:- module(nldata_cycl_pos0,[brillPos/1,brillPos/1,bposToCPos/2,bcr/1,transprob/4,transprob2/3]). :- dynamic((brillPos/1,brillPos/1,bcr/1,transprob/4,transprob2/3)). :- style_check(-singleton). :- style_check(-discontiguous). % :- style_check(-atom). :- set_prolog_flag(double_quotes, string). % %(csetq *read-require-constant-exists* NIL)(lisp-to-cafe-file "all.kif" "prologout.txt") % assumes loaded in this order: ['freq.pdat.txt'],['colloc.pdat.txt'],['BRN_WSJ_LEXICON.txt']. % TODO use %:- ['pt-grammar.prul2.txt']. % exports sentencePos/2,bposToCPos1/2 % imports learnText(Words),learnTexts(Words) from cyc_nl % :-[cyc_nl_rosetta]. % ======================================================= % utterance breaker % ======================================================= sentenceTagger(String):-sentenceTagger(String,X),dumpList(X). sentenceBreaker(String,BrokenA):- getWordTokens(String,Words),!, sentenceBreakerRespace(Words,Broken000), sentenceBreakerUncontract(Broken000,Broken00), sentenceBreakerDenoter(Broken00,Broken0), sentenceBreakerReMWS(Broken00,Broken0,BrokenA),!. sentenceTagger(String,Tagged):- sentenceBreaker(String,BrokenA),!, sentencePos(BrokenA,Tagged). sentenceBreakerRespace([L,'\'',R|BrokenA],BrokenB):- concat_atom([L,'\'',R],W),!,sentenceBreakerRespace([W|BrokenA],BrokenB). sentenceBreakerRespace([W|BrokenA],[W|BrokenB]):-!,sentenceBreakerRespace(BrokenA,BrokenB). sentenceBreakerRespace(Broken0,Broken0). %commonMispelling(Mispell,Correction). commonMispelling('teh',the). commonMispelling('yo',you). commonMispelling('A',a). commonMispelling('An',an). commonMispelling('i','I'). commonMispelling('The',the). sentenceBreakerUncontract([Mispell|BrokenA],BrokenB):- commonMispelling(Mispell,Correction),sentenceBreakerUncontract([Correction|BrokenA],BrokenB). sentenceBreakerUncontract(['aint'|BrokenA],BrokenB):- sentenceBreakerUncontract([are,not|BrokenA],BrokenB). sentenceBreakerUncontract(['ain\'t'|BrokenA],BrokenB):- sentenceBreakerUncontract([are,not|BrokenA],BrokenB). sentenceBreakerUncontract(['can\'t'|BrokenA],BrokenB):- sentenceBreakerUncontract([can,not|BrokenA],BrokenB). sentenceBreakerUncontract(['won\'t'|BrokenA],BrokenB):- sentenceBreakerUncontract([will,not|BrokenA],BrokenB). sentenceBreakerUncontract(['wont'|BrokenA],BrokenB):- sentenceBreakerUncontract([will,not|BrokenA],BrokenB). sentenceBreakerUncontract(['she\'s'|BrokenA],BrokenB):- sentenceBreakerUncontract([she,is|BrokenA],BrokenB). sentenceBreakerUncontract(['he\'s'|BrokenA],BrokenB):- sentenceBreakerUncontract([he,is|BrokenA],BrokenB). sentenceBreakerUncontract(['it\'s'|BrokenA],BrokenB):- sentenceBreakerUncontract([it,is|BrokenA],BrokenB). sentenceBreakerUncontract(['they\'s'|BrokenA],BrokenB):- sentenceBreakerUncontract([they,is|BrokenA],BrokenB). sentenceBreakerUncontract([SHOULDNT|BrokenA],BrokenB):-atom_concat(SHOULD,'n\'t',SHOULDNT),sentenceBreakerUncontract([SHOULD,not|BrokenA],BrokenB). sentenceBreakerUncontract([YOURE|BrokenA],BrokenB):-atom_concat(YOU,'\'re',YOURE),sentenceBreakerUncontract([YOU,are|BrokenA],BrokenB). sentenceBreakerUncontract([IAM|BrokenA],BrokenB):-atom_concat(I,'\'m',IAM),sentenceBreakerUncontract([I,am|BrokenA],BrokenB). sentenceBreakerUncontract([W|BrokenA],[W|BrokenB]):-!,sentenceBreakerUncontract(BrokenA,BrokenB). sentenceBreakerUncontract(Broken0,Broken0). sentenceBreakerDenoter(Words,Tagged):-evalSubL('MAPCAR'('#\'CAR','DENOTATION-MAPPER'(string(Words), quote(['#$middleName','#$middleNameInitial','#$nicknames','#$givenNames','#$firstName','#$abbreviationString-PN','#$alias','#$initialismString']),':GREEDY',':greedy')),List,_),reformatStrings(List,Tagged),!. %sentenceBreaker0(Words,Tagged):-evalSubL('denotation-mapper'(string(Words),'NIL',':greedy'),List:_),reformatStrings(List,Tagged),!. %sentenceBreaker1(['\'',[A]|BrokenA],[[W]|BrokenB]):- atom(A),atom_concat('\'',A,W),!,sentenceBreaker1(BrokenA,BrokenB). %sentenceBreaker1(['\'',A|BrokenA],[[W]|BrokenB]):- atom(A),atom_concat('\'',A,W),!,sentenceBreaker1(BrokenA,BrokenB). noBreak(a). noBreak(the). noBreak(an). noBreak(_). sentenceBreakerReMWS([NoBreak|Rest],Breaks,[[[txt,NoBreak]]|Results]):-noBreak(NoBreak),!,sentenceBreakerReMWS(Rest,Breaks,Results). sentenceBreakerReMWS(Words,Breaks,[[[txt|Ws]]|Results]):- member(string(Ws),Breaks),append(Ws,Rest,Words),!,sentenceBreakerReMWS(Rest,Breaks,Results). sentenceBreakerReMWS([Ws|Rest],Breaks,[[[txt,W],[txt,Ws],0.7-'\'s']|Results]):-atom_concat(W,'\'s',Ws),sentenceBreakerReMWS(Rest,Breaks,Results). sentenceBreakerReMWS([Ws|Rest],Breaks,[[[txt,Ws]]|Results]):-sentenceBreakerReMWS(Rest,Breaks,Results). sentenceBreakerReMWS([],_,[]):-!. % ================================================================================ % sentencePos/2 % ================================================================================ sentencePos(In,Out):- sentencePosAdd(In,PosAdded),!, sentenceViterbi(PosAdded,Viterbi),!, sentenceApplyBrillContextRules(Viterbi,Out). % ================================================================================ % wordForString/3 % ================================================================================ wordForString(['right-wall'],'WordFn'(string('laast')),'NLWordForm'):-!. wordForString(['left-wall'],'WordFn'(string('staart')),'NLWordForm'):-!. wordForString(['.'],'Period-TheSymbol','Punctuation-SP'):-!. wordForString(String,Word,Pos):-atom(String),!,wordForString([String],Word,Pos). wordForString(String,Word,Pos):- once(learnText(String)),%ignore(member(Pos,['CountNoun','']) findall(Word:Pos,textCached(String,[lex,Word,Pos|_]),Words),leastOne(Words),sort(Words,Words9),!,member(Word:Pos,Words9). wordForString(String,'WordFn'(string(String)),Pos). % ================================================================================ % getPos/3 % ================================================================================ %getPos(S,Pos,Word):-holds(partOfSpeech,Word,Pos,string(S)). getPos(S,Pos,Word):-number(S),!,fail. getPos(S,'ProperNoun',Word):-catch(cycQuery('#$or'(nameSpelling(Word,string(S)),commonNickname(Word,string(S))),'NameLexicalMt'),_,fail). getPos(S,Pos,Word):-catch(cycQuery(partOfSpeech(Word,Pos,string(S)),'GeneralEnglishMt'),_,fail). getPos(S,Pos,Word):-cycQuery(and(wordStrings(Word,string(S)),partOfSpeech(Word,Pos,string(S)))). getPos(S,Pos,Word):-cycQuery(and(speechPartPreds(Pos,Pred),[Pred,Word,string(S)])). getPos(S,Pred,Word):- catch(cycQuery(and(speechPartPreds(Pos,Pred),[Pred,Word,string(S)])),_,fail). getPos(S,POSP,Word):-cycQuery(and(wordForms(Word,Pred,string(S)),speechPartPreds(Pos,Pred))),member(POSP,[Pred,Pos]). %getPos(W,Pred,Word):-cycQueryV([Pred,Word],and(speechPartPreds(Pos,Pred),[Pred,Word,string(W)])). % sformat(S,'(remove-duplicates (ask-template \'(?Pos ?Word) \'(#$and (#$speechPartPreds ?Pos ?Pred)(?Pred ?Word "~w")) #$EverythingPSC) #\'TREE-EQUAL)',[W]), % evalSubL(S,R:_). %sentenceApplyBrillContextRules(Mid,Mid):-! % ================================================================================ % sentenceViterbi/2 % ================================================================================ sentenceViterbi(In,Out):-!, append(In,[ [[txt,('.')], _:_ , 0.8 - ('.'), 'BEST'|'NIL'] ], Do), most_probable_hmm_path(In,_,Best),!, replacePOSFixer(In,Best,Out). replacePOSFixer([],_,[]). replacePOSFixer([S|In],[B|Best],[O|Out]):- notrace(subst(S, 'BEST',1.0 - B, O)), replacePOSFixer(In,Best,Out),!. replacePOSFixer(S,B,S):-nl,writeq(replacePOSFixer(S,B,O)),nl,nl. %true. e2p(S,O):- sentenceBreaker(S,B),most_probable_hmm_path(B,_,O). testPos :- e2p([can,he,can,can,a,can],Path), write(Path),nl. % Path = [pron,aux,v,dt,n] % cyc adjusted probs % put output pos into dcg area outprob([],_,_):-!,fail. outprob(Atom,Pos,Prob):-atom(Atom),!,outprob([Atom],Pos,Prob). outprob([a],dt,0.300):-!. outprob(Data,Pos,Prob):-member([txt|Text],Data),!,isTagSimply(Data,Pos,Prob). outprob(Data,Pos,Prob):-member([txt|Text],Data),!,outprob(Text,Pos,Prob). %outprob([can],aux,0.010):-!. %outprob([can],v,0.005):-!. outprob([can],nn,0.007). %outprob([he],pron,0.070):-!. outprob([Atom],Pos,Prob):-atom(Atom),cyc:toLowercase(Atom,Lower),Atom\==Lower,!,outprob([Lower],Pos,Prob). outprob([_|W],Pos,Prob):-W\==[],!,outprob(W,Pos,Prob). outprob(W,Pos,Prob):-findall(Pos:Prob,getTextBPosR(W,Pos,Prob),List),List=[_|_],!,member(Pos:Prob,List). outprob(_,'nn',0.85). outprob(_,'jj',0.195). outprob(_,'ns',0.02). outprob(_,'vbz',0.01). %% todo code up wrd/3 %% verterbiDcg(Prob,[]) --> wrd(Word1,Pos1,Prob1),wrd(Word2,Pos2,Prob2),{transprob(Pos1,Pos2,TProb),Prob is Prob1*Prob2*TProb}. getTextBPosR([(',')],(cc),0.1). getTextBPosR([('.')],('.'),0.8). getTextBPosR([('?')],('.'),0.3). getTextBPosR([W],W,1.0):-atom(W),atom_codes(W,[C]),char_type(C,M),member(M,[punct,white]),!. %text_lit(W). getTextBPosR([N],cd,1.0):-number(N). getTextBPosR(MWS,P,0.56):-mws(MWS,P),!. getTextBPosR([W],'\'s',0.58):-atom_concat(N,'\'s',W). getTextBPosR([W],'n\'t',0.59):-atom_concat(N,'n\'t',W). getTextBPosR([W],P,N):-text_bpos(N,W,P). getTextBPosR([W],P,0.25):-text_bpos(W,P),not((text_bpos(N,W,P))). %getTextBPosR(P,L):-dcg_rewrite(P,L). %transprob(X,Y,0.10000):-true,not(transprob(X,Y,_)),!. transprob(X,Y,ZO):-tagEquiv(X,XO,Xr),tagEquiv(Y,YO,Yr),transprob2(XO,YO,Z),ZO is Z*(Xr+Yr)/2,!. %transprob(X,Y,Z):-transprob(X,Y,Z,_). /* transprob(staart,dt,0.30). transprob(v,dt,0.36). transprob(staart,aux,0.20). transprob(v,aux,0.01). transprob(staart,v,0.10). transprob(v,v,0.01). transprob(staart,n,0.10). transprob(v,n,0.26). transprob(staart,pron,0.30). transprob(v,pron,0.36). transprob(dt,dt,0.20). transprob(n,dt,0.01). transprob(dt,aux,0.01). transprob(n,aux,0.25). transprob(dt,v,0.01). transprob(n,v,0.39). transprob(dt,n,0.77). transprob(n,n,0.34). transprob(dt,pron,0.01). transprob(n,pron,0.01). transprob(aux,dt,0.18). transprob(pron,dt,0.01). transprob(aux,aux,0.10). transprob(pron,aux,0.45). transprob(aux,v,0.50). transprob(pron,v,0.52). transprob(aux,n,0.01). transprob(pron,n,0.01). transprob(aux,pron,0.21). transprob(pron,pron,0.01). */ most_probable_hmm_path(Words,P,Path) :- probable_paths(Words,[1-[staart]],PPaths), keymax(PPaths,P-Path1), reverse(Path1,[staart|Path]). probable_paths([],PPaths,PPaths). probable_paths([Word|Words],PPaths0,PPaths) :- findall(PPath, (outprob(Word,Tag2,PL), findall(P2-[Tag2,Tag1|Tags], (member(P1-[Tag1|Tags],PPaths0), transprob(Tag1,Tag2,PT), P2 is PL*PT*P1), AllPaths), keymax(AllPaths,PPath)), PPaths1), %writeq(PPaths1),nl,nl, probable_paths(Words,PPaths1,PPaths). keymax(AllPaths, MaxProb-PPath) :- keymax(AllPaths, -1, [staart], MaxProb, PPath). %----------------------------------------------------+ % keymax(+Elements,+AkkuNum,+AkkuPath,-Max,-MaxPath) %----------------------------------------------------+ % stop: keine elemente mehr keymax([], Max, MaxPath, Max, MaxPath). % nimmt das bisher groesste mit keymax([Num1-Val1|Tail], Num2, Val2, Max, MaxPath) :- ( Num1 > Num2 -> keymax(Tail, Num1, Val1, Max, MaxPath) ; keymax(Tail, Num2, Val2, Max, MaxPath) ). % ================================================================================ % sentenceS/2 % ================================================================================ /* sentenceS(Broken,Types):- sentenceSS(Broken,Types). sentenceS(Broken,Broken). sentenceSS(Broken,Types):-sentenceSS('S',Broken,Types). sentenceSS(Type,Line,[S:Limit,Type,[sub|SubLine], [txt|Text] ]):- dcg_rewrite(Simple,Type,[M|Match]), sentenceSS(Simple,[M|Match],Line,SubLine). expandM(How,[M|Match],Expanded,HowMS):- expandS(How,M,MExpanded,HowM), expandM(HowM,Match,MMExpanded,HowMS), append(MExpanded,MMExpanded,Expanded). expandS(How,M,Expanded,Hows):-not(member(M,How)),dcg_rewrite(_,M,Expand),intersection(How,Expand,[]),expandM([M|How],Expand,Expanded,Hows). expandS(H,M,[M],H):-not(dcg_rewrite(_,M,Expand)). dcg_rewrite(Type,SPos):-dcg_rewrite_simple(Type,SPos). dcg_rewrite(Type,SPos):-dcg_rewrite_complex(Type,SPos). */ % ================================================================================ % sentenceSegs/2 % ================================================================================ %sentenceSegs(Broken,Type):- findall(Types,sentenceSegment(Broken,Types),Sort),list_to_set(Sort,Sorted),!,member(Type,Sorted). sentenceSegs(Broken,Types):- sentenceSegment(Broken,Types). sentenceSegs(Broken,Broken). e2s(Eng,Out):-sentenceBreaker(Eng,Broken),dumpList(Broken),!,sentenceSegs(Broken,Out). getLoc(L,S:E):-member(S:E,L),!. getLoc([L],S:E):-getLoc(L,S:E),!. getLoc([L|List],S:E):-getLoc(L,S:_),getLoc(List,_:E),!. sentenceSegment([],[]). sentenceSegment([L],[L]):-isTagSimply(L,'S'),!. sentenceSegment(X,Y):-sentenceSegment2(X,Y). sentenceSegment2([L|Line],Types):- % once((getLoc(L,S:End),getText(L,Text1),length(Line,Len))), dcg_rewrite(Simple,Type,[M|Match]),length(Match,ML),%Len>=ML, once((isTagSimply(L,M))), once((tryRestMatch(End,Line,Match,Text2,Limit,Rest,SubLine),append(Text1,Text2,Text), THIS1=[S:Limit,Type,rule([M|Match]), [sub,[M,L]|SubLine], [txt|Text] ])), ( (sentenceSegment2(Rest,RestTypes),sentenceSegment([THIS1|RestTypes],Types)); (sentenceSegment([THIS1|Rest],Types))). %sentenceSegment([S,L|Line],[S|Types]):-sentenceSegment2([L|Line],Types). %sentenceSegment([L],[L]):-member([tag,_,'S'|_],L),!. %sentenceSegment([X],[X]). tryRestMatch(S,Rest,[],[],S,Rest,[]):-!. tryRestMatch(S,[L|Rest],[M],Text,Limit,Rest,[[M,L]]):-!, isTagSimply(L,M),getLoc(L,_:Limit),getText(L,Text). tryRestMatch(S,[L|Line],[M|Match],Text,Limit,Rest,[[M,L]|Subline]):- isTagSimply(L,M),!,tryRestMatch(S,Line,Match,Text2,Limit,Rest,Subline),!, getText(L,Text1),append(Text1,Text2,Text). %getSubLine(L,Subline). %getSubLine(L,[L]). cleanPOSr:-text_bpos(F,W,P),F>0.3,retract(text_bpos(W,_)),fail. cleanPOSr. %:-cleanPOSr. % ================================================================================ % posAdder/2 % ================================================================================ sentencePosAdd(Before,After):- sentenceBreakerPOSAdder2(1,Before,After),!. sentenceBreakerPOSAdder2(N,[],[]). sentenceBreakerPOSAdder2(N,[W|Before],[D|After]):- NN is N+1,posAdder(N:N,W,D), sentenceBreakerPOSAdder2(NN,Before,After). posAdder(N,W,D):-member([txt|Words],W),learnText(Words),learnTexts(Words),!,posAdder(N,Words,W,D). posAdder(N,W,W):-!. %true. posAdder(N,W,D,Out):- posKeys(W,Poses), append(D,[N,'BEST'|Poses],Out). %append(More,'NIL',Out). posAdder(Words,D,D). posKeys(W,RAPos):- findAllBPos(W,Poses), findAllCPos(Poses,W,CPos), append(Poses,CPos,LAPos),list_to_set(LAPos,APos),keysort(APos,SAPos),reverse(SAPos,RAPos). findAllBPos(W,Poses):-findall(PosVal-BPos,outprob(W,BPos,PosVal),Poses). findAllCPos(C,W,Poses):-findall(0.2-BPos,getTextCPos(C,W,BPos),Poses). acceptedPOS(CPos):-atom(CPos),name(CPos,[A1|_]),is_lower(A1),!,fail. acceptedPOS(CPos):-member(CPos,['CountNoun-Generic','CountNoun','NLWordForm','Noun']),!,fail. acceptedPOS(CPos). notLowercase(H1):-atom(H1),name(H1,[A1|_]), is_upper(A1). getTextCPos([_|_],W,CPos):-textCached(W,[lex,_,CPos]),acceptedPOS(CPos). getTextCPos([],W,CPos):-textCached(W,[lex,_,CPos]),notLowercase(CPos). %getTextCPos(_,W,CPos):-textCached(W,[frame, SemTrans, RegularFrame, CPos , Frame]). % ================================================================================ % posCleaner/4 % ================================================================================ bcrAll(BCRs):-findall(BCR,bcr(BCR),BCRs). %sentenceApplyBrillContextRules(Out,Out):-!. sentenceApplyBrillContextRules(Mid,Out):-bcrAll(BCRs),applyBCRs(BCRs,Mid,Out),!. applyBCRs([],Out,Out). applyBCRs([B|BCRs],In,Out):-applyBCR(B,B,In,Mid),applyBCRs(BCRs,Mid,Out). isWrd(A,WORD):-memberchk([txt,WORD],A). isTag(Data,TAG):-TAG=='Pronoun',!,nth1(N,Data, _-TAG ),!. isTag(Data,TAG):-TAG=='PossessivePronoun-Pre',!,nth1(N,Data, _-TAG ),!. isTag(Data,TAG):-nth1(N,Data, V-TAGGED ), N<6,!,once(tagEquiv(TAG,TAGGED,_)). isTag(Data,TAG):-nth1(N,Data, V-TAGGED ), (V>=0.6), once(tagEquiv(TAG,TAGGED,_)). %isTag(Data,TAG):-member(_-TAG,Data),!. %isTag(Data,TAG):-member(N-TAGGED,Data), N>=0.2, once(tagEquiv(TAG,TAGGED,_)). isCycTag(Data,TAG):-nth1(N,Data, _-TAGGED ),atom_codes(TAGGED,[C|_]),char_type(C,upper),once(tagEquiv(TAG,TAGGED,_)). isTagAtAll(Data,TAG):-nth1(N,Data, _-TAGGED ),once(tagEquiv(TAG,TAGGED,_)),!. tagEquiv(X,X,1.0). tagEquiv(X,Y,0.6):-bposToCPos0(X,Y),X\=Y. %tagEquiv(X,Y,0.3):-bposToCPos0(Y,X). tagEquiv(X,Y,0.2):-bposToCPos0(X,M1),bposToCPos0(Y,M2),X\=Y,M1=M2,!. isTagSimply(Data,Pos):-isTagSimply(Data,Pos,Num),Num>0.4. %isTagSimply(Data,'staart',1.0):-memberchk(1:_,Data). isTagSimply(Data,Pos,Prob):-member(Prob-Pos,Data). substPos(BCR,A,OTAG,NTAG,X):- findall(MPOS,bposToCPos0(OTAG,MPOS),SusbtList), substAll(A,[OTAG|SusbtList],NTAG,X), cyc:fmt(substPos(BCR,A,OTAG,NTAG,X)),!. applyBCR(BCR,R,[],[]):-!. applyBCR(BCR,[TAG1,TAG2,'curwd',WORD],[A|In],[X|Out]):- isWrd(A,WORD),isTagSimply(A,TAG1),!, substPos(BCR,A,TAG1,TAG2,X),applyBCR(BCR,[Tag1,TAG2,'curwd',WORD],In,Out). applyBCR(BCR,[TAG1,TAG2,'lbigram',WORD1,WORD2],[A,B|In],Out):- isWrd(A,WORD1),isWrd(B,WORD2),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'lbigram',WORD1,WORD2],[A,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'nextbigram',TAG3,TAG4],[A,B,C|In],Out):- isTagSimply(A,TAG1),isTagSimply(B,TAG3),isTagSimply(C,TAG4),!, substPos(BCR,A,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'nextbigram',TAG3,TAG4],[X,B,C|In],Out). applyBCR(BCR,[TAG1,TAG2,'nexttag',TAG3],[B,A|In],Out):- isTagSimply(A,TAG3),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'nexttag',TAG3],[X,A|In],Out). applyBCR(BCR,[TAG1,TAG2,'next1or2tag',TAG3],[B,H1,A|In],Out):- (isTagSimply(A,TAG3);isTagSimply(H1,TAG3)),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'next1or2tag',TAG3],[X,H1,A|In],Out). applyBCR(BCR,[TAG1,TAG2,'next1or2or3tag',TAG3],[B,H1,H2,A|In],Out):- (isTagSimply(A,TAG3);isTagSimply(H1,TAG3);isTagSimply(H2,TAG3)),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'next1or2or3tag',TAG3],[X,H1,H2,A|In],Out). applyBCR(BCR,[TAG1,TAG2,'next2tag',TAG3],[B,H1,A|In],Out):- isTagSimply(A,TAG3),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'next2tag',TAG3],[X,H1,A|In],Out). applyBCR(BCR,[TAG1,TAG2,'nextwd',WORD1],[B,A|In],Out):- isWrd(A,WORD1),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'nextwd',TAG3],[X,A|In],Out). applyBCR(BCR,[TAG1,TAG2,'prevbigram',TAG3,TAG4],[A,B,C|In],Out):- isTagSimply(A,TAG3),isTagSimply(B,TAG4),isTagSimply(C,TAG1),!, substPos(BCR,C,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prevbigram',TAG3,TAG4],[A,B,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prevtag',TAG3],[A,B|In],Out):- isTagSimply(A,TAG3),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prevtag',TAG3],[A,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prev1or2tag',TAG3],[A,B,C|In],Out):- (isTagSimply(A,TAG3);isTagSimply(B,TAG3)),isTagSimply(C,TAG1),!, substPos(BCR,C,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prev1or2tag',TAG3],[A,B,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prev1or2or3tag',TAG3],[A,H1,H2,B|In],Out):- (isTagSimply(A,TAG3);isTagSimply(H1,TAG3);isTagSimply(H2,TAG3)),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prev1or2or3tag',TAG3],[A,H1,H2,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prev2tag',TAG3],[A,H1,B|In],Out):- isTagSimply(H1,TAG3),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prev2tag',TAG3],[A,H1,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prevwd',WORD1],[A,B|In],Out):- isWrd(A,WORD1),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prevwd',TAG3],[A,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prev1or2wd',TAG3],[A,H1,B|In],Out):- (isWrd(A,TAG3);isWrd(H1,TAG3)),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prev1or2wd',TAG3],[A,H1,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prev1or2or3wd',TAG3],[A,H1,H2,B|In],Out):- (isWrd(A,TAG3);isWrd(H1,TAG3);isWrd(H2,TAG3)),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prev1or2or3wd',TAG3],[A,H1,H2,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'prev2wd',TAG3],[A,H1,B|In],Out):- isWrd(A,TAG3),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'prev2wd',TAG3],[A,H1,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'rbigram',WORD1,WORD2],[A,B|In],Out):- isWrd(A,WORD1),isWrd(B,WORD2),isTagSimply(A,TAG1),!, substPos(BCR,A,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'rbigram',WORD1,WORD2],[X,B|In],Out). applyBCR(BCR,[TAG1,TAG2,'surroundtag',TAG3,TAG4],[A,B,C|In],Out):- isTagSimply(A,TAG3),isTagSimply(B,TAG1),isTagSimply(C,TAG4),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'surroundtag',TAG3,TAG4],[A,X,C|In],Out). applyBCR(BCR,[TAG1,TAG2,'surroundwd',WORD1,WORD2],[A,B,C|In],Out):- isWrd(A,WORD1),isTagSimply(B,TAG1),isWrd(C,WORD2),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'surroundwd',TAG3,TAG4],[A,X,C|In],Out). applyBCR(BCR,[TAG1,TAG2,'wdand2bfr',WORD1,WORD2],[A,B,C|In],Out):- isWrd(A,WORD1),isWrd(C,WORD2),isTagSimply(C,TAG1),!, substPos(BCR,C,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'wdand2bfr',WORD1,WORD2],[A,B,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'wdand2tagaft',WORD,TAG3],[A,B,C|In],Out):- isWrd(A,WORD),isTagSimply(C,TAG3),isTagSimply(A,TAG1),!, substPos(BCR,A,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'wdand2tagaft',WORD,TAG3],[X,B,C|In],Out). applyBCR(BCR,[TAG1,TAG2,'wdprevtag',TAG3,WORD],[A,B|In],Out):- isTagSimply(A,TAG3),isWrd(B,WORD),isTagSimply(B,TAG1),!, substPos(BCR,B,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'wdprevtag',TAG3,WORD],[A,X|In],Out). applyBCR(BCR,[TAG1,TAG2,'wdnexttag',WORD,TAG3],[A,B|In],Out):- isWrd(A,WORD),isTagSimply(B,TAG3),isTagSimply(A,TAG1),!, substPos(BCR,A,TAG1,TAG2,X),applyBCR(BCR,[TAG1,TAG2,'wdnexttag',WORD,TAG3],[X,B|In],Out). applyBCR(BCR,R,[I|In],[I|Mid]):-applyBCR(BCR,R,In,Mid). :-export(bposToCPos1/2). %bposToCPos1(X,X):-not(bposToCPos1(X,Y)),true. bposToCPos1(n,'Noun'). bposToCPos1(v,'Verb'). bposToCPos1(dt,'Determiner'). bposToCPos1(pron,'Pronoun'). bposToCPos1(aux,'Modal'). bposToCPos1(aux,'AuxVerb'). bposToCPos1('AuxVerb','Aux-Negated'). %ConjunctAdverb