dkaraiin.cchol.ooiin.mory.chord
<f10r.P1.6;K> chor.chol.dkaiin.cchoy.chol.cchol.cfhol
<f10r.P1.7;K> qchol.stchey.dlaraiin.vodar.shory.pchol.ckol.cshol
<f10r.P1.8;K> chealy.ctchaiin.shoteoy.chol.cchol.ckhey.okaiiir
<f10r.P1.9;K> sory.qchol.cphoy.dlaraiion.dchol.koadshey.voshey
<f10r.P1.10;K> dkarain.chhol.kodaion.ckol.ckhey.ckeor
<f10r.P1.11;K> cthodl.ctol.cchal.qchol.shotey
<f10v>
<f10v.P1.1;K> todshey.dlocty.schol.dain.cthal.pchol.cthey
<f10v.P1.2;K> pchodor.dan.cfhesaiin.ckhol.otol.cthod.yoky.cchol.col
<f10v.P1.3;K> or.dlocty.oky.ckhor.rchy.kor.ctol.kodshey.kyoshey
<f10v.P1.4;K> choyl.kaiin.ekal.oycheey.sho.shol.or
<f10v.P1.5;K> oksho.oky.oksheo.otsho.or
<f10v.P1.6;K> daiion.dor.chor.shol.tyoydar
<f10v.P1.7;K> chor.schol.chor.shon.chol.cfhol.ckhor.shol
<f10v.P1.8;K> pchol.chol.cphy.or.kor.ckhor.os.she.foashey
<f10v.P1.9;K> oyr.kor.ccholg.sheear.or.cshesaiin.or
<f10v.P1.10;K> chol.toydar.orr.ckol.tyoydar.cthol
<f10v.P1.11;K> eor.pchol.oer.tchey.cthodl
<f10v.P1.12;K> ckhor.chotoy
<f11r>
<f11r.P1.1;K> otol.ycho.ckhyds.kaiin.or.raraiin
<f11r.P1.2;K> sqol.cor.chol.kaiin.kal
<f11r.P1.3;K> foasheiy.orr.shol.ykaiin.kodaiin.chhol
<f11r.P1.4;K> chal.fachysh.foashey.tos.por
<f11r.P1.5;K> foasheiy.yoer.dair.odain.cckhor.dchol.oitol
<f11r.P1.6;K> kdos.pchon.schol.far.ros.cchol.chor.oor
<f11r.P1.7;K> lchor.kdos.pshol.okon.por.orl.shool.kos
<f11r.P1.8;K> chor.qor.cphy.teos.chor.eey.daor.soy
<f11r.P1.9;K> dar.chocthy.schol.daicthyr.cshol.chtor.odr.daraiin
<f11r.P1.10;K> okol.shol.ykaiin.qer.shoky.yphesaiin
<f11r.P1.11;K> kaiin.ror.kyr.ksho.chog
<f11r.P1.12;K> cthar.kos.pshol.or.pcheol
<f11r.P1.13;K> schyl.lool.chodor.chor
<f11v>
<f11v.P1.1;K> schol.cty.or.kaiin.oyd
<f11v.P1.2;K> olm.ose.kaiin.ckhor.sheky.chochy.otoiin
<f11v.P1.3;K> or.keee.yashey.cthey.foasey.otaiin.ykaiin
<f11v.P1.4;K> eoydar.oteos.daiin.chool.yshey.qor
<f11v.P1.5;K> ro.ckhorr.foashey.ckhorr.osheo
<f11v.P1.6;K> eaiin.cfhey.shory.or.dcthy
<f11v.P1.7;K> cthealy.eor.ros.choteay.shadain
<f11v.P2.8;K> oor.ro.chal.oyr.oteos.ros.oir
<f11v.P2.9;K> par.eor.oor.seoy.cthey
<f11v.P2.10;K> ros.cchol.or.shchaiin.shey.or
<f11v.P2.11;K> oar.keee.oar.eey.ar.ckhey.oor.chal.or
<f11v.P2.12;K> eaiin.chal.cheey.chychy.tor.eor.por.cthal.chal
<f11v.P2.13;K> ypheaiin.chol.chog
<f12r>
<f12r.P1.1;K> otol.oan.shoky.y.rchy.dayr.sory
<f12r.P1.2;K> eep.roys.okol.daier.or.chool.oor.or.school
<f12r.P1.3;K> cchtor.ror.oar.cthy.y.dcharr
<f12r.P1.4;K> oteol.dayr.cphy.dar.or.eor.fose
<f12r.P1.5;K> orr.eeor.kol.yor.schol.ooer.chey
<f12r.P1.6;K> shokchey.or.cchol.or.oddr.atol.otol.deor.ckhiy
<f12r.P1.7;K> ckhey.chchol.ckhar.okshos.dair.fachysh.otol.eoer.kooer
<f12r.P1.8;K> por.orr.ooer.sckhee.oteol.or.por.oiein
<f12r.P1.9;K> y.oar.otol.ctdy.por.oyr.otoiid.qcty
<f12r.P1.10;K> fachysh.okold.orl.or.orr.otol.eor
<f12v>
<f12v.P1.1;K> atol.shy.achysh.ear.chochy.fachysh.chychy.eoydyr.chor
<f12v.P1.2;K> cor.tshodeesy.shos.atol.dair.chol.fachysh.eoydar
<f12v.P1.3;K> cchol.ooky.keee.okor.schol.cpho.chol.cchool
<f12v.P1.4;K> yatol.chok.chochy.dlocka.tyor.chol.shok
<f12v.P1.5;K> achysh.dlocta.chor.cphealy.daicthy.chor.por.chol
<f12v.P1.6;K> yfo.oksho.shosha.or.por
<f12v.P1.7;K> shokchey.cthealy.sachol.chil.fachysh.yshey.cchol
<f12v.P1.8;K> cchotey.chog.chor.qpho.chok.cthy.achysh.cchoary.fachysh
<f12v.P1.9;K> chog.fosey.tshodeesy.cor.cthil.chol.pshodeesy.or
<f12v.P1.10;K> kor.tyor.chok.or.dlocta.chor.oyr.rchiy.dlocka
<f13r>
<f13r.P1.1;K> sshy.yon.gaiiin.ctholdar.dchaoin.oor.daly
<f13r.P1.2;K> kaiin.dayer.daly.orr.oor.cchtorr.rchoy.okan.oshy
<f13r.P1.3;K> shokchy.daiiin.ror.yor.okain.s
<f13r.P1.4;K> gaiiin.shey.dal.dchar.odyar
<f13r.P1.5;K> kaiin.daier.achish.cthil.eor.dal.okaiir.pchear
<f13r.P1.6;K> dan.tshodeesy.cchtorr.okan.dain.daly.s.cchtor
