Probabilistic modeling in finance and biology - Limit theorems and applications
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(60) ./&!*%hC./X$8<s#! )7<X\'/*2./&E./*U!@ X$8<s#U7<X$'(* @ &!'(%'(X\89s#/D&!'(X$X$2+.;!"y7<2H().;*'(XrP)2*,zX\B%7<'(891[Y*y5:./H/!AB%)'(Bc'(@ YBC./) 79!PC./%s#%!2./#^`[@ #*8<./ *7<8u ) $"8<H>!@ 89!#) &0 R! X\.;U@ XZ. 8<s#gCC./&8u )!Dv*'(X\./8<*I,J./B%B7<89&E.;8<'(j*pB%)'(PC.;P8<7989^@ y)!! p./&[n 89]*B#8<) ./*Uo@ |.% Dq]{'(#)"8<"67<.GPC./").;8<'(%!7<79ZBc!)"X\[:.;6*I,z"89X\) *%&!'(#%K)"8<)7<B)'*#8L*U!@ )8LKM!@ 6!DB7<#%Hq!@ U@ )./79!X$! ED>7<)8<"s#!CC.;&!89!)0 y)7< )"8<"s#%G!5 ./# "'(#)"*,-#%8'(X$8<B%)!@ "! EDU.lH(!589'(`!5#jB%)!@ '&!&#BC.;8<'(aXZ.|"#) %'(a"!#79!X$! Z*%!$PC./s#Z\*Z&!'/X\BC.;H(8<*,z./"#)./%&!/DUXZ.;8<6./#"8*Z! )[n.
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(79) .;8<);D;,J.;8R8< )"'^*#%89 79w&!'(&!B%* $"&:C.|Vm9!*fe./) ;'|K P8L]{#)&!./ - &DB)"'(#%KMp@ s#p&![ ]
(80) ./X$8<7<79* B)"'^&!5n "#A5'&:C./58<s#S. 8<5]
(81) ./89M*%!UU!@ '/)!! X$!U7<89X\8L!F'/)8<H/8<C./#s#M,z./8c./BB%7<8<s#U@ U#%89 .k #X\'* 7<G.;#%'()"!H()"!"89] .EK/!&jP8L]{#)&!.;89'(DM%CO&!'/%]{)'( ^j@ ./#^a*'(U!@ !0Y2'/ "!#79!X$! X\)!@ "#79.;&'(%C)"X\27u,-8< #898<'(\27<!Y&!./7<<YB%)!@ 798<X$8<C.;8<)A*2P%8<'(79';n H/8<"!DCXZ./89Y8<79S&!'(%"8L# y./#%8v#%p"'(7<89*gPC./" ).;89'(7<79yB'/#)X\!)*wX\./8u ) 5h"^@ XZ. 8<s#679!b@ #* *%$*^h^./X\89s#&!7<7<#%7./89)/D*6B79#g!NB79#g'(XrP)#!02 [@ #*%7<8<X$8<./8<)"/DX$!U@ &!'(797<&8LK(X\./# 1fbT= D.W[@ ^@ B%#P7<8[!@ *./! " #$&% '
(82) " " )( iD#./)589&!7<;DIB)!@ B#%P7<8[ @ ' uD.`[@ ^@ "'(#X$8<y[w#./#%)"/D *%!"8<U@ .6 7.&'(X\Xr#C./#%^g@ *!P89'(7<'(H/8<"!D^"2! &!'(#)"*w)!@ *./&8<'(0 '(#B%)!@ "! '/yX\./8< C./ 2B7<#!b*A@ ./8<7R79!)'/8<BC./)"8<2* 7.6 ;DG'(# [4I'/);&E .;*7<)B7.;&!!)p*C./r7<!#%)r&!'/[;DF!)!@ #%XZ./ 79!p)!@ "#79.;rB)89&!89BC./#^D [Z}*U!@ H ./H/E./ \s#%!7<s#ZB89"!6* )!&:%!)&:%b]{#%#%)/01'(#6 #8LK('($BC./$7u,-'()"*) &:%)'('/7<'(H(89s#/Dg&'(X\X$!>&! '(&!")"K#**U[@ :./897>B./)y7u,z./C.;79h*%7u,-!)")!#%)]
(83) ./8<P%7< *%#e"&:A!@ X\.$*I,JF#79!)B'/#)Y7<@ s#C.;89'(*8L4@ )! 8<!797<S"'^&:C.;"89s#!0. (.