bposToCPos1(bedz,'AuxVerb'). bposToCPos1(bedz,'BeAux'). bposToCPos1(('.'),('.')). bposToCPos1(('?'),('?')). bposToCPos1(('.'),('punc')). bposToCPos1(('?'),('punc')). %NN are common nouns, NP proper nouns, JJ adjectives, VBG gerunds, VBD past participles and CD numeral determiners. %RP are particles, PREP prepositions, ART articles, and V verbs. bposToCPos1(W,W):-atom(W),atom_codes(W,[C|_]),char_type(C,M),member(M,[punct,white]),!. %text_lit(W). %1. CC Coordinating conjunction bposToCPos1(cc,'CoordinatingConjunction'). %2. CD Cardinal number bposToCPos1(cd,'Number-SP'). bposToCPos1(cd,'Determiner'). %3. DT Determiner %covered above bposToCPos1(dt,'Determiner'). %4. EXAMPLE Existential there bposToCPos1(example,'Existential'). bposToCPos1(ex,'Existential'). %EX existential there EX0 %5. FW Foreign word bposToCPos1(fw,'ForeignWord'). %6. IN Preposition or subordinating conjunction bposToCPos1(in,'SubordinatingConjunction'). bposToCPos1(in,'Preposition'). %7. JJ Adjective bposToCPos1(a,'Adjective'). bposToCPos1(jj,'Adjective'). %8. JJR Adjective, comparative bposToCPos1(jjr,'Adjective','ComparativeAdjective'). %9. JJS Adjective, superlative bposToCPos1(jjs,'Adjective','SuperlativeAdjective'). %10. LS List item marker bposToCPos1('ls','OrdinalAdjective'). bposToCPos1('ls','Pronoun'). %11. MD Modal bposToCPos1(md,'Modal'). %12. NN Noun, singular or mass bposToCPos1(nn,'Noun'). bposToCPos1(nn,'MassNoun'). bposToCPos1(nn,'CountNoun'). bposToCPos1(nn,'CommonNoun'). bposToCPosForm(nn,'singular'). bposToCPosForm(nn,'mass'). %13. NNS Noun, plural bposToCPos1(nns,'Noun'). bposToCPosForm(nns,'plural'). %14. NP Proper noun, singular bposToCPos1(np,'ProperNoun'). bposToCPosForm(np,'singular'). %15. NPS Proper noun, plural bposToCPos1(nps,'ProperNoun'). bposToCPosForm(nps,'plural'). %NNPS proper noun, plural NP0.. bposToCPos1(nnps,'ProperNoun'). bposToCPosForm(nnps,'plural'). bposToCPos1('nn$','Possessive'). bposToCPos1('nn$','Noun'). %16. PDT Predeterminer bposToCPos1(pdt,'Determiner'). bposToCPos1(pdt,'Determiner-Pre'). %bposToCPos1(pdt,'Preposition'). %17. POS Possessive ending bposToCPos1(pos,'Possessive'). %18. PP Personal pronoun bposToCPos1(pp,'Personal'). bposToCPos1(pp,'Pronoun'). %19. PP$ Possessive pronoun bposToCPos1('pp$','Possessive'). bposToCPos1('pp$','Pronoun'). %PRP$ possessive pronoun PNP.. bposToCPos1('prp$','Possessive'). bposToCPos1('prp$','Pronoun'). %20. RB Adverb bposToCPos1(rb,'Adverb'). %21. RBR Adverb, comparative bposToCPos1(rbr,'Adverb'). bposToCPosForm(rbr,'comparative'). %22. RBS Adverb, superlative bposToCPos1(rbs,'Adverb'). bposToCPosForm(rbs,'superlative'). %23. RP Particle bposToCPos1(rp,'Particle'). %24. SYM Symbol bposToCPos1(sym,'Symbol'). %25. TO to bposToCPosForm(to,'to'). bposToCPos1(to,'Preposition'). %26. UH Interjection bposToCPos1(uh,'Interjection'). %27. VERBATIM Verb, base form bposToCPos1(verbatim,'Verb'). bposToCPosForm(verbatim,'baseForms'). bposToCPos1(vb,'Verb'). bposToCPosForm(vb,'baseForms'). %28. VBD Verb, past tense bposToCPos1(vbd,'Verb'). bposToCPosForm(vbd,'past'). %29. VBG Verb, gerund or present participle bposToCPos1(vbg,'Verb'). bposToCPosForm(vbg,'gerund'). bposToCPosForm(vbg,'present'). %30. VBN Verb, past participle bposToCPos1(vbn,'Verb'). bposToCPosForm(vbn,'gerund'). bposToCPosForm(vbn,'past'). %31. VBP Verb, non-3rd person singular present bposToCPos1(vbp,'Verb'). bposToCPosForm(vbp,'singular'). bposToCPosForm(vbp,'present'). bposToCPosForm(vbp,'no3rd'). %32. VBZ Verb, 3rd person singular present bposToCPos1(vbz,'Verb'). bposToCPosForm(vbz,'singular'). bposToCPosForm(vbz,'present'). bposToCPosForm(vbz,'Third'). %33. WDT Wh-determiner bposToCPos1(wdt,'Determiner'). bposToCPos1(wdt,'WHDeterminer'). %34. WP Wh-pronoun bposToCPos1(wp,'Pronoun'). bposToCPos1(wp,'WHPronoun'). %35. WP$ Possessive wh-pronoun bposToCPos1('wp$','Pronoun'). bposToCPos1('wp$','WHPronoun'). bposToCPos1('wp$','Possessive'). %36. WRB Wh-adverb bposToCPos1(r,'Adverb'). bposToCPos1(wrb,'WHAdverb'). /* ## %37. " Simple double quote %38. $ Dollar sign %39. # Pound sign ## %40. ` Left single quote %41. ' Right single quote %42. `` Left double quote %43. '' Right double quote %44. ( Left parenthesis (round, square, curly or angle bracket) %45. ) Right parenthesis (round, square, curly or angle bracket) %46. , Comma %47. . SentencE-final punctuation %48. : Mid-sentence punctuation */ %covered above bposToCPos1(dt,'Determiner'). bposToCPos1(n,'Noun'). bposToCPos1(nnp,'ProperNoun'). bposToCPos1(nnp,'ProperNoun'). bposToCPos1(nnp,'Noun'). bposToCPos1(np,'ProperNoun'). bposToCPos1(np,'Noun'). bposToCPos1(prep,'Preposition'). bposToCPos1(uh,'Interjection-SpeechPart'). bposToCPos1(v,'Verb'). bposToCPos1(vbd,'Verb'). bposToCPos1(vbg,'gerund'). bposToCPos1(vbp,'Verb'). bposToCPos1(ppl,'Pronoun'). bposToCPos1(at,'Article'). bposToCPos1(at,'Determiner'). % ppss pronoun, personal, nominative, not 3rd person singular they we I you ye thou you uns bposToCPos1(ppss,'PersonalPronoun'). bposToCPos1(ppss,'Pronoun'). bposToCPos1(ppss,'no3rd'). %PPO objective personal pro bposToCPos1(ppo,'PersonalPronoun'). bposToCPos1(ppo,'Pronoun'). bposToCPos1(prp,'PersonalPronoun'). bposToCPos1(prp,'Pronoun'). /* MAPPING Penn Treebank Tag Description to BNC Tag cc coordinating conjunction cjc cd cardinal number crd dt determiner dt0, at0 ex existential there ex0 fw foreign word unc in preposition/subordinating conjunction prf, prp jj adjective aj0 jjr adjective, comparative greener ajc jjs adjective, superlative ajs ls list marker crd / - md modal vm0 nn noun, singular or mass nn0, nn1 nns noun plural nn2 nnp proper noun, singular np0.. pdt predeterminer dt0 pos possessive ending pos prp personal pronoun pnp.. prp$ possessive pronoun pnp.. rb adverb av0.. rbr adverb, comparative av0.. , ajc.. rbs adverb, superlative av0.. , ajs.. rp particle avp to to to0 uh interjection unc vb verb, base form vvi vbd verb, past tense vvd vbg verb, gerund/present participle vvg vbn verb, past participle vvn vbp verb, sing. present, non-3d vvi..   vbz verb, 3rd person sing. present vvz wdt wh-determiner dtq wp wh-pronoun pnq wp$ possessive wh-pronoun dtq wrb wh-abverb avq . sentence closer . ; ? ! ( left paren ) right paren -- dash , comma : colon ap determiner/pronoun, Determiner-Post many other next more last former little several enough most least only very few fewer past same at article the an no a every th' ever' ye cc conjunction, coordinating and or but plus & either neither nor yet 'n' and/or minus an' cs conjunction, subordinating that as after whether before while like because if since for than until so unless though providing once lest till whereas whereupon supposing albeit then in preposition of in for by considering to on among at through with under into regarding than since despite ... md modal auxiliary should may might will would must can could shall ought need wilt pn pronoun, nominal none something everything one anyone nothing nobody everybody everyone anybody anything someone no-one nothin' ppl pronoun, singular, reflexive itself himself myself yourself herself oneself ownself pp$ determiner, possessive our its his their my your her out thy mine thine pps pronoun, personal, nominative, 3rd person singular it he she thee ppss pronoun, personal, nominative, not 3rd person singular they we I you ye thou you'uns wdt WH-determiner which what whatever whichever wps WH-pronoun, nominative that who whoever whosoever what whatsoever */ bposToCPos1('pos','Possessive'). bposToCPos1('pp$','Possessive'). bposToCPos1('wps','WHPronoun'). bposToCPos1('pp','Punctuation'). bposToCPos1('\'s','Possessive'). bposToCPos(W,L):-no_repeats(bposToCPos0(W,L)). bposToCPos0(Atom,_):-not(atom(Atom)),!,fail. bposToCPos0(HASDOLLAR,'Possessive'):-concat_atom([_,_|_],'$',HASDOLLAR). bposToCPos0(BEDZ,POS):- atom_concat('be',Whatnot,BEDZ), ((member(POS,['BeAux','AuxVerb'])); ((atom_concat('vb',Whatnot,VBZ),bposToCPos1(VBZ,POS)))). bposToCPos0(BEDZ,POS):- atom_concat('do',Whatnot,BEDZ), ((member(POS,['DoAux','AuxVerb'])); ((atom_concat('vb',Whatnot,VBZ),bposToCPos1(VBZ,POS)))). bposToCPos0(BEDZ,POS):- atom_concat('hv',Whatnot,BEDZ), ((member(POS,['HaveAux','AuxVerb'])); ((atom_concat('vb',Whatnot,VBZ),bposToCPos1(VBZ,POS)))). bposToCPos0(X,Y):-concat_atom([P,L],'-',X),!,(bposToCPos0(P,Y);X=Y). bposToCPos0(X,Y):-concat_atom([P,L],'|',X),!,(bposToCPos0(P,Y);bposToCPos0(P,L);X=Y). bposToCPos0(H0,M):- (upcase_atom(H0,H);downcase_atom(H0,H)), brillPos([H|L]),member(M,L),nop((atom_codes(M,[C|_]),is_upper(C))). bposToCPos0(LC,CATE):- atom(LC),upcase_atom(LC,UC),atom_concat(UC,'-PennTag',UCPENTAG), el_holds(syntacticCategoryTags,CATE,UCPENTAG,_PennTagDataMt,_). bposToCPos0(LC,E):- atom(LC),upcase_atom(LC,DC),LC\=DC,bposToCPos1(DC,E),E\=LC. bposToCPos0(LC,E):- atom(LC),downcase_atom(LC,DC),LC\=DC,bposToCPos1(DC,E),E\=LC. bposToCPos0(ULC,ULC). brillPos(['pp$$','Pronoun','Possessive',' ours mine his hers theirs yours ']). brillPos(['abl','PrE-Qualifier']). %,'quite','rather']). brillPos(['abn','PrE-Quantifier','Quantifier']). %,'half','All']). brillPos(['abx','PrE-Quantifier','Both']). brillPos(['abbr','Abbreviation']). brillPos(['ap','Determiner-Post']). %,'many','several','Next']). brillPos(['at','Article','A','the','No']). brillPos(['cc','CoordinatingConjunction','And_or']). brillPos(['cd','Number-SP','Numeral','one_two_2_Etc.']). brillPos(['cs','SubordinatingConjunction','if_Although']). brillPos(['dt','singular','Determiner']). brillPos(['dti','singular','plural','Determiner']). brillPos(['dtd','singular','plural','Determiner']). brillPos(['dts','plural','Determiner']). brillPos(['dtx','Determiner/double','Conjunction','Either']). brillPos(['ex','Existential']). %'there'. brillPos(['fut','FutureMarker']). %'imperfective','Conjugation']). brillPos(['fw','ForeignWord']). brillPos(['hl','headline']). %,'(hyphenated','After','regular','tag)']). brillPos(['in','Preposition']). brillPos(['jj','Adjective']). brillPos(['jjfs','Adjective','fem','singular']). brillPos(['jjfp','Adjective','fem','plural']). brillPos(['jjms','Adjective','masc','singular']). brillPos(['jjmp','Adjective','masc','plural']). brillPos(['jjr','ComparativeAdjective']). brillPos(['jjs','semantically','SuperlativeAdjective']). brillPos(['jjt','superlative','Adjective']). brillPos(['md','Modal','AuxVerb','CanAux']). %,'should','will','other']). %brillPos(['x','Cited','word','(hyphenated','After','regular','tag)']). brillPos(['nnf','singular','mass','Noun','fem']). brillPos(['nnm','singular','mass','Noun','masc']). brillPos(['nnfa','singular','Noun','fem','Acc.','Case']). brillPos(['nnma','singular','Noun','masc','Acc.','Case']). brillPos(['nnsf','plural','Noun','fem']). brillPos(['nnsm','plural','Noun','masc']). brillPos(['nnms','Verbal','Noun','gerund']). brillPos(['nnmsa','Verbal','Noun','gerund','Acc.','Case']). brillPos(['nn$','Possessive','singular','Noun']). brillPos(['nns$','Possessive','plural','Noun']). brillPos(['np','ProperNoun','Part_of_Name_Phrase']). brillPos(['np$','Possessive','ProperNoun']). brillPos(['nps','plural','ProperNoun']). brillPos(['nps$','Possessive','plural','ProperNoun']). brillPos(['nr','Adverbial','Noun','home','today','west']). brillPos(['nrs','plural','Adverbial','Noun']). brillPos(['od','ordinal','Numeral','first','2nd']). brillPos(['pind','indefinite','Pronoun']). brillPos(['pn','Nominal','Pronoun','Everybody','Nothing']). brillPos(['pn$','Possessive','Nominal','Pronoun']). brillPos(['pp$1s','1st','singular','Possessive','Pronoun','suffix']). brillPos(['pp$2s','2nd','singular','Possessive','Pronoun','suffix']). brillPos(['pp$3ms','3rd','masc','singular','Possessive','Pronoun']). brillPos(['pp$3fs','3rd','fem','singular','Possessive','Pronoun','suffix']). brillPos(['pp$2d','2nd','Dual','Possessive','Pronoun','suffix']). brillPos(['pp$3d','1st','Possessive','Pronoun','suffix']). brillPos(['pp$1p','1st','plural','Possessive','Pronoun','suffix']). brillPos(['pp$2pm','2nd','masc','plural','Possessive','Pronoun']). brillPos(['pp$2pf','2nd','fem','plural','Possessive','Pronoun','suffix']). brillPos(['pp$3pm','3rd','masc','plural','Possessive','Pronoun','suffix']). brillPos(['pp$3pf','3rd','fem','plural','Possessive','Pronoun','suffix']). brillPos(['ppi1s','1st','singular','imp.','subj','Pronoun','suffix']). brillPos(['ppi2fsfx','2nd','fem','singular','imp.','suffix']). brillPos(['ppi2s3f','2nd','&','3rd','fem','imp.','subj','Pronoun','suffix']). brillPos(['ppi3','3rd','imp.','subj','Pronoun','suffix']). brillPos(['ppi1p','1st','plural','imp.','subj','Pronoun','suffix']). brillPos(['pppr123fs','1st','2nd','3rd','fem','perfect','subj','Pronoun']). % brillPos(['pppr2s3f','2nd','&','3rd','fem','imp.','subj','Pronoun']). brillPos(['pppr3','3rd','imp.','subj','Pronoun','suffix']). brillPos(['pppr1p','1st','singular','imp.','subj','Pronoun']). brillPos(['pppr2pm','2nd','plural','perfect','masc','subj','Pronoun','suffix']). brillPos(['pppr2pf','2nd','plural','perfect','fem','subj','Pronoun','suffix']). brillPos(['pppr2d','2nd','Dual','perfect','subj','Pronoun','suffix']). brillPos(['plrfip','fem','plural','marker','for','Perfect']). %brillPos(['imperfect','Conjugations']). %brillPos(['dual','Ending','for','Dual','Nouns','in','Construct']). %brillPos(['imperfect','Verbs','in','subjunctive','Perfect','Verbs']). brillPos(['plural_vb','plural','suffix']). brillPos(['plural_obl','plural','suffix','in','Construct']). brillPos(['plnmf','plural','marker','for','fem','Nouns']). brillPos(['pps1','1st','singular','Nominative','Personal','Pronoun']). brillPos(['ppp1','1st','plural','Nominative','Personal','Pronoun']). brillPos(['pps2','2nd','singular','Nominative','Personal','Pronoun']). brillPos(['pps2d','2nd','Dual','Nominative','Personal','Pron']). brillPos(['pppm2','2nd','plural','Nominative','Personal','Pronoun']). brillPos(['pppf2','2nd','plural','feminive','Personal','Pronoun']). brillPos(['pppm3','3rd','plural','masc.','Nominative','Pronoun']). brillPos(['pppf3','3rd','plural','fem','Nominative','Pronoun']). brillPos(['ppsf3','3rd','singular','fem','Nominative']). brillPos(['ppsm3','3rd','singular','masculine','Nominative']). brillPos(['ppp3d','3rd','Dual','Nominative','Pronoun']). brillPos(['pp$','Possessive','Personal','Pronoun']). brillPos(['pp$$','second','(nominal)','Possessive','Pronoun']). brillPos(['ppl','singular','reflexive/intensive','Personal']). brillPos(['ppls','plural','reflexive/intensive','Personal','Pronoun']). brillPos(['ppo','objective','Personal','Pronoun']). brillPos(['ql','Qualifier']). % ,'fairly']). brillPos(['qlp','Post-Qualifier']). % ,'Enough','indeed']). brillPos(['qm','QuestionMarker']). brillPos(['rb','Adverb']). brillPos(['rbneg','Negating','Adverb']). brillPos(['rbr','Comparative','Adverb']). brillPos(['rbt','superlative','Adverb']). brillPos(['rn','Nominal','Adverb']). % ,'here','then','indoors']). brillPos(['rp','Adverb','Particle']). % ,'About','off','up']). brillPos(['tl','title','(hyphenated_After_regular_tag)']). brillPos(['uh','Interjection','Exclamation']). brillPos(['vb','Verb','baseForms']). brillPos(['wp','Pronoun','WHPronoun']). brillPos(['vbz','AuxVerb','WHPronoun']). brillPos(['wdt','WHDeterminer']). % 'what','which' brillPos(['wpind','indefinite','relative','Pronoun']). brillPos(['wpms','relative','Pronoun','masc','singular']). brillPos(['wpfs','relative','Pronoun','fem','singular']). brillPos(['wpmp','relative','Pronoun','masc','plural']). brillPos(['wpfp','relative','Pronoun','fem','plural']). brillPos(['wpmd','relative','Pronoun','masc','Dual']). brillPos(['wpfd','relative','Pronoun','fem','Dual']). brillPos(['wql','WHQualifier']). %'how'. brillPos(['wrb','WHAdverb']). % 'how','where','when' brillPos(['dod','Modal','DoAux','AuxVerb']). % 'did' brillPos(['CC','CoordinatingConjunction']). %%'and, or brillPos(['CD','Adjective', 'CardinalNumber']). %%'3, fifteen brillPos(['DT','Determiner']). %%'','','this, each, some brillPos(['DET','Determiner']). %%'','','this, each, some brillPos(['EX','Pronoun, existential there']). %%'there brillPos(['FW','ForeignWords']). %%' brillPos(['IN','Preposition']). %%'for, of, although, that brillPos(['JJ','Adjective']). %%'','','happy, bad brillPos(['JJR','ComparativeAdjective']). %%'happier, worse brillPos(['JJS','SuperlativeAdjective']). %%'happiest, worst brillPos(['LS','Symbol','ListItem']). %%'','','A, A. brillPos(['MD','Modal']). %% %%'can, could, 'll brillPos(['NN','Noun']). %% %%'aircraft, data brillPos(['NNP','ProperNoun']). %% %%'London, Michael brillPos(['NNPS','ProperNoun', 'plural']). %%'','Australians, Methodists brillPos(['NNS','Noun','plural']). %% %%'women, books brillPos(['PDT','PrequalifierDeterminer']). %%'','quite, all, half brillPos(['POS','Possessive']). %% apostopy s, brillPos(['PRP','PossessiveDeterminer', 'possessive', 'second']). %%'mine, yours brillPos(['PRPS','PossessiveDeterminer', 'possessive']). %%'their, your brillPos(['RB','Adverb']). %% %%'','often, not, very, here brillPos(['RBR','ComparativeAdverb']). %%'','faster brillPos(['RBS','SuperlativeAdverb']). %%'','fastest brillPos(['RP','ParticleAdverb']). %%'','up, off, out brillPos(['SYM','Symbol']). %% %%'','* brillPos(['TO','Preposition']). %% %%'to brillPos(['UH','Interjection']). %% %%'oh, yes, mmm brillPos(['VB','Verb', 'infinitive']). %%'','take, live brillPos(['VBD','Verb', 'past tense']). %%'','took, lived brillPos(['VBG','Verb', 'gerund']). %% %%'taking, living brillPos(['VBN','Verb', 'past','passive','participle']). %%'taken, lived brillPos(['VBP','Verb', 'base','present']). %%'','take, live brillPos(['VBZ','Verb', 'present', '3SG']). %%'takes, lives brillPos(['WDT','Determiner','Question']). %%'','which, whatever brillPos(['WP','Pronoun', 'Question']). %%'','','who, whoever brillPos(['WPS','Determiner', 'Possessive', 'Question']). %% 'whose brillPos(['WRB','Adverb', 'Question']). %%'','when, how, however brillPos(['PP','Punctuation']). %% sentence ender','','., !, ? brillPos(['PPC','Punctuation']). %% , comma']). %%'','',', brillPos(['PPD','Punctuation']). %% , dollar sign']). %%'','$ brillPos(['PPL','Punctuation']). %% , quotation mark left','','`` brillPos(['PPR','Punctuation']). %% , quotation mark right',''' brillPos(['PPS','Punctuation']). %% , colon, semicolon, elipsis',':, ..., - brillPos(['LRB','Punctuation']). %% , left bracket']). %%'(, {, [ brillPos(['RRB','Punctuation']). %% , right bracket']). %%'), }, ] bcr(['rb','Aux-Negated','curwd','not']). bcr(['nn','vbz','curwd','looks']). bcr(['vbp','cc','curwd','and']). bcr(['nn','rb','curwd','alot']). bcr(['vbp','ber','curwd','are']). bcr(['jj','vbg','curwd','facing']). bcr(['nn','wps','curwd','who']). bcr(['nns','vbz','curwd','paints']). bcr(['nn','vbp','curwd','notice']). bcr(['in','cs','curwd','while']). bcr(['rb','Pronoun','curwd','here']). bcr(['nn','cc','curwd','and']). bcr([('.'),'nnp','surroundtag','nn','nn']). bcr(['nnp','in','wdnexttag','in','in']). bcr(['nn','jj','wdnexttag','future','nns']). bcr(['nn','in','wdnexttag','right','in']). bcr(['nn','jj','wdnexttag','right','nn']). bcr(['nn','vbg','wdnexttag','operating','in']). bcr(['vbn','nn','surroundtag','dt','in']). bcr(['nn','vb','surroundtag','nns','in']). bcr(['nn','vb','surroundtag','nnp','in']). %bcr(['nn','vb','currenttag','to']). bcr(['vbz','AuxVerb','surroundtag','nn','vbn']). bcr(['nn','vb','surroundtag','nn','prp']). bcr(['vbz','md','surroundtag','nn','vbn']). bcr(['nn','vb','prevtag','to']). bcr(['vb','nn','prevtag','dt']). bcr(['vbp','nn','prevtag','pp$']). bcr(['vbn','jj','prevtag','\'s']). bcr(['nn','HaveAux','curwd','have']). %maybes bcr(['rb','cd','nextbigram','cd','nn']). bcr(['rb','jj','surroundtag','be','jj']). bcr(['nn','jj','surroundtag','jj','nns']). bcr(['nn','nnp','surroundtag','cd','nns']). bcr(['nn','nnp','surroundtag','dt','nn']). bcr(['nn','jj','surroundtag','jj','nn']). bcr(['vbg','jj','surroundtag','jj','nn']). bcr(['rb','jj','surroundtag','dt','jj']). bcr(['nnp','jj','surroundtag','dt','nn']). %cs /* bcr(['vbp','vb','prev1or2or3tag','md']). bcr(['nn','vb','prev1or2tag','md']). bcr(['vb','nn','prev1or2tag','dt']). bcr(['vbd','vbn','prev1or2or3tag','vbz']). bcr(['vbn','vbd','prevtag','prp']). %bcr(['vbn','vbd','prevtag','nnp']). bcr(['vbd','vbn','prevtag','vbd']). bcr(['vbp','vb','prevtag','to']). bcr(['pos','vbz','prevtag','prp']). bcr(['vb','vbp','prevtag','nns']). bcr(['in','rb','wdand2aft','as','as']). bcr(['vbd','vbn','prev1or2wd','have']). bcr(['in','wdt','next1or2tag','vb']). bcr(['vb','vbp','prevtag','prp']). bcr(['vbp','vb','prev1or2wd','n\'t']). bcr(['in','wdt','nexttag','vbz']). %bcr(['in','dt','nexttag','nn']). %bcr(['jj','nnp','nexttag','nnp']). bcr(['in','wdt','nexttag','vbd']). bcr(['jj','nn','nextwd','of']). bcr(['vbd','vbn','prev1or2wd','be']). bcr(['jjr','rbr','nexttag','jj']). bcr(['in','wdt','nexttag','vbp']). bcr(['jjs','rbs','wdnexttag','most','jj']). bcr(['vbn','vbd','surroundtag','nn','dt']). bcr(['nns','vbz','prevtag','prp']). bcr(['pos','vbz','next1or2tag','dt']). bcr(['nnp','nn','surroundtag','staart','nns']). bcr(['vbd','vbn','nextwd','by']). bcr(['vb','nn','prev1or2tag','in']). bcr(['vb','vbp','prevtag','wdt']). bcr(['vbg','nn','prevtag','jj']). bcr(['nns','vbz','nexttag','dt']). bcr(['vbn','vbd','prevtag','wp']). bcr(['nn','vbp','prevtag','nns']). bcr(['vb','nn','prevtag','nn']). bcr(['nn','vb','prevwd','n\'t']). bcr(['nn','vbg','nexttag','dt']). %bcr(['rb','jj','nexttag','nn']). bcr(['nn','vbp','prevtag','prp']). bcr(['vbn','vbd','surroundtag','nns','dt']). bcr(['vb','nn','prev1or2tag','pos']). %bcr(['jj','nn','nexttag','vbd']). bcr(['rb','rp','wdnexttag','up','dt']). bcr(['jj','vb','prevtag','to']). bcr(['vbn','vbd','surroundtag',',','dt']). bcr(['vbn','vbd','prevwd','that']). bcr(['vb','vbp','prevbigram','nns','rb']). bcr(['nnp','jj','surroundtag','staart','nn']). bcr(['vb','vbn','prevtag','vbz']). bcr(['nnp','jj','wdnexttag','american','nns']). bcr(['jj','rb','nexttag','jjr']). bcr(['in','wdt','nexttag','vbd']). bcr(['dt','in','wdand2tagaft','that','nns']). bcr(['pos','vbz','prevwd','that']). bcr(['jj','vb','prevtag','md']). bcr(['vb','nn','prevtag','jj']). bcr(['jjr','rbr','nexttag','rb']). bcr(['vbd','vbn','prev1or2wd','are']). bcr(['nn','jj','wdnexttag','executive','nn']). bcr(['nnp','jj','wdnexttag','american','nn']). bcr(['vbn','vbd','prevtag','wdt']). bcr(['vbd','vbn','prevbigram','vbd','rb']). bcr(['jj','nn','surroundtag','dt','.']). bcr(['nnp','jj','nextwd','german']). bcr(['vbn','vb','prevtag','to']). bcr(['vbn','vbd','prevbigram','nnp','rb']). bcr(['rb','in','rbigram','up','to']). bcr(['vb','vbp','prevtag','wp']). bcr(['jj','nn','surroundtag','dt','in']). bcr(['in','dt','nextwd','\'s']). bcr(['vbd','vbn','wdnexttag','ended','nnp']). bcr(['vbd','vbn','surroundtag','dt','nn']). bcr(['nns','nnp','nexttag','nnp']). bcr(['nn','nnp','nexttag','nnp']). bcr(['vbg','nn','surroundtag','dt','in']). bcr(['nnp','jj','surroundtag','staart','nns']). bcr(['rb','rp','wdprevtag','vb','up']). bcr(['vbn','vbd','prevbigram','prp','rb']). bcr(['jj','rb','nexttag','vbn']). bcr(['nn','vbp','prevtag','rb']). bcr(['nns','vbz','prevtag','rb']). bcr(['pos','vbz','prevtag','wp']). bcr(['vb','vbn','prevwd','have']). bcr(['nn','pdt','wdnexttag','half','dt']). bcr(['in','dt','prevtag','in']). bcr(['in','wdt','nexttag','md']). bcr(['pos','vbz','prevtag','dt']). bcr(['nn','nnp','curwd','integrated']). bcr(['pos','``','next1or2tag','``']). bcr(['vbd','vbn','prevtag','in']). bcr(['jjr','rbr','next1or2tag','vbn']). bcr(['jjs','rbs','wdnexttag','most','rb']). bcr(['jj','nn','surroundtag','jj','in']). bcr(['vbz','nns','prevtag','jj']). bcr(['nns','vbz','wdprevtag','jj','is']). bcr(['jj','nn','nexttag','vbz']). bcr(['vbp','nn','prevtag','dt']). bcr(['jj','nn','surroundtag','jj','.']). bcr(['nnps','nnp','nexttag','nnp']). bcr(['wdt','dt','prevtag','cc']). bcr(['rb','in','wdnexttag','so','prp']). bcr(['vbp','nn','prevwd','earnings']). bcr(['nn','vbg','prevwd','is']). bcr(['nns','vbz','prev1or2wd','mr.']). bcr(['vbz','nns','prevwd','the']). bcr(['rb','rp','wdprevtag','vbn','up']). bcr(['nnps','nns','prevtag','staart']). bcr(['vbn','vbd','surroundtag','nn','jj']). bcr(['vbp','vb','prev2tag','vb']). bcr(['rbr','jjr','nexttag','nns']). bcr(['jj','nn','surroundtag','dt',',']). bcr(['jj','nn','surroundtag','in','.']). bcr(['nn','vb','prevtag','to']). bcr(['vb','nn','prevtag','vb']). bcr(['nn','vbp','prevwd','who']). bcr(['rb','rp','wdprevtag','vbg','up']). bcr(['nn','rb','wdnexttag','right','rb']). bcr(['vbz','pos','wdprevtag','nnp','\'s']). bcr(['jj','rp','wdnexttag','up','nn']). bcr(['vbn','vbd','surroundtag','nn','nn']). bcr(['vbn','vbd','surroundtag','cc','dt']). bcr(['jj','nn','nextbigram','md','vb']). bcr(['jj','rb','wdnexttag','early','in']). bcr(['jj','vbn','surroundtag','staart','in']). bcr(['in','rb','rbigram','though',',']). bcr(['vbd','vbn','prev1or2wd','been']). bcr(['dt','pdt','wdnexttag','all','dt']). bcr(['vbn','vbd','prevbigram','nn','rb']). bcr(['nn','vb','prevwd','help']). bcr(['vbp','vb','prev1or2wd','not']). bcr(['vbp','nn','prevtag','jj']). bcr(['dt','wdt','prevtag','nns']). %bcr(['nn','vbp','prevtag','wdt']). bcr(['vb','rb','rbigram','close','to']). bcr(['nns','vbz','prevbigram',',','wdt']). bcr(['in','rp','wdnexttag','out','dt']). bcr(['dt','rb','nextwd','longer']). bcr(['in','jj','surroundtag','dt','nn']). bcr(['dt','wdt','surroundtag','nn','vbz']). bcr(['in','vb','next2tag','vb']). bcr(['in','nn','prevtag','dt']). bcr(['vbn','vbd','surroundtag','nns','nns']). bcr(['in','rb','rbigram','about','$']). bcr(['ex','rb','next1or2tag','in']). bcr(['nn','vbg','nexttag','prp$']). bcr(['nn','vbg','curwd','living']). %bcr(['vbz','nns','prevtag','prp$']). bcr(['rbr','jjr','nexttag','nn']). bcr(['rbr','jjr','curwd','higher']). bcr(['vb','vbp','prevbigram','prp','rb']). bcr(['nn','vb','prevtag','md']). bcr(['vb','nn','prev1or2tag','prp$']). bcr(['rp','in','prev1or2tag',',']). bcr(['vb','jj','prevtag','dt']). bcr(['dt','in','prevwd','out']). bcr(['pos','vbz','prevtag','ex']). bcr(['jj','nn','nexttag','pos']). bcr(['nn','jj','curwd','first']). bcr(['vbd','vbn','prevwd','the']). bcr(['nns','vbz','wdprevtag','nnp','plans']). bcr(['nnp','nns','surroundtag','staart','in']). bcr(['rb','jj','nexttag','nns']). bcr(['jj','rb','curwd','just']). bcr(['vbp','nn','prevwd','sales']). bcr(['nns','nnps','prevwd','orange']). bcr(['vb','vbn','prevtag','vbd']). bcr(['wdt','dt','prevtag','in']). bcr(['jj','vbn','curwd','insured']). bcr(['jj','nnp','lbigram','staart','u.s.']). bcr(['in','dt','next1or2or3tag','staart']). bcr(['pos','``','prev1or2or3tag','``']). bcr(['nn','jj','wdnexttag','official','nn']). bcr(['nnp','jj','curwd','irish']). bcr(['jj','rb','nexttag','rbr']). bcr(['vbg','nn','wdprevtag','dt','selling']). bcr(['vbp','vb','prev1or2or3tag','md']). bcr(['wdt','in','nexttag','prp']). bcr(['ex','rb','nexttag','.']). bcr(['vbn','vbd','surroundtag','nns','prp$']). bcr(['vbn','vbd','curwd','said']). bcr(['jj','rb','prevtag','md']). bcr(['nn','vbg','nextbigram','jj','nns']). bcr(['jj','rb','wdnexttag','late','in']). %bcr(['vbg','nn','prevtag','prp$']). bcr(['vbz','nns','nexttag','vbp']). bcr(['nn','nnp','wdprevtag','dt','cd']). bcr(['nn','vbn','prevwd','be']). bcr(['jjs','rbs','nexttag','vbn']). bcr(['vbn','vbd','surroundtag','nn','prp$']). bcr(['vbn','vbd','surroundtag','nns','jj']). bcr(['vbn','vbd','surroundtag','nns','nn']). bcr(['vbd','vbn','wdnexttag','increased','nn']). bcr(['vbz','nns','nextwd','of']). bcr(['in','rp','wdand2tagaft','out','nns']). bcr(['jj','nnp','nexttag','pos']). bcr(['rb','rp','wdnexttag','down','dt']). bcr(['cd','nns','curwd','1970s']). bcr(['vbg','nnp','curwd','working']). bcr(['vbn','vb','prevtag','md']). bcr(['jj','nn','nextbigram','cc','nn']). bcr(['nn','jj','surroundtag','staart','nns']). bcr(['vbn','vbd','prevbigram',',','cc']). bcr(['in','rb','nextbigram','.','staart']). bcr(['nn','vbg','prevwd','was']). bcr(['nnp','nnps','curwd','cowboys']). bcr(['vbz','nns','prevwd','phone']). bcr(['nnp','nns','surroundtag','staart','vbp']). bcr(['rbr','jjr','wdnexttag','lower','jj']). bcr(['prp$','prp','nexttag','in']). bcr(['vbd','vb','prevtag','to']). bcr(['jj','nn','wdprevtag','nn','chief']). bcr(['jj','nn','surroundtag','jj',',']). bcr(['nn','jj','wdprevtag','dt','third']). bcr(['vbn','vbd','surroundtag','nns','nnp']). bcr(['nnp','nn','surroundtag','staart','nn']). bcr(['nnp','nn','curwd','hdtv']). bcr(['vbg','nn','surroundtag','dt',',']). bcr(['vbg','nn','surroundtag','dt','.']). bcr(['nns','vbz','prevtag','wp']). bcr(['nn','vb','surroundtag','cc','dt']). bcr(['nnps','nnp','wdand2tagbfr','in','securities']). bcr(['rp','in','prevtag','nns']). bcr(['vbp','nn','lbigram','funds','rate']). bcr(['vbp','nn','wdprevtag','nns','market']). bcr(['dt','rb','rbigram','either','.']). bcr(['vbn','nn','surroundtag','dt','in']). bcr(['vbd','vb','prev1or2or3tag','md']). bcr(['nn','jj','nextwd','oil']). bcr(['vbn','vbd','surroundtag',',','$']). bcr(['vbd','vbn','prevbigram','dt','rb']). bcr(['vbn','jj','prevwd','by']). bcr(['nnp','jj','wdnexttag','american','jj']). %bcr(['nn','vbg','prevtag','vbp']). bcr(['jj','rb','lbigram','very','much']). bcr(['nn','vbg','rbigram','operating','officer']). bcr(['rb','in','rbigram','up','for']). bcr(['nns','vbz','nextbigram','jj','nns']). bcr(['nns','vbz','surroundtag',',','in']). bcr(['vb','vbp','prevtag','nnps']). bcr(['in','rp','wdand2tagaft','out','in']). bcr(['nnps','nnp','prevbigram','cc','nnp']). bcr(['nn','rb','rbigram','close','to']). bcr(['rbr','rb','prevwd','no']). bcr(['jj','vbd','nexttag','dt']). bcr(['rb','nnp','prevtag','nnp']). bcr(['md','nn','prevwd','good']). bcr(['jj','nn','wdprevtag','nn','giant']). bcr(['nn','jj','wdnexttag','official','nns']). bcr(['vbn','vbd','surroundtag',',','prp$']). bcr(['vbn','vbd','surroundtag',',','rb']). bcr(['vbn','vbd','surroundtag','nn','prp']). bcr(['nnp','jj','wdnexttag','south','jj']). bcr(['nn','vbg','prevtag','rb']). bcr(['nns','vbz','surroundtag',',','to']). bcr(['vbz','nns','surroundtag','nn','.']). bcr(['nn','vb','nexttag','prp$']). bcr(['vbp','vb','prev1or2wd','do']). bcr(['vb','jj','nextwd','countries']). bcr(['in','wdt','nextbigram','rb','vbz']). bcr(['jj','vb','nexttag','dt']). bcr(['wdt','dt','nextbigram','vbz',',']). bcr(['nnp','rb','rbigram','first',',']). bcr(['dt','nnp','wdnexttag','a','vbz']). bcr(['jj','rbr','rbigram','further',',']). bcr(['cd','prp','wdnexttag','one','md']). bcr(['pos','``','prev1or2or3tag','.']). bcr(['prp','nn','prevtag','-lrb-']). bcr(['vbn','vbd','surroundtag',',','prp']). bcr(['vbn','vbd','surroundtag','nn','nns']). bcr(['vbn','vbd','surroundtag','nn','rp']). bcr(['nnp','nn','lbigram','staart','business']). bcr(['vbd','vbn','prevtag','vbg']). bcr(['in','rb','rbigram','before',',']). bcr(['in','rb','wdand2aft','as','as']). bcr(['nnp','jj','lbigram','new','york-based']). bcr(['nnp','jj','curwd','mexican']). bcr(['nnp','nnps','wdnexttag','motors','nnp']). bcr(['nnp','nnps','wdprevtag','nnp','enterprises']). bcr(['jj','rb','wdnexttag','long','in']). */ bcr([vbd,jj,prevtag,'pp$']). :-set_prolog_flag(double_quotes,string). transprob('\'\'','``', 2.23330639142919E-08, 1.393953393215E-07). transprob('\'\'','cc', 1.80234906023052E-05, 1.393953393215E-07). transprob('\'\'','dt', 9.83568244367128E-05, 1.393953393215E-07). transprob('\'\'','in', 8.00824148261927E-04, 1.393953393215E-07). transprob('\'\'','jj', 2.23330639142919E-08, 1.393953393215E-07). transprob('\'\'','laast', 9.51272471169965E-03, 1.393953393215E-07). transprob('\'\'','md', 2.23330639142919E-09, 1.393953393215E-07). transprob('\'\'','nn', 1.80234906023052E-05, 1.393953393215E-07). transprob('\'\'','nnp', 3.00767790744305E-04, 1.393953393215E-07). transprob('\'\'','nns', 2.23330639142919E-06, 1.393953393215E-07). transprob('\'\'','prp', 3.61744281489634E-04, 1.393953393215E-07). transprob('\'\'','rb', 2.23330639142919E-07, 1.393953393215E-07). transprob('\'\'','to', 8.58837125198965E-08, 1.393953393215E-07). transprob('\'\'','vb', 2.23330639142919E-09, 1.393953393215E-07). transprob('\'\'','vbd', 9.83568244367128E-05, 1.393953393215E-07). transprob('\'\'','vbg', 8.58837125198965E-08, 1.393953393215E-07). transprob('\'\'','vbn', 2.23330639142919E-08, 1.393953393215E-07). transprob('\'\'','vbp', 2.23330639142919E-08, 1.393953393215E-07). transprob('\'\'','vbz', 2.0097619479664E-03, 1.393953393215E-07). transprob('\'\'','wdt', 8.58837125198965E-07, 1.393953393215E-07). transprob('\'\'','wp$', 2.23330639142919E-09, 1.393953393215E-07). transprob('\'\'','wrb', 2.23330639142919E-09, 1.393953393215E-07). transprob('\'\'',('('), 2.23330639142919E-07, 1.393953393215E-07). transprob('\'\'',(')'), 2.23330639142919E-09, 1.393953393215E-07). transprob('\'\'',(':'), 2.23330639142919E-09, 1.393953393215E-07). transprob('``','cc', 6.43250196363342E-06, 1.393953393215E-07). transprob('``','cd', 2.23330639142919E-09, 1.393953393215E-07). transprob('``','dt', 2.73156255129368E-03, 1.393953393215E-07). transprob('``','ex', 4.6867998106937E-06, 1.393953393215E-07). transprob('``','in', 7.45607494815775E-05, 1.393953393215E-07). transprob('``','jj', 2.73156255129368E-04, 1.393953393215E-07). transprob('``','md', 8.58837125198965E-07, 1.393953393215E-07). transprob('``','nn', 3.30273181705257E-04, 1.393953393215E-07). transprob('``','nnp', 3.30273181705257E-04, 1.393953393215E-07). transprob('``','nns', 1.43318822338579E-05, 1.393953393215E-07). transprob('``','prp$', 2.23330639142919E-08, 1.393953393215E-07). transprob('``','prp', 5.29648492071049E-03, 1.393953393215E-07). transprob('``','rb', 1.12043850909172E-04, 1.393953393215E-07). transprob('``','to', 2.23330639142919E-07, 1.393953393215E-07). transprob('``','vb', 3.30273181705257E-06, 1.393953393215E-07). transprob('``','vbd', 2.23330639142919E-07, 1.393953393215E-07). transprob('``','vbg', 3.30273181705257E-06, 1.393953393215E-07). transprob('``','vbn', 4.6867998106937E-07, 1.393953393215E-07). transprob('``','vbp', 4.6867998106937E-07, 1.393953393215E-07). transprob('``','vbz', 1.43318822338579E-06, 1.393953393215E-07). transprob('``','wp', 8.58837125198965E-07, 1.393953393215E-07). transprob('``','wrb', 8.58837125198965E-08, 1.393953393215E-07). transprob('cc','``', 2.82186465911999E-09, 4.24251007581438E-06). transprob('cc','cd', 8.12770250896075E-06, 4.24251007581438E-06). transprob('cc','dt', 4.17312296640481E-04, 4.24251007581438E-06). transprob('cc','ex', 4.70899903925601E-08, 4.24251007581438E-06). transprob('cc','in', 4.17312296640481E-05, 4.24251007581438E-06). transprob('cc','jj', 7.72576498286839E-04, 4.24251007581438E-06). transprob('cc','jjr', 7.33793194780774E-08, 4.24251007581438E-06). transprob('cc','jjs', 7.33793194780774E-09, 4.24251007581438E-06). transprob('cc','md', 7.33793194780774E-08, 4.24251007581438E-06). transprob('cc','nn', 6.2562056673506E-04, 4.24251007581438E-06). transprob('cc','nnp', 3.07344537866873E-03, 4.24251007581438E-06). transprob('cc','nnps', 2.82186465911999E-09, 4.24251007581438E-06). transprob('cc','nns', 1.356313924637E-04, 4.24251007581438E-06). transprob('cc','prp$', 8.97504264954261E-07, 4.24251007581438E-06). transprob('cc','prp', 6.2562056673506E-05, 4.24251007581438E-06). transprob('cc','rb', 4.70899903925601E-05, 4.24251007581438E-06). transprob('cc','rbs', 7.33793194780825E-11, 4.24251007581438E-06). transprob('cc','to', 2.11351482467551E-07, 4.24251007581438E-06). transprob('cc','vb', 1.08517225439374E-05, 4.24251007581438E-06). transprob('cc','vbd', 4.17312296640481E-05, 4.24251007581438E-06). transprob('cc','vbg', 9.88226957592603E-06, 4.24251007581438E-06). transprob('cc','vbg|nn', 7.33793194780825E-11, 4.24251007581438E-06). transprob('cc','vbn', 2.11351482467551E-06, 4.24251007581438E-06). transprob('cc','vbp', 4.70899903925601E-07, 4.24251007581438E-06). transprob('cc','vbz', 3.23169130348121E-06, 4.24251007581438E-06). transprob('cc','wdt', 7.33793194780825E-11, 4.24251007581438E-06). transprob('cc','wp', 2.82186465911999E-09, 4.24251007581438E-06). transprob('cc','wrb', 1.53993281870566E-08, 4.24251007581438E-06). transprob('cc',('$'), 4.70899903925601E-07, 4.24251007581438E-06). transprob('cc',(','), 3.68140330541791E-07, 4.24251007581438E-06). transprob('cc',(':'), 7.33793194780825E-11, 4.24251007581438E-06). transprob('cd','\'\'', 3.43126491562703E-10, 9.07282037082984E-06). transprob('cd','``', 3.43126491562703E-10, 9.07282037082984E-06). transprob('cd','cc', 9.88293339069911E-06, 9.07282037082984E-06). transprob('cd','cd', 1.46154055173706E-03, 9.07282037082984E-06). transprob('cd','dt', 9.88293339069911E-06, 9.07282037082984E-06). transprob('cd','in', 3.17130881215934E-04, 9.07282037082984E-06). transprob('cd','jj', 4.405332635324E-05, 9.07282037082984E-06). transprob('cd','jjr', 3.43126491562703E-10, 9.07282037082984E-06). transprob('cd','jjs', 3.43126491562703E-10, 9.07282037082984E-06). transprob('cd','laast', 2.33530852026704E-05, 9.07282037082984E-06). transprob('cd','md', 3.43126491562703E-09, 9.07282037082984E-06). transprob('cd','nn', 3.89705634632856E-03, 9.07282037082984E-06). transprob('cd','nnp', 4.62101381204194E-06, 9.07282037082984E-06). transprob('cd','nns', 2.5098073934455E-03, 9.07282037082984E-06). transprob('cd','pos', 3.43126491562735E-11, 9.07282037082984E-06). transprob('cd','prp', 3.43126491562703E-10, 9.07282037082984E-06). transprob('cd','rb', 5.07433635307218E-08, 9.07282037082984E-06). transprob('cd','to', 7.81639060908144E-06, 9.07282037082984E-06). transprob('cd','vbd', 7.2008264601389E-08, 9.07282037082984E-06). transprob('cd','vbg', 3.43126491562703E-09, 9.07282037082984E-06). transprob('cd','vbn', 7.2008264601389E-09, 9.07282037082984E-06). transprob('cd','vbp', 3.43126491562703E-09, 9.07282037082984E-06). transprob('cd','vbz', 7.2008264601389E-09, 9.07282037082984E-06). transprob('cd','wdt', 3.43126491562703E-09, 9.07282037082984E-06). transprob('cd','wp$', 3.43126491562735E-11, 9.07282037082984E-06). transprob('cd','wrb', 3.43126491562735E-11, 9.07282037082984E-06). transprob('cd',('('), 3.43126491562703E-10, 9.07282037082984E-06). transprob('cd',(')'), 9.88293339069911E-08, 9.07282037082984E-06). transprob('cd',(','), 3.70575967555097E-04, 9.07282037082984E-06). transprob('cd',('.'), 3.99524521582845E-05, 9.07282037082984E-06). transprob('cd',(':'), 3.43126491562703E-06, 9.07282037082984E-06). transprob('dt','\'\'', 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt','``', 6.20460975123272E-08, 2.85344557392466E-04). transprob('dt','cc', 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt','cd', 2.28957599862333E-06, 2.85344557392466E-04). transprob('dt','dt', 1.61343684468015E-09, 2.85344557392466E-04). transprob('dt','fw', 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt','in', 4.19555549203448E-07, 2.85344557392466E-04). transprob('dt','jj', 5.62799845227941E-03, 2.85344557392466E-04). transprob('dt','jjr', 8.80476085202013E-08, 2.85344557392466E-04). transprob('dt','jjs', 2.28957599862333E-07, 2.85344557392466E-04). transprob('dt','laast', 4.19555549203399E-11, 2.85344557392466E-04). transprob('dt','md', 7.00135164784866E-10, 2.85344557392466E-04). transprob('dt','nn', 7.72705149561491E-02, 2.85344557392466E-04). transprob('dt','nnp', 1.00834988604942E-03, 2.85344557392466E-04). transprob('dt','nnps', 1.09100557265567E-09, 2.85344557392466E-04). transprob('dt','nns', 2.61339668550458E-04, 2.85344557392466E-04). transprob('dt','prp$', 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt','prp', 4.19555549203447E-10, 2.85344557392466E-04). transprob('dt','rb', 1.46929833289636E-07, 2.85344557392466E-04). transprob('dt','rbr', 1.09100557265567E-09, 2.85344557392466E-04). transprob('dt','rbs', 1.61343684468015E-09, 2.85344557392466E-04). transprob('dt','to', 1.09100557265569E-11, 2.85344557392466E-04). transprob('dt','vbd', 2.28957599862333E-10, 2.85344557392466E-04). transprob('dt','vbg', 4.19555549203448E-07, 2.85344557392466E-04). transprob('dt','vbn', 9.81800568590804E-08, 2.85344557392466E-04). transprob('dt','vbp', 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt','vbz', 2.28957599862333E-08, 2.85344557392466E-04). transprob('dt','wdt', 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt','wp', 1.09100557265569E-11, 2.85344557392466E-04). transprob('dt',('$'), 1.76717815565354E-07, 2.85344557392466E-04). transprob('dt',('('), 1.09100557265569E-11, 2.85344557392466E-04). transprob('dt',(')'), 1.09100557265569E-12, 2.85344557392466E-04). transprob('dt',(','), 1.09100557265567E-10, 2.85344557392466E-04). transprob('dt',('.'), 1.09100557265567E-10, 2.85344557392466E-04). transprob('ex','md', 5.45714626578121E-04, 1.19717892489011E-10). transprob('ex','rb', 2.60038408436502E-05, 1.19717892489011E-10). transprob('ex','vbd', 2.60038408436501E-04, 1.19717892489011E-10). transprob('ex','vbp', 0.01, 1.19717892489011E-10). transprob('ex','vbz', 0.114523256565005, 1.19717892489011E-10). transprob('fw','nn', 0.1, 3.11312502242182E-15). transprob('fw','vbz', 0.1, 3.11312502242182E-15). transprob('in','\'\'', 5.56623902364958E-12, 5.59286981603607E-04). transprob('in','``', 9.85120519284795E-08, 5.59286981603607E-04). transprob('in','cc', 2.14054495146216E-11, 5.59286981603607E-04). transprob('in','cd', 8.6176015652235E-05, 5.59286981603607E-04). transprob('in','dt', 2.08549445386212E-02, 5.59286981603607E-04). transprob('in','ex', 1.16812668886086E-10, 5.59286981603607E-04). transprob('in','in', 1.32008313624027E-06, 5.59286981603607E-04). transprob('in','jj', 4.5546099226555E-04, 5.59286981603607E-04). transprob('in','jjr', 3.57204378577924E-08, 5.59286981603607E-04). transprob('in','jjs', 2.45142178665228E-08, 5.59286981603607E-04). transprob('in','laast', 5.56623902364958E-11, 5.59286981603607E-04). transprob('in','nn', 5.35248459996515E-04, 5.59286981603607E-04). transprob('in','nnp', 2.53380584990935E-03, 5.59286981603607E-04). transprob('in','nnps', 2.14054495146216E-09, 5.59286981603607E-04). transprob('in','nns', 1.37366007093195E-04, 5.59286981603607E-04). transprob('in','pdt', 1.16812668886086E-10, 5.59286981603607E-04). transprob('in','prp$', 1.51422383971383E-05, 5.59286981603607E-04). transprob('in','prp', 1.12032131774113E-05, 5.59286981603607E-04). transprob('in','rb', 7.14638333963169E-07, 5.59286981603607E-04). transprob('in','rbr', 5.56623902364958E-11, 5.59286981603607E-04). transprob('in','to', 2.79255393565398E-09, 5.59286981603607E-04). transprob('in','vb', 5.56623902364958E-13, 5.59286981603607E-04). transprob('in','vbd', 5.56623902364958E-11, 5.59286981603607E-04). transprob('in','vbg', 