<f13r.P2.7;K> cthal.shokcheey.oor.cthaiin.s
<f13r.P2.8;K> cchoary.tshodeeso.oshy.sckhe.dchaiin.shokche.okcheey
<f13r.P2.9;K> okan.cthol.s.sory.dail.okold.cfhaiin.rshol.cthol
<f13r.P2.10;K> fachys.cchtor.okol.cfho.cthol.okam.otan
<f13r.P2.11;K> ctholdar.cthal.okal.shol.rshol
<f13r.P2.12;K> chol.daon.daior.cfhol.ykal
<f13v>
<f13v.P1.1;K> roy.chog.shear.ooky.roy.cpharl.y
<f13v.P1.2;K> kshear.soachol.shol.oos.rshol.kol.shear.pshear
<f13v.P1.3;K> soachol.shol.rchy.poy.sory.sachol.shear.soachol.cthealy
<f13v.P2.4;K> cfhyds.cpheala.dodyar.ksos.foos.osy
<f13v.P2.5;K> doaior.kshoear.pshol.pshear.soachol.otol.kol.shoy.y
<f13v.P2.6;K> shoy.cfhaiin.otan.sachol.y.okol
<f13v.P2.7;K> cfhaiin.kyl.dair.shol.sachol.por
<f13v.P2.8;K> pshol.sokcheey.shotche.chey.cthal
<f13v.P2.9;K> ysy.kshoear.fshear.chol.chear.arey.otaiir
<f13v.P2.10;K> cthey.dan.kol.ary.shy.cpheala
<f13v.P2.11;K> cthaiin.kon.soachod.chol.ol.cfhaiin.chol.shokche.ychol
<f13v.P2.12;K> cthol
<f14r>
<f14r.P1.1;K> fshody.chey.ar.ccthy.s.odyar.yksy
<f14r.P1.2;K> cfho.shokcheey.chodain.ckeor.yksy.shey.shok.shol.kos
<f14r.P1.3;K> soachol.keair.cteor.kodshey.okol.ckeair.seky.cphe
<f14r.P2.4;K> s.keair.ar.daien.shody.ar.sheal.cctholdar.okaior
<f14r.P2.5;K> ysy.odar.doo.soachod.sachol.yksy.s.cchtoyr
<f14r.P2.6;K> shaiin.ysy.odyar.soachol.far.shok.cchtor.okaiir
<f14r.P2.7;K> chocthy.odyar.todaiin.yksy.shol
<f14r.P2.8;K> chey.ar.oteosn.ckhiey.chol
<f14r.P2.9;K> oteed.far.s.ckhey.are.oar.ysy.odar
<f14r.P2.10;K> oachod.far.daiin.thealy.tshodeeso.oteed.daicthy
<f14r.P2.11;K> ar.shol.ssoy.soachod.ysy
<f14r.P2.12;K> shory.y.daiiin.far.ker
<f14v>
<f14v.P1.1;K> pchol.chol.soachd.shey.s.rshol.otyl.chol.psheir
<f14v.P1.2;K> farl.soachyl.daien.cphey.cphy.shoy
<f14v.P1.3;K> kydain.keair.cthary.chol.soachd.fchol.otairin
<f14v.P1.4;K> shokcheeo.shoy.shod.soachod.ysy.shos
<f14v.P1.5;K> or.otaiin.chiocthy.shok.shar.daiiin.dain
<f14v.P1.6;K> s.ckhey.soachd.ytaiir.pchol.otol.soachyl
<f14v.P1.7;K> chycthy.dtair.rolofy.cchtor.orr.sho
<f14v.P1.8;K> otairin.kshear.cthar.shey.kschoy.soachol.cfhol.dran
<f14v.P1.9;K> chodaiin.s.soachod.cthar.s
<f14v.P1.10;K> soachol.chok.chol.chocthy.shory.cfhol
<f14v.P1.11;K> ydain.chycthy.dain.yksy.oor.chocthy.chil
<f14v.P1.12;K> cshol.thol.dan.s.oteon.soachol
<f15r>
<f15r.P1.1;K> fchol.ysy.s.ysy.chol.chil
<f15r.P1.2;K> far.cteoor.cshol.fchol.cphealy.chok.daiiin.kos
<f15r.P1.3;K> ysy.chil.dor.tchey.sheo.oteed.cthy.okai.s
<f15r.P1.4;K> cteoor.ykal.fchol.chil.shodaid.das.cshol.shey.ckhealy
<f15r.P1.5;K> chok.shey.chol.chok.cteor
<f15r.P1.6;K> kosheay.chol.darain.chey.s.chol.shee
<f15r.P1.7;K> shey.chtaion.fchol.cphar.sthary.cteor.saiin
<f15r.P1.8;K> deain.chey.maiin.cphey.yoteos.s.soeachol.chor
<f15r.P1.9;K> kchol.oteos.chol.diiin.yksy.cphey.soachol.kodsheoy
<f15r.P1.10;K> saiin.lchol.diiin.lchol.yfo.okolm.eshey.cchol.shee
<f15r.P1.11;K> s.sar.cthey.sheky.shea.soachd
<f15v>
<f15v.P1.1;K> soachom.thol.chal.cphy.lcphealy
<f15v.P1.2;K> cphy.cphealy.cthy.cthary.cthar.sheo
<f15v.P1.3;K> ydain.soachdl.sckhey.cphy.sckhey.syoeachol.daiind
<f15v.P1.4;K> soachyl.oachd.lcphealy.shoy.opol
<f15v.P1.5;K> cholr.ar.soachyl.cphar.shod.koeey.cphoy.kaiin
<f15v.P1.6;K> foachd.eare.cthy.shod.okal.lcphealy.shey
<f15v.P1.7;K> chol.cthar.sckhey.rshol.ctheo
<f15v.P1.8;K> cphealy.ycho.cphy.chhy.ar.sheky.ysheoy.soachyl
<f15v.P1.9;K> cthy.cphar.s.lcphealy.chorr.shoay.cholr
<f15v.P1.10;K> soachdl.okolr.cthes.shashy.drchaiin
<f15v.P1.11;K> y.sthare.cphy.okchey.cphy.shok.cshy
<f15v.P1.12;K> okolm.oksy.pchol.schey.sheky.soacho.chey.eshey.s
<f15v.P1.13;K> chol.sacho
<f16r>
<f16r.P1.1;K> ksho.y.cthes.roy.ysy
<f16r.P1.2;K> chey.yooteos.shoy.cteor.shey.cphealy