(84) +
(85) bd^ & `$_ab $$^ + ( b5 ! & $:3 +£^$_ab X^ }_ab+ b 5 ^ &
(86) "
(87) `'Xc + $$` b
(88) bdc#"`abd__ab + +" ( &+"
(89) ` ^ b+ 5
(90)
(91) ! R!X$'^*! 7<SCC./%&!8<)Y79!YB79#Y#%897<89!@ A*C./7<YPC./s#2£^B)89X\79gB)8 *I,z#% '/B%89'(&!'(X$X$7.bK;./7<#)X$'|h/!%e89&!'(%#% *,-#+s#C./ 8L^ @ -rs#8 *U!@ Bc!*l*%#X\B wp*#l././)" * 0 )B)@ 7.K;./7<#).e 7u,-8<%":.; w*$7u,z./&[89] "'(#n9./&! I.;&89'(Dc8<*%8<&!pP'/#)"8<!)D[&;0RB)"'^&!"# "g"'(#%K/! X$'*A!@ 798<w@ BC.;)#%r*8L4I#%8<'/DC&/,-!5"n!.| no*89) 7.6'(79#%89'(+*,z#%k!@ s#C. 8<'/e*8L4@ )8<7<7<w5';n &:./"8<s#
(92) M~w [0Co7R,-!5g./79'()YB./2Bc'("8<P%7<w*w&E./79&!#79!)[%./&[X\ 7i,z'( .\C.;#%)!797<X\2)&!'(#%)\.Z 7<.\"8<X#7<.;89'(+#X?@ )89s#% {K/'(8<)6.Z &!p# "[g7u,-[^X\B79 )./8L^ @ .;#&:C./B%89)" ( [0v_'(#% *,z./P'/)*#%\*%8<&)[@ 8<.;89'(jX\Bc'()7<79*\7<.*%hC./X$8<s#$* Bc!)"X\[r*%\H>@ U!@ )"!) #$K/.;)8.;P7<6./7[E@ .;'(8<)" *'( r7<. 79'(8F!5rB%)'&:\*%Z&!7<79$*% 0 y.;BB7<89s#6!"#897.+X?[@ '*$*f '( [n ./)79' 7.+X\'h/!./)8LX?@ 8<s#6* &'(B89!8<%*A!@ Bc!*./ !6*+7<.eK;./)8<./P7< p&!'( K/!)H/ K/!) u0 ]
(93) ./8<./ EDq'/ &'(X$X\[A*#^\!)")!#%) #!))"!#)U**%8<&)[@ 8<.;89'(6!X$Bc'()7<7<;D "! uD *%89 " "$#) &% # "[D6#%+!))"!#)5:.;8<58<s#*%#l.N 7i,@ &:C./ 897<79'(C./H( $fe'/[n ./)79' &0 [ *%!)%8u! )"/DFP89!?&!'/#/DM*+7u,-'()"*)*% ('*) DF!"$s#C./ 89A@ B./)7<_YU@ '()! X\ ).;7R8<X$89/0cfe).K;./#IDc*U[@ :./897<7[@ .;#G&:C./B8L)" D&!'/&!)w7i,z))"!#)]
(94) ./8<P79ws#% 7i,z'/j&!'(X$X\[y79'()"s#%7u,-'(j./BB%)'&: 2B./)y'/"&:U!@ X\.*,zM#%7<!)0 &:U!@ X\. "Z.\ 7.\]{'(89279rB79#y"8<X$B7<.Z 8<X$B7[!@ X$! )2[y7<pB7<#%&!'/#)./X$X$! y#%8<798<;@ 0o7q&!'/89" . $"H(!79!) &p79!A&'^ ,$&!8< S*27u,!@ s#C.;8<'(\*894!@ )"! 89!797<"'^&:C.;"89s#y! )*%!#^Z*C.;!S* *%8<&)[@ 8<.;89'(0%M)!@ &8<'/2&!7<.%0 .
