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BTMCINNES / Text-NSP-1.21 / doc / cicling2003.ps 
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(dealing)p eop
%%Page: 2 2
2 1 bop 1046 897 a Fq(with)55 b(t)-5 b(w)g(o)56 b(w)-5
b(ord)56 b(sequences)f(\(bigrams\).)h(In)g(June)g(2001)f(BSP)g(b)5
b(ecame)55 b(NSP)g(\(v0.5\))f(and)1046 1096 y(w)-5 b(as)51
b(extended)f(to)g(handle)h(Ngrams.)g(As)f(of)g(this)h(writing)f(NSP)g
(is)h(at)f(v0.51)g(and)h(remains)1046 1295 y(an)56 b(activ)-5
b(e)54 b(pro)9 b(ject,)55 b(with)g(future)g(releases)h(planned.)1295
1510 y(What)73 b(follo)-5 b(ws)73 b(is)h(a)f(summary)h(of)f(NSP)g
(designed)h(to)e(acquain)-5 b(t)74 b(a)f(p)5 b(oten)-5
b(tial)72 b(user)1046 1709 y(with)52 b(a)f(few)h(of)f(the)h(man)-5
b(y)52 b(features)f(of)h(the)f(pac)-5 b(k)c(age.)52 b(W)-14
b(e)51 b(also)i(review)e(general)h(issues)h(of)1046 1909
y(Ngram)i(pro)5 b(cessing,)57 b(and)f(brie\015y)f(discuss)i(researc)-5
b(h)56 b(that)f(has)h(incorp)5 b(orated)55 b(NSP)-14
b(.)1046 2519 y Fj(2)224 b(T)-19 b(ok)-6 b(enization)73
b(of)i(T)-19 b(ext)1046 2996 y Fq(The)49 b(t)-5 b(ypical)50
b(\014rst)f(step)h(of)f(an)-5 b(y)49 b(natural)h(language)g(pro)5
b(cessing)50 b(application)g(is)g Fi(tokeniza-)1046 3195
y(tion)p Fq(.)40 b(The)f(sym)-5 b(b)5 b(ols)40 b(that)f(mak)-5
b(e)39 b(up)h(a)f(text)e(\014le)j(are)f(divided)g(in)-5
b(to)39 b Fi(tokens)i Fq(whic)-5 b(h)39 b(represen)-5
b(t)1046 3394 y(the)58 b(smallest)i(indivisible)g(units)f(in)g(that)f
(text.)g(T)-14 b(ok)-5 b(ens)59 b(are)g(often)f(de\014ned)h(to)f(b)5
b(e)58 b(space)1046 3593 y(delimited)65 b(alphan)-5 b(umeric)66
b(strings)f(or)g(individual)g(ASCI)5 b(I)64 b(c)-5 b(haracters,)64
b(but)h(could)f(tak)-5 b(e)1046 3793 y(man)g(y)56 b(other)f(forms)h
(dep)5 b(ending)56 b(on)g(the)f(application.)1295 4008
y(NSP)65 b(is)h(designed)g(to)e(allo)-5 b(w)66 b(the)e(user)i(to)f
(de\014ne)g(tok)-5 b(ens)65 b(through)h(the)e(use)i(of)f(P)-5
b(erl)1046 4207 y(regular)56 b(expressions.)i(In)e(particular)h(w)-5
b(e)56 b(de\014ne)g(a)g(tok)-5 b(en)56 b(as)h(a)f(con)-5
b(tiguous)57 b(sequence)f(of)1046 4406 y(c)-5 b(haracters)66
b(that)f(matc)-5 b(h)67 b(one)f(of)f(a)h(set)g(of)f(regular)i
(expressions.)g(These)f(ma)-5 b(y)66 b(b)5 b(e)66 b(user-)1046
4605 y(pro)-5 b(vided)59 b(\(via)e(the)g Fh(--token)i