<f16r.P1.3;K> soachyl.cthes.yoteos.oachdl.shol.ckhealy
<f16r.P1.4;K> oas.cphealy.chyol.yoteos.ysy
<f16r.P1.5;K> kchol.yoteos.kshy.yakal.mol
<f16r.P1.6;K> morl.y.yksy.chol.oteos.shey.oas
<f16r.P1.7;K> mos.sar.sary.okal.kchol.morl.ane.y.cthal
<f16r.P1.8;K> pchol.cthoary.mol.sckhea.for
<f16r.P1.9;K> syakal.oteos.kchey.shey.oteos.yoeachol.orr.lcphealy
<f16r.P1.10;K> mos.pchol.chol.shey.cthol
<f16r.P1.11;K> y.chey.morl.kchom.fchol
<f16r.P1.12;K> cphealy.sckhey.yoteos.ksho.kchey.chal.morl.sacha.chal
<f16r.P1.13;K> y.okal.mol
<f16v>
<f16v.P1.1;K> foachd.mol.chal.foachd.chol.koshey.chocthy
<f16v.P1.2;K> pyaiir.vory.sa.chol.y.san.okoin
<f16v.P1.3;K> cholr.chayl.kodshey.okan.kchom.okan.morl
<f16v.P1.4;K> kodshey.okan.loachd.s.chol.koshey.cphealy.cfhol
<f16v.P1.5;K> eoiin.koshey.mal.koshey.ckheal
<f16v.P1.6;K> cphy.csha.cfhol.y.sory.chol.chorr.chol
<f16v.P1.7;K> cphey.cthol.kodshey.cfhol.chhy.okan.ckhys.cchol.ckhealy
<f16v.P1.8;K> chol.ctheiin.shhol.chl.ckhey.kodshey.oteeos.shey
<f16v.P1.9;K> schol.kodshey.ckol.cfholm.oodar.ckhealy
<f16v.P1.10;K> chochy.cfholm.thol.cfhol.y.tshashy.cholr.okain.sckdey
<f16v.P2.11;K> y.schol.okal.echo.ckol
<f17r>
<f17r.P1.1;K> pdain.y.oldaind.okain.yoteos.ane.oas.atain.yare
<f17r.P1.2;K> ksho.cthar.kodshey.chol.ane.ckhyos.oksho.sory.cshar
<f17r.P1.3;K> ykaiin.ytain.tchoy.yooteos.are.chl.chom
<f17r.P1.4;K> tchol.kodshy.ykaiin.tchoy.den
<f17r.P1.5;K> cphealy.y.cthaion.okoin.ane.chol
<f17r.P1.6;K> tchey.shok.ckhar.she.y
<f17r.P1.7;K> shody.cchol.cthey.san.kchey
<f17r.P1.8;K> chl.chol.tchey.sco.shol
<f17r.P1.9;K> tchey.kchol.shol.cthool.ccphy.sheo.tchoy.sckhea
<f17r.P1.10;K> chotey.oeachdl.sho.okain.cfhol.shol.sory.ol
<f17r.P1.11;K> chl.tchoy.y.thol.chol
<f17r.P1.12;K> dysdyd.pooiin.shoy.chey.sckey.y
<f17r.P1.13;K> sckhoey
<f17v>
<f17v.P1.1;K> y.thol.tchoy.kodaiir.cchol.chtol
<f17v.P1.2;K> todaiir.oyl.thols.tchoy.daiin
<f17v.P1.3;K> kodaiir.tchol.ddal.chol.todaiir.dal.ckhey
<f17v.P2.4;K> daiin.okan.todaiir.rshey.shhey.okal.cchol.lodaiir
<f17v.P2.5;K> tchol.kchol.y.shey.sho.chom
<f17v.P2.6;K> shctaiin.kodaiir.dan.chtol.csey.y.oeey
<f17v.P2.7;K> kydshey.todaiir.rshey.lodaiir.koashey.kodaiir.tchay.chol.kchol
<f17v.P2.8;K> kodaiir.okal.okaon.chol.chdol.vos
<f17v.P2.9;K> rodaiir.okein.todaiir.tchoy.okan
<f17v.P2.10;K> yoteos.cfhol.chom.kchy.kshoy.y.sorey.dodaiir.kaiin
<f17v.P2.11;K> kodaiir.todaiir.cchol.oys.todaiir.chol.okol.y.tchoy
<f17v.P2.12;K> rshpey.dodaiir.oydaer
<f18r>
<f18r.P1.1;K> tshoy.kor.sheky.ddan.ltchol
<f18r.P1.2;K> cthr.tchol.oairin.dan.odaiin
<f18r.P1.3;K> oteey.sheky.oteos.y.ar.cthy.oldaind.ar.yshey
<f18r.P1.4;K> chear.ar.stshoy.far.kodaiirl.y
<f18r.P1.5;K> okal.ckholdar.cthes.chey.ctholdar.sheky.ltchol.etol
<f18r.P1.6;K> dar.yar.dar.yokain.ocy.chor.cphey.ldaiir.sse
<f18r.P1.7;K> kaiir.she.tchoy.oky.kodaiin.ckholdar.choal
<f18r.P1.8;K> shey.toyl.far.cshar.dar.yshey.oeey.ctholdar
<f18r.P1.9;K> ccholdar.soyl.chodan.dory.cshar.shey.oky.kodaiir
<f18r.P1.10;K> oldaiind.kodaiin.ohkan.cfhol.y.shey.ckholdar.thal
<f18r.P1.11;K> tchay.lodaiir.chey
<f18v>
<f18v.P1.1;K> chorl.chokey.ckholdar.y.fsory.cphey
<f18v.P1.2;K> chol.ckholdar.chol.ctho.cfholdar
<f18v.P1.3;K> ar.ctholdar.chokey.fsorsy.cthory.cphey.ctholdar.cfholdar
<f18v.P1.4;K> cthar.air.ctho.chotey.ckholdar.y.farr.cfholdar
<f18v.P1.5;K> chotey.chor.ctholdar.cfhaiin.she
<f18v.P1.6;K> choty.chokey.ccholdar.oiey.cksholdar
<f18v.P1.7;K> chaiin.soaiin.cchol.ccholdar.csholdar.tchey.tolaiir.oteey.tolaiir
<f18v.P2.8;K> air.fsorsy.ccholdyr.chokey.csholdar.farr.cshpoldar.chear
<f18v.P2.9;K> chokey.shey.todaiir.ctholdar.shol
<f18v.P2.10;K> chokey.shctaii.eokal.okal.cthyl.oiky.orr.dil
<f18v.P2.11;K> y.tachys.chotey.shctaiin.tsholdar.tolaiir.csokey.oiky