6.9757986194474E-06, 5.59286981603607E-04). transprob('in','vbn', 1.16812668886086E-08, 5.59286981603607E-04). transprob('in','vbz', 5.56623902364958E-12, 5.59286981603607E-04). transprob('in','wdt', 9.85120519284795E-09, 5.59286981603607E-04). transprob('in','wp', 8.23164917956673E-10, 5.59286981603607E-04). transprob('in','wrb', 2.14054495146216E-10, 5.59286981603607E-04). transprob('in',('#'), 5.56623902364958E-13, 5.59286981603607E-04). transprob('in',('$'), 3.0692257851448E-06, 5.59286981603607E-04). transprob('in',(','), 1.16812668886086E-10, 5.59286981603607E-04). transprob('in',('.'), 1.16812668886086E-10, 5.59286981603607E-04). transprob('jj','\'\'', 1.14667855803247E-09, 1.04404056089118E-04). transprob('jj','``', 1.14667855803247E-09, 1.04404056089118E-04). transprob('jj','cc', 1.69576900513066E-06, 1.04404056089118E-04). transprob('jj','cd', 1.40250537029471E-06, 1.04404056089118E-04). transprob('jj','dt', 1.49595630681627E-08, 1.04404056089118E-04). transprob('jj','in', 8.26842300727323E-05, 1.04404056089118E-04). transprob('jj','jj', 1.24890961854368E-04, 1.04404056089118E-04). transprob('jj','jjr', 1.14667855803247E-10, 1.04404056089118E-04). transprob('jj','jjs', 2.98180467219006E-12, 1.04404056089118E-04). transprob('jj','laast', 1.14667855803248E-08, 1.04404056089118E-04). transprob('jj','nn', 6.42147123122454E-02, 1.04404056089118E-04). transprob('jj','nnp', 1.69576900513066E-05, 1.04404056089118E-04). transprob('jj','nnps', 2.98180467219027E-10, 1.04404056089118E-04). transprob('jj','nns', 1.04578792662252E-02, 1.04404056089118E-04). transprob('jj','prp$', 2.98180467219006E-12, 1.04404056089118E-04). transprob('jj','prp', 1.14667855803247E-09, 1.04404056089118E-04). transprob('jj','rb', 6.25759261101816E-09, 1.04404056089118E-04). transprob('jj','rbr', 2.98180467219006E-12, 1.04404056089118E-04). transprob('jj','rp', 2.98180467219006E-12, 1.04404056089118E-04). transprob('jj','to', 3.47190938153667E-06, 1.04404056089118E-04). transprob('jj','vbd', 2.98180467219006E-12, 1.04404056089118E-04). transprob('jj','vbg', 2.40641090239029E-08, 1.04404056089118E-04). transprob('jj','vbn', 2.98180467219027E-09, 1.04404056089118E-04). transprob('jj','vbp', 2.98180467219006E-11, 1.04404056089118E-04). transprob('jj','vbz', 6.25759261101816E-10, 1.04404056089118E-04). transprob('jj','wp', 2.98180467219006E-12, 1.04404056089118E-04). transprob('jj','wrb', 1.14667855803247E-10, 1.04404056089118E-04). transprob('jj',('$'), 2.98180467219027E-10, 1.04404056089118E-04). transprob('jj',('('), 1.14667855803247E-10, 1.04404056089118E-04). transprob('jj',(','), 9.25405949397607E-06, 1.04404056089118E-04). transprob('jj',('.'), 1.49595630681627E-06, 1.04404056089118E-04). transprob('jj',(':'), 1.14667855803248E-08, 1.04404056089118E-04). transprob('jjr','cc', 1.11122931434192E-05, 5.87923699916509E-09). transprob('jjr','cd', 5.29511741551422E-08, 5.87923699916509E-09). transprob('jjr','dt', 1.11122931434192E-05, 5.87923699916509E-09). transprob('jjr','in', 1.52513122712051E-02, 5.87923699916509E-09). transprob('jjr','jj', 2.03628281197054E-04, 5.87923699916509E-09). transprob('jjr','laast', 5.29511741551422E-07, 5.87923699916509E-09). transprob('jjr','nn', 7.83070018084551E-03, 5.87923699916509E-09). transprob('jjr','nnp', 2.03628281197054E-06, 5.87923699916509E-09). transprob('jjr','nns', 6.47647116062095E-03, 5.87923699916509E-09). transprob('jjr','to', 2.03628281197054E-06, 5.87923699916509E-09). transprob('jjr',('$'), 5.29511741551422E-08, 5.87923699916509E-09). transprob('jjr',(','), 2.03628281197054E-06, 5.87923699916509E-09). transprob('jjr',('.'), 2.03628281197054E-05, 5.87923699916509E-09). transprob('jjs','cc', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','cd', 6.76199738621903E-05, 9.66161346461129E-10). transprob('jjs','dt', 3.22215852851527E-06, 9.66161346461129E-10). transprob('jjs','in', 2.60038408436501E-03, 9.66161346461129E-10). transprob('jjs','jj', 2.60038408436501E-03, 9.66161346461129E-10). transprob('jjs','laast', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','nn', 6.76199738621903E-03, 9.66161346461129E-10). transprob('jjs','nnp', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','nnps', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','nns', 2.06776807457879E-03, 9.66161346461129E-10). transprob('jjs','prp', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','rb', 3.22215852851527E-05, 9.66161346461129E-10). transprob('jjs','vbd', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','vbg', 3.22215852851527E-06, 9.66161346461129E-10). transprob('jjs','vbn', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs','vbp', 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs',(','), 3.22215852851527E-07, 9.66161346461129E-10). transprob('jjs',('.'), 3.22215852851527E-06, 9.66161346461129E-10). transprob('jjs',(':'), 3.22215852851527E-06, 9.66161346461129E-10). transprob('laast','eot', 1, 3.11312502242182E-16). transprob('ls',(')'), 1.83245958839413E-02, 6.53318049943572E-13). transprob('ls',('.'), 0.1, 6.53318049943572E-13). transprob('ls',(':'), 4.76509874890227E-03, 6.53318049943572E-13). transprob('md','``', 2.17882275478032E-08, 1.42881058846632E-07). transprob('md','dt', 2.17882275478032E-08, 1.42881058846632E-07). transprob('md','laast', 2.17882275478032E-09, 1.42881058846632E-07). transprob('md','rb', 2.29398046513467E-03, 1.42881058846632E-07). transprob('md','vb', 0.532401398468189, 1.42881058846632E-07). transprob('nn','\'\'', 5.05511290922338E-08, 1.18814083077408E-03). transprob('nn','``', 4.63720349874361E-09, 1.18814083077408E-03). transprob('nn','cc', 1.97172157217918E-05, 1.18814083077408E-03). transprob('nn','cd', 4.63720349874361E-09, 1.18814083077408E-03). transprob('nn','dt', 5.9687123030892E-08, 1.18814083077408E-03). transprob('nn','fw', 2.62016500215181E-13, 1.18814083077408E-03). transprob('nn','in', 1.04066659106872E-02, 1.18814083077408E-03). transprob('nn','jj', 5.05511290922338E-08, 1.18814083077408E-03). transprob('nn','jjr', 2.62016500215151E-10, 1.18814083077408E-03). transprob('nn','jjs', 2.62016500215181E-13, 1.18814083077408E-03). transprob('nn','laast', 3.24403687608132E-05, 1.18814083077408E-03). transprob('nn','md', 5.05511290922338E-07, 1.18814083077408E-03). transprob('nn','nn', 9.02707481750031E-04, 1.18814083077408E-03). transprob('nn','nnp', 1.1539442599585E-07, 1.18814083077408E-03). transprob('nn','nns', 1.95781996949052E-04, 1.18814083077408E-03). transprob('nn','pos', 1.78327637314238E-06, 1.18814083077408E-03). transprob('nn','prp$', 2.62016500215181E-11, 1.18814083077408E-03). transprob('nn','prp', 2.11455622363333E-08, 1.18814083077408E-03). transprob('nn','rb', 1.63209151805964E-06, 1.18814083077408E-03). transprob('nn','rbr', 1.00760692157187E-10, 1.18814083077408E-03). transprob('nn','rp', 1.00760692157184E-11, 1.18814083077408E-03). transprob('nn','to', 1.91652631205989E-05, 1.18814083077408E-03). transprob('nn','vb', 2.62016500215181E-11, 1.18814083077408E-03). transprob('nn','vbd', 4.1028486431277E-05, 1.18814083077408E-03). transprob('nn','vbg', 1.31452351538129E-07, 1.18814083077408E-03). transprob('nn','vbn', 1.78327637314238E-07, 1.18814083077408E-03). transprob('nn','vbp', 1.49010250081636E-08, 1.18814083077408E-03). transprob('nn','vbz', 3.36397762275447E-05, 1.18814083077408E-03). transprob('nn','wdt', 1.23240650900062E-07, 1.18814083077408E-03). transprob('nn','wp', 5.49865834943122E-09, 1.18814083077408E-03). transprob('nn','wrb', 1.00760692157187E-09, 1.18814083077408E-03). transprob('nn',('$'), 2.62016500215181E-12, 1.18814083077408E-03). transprob('nn',('('), 1.68144847425437E-10, 1.18814083077408E-03). transprob('nn',(')'), 2.62016500215151E-10, 1.18814083077408E-03). transprob('nn',(','), 8.24480670633897E-04, 1.18814083077408E-03). transprob('nn',('.'), 1.44475972946342E-04, 1.18814083077408E-03). transprob('nn',(':'), 1.27300224222054E-06, 1.18814083077408E-03). transprob('nnp','\'\'', 1.85402385234024E-08, 6.45719268055245E-04). transprob('nnp','``', 1.85402385234033E-11, 6.45719268055245E-04). transprob('nnp','cc', 1.91895883553113E-05, 6.45719268055245E-04). transprob('nnp','cd', 9.70361516565437E-07, 6.45719268055245E-04). transprob('nnp','dt', 3.09391044365346E-09, 6.45719268055245E-04). transprob('nnp','in', 4.28075180015744E-05, 6.45719268055245E-04). transprob('nnp','jj', 1.18978979384461E-07, 6.45719268055245E-04). transprob('nnp','jjr', 4.82117411765847E-13, 6.45719268055245E-04). transprob('nnp','laast', 3.2812765179928E-06, 6.45719268055245E-04). transprob('nnp','md', 1.18978979384461E-07, 6.45719268055245E-04). transprob('nnp','nn', 4.33859515352492E-05, 6.45719268055245E-04). transprob('nnp','nnp', 4.44113202717962E-02, 6.45719268055245E-04). transprob('nnp','nnps', 3.47643258150042E-07, 6.45719268055245E-04). transprob('nnp','nns', 2.34235838463443E-06, 6.45719268055245E-04). transprob('nnp','pos', 3.83724584386922E-05, 6.45719268055245E-04). transprob('nnp','prp', 4.82117411765847E-11, 6.45719268055245E-04). transprob('nnp','rb', 1.3886232582271E-07, 6.45719268055245E-04). transprob('nnp','rp', 4.82117411765847E-13, 6.45719268055245E-04). transprob('nnp','sym', 4.82117411765847E-13, 6.45719268055245E-04). transprob('nnp','to', 8.53257923378911E-08, 6.45719268055245E-04). transprob('nnp','vb', 1.01176793424679E-10, 6.45719268055245E-04). transprob('nnp','vbd', 9.30154379582135E-05, 6.45719268055245E-04). transprob('nnp','vbg', 3.09391044365346E-10, 6.45719268055245E-04). transprob('nnp','vbn', 1.01176793424679E-10, 6.45719268055245E-04). transprob('nnp','vbp', 1.60958817372023E-08, 6.45719268055245E-04). transprob('nnp','vbz', 1.82213959084809E-05, 6.45719268055245E-04). transprob('nnp','wdt', 4.82117411765847E-13, 6.45719268055245E-04). transprob('nnp','wp', 4.82117411765847E-11, 6.45719268055245E-04). transprob('nnp',('$'), 4.82117411765847E-13, 6.45719268055245E-04). transprob('nnp',('('), 4.82117411765881E-10, 6.45719268055245E-04). transprob('nnp',(')'), 1.01176793424679E-09, 6.45719268055245E-04). transprob('nnp',(','), 2.69988748637554E-03, 6.45719268055245E-04). transprob('nnp',('.'), 8.53257923378911E-06, 6.45719268055245E-04). transprob('nnp',(':'), 3.47643258150042E-08, 6.45719268055245E-04). transprob('nnps','``', 2.78876004960173E-07, 1.11631153883822E-09). transprob('nnps','cc', 2.78876004960173E-04, 1.11631153883822E-09). transprob('nnps','in', 1.39910679707083E-03, 1.11631153883822E-09). transprob('nnps','laast', 2.78876004960173E-06, 1.11631153883822E-09). transprob('nnps','md', 1.07244159290519E-05, 1.11631153883822E-09). transprob('nnps','nn', 2.78876004960173E-06, 1.11631153883822E-09). transprob('nnps','nnp', 4.12416611589532E-03, 1.11631153883822E-09). transprob('nnps','nnps', 2.78876004960173E-07, 1.11631153883822E-09). transprob('nnps','nns', 2.78876004960173E-07, 1.11631153883822E-09). transprob('nnps','pos', 2.78876004960173E-04, 1.11631153883822E-09). transprob('nnps','rb', 2.78876004960173E-06, 1.11631153883822E-09). transprob('nnps','vbd', 5.85247063399089E-05, 1.11631153883822E-09). transprob('nnps','vbp', 1.78964161669739E-04, 1.11631153883822E-09). transprob('nnps','vbz', 1.07244159290519E-05, 1.11631153883822E-09). transprob('nnps',('('), 2.78876004960173E-07, 1.11631153883822E-09). transprob('nnps',(')'), 2.78876004960173E-07, 1.11631153883822E-09). transprob('nnps',(','), 4.12416611589532E-04, 1.11631153883822E-09). transprob('nnps',('.'), 5.85247063399089E-05, 1.11631153883822E-09). transprob('nnps',(':'), 2.78876004960173E-05, 1.11631153883822E-09). transprob('nns','\'\'', 2.3582384342107E-08, 1.06536750136001E-04). transprob('nns','``', 6.13232569145938E-10, 1.06536750136001E-04). transprob('nns','cc', 8.57635338482718E-05, 1.06536750136001E-04). transprob('nns','cd', 2.92211374802364E-11, 1.06536750136001E-04). transprob('nns','dt', 3.23661644864037E-07, 1.06536750136001E-04). transprob('nns','in', 9.93295751819249E-03, 1.06536750136001E-04). transprob('nns','jj', 1.37442947300918E-06, 1.06536750136001E-04). transprob('nns','jjr', 6.13232569145938E-10, 1.06536750136001E-04). transprob('nns','laast', 5.17159647767756E-05, 1.06536750136001E-04). transprob('nns','md', 6.65654882976131E-06, 1.06536750136001E-04). transprob('nns','nn', 2.3582384342107E-06, 1.06536750136001E-04). transprob('nns','nnp', 2.92211374802364E-11, 1.06536750136001E-04). transprob('nns','nns', 1.66182244248899E-07, 1.06536750136001E-04). transprob('nns','pos', 3.93532074089536E-07, 1.06536750136001E-04). transprob('nns','prp$', 2.92211374802364E-11, 1.06536750136001E-04). transprob('nns','prp', 9.75571430589159E-08, 1.06536750136001E-04). transprob('nns','rb', 4.94898124567506E-06, 1.06536750136001E-04). transprob('nns','rbr', 1.87521919389697E-09, 1.06536750136001E-04). transprob('nns','rbs', 2.92211374802364E-12, 1.06536750136001E-04). transprob('nns','to', 1.66182244248899E-05, 1.06536750136001E-04). transprob('nns','vb', 1.12372390124707E-09, 1.06536750136001E-04). transprob('nns','vbd', 1.20339156117323E-04, 1.06536750136001E-04). transprob('nns','vbg', 3.93532074089536E-07, 1.06536750136001E-04). transprob('nns','vbn', 1.46600967238382E-06, 1.06536750136001E-04). transprob('nns','vbp', 4.57566237862813E-04, 1.06536750136001E-04). transprob('nns','vbz', 2.10706587079499E-07, 1.06536750136001E-04). transprob('nns','wdt', 9.75571430589159E-07, 1.06536750136001E-04). transprob('nns','wp$', 2.92211374802364E-11, 1.06536750136001E-04). transprob('nns','wp', 1.87521919389697E-07, 1.06536750136001E-04). transprob('nns','wrb', 4.32137663048896E-09, 1.06536750136001E-04). transprob('nns',('$'), 2.92211374802364E-12, 1.06536750136001E-04). transprob('nns',('('), 1.12372390124707E-08, 1.06536750136001E-04). transprob('nns',(')'), 1.87521919389697E-09, 1.06536750136001E-04). transprob('nns',(','), 9.49401189073026E-04, 1.06536750136001E-04). transprob('nns',('.'), 2.07704621077075E-04, 1.06536750136001E-04). transprob('nns',(':'), 1.46600967238382E-06, 1.06536750136001E-04). transprob('pdt','dt', 0.6761997386219, 4.60385422325998E-13). transprob('pdt','prp$', 6.76199738621903E-04, 4.60385422325998E-13). transprob('pos','``', 8.87846486075605E-08, 1.34840757232908E-07). transprob('pos','cc', 8.87846486075605E-08, 1.34840757232908E-07). transprob('pos','cd', 8.87846486075605E-07, 1.34840757232908E-07). transprob('pos','in', 2.30874187175041E-08, 1.34840757232908E-07). transprob('pos','jj', 4.64682297165771E-03, 1.34840757232908E-07). transprob('pos','jjr', 2.30874187175041E-08, 1.34840757232908E-07). transprob('pos','jjs', 1.48159772171376E-06, 1.34840757232908E-07). transprob('pos','laast', 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos','nn', 5.15351487221001E-02, 1.34840757232908E-07). transprob('pos','nnp', 1.86322788437519E-03, 1.34840757232908E-07). transprob('pos','nnps', 2.30874187175041E-08, 1.34840757232908E-07). transprob('pos','nns', 1.23394508943437E-03, 1.34840757232908E-07). transprob('pos','rbs', 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos','vbd', 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos','vbg', 4.84510813607435E-07, 1.34840757232908E-07). transprob('pos','vbn', 2.30874187175041E-08, 1.34840757232908E-07). transprob('pos','vbz', 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos','wp', 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos',('$'), 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos',(')'), 2.30874187175041E-09, 1.34840757232908E-07). transprob('pos',(','), 2.30874187175041E-08, 1.34840757232908E-07). transprob('pos',('.'), 2.30874187175041E-08, 1.34840757232908E-07). transprob('prp$','``', 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp$','cd', 6.32732490568797E-06, 1.41712462576536E-07). transprob('prp$','jj', 0.005421331200183, 1.41712462576536E-07). transprob('prp$','jjs', 8.44794383728625E-07, 1.41712462576536E-07). transprob('prp$','nn', 6.44754032937581E-02, 1.41712462576536E-07). transprob('prp$','nnp', 1.40975433690274E-04, 1.41712462576536E-07). transprob('prp$','nnps', 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp$','nns', 5.20988273938785E-03, 1.41712462576536E-07). transprob('prp$','rb', 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp$','rbs', 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp$','vbg', 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp$','vbn', 8.44794383728625E-08, 1.41712462576536E-07). transprob('prp$',('$'), 4.61016651651761E-07, 1.41712462576536E-07). transprob('prp$',('('), 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp$',(','), 2.19678987000886E-09, 1.41712462576536E-07). transprob('prp','``', 1.38186371611079E-08, 2.25284518735562E-06). transprob('prp','cc', 5.31407542608533E-08, 2.25284518735562E-06). transprob('prp','dt', 5.31407542608533E-08, 2.25284518735562E-06). transprob('prp','in', 1.86100795931709E-05, 2.25284518735562E-06). transprob('prp','jj', 5.31407542608533E-08, 2.25284518735562E-06). transprob('prp','jjr', 5.31407542608532E-09, 2.25284518735562E-06). transprob('prp','laast', 8.86788669863904E-08, 2.25284518735562E-06). transprob('prp','md', 5.31407542608533E-04, 2.25284518735562E-06). transprob('prp','nn', 1.38186371611079E-08, 2.25284518735562E-06). transprob('prp','nnp', 5.31407542608532E-09, 2.25284518735562E-06). transprob('prp','nns', 1.38186371611079E-10, 2.25284518735562E-06). transprob('prp','prp', 5.31407542608532E-09, 2.25284518735562E-06). transprob('prp','rb', 5.31407542608533E-05, 2.25284518735562E-06). transprob('prp','rbr', 1.38186371611079E-10, 2.25284518735562E-06). transprob('prp','rp', 1.38186371611079E-08, 2.25284518735562E-06). transprob('prp','to', 2.04357327751564E-06, 2.25284518735562E-06). transprob('prp','vb', 2.89996868675413E-08, 2.25284518735562E-06). transprob('prp','vbd', 1.45489960726801E-02, 2.25284518735562E-06). transprob('prp','vbg', 5.31407542608532E-09, 2.25284518735562E-06). transprob('prp','vbn', 1.38186371611079E-09, 2.25284518735562E-06). transprob('prp','vbp', 3.98012610426813E-03, 2.25284518735562E-06). transprob('prp','vbz', 5.9853538978054E-03, 2.25284518735562E-06). transprob('prp','wp', 1.38186371611079E-09, 2.25284518735562E-06). transprob('prp',('('), 1.38186371611079E-10, 2.25284518735562E-06). transprob('prp',(','), 1.38186371611079E-06, 2.25284518735562E-06). transprob('prp',('.'), 2.89996868675413E-06, 2.25284518735562E-06). transprob('rb','``', 1.15186224812714E-09, 1.03934209740501E-05). transprob('rb','cc', 6.28588076606138E-08, 1.03934209740501E-05). transprob('rb','cd', 7.99287090546235E-06, 1.03934209740501E-05). transprob('rb','dt', 7.99287090546236E-05, 1.03934209740501E-05). transprob('rb','ex', 2.99528425741087E-11, 1.03934209740501E-05). transprob('rb','in', 9.64345557514435E-04, 1.03934209740501E-05). transprob('rb','jj', 4.13037417217607E-04, 1.03934209740501E-05). transprob('rb','jjr', 1.92217518379408E-07, 1.03934209740501E-05). transprob('rb','laast', 1.31915015769809E-06, 1.03934209740501E-05). transprob('rb','md', 3.6635395570542E-07, 1.03934209740501E-05). transprob('rb','nn', 1.50271894647271E-06, 1.03934209740501E-05). transprob('rb','nnp', 1.15186224812714E-08, 1.03934209740501E-05). transprob('rb','nns', 6.28588076606138E-08, 1.03934209740501E-05). transprob('rb','prp$', 1.15186224812714E-09, 1.03934209740501E-05). transprob('rb','prp', 1.15186224812714E-09, 1.03934209740501E-05). transprob('rb','rb', 2.03858140334667E-04, 1.03934209740501E-05). transprob('rb','rbr', 1.15186224812714E-07, 1.03934209740501E-05). transprob('rb','to', 2.15982736345867E-06, 1.03934209740501E-05). transprob('rb','vb', 4.13037417217607E-04, 1.03934209740501E-05). transprob('rb','vbd', 1.31915015769809E-04, 1.03934209740501E-05). transprob('rb','vbg', 2.03858140334667E-05, 1.03934209740501E-05). transprob('rb','vbn', 3.40189166719227E-04, 1.03934209740501E-05). transprob('rb','vbp', 1.23352480755457E-05, 1.03934209740501E-05). transprob('rb','vbz', 2.28602561991041E-05, 1.03934209740501E-05). transprob('rb','wdt', 2.99528425741087E-11, 1.03934209740501E-05). transprob('rb','wp', 2.99528425741087E-11, 1.03934209740501E-05). transprob('rb','wrb', 2.99528425741079E-10, 1.03934209740501E-05). transprob('rb',('$'), 2.99528425741079E-07, 1.03934209740501E-05). transprob('rb',('('), 2.99528425741087E-11, 1.03934209740501E-05). transprob('rb',(','), 3.31766218972376E-04, 1.03934209740501E-05). transprob('rb',('.'), 1.15186224812714E-05, 1.03934209740501E-05). transprob('rb',(':'), 1.92217518379408E-08, 1.03934209740501E-05). transprob('rbr','cc', 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr','dt', 3.89591132982645E-06, 7.99074916974614E-10). transprob('rbr','in', 1.71579442999539E-02, 7.99074916974614E-10). transprob('rbr','jj', 1.49820611241654E-02, 7.99074916974614E-10). transprob('rbr','laast', 3.89591132982645E-05, 7.99074916974614E-10). transprob('rbr','rb', 1.12212356421069E-03, 7.99074916974614E-10). transprob('rbr','to', 3.89591132982645E-06, 7.99074916974614E-10). transprob('rbr','vb', 1.49820611241654E-05, 7.99074916974614E-10). transprob('rbr','vbd', 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr','vbg', 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr','vbn', 3.89591132982645E-05, 7.99074916974614E-10). transprob('rbr','vbp', 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr','wrb', 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr',('('), 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr',(','), 3.89591132982645E-06, 7.99074916974614E-10). transprob('rbr',('.'), 