Fq(option\))f(and)g(m)-5 b(ust)59 b(b)5 b(e)58 b(P)-5
b(erl)58 b(regular)g(expressions.)i(If)d(the)1046 4805
y(user)65 b(do)5 b(es)65 b(not)g(pro)-5 b(vide)65 b(a)f(tok)-5
b(en)65 b(de\014nition,)g(the)f(follo)-5 b(wing)66 b(t)-5
b(w)g(o)65 b(regular)f(expressions)1046 5004 y(pro)-5
b(vide)56 b(a)f(default,)h(where)f(the)g(bac)-5 b(kslashes)57
b(delimit)e(a)h(P)-5 b(erl)55 b(regular)h(expression:)1295
5418 y(/)p Fg(n)p Fq(w+/)g Fg(!)f Fq(a)g(con)-5 b(tiguous)57
b(sequence)e(of)g(alpha{n)-5 b(umeric)57 b(c)-5 b(haracters)1295
5633 y(/[)p Fg(n)p Fq(.,;:)p Fg(n)p Fq(?!]/)57 b Fg(!)e
Fq(a)h(single)g(punctuation)f(mark)1046 6031 y(This)73
b(default)e(sa)-5 b(ys)73 b(that)f(a)g(tok)-5 b(en)71
b(is)i(either)e(an)h(alpha{n)-5 b(umeric)74 b(c)-5 b(haracter)71
b(string)i(or)1046 6231 y(an)57 b(individual)h(punctuation)f(mark.)g
(Th)-5 b(us)58 b(in)f Fi(Pr)-8 b(esident)61 b(Ge)-8 b(or)g(ge)61
b(W.)f(Bush)h(visits)g(with)1046 6430 y(guests)43 b Fq(the)f(tok)-5
b(ens)43 b(are)f(:)h Fi(Pr)-8 b(esident)p Ff(<>)p Fq(,)43
b Fi(Ge)-8 b(or)g(ge)p Ff(<>)p Fq(,)43 b Fi(W)p Ff(<>)p
Fq(,)g Fi(.)p Ff(<>)p Fq(,)g Fi(Bush)p Ff(<>)p Fq(,)f
Fi(visits)p Ff(<>)p Fq(,)1046 6629 y Fi(with)p Ff(<>)p
Fq(,)56 b(and)g Fi(guests)p Ff(<>)p Fq(.)1295 6844 y(In)37
b(our)g(notation)g(tok)-5 b(ens)37 b(are)g(terminated)g(b)-5
b(y)37 b(the)f(meta{c)-5 b(haracter)37 b Ff(<>)p Fq(,)g(and)g(Ngrams)
1046 7043 y(comp)5 b(osed)57 b(of)g Fi(N)g Fq(tok)-5
b(ens)56 b(are)h(represen)-5 b(ted)57 b(b)-5 b(y)57 b(concatenating)f
(the)g Ff(<>)h Fq(terminated)f(to-)1046 7243 y(k)-5 b(ens)66
b(one)f(after)g(another.)g(Suc)-5 b(h)67 b(a)e(represen)-5
b(tation)66 b(is)g(required)f(since)h(tok)-5 b(ens)65
b(ma)-5 b(y)66 b(in-)1046 7442 y(clude)60 b(em)-5 b(b)5
b(edded)61 b(spaces)g(and)g(using)g(white)f(space)g(as)h(a)f(delimiter)
g(isn't)h(p)5 b(ossible.)61 b(F)-14 b(or)1046 7641 y(example,)53
b Fi(Ge)-8 b(or)g(ge)58 b(W.)f(Bush)p Ff(<>)d Fq(represen)-5
b(ts)54 b(a)f(single)h(tok)-5 b(en)52 b(that)h(starts)g(with)g
Fi(G)p Fq(,)h(ends)1046 7840 y(with)49 b Fi(h)h Fq(and)g(includes)g(t)
-5 b(w)g(o)50 b(em)-5 b(b)5 b(edded)50 b(spaces.)g(This)h(tok)-5
b(en)49 b(could)h(then)f(b)5 b(e)49 b(paired)h(with)1046
8040 y(another)55 b(to)g(create)g(a)g(bigram,)h(as)g(in)g
Fi(Pr)-8 b(esident)p Ff(<>)p Fi(Ge)g(or)g(ge)60 b(W.)f(Bush)p