<f18v.P2.12;K> y.todaiir.oyteey.oitchol.pdaiir.lodaii.okaiir.yas
<f19r>
<f19r.P1.1;K> ytain.shey.cshpoldar.oadar.ctholda.oadar.syey.oldaindd.csholdar
<f19r.P1.2;K> chokey.tshoeesy.cchodyr.o.shody.she.otol.chey.kdchom
<f19r.P1.3;K> syey.os.okan.y.todaeir.sckhay.choal.tolaiir.todair
<f19r.P1.4;K> oadar.tshoeesy.sheo.ikan.shoy.oadar.csholdar.yar
<f19r.P1.5;K> sheo.todaiir.cfhaiin.csholdar.shey.os.choteoy
<f19r.P2.6;K> foadar.ysheiy.oykchey.y.cthal.odaiir.shodasy.oos
<f19r.P2.7;K> oadar.ccholdar.aim.eoykchey.kaiid.cth.foadar.cphy.chokeiy
<f19r.P2.8;K> shoy.sher.cfhol.esorsy.shokey.keeay.shok.cthaiin.chotey
<f19r.P2.9;K> ccholdyr.ckshoaldar.tshoeey.oldaid.cksholdar.y
<f19r.P2.10;K> cthal.cksholdar.fsorsy.chey.cksholdar.y.cthol.ckho
<f19r.P3.11;K> cphyar.chotey.ccholdar.esorsy
<f19v>
<f19v.P1.1;K> pchey.cthesaiin.keeay.atchey.ctholdar.keeay.ccholdar
<f19v.P1.2;K> koshey.todyaiir.oos.cthyl.chtor
<f19v.P1.3;K> ctholdar.cfholdar.cphesaiin.cscholdar.shodasy.ckholdar.kodchey
<f19v.P1.4;K> s.todaiir.ychey.sheay.ctholdar.chorl.keey.csholdar.kyshey
<f19v.P1.5;K> keey.cshpodar.sheay.s.ckholdar.keeay
<f19v.P1.6;K> todaeir.ckholdar.ccholdyr.chey.rkho.chey
<f19v.P1.7;K> keeay.yto.tedyaiir.keeay.ctholdar.y.odaiin.ctholdar
<f19v.P1.8;K> ccholdar.shaiin.dair.keed.csholdar.cthal.cthol.y.csholdar
<f19v.P1.9;K> ccholdyr.keey.csholdar.ctholda.cctholdar
<f19v.P1.10;K> chdy.cctholdar.eoykchey.cksholdar.keer
<f19v.P1.11;K> ctholdar.keey.oydar.tsholdan.cscholdar.cctholdar.cscholdar
<f19v.P1.12;K> shoy.voos.okan.tsholdar.csholdar
<f19v.P1.13;K> garr
<f20r>
<f20r.P1.1;K> pchear.fol.y.forsy.daiin.oldaids.or.chear
<f20r.P1.2;K> chor.lor.atchey.lsa.ckhey.lsa.sher.tshoeesy.ctholdy
<f20r.P1.3;K> oor.scholdar.shier.ldsa.or.y.oor
<f20r.P1.4;K> pchear.os.keey.kor.shier.kor.ckhyr.or
<f20r.P1.5;K> csholdar.oldaid.cthal.oir.esorsy.ataiin.ckhar
<f20r.P1.6;K> oes.oykschey.daiiin.ckhey.ldsa.y.shyeo.oador.eor
<f20r.P1.7;K> daiin.okain.shiy.cscholdar.ksa.ckhar
<f20r.P1.8;K> lksholdar.shiy.air.y.orr.cthildar
<f20r.P1.9;K> chy.or.otod.cthar.yad.eor.cthoddar.rcy
<f20r.P1.10;K> oer.cchosdar.or.ckhar.shii.ckhyr.ckhar
<f20r.P1.11;K> y.cphoy.tar.otchoyl.seay
<f20r.P1.12;K> ykaien.oir.lor.cthar.kor
<f20v>
<f20v.P1.1;K> y.chor.todaiir.todyaiir.chotey.chodain.tshoeesy.ckher.todaeir
<f20v.P1.2;K> ccholdar.eor.choty.shoy.choty.todaiir.vokaiir
<f20v.P1.3;K> daiin.oteom.rchy.chdy.tshodeesy.keed
<f20v.P1.4;K> todaiir.sher.chdaiin.chodain.ckeor
<f20v.P2.5;K> todaiir.dydy.podaeir.todaeir.tshodeesy.chesaiin
<f20v.P2.6;K> chodaiin.shey.tshoeesy.otairin.ckshey.tshoeesy.shoy.todaeir.kodaeir
<f20v.P2.7;K> kchodain.tshodeesy.chdaiin.ckeor.oesa.kchodain.chodaiin.ar
<f20v.P2.8;K> kchoain.chesaiin.oeso.rolosy.dydyd.kchodain.todaiir.podaer.dydy
<f20v.P3.9;K> shop.ckhar.lshoy.y.kodaeir.vokaiir.lchoain.ckhar.y
<f20v.P3.10;K> podaeir.keeay.chol.chodain.daiin.sher
<f20v.P3.11;K> oesa.eoykchey.chodain.chodaiin.keeay.atchiy.shed
<f20v.P3.12;K> y.osn.tsholdyan.chodain.fchodain.sho
<f21r>
<f21r.P1.1;K> pchom.y.ckhaer.pchom.sshe.syaoir.chol
<f21r.P1.2;K> odaiin.shol.eodshey.daicth.ckhaer.kaoiin.todeir
<f21r.P1.3;K> ar.shodain.todaeeir.ar.ear.codaiin.ctholdar
<f21r.P1.4;K> ckhar.shop.keody.shos.raiin.choity.keyd
<f21r.P1.5;K> y.cseor.sshol.oor.chor.aiiin.shos.kaiin.shol
<f21r.P1.6;K> cphar.shiy.far.y.shop.ydain.shos.dteom.todyaiir
<f21r.P1.7;K> raiin.shol.keed.kodaiin.todaeir.shaii.ldsy.ckhar
<f21r.P1.8;K> teed.y.cphy.oteom.cthar.dcfhol.todaeir.sa
<f21r.P1.9;K> daiid.shpar.ochodain.dteom.dchaiin.chor
<f21r.P1.10;K> oir.ckhar.todaeeir.chodaiin.todaiir.codaiin.teed
<f21r.P1.11;K> dchaien.ar.y.shos.pshol
<f21v>
<f21v.P1.1;K> toqol.pchoom.chey.chal.shodai.y.todyaiir.ar
<f21v.P1.2;K> todaiin.rseor.shol.chee.oydain.cseor.diicth.tshodeesy.cthal