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbr',(':'), 3.89591132982645E-07, 7.99074916974614E-10). transprob('rbs','in', 5.65031274314662E-04, 5.50965081746519E-12). transprob('rbs','jj', 0.217287622129343, 5.50965081746519E-12). transprob('rbs','rb', 1.18577033570362E-02, 5.50965081746519E-12). transprob('rp','\'\'', 3.22215852851527E-07, 9.66161346461129E-10). transprob('rp','``', 3.22215852851527E-06, 9.66161346461129E-10). transprob('rp','cc', 1.23910869470731E-05, 9.66161346461129E-10). transprob('rp','cd', 3.22215852851527E-06, 9.66161346461129E-10). transprob('rp','dt', 6.76199738621903E-03, 9.66161346461129E-10). transprob('rp','in', 5.70261979290159E-03, 9.66161346461129E-10). transprob('rp','jj', 3.22215852851527E-05, 9.66161346461129E-10). transprob('rp','laast', 1.23910869470731E-05, 9.66161346461129E-10). transprob('rp','nn', 1.23910869470731E-05, 9.66161346461129E-10). transprob('rp','nns', 1.23910869470731E-04, 9.66161346461129E-10). transprob('rp','prp$', 6.76199738621903E-05, 9.66161346461129E-10). transprob('rp','rb', 1.23910869470731E-05, 9.66161346461129E-10). transprob('rp','to', 1.23910869470731E-04, 9.66161346461129E-10). transprob('rp','vbg', 3.22215852851527E-07, 9.66161346461129E-10). transprob('rp',('$'), 3.22215852851527E-07, 9.66161346461129E-10). transprob('rp',(','), 1.23910869470731E-04, 9.66161346461129E-10). transprob('rp',('.'), 6.76199738621903E-05, 9.66161346461129E-10). transprob('staart','``', 1.24861849243925E-04, 1.79782657037576E-06). transprob('staart','cc', 1.91797475661293E-05, 1.79782657037576E-06). transprob('staart','cd', 2.560788843107E-07, 1.79782657037576E-06). transprob('staart','dt', 8.27806566464249E-03, 1.79782657037576E-06). transprob('staart','ex', 1.73160474637484E-08, 1.79782657037576E-06). transprob('staart','in', 1.39745992726156E-03, 1.79782657037576E-06). transprob('staart','jj', 1.24861849243925E-05, 1.79782657037576E-06). transprob('staart','jjr', 6.65903455103508E-09, 1.79782657037576E-06). transprob('staart','ls', 1.11122931434192E-07, 1.79782657037576E-06). transprob('staart','nn', 1.11122931434192E-05, 1.79782657037576E-06). transprob('staart','nnp', 0.013782105674038, 1.79782657037576E-06). transprob('staart','nns', 2.80480151404817E-05, 1.79782657037576E-06). transprob('staart','prp$', 1.73160474637484E-08, 1.79782657037576E-06). transprob('staart','prp', 1.73160474637484E-06, 1.79782657037576E-06). transprob('staart','rb', 3.63393255338884E-05, 1.79782657037576E-06). transprob('staart','to', 1.73160474637484E-09, 1.79782657037576E-06). transprob('staart','vb', 1.73160474637484E-08, 1.79782657037576E-06). transprob('staart','vbd', 1.73160474637484E-10, 1.79782657037576E-06). transprob('staart','vbg', 6.6590345510351E-08, 1.79782657037576E-06). transprob('staart','vbn', 6.6590345510351E-08, 1.79782657037576E-06). transprob('staart','vbp', 1.73160474637484E-10, 1.79782657037576E-06). transprob('staart','vbz', 6.65903455103508E-09, 1.79782657037576E-06). transprob('staart','wp', 1.73160474637484E-08, 1.79782657037576E-06). transprob('staart','wrb', 1.73160474637484E-08, 1.79782657037576E-06). transprob('staart',('('), 1.73160474637484E-10, 1.79782657037576E-06). transprob('staart',(':'), 1.73160474637484E-08, 1.79782657037576E-06). transprob('sym','nnp', 1, 3.11312502242182E-16). transprob('to','``', 1.0297599284981E-08, 3.02315611266982E-06). transprob('to','cd', 3.96003011512644E-05, 3.02315611266982E-06). transprob('to','dt', 1.38681651510066E-03, 3.02315611266982E-06). transprob('to','in', 3.96003011512644E-08, 3.02315611266982E-06). transprob('to','jj', 8.31048908700729E-06, 3.02315611266982E-06). transprob('to','jjr', 1.0297599284981E-10, 3.02315611266982E-06). transprob('to','nn', 4.53515544879774E-06, 3.02315611266982E-06). transprob('to','nnp', 4.53515544879774E-05, 3.02315611266982E-06). transprob('to','nns', 1.66797429529127E-05, 3.02315611266982E-06). transprob('to','prp$', 3.96003011512644E-06, 3.02315611266982E-06). transprob('to','prp', 3.96003011512644E-08, 3.02315611266982E-06). transprob('to','rb', 6.60831764106315E-08, 3.02315611266982E-06). transprob('to','rbr', 3.96003011512644E-09, 3.02315611266982E-06). transprob('to','vb', 0.165863302403075, 3.02315611266982E-06). transprob('to','vbg', 3.96003011512644E-08, 3.02315611266982E-06). transprob('to','vbn', 1.0297599284981E-09, 3.02315611266982E-06). transprob('to',('$'), 1.25950190636771E-05, 3.02315611266982E-06). transprob('to',('.'), 1.0297599284981E-10, 3.02315611266982E-06). transprob('uh','in', 1, 3.11312502242182E-16). transprob('vb','\'\'', 2.41456375353781E-09, 4.95815827242501E-06). transprob('vb','``', 2.41456375353782E-08, 4.95815827242501E-06). transprob('vb','cc', 1.80845536717476E-07, 4.95815827242501E-06). transprob('vb','cd', 9.28541198223559E-07, 4.95815827242501E-06). transprob('vb','dt', 7.22058039513888E-03, 4.95815827242501E-06). transprob('vb','ex', 6.27879315538382E-11, 4.95815827242501E-06). transprob('vb','in', 9.07292901293093E-04, 4.95815827242501E-06). transprob('vb','jj', 3.79521068181718E-04, 4.95815827242501E-06). transprob('vb','jjr', 1.31766275711093E-07, 4.95815827242501E-06). transprob('vb','laast', 2.41456375353782E-07, 4.95815827242501E-06). transprob('vb','nn', 6.27879315538439E-05, 4.95815827242501E-06). transprob('vb','nnp', 2.41456375353782E-05, 4.95815827242501E-06). transprob('vb','nnps', 6.27879315538382E-11, 4.95815827242501E-06). transprob('vb','nns', 4.02931386481786E-05, 4.95815827242501E-06). transprob('vb','pdt', 6.27879315538382E-11, 4.95815827242501E-06). transprob('vb','prp$', 2.25146410724045E-05, 4.95815827242501E-06). transprob('vb','prp', 2.09622613942222E-05, 4.95815827242501E-06). transprob('vb','rb', 2.09622613942222E-05, 4.95815827242501E-06). transprob('vb','rbr', 1.31766275711093E-07, 4.95815827242501E-06). transprob('vb','rbs', 6.27879315538439E-10, 4.95815827242501E-06). transprob('vb','rp', 2.41456375353782E-06, 4.95815827242501E-06). transprob('vb','to', 1.94862949784087E-05, 4.95815827242501E-06). transprob('vb','vb', 2.41456375353782E-07, 4.95815827242501E-06). transprob('vb','vbd', 2.41456375353781E-09, 4.95815827242501E-06). transprob('vb','vbg', 6.27879315538439E-07, 4.95815827242501E-06). transprob('vb','vbn', 3.15003873580112E-04, 4.95815827242501E-06). transprob('vb','vbz', 6.27879315538382E-11, 4.95815827242501E-06). transprob('vb','wp', 2.41456375353781E-09, 4.95815827242501E-06). transprob('vb','wrb', 1.31766275711093E-08, 4.95815827242501E-06). transprob('vb',('$'), 9.28541198223559E-07, 4.95815827242501E-06). transprob('vb',('('), 6.27879315538382E-11, 4.95815827242501E-06). transprob('vb',(','), 1.54950720128014E-06, 4.95815827242501E-06). transprob('vb',('.'), 1.11122931434192E-06, 4.95815827242501E-06). transprob('vb',(':'), 6.27879315538439E-09, 4.95815827242501E-06). transprob('vbd','\'\'', 2.70423185654086E-11, 1.15120492160884E-05). transprob('vbd','``', 5.67508041079754E-09, 1.15120492160884E-05). transprob('vbd','cc', 2.70423185654105E-09, 1.15120492160884E-05). transprob('vbd','cd', 1.44532122057496E-05, 1.15120492160884E-05). transprob('vbd','dt', 3.18791172573184E-03, 1.15120492160884E-05). transprob('vbd','ex', 2.70423185654105E-10, 1.15120492160884E-05). transprob('vbd','in', 1.35669943058833E-03, 1.15120492160884E-05). transprob('vbd','jj', 3.8176054684709E-05, 1.15120492160884E-05). transprob('vbd','jjr', 7.78888951112011E-08, 1.15120492160884E-05). transprob('vbd','laast', 5.2173040080715E-06, 1.15120492160884E-05). transprob('vbd','md', 2.70423185654086E-11, 1.15120492160884E-05). transprob('vbd','nn', 1.44532122057496E-05, 1.15120492160884E-05). transprob('vbd','nnp', 9.69689685897233E-05, 1.15120492160884E-05). transprob('vbd','nns', 3.99916134551064E-06, 1.15120492160884E-05). transprob('vbd','prp$', 2.99528425741079E-06, 1.15120492160884E-05). transprob('vbd','prp', 1.68445646449868E-04, 1.15120492160884E-05). transprob('vbd','rb', 2.9952842574108E-04, 1.15120492160884E-05). transprob('vbd','rbr', 2.70423185654105E-08, 1.15120492160884E-05). transprob('vbd','rp', 1.35669943058832E-07, 1.15120492160884E-05). transprob('vbd','to', 1.23099250113081E-04, 1.15120492160884E-05). transprob('vbd','uh', 2.70423185654086E-11, 1.15120492160884E-05). transprob('vbd','vb', 1.03993555136736E-08, 1.15120492160884E-05). transprob('vbd','vbd', 5.67508041079754E-09, 1.15120492160884E-05). transprob('vbd','vbg', 3.99916134551064E-06, 1.15120492160884E-05). transprob('vbd','vbn', 3.9076464316814E-04, 1.15120492160884E-05). transprob('vbd','vbz', 2.70423185654086E-11, 1.15120492160884E-05). transprob('vbd','wp', 2.70423185654086E-11, 1.15120492160884E-05). transprob('vbd','wrb', 1.03993555136736E-09, 1.15120492160884E-05). transprob('vbd',('$'), 2.70423185654105E-08, 1.15120492160884E-05). transprob('vbd',('('), 2.70423185654086E-11, 1.15120492160884E-05). transprob('vbd',(','), 2.18240084029094E-06, 1.15120492160884E-05). transprob('vbd',('.'), 3.99916134551064E-06, 1.15120492160884E-05). transprob('vbd',(':'), 2.70423185654105E-10, 1.15120492160884E-05). transprob('vbg','\'\'', 2.95508138295384E-10, 1.05348199219801E-06). transprob('vbg','``', 1.13640188798316E-08, 1.05348199219801E-06). transprob('vbg','cc', 3.61436732222677E-06, 1.05348199219801E-06). transprob('vbg','cd', 1.89637563992536E-06, 1.05348199219801E-06). transprob('vbg','dt', 2.38484436077003E-03, 1.05348199219801E-06). transprob('vbg','in', 1.13640188798319E-03, 1.05348199219801E-06). transprob('vbg','jj', 1.48254936790946E-04, 1.05348199219801E-06). transprob('vbg','jjr', 1.13640188798316E-07, 1.05348199219801E-06). transprob('vbg','laast', 1.13640188798316E-07, 1.05348199219801E-06). transprob('vbg','nn', 1.89637563992536E-03, 1.05348199219801E-06). transprob('vbg','nnp', 7.29267515259553E-06, 1.05348199219801E-06). transprob('vbg','nns', 3.44079371541984E-04, 1.05348199219801E-06). transprob('vbg','prp$', 1.13640188798319E-05, 1.05348199219801E-06). transprob('vbg','prp', 6.20151131943405E-06, 1.05348199219801E-06). transprob('vbg','rb', 4.37013091572071E-05, 1.05348199219801E-06). transprob('vbg','rbr', 2.95508138295384E-08, 1.05348199219801E-06). transprob('vbg','rp', 8.51140124413593E-07, 1.05348199219801E-06). transprob('vbg','to', 3.97971949765421E-04, 1.05348199219801E-06). transprob('vbg','vbd', 2.95508138295384E-09, 1.05348199219801E-06). transprob('vbg','vbg', 1.13640188798316E-08, 1.05348199219801E-06). transprob('vbg','vbn', 2.95508138295384E-06, 1.05348199219801E-06). transprob('vbg','vbz', 2.95508138295384E-10, 1.05348199219801E-06). transprob('vbg','wp', 1.13640188798316E-08, 1.05348199219801E-06). transprob('vbg',('$'), 1.13640188798316E-08, 1.05348199219801E-06). transprob('vbg',(')'), 2.95508138295384E-10, 1.05348199219801E-06). transprob('vbg',(','), 3.61436732222677E-06, 1.05348199219801E-06). transprob('vbg',('.'), 1.13640188798319E-06, 1.05348199219801E-06). transprob('vbg',(':'), 2.95508138295384E-10, 1.05348199219801E-06). transprob('vbg|nn','nn', 1, 3.11312502242182E-16). transprob('vbn','\'\'', 1.03993555136736E-09, 2.9935749559943E-06). transprob('vbn','``', 1.03993555136736E-07, 2.9935749559943E-06). transprob('vbn','cc', 2.99528425741079E-07, 2.9935749559943E-06). transprob('vbn','cd', 1.53791179139873E-07, 2.9935749559943E-06). transprob('vbn','dt', 2.18240084029094E-04, 2.9935749559943E-06). transprob('vbn','in', 3.10985296760511E-02, 2.9935749559943E-06). transprob('vbn','jj', 1.03993555136736E-04, 2.9935749559943E-06). transprob('vbn','jjr', 1.03993555136736E-10, 2.9935749559943E-06). transprob('vbn','laast', 2.99528425741079E-06, 2.9935749559943E-06). transprob('vbn','nn', 7.07776989930551E-05, 2.9935749559943E-06). transprob('vbn','nnp', 3.99916134551064E-06, 2.9935749559943E-06). transprob('vbn','nns', 1.40052041001442E-05, 2.9935749559943E-06). transprob('vbn','prp$', 1.84049201989518E-06, 2.9935749559943E-06). transprob('vbn','prp', 3.99916134551064E-08, 2.9935749559943E-06). transprob('vbn','rb', 2.18240084029094E-05, 2.9935749559943E-06). transprob('vbn','rbr', 2.18240084029094E-08, 2.9935749559943E-06). transprob('vbn','rbs', 1.03993555136736E-10, 2.9935749559943E-06). transprob('vbn','rp', 1.53791179139873E-06, 2.9935749559943E-06). transprob('vbn','to', 5.91417168196625E-04, 2.9935749559943E-06). transprob('vbn','vb', 1.03993555136736E-10, 2.9935749559943E-06). transprob('vbn','vbd', 1.03993555136736E-09, 2.9935749559943E-06). transprob('vbn','vbg', 1.27194773577672E-06, 2.9935749559943E-06). transprob('vbn','vbn', 5.2173040080715E-06, 2.9935749559943E-06). transprob('vbn','wp', 3.99916134551063E-09, 2.9935749559943E-06). transprob('vbn','wrb', 1.03993555136736E-09, 2.9935749559943E-06). transprob('vbn',('$'), 2.56639705407259E-06, 2.9935749559943E-06). transprob('vbn',(','), 1.53791179139873E-05, 2.9935749559943E-06). transprob('vbn',('.'), 6.67361805357163E-06, 2.9935749559943E-06). transprob('vbn',(':'), 2.18240084029094E-07, 2.9935749559943E-06). transprob('vbp','\'\'', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','``', 1.2564152295224E-08, 9.52852923746552E-07). transprob('vbp','cc', 1.2564152295224E-08, 9.52852923746552E-07). transprob('vbp','cd', 6.85644167805878E-08, 9.52852923746552E-07). transprob('vbp','dt', 7.14530372719948E-04, 9.52852923746552E-07). transprob('vbp','ex', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','in', 8.71837300819402E-04, 9.52852923746552E-07). transprob('vbp','jj', 3.26716216620385E-04, 9.52852923746552E-07). transprob('vbp','jjr', 6.85644167805878E-08, 9.52852923746552E-07). transprob('vbp','laast', 3.26716216620386E-07, 9.52852923746552E-07). transprob('vbp','md', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','nn', 9.41027488671897E-06, 9.52852923746552E-07). transprob('vbp','nnp', 2.09664843053552E-06, 9.52852923746552E-07). transprob('vbp','nns', 4.8316525127064E-06, 9.52852923746552E-07). transprob('vbp','pdt', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','prp$', 4.8316525127064E-07, 9.52852923746552E-07). transprob('vbp','prp', 1.43888763682773E-05, 9.52852923746552E-07). transprob('vbp','rb', 1.69206175333211E-03, 9.52852923746552E-07). transprob('vbp','rbr', 1.2564152295224E-07, 9.52852923746552E-07). transprob('vbp','rp', 1.2564152295224E-07, 9.52852923746552E-07). transprob('vbp','to', 3.99607409733638E-05, 9.52852923746552E-07). transprob('vbp','vb', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','vbd', 3.26716216620393E-08, 9.52852923746552E-07). transprob('vbp','vbg', 3.61880190826382E-04, 9.52852923746552E-07). transprob('vbp','vbn', 2.15948232471449E-03, 9.52852923746552E-07). transprob('vbp','vbp', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','vbz', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','wp', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp','wrb', 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbp',('$'), 1.2564152295224E-08, 9.52852923746552E-07). transprob('vbp',(','), 4.8316525127064E-06, 9.52852923746552E-07). transprob('vbp',('.'), 4.8316525127064E-07, 9.52852923746552E-07). transprob('vbp',(':'), 3.26716216620393E-10, 9.52852923746552E-07). transprob('vbz','\'\'', 7.95521991064821E-11, 3.91331108050764E-06). transprob('vbz','``', 1.17646006886385E-06, 3.91331108050764E-06). transprob('vbz','cc', 1.66947640119337E-08, 3.91331108050764E-06). transprob('vbz','cd', 1.96322290514478E-06, 3.91331108050764E-06). transprob('vbz','dt', 1.70439035426051E-03, 3.91331108050764E-06). transprob('vbz','ex', 7.95521991064841E-10, 3.91331108050764E-06). transprob('vbz','in', 2.46891015455843E-04, 3.91331108050764E-06). transprob('vbz','jj', 1.12305056093175E-04, 3.91331108050764E-06). transprob('vbz','jjr', 3.05924803896452E-08, 3.91331108050764E-06). transprob('vbz','laast', 5.10513359659932E-07, 3.91331108050764E-06). transprob('vbz','nn', 7.95521991064841E-06, 3.91331108050764E-06). transprob('vbz','nnp', 2.46891015455843E-04, 3.91331108050764E-06). transprob('vbz','nns', 6.42011467164105E-07, 3.91331108050764E-06). transprob('vbz','pdt', 7.95521991064821E-11, 3.91331108050764E-06). transprob('vbz','prp$', 9.73004907818623E-07, 3.91331108050764E-06). transprob('vbz','prp', 1.40792559142806E-05, 3.91331108050764E-06). transprob('vbz','rb', 1.43893120958847E-03, 3.91331108050764E-06). transprob('vbz','rbr', 3.05924803896451E-09, 3.91331108050764E-06). transprob('vbz','rp', 7.95521991064841E-08, 3.91331108050764E-06). transprob('vbz','to', 6.42011467164105E-05, 3.91331108050764E-06). transprob('vbz','vb', 7.95521991064841E-10, 3.91331108050764E-06). transprob('vbz','vbd', 3.05924803896451E-09, 3.91331108050764E-06). transprob('vbz','vbg', 5.4142986026307E-05, 3.91331108050764E-06). transprob('vbz','vbn', 1.8491596312342E-03, 3.91331108050764E-06). transprob('vbz','vbz', 7.95521991064841E-09, 3.91331108050764E-06). transprob('vbz','wp', 7.95521991064841E-10, 3.91331108050764E-06). transprob('vbz','wrb', 3.05924803896451E-09, 3.91331108050764E-06). transprob('vbz',('$'), 1.66947640119337E-08, 3.91331108050764E-06). transprob('vbz',(','), 3.99109355097471E-06, 3.91331108050764E-06). transprob('vbz',('.'), 7.95521991064841E-07, 3.91331108050764E-06). transprob('vbz',(':'), 7.95521991064841E-08, 3.91331108050764E-06). transprob('wdt','``', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','cd', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','dt', 8.87846486075605E-06, 1.34840757232908E-08). transprob('wdt','ex', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','in', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','jjs', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','md', 6.6497757229152E-04, 1.34840757232908E-08). transprob('wdt','nnp', 2.30874187175041E-07, 1.34840757232908E-08). transprob('wdt','nns', 2.30874187175041E-07, 1.34840757232908E-08). transprob('wdt','prp', 2.30874187175041E-05, 1.34840757232908E-08). transprob('wdt','rb', 1.15828410763032E-04, 1.34840757232908E-08). transprob('wdt','rbr', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','to', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','vbd', 3.41428980208663E-03, 1.34840757232908E-08). transprob('wdt','vbn', 2.30874187175041E-08, 1.34840757232908E-08). transprob('wdt','vbp', 5.25929321369384E-03, 1.34840757232908E-08). transprob('wdt','vbz', 1.96839710223938E-02, 1.34840757232908E-08). transprob('wp$','jj', 2.60038408436501E-03, 1.19717892489008E-13). transprob('wp$','nn', 2.60038408436501E-02, 1.19717892489008E-13). transprob('wp$','nns', 0.1, 1.19717892489008E-13). transprob('wp','dt', 8.37884975485211E-06, 3.71545631382011E-09). transprob('wp','in', 3.22215852851527E-06, 3.71545631382011E-09). transprob('wp','jj', 8.37884975485211E-08, 3.71545631382011E-09). transprob('wp','md', 3.22215852851527E-05, 3.71545631382011E-09). transprob('wp','nn', 8.37884975485211E-08, 3.71545631382011E-09). transprob('wp','nnp', 8.37884975485211E-06, 3.71545631382011E-09). transprob('wp','nns', 8.37884975485211E-07, 3.71545631382011E-09). transprob('wp','pos', 8.37884975485211E-08, 3.71545631382011E-09). transprob('wp','prp$', 8.37884975485211E-07, 3.71545631382011E-09). transprob('wp','prp', 1.23910869470731E-04, 3.71545631382011E-09). transprob('wp','rb', 8.37884975485211E-05, 3.71545631382011E-09). transprob('wp','vbd', 4.76509874890227E-03, 3.71545631382011E-09). transprob('wp','vbp', 5.37699119129279E-03, 3.71545631382011E-09). transprob('wp','vbz', 1.48290017486462E-02, 3.71545631382011E-09). transprob('wp',(','), 8.37884975485211E-08, 3.71545631382011E-09). transprob('wrb','dt', 2.23968197564527E-02, 1.00228493437025E-09). transprob('wrb','in', 3.10602795239806E-06, 1.00228493437025E-09). transprob('wrb','jj', 8.94616653566957E-04, 1.00228493437025E-09). transprob('wrb','nn', 1.1944496857496E-04, 1.00228493437025E-09). transprob('wrb','nnp', 4.59335870009093E-04, 1.00228493437025E-09). transprob('wrb','nns', 1.1944496857496E-04, 1.00228493437025E-09). transprob('wrb','prp$', 3.10602795239806E-06, 1.00228493437025E-09). transprob('wrb','prp', 1.99324315730599E-03, 1.00228493437025E-09). transprob('wrb','rb', 1.1944496857496E-05, 1.00228493437025E-09). transprob('wrb','rbs', 3.10602795239806E-07, 1.00228493437025E-09). transprob('wrb','rp', 3.10602795239806E-07, 1.00228493437025E-09). transprob('wrb','vbg', 3.10602795239806E-07, 1.00228493437025E-09). transprob('wrb','vbn', 3.10602795239806E-05, 1.00228493437025E-09). transprob('wrb','vbp', 3.10602795239806E-07, 1.00228493437025E-09). transprob('wrb','vbz', 3.10602795239806E-07, 1.00228493437025E-09). transprob(('#'),'cd', 1, 3.11312502242182E-16). transprob(('$'),'cd', 0.980362904213428, 7.68270194820925E-08). transprob(('$'),'jj', 4.05212260401055E-08, 7.68270194820925E-08). transprob(('('),'cc', 1.99324315730599E-06, 1.56183906163719E-10). transprob(('('),'cd', 1.99324315730599E-04, 1.56183906163719E-10). transprob(('('),'dt', 7.665187497841E-04, 1.56183906163719E-10). transprob(('('),'in', 1.27913152908995E-03, 1.56183906163719E-10). transprob(('('),'jj', 1.99324315730599E-06, 1.56183906163719E-10). transprob(('('),'jjr', 1.99324315730599E-06, 1.56183906163719E-10). transprob(('('),'nn', 1.99324315730599E-05, 1.56183906163719E-10). transprob(('('),'nnp', 0.024379406180068, 1.56183906163719E-10). transprob(('('),'nns', 1.99324315730599E-06, 1.56183906163719E-10). transprob(('('),'prp', 1.99324315730599E-05, 1.56183906163719E-10). transprob(('('),'vbg', 1.99324315730599E-06, 1.56183906163719E-10). transprob(('('),'vbn', 1.99324315730599E-05, 