Ff(<>)p Fq(.)1295 8255 y(The)46 b(NSP)f(default)h(de\014nition)g(of)g
(a)g(tok)-5 b(en)45 b(as)i(a)f(string)g(of)f(alphan)-5
b(umerics)48 b(or)e(a)g(single)1046 8454 y(punctuation)69
b(mark)g(ma)-5 b(y)70 b(not)f(b)5 b(e)68 b(suitable)i(in)f(all)g
(cases.)h(F)-14 b(or)70 b(example,)f(w)-5 b(e)69 b(ma)-5
b(y)69 b(not)1046 8653 y(w)-5 b(an)g(t)79 b(to)g(treat)f
Fi(Ge)-8 b(or)g(ge)p Ff(<>)p Fi(,)81 b(W.)p Ff(<>)p Fi(,)e
Fq(and)h Fi(Bush)p Ff(<>)e Fq(as)i(three)e(separate)h(tok)-5
b(ens)79 b(but)1046 8852 y(as)67 b(one,)f(since)g(they)f(represen)-5
b(t)67 b(a)f(single)g(en)-5 b(tit)g(y)66 b(kno)-5 b(wn)66
b(as)h Fi(Ge)-8 b(or)g(ge)69 b(W.)g(Bush)p Ff(<>)p Fq(.)d(On)1046
9052 y(the)80 b(other)g(hand,)h(in)f Fi(Welc)-8 b(ome)83
b(\014rst{time)g(home)f(buyers!)f Fq(should)g(the)f(string)h
Fi(\014rst{)1046 9251 y(time)70 b Fq(b)5 b(e)69 b(t)-5
b(w)g(o)70 b(tok)-5 b(ens)70 b(or)g(one?)g(F)-14 b(urther,)71
b(do)f(w)-5 b(e)70 b(wish)g(to)f(distinguish)j(b)5 b(et)-5
b(w)g(een)70 b Fi(\014rst{)1046 9450 y(time)63 b Fq(and)h
Fi(\014rst)i(time)p Fq(?)e(What)e(ab)5 b(out)63 b(punctuation)g(marks;)
h(should)g(they)e(b)5 b(e)62 b(a)h(part)g(of)1046 9649
y(the)57 b(previous)h(w)-5 b(ord,)58 b(a)g(tok)-5 b(en)57
b(b)-5 b(y)57 b(themselv)-5 b(es)59 b(or)e(should)i(they)d(b)5
b(e)57 b(ignored?)i(Similarly)-14 b(,)1046 9849 y(there)63
b(are)g(v)-9 b(arious)64 b(c)-5 b(hoices)64 b(to)f(b)5
b(e)63 b(made)h(in)g(dealing)g(with)f(n)-5 b(um)g(b)5
b(ers,)66 b(sym)-5 b(b)5 b(ols,)65 b(dates,)p eop
%%Page: 3 3
3 2 bop 1046 897 a Fq(abbreviations,)74 b(etc.)e(The)h(lac)-5
b(k)74 b(of)e(a)i(univ)-5 b(ersally)74 b(appropriate)f(de\014nition)h
(for)f(tok)-5 b(ens)1046 1096 y(motiv)c(ates)55 b(our)g(desire)h(to)f
(supp)5 b(ort)56 b(a)f(v)-5 b(ery)55 b(\015exible)h(notion)f(of)g(tok)
-5 b(enization)55 b(in)h(NSP)-14 b(.)1295 1299 y(T)g(ok)-5
b(enization)44 b(in)g(NSP)g(is)h(done)f(via)g(the)f(program)i
Fh(count.pl)p Fq(.)g(It)f(con)-5 b(v)g(erts)44 b(the)f(input)1046
1498 y(\014le)j(in)-5 b(to)45 b(one)h(long)f(string)h(b)-5
b(y)46 b(replacing)g(new{line)f(c)-5 b(haracters)46 b(with)f(spaces.)h
(This)g(string)1046 1698 y(is)71 b(then)f(matc)-5 b(hed)71
b(against)g(the)f(user{pro)-5 b(vided)71 b(regular)g(expressions)h
(\(or)e(the)f(system)1046 1897 y(defaults\).)64 b(Ev)-5