<f21v.P1.3;K> shoy.doir.y.ytoe.keody.tydyaiir
<f21v.P1.4;K> modaeir.tshodeesy.todaiin.chal.todyaiir.lcthol.sorys
<f21v.P1.5;K> gaiin.dlocta.sain.chol.kodaiin.cthey.podaeir
<f21v.P1.6;K> tshoeesy.dchaiind.chaoity.tshoeesy.kodaeir.chosain.ckhyds.tshodeesy.lchoain
<f21v.P1.7;K> todaeir.chee.qydyaiir.raiin.chey.kodaiin.fodaiin.ckhe
<f21v.P1.8;K> ddain.cthyd.tshoeesy.fodaiin.fshodeesy
<f21v.P1.9;K> kseor.diicth.todaeir.fshodeesy.cthe
<f21v.P1.10;K> tsoeesy.cphy.lshoy.fodaiin.ochodain
<f21v.P1.11;K> sshol.oydain.y.codaiin.ctha.tshodeesy.odaiin
<f21v.P1.12;K> pdoir.ckhey.kodaeir.oir.teody
<f22r>
<f22r.P1.1;K> pshaiiram.cthyds.dain.cphoe.roo.rshaiiram.ar
<f22r.P1.2;K> ykaein.kodshey.cphoe.ar.todyaiir.oes.far
<f22r.P1.3;K> par.ypheey.yoiin.shol.tar
<f22r.P1.4;K> dain.shoy.ckheo.par.moshey.ar
<f22r.P1.5;K> pooiin.par.tar.pshol.air.gar.ar.sshos.or
<f22r.P1.6;K> ear.or.shem.ar.shok.eshodeesy.dar
<f22r.P1.7;K> tshodeesy.otol.ear.oar.rko.shotcheey
<f22r.P1.8;K> kshy.dar.dain.ar.sshod.yar.oar.soo.dair
<f22r.P1.9;K> ar.dair.dar.kodaiin.por.oteor.ar.arl.kshy
<f22r.P1.10;K> dchain.oteor.air.ltha.cothal
<f22r.P1.11;K> or.dlcta.dar.ckyeor.oar.or.kyor.shey
<f22r.P1.12;K> oteas.oteor.cteody.dar.yar
<f22v>
<f22v.P1.1;K> ro.ar.fodaii.kor.ar
<f22v.P1.2;K> todaeir.ro.tar.yaiir.par
<f22v.P1.3;K> ar.oir.tar.yar.kseorg.far.roo
<f22v.P1.4;K> rko.far.sor.par.dar.oar.rot
<f22v.P1.5;K> ear.yer.yar.ar.oydar.kseor.cpheay
<f22v.P1.6;K> rko.kseyr.arr.kseor.ar
<f22v.P1.7;K> oloty.ar.ckyeor.dos.ddaon.shokcheey.ro
<f22v.P1.8;K> kseor.ter.ro.arr.ro.okol.s
<f22v.P1.9;K> cphy.poer.chal.roo.ar
<f22v.P1.10;K> cthal.oydaen.drocta.daicthy.are
<f22v.P1.11;K> teeo.ar.chor.ar.alr.daiin.koidaiin.ctar
<f22v.P1.12;K> tdshodeesy.ro.arg.arr.todyaiid
<f22v.P1.13;K> cpshoy.alr.cpshy
<f23r>
<f23r.P1.1;K> cthol.ckheay.soryl.shear.lsshos.orl.air
<f23r.P1.2;K> are.s.oteal.ar.ctoldar
<f23r.P1.3;K> shey.soryl.rco.ar.or.chey
<f23r.P1.4;K> okan.s.ar.chear.tar.doiin.kaos.sory.ear
<f23r.P1.5;K> oar.arl.todyaiir.air.shosm.orl
<f23r.P1.6;K> ckyeor.shoy.ar.scthy.s.ykaiis.eor.todaeir.fachs
<f23r.P1.7;K> shokchee.par.ear.chear.cheam
<f23r.P1.8;K> cheyr.psheol.shokcheey.ar.shaiis.arl.shey.daiin.oor
<f23r.P1.9;K> are.yol.air.ckeor.or.ear.air.s.are
<f23r.P1.10;K> chal.chol.ar.ard.shosm.par
<f23r.P1.11;K> shos.shkhey.ar.chey.odaiin.s.ar
<f23v>
<f23v.P1.1;K> oaiir.cphoy.dpaiin.shos.cfyeor.ckhey.y
<f23v.P1.2;K> shodaein.cphey.okaiir.cphey.ore.oikol
<f23v.P1.3;K> ore.shodaein.deey.dyain.ikol.fachys.ikol.oikol.sorsy
<f23v.P1.4;K> cfyeor.ro.oikol.ckhey.ikol
<f23v.P1.5;K> ctheey.cphey.ard.fachr.oaiir
<f23v.P1.6;K> rko.eadr.shodain.ard.daion
<f23v.P1.7;K> par.okyeor.y.oteol.voo.cfyeor.chocfhy.cthey
<f23v.P1.8;K> sorsy.okchey.arg.tshodeesy.alre
<f23v.P1.9;K> par.kshol.fachs.or.far.oikol
<f23v.P1.10;K> ckyeor.shodain.cphey.y.oikool.shoain.deey.ar.daycthy
<f23v.P1.11;K> daiin.y.cpar.oar.tar.ard.yko.or
<f23v.P1.12;K> oikool.are.kseoorg.odaiin.oikoolm.kshol.fachr
<f23v.P1.13;K> okol.kshol.kar.oyr.ksholg
<f23v.P1.14;K> oteol.ar
<f24r>
<f24r.P1.1;K> pshochor.arl.ckeyr.y.cthal.cthy.chol
<f24r.P1.2;K> amd.shodoary.ord.rcthey.ctdol.oikool
<f24r.P1.3;K> shochor.lpho.shol.ccphey.shosh.tshoadeesy.oikyl.cthal
<f24r.P1.4;K> ctoldar.chor.oteal.pshochor.shachor
<f24r.P1.5;K> pshochor.shachor.s.oikol.shochor.faechr.cfhol.cthy
<f24r.P1.6;K> cphea.shachor.deiin.cphea.shochor.cthol.shey
<f24r.P1.7;K> scfhol.pshochor.y.shochor.oikoolm.lshochor.soryl.shochon.cthol
<f24r.P1.8;K> cfachs.cphey.shhochon.shachor.shiis.shshy.shoshy.shochor
<f24r.P1.9;K> okay.cphea.sorl.s.ckyeoor.cthol.sorl.dyain.cthey
<f24r.P1.10;K> cphey.dpaii.ohkool.rco.shok.dyain
<f24r.P1.11;K> chol.shochor
<f24v>
<f24v.P1.1;K> teoch.chopey.dal.shear.shykcheey.chear