(95) + , .- 0/ 1 - 3254& q8 ^'(*!#^e8<)76 98 p2#bBC./&rB)"'(PC./P%8<7<89 @ &: 9;<>= "#)79!s#7vK8L2#% X$'(#%K/!X$! 2P)'¡89! 8 no*89X\89'(7@?AB? C [0 yb'/ ; ED &?GF IHEJKH F7.yC7L).;89'(6!H(*)!@ B./)M&!P%)'¡8<D&!'(X$B7[@ ^@ *!U!"!XP79!1U!@ H/7<8<H/E./P79!0 y "M*'(F#%]{'(&[8<'/ LM BLON POPPO L Q v#%]{'(&8<'( D< RD0S NT*SUT NT T*V Q W V 0>'/#)Y#X#7L898<*89&!7 XZY\[ 1D ]^XC]_ XNa`cb(b(bO`ZX )!B%)!@ "! w.679'(H(#%!#) [7 dfe$!57u,-'(BU!@ ).;#)Y*8L4@ )! 8<!g7 d@h eihj'_dlk enN m b(b(bod0k e p )0 yeXr#89 *g.6'()"X\g#&!798Ln *%8<!%r qsbBq2'(+*U!@ "8<H(% B./) *'/7<! *U@ )89KF@ !*$'(# tvuxy3w z|{ g7u,-!"!XP79Z*r]{'(&[89'( uxw + \Q '()*)"!S"'( p.r &)'(89./&!B'(7Lh'(X$8./79/D(8i0z;0!7<79!1s#yBc'(#)U'(#%} XZY\[ D^8<7[^89" KY\[ 7<Ys# B'/#)S'(#^5 k<Y D ~ 6[5 ] d e |k s]*H ~ `qkq (0 *%'( 7<r*U@ )89KF@ !*\'(# tvux w w7u,-!"!XP79Z*r]{'(&[89'( uw + \Q '()*)"!'/Pc'()U!@ !D8u0-/0%!7<79!Ys#x dleY w YBc'(#)S'(#%5 XY\[ 0 .
(96) y+]
(97) ./89 # " # $# "Y7i,z hB'; #8LK/.;) GBc'(#)M'(#% Y PPOP 6 g[ IY
(98) PPP$o8 D LS}D0S .;BBC./)58< . uyw z|{ 1 '( 2*%!*U!@ )"89KF!@ 2B%)!X$8u )Pc'()"A!@ !0 '(#)w'(#^ k Y DR8<7F£%89"\.;7<'()" #%k#%8<s#$B)'&!#% \. K;./7<#) *./ 7Rs#%pB)"!"s#%p(#%V )!X$!
(99) BI0z0 £DCB'(#%)S'(#%C %D. L F 6 J ` D F 6*?GF P (0 F[4I[ED7. &!'(*%8989'(
(100) =F8<X$B798<s#s#GLYDG'/A7<89B&:8L¢8<!%!D&!2s#%8Bc!)"X\[S*,z./B^n B%7<8<s#)A#\U@ '()! X\2*,z£^8<"!&gY*I,z#%8<&!8L^@ B'/#)A79!SM~wDBC./)U[^!X$B79y7<U@ '()! X\ 0 0 wBC./H( * + ( i0 . vk. `.
(101) % / 1 - 4 , ^'/89 #e'()89¢!'(+*g!X$B8u0)y B#%ED./B)"p*wH>@ U!@ )./7<8L^;@ DB)*)" @ H ./7. (0 yZ&:)&:Z. !58<X$!)17. 7<'(8C*% N s#8c!H>@ U!@ )./7c,z"YB./A&'(#/0 '(#)y&p]
(102) ./89);D'(G./BB)"'^&: BC.;)'/j&:U@ XZ.Z*I,JF#79!)y*,-'()"*) (D*%8<'/
(103) D *U@ C8M*67<.]