b(ery)63 b(regular)i(expression)f(sp)5 b(eci\014ed)65
b(is)f(c)-5 b(hec)g(k)g(ed)65 b(\(in)f(order\))f(to)h(see)g(if)g(an)-5
b(y)1046 2096 y(of)67 b(them)h(matc)-5 b(h)68 b(the)f(string)h
(starting)f(with)h(the)f(\014rst)h(c)-5 b(haracter)67
b(of)g(the)g(input)h(string.)1046 2295 y(If)59 b(none)h(matc)-5
b(h,)60 b(then)f(the)g(\014rst)g(c)-5 b(haracter)59 b(of)g(the)g(input)
h(string)g(is)g(considered)g(a)f Fi(non{)1046 2495 y(token)64
b Fq(and)g(is)f(remo)-5 b(v)g(ed)64 b(and)g(henceforth)e(ignored.)i
(Otherwise)f(the)g(matc)-5 b(hing)63 b(pro)5 b(cess)1046
2694 y(stops)64 b(at)e(the)h(\014rst)g(regular)g(expression)h(that)e
(yields)i(a)f(matc)-5 b(h.)63 b(The)g(longest)g(sequence)1046
2893 y(of)52 b(c)-5 b(haracters)53 b(\(starting)g(with)f(the)g(\014rst)
h(c)-5 b(haracter)53 b(of)f(the)g(input)h(string\))g(that)f(matc)-5
b(hes)1046 3092 y(this)48 b(regular)f(expression)i(is)f(then)f(iden)-5
b(ti\014ed)48 b(as)g(the)f(next)f Fi(token)j Fq(and)f(remo)-5
b(v)g(ed)48 b(from)f(the)1046 3292 y(string.)63 b(This)h(pro)5
b(cess)63 b(con)-5 b(tin)g(ues)64 b(un)-5 b(til)63 b(the)f(en)-5
b(tire)63 b(string)g(has)g(b)5 b(een)62 b(matc)-5 b(hed)63
b(and)h(all)1046 3491 y(the)55 b(text)f(iden)-5 b(ti\014ed)56
b(as)g(either)f(tok)-5 b(ens)55 b(or)h(not.)1295 3694
y(F)-14 b(or)75 b(example,)f(assume)i(that)d(the)h(follo)-5
b(wing)75 b(t)-5 b(w)g(o)74 b(regular)g(expressions)i(are)e(b)5
b(eing)1046 3893 y(used)49 b(to)f(de\014ne)h(tok)-5 b(ens:)48
b(/George)h(W.)f(Bush/,)h(/)p Fg(n)p Fq(w+/.)g(That)f(is,)h(the)f
(string)h Fi(Ge)-8 b(or)g(ge)53 b(W.)1046 4093 y(Bush)p
Ff(<>)58 b Fq(will)g(b)5 b(e)58 b(considered)h(a)f(tok)-5
b(en,)58 b(and)g(so)h(will)f(ev)-5 b(ery)57 b(other)h(un)-5
b(brok)g(en)59 b(sequence)1046 4292 y(of)44 b(alpha)h(n)-5
b(umeric)45 b(c)-5 b(haracters.)44 b(Th)-5 b(us,)46 b(giv)-5
b(en)44 b(the)f(sen)-5 b(tence)45 b Fi(Pr)-8 b(esident)49
b(Ge)-8 b(or)g(ge)49 b(W.)g(Bush)1046 4491 y(visits)86
b(with)h(guests)p Fq(,)e(the)g(output)f(tok)-5 b(ens)85
b(are)f Fi(Pr)-8 b(esident)p Ff(<>)p Fq(,)85 b Fi(Ge)-8
b(or)g(ge)87 b(W.)f(Bush)p Ff(<>)p Fq(,)1046 4690 y Fi(visits)p
Ff(<>)p Fq(,)76 b Fi(with)p Ff(<>)g Fq(and)g Fi(guests)p
Ff(<>)p Fq(.)h(Note)e(that)g(after)f Fi(Pr)-8 b(esident)p
Ff(<>)76 b Fq(has)h(b)5 b(een)75 b(rec-)1046 4890 y(ognized)49
b(as)h(a)f(tok)-5 b(en)49 b(and)g(remo)-5 b(v)g(ed,)50