<f24v.P1.2;K> ar.rko.chol.doar.shear.oar.kaiin.cphoy
<f24v.P1.3;K> yar.daycthy.mokol.ckham.oar.chear
<f24v.P1.4;K> ctdol.ksholy.cphey.yar.rko.okol.ar.shodeain
<f24v.P1.5;K> chotey.cthes.par.tyeody.daiim.oar.ytchol.cteol
<f24v.P1.6;K> yar.cher.y.ykaiin.shodain.dpchar
<f24v.P2.7;K> tar.kar.yar.par.choty.ldor.ohkool.dchar
<f24v.P2.8;K> orsho.ar.yaor.kar.kedey.ksoly
<f24v.P2.9;K> oar.lshoadeesy.shom.dpar.chol.tchey
<f24v.P3.10;K> soly.shodeain.shodain.sckhey.oar
<f24v.P3.11;K> chear.rko.yar.kar.shodain
<f24v.P3.12;K> paii.oikoal.tchey.sar.ar
<f24v.P3.13;K> yfor.oaor.y.lshachor.are.sa
<f24v.P3.14;K> kedey.y.sa
<f25r>
<f25r.P1.1;K> dpad.shosho.shachor.yshey.chodain.shey
<f25r.P1.2;K> chodaiin.kar.chodaiin.cthol.foldain.cfhol.cthol
<f25r.P1.3;K> s.shochar.cheyar.cheo.chol.ctdom
<f25r.P2.4;K> cthal.echol.cfhol.osaiin.loar.lyeody.echol.cpholdar.chotay
<f25r.P2.5;K> pyr.cfhol.chorain.chodaen.cthey.cfachg.shory.ycher.cthol
<f25r.P2.6;K> dpad.chodain.chocthy.s.dchad.chal.shol
<f25r.P2.7;K> dpar.shold.echol.chodai.dan.cthol
<f25r.P2.8;K> ckhey.y.chodain.cthey.shoil
<f25r.P2.9;K> kedey.ydr.cfhol.kashey.dpar.chal.cfhlol.dpad.cthar
<f25r.P2.10;K> ytchold.shol.yedey.cthey.choil.ckhey.chhol.cfhol.eoteal
<f25r.P2.11;K> otaiin.sheyr.yfo.kaiinm.shochon.cfhom.cchol
<f25v>
<f25v.P1.1;K> tshodees.cthey.shok.foldain.deoch.cthey.tyeody.shok
<f25v.P1.2;K> shoaiin.pshol.shok.s.kashey.ysheay.chey.chal.far
<f25v.P1.3;K> year.okeor.cchol.chey.sar.ysheay.or.sar
<f25v.P1.4;K> loar.shol.chey.saor.or
<f25v.P1.5;K> tyeody.oly.shaiin.shol.s.or.shok.ycher.ooiid
<f25v.P1.6;K> cphey.kshoaly.choctha.sar.yedr.ychho.cpholdar
<f25v.P1.7;K> cthey.chhol.shoaiin.cthes.chey.echold.oychho.shok
<f25v.P1.8;K> ryaiir.choctha.shok.kaiin.sqochar.tchey.choty
<f25v.P1.9;K> dain.olr.ar.ckhey.ylr
<f25v.P1.10;K> chhol.shoil.ydr.daiin.shol
<f25v.P1.11;K> lshoadeey.cpholdar.sheodain.ar.chadaiin.shok
<f25v.P1.12;K> cphlar.ckhey.schey.ckhey.or.ooiin.lshoadeesyScreenshot of the generator RE: Output from a Voynich generator I'm working on. - oshfdk - 15-05-2026 (15-05-2026, 06:47 PM)Dunsel Wrote: You are not allowed to view links. Register or Login to view.<f1v.P1.1;K> shokchiey.sho.osdain.otaiin.shol.chore Something looks off with the placement of EVA i and e in this line. shokchey.sho.osdain.otaiin.shol.chor would look fine to me RE: Output from a Voynich generator I'm working on. - nablator - 15-05-2026 (15-05-2026, 07:02 PM)oshfdk Wrote: You are not allowed to view links. Register or Login to view.Something looks off with the placement of EVA i and e in this line. Also ccth... mor. ![]() Bigrams are not enough, you need trigrams statistics to generate plausible Voynichese. RE: Output from a Voynich generator I'm working on. - Dunsel - 15-05-2026 (15-05-2026, 07:02 PM)oshfdk Wrote: You are not allowed to view links. Register or Login to view.(15-05-2026, 06:47 PM)Dunsel Wrote: You are not allowed to view links. Register or Login to view.<f1v.P1.1;K> shokchiey.sho.osdain.otaiin.shol.chore Thanks and yea, it's not going to look like Voynich, especially the further you go into the pages. I'm merely trying to model statistics. If I'm correct in this, reproducing exact Voynich would take that same infinite number of monkeys at typewriters it would take to create the works of Shakespeare. RE: Output from a Voynich generator I'm working on. - Dunsel - 15-05-2026 (15-05-2026, 07:08 PM)nablator Wrote: You are not allowed to view links. Register or Login to view.