(104) .c&! '(#8LK;./ /0 y&!'(%8<*! )$7."#Pc*89K8<"8<'(N)!@ H(#798u ) A N b(b(b N "*r7i,z89 !)5K;./7<79 uD8i0z;f 0 # %$ '"qDc'(bBc'( Rk }Ek [EDC Bc'(#)S '(# "& ! $Y
(105) PPP$ ! 'pC Y ^ # #)( N uD
(106) . + *, . `. +
(107) *, L. #. | !Z. . @`. D. + *, . &?. . !Z?. +*,. . P. (0 ( . R 6&:U!@ X\.+*I,JF#79!)w!5p£%./&!X$! 8<Xr#7./P%7</0 ,-!"p#6Bc89Bc!)5#)"PC.;8<'(j* s# 7u,-'(Bc!#%£%B%7<8<s#)*w7.r]
(108) .& '(e"#89K;./ '(+BC./)". 7.*C. 6*w7.rK)./89yK;./7<#}) kvD t #)7i,z89!)5K/.;7<7< N uD>'(H 7<Z79!&'^ ,$&!8< *7i,JM~w% (0 !?79!#)"rK;./7<#) t [%./&!5 LRk S} D Rk . H .;#&:w*g&![8< )"K;./797</D'/&E./79&!#79y7.pK;./79!#)! *m N *w7.'/7<#%8<'(*w&p%'(#%K(7<79gB[89wM~wD (0 y!7<#)wK;./7<#) t #) 7u,-8< )"K;./797< N - iDv'(HC! 79$79!w&!' ,$&8<! p*$7u,zM~w,
(109)
(110) /"
(111) . " 1L *m > D
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(113) ./#^8<&!8I*8<58<%H(#!)Y*%!#^+ohBc!*,z))"!#)0 .
(114)
(115) ,l, 4 , , ,l, 14 , F, " "$#) "[D^'(#!)")!#%)A).|"!&['()"8<!797<;D"!DB'/#)S&:C./s# Y:yD7<.p*89"./&!! )" N | U[ N | [0 p))"!#)!5B0z0*w7u,-'()*)"g* s' ) qD./# #8LK/.; . . . . . f 8<!#IDC&!&8"K)./8R*% 7<.*8<5:./%&!w! )"p79! $5).|"&'(8<)"!-& 7<8<X "## B *, *, . . X. Y. . . . =. 7<8<X e q N ! N.
(116) . qM. <. P. w. q ! qM ( 0 P T T w. yOBcN !#%K/'(8<)"#)+*!+[^X\B79!"8<X$B7<s#N&!"NB)"'(B)8[@ ^j@ ,z" BC./K)./8<jBc'(#) X - 0v.B)"'(B)"8[@ ^ @ /0 !,-'(P%89! EDH() .; V &!6./#j79!X$X\ *6A'()"!7 n ./ 7<798uDC&!'/X\X$# &'(!@ s#!%&!r]
(117) ./&8<79y*w7.X\.|"'().;89'(#%89K;./
(118) &[] Y\[ * T## TB q
(119) *, ! *, q - H u ' P (0 u F, " "$#) &% # "[D^'/#!))"!#)A!7<'/8uD!5X\'()./7<X\ A7<.p*89":.;&!y )g7<.r7<'/8c*% N &!797<y* N
(120) 0 '/X\X$y8<%*8<s#Uw@ ./#+BC.;)./H()./B) /0 ( 0 (D'/ 7<.rX$!#%)w! B). 8<s#gB./)Y7. *%8<"./&Y! )" N % N
(121) iD([M&/,-!"17<7<Us#8C'(#F89 ^!@ )"!"8<&8u0;M,-'(BU@ ).;8<'( *%2X$'h(!%C./H(22Bc!#^As#2*8<X$8<#)17i,z))"!#)0>'(#)U8<797<#5))F&![2. $)X\.;8<'(D£"'(#'( #%e89"./ ./#^+P897<79!!0^8R*w&:C./s# P897<7<'(8<)"g'(r""w#wP897<7<)'(#H/Z.$ *89"./&!w.;# B%7<# Dq7<.bX$'|h/!%*!P897<79! )'(#H/!"!).a.b *%8<"./&+./#lB79# e*%7.eX$'h(* P%8<7<79!%'(8<)"!!0f 8<!#ID "87<>"1"A./7[!@ .;'(89);D/'(6Bc!#%U!"BA!@ )"!)1s#I,{.w 7.y]
(122) .EK(#)U*%"[1*C./ *%!S*89)&89'(M*8L4@ )! !!D^*!U&!'(X$Bc!.;89'(1!,-'(B! )"! E0%~g./U&!&!./A'/Z!,z.;"!%*.p &! s# 7<Y*!# X\'h(2"'(8<. *89":.;&!wB79#YB[8Lgs# 0 F&s#8c'(#1&!'(%&!!)"/D^8 "U7<8<B%&:8L¢!89!%/D7<UP897<79!F)'/#H(! N -'/ "[^@ !q"#)q7<.Y*)'(8L1)@ !7<79y. *89"./&!1*,-'()*%) (' ) $*qP897<7<v'(8<)"! N | [0|F,-!))"!#) e79'(8 . . . XY. . . . . . e. =.