b(the)f(resulting)g(string)h Fi(Ge)-8 b(or)g(ge)54 b(W.)f(Bush)h
(visits)g(with)1046 5089 y(guests)e Fq(is)g(matc)-5 b(hed)51
b(b)-5 b(y)51 b(b)5 b(oth)51 b(regular)h(expressions.)g(Ho)-5
b(w)g(ev)g(er)51 b(since)h(regular)f(expression)1046
5288 y(are)60 b(c)-5 b(hec)g(k)g(ed)60 b(in)g(the)g(order)g(in)g(whic)
-5 b(h)60 b(they)g(are)f(pro)-5 b(vided,)61 b(and)f(the)g(matc)-5
b(hing)60 b(pro)5 b(cess)1046 5487 y(stops)70 b(at)f(the)g(\014rst)h
(successful)g(matc)-5 b(h,)70 b(the)f(resulting)h(tok)-5
b(en)69 b(is)h Fi(Ge)-8 b(or)g(ge)73 b(W.)f(Bush)p Ff(<>)1046
5687 y Fq(instead)53 b(of)f(just)g Fi(Ge)-8 b(or)g(ge)p
Ff(<>)p Fq(.)53 b(Th)-5 b(us)53 b(the)f(ordering)g(of)g(regular)h
(expressions)g(in)f(the)g(tok)-5 b(en)1046 5886 y(de\014nition)44
b(imp)5 b(oses)44 b(a)f(sort)g(of)g(priorit)-5 b(y)-14
b(,)44 b(and)f(it)g(should)h(b)5 b(e)43 b(clear)g(to)g(a)g(user)g(that)
g(di\013eren)-5 b(t)1046 6085 y(orderings)56 b(of)g(a)f(set)g(of)g
(regular)h(expressions)h(can)e(result)h(in)f(di\013eren)-5
b(t)56 b(tok)-5 b(enizations.)1046 6637 y Fj(3)224 b(F)-19
b(rom)74 b(T)-19 b(ok)-6 b(ens)75 b(to)g(Ngrams)1046
7055 y Fq(Once)90 b(tok)-5 b(ens)90 b(are)g(iden)-5 b(ti\014ed,)91
b Fh(count.pl)h Fq(assem)-5 b(bles)92 b(sequences)e(of)g
Fi(N)g Fq(tok)-5 b(ens)91 b(in)-5 b(to)1046 7254 y(Ngrams.)57
b(T)-5 b(ypically)56 b(Ngrams)g(are)g(formed)g(of)g Fi(c)-8
b(ontiguous)60 b(tokens)p Fq(,)d(that)f(is)g(tok)-5 b(ens)56
b(that)1046 7454 y(o)5 b(ccur)64 b(one)g(after)g(another)g(in)g(the)g
(input)h(corpus.)g(Giv)-5 b(en)65 b Fi(Pr)-8 b(esident)68
b(Ge)-8 b(or)g(ge)68 b(W.)f(Bush)1046 7653 y(visits)62
b(with)g(guests)c Fq(and)g(the)g(tok)-5 b(en)57 b(de\014nition)i
(regular)f(expression)g Ff(=)p Fg(n)p Fq(w+/,)g(the)g(p)5
b(ossi-)1046 7852 y(ble)44 b(bigrams)i(\(Ngrams)e(with)f(N)h(=)g(2\))g
(are:)g Fi(Pr)-8 b(esident)p Ff(<>)p Fi(Ge)g(or)g(ge)p
Ff(<>)p Fi(,)45 b(Ge)-8 b(or)g(ge)p Ff(<>)p Fi(W)p Ff(<>)p
Fq(,)1046 8051 y Fi(W)p Ff(<>)p Fi(Bush)p Ff(<>)p Fq(,)43
b Fi(Bush)p Ff(<>)g Fi(visits)p Ff(<>)p Fq(,)g Fi(visits)p
Ff(<>)p Fi(with)p Ff(<>)p Fq(,)h(and)f Fi(with)p Ff(<>)p
Fi(guests)p Ff(<>)p Fq(.)i(Sim-)1046 8251 y(ilarly)-14
b(,)37 b(the)g(p)5 b(ossible)38 b(trigrams)f(\(Ngrams)g(with)g(N)g
(=3\))f(are:)h Fi(Pr)-8 b(esident)p Ff(<>)p Fi(Ge)g(or)g(ge)p