1.56183906163719E-10). transprob(('('),('$'), 1.27913152908995E-03, 1.56183906163719E-10). transprob((')'),'cc', 2.270616608679E-05, 1.37104829169408E-10). transprob((')'),'in', 4.76509874890227E-04, 1.37104829169408E-10). transprob((')'),'jj', 2.270616608679E-06, 1.37104829169408E-10). transprob((')'),'laast', 2.270616608679E-06, 1.37104829169408E-10). transprob((')'),'nn', 2.270616608679E-05, 1.37104829169408E-10). transprob((')'),'nnp', 2.270616608679E-06, 1.37104829169408E-10). transprob((')'),'prp', 2.270616608679E-06, 1.37104829169408E-10). transprob((')'),'rb', 2.27061660867895E-04, 1.37104829169408E-10). transprob((')'),'to', 2.270616608679E-05, 1.37104829169408E-10). transprob((')'),'vbd', 8.73185089207084E-05, 1.37104829169408E-10). transprob((')'),'vbz', 2.27061660867895E-04, 1.37104829169408E-10). transprob((')'),(','), 1.45713145131883E-02, 1.37104829169408E-10). transprob((')'),('.'), 8.73185089207084E-04, 1.37104829169408E-10). transprob((')'),(':'), 2.27061660867895E-04, 1.37104829169408E-10). transprob((','),'\'\'', 9.81706858470029E-05, 6.24935917518185E-05). transprob((','),'``', 1.54601667047408E-06, 6.24935917518185E-05). transprob((','),'cc', 1.78628161311554E-04, 6.24935917518185E-05). transprob((','),'cd', 3.39040117889131E-06, 6.24935917518185E-05). transprob((','),'dt', 1.42130831416298E-03, 6.24935917518185E-05). transprob((','),'ex', 1.04541606847968E-08, 6.24935917518185E-05). transprob((','),'in', 1.38135267188384E-04, 6.24935917518185E-05). transprob((','),'jj', 3.91001874563629E-05, 6.24935917518185E-05). transprob((','),'jjs', 4.98151079999429E-11, 6.24935917518185E-05). transprob((','),'md', 1.43480438357237E-07, 6.24935917518185E-05). transprob((','),'nn', 4.24715796229293E-05, 6.24935917518185E-05). transprob((','),'nnp', 2.08647360808604E-03, 6.24935917518185E-05). transprob((','),'nnps', 4.98151079999429E-12, 6.24935917518185E-05). transprob((','),'nns', 2.34307622975242E-06, 6.24935917518185E-05). transprob((','),'prp$', 3.19680391397292E-09, 6.24935917518185E-05). transprob((','),'prp', 2.19390221182827E-05, 6.24935917518185E-05). transprob((','),'rb', 5.80029746483165E-05, 6.24935917518185E-05). transprob((','),'rbr', 1.91568269854688E-10, 6.24935917518185E-05). transprob((','),'rbs', 4.98151079999429E-11, 6.24935917518185E-05). transprob((','),'to', 1.04541606847968E-08, 6.24935917518185E-05). transprob((','),'vb', 1.91568269854688E-09, 6.24935917518185E-05). transprob((','),'vbd', 7.88920826533952E-05, 6.24935917518185E-05). transprob((','),'vbg', 2.19390221182827E-05, 6.24935917518185E-05). transprob((','),'vbn', 6.39566242772196E-06, 6.24935917518185E-05). transprob((','),'vbp', 1.66311787860195E-07, 6.24935917518185E-05). transprob((','),'vbz', 5.80029746483165E-06, 6.24935917518185E-05). transprob((','),'wdt', 5.80029746483165E-06, 6.24935917518185E-05). transprob((','),'wp$', 4.98151079999429E-11, 6.24935917518185E-05). transprob((','),'wp', 5.51766330289129E-07, 6.24935917518185E-05). transprob((','),'wrb', 8.81634526520134E-08, 6.24935917518185E-05). transprob((','),('$'), 1.43480438357237E-06, 6.24935917518185E-05). transprob(('.'),'\'\'', 1.01725587205807E-03, 4.73795482578568E-06). transprob(('.'),'``', 5.01474317481532E-04, 4.73795482578568E-06). transprob(('.'),'cc', 6.57060933860892E-05, 4.73795482578568E-06). transprob(('.'),'cd', 9.71696521504111E-08, 4.73795482578568E-06). transprob(('.'),'dt', 4.47193683644666E-03, 4.73795482578568E-06). transprob(('.'),'ex', 6.57060933860893E-09, 4.73795482578568E-06). transprob(('.'),'in', 7.09624576637098E-04, 4.73795482578568E-06). transprob(('.'),'jj', 6.57060933860892E-06, 4.73795482578568E-06). transprob(('.'),'jjr', 1.37890307942151E-08, 4.73795482578568E-06). transprob(('.'),'jjs', 6.57060933860936E-11, 4.73795482578568E-06). transprob(('.'),'laast', 1.37890307942151E-08, 4.73795482578568E-06). transprob(('.'),'nn', 3.73674230413308E-06, 4.73795482578568E-06). transprob(('.'),'nnp', 6.57060933860892E-04, 4.73795482578568E-06). transprob(('.'),'nnps', 6.57060933860893E-10, 4.73795482578568E-06). transprob(('.'),'nns', 1.75335720086633E-05, 4.73795482578568E-06). transprob(('.'),'pdt', 6.57060933860936E-11, 4.73795482578568E-06). transprob(('.'),'prp$', 4.21658217641005E-08, 4.73795482578568E-06). transprob(('.'),'prp', 3.29644143742581E-04, 4.73795482578568E-06). transprob(('.'),'rb', 2.89375551711115E-05, 4.73795482578568E-06). transprob(('.'),'rbr', 6.57060933860893E-10, 4.73795482578568E-06). transprob(('.'),'to', 6.57060933860893E-10, 4.73795482578568E-06). transprob(('.'),'vb', 2.52678416935219E-08, 4.73795482578568E-06). transprob(('.'),'vbg', 1.89250600074728E-07, 4.73795482578568E-06). transprob(('.'),'vbn', 4.21658217641005E-08, 4.73795482578568E-06). transprob(('.'),'vbz', 6.57060933860893E-10, 4.73795482578568E-06). transprob(('.'),'wdt', 6.57060933860936E-11, 4.73795482578568E-06). transprob(('.'),'wp', 6.57060933860893E-09, 4.73795482578568E-06). transprob(('.'),'wrb', 9.71696521504111E-08, 4.73795482578568E-06). transprob(('.'),('('), 2.52678416935219E-08, 4.73795482578568E-06). transprob(('.'),(')'), 2.52678416935219E-08, 4.73795482578568E-06). transprob(('.'),(':'), 6.57060933860936E-11, 4.73795482578568E-06). transprob((':'),'``', 2.82186465912E-05, 4.24251007581438E-08). transprob((':'),'cc', 4.70899903925601E-05, 4.24251007581438E-08). transprob((':'),'cd', 4.70899903925601E-06, 4.24251007581438E-08). transprob((':'),'dt', 8.12770250896074E-04, 4.24251007581438E-08). transprob((':'),'in', 4.70899903925601E-04, 4.24251007581438E-08). transprob((':'),'jj', 4.17312296640481E-04, 4.24251007581438E-08). transprob((':'),'jjr', 7.33793194780774E-08, 4.24251007581438E-08). transprob((':'),'laast', 7.33793194780774E-09, 4.24251007581438E-08). transprob((':'),'ls', 2.82186465912E-07, 4.24251007581438E-08). transprob((':'),'md', 7.33793194780774E-07, 4.24251007581438E-08). transprob((':'),'nn', 1.53993281870566E-05, 4.24251007581438E-08). transprob((':'),'nnp', 1.41571521205368E-02, 4.24251007581438E-08). transprob((':'),'nns', 7.33793194780774E-06, 4.24251007581438E-08). transprob((':'),'prp', 2.82186465912E-06, 4.24251007581438E-08). transprob((':'),'rb', 4.70899903925601E-06, 4.24251007581438E-08). transprob((':'),'rbr', 7.33793194780774E-09, 4.24251007581438E-08). transprob((':'),'to', 7.33793194780774E-08, 4.24251007581438E-08). transprob((':'),'vb', 2.82186465912E-07, 4.24251007581438E-08). transprob((':'),'vbd', 1.08517225439374E-05, 4.24251007581438E-08). transprob((':'),'vbg', 7.33793194780774E-07, 4.24251007581438E-08). transprob((':'),'vbn', 7.33793194780774E-08, 4.24251007581438E-08). transprob((':'),'vbp', 1.53993281870566E-06, 4.24251007581438E-08). transprob((':'),'vbz', 2.82186465912E-07, 4.24251007581438E-08). transprob((':'),'wdt', 7.33793194780774E-09, 4.24251007581438E-08). transprob((':'),'wp', 7.33793194780774E-07, 4.24251007581438E-08). transprob((':'),'wrb', 7.33793194780774E-08, 4.24251007581438E-08). transprob((':'),('$'), 2.82186465912E-07, 4.24251007581438E-08). transprob((':'),('.'), 7.33793194780774E-08, 4.24251007581438E-08). transprob2('cc','cc',0.000237618). transprob2('cc','cd',0.0439594). transprob2('cc','dt',0.113785). transprob2('cc','ex',0.00349638). transprob2('cc','fw',0.000101836). transprob2('cc','in',0.0513256). transprob2('cc','jj',0.108829). transprob2('cc','jjr',0.0102855). transprob2('cc','jjs',0.00207067). transprob2('cc','lrb',0.000339455). transprob2('cc','ls',0.000067891). transprob2('cc','md',0.0106928). transprob2('cc','nn',0.118639). transprob2('cc','nnp',0.161682). transprob2('cc','nnps',0.00332666). transprob2('cc','nns',0.0710139). transprob2('cc','pdt',0.000577073). transprob2('cc','ppc',0.00763773). transprob2('cc','ppd',0.0195865). transprob2('cc','ppl',0.00590651). transprob2('cc','pps',0.000305509). transprob2('cc','prp',0.0376116). transprob2('cc','prps',0.0172104). transprob2('cc','rb',0.0518687). transprob2('cc','rbr',0.00264775). transprob2('cc','rbs',0.000882583). transprob2('cc','rp',0.000101836). transprob2('cc','rrb',0.000067891). transprob2('cc','to',0.00740012). transprob2('cc','uh',0.000067891). transprob2('cc','vb',0.0327574). transprob2('cc','vbd',0.0380189). transprob2('cc','vbg',0.0210462). transprob2('cc','vbn',0.0144268). transprob2('cc','vbp',0.011813). transprob2('cc','vbz',0.0227435). transprob2('cc','wdt',0.00105231). transprob2('cc','wp',0.00213857). transprob2('cc','wps',0.000237618). transprob2('cc','wrb',0.00403951). transprob2('cd','cc',0.0167197). transprob2('cd','cd',0.198722). transprob2('cd','dt',0.0292094). transprob2('cd','fw',0.0000445266). transprob2('cd','in',0.0892758). transprob2('cd','jj',0.0370906). transprob2('cd','jjr',0.00211501). transprob2('cd','jjs',0.000779215). transprob2('cd','lrb',0.00189238). transprob2('cd','md',0.00211501). transprob2('cd','nn',0.205067). transprob2('cd','nnp',0.0134693). transprob2('cd','nnps',0.000868268). transprob2('cd','nns',0.156511). transprob2('cd','pos',0.000734688). transprob2('cd',('.'),0.0724002). transprob2('cd','ppc',0.0968453). transprob2('cd','ppd',0.0000890531). transprob2('cd','ppl',0.000690162). transprob2('cd','ppr',0.000489792). transprob2('cd','pps',0.00761404). transprob2('cd','prp',0.000734688). transprob2('cd','prps',0.0000890531). transprob2('cd','rb',0.00429681). transprob2('cd','rbr',0.00020037). transprob2('cd','rbs',0.00020037). transprob2('cd','rrb',0.00866042). transprob2('cd','sym',0.00013358). transprob2('cd','to',0.0362892). transprob2('cd','vb',0.0000445266). transprob2('cd','vbd',0.00616693). transprob2('cd','vbg',0.00169201). transprob2('cd','vbn',0.00311686). transprob2('cd','vbp',0.00129127). transprob2('cd','vbz',0.00262707). transprob2('cd','wdt',0.000756952). transprob2('cd','wp',0.000244896). transprob2('cd','wps',0.0000222633). transprob2('cd','wrb',0.000690162). transprob2('dt','cc',0.000711631). transprob2('dt','cd',0.0235332). transprob2('dt','dt',0.00166047). transprob2('dt','fw',0.000227327). transprob2('dt','in',0.00962679). transprob2('dt','jj',0.216346). transprob2('dt','jjr',0.00550526). transprob2('dt','jjs',0.00935004). transprob2('dt','lrb',0.000474421). transprob2('dt','md',0.00213489). transprob2('dt','nn',0.473709). transprob2('dt','nnp',0.113584). transprob2('dt','nnps',0.00454653). transprob2('dt','nns',0.0734265). transprob2('dt','pdt',0.00000988377). transprob2('dt','pos',0.0000296513). transprob2('dt',('.'),0.00157152). transprob2('dt','ppc',0.0022535). transprob2('dt','ppd',0.0090733). transprob2('dt','ppl',0.00576224). transprob2('dt','ppr',0.0000494188). transprob2('dt','pps',0.000355816). transprob2('dt','prp',0.000484305). transprob2('dt','prps',0.000642445). transprob2('dt','rb',0.0102). transprob2('dt','rbr',0.00179885). transprob2('dt','rbs',0.00280699). transprob2('dt','rp',0.0000691864). transprob2('dt','rrb',0.0000395351). transprob2('dt','to',0.000286629). transprob2('dt','uh',0.0000197675). transprob2('dt','vb',0.00023721). transprob2('dt','vbd',0.00230292). transprob2('dt','vbg',0.00810469). transprob2('dt','vbn',0.00839132). transprob2('dt','vbp',0.00171978). transprob2('dt','vbz',0.00792678). transprob2('dt','wdt',0.000217443). transprob2('dt','wp',0.000800585). transprob2('dt','wrb',0.00000988377). transprob2('ex','dt',0.00185701). transprob2('ex','md',0.0807799). transprob2('ex','pos',0.0120706). transprob2('ex','ppc',0.00371402). transprob2('ex','prp',0.000928505). transprob2('ex','rb',0.0222841). transprob2('ex','to',0.000928505). transprob2('ex','vb',0.00185701). transprob2('ex','vbd',0.182916). transprob2('ex','vbp',0.224698). transprob2('ex','vbz',0.46611). transprob2('ex','wp',0.00185701). transprob2('fw','cc',0.0149254). transprob2('fw','dt',0.00746269). transprob2('fw','fw',0.246269). transprob2('fw','in',0.0261194). transprob2('fw','jj',0.0261194). transprob2('fw','lrb',0.0149254). transprob2('fw','md',0.00746269). transprob2('fw','nn',0.0708955). transprob2('fw','nnp',0.201493). transprob2('fw','nns',0.0298507). transprob2('fw','pos',0.00746269). transprob2('fw',('.'),0.108209). transprob2('fw','ppc',0.0970149). transprob2('fw','ppd',0.00746269). transprob2('fw','ppl',0.00373134). transprob2('fw','ppr',0.0559702). transprob2('fw','pps',0.011194). transprob2('fw','rrb',0.00746269). transprob2('fw','to',0.0149254). transprob2('fw','vbn',0.00373134). transprob2('fw','vbp',0.00373134). transprob2('fw','vbz',0.0335821). transprob2('in','cc',0.00128828). transprob2('in','cd',0.0603768). transprob2('in','dt',0.328199). transprob2('in','ex',0.00150162). transprob2('in','fw',0.000180523). transprob2('in','in',0.0200791). transprob2('in','jj',0.0909427). transprob2('in','jjr',0.00493977). transprob2('in','jjs',0.0046936). transprob2('in','lrb',0.000295402). transprob2('in','ls',0.0000082056). transprob2('in','md',0.000123084). transprob2('in','nn',0.108191). transprob2('in','nnp',0.150409). transprob2('in','nnps',0.00177241). transprob2('in','nns',0.0591706). transprob2('in','pdt',0.00137854). transprob2('in','pos',0.0000328224). transprob2('in',('.'),0.00195293). transprob2('in','ppc',0.00242886). transprob2('in','ppd',0.0276693). transprob2('in','ppl',0.00563725). transprob2('in','ppr',0.000155906). transprob2('in','pps',0.000229757). transprob2('in','prp',0.0301884). transprob2('in','prps',0.03576). transprob2('in','rb',0.0142449). transprob2('in','rbr',0.000722093). transprob2('in','rbs',0.000180523). transprob2('in','rp',0.0000164112). transprob2('in','rrb',0.0000738504). transprob2('in','sym',0.0000164112). transprob2('in','to',0.00224833). transprob2('in','uh',0.0000082056). transprob2('in','vb',0.000459514). transprob2('in','vbd',0.000672859). transprob2('in','vbg',0.0307956). transprob2('in','vbn',0.00466078). transprob2('in','vbp',0.000246168). transprob2('in','vbz',0.000582598). transprob2('in','wdt',0.00357764). transprob2('in','wp',0.00224833). transprob2('in','wps',0.0000328224). transprob2('in','wrb',0.0016083). transprob2('jj','cc',0.0172469). transprob2('jj','cd',0.0161175). transprob2('jj','dt',0.00358756). transprob2('jj','ex',0.0000531491). transprob2('jj','fw',0.000132873). transprob2('jj','in',0.0560723). transprob2('jj','jj',0.0733723). transprob2('jj','jjr',0.000704225). transprob2('jj','jjs',0.000345469). transprob2('jj','lrb',0.000651076). transprob2('jj','md',0.000398618). transprob2('jj','nn',0.44992). transprob2('jj','nnp',0.0368057). transprob2('jj','nnps',0.00159447). transprob2('jj','nns',0.23282). transprob2('jj','pdt',0.0000265745). transprob2('jj','pos',0.000172735). transprob2('jj',('.'),0.0243689). transprob2('jj','ppc',0.0293649). transprob2('jj','ppd',0.00265745). transprob2('jj','ppl',0.0020861). transprob2('jj','ppr',0.00478342). transprob2('jj','pps',0.00309593). transprob2('jj','prp',0.00139516). transprob2('jj','prps',0.000265745). transprob2('jj','rb',0.00356099). transprob2('jj','rbr',0.000225884). transprob2('jj','rbs',0.0000930109). transprob2('jj','rp',0.000106298). transprob2('jj','rrb',0.000558065). transprob2('jj','to',0.0274382). transprob2('jj','uh',0.0000132873). transprob2('jj','vb',0.000106298). transprob2('jj','vbd',0.00132873). transprob2('jj','vbg',0.00324209). transprob2('jj','vbn',0.00191337). transprob2('jj','vbp',0.000983258). transprob2('jj','vbz',0.00139516). transprob2('jj','wdt',0.000119585). transprob2('jj','wp',0.000239171). transprob2('jj','wrb',0.000637789). transprob2('jjr','cc',0.0207869). transprob2('jjr','cd',0.0027221). transprob2('jjr','dt',0.00668151). transprob2('jjr','in',0.320713). transprob2('jjr','jj',0.0487503). transprob2('jjr','lrb',0.000247463). transprob2('jjr','md',0.000989854). transprob2('jjr','nn',0.268003). transprob2('jjr','nnp',0.0173224). transprob2('jjr','nnps',0.000494927). transprob2('jjr','nns',0.169018). transprob2('jjr','pdt',0.000247463). transprob2('jjr',('.'),0.0514724). transprob2('jjr','ppc',0.0400891). transprob2('jjr','ppd',0.000989854). transprob2('jjr','ppl',0.00123732). transprob2('jjr','ppr',0.00173224). transprob2('jjr','pps',0.00445434). transprob2('jjr','prp',0.00173224). transprob2('jjr','prps',0.000742391). transprob2('jjr','rb',0.0054442). transprob2('jjr','rp',0.00148478). transprob2('jjr','rrb',0.000494927). transprob2('jjr','to',0.023509). transprob2('jjr','vb',0.000247463). transprob2('jjr','vbd',0.0027221). transprob2('jjr','vbg',0.00173224). transprob2('jjr','vbn',0.00247463). transprob2('jjr','vbp',0.00123732). transprob2('jjr','vbz',0.00148478). transprob2('jjr','wrb',0.000742391). transprob2('jjs','cc',0.00835422). transprob2('jjs','cd',0.06934). transprob2('jjs','dt',0.0183793). transprob2('jjs','ex',0.00125313). transprob2('jjs','in',0.161654). transprob2('jjs','jj',0.103592). transprob2('jjs','lrb',0.000417711). transprob2('jjs','md',0.000835422). transprob2('jjs','nn',0.351713). transprob2('jjs','nnp',0.0108605). transprob2('jjs','nnps',0.00167084). transprob2('jjs','nns',0.155388). transprob2('jjs','pdt',0.00125313). transprob2('jjs',('.'),0.0121136). transprob2('jjs','ppc',0.0263158). transprob2('jjs','ppd',0.0108605). transprob2('jjs','ppl',0.00125313). transprob2('jjs','ppr',0.00167084). transprob2('jjs','pps',0.00459482). transprob2('jjs','prp',0.00459482). transprob2('jjs','prps',0.000417711). transprob2('jjs','rb',0.015873). transprob2('jjs','to',0.0037594). transprob2('jjs','vb',0.00292398). transprob2('jjs','vbd',0.00334169). transprob2('jjs','vbg',0.00584795). transprob2('jjs','vbn',0.00501253). transprob2('jjs','vbp',0.0121136). transprob2('jjs','vbz',0.00292398). transprob2('jjs','wrb',0.00167084). transprob2('lrb','cc',0.0269139). transprob2('lrb','cd',0.034689). transprob2('lrb','dt',0.0717703). transprob2('lrb','ex',0.00119617). transprob2('lrb','fw',0.00299043). transprob2('lrb','in',0.0843301). transprob2('lrb','jj',0.0466507). transprob2('lrb','jjr',0.00179426). transprob2('lrb','ls',0.00119617). transprob2('lrb','md',0.00119617). transprob2('lrb','nn',0.0633971). transprob2('lrb','nnp',0.330742). transprob2('lrb','nnps',0.00179426). transprob2('lrb','nns',0.0161483). transprob2('lrb','pdt',0.000598086). transprob2('lrb','ppd',0.166866). transprob2('lrb','ppl',0.0263158). transprob2('lrb','prp',0.0197368). transprob2('lrb','prps',0.0041866). transprob2('lrb','rb',0.0305024). transprob2('lrb','to',0.0041866). transprob2('lrb','uh',0.00358852). transprob2('lrb','vb',0.0131579). transprob2('lrb','vbd',0.00119617). transprob2('lrb','vbg',0.00777512). transprob2('lrb','vbn',0.020933). transprob2('lrb','vbp',0.000598086). transprob2('lrb','vbz',0.000598086). transprob2('lrb','wdt',0.00717703). transprob2('lrb','wp',0.00538278). transprob2('lrb','wrb',0.00239234). transprob2('ls','jj',0.03125). transprob2('ls','nn',0.015625). transprob2('ls',('.'),0.40625). transprob2('ls','ppc',0.125). transprob2('ls','pps',0.109375). transprob2('ls','rrb',0.3125). transprob2('md','cc',0.00100025). transprob2('md','cd',0.000166708). transprob2('md','dt',0.00408435). transprob2('md','in',0.00175044). transprob2('md','jj',0.000500125). transprob2('md','jjr',0.0000833542). transprob2('md','jjs',0.0000833542). transprob2('md','lrb',0.000166708). transprob2('md','md',0.000166708). transprob2('md','nn',0.000833542). transprob2('md','nnp',0.000916896). transprob2('md','nns',0.000666833). transprob2('md',('.'),0.0020005). transprob2('md','ppc',0.00325081). transprob2('md','ppl',0.00483454). transprob2('md','ppr',0.000166708). transprob2('md','pps',0.000750188). transprob2('md','prp',0.00500125). transprob2('md','prps',0.000250063). transprob2('md','rb',0.169459). transprob2('md','rbr',0.00125031). transprob2('md','rbs',0.000166708). transprob2('md','rrb',0.000166708). transprob2('md','to',0.0030841). transprob2('md','vb',0.797699). transprob2('md','vbd',0.000500125). transprob2('md','vbg',0.0000833542). transprob2('md','vbn',0.000583479). transprob2('md','vbp',0.000250063). transprob2('md','vbz',0.0000833542). transprob2('nn','cc',0.0397962). transprob2('nn','cd',0.00599719). transprob2('nn','dt',0.00682082). transprob2('nn','ex',0.000109816). transprob2('nn','fw',0.0000610091). transprob2('nn','in',0.247752). transprob2('nn','jj',0.0087182). transprob2('nn','jjr',0.00111037). transprob2('nn','jjs',0.0000549082). transprob2('nn','lrb',0.00157403). transprob2('nn','ls',0.00000610091). transprob2('nn','md',0.0175218). transprob2('nn','nn',0.122201). transprob2('nn','nnp',0.00971265). transprob2('nn','nnps',0.0000793118). transprob2('nn','nns',0.0785187). transprob2('nn','pdt',0.0000122018). transprob2('nn','pos',0.0216765). transprob2('nn',('.'),0.10859). transprob2('nn','ppc',0.115027). transprob2('nn','ppd',0.000256238). transprob2('nn','ppl',0.00240986). transprob2('nn','ppr',0.00516137). transprob2('nn','pps',0.0116832). transprob2('nn','prp',0.00430724). transprob2('nn','prps',0.000274541). transprob2('nn','rb',0.0177536). transprob2('nn','rbr',0.00253188). transprob2('nn','rbs',0.00006711). transprob2('nn','rp',0.000585687). transprob2('nn','rrb',0.00173876). transprob2('nn','sym',0.0000488073). transprob2('nn','to',0.0394485). transprob2('nn','vb',0.00140321). transprob2('nn','vbd',0.0485022). transprob2('nn','vbg',0.00755293). transprob2('nn','vbn',0.0103593). transprob2('nn','vbp',0.0040022). transprob2('nn','vbz',0.0437618). transprob2('nn','wdt',0.00787017). transprob2('nn','wp',0.00240376). transprob2('nn','wps',0.000170825). transprob2('nn','wrb',0.00236715). transprob2('nnp','cc',0.0419473). transprob2('nnp','cd',0.01911). transprob2('nnp','dt',0.0026398). transprob2('nnp','ex',0.0000175402). transprob2('nnp','fw',0.000429734). transprob2('nnp','in',0.0407721). transprob2('nnp','jj',0.00841928). transprob2('nnp','jjr',0.0000877008). transprob2('nnp','jjs',0.00000877008). transprob2('nnp','lrb',0.0034291). transprob2('nnp','md',0.0110152). transprob2('nnp','nn',0.0586719). transprob2('nnp','nnp',0.377991). transprob2('nnp','nnps',0.0156283). transprob2('nnp','nns',0.0241967). transprob2('nnp','pdt',0.00000877008). transprob2('nnp','pos',0.0558742). transprob2('nnp',('.'),0.0544184). transprob2('nnp','ppc',0.140391). transprob2('nnp','ppd',0.000236792). transprob2('nnp','ppl',0.00104364). transprob2('nnp','ppr',0.00256086). transprob2('nnp','pps',0.00705115). transprob2('nnp','prp',0.000868238). transprob2('nnp','prps',0.0000964709). transprob2('nnp','rb',0.00898934). transprob2('nnp','rbr',0.000315723). transprob2('nnp','rbs',0.00000877008). transprob2('nnp','rp',0.0000526205). transprob2('nnp','rrb',0.00352557). transprob2('nnp','sym',0.0000350803). transprob2('nnp','to',0.00755981). transprob2('nnp','vb',0.000964709). transprob2('nnp','vbd',0.0653722). transprob2('nnp','vbg',0.00169263). transprob2('nnp','vbn',0.000815618). transprob2('nnp','vbp',0.00399916). transprob2('nnp','vbz',0.0376938). transprob2('nnp','wdt',0.000938399). transprob2('nnp','wp',0.000578826). transprob2('nnp','wps',0.00000877008). transprob2('nnp','wrb',0.000534975). transprob2('nnps','cc',0.0787172). transprob2('nnps','cd',0.000971817). transprob2('nnps','dt',0.00323939). transprob2('nnps','ex',0.000647878). transprob2('nnps','in',0.0686751). transprob2('nnps','jj',0.00615484). transprob2('nnps','jjr',0.000323939). transprob2('nnps','lrb',0.00291545). transprob2('nnps','md',0.0233236). transprob2('nnps','nn',0.0379009). transprob2('nnps','nnp',0.284742). transprob2('nnps','nnps',0.0145773). transprob2('nnps','nns',0.0119857). transprob2('nnps','pos',0.0255912). transprob2('nnps',('.'),0.0767736). transprob2('nnps','ppc',0.129252). transprob2('nnps','ppl',0.00129576). transprob2('nnps','ppr',0.00323939). transprob2('nnps','pps',0.0207321). transprob2('nnps','prp',0.00129576). transprob2('nnps','prps',0.000323939). transprob2('nnps','rb',0.0136054). transprob2('nnps','rbr',0.000323939). transprob2('nnps','rrb',0.00226757). transprob2('nnps','sym',0.000323939). transprob2('nnps','to',0.0132815). transprob2('nnps','vb',0.000971817). transprob2('nnps','vbd',0.080013). transprob2('nnps','vbg',0.00356333). transprob2('nnps','vbn',0.00259151). transprob2('nnps','vbp',0.0553936). transprob2('nnps','vbz',0.0259151). transprob2('nnps','wdt',0.000323939). transprob2('nnps','wp',0.00842242). transprob2('nnps','wps',0.000323939). transprob2('nns','cc',0.0593685). transprob2('nns','cd',0.00163635). transprob2('nns','dt',0.0170803). transprob2('nns','ex',0.0000811414). transprob2('nns','in',0.23504). transprob2('nns','jj',0.0166746). transprob2('nns','jjr',0.00119007). transprob2('nns','jjs',0.0000676178). transprob2('nns','lrb',0.00425992). transprob2('nns','md',0.0277233). transprob2('nns','nn',0.0211373). transprob2('nns','nnp',0.00301575). transprob2('nns','nnps',0.0000270471). transprob2('nns','nns',0.0107783). transprob2('nns','pdt',0.0000540943). transprob2('nns','pos',0.00922307). transprob2('nns',('.'),0.134952). transprob2('nns','ppc',0.124079). transprob2('nns','ppd',0.000283995). transprob2('nns','ppl',0.00232605). transprob2('nns','ppr',0.00405707). transprob2('nns','pps',0.0189465). transprob2('nns','prp',0.00462506). transprob2('nns','prps',0.000229901). transprob2('nns','rb',0.0311177). transprob2('nns','rbr',0.00192035). transprob2('nns','rbs',0.000121712). transprob2('nns','rp',0.000689702). transprob2('nns','rrb',0.00167692). transprob2('nns','sym',0.0000540943). transprob2('nns','to',0.0396105). transprob2('nns','vb',0.00397593). transprob2('nns','vbd',0.0745284). transprob2('nns','vbg',0.0141051). transprob2('nns','vbn',0.0207451). transprob2('nns','vbp',0.0845223). transprob2('nns','vbz',0.00806004). transprob2('nns','wdt',0.0124011). transprob2('nns','wp',0.00695111). transprob2('nns','wps',0.000446278). transprob2('nns','wrb',0.00221786). transprob2('pdt','dt',0.913832). transprob2('pdt','jj',0.00226757). transprob2('pdt','nnp',0.00226757). transprob2('pdt','prps',0.0816327). transprob2('pos','cc',0.00648268). transprob2('pos','cd',0.0250046). transprob2('pos','dt',0.000370439). transprob2('pos','fw',0.000185219). transprob2('pos','in',0.00277829). transprob2('pos','jj',0.207261). transprob2('pos','jjr',0.00231524). transprob2('pos','jjs',0.0253751). transprob2('pos','lrb',0.000277829). transprob2('pos','md',0.000926097). transprob2('pos','nn',0.417114). transprob2('pos','nnp',0.107242). transprob2('pos','nnps',0.00361178). transprob2('pos','nns',0.128264). transprob2('pos',('.'),0.00509354). transprob2('pos','ppc',0.00592702). transprob2('pos','ppd',0.0095388). transprob2('pos','ppl',0.0114836). transprob2('pos','ppr',0.000370439). transprob2('pos','pps',0.000185219). transprob2('pos','prp',0.0000926097). transprob2('pos','prps',0.000277829). transprob2('pos','rb',0.00555658). transprob2('pos','rbr',0.000370439). transprob2('pos','rbs',0.00240785). transprob2('pos','rrb',0.000926097). transprob2('pos','to',0.000185219). transprob2('pos','vb',0.000370439). transprob2('pos','vbd',0.00601963). transprob2('pos','vbg',0.0115762). transprob2('pos','vbn',0.00768661). transprob2('pos','vbp',0.000463049). transprob2('pos','vbz',0.00388961). transprob2('pos','wp',0.000185219). transprob2('pos','wrb',0.000185219). transprob2(staart,'cc',0.0525182). transprob2(staart,'cd',0.00978944). transprob2(staart,'dt',0.205127). transprob2(staart,'ex',0.00404302). transprob2(staart,'fw',0.000164183). transprob2(staart,'in',0.119587). transprob2(staart,'jj',0.0381932). transprob2(staart,'jjr',0.00164183). transprob2(staart,'jjs',0.00217543). transprob2(staart,'lrb',0.00441243). transprob2(staart,'ls',0.000759348). transprob2(staart,'md',0.000677256). transprob2(staart,'nn',0.0371465). transprob2(staart,'nnp',0.185178). transprob2(staart,'nnps',0.00188811). transprob2(staart,'nns',0.0392193). transprob2(staart,'pdt',0.000656734). transprob2(staart,('.'),0.00014366). transprob2(staart,'ppc',0.0000615688). transprob2(staart,'ppd',0.00014366). transprob2(staart,'ppl',0.0753602). transprob2(staart,'ppr',0.0597628). transprob2(staart,'pps',0.00285269). transprob2(staart,'prp',0.0552888). transprob2(staart,'prps',0.00722407). transprob2(staart,'rb',0.0521693). transprob2(staart,'rbr',0.00186759). transprob2(staart,'rbs',0.000513073). transprob2(staart,'rrb',0.00527439). transprob2(staart,'sym',0.000779871). transprob2(staart,'to',0.00316053). transprob2(staart,'uh',0.000595165). transprob2(staart,'vb',0.00303739). transprob2(staart,'vbd',0.000718302). transprob2(staart,'vbg',0.0111439). transprob2(staart,'vbn',0.00547962). transprob2(staart,'vbp',0.00034889). transprob2(staart,'vbz',0.00135451). transprob2(staart,'wdt',0.000636211). transprob2(staart,'wp',0.00289373). transprob2(staart,'wps',0.0000205229). transprob2(staart,'wrb',0.00599269). transprob2('ppc','cc',0.0919462). transprob2('ppc','cd',0.0208826). transprob2('ppc','dt',0.13353). transprob2('ppc','ex',0.00257932). transprob2('ppc','fw',0.000314148). transprob2('ppc','in',0.0867545). transprob2('ppc','jj',0.0418148). transprob2('ppc','jjr',0.00165341). transprob2('ppc','jjs',0.000975513). transprob2('ppc','lrb',0.000314148). transprob2('ppc','ls',0.0000496024). transprob2('ppc','md',0.0101519). transprob2('ppc','nn',0.0487426). transprob2('ppc','nnp',0.127924). transprob2('ppc','nnps',0.00105818). transprob2('ppc','nns',0.0260578). transprob2('ppc','pdt',0.000214944). transprob2('ppc','ppd',0.00221557). transprob2('ppc','ppl',0.0133265). transprob2('ppc','ppr',0.0579356). transprob2('ppc','pps',0.0000826706). transprob2('ppc','prp',0.0412692). transprob2('ppc','prps',0.00410046). transprob2('ppc','rb',0.0546122). transprob2('ppc','rbr',0.000777104). transprob2('ppc','rbs',0.000363751). transprob2('ppc','rp',0.0000826706). transprob2('ppc','to',0.00945752). transprob2('ppc','uh',0.000396819). transprob2('ppc','vb',0.00376978). transprob2('ppc','vbd',0.0529588). transprob2('ppc','vbg',0.044113). transprob2('ppc','vbn',0.0206842). transprob2('ppc','vbp',0.00866388). transprob2('ppc','vbz',0.031481). transprob2('ppc','wdt',0.0360278). transprob2('ppc','wp',0.0122848). transprob2('ppc','wps',0.00219904). transprob2('ppc','wrb',0.00823399). transprob2('ppd','cd',0.990264). transprob2('ppd','jj',0.00973559). transprob2('ppl','cc',0.0184726). transprob2('ppl','cd',0.00777202). transprob2('ppl','dt',0.147894). transprob2('ppl','ex',0.0210633). transprob2('ppl','fw',0.0032665). transprob2('ppl','in',0.0637531). transprob2('ppl','jj',0.113877). transprob2('ppl','jjr',0.0032665). transprob2('ppl','jjs',0.0032665). transprob2('ppl','lrb',0.000225276). transprob2('ppl','md',0.0117144). transprob2('ppl','nn',0.0839153). transprob2('ppl','nnp',0.0762559). transprob2('ppl','nnps',0.00168957). transprob2('ppl','nns',0.0355936). transprob2('ppl','pdt',0.000675828). transprob2('ppl','ppd',0.000225276). transprob2('ppl','ppl',0.000337914). transprob2('ppl','pps',0.000675828). transprob2('ppl','prp',0.215026). transprob2('ppl','prps',0.010588). transprob2('ppl','rb',0.0527146). transprob2('ppl','rbr',0.00168957). transprob2('ppl','to',0.00518135). transprob2('ppl','uh',0.00337914). transprob2('ppl','vb',0.0259067). transprob2('ppl','vbd',0.0114891). transprob2('ppl','vbg',0.0149809). transprob2('ppl','vbn',0.0111512). transprob2('ppl','vbp',0.0117144). transprob2('ppl','vbz',0.0198243). transprob2('ppl','wdt',0.00146429). transprob2('ppl','wp',0.00923631). transprob2('ppl','wrb',0.0117144). transprob2('ppr','cc',0.0600601). transprob2('ppr','cd',0.00462). transprob2('ppr','dt',0.0990991). transprob2('ppr','ex',0.0017325). transprob2('ppr','fw',0.000231). transprob2('ppr','in',0.131786). transprob2('ppr','jj',0.019635). transprob2('ppr','jjr',0.000462). transprob2('ppr','jjs',0.000693001). transprob2('ppr','lrb',0.00820051). transprob2('ppr','md',0.0047355). transprob2('ppr','nn',0.0446985). transprob2('ppr','nnp',0.135251). transprob2('ppr','nnps',0.0003465). transprob2('ppr','nns',0.0294525). transprob2('ppr','pdt',0.0003465). transprob2('ppr',('.'),0.0021945). transprob2('ppr','ppc',0.000808501). transprob2('ppr','ppd',0.0001155). transprob2('ppr','ppl',0.011319). transprob2('ppr','ppr',0.00646801). transprob2('ppr','pps',0.00993301). transprob2('ppr','prp',0.10857). transprob2('ppr','prps',0.004389). transprob2('ppr','rb',0.033495). transprob2('ppr','rbr',0.0003465). transprob2('ppr','rbs',0.000231). transprob2('ppr','rrb',0.0042735). transprob2('ppr','sym',0.0001155). transprob2('ppr','to',0.0167475). transprob2('ppr','uh',0.000231). transprob2('ppr','vb',0.0026565). transprob2('ppr','vbd',0.0937861). transprob2('ppr','vbg',0.0125895). transprob2('ppr','vbn',0.00704551). transprob2('ppr','vbp',0.0033495). transprob2('ppr','vbz',0.122661). transprob2('ppr','wdt',0.00924001). transprob2('ppr','wp',0.0026565). transprob2('ppr','wps',0.000577501). transprob2('ppr','wrb',0.00485101). transprob2('pps','cc',0.0653852). transprob2('pps','cd',0.123542). transprob2('pps','dt',0.117299). transprob2('pps','ex',0.00180713). transprob2('pps','fw',0.000328569). transprob2('pps','in',0.0791852). transprob2('pps','jj',0.0395926). transprob2('pps','jjr',0.00312141). transprob2('pps','jjs',0.000985707). transprob2('pps','lrb',0.000492854). transprob2('pps','ls',0.00279284). transprob2('pps','md',0.00903565). transprob2('pps','nn',0.042714). transprob2('pps','nnp',0.120092). transprob2('pps','nnps',0.00114999). transprob2('pps','nns',0.034664). transprob2('pps','pdt',0.000492854). transprob2('pps',('.'),0.0180713). transprob2('pps','ppc',0.000821423). transprob2('pps','ppd',0.0300641). transprob2('pps','ppl',0.0668638). transprob2('pps','ppr',0.00131428). transprob2('pps','pps',0.00443568). transprob2('pps','prp',0.0423854). transprob2('pps','prps',0.00706424). transprob2('pps','rb',0.0542139). transprob2('pps','rbr',0.000657138). transprob2('pps','rbs',0.000657138). transprob2('pps','sym',0.000492854). transprob2('pps','to',0.0110071). transprob2('pps','uh',0.000657138). transprob2('pps','vb',0.0139642). transprob2('pps','vbd',0.0185642). transprob2('pps','vbg',0.021357). transprob2('pps','vbn',0.0137999). transprob2('pps','vbp',0.0119928). transprob2('pps','vbz',0.0159356). transprob2('pps','wdt',0.0108428). transprob2('pps','wp',0.00591424). transprob2('pps','wps',0.000164285). transprob2('pps','wrb',0.00607853). transprob2('prp','cc',0.00781945). transprob2('prp','cd',0.000936461). transprob2('prp','dt',0.0118931). transprob2('prp','ex',0.000140469). transprob2('prp','fw',0.0000468231). transprob2('prp','in',0.0351641). transprob2('prp','jj',0.0077258). transprob2('prp','jjr',0.00149834). transprob2('prp','jjs',0.0000936461). transprob2('prp','lrb',0.000936461). transprob2('prp','md',0.123566). transprob2('prp','nn',0.00280938). transprob2('prp','nnp',0.000936461). transprob2('prp','nnps',0.0000468231). transprob2('prp','nns',0.00103011). transprob2('prp','pdt',0.0000936461). transprob2('prp','pos',0.00112375). transprob2('prp',('.'),0.0305755). transprob2('prp','ppc',0.021164). transprob2('prp','ppd',0.000234115). transprob2('prp','ppl',0.00355855). transprob2('prp','ppr',0.000421407). transprob2('prp','pps',0.00323079). transprob2('prp','prp',0.00163881). transprob2('prp','prps',0.000140469). transprob2('prp','rb',0.0536592). transprob2('prp','rbr',0.00145151). transprob2('prp','rbs',0.000234115). transprob2('prp','rp',0.00421407). transprob2('prp','rrb',0.000468231). transprob2('prp','to',0.0169968). transprob2('prp','vb',0.0125018). transprob2('prp','vbd',0.252002). transprob2('prp','vbg',0.00257527). transprob2('prp','vbn',0.0024348). transprob2('prp','vbp',0.176242). transprob2('prp','vbz',0.21843). transprob2('prp','wdt',0.000280938). transprob2('prp','wp',0.000655523). transprob2('prp','wps',0.0000468231). transprob2('prp','wrb',0.000983284). transprob2('prps','cc',0.000488234). transprob2('prps','cd',0.0210917). transprob2('prps','fw',0.00029294). transprob2('prps','in',0.0000976467). transprob2('prps','jj',0.240992). transprob2('prps','jjr',0.00273411). transprob2('prps','jjs',0.0106435). transprob2('prps','lrb',0.00087882). transprob2('prps','nn',0.441656). transprob2('prps','nnp',0.048921). transprob2('prps','nnps',0.00058588). transprob2('prps','nns',0.195293). transprob2('prps',('.'),0.0000976467). transprob2('prps','ppc',0.00029294). transprob2('prps','ppd',0.00790938). transprob2('prps','ppl',0.00478469). transprob2('prps','pps',0.0000976467). transprob2('prps','rb',0.00546822). transprob2('prps','rbr',0.000195293). transprob2('prps','rbs',0.00205058). transprob2('prps','rrb',0.00029294). transprob2('prps','vbd',0.00029294). transprob2('prps','vbg',0.0075188). transprob2('prps','vbn',0.00712821). transprob2('prps','vbz',0.000195293). transprob2('rb','cc',0.00916326). transprob2('rb','cd',0.0408682). transprob2('rb','dt',0.0473348). transprob2('rb','ex',0.000811603). transprob2('rb','fw',0.0000523615). transprob2('rb','in',0.127893). transprob2('rb','jj',0.102079). transprob2('rb','jjr',0.0129071). transprob2('rb','jjs',0.000628338). transprob2('rb','lrb',0.000575977). transprob2('rb','md',0.0102367). transprob2('rb','nn',0.0117552). transprob2('rb','nnp',0.00685936). transprob2('rb','nnps',0.000261808). transprob2('rb','nns',0.00463399). transprob2('rb','pdt',0.000654519). transprob2('rb','pos',0.000183265). transprob2('rb',('.'),0.0496125). transprob2('rb','ppc',0.0972091). transprob2('rb','ppd',0.0123311). transprob2('rb','ppl',0.00170175). transprob2('rb','ppr',0.0014923). transprob2('rb','pps',0.004346). transprob2('rb','prp',0.00877055). transprob2('rb','prps',0.00235627). transprob2('rb','rb',0.0726254). transprob2('rb','rbr',0.0077495). transprob2('rb','rbs',0.000209446). transprob2('rb','rp',0.00034035). transprob2('rb','rrb',0.000445073). transprob2('rb','sym',0.0000261808). transprob2('rb','to',0.02694). transprob2('rb','vb',0.102). transprob2('rb','vbd',0.0548749). transprob2('rb','vbg',0.0303435). transprob2('rb','vbn',0.081108). transprob2('rb','vbp',0.0255262). transprob2('rb','vbz',0.0383024). transprob2('rb','wdt',0.000261808). transprob2('rb','wp',0.00120431). transprob2('rb','wrb',0.00332496). transprob2('rbr','cc',0.0206897). transprob2('rbr','cd',0.00045977). transprob2('rbr','dt',0.0845977). transprob2('rbr','in',0.234483). transprob2('rbr','jj',0.312644). transprob2('rbr','jjr',0.00045977). transprob2('rbr','lrb',0.00045977). transprob2('rbr','md',0.00229885). transprob2('rbr','nn',0.00505747). transprob2('rbr','nns',0.00045977). transprob2('rbr',('.'),0.121379). transprob2('rbr','ppc',0.0616092). transprob2('rbr','ppl',0.00229885). transprob2('rbr','pps',0.00689655). transprob2('rbr','prp',0.00321839). transprob2('rbr','rb',0.0731035). transprob2('rbr','rbr',0.00045977). transprob2('rbr','rp',0.00045977). transprob2('rbr','rrb',0.00045977). transprob2('rbr','to',0.0174713). transprob2('rbr','vb',0.0124138). transprob2('rbr','vbd',0.00735632). transprob2('rbr','vbg',0.00551724). transprob2('rbr','vbn',0.0206897). transprob2('rbr','vbp',0.00091954). transprob2('rbr','vbz',0.00321839). transprob2('rbr','wrb',0.00091954). transprob2('rbs','dt',0.0036036). transprob2('rbs','in',0.045045). transprob2('rbs','jj',0.72973). transprob2('rbs','lrb',0.0018018). transprob2('rbs','md',0.0018018). transprob2('rbs','nn',0.0018018). transprob2('rbs','nns',0.0036036). transprob2('rbs',('.'),0.00720721). transprob2('rbs','ppc',0.00720721). transprob2('rbs','ppl',0.0018018). transprob2('rbs','pps',0.0036036). transprob2('rbs','prp',0.0018018). transprob2('rbs','rb',0.115315). transprob2('rbs','to',0.00900901). transprob2('rbs','vb',0.0036036). transprob2('rbs','vbd',0.0018018). transprob2('rbs','vbg',0.0018018). transprob2('rbs','vbn',0.0540541). transprob2('rbs','vbp',0.0036036). transprob2('rbs','vbz',0.0018018). transprob2('rp','cc',0.0116031). transprob2('rp','cd',0.020458). transprob2('rp','dt',0.211298). transprob2('rp','in',0.246107). transprob2('rp','jj',0.050687). transprob2('rp','jjr',0.00580153). transprob2('rp','jjs',0.00244275). transprob2('rp','lrb',0.000610687). transprob2('rp','md',0.000305344). transprob2('rp','nn',0.0476336). transprob2('rp','nnp',0.0256489). transprob2('rp','nns',0.0500763). transprob2('rp','pdt',0.000916031). transprob2('rp',('.'),0.0622901). transprob2('rp','ppc',0.0445802). transprob2('rp','ppd',0.00885496). transprob2('rp','ppl',0.00580153). transprob2('rp','ppr',0.00610687). transprob2('rp','pps',0.00366412). transprob2('rp','prp',0.000916031). transprob2('rp','prps',0.0525191). transprob2('rp','rb',0.0522137). transprob2('rp','rbr',0.00396947). transprob2('rp','rp',0.000610687). transprob2('rp','rrb',0.000305344). transprob2('rp','to',0.0531298). transprob2('rp','vbd',0.00122137). transprob2('rp','vbg',0.0180153). transprob2('rp','vbn',0.00183206). transprob2('rp','vbp',0.000916031). transprob2('rp','vbz',0.000610687). transprob2('rp','wp',0.00458015). transprob2('rp','wrb',0.00427481). transprob2('rrb','cc',0.062759). transprob2('rrb','cd',0.00947306). transprob2('rrb','dt',0.0396684). transprob2('rrb','ex',0.000592066). transprob2('rrb','fw',0.000592066). transprob2('rrb','in',0.123742). transprob2('rrb','jj',0.0201303). transprob2('rrb','jjr',0.00118413). transprob2('rrb','jjs',0.000592066). transprob2('rrb','lrb',0.000592066). transprob2('rrb','md',0.0213144). transprob2('rrb','nn',0.0568384). transprob2('rrb','nnp',0.0550622). transprob2('rrb','nnps',0.000592066). transprob2('rrb','nns',0.0219065). transprob2('rrb',('.'),0.137951). transprob2('rrb','ppc',0.168147). transprob2('rrb','ppd',0.000592066). transprob2('rrb','ppl',0.0053286). transprob2('rrb','pps',0.0781528). transprob2('rrb','prp',0.00947306). transprob2('rrb','prps',0.00118413). transprob2('rrb','rb',0.0242747). transprob2('rrb','rbs',0.000592066). transprob2('rrb','sym',0.000592066). transprob2('rrb','to',0.0219065). transprob2('rrb','vb',0.00828893). transprob2('rrb','vbd',0.0367081). transprob2('rrb','vbg',0.0053286). transprob2('rrb','vbn',0.00651273). transprob2('rrb','vbp',0.0219065). transprob2('rrb','vbz',0.0479574). transprob2('rrb','wdt',0.0053286). transprob2('rrb','wp',0.0035524). transprob2('rrb','wrb',0.00118413). transprob2('sym','cd',0.0614286). transprob2('sym','fw',0.0185714). transprob2('sym','in',0.0185714). transprob2('sym','jj',0.0471429). transprob2('sym','nn',0.0471429). transprob2('sym','nnp',0.0471429). transprob2('sym','pps',0.604286). transprob2('sym','rb',0.0185714). transprob2('sym','sym',0.1). transprob2('sym','vbn',0.0042857). transprob2('sym','vbz',0.0328571). transprob2('to','cc',0.000473692). transprob2('to','cd',0.0787422). transprob2('to','dt',0.112593). transprob2('to','fw',0.0000728757). transprob2('to','in',0.00393529). transprob2('to','jj',0.0312272). transprob2('to','jjr',0.0029879). transprob2('to','jjs',0.000255065). transprob2('to','lrb',0.000255065). transprob2('to','nn',0.0318102). transprob2('to','nnp',0.0450736). transprob2('to','nnps',0.000364378). transprob2('to','nns',0.0237939). transprob2('to','pdt',0.000291503). transprob2('to',('.'),0.000692319). transprob2('to','ppc',0.000728757). transprob2('to','ppd',0.0441991). transprob2('to','ppl',0.00389885). transprob2('to','ppr',0.000109314). transprob2('to','pps',0.0000728757). transprob2('to','prp',0.00513774). transprob2('to','prps',0.0133727). transprob2('to','rb',0.00932809). transprob2('to','rbr',0.000947384). transprob2('to','rbs',0.0000364378). transprob2('to','rrb',0.0000364378). transprob2('to','to',0.0000728757). transprob2('to','uh',0.0000364378). transprob2('to','vb',0.578706). transprob2('to','vbd',0.000109314). transprob2('to','vbg',0.00688675). transprob2('to','vbn',0.00142108). transprob2('to','vbp',0.0000364378). transprob2('to','vbz',0.0000728757). transprob2('to','wdt',0.000728757). transprob2('to','wp',0.00102026). transprob2('to','wrb',0.000473692). transprob2('uh','in',0.017094). transprob2('uh','nn',0.017094). transprob2('uh','nns',0.00854701). transprob2('uh',('.'),0.196581). transprob2('uh','ppc',0.529915). transprob2('uh','ppr',0.0512821). transprob2('uh','pps',0.034188). transprob2('uh','prp',0.00854701). transprob2('uh','prps',0.00854701). transprob2('uh','rrb',0.025641). transprob2('uh','to',0.0512821). transprob2('uh','uh',0.034188). transprob2('uh','vb',0.017094). transprob2('vb','cc',0.00924334). transprob2('vb','cd',0.0202371). transprob2('vb','dt',0.223099). transprob2('vb','ex',0.000552758). transprob2('vb','fw',0.0000614175). transprob2('vb','in',0.112548). transprob2('vb','jj',0.0841727). transprob2('vb','jjr',0.0105024). transprob2('vb','jjs',0.000675593). transprob2('vb','lrb',0.00113622). transprob2('vb','md',0.000460631). transprob2('vb','nn',0.0619703). transprob2('vb','nnp',0.0317221). transprob2('vb','nnps',0.00049134). transprob2('vb','nns',0.0495025). transprob2('vb','pdt',0.00156615). transprob2('vb','pos',0.000184253). transprob2('vb',('.'),0.0251198). transprob2('vb','ppc',0.0173812). transprob2('vb','ppd',0.00896696). transprob2('vb','ppl',0.00568112). transprob2('vb','ppr',0.00242599). transprob2('vb','pps',0.00251812). transprob2('vb','prp',0.0368198). transprob2('vb','prps',0.043545). transprob2('vb','rb',0.0489498). transprob2('vb','rbr',0.00500553). transprob2('vb','rbs',0.000276379). transprob2('vb','rp',0.0320292). transprob2('vb','rrb',0.000460631). transprob2('vb','to',0.0424395). transprob2('vb','uh',0.0000921263). transprob2('vb','vb',0.00518978). transprob2('vb','vbd',0.00138189). transprob2('vb','vbg',0.017504). transprob2('vb','vbn',0.084664). transprob2('vb','vbp',0.000368505). transprob2('vb','vbz',0.00153544). transprob2('vb','wdt',0.000644884). transprob2('vb','wp',0.00365434). transprob2('vb','wps',0.0000614175). transprob2('vb','wrb',0.00515907). transprob2('vbd','cc',0.00304146). transprob2('vbd','cd',0.0627501). transprob2('vbd','dt',0.16768). transprob2('vbd','ex',0.00128061). transprob2('vbd','fw',0.0000266795). transprob2('vbd','in',0.113841). transprob2('vbd','jj',0.0564004). transprob2('vbd','jjr',0.00749693). transprob2('vbd','jjs',0.000800384). transprob2('vbd','lrb',0.000320154). transprob2('vbd','md',0.000373513). transprob2('vbd','nn',0.0329491). transprob2('vbd','nnp',0.0568806). transprob2('vbd','nnps',0.000133397). transprob2('vbd','nns',0.0232912). transprob2('vbd','pdt',0.000693666). transprob2('vbd',('.'),0.0460488). transprob2('vbd','ppc',0.0231845). transprob2('vbd','ppd',0.0156342). transprob2('vbd','ppl',0.00658983). transprob2('vbd','ppr',0.000346833). transprob2('vbd','pps',0.00317486). transprob2('vbd','prp',0.0606424). transprob2('vbd','prps',0.0258791). transprob2('vbd','rb',0.0855877). transprob2('vbd','rbr',0.00381516). transprob2('vbd','rbs',0.000373513). transprob2('vbd','rp',0.0159543). transprob2('vbd','rrb',0.000106718). transprob2('vbd','to',0.0569874). transprob2('vbd','uh',0.000106718). transprob2('vbd','vb',0.00293474). transprob2('vbd','vbd',0.00200096). transprob2('vbd','vbg',0.0234779). transprob2('vbd','vbn',0.0963663). transprob2('vbd','vbp',0.000106718). transprob2('vbd','vbz',0.000320154). transprob2('vbd','wdt',0.000160077). transprob2('vbd','wp',0.000586948). transprob2('vbd','wrb',0.00165413). transprob2('vbg','cc',0.00981521). transprob2('vbg','cd',0.0179306). transprob2('vbg','dt',0.184789). transprob2('vbg','ex',0.000219334). transprob2('vbg','in',0.139826). transprob2('vbg','jj',0.0721062). transprob2('vbg','jjr',0.00937654). transprob2('vbg','jjs',0.000658003). transprob2('vbg','lrb',0.000383835). transprob2('vbg','md',0.000493502). transprob2('vbg','nn',0.12694). transprob2('vbg','nnp',0.0395898). transprob2('vbg','nnps',0.000658003). transprob2('vbg','nns',0.0894336). transprob2('vbg','pdt',0.00109667). transprob2('vbg','pos',0.0000548336). transprob2('vbg',('.'),0.0169984). transprob2('vbg','ppc',0.0129407). transprob2('vbg','ppd',0.00690903). transprob2('vbg','ppl',0.00509952). transprob2('vbg','ppr',0.00208368). transprob2('vbg','pps',0.00197401). transprob2('vbg','prp',0.0244558). transprob2('vbg','prps',0.0302681). transprob2('vbg','rb',0.0384932). transprob2('vbg','rbr',0.00438669). transprob2('vbg','rbs',0.000109667). transprob2('vbg','rp',0.0269781). transprob2('vbg','rrb',0.000438669). transprob2('vbg','sym',0.0000548336). transprob2('vbg','to',0.0953008). transprob2('vbg','uh',0.000164501). transprob2('vbg','vb',0.000877337). transprob2('vbg','vbd',0.00307068). transprob2('vbg','vbg',0.00433185). transprob2('vbg','vbn',0.0253879). transprob2('vbg','vbp',0.000548336). transprob2('vbg','vbz',0.00202884). transprob2('vbg','wdt',0.000164501). transprob2('vbg','wp',0.00202884). transprob2('vbg','wrb',0.00153534). transprob2('vbn','cc',0.0132743). transprob2('vbn','cd',0.0116251). transprob2('vbn','dt',0.0675382). transprob2('vbn','ex',0.0000804505). transprob2('vbn','in',0.363596). transprob2('vbn','jj',0.0445696). transprob2('vbn','jjr',0.0033387). transprob2('vbn','jjs',0.000201126). transprob2('vbn','lrb',0.000402253). transprob2('vbn','md',0.00116653). transprob2('vbn','nn',0.0660097). transprob2('vbn','nnp',0.0261866). transprob2('vbn','nnps',0.000201126). transprob2('vbn','nns',0.0381738). transprob2('vbn','pdt',0.000643604). transprob2('vbn','pos',0.000120676). transprob2('vbn',('.'),0.0502011). transprob2('vbn','ppc',0.0331054). transprob2('vbn','ppd',0.00659694). transprob2('vbn','ppl',0.00514883). transprob2('vbn','ppr',0.00217216). transprob2('vbn','pps',0.00418343). transprob2('vbn','prp',0.00897023). transprob2('vbn','prps',0.00993564). transprob2('vbn','rb',0.0495173). transprob2('vbn','rbr',0.00337892). transprob2('vbn','rbs',0.000241352). transprob2('vbn','rp',0.0212389). transprob2('vbn','rrb',0.000724055). transprob2('vbn','to',0.106315). transprob2('vbn','vb',0.000643604). transprob2('vbn','vbd',0.00213194). transprob2('vbn','vbg',0.0203138). transprob2('vbn','vbn',0.0319791). transprob2('vbn','vbp',0.00116653). transprob2('vbn','vbz',0.00168946). transprob2('vbn','wdt',0.000241352). transprob2('vbn','wp',0.00076428). transprob2('vbn','wrb',0.00221239). transprob2('vbp','cc',0.00429212). transprob2('vbp','cd',0.00897444). transprob2('vbp','dt',0.119594). transprob2('vbp','ex',0.0018209). transprob2('vbp','fw',0.0000650322). transprob2('vbp','in',0.0926058). transprob2('vbp','jj',0.0856474). transprob2('vbp','jjr',0.00851922). transprob2('vbp','jjs',0.00058529). transprob2('vbp','lrb',0.000650322). transprob2('vbp','md',0.00169084). transprob2('vbp','nn',0.0299798). transprob2('vbp','nnp',0.0186642). transprob2('vbp','nnps',0.000325161). transprob2('vbp','nns',0.0325161). transprob2('vbp','pdt',0.000780386). transprob2('vbp','pos',0.000130064). transprob2('vbp',('.'),0.0194446). transprob2('vbp','ppc',0.0195747). transprob2('vbp','ppd',0.00266632). transprob2('vbp','ppl',0.00487741). transprob2('vbp','ppr',0.000455225). transprob2('vbp','pps',0.00273135). transprob2('vbp','prp',0.0357027). transprob2('vbp','prps',0.0108604). transprob2('vbp','rb',0.164076). transprob2('vbp','rbr',0.00526761). transprob2('vbp','rbs',0.000845418). transprob2('vbp','rp',0.00903947). transprob2('vbp','rrb',0.000325161). transprob2('vbp','to',0.0516356). transprob2('vbp','vb',0.00279638). transprob2('vbp','vbd',0.0036418). transprob2('vbp','vbg',0.084867). transprob2('vbp','vbn',0.165702). transprob2('vbp','vbp',0.00117058). transprob2('vbp','vbz',0.00260129). transprob2('vbp','wdt',0.000260129). transprob2('vbp','wp',0.00234116). transprob2('vbp','wps',0.0000650322). transprob2('vbp','wrb',0.00221109). transprob2('vbz','cc',0.00276149). transprob2('vbz','cd',0.0202761). transprob2('vbz','dt',0.162928). transprob2('vbz','ex',0.000718744). transprob2('vbz','fw',0.0000378286). transprob2('vbz','in',0.0886325). transprob2('vbz','jj',0.073501). transprob2('vbz','jjr',0.00809533). transprob2('vbz','jjs',0.000643087). transprob2('vbz','lrb',0.000302629). transprob2('vbz','md',0.000794401). transprob2('vbz','nn',0.0347267). transprob2('vbz','nnp',0.0600719). transprob2('vbz','nnps',0.0002648). transprob2('vbz','nns',0.0160393). transprob2('vbz','pdt',0.000529601). transprob2('vbz',('.'),0.0305277). transprob2('vbz','ppc',0.0251182). transprob2('vbz','ppd',0.00446378). transprob2('vbz','ppl',0.0099111). transprob2('vbz','ppr',0.000226972). transprob2('vbz','pps',0.00419898). transprob2('vbz','prp',0.0231511). transprob2('vbz','prps',0.0117269). transprob2('vbz','rb',0.135616). transprob2('vbz','rbr',0.00397201). transprob2('vbz','rbs',0.000870059). transprob2('vbz','rp',0.00696047). transprob2('vbz','rrb',0.000189143). transprob2('vbz','to',0.05122). transprob2('vbz','uh',0.0000378286). transprob2('vbz','vb',0.00321543). transprob2('vbz','vbd',0.00287498). transprob2('vbz','vbg',0.0592775). transprob2('vbz','vbn',0.148515). transprob2('vbz','vbp',0.000189143). transprob2('vbz','vbz',0.000945716). transprob2('vbz','wdt',0.000302629). transprob2('vbz','wp',0.00223189). transprob2('vbz','wrb',0.00393418). transprob2('wdt','cc',0.000375728). transprob2('wdt','cd',0.0046966). transprob2('wdt','dt',0.0272403). transprob2('wdt','ex',0.00169078). transprob2('wdt','in',0.00901747). transprob2('wdt','jj',0.00920534). transprob2('wdt','jjr',0.000751456). transprob2('wdt','jjs',0.000751456). transprob2('wdt','lrb',0.000187864). transprob2('wdt','md',0.134135). transprob2('wdt','nn',0.0146534). transprob2('wdt','nnp',0.0212286). transprob2('wdt','nnps',0.000187864). transprob2('wdt','nns',0.0174714). transprob2('wdt','pos',0.000187864). transprob2('wdt','ppc',0.00544806). transprob2('wdt','ppd',0.00093932). transprob2('wdt','ppl',0.000751456). transprob2('wdt','pps',0.000375728). transprob2('wdt','prp',0.0338155). transprob2('wdt','prps',0.00169078). transprob2('wdt','rb',0.0479053). transprob2('wdt','rbr',0.000187864). transprob2('wdt','to',0.00150291). transprob2('wdt','vb',0.00112718). transprob2('wdt','vbd',0.229946). transprob2('wdt','vbn',0.00093932). transprob2('wdt','vbp',0.145595). transprob2('wdt','vbz',0.287995). transprob2('wp','cd',0.0017319). transprob2('wp','dt',0.0439903). transprob2('wp','in',0.017319). transprob2('wp','jj',0.00623485). transprob2('wp','jjr',0.000692761). transprob2('wp','jjs',0.000692761). transprob2('wp','lrb',0.00034638). transprob2('wp','ls',0.00034638). transprob2('wp','md',0.0651195). transprob2('wp','nn',0.0128161). transprob2('wp','nnp',0.0193973). transprob2('wp','nns',0.00969865). transprob2('wp','pdt',0.00034638). transprob2('wp','pos',0.00034638). transprob2('wp',('.'),0.00138552). transprob2('wp','ppc',0.00692761). transprob2('wp','ppl',0.000692761). transprob2('wp','prp',0.0841704). transprob2('wp','prps',0.0051957). transprob2('wp','rb',0.0450294). transprob2('wp','rbr',0.000692761). transprob2('wp','rbs',0.00034638). transprob2('wp','rrb',0.00103914). transprob2('wp','to',0.00692761). transprob2('wp','vb',0.00381018). transprob2('wp','vbd',0.271562). transprob2('wp','vbn',0.000692761). transprob2('wp','vbp',0.164184). transprob2('wp','vbz',0.227918). transprob2('wp','wdt',0.00034638). transprob2('wps','cd',0.0182648). transprob2('wps','jj',0.182648). transprob2('wps','jjr',0.00456621). transprob2('wps','jjs',0.00913242). transprob2('wps','nn',0.351598). transprob2('wps','nnp',0.0593607). transprob2('wps','nns',0.328767). transprob2('wps','ppd',0.0182648). transprob2('wps','ppl',0.00456621). transprob2('wps','rb',0.00456621). transprob2('wps','vbg',0.0136986). transprob2('wps','vbn',0.00456621). transprob2('wrb','cc',0.00342857). transprob2('wrb','cd',0.00647619). transprob2('wrb','dt',0.252952). transprob2('wrb','ex',0.00952381). transprob2('wrb','in',0.00952381). transprob2('wrb','jj',0.0963809). transprob2('wrb','jjr',0.00114286). transprob2('wrb','jjs',0.00152381). transprob2('wrb','lrb',0.000380952). transprob2('wrb','md',0.0118095). transprob2('wrb','nn',0.0609524). transprob2('wrb','nnp',0.0998095). transprob2('wrb','nnps',0.00152381). transprob2('wrb','nns',0.0788571). transprob2('wrb','pdt',0.00228571). transprob2('wrb',('.'),0.00304762). transprob2('wrb','ppc',0.0110476). transprob2('wrb','ppd',0.000380952). transprob2('wrb','ppl',0.00266667). transprob2('wrb','prp',0.212571). transprob2('wrb','prps',0.023619). transprob2('wrb','rb',0.0388571). transprob2('wrb','rbs',0.000380952). transprob2('wrb','rp',0.000380952). transprob2('wrb','rrb',0.000380952). transprob2('wrb','to',0.023619). transprob2('wrb','vb',0.00228571). transprob2('wrb','vbd',0.00685714). transprob2('wrb','vbg',0.00990476). transprob2('wrb','vbn',0.0102857). transprob2('wrb','vbp',0.00609524). transprob2('wrb','vbz',0.00990476). transprob2('wrb','wdt',0.000380952). transprob2('wrb','wp',0.000380952). transprob2('wrb','wrb',0.000380952). /* bcr(['vb','vbp','prevtag','prp']). bcr(['vbd','vbn','prev1or2tag','vbd']). bcr(['vbn','vbd','prevtag','prp']). bcr(['nn','vb','prev1or2tag','md']). bcr(['vb','vbp','prevtag','nns']). bcr(['vb','nn','prev1or2tag','dt']). %bcr(['vbn','vbd','prevtag','nnp']). bcr(['vbd','vbn','prev1or2or3tag','vbz']). bcr(['in','dt','prevtag','in']). bcr(['vbp','vb','prev1or2or3tag','md']). bcr(['in','rb','wdand2aft','as','as']). bcr(['vbd','vbn','prev1or2tag','vb']). %bcr(['rb','jj','nexttag','nn']). bcr(['vbp','vb','prev1or2or3tag','to']). bcr(['pos','vbz','prevtag','prp']). bcr(['nn','vbp','prevtag','prp']). bcr(['dt','pdt','nexttag','dt']). bcr(['in','wdt','nexttag','vbd']). bcr(['jj','nn','surroundtag','dt','in']). bcr(['vbd','vbn','prev1or2tag','vbp']). bcr(['nns','vbz','prevtag','prp']). bcr(['in','wdt','nexttag','vbz']). bcr(['prp$','prp','wdnexttag','her','in']). %bcr(['in','dt','nexttag','nn']). bcr(['vb','vbp','prevtag','wp']). bcr(['in','wdt','next1or2tag','vb']). bcr(['vb','vbp','prevtag','wdt']). bcr(['``','pos','prevtag','nns']). bcr(['vbp','vb','prev1or2or3tag','vbd']). bcr(['rbr','jjr','nexttag','nn']). bcr(['vbg','nn','prevtag','jj']). bcr(['vb','vbn','prevtag','vbd']). bcr(['prp$','prp','wdnexttag','her','.']). bcr(['ex','rb','next1or2tag','.']). bcr(['nnp','jj','surroundtag','staart','nns']). bcr(['nnp','jj','surroundtag','staart','nn']). bcr(['vb','nn','prevtag','jj']). bcr(['vbn','vbd','prevtag','wp']). bcr(['nns','vbz','nexttag','dt']). bcr(['vbz','nns','prevtag','jj']). bcr(['vbn','vbd','curwd','had']). bcr(['vbd','vbn','nextwd','by']). bcr(['vbp','vb','prev1or2tag','vbp']). bcr(['vb','nn','prevtag','in']). bcr(['pos','vbz','nexttag','dt']). bcr(['vbn','vbd','curwd','said']). bcr(['vbp','vb','prev2tag','vb']). bcr(['rb','in','wdnexttag','so','prp']). bcr(['jj','vb','prevtag','to']). bcr(['nnp','nn','surroundtag','staart','in']). bcr(['nn','vbg','nexttag','dt']). bcr(['vbn','vbd','surroundtag','nn','dt']). bcr(['rb','jj','nexttag','nns']). bcr(['rbr','jjr','nexttag','nns']). bcr(['``','pos','prev1or2tag','nnp']). bcr(['vbn','vbd','prevwd','and']). bcr(['vbd','vbn','prevbigram','vbn','cc']). bcr(['jj','nn','surroundtag','jj','in']). %bcr(['jj','nnp','nexttag','nnp']). bcr(['prp$','prp','rbigram','her',',']). bcr(['vbn','vbd','prevbigram','prp','rb']). bcr(['ex','rb','nexttag',',']). bcr(['vbn','vbd','surroundtag',',','dt']). bcr(['nn','vb','prevtag','rb']). bcr(['nn','jj','surroundtag','dt','nn']). bcr(['vbn','vbd','prevtag','wdt']). bcr(['nn','nnp','nexttag','nnp']). %bcr(['vb','nn','prevtag','prp$']). bcr(['nn','vbp','prevtag','nns']). bcr(['prp$','prp','nexttag','to']). bcr(['vb','vbp','prevbigram','nns','rb']). bcr(['vbg','nn','surroundtag','dt','in']). bcr(['prp$','prp','wdnexttag','her','rb']). bcr(['vbn','vbd','prevwd','that']). bcr(['vb','vbp','prevbigram','prp','rb']). bcr(['vb','vbn','prevtag','vbz']). bcr(['vb','vbp','wdprevtag','nn','have']). bcr(['vb','nn','prevtag','nn']). bcr(['rbr','jjr','nexttag','in']). bcr(['vbn','vbd','curwd','got']). bcr(['rbs','jjs','prevtag','in']). bcr(['in','vb','prevtag','md']). bcr(['cd','ls','surroundtag','staart','.']). bcr(['vbn','vbd','surroundtag','nn','prp']). bcr(['ex','rb','nexttag','in']). bcr(['jj','nn','surroundtag','dt','.']). bcr(['dt','rb','nextwd','right']). bcr(['pos','vbz','prevtag','dt']). bcr(['vb','vbn','prev1or2wd','have']). bcr(['jj','vb','prevtag','md']). bcr(['cd','ls','surroundtag','-lrb-','-rrb-']). bcr(['in','dt','next1or2or3tag','.']). bcr(['cd','nn','nexttag','md']). bcr(['jj','rb','nexttag','vbn']). bcr(['jj','rb','wdnexttag','long','in']). bcr(['nn','vb','prevbigram','vb','cc']). bcr(['vbd','nn','prevtag','dt']). bcr(['vbn','vbd','surroundtag','nns','dt']). bcr(['dt','uh','nexttag',',']). bcr(['nn','vbg','prevtag','vbd']). %bcr(['cd','nn','nexttag','vbz']). bcr(['jj','nn','nexttag','vbz']). bcr(['jj','nn','surroundtag','jj','.']). bcr(['vbn','vbd','prevbigram','nnp','rb']). bcr(['in','wdt','nexttag','vbd']). bcr(['in','rb','wdnexttag','as','rb']). bcr(['vb','vbp','lbigram',',','have']). bcr(['nns','vbz','prevtag','rb']). bcr(['prp$','prp','wdnexttag','her','dt']). bcr(['jj','rb','wdnexttag','right','rb']). bcr(['in','nn','wdprevtag','dt','while']). bcr(['vb','vbp','prevtag','nnps']). bcr(['nn','vbp','prevwd','who']). bcr(['nnp','nn','surroundtag','staart','vbz']). bcr(['in','rb','surroundtag','vbd','cc']). bcr(['dt','rb','nextwd','longer']). bcr(['rb','nn','lbigram','the','back']). bcr(['in','wdt','nexttag','vbp']). bcr(['nnp','nn','surroundtag','staart','nns']). bcr(['in','rb','wdand2aft','as','as']). bcr(['in','dt','nextwd','\'s']). bcr(['wdt','dt','prevtag','cc']). bcr(['jj','jjr','curwd','further']). bcr(['jj','nn','rbigram','right','to']). bcr(['vbn','vbd','surroundtag','nn','prp$']). bcr(['pos','vbz','prevtag','dt']). bcr(['nns','nn','wdprevtag','dt','means']). bcr(['rbs','jjs','nextwd','of']). bcr(['in','jj','prevwd','the']). bcr(['vbp','vbd','prev1or2wd','he']). bcr(['vbd','vbn','prevtag','in']). bcr(['jj','rb','wdnexttag','little','jjr']). bcr(['vbz','nns','prevwd','the']). bcr(['vb','vbn','prev1or2wd','be']). bcr(['pos','prp','prevtag','vb']). bcr(['``','nn','rbigram','``','``']). bcr(['nn','jj','prevtag','rb']). bcr(['in','rb','surroundtag','vbd','.']). bcr(['jj','rb','curwd','then']). bcr(['vb','vbp','wdprevtag','nnp','have']). bcr(['dt','in','nexttag','prp']). bcr(['wp','wdt','nexttag','nn']). bcr(['vb','nn','prevbigram','md','vb']). bcr(['nnp','vb','surroundtag','staart','dt']). bcr(['pos','vbz','prevtag','wp']). bcr(['pos','vbz','prevtag','ex']). bcr(['vbn','vbd','surroundtag','nn','nn']). bcr(['nn','jj','prevwd','is']). bcr(['vbd','vbn','lbigram','had','had']). bcr(['nn','vb','surroundtag','cc','dt']). bcr(['cd','nn','nexttag','wp']). bcr(['dt','in','wdand2tagaft','that','nns']). bcr(['wdt','dt','nextbigram','vbz',',']). bcr(['vbd','nn','prevtag','jj']). bcr(['jj','nn','nexttag','vbd']). bcr(['vbn','vb','prevtag','to']). bcr(['jj','nn','surroundtag','in','in']). bcr(['nn','jj','curwd','first']). bcr(['jj','nn','surroundtag','jj',',']). bcr(['nn','jj','curwd','few']). bcr(['nnp','nn','surroundtag','staart','nn']). bcr(['nnp','jj','surroundtag','staart','jj']). bcr(['nnp','jj','curwd','federal']). bcr(['jj','rb','wdnexttag','early','in']). bcr(['vb','vbp','prevtag','dt']). bcr(['vbp','vb','prev1or2tag','vbz']). bcr(['ex','rb','next1or2tag','prp']). bcr(['vbn','nn','rbigram','set','of']). bcr(['vbg','nnp','prevtag','nnp']). bcr(['vbd','vbn','prevbigram','in','dt']). bcr(['vbg','nn','nextwd','room']). %bcr(['nns','vbz','prevtag','wdt']). bcr(['vb','nn','nextwd','of']). bcr(['rb','in','wdnexttag','so','dt']). bcr(['jj','vbn','nextwd','by']). bcr(['nn','vb','prevtag','md']). %bcr(['jj','nnp','nexttag','nnp']). %bcr(['vbz','nns','prevtag','prp$']). bcr(['cd','nn','rbigram','one','\'s']). bcr(['cd','nn','wdnexttag','one','vbd']). bcr(['rb','nn','wdprevtag','prp$','back']). bcr(['dt','rb','next1or2wd','than']). bcr(['nn','fw','prev1or2or3tag','fw']). %bcr(['vbd','jj','prevtag','prp$']). bcr(['vbn','vbd','surroundtag','nns','prp']). bcr(['nn','jj','prev1or2wd','are']). bcr(['nn','jj','wdand2tagaft','past','nns']). bcr(['jj','rb','nexttag','vbd']). bcr(['rb','in','wdnexttag','so','prp']). bcr(['nn','jj','prevwd','be']). bcr(['nn','vb','curwd','go']). bcr(['vbg','nn','surroundtag','dt',',']). bcr(['vbp','vb','prev1or2wd','n\'t']). bcr(['nns','vbz','prevwd','that']). bcr(['rb','jj','wdprevtag','dt','only']). bcr(['in','wdt','nexttag','md']). %bcr(['vbn','vbd','prevtag','nnp']). bcr(['vbn','vbd','prevtag','nnps']). bcr(['nn','jj','prevbigram','jj','cc']). bcr(['vb','vbp','prevtag','ex']). bcr(['nn','vbg','prevtag','rb']). bcr(['nns','vbz','prevtag','wp']). bcr(['vb','nn','prevtag','pos']). bcr(['vbz','nns','prevtag','cd']). bcr(['dt','in','nexttag','dt']). bcr(['in','dt','prevtag','to']). bcr(['rbr','jjr','nexttag','to']). bcr(['jj','vb','prevbigram','md','rb']). bcr(['vb','vbn','prevbigram','vbd','rb']). bcr(['jjr','rb','wdnexttag','better','vb']). bcr(['nnp','vb','surroundtag','staart','prp']). bcr(['jj','nn','nextbigram','md','vb']). bcr(['vbn','vbd','surroundtag','nns','prp$']). bcr(['nn','jj','surroundtag','dt','nns']). bcr(['in','rb','rbigram','up',',']). bcr(['jj','rb','prevtag','md']). */