(123) . . . . . . . . . -,. . . .
(124) ) "U*'(&./#$B79#M*27i,z'/)*)"Y* > 0F)!@ &8<!@ X$! ED7.gX\.|"'().;89'( (0 qBc'(#)M7.yK;./79!#) ( DC.;'&!8[!@ . 7u,-8<U@ H ./7989^2@ * ./# &: h n5^&: ¡A./)¢;DIX$'( )"gs#%
(125) 'R# "Y7<.p&!'/"./ g*gR89B&:8L¢2* >0 !Bc!*./ ED) 1 ">"[^g@ ./7[E@ .;'(8<)"!X$! .;#^no*"#S'(#.;#^no*"'(#A*% F EDBC./)17<"!#Z*!U&!'(X$B. 8<'/!D'(\B)@ #X$y# P%8<!NX$!897<7<#) !589XZ.;8<'(b* [ 0RT!@ "#X$'(gX\./8< C./ g79!g)@ #7L:.;g&!'(%#%. . N . |k. . 0!. N. N. . s' ). . . ]. N. |k s]*Hv. q. N !. I. q gHv. ' u N. N. . &w# "[E0. N. N. N. |k. . .
(126)
(127) 04 % ! ! 4& F89^!@ )./ A*S*U[@ K(!79'(BBc!X$! A*,zt 'V D^~y!89 [YR#&!8<./' ( I'/ '/P%#}!
(128) ^DB'/#)6&:C./s#+]{'(&8<'( Y uyw z|{ [D#3*U[@ K(!79'(BBc!X$! \7<8<X$89^Z@ * 7i,z))"!#)Y]
(129) ./89P7<2'(#7.r]{'/)X$ (0 N Rk u '" ` ('" -
(130) "'(#7u,- h^Bc'/R! " GR!} LoSIU7<! D0S '/U*U]{'(&[89'( u w *%'( U'(#%A79!1*A!@ )"89KM!@ A*,-'()*%) '( P'/)U@ !!0 =28<"8uD(7i,z))"!#)F]
(131) ./89P7<./"'&!8[!@ ./#Z"&:U!@ X\.p*I,JF#79!)M!5AB)"'(Bc'()"8<'(%!7<79Y./#$BC./M*X\B ('"q0 y*8LAs#,-!797<!"A*,-'()*)" (0F7<79!"S*'(&2*,z#%*!X$8Lnt'()*%)#BU!@ )89!#)"$.r 7i,z))"!#) ]{'/)"gs#8v"EDC7<79/DB)"'(Bc'()"8<'(%!7<79$. 7.)./&!89w&E./)")@ *%#eBC.;*%w!X$B s'">0 F#%897<8<./ y79&E./79&!#7*%$fb./7<798.EK8<Dy7<./ * . Q[ ~0 ( '( EDR!,
(132) %D [@ *#Z&)!@ "#79.;U./#6&E./1*M]{'/&8<'(! X$!#%)./P79!MPc'()U@ !D*./M7<Y&!./M'v#$ 7<.g*894#^n "8<'( !5F#8L]{'()X?!@ X$! hBc'^7<7<89B%89s#/N0|o 7<q'(P%89!%! r!@ H(./7<X\ #*U[@ K(7<'(BBc[n X$! 7<89X\8L^p@ *- \7i,@ &E./)5 ! )"\79!w*!%89^!@ k b *% N k b y*,-#$Bc8L Bc!)5#)"PC.;8<'( * N 0c^8 "#89]{'/)X?!@ X$! !797<8<B^8<s#;D8u0-/0C "'(# 7u ,- h^Bc'/R! " {&]YB./)./H/)./B% (0 ( 0 [D N
(133) .;*X\[r#%Z*8L^ @ k b gp7<!p./#%!#)"r'(P^8< Bc'(#)S'(#% Y #%e*U[@ K(7<'(BBc!X$! 7<89X\8L^2@ '(#7<.r]{'()X$ k '1! k ' k >'" ` k '9'" - P ( 0 o79SX$'( ) ./#"8s#g7<2!)"X\*,z))"!#)B)"8<&8<BC./7 N79y)" '( Y*Ys#%!#2* *%8<")89P#%89'(gH ./#%89!%!!0;F)@ &!8<!@ X$! ED|897<)"'(#%K/! ~ N} ~ - !- 7<vs#1B'/#)R'(# K k Y !CD ] k 's]`v] k 's] H ~ N^£%B ! ~ - qk !gq £0q>./)./897<7<#)D 1.;7<! 8< !#"UF%' $