(15-05-2026, 07:02 PM)oshfdk Wrote: You are not allowed to view links. Register or Login to view.Something looks off with the placement of EVA i and e in this line. You're correct. That was a pretty easy addition. Here's a 50 page run with trigrams. Again, not looking to match them exactly but to create the 'ecology'. And, I think that's pretty close. Top 20 output trigrams (50 pages): sho: 510 hol: 441 cho: 355 hey: 309 aii: 302 iin: 258 cth: 254 dai: 241 she: 170 hod: 170 che: 170 cph: 170 ckh: 129 ain: 113 oda: 112 eey: 107 hoy: 99 dar: 93 tho: 92 har: 83 Top 20 Voynich trigrams (50 pages): cho: 699 iin: 558 aii: 537 dai: 371 hol: 351 hor: 295 chy: 294 cth: 273 sho: 251 che: 240 tch: 213 kch: 209 qok: 144 otc: 133 hey: 128 qot: 122 hod: 119 cha: 119 thy: 109 okc: 107 And, if I change the seed the output changes. Here's with seed 43 Top 20 output trigrams (50 pages): cho: 434 sho: 388 hol: 334 hey: 330 aii: 265 che: 261 cth: 245 dai: 232 iin: 221 she: 156 eey: 149 ain: 135 cph: 131 hor: 122 oda: 111 hod: 109 cfh: 96 dar: 87 kch: 85 ckh: 75 RE: Output from a Voynich generator I'm working on. - Mauro - 15-05-2026 Is it a Markov-chain generator or equivalent? RE: Output from a Voynich generator I'm working on. - Dunsel - 15-05-2026 (15-05-2026, 08:50 PM)Mauro Wrote: You are not allowed to view links. Register or Login to view.Is it a Markov-chain generator or equivalent? No. It’s a constrained recursive generator, not a simple probability-chain text model. Markov chains eventually fail and spew out garbage. I've ran this for 10000 pages and while it's not pretty Voynich, it still looks kinda Voynich. A markov chain would drift into repeated junk. Obviously, I still have a lot of knobs to turn. <f5000v> <f5000v.P1.1;K> tchey.daicthy.oyechdl.shodaro.o.chey <f5000v.P1.2;K> kchor.otairin.cphey.tdoeeychhh.ddeechhh.cthy.kdoeeychhh.otol.daicthy <f5000v.P1.3;K> loaychhg.odar.tdoeeachh.cphey.doeechhh <f5000v.P1.4;K> otol.shodaro.ofsho.tdoeeychh.cthol.chey <f5000v.P1.5;K> dain.ofsho.yos.ldoeeach.cphy.loeeychh.chodain.kchor <f5000v.P1.6;K> o.doleechch.tdoeeychhm.ckhey.koshey.chey <f5000v.P1.7;K> tchol.os.daickhy.oyeychhg.doeaychhh <f5000v.P1.8;K> cteols.chey.chy.cshol.daiin <f5000v.P1.9;K> chey.cphy.tdoeeechg.oeeychhg.cheey <f5000v.P1.10;K> ooechdl.deeaychhh.tdoeoachh.cphy.cchey.tdoeeychhm <f5000v.P1.11;K> doleechch.chy.daiin.o.tdoeeychhm <f5000v.P2.12;K> o.kshy.otol.cfhol.tdoeeochhh.chol.cheey.cchey.doayachhh <f5000v.P2.13;K> o RE: Output from a Voynich generator I'm working on. - JoJo_Jost - 15-05-2026 Ultimately, you can always build a generator that closely approximates VMS by training it on VMS data. The question is whether the number of parameters can be reduced to a simple system that would have been feasible in the 15th century.... RE: Output from a Voynich generator I'm working on. - Dunsel - 15-05-2026 (15-05-2026, 09:22 PM)JoJo_Jost Wrote: You are not allowed to view links. Register or Login to view.Ultimately, you can always build a generator that closely approximates VMS by training it on VMS data. The question is whether the number of parameters can be reduced to a simple system that would have been feasible in the 15th century.... EXCELLENT QUESTION! I was waiting for this one. THAT sir, is a constraint I placed on myself at the start of all this. 15th century human doable. No slide rules, no taro cards, no dice, no grilles, no complicated lookup tables, no memorizing an encyclopedia. And here's what I think I have. A human doable method that requires a single page to start with as a seed (f1r is what I've been working with) and a single sheet of paper to act as a ledger. The difficulty in all this, and Torsten Timm's latest paper talks about it, is trying to model human behavior in python. To test this out, I loaded up 150 words from Dracula as the seed. I created some real interesting pseudo English. Code: <f1r>