Ff(<>)p Fi(W)p Ff(<>)p Fq(,)1046 8450 y Fi(Ge)g(or)g(ge)p
Ff(<>)p Fi(W)p Ff(<>)p Fi(Bush)p Ff(<>)p Fq(,)38 b Fi(W)p
Ff(<>)p Fi(Bush)p Ff(<>)p Fi(visits)p Ff(<>)p Fq(,)g
Fi(Bush)p Ff(<>)p Fi(visits)p Ff(<>)p Fi(with)p Ff(<>)p
Fq(,)g(and)1046 8649 y Fi(visits)p Ff(<>)p Fi(with)p
Ff(<>)p Fi(guests)p Ff(<>)p Fq(.)1295 8852 y(It)74 b(ma)-5
b(y)74 b(also)h(b)5 b(e)73 b(necessary)i(to)e(iden)-5
b(tify)74 b(Ngrams)g(from)h Fi(non{c)-8 b(ontiguous)75
b Fq(tok)-5 b(ens,)1046 9052 y(that)61 b(is)g(tok)-5
b(ens)62 b(separated)f(b)-5 b(y)61 b(some)h(n)-5 b(um)g(b)5
b(er)63 b(of)d(in)-5 b(termediate)62 b(tok)-5 b(ens.)61
b(F)-14 b(or)62 b(example,)1046 9251 y(giv)-5 b(en)68
b(the)e(text)g Fi(Pr)-8 b(esident)71 b(Ge)-8 b(or)g(ge)71
b(W.)f(Bush)p Fq(,)d(it)g(ma)-5 b(y)67 b(b)5 b(e)67 b(adv)-9
b(an)k(tageous)68 b(to)f(iden)-5 b(tify)1046 9450 y(the)55
b(bigrams)i Fi(Pr)-8 b(esident)p Ff(<>)p Fi(Bush)p Ff(<>)55
b Fq(and)h Fi(Ge)-8 b(or)g(ge)p Ff(<>)p Fi(Bush)p Ff(<>)57
b Fq(and)e(the)g(trigram)1046 9649 y Fi(Pr)-8 b(esident)p
Ff(<>)p Fi(Ge)g(or)g(ge)p Ff(<>)p Fi(Bush)p Ff(<>)54
b Fq(in)e(addition)h(to)f(the)g(sequen)-5 b(tial)53 b(bigrams)g
(describ)5 b(ed)1046 9849 y(ab)g(o)-5 b(v)g(e.)80 b(This)h(is)g(useful)
g(when)f(one)g(w)-5 b(an)g(ts)81 b(to)f(rep)5 b(ort)79
b(ha)-5 b(ving)81 b(observ)-5 b(ed)80 b(the)g(bigram)p
eop
%%Page: 4 4
4 3 bop 1046 897 a Fi(Ge)-8 b(or)g(ge)p Ff(<>)p Fi(Bush)p
Ff(<>)47 b Fq(ev)-5 b(en)47 b(when)f(those)h(t)-5 b(w)g(o)46
b(tok)-5 b(ens)47 b(are)f(separated)h(b)-5 b(y)46 b(the)g(in)-5
b(terv)g(ening)1046 1096 y(tok)g(en)55 b Fi(W)p Ff(<>)p
Fq(.)1295 1296 y(T)-14 b(o)61 b(allo)-5 b(w)62 b(Ngrams)g(to)e(b)5
b(e)61 b(formed)g(from)h(non{con)-5 b(tiguous)62 b(tok)-5
b(ens,)62 b Fh(count.pl)g Fq(pro-)1046 1495 y(vides)h(a)g
Fh(--window)g Fq(option.)g(This)h(de\014nes)f(a)g(windo)-5
b(w)63 b(of)g Fi(k)f Fq(con)-5 b(tiguous)64 b(tok)-5
b(ens,)63 b(where)1046 1694 y(the)43 b(v)-9 b(alue)43
b(of)g Fi(k)g Fq(is)h(greater)f(than)g(or)g(equal)g(to)g(the)g(v)-9
b(alue)43 b(of)g Fi(N)p Fq(.)g(An)g(Ngram)h(can)f(b)5
b(e)43 b(formed)1046 1894 y(from)66 b(an)-5 b(y)67 b
Fi(N)f Fq(tok)-5 b(ens)67 b(as)g(long)f(as)h(all)f(the)g(tok)-5
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userdict /end-hook known{end-hook}if
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