(134)
(135) ' '( UB)'(Bc'(@ #%.;BB)'&:2./C./7Lh8<s#* &ZB)"'(P7u! X$PC./@ Z"#)r7<.+X@ '*\B./)./X$)8 I0R^8 "p#89]{'/)X?!@ X$ ! w!797<8<B^8<s#;D 897<1'(P%8<!%! Y#Z*A@ K/!7<'/BBX\ *y7u,o!@ &!./)"U*Y*!"89^!@ p.p '(#%A'()*)" X\./8<1*'( A7<! !)"X\*U!@ Bc!* * . . . . k . . !. . . . k . . . ! &. N. S('aN. . S . k . ' 9'. S. `). " . s'. P. F #^j./#"8B)"'(#%K/! s#%7<!&!' ,$&!89! g'( g*%!gs#!#%!w**89")"8<P#^8<'/bH ./#%89!%!!D #%89]{'()"X?@ X\ ! AB'(#%)Z'(#^ DS897<$)'/#%K(+*%!+&!'(%":.;! ~ N l ~ - !797<!2s#B'/#)2'(#/ k \Y D ]
(136) S k 's]lH ~ N^[^B 3! ~ - qk !1q - [0I>'(#) &]
(137) ./8<)"/DI79!w./#^!#%)w'( wP'(89N*6XZ.|"'/).;8<'(2#)w79!g*U@ )89KF@ !wBC./)58<7<79!y*#N'h(./# *%6)./%898<'(b* nYs#I,z897<y)"'(#%K/! *C./w7<y).K;./#N*,-=2K!+) *
(138) , ( n *U!@ X$'( ) 2*%!XZ.|"'/).;8<'(S./C./79'(H(#YB'(#%)Y&!!79#8R* 0 -/.1032#203.4.65287:0< 9 ;=0?>A@CB8D428@FEG@IHJ@LK6@CB8MD4@FB8D42NPO6Q RTSU5D1B#VUWU.65378VX@C9 B8@EXY VUWU.Z5U@C;[;]\[.478\=^/\[74a_@ `G;]0A;]5\XEG@Fb+cUd e Y @Bg7.10aB _@ ^/@CBhBh03\]28@C>?@ 7i0A 9 EG@ Bj\[74a_@ Q f f f f.
(139)
(140) 04 l/ y c ^ R?B)89&!89BC./7)!@ "#79.;N*3&!"?BC./)589*?XZ.`! 3Bc!#%aV )K# &'(X\X$# .;X?@ 7<8<'/).;8<'(\* ( 0 [0%o7R*'(w79g*A@ K/!7<'/BBX\ 798<X$89^ @ ! 1'" ` '" (0 +. *% D'h ./#N*)./%898<'(b* D]{'(&[89'(G*w)'(892K;./)"8./P79!5 Y uD kY Z rY D*C./*!!"BC./&!]{'(%&89'(7<Y*wohB $5)./"898<'(+H ./#%89!% &Zs#S" *A!@ &)8< X\./89!C.;!0 y '/ 7u,-!"BC./&MK/!&['()"8<!7 *%!R]{'(&[8<'/RX\#)./P79! ! ! Q !797<!Ys# B'(#%)S'(#%C Y, uD R b b 1!" uw D t B'(#%)S'(#C X Y<[D897I£%89" *%!#^+&'(5:./ ~ N ~ - %!7<79!Ss#wBc'(#) t '(#M Y, RM k Y ^D ( ( ( - £^B ! ~ - qokI!1q - ' d e d | k ' H ~ N !
(141) h eih h h (0 P . y68< )'*#89F./#"8C7u,-!"BC./&!SK/!&['()"8<!)7 £D(*U[@ C8C&!'/X\X$ .EK(!& /0 )!X$B7<./&c @ B./)7<!Y*%!#^ &'(*8L8<'/ ( ( - [^B ! ~ - qk !1q - 's (0
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