<f1r.P1.1;K> s.sound.really.there.them.yawing.own.it.and.again.than.did.of
<f1r.P1.2;K> jaw.her.he.we.snow.steps.her.at.that.than.room.s.wonder
<f1r.P1.3;K> right.sent.i.brain.the.good.quietly.the.for.other.be.lunatic.join
<f1r.P1.4;K> with.her.sister.no.see.helsing.he.more.stand.would.s.some.won
<f1r.P1.5;K> i.to.sternness.of.me.a.supremely.the.awake.view.talking.sake.been
<f1r.P1.6;K> beginning.the.office.you.on.sleep.me.i.and.discussion.was.august.by
<f1r.P1.7;K> which.if.copy.matters.s.that.he.the.as.reason.came.for.then
<f1r.P1.8;K> come.the.no.when.to.ready.the.as.looked.came.and.from.ever
<f1r.P1.9;K> of.came.eyes.direction.no.all.steersman.her.paper.handsome.fascinating.whose.seemed
<f1r.P1.10;K> solicitors.my.answer.went.sat.went.to.god.i.know.apparent.tradition.good
<f1r.P1.11;K> wills.shall.we.t.the.the.there.glad.window.waiting.old.we.of
<f1r.P1.12;K> were.may.white.dear.which.who.to
....
<f24v>
<f24v.P1.1;K> off.wpere.fascinating.lunatic.lunafic
<f24v.P1.2;K> rto.when.eyes.rtto.npo.gaod.lunapic
<f24v.P1.3;K> lunatic.were.lunatic.lunafic.lugnaxic.sent.lunapic.lunagic
<f24v.P1.4;K> meatters.staend.were.aokf.paper.lbnatic.gyoodr
<f24v.P1.5;K> rto.other.ober.joiin.lunapic.lfunatic.then
<f24v.P1.6;K> lunaxic.lunamic.iff.nama.them.kunatic
<f24v.P1.7;K> wpere.lunafic.meatters.wpere.i.good
<f24v.P1.8;K> kview.gooad.lunaftc.were.lunatic.meatterz
<f24v.P1.9;K> unakiic.thym.fofr.as.ahen.lunapic.lunafic.i
<f24v.P1.10;K> lunapic.i.punafic.wes.lunavic.ioff.aby.ipf.lpnapic
<f24v.P1.11;K> rof.lunamicq.luapic.rtto.i
<f24v.P1.12;K> lunawic.lunafic.fofw.lunafit.punakic.fofw
<f24v.P1.13;K> odd.rdally.pof.then
<f25r>
<f25r.P1.1;K> of.wea.s.nto.luzakic.than.yll
<f25r.P1.2;K> oof.lunafit.of.fascinaping.luzakic
<f25r.P1.3;K> lunafic.hof.lunafic.thax.solicitors.youd.vea.spernness
<f25r.P1.4;K> s.of.lunafic.solicitofs.oud.than
<f25r.P1.5;K> kview.oif.meatterz.hof.ofu.lunakic.sternness.lunafit.of
<f25r.P1.6;K> good.lunafiq.htf.vas.i.vas.yeof
<f25r.P1.7;K> punakyc.of.quietly.ref.iift.lunaftc.lunaguic.lunafic.osf
<f25r.P1.8;K> opf.gmorey.of.nro.lunafit
<f25r.P1.9;K> pyoud.opf.oof.gooad.lunafic.off.seoemed.ohu
<f25r.P1.10;K> wea.of.quiewly.seoemed.oof.lunatic
<f25r.P1.11;K> onf.oif.of.ahez.oof.oyf.good.unaotic
<f25r.P1.12;K> talkng.quiewly.lunatit
<f25v>
<f25v.P1.1;K> lunafiq.with.lunapic.whice.syt.okf.to.pof
<f25v.P1.2;K> pto.bthe.lunafic.ofu.pto.pof
<f25v.P1.3;K> puo.lfunatic.puy.pto.rto.lunatic.steersmin
<f25v.P1.4;K> lunatic.steersman.rpo.tto.rpom.oaf.gthym
<f25v.P1.5;K> nto.the.lunatic.okf.lfunatic.of
<f25v.P1.6;K> steersmin.kunatic.tos.rto.cof.thym.vof.nto.uto
<f25v.P1.7;K> to.dea.of.wfas.eyeu.of.toz.gof.fit
<f25v.P1.8;K> wish.wye.uto.lunatic.vunafiq.aof.goon.lunatic
<f25v.P1.9;K> of.luntic.oiff.oaf.ltnapic.atters.nuy
<f25v.P1.10;K> rof.mof.puy.of.xhan.orf.oyf
<f25v.P1.11;K> lunazic.i.kunatic.lunagic.oif.lith.eever.oof.lunatic
<f25v.P1.12;K> oaf.rof.of.no.toAND... I may be sticking my neck out on this statement... but, my tests have pretty well convinced me that You are not allowed to view links. Register or Login to view. was NOT the first page of the book. RE: Output from a Voynich generator I'm working on. - ReneZ - 15-05-2026 (15-05-2026, 07:08 PM)nablator Wrote: You are not allowed to view links. Register or Login to view.(15-05-2026, 07:02 PM)oshfdk Wrote: You are not allowed to view links. Register or Login to view.Something looks off with the placement of EVA i and e in this line. It would work better, but it becomes a bit of a brute force method. In both cases (bigrams and trigrams) a separate tweak will be necessary to get realistic word spacing. And you need separate rules for the various Currier languages and dialects... |