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V°±¸³KC± 0´µ³K±o©`°±o·H°1¨.« ·8´ .±8³ µ%± ¬b²³K;± *,$ 5*<´.©u´ ,©`°± C± d;± =.±s·8,´ 4.±8#³ .%± ·¸0± $« ¨ ,$´µ¬b©K«<·R¬b°´ q¬P©`°1¨Y©¨ **x´µ¬¶©P¨ *,* ! ¬K·¸´µ³K±¸¬ B¨ *,*E« A©K´©`°± 4Q ·8,´ %± $·8±R« e©`±8/³ ª¨ *7$ V°± u"¨ 4©K±8/³ ^¨ C± q«<¬ ,´ 4µ±8³ µ%± $·88 ± «<¨ ,´.¬b©`«· ³K´ /´µ¬b%± N-4 ]"¨ 4©`±¸³ ^¨ + ;± q«¬ µ'« µ±8¬x©`°±{©`´.©` ¨ *@+² -/±¸³?´ «Z©`±¸³`¨ª©K«<,´ ¬ ±8;± %± 0´µ³s©`°«¬z·H°¨.*« -¨.¬K;± ,´ ©`°$± -« ,´ x« ¨ * ª¨.³K«<¨ ·8±«¬ +® $ V°$E ± A² -'±8³]´ =« «©K« ¨ */³K² $¬]©K&´ -'E± $«<¬K·8¨.#³ $%± ¨.¬V©K°± -$²#³ ! $ ! $ 4Q $ ! 4 Q $ Q $ Q $ Q )$ $ $ $ 4 Q $ ) $ $ ! $ $ $ 4Q ®+$ 4Q $ " " Kernel density for lamda (10000 values) 0 20.8 21 lamda 5 21.2 21.4 Trace of lamda (10000 values per trace) 0 5000 10000 21 iteration •••••••••••••••••••• ••••••••• •• ••• ••• ••••• ••• •• ••• ••• •••••• •• ••• •• ••• ••• •• ••• •• ••• •••• ••• •• •• ••• •• •••••• ••• •• ••• ••• ••• ••• ••• •• ••• •• ••• •• •••• ••• •• ••• •• ••• •• ••• ••• ••••• ••••• •• •• •• •••••• •• •• ••••• ••• ••• •••• ••• 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·¨*«*-³K¨ª©`«´,´ ©`°±·¸´µ³K± ¯ ¨ ©`°±±¸³K³K´.³ 0³b´, ©`°±«e©`±8³/´* ¨ª©K«<´,{´ ,²± A²1¨*|©K«*x±¬b·¨*±©`´?±A²1¨*|©K«*x±¬b·¨ *± $V°$ ± ?¨ «©K² ±o´ ±8¨.·H°±¸³K³b´µ³ 0´µ³R©K°«<¬1¨Y©H¨Dd±¸³K±M´.©s³b±8·¸´µ³#±; ¯ q°$«<·H° «<¬¨·8´ &x,´ ³b,´ -*<;± 0´µI³ ?¨ 4 µ±¸´*<´ R¬¶©`²$«<±8¬;$:¨ª³* ¨"s±¸©3¨* $ ® /´.«*e©`±;x´.²$©=©`°1¨Y©,*« z¨ 4 µ±¸´ *<,´ "¬b©K² «±8¬ ¯ V°$± ³b´,-*±% «¬s¬K´,x±¸©K«*x±8¬ .²³K«´µ²³ ²¬bJ © q°1¨Y©x©K°±´µ³K« µ*« ¨ *d¨ª²$©`°´.³K¬s*« e©`;± ;± B$ ,´ z± ´ ©s±Cµ±;³b±%'´µ³b©s±¸³K³K´.³K¬ ¯ ´.©K°±8³b¬ B¨.#« *3©`´¬¶©H¨ª©K±}± *<«·8«Z"© *3q°«·H°±¸³K³b´µ³R©`°$;± ¨.³b±}²¬K« ¯ ¨.¬b¬K² x*« +{C± µ±¸³ µ´ ± ² $±8³K¬¶©H¨ +¬R± ¨ª·¸"© *'Dq°1¨ª©o©`°$;± 3´ $ ·¸,´ ¬K±¸³ ª¨ª©K« µ±z±8¬¶©`*« z¨ª©K±´ ©K°?± z¨ ,$«©`+² ±q´ m©`°$±]©K´.©H¨ *W±¸³K³K´.³3«¬d"¨ -/´µ²c© ® ¯ ©K°´µ² µ°z*« 0z´.¬b©d¨.·¸©K²1¨ *W·¨.¬b±8¬ ¯ ©`°$±u±¸³K³K´.³ ·¸´µ² **M-'2± ²·H6° -*« ,.±8%³ $ l *2ZC.24'#.;@(X%'&0!?>)hV&0!1(GH>Y*`(q9?(K#Y6I*`(9?(1& .(*`6IA6 9 3 ¡ ¡ ¥q n¦ ¡ }¦ ¡ 3 ¡¥ ¢ 1³K´ ©`°$±R¨ -'´µ±1«<¬b·8²¬b¬K«´, ¯ «©]«¬V·*<±8¨.³V©`°1¨Y©]©K«*x«*E0´µ³(z´µ¬¶©(µ±8´*<´,µ«·¨*'©`«z±¬b±8³K«±8¬]¨.³b± ¬b²- ±8·©©K´~·¸´,¬b«*±¸³`¨ -*±±8³b³K´µ³;$c²·H°©K«*x«*?±8³K³b´µ³2?¨F°1¨Fµ±0³`¨ z¨ª©K«<·«&1¨ª·¸©´,©`°$± ¨.·¸·8²³K¨.·;^´ ©`°±x¬b©K²+ $ 1¨ª³b©`«·8²*<¨.³ ¯ «^©K°±x·8´,e©`±©´ d°1¨.³#x´,«·z´)±;*<¬ ¯ q°±;©`°$± ® unoxy[1:400] 3.5 4.0 4.5 5.0 First 400 Oxygen data under unequal time scale 0 200 400 time[1:400] 600 800 -1.0 0.0 0.5 1.0 First 400 Oxygen data under equal time scale 0 100 200 300 400 ( I$#.;4;J[s6X%$# GH (K@xm!1&F24('9?_,(P*`66D& GK#.;<( >¸aµ[C(z@e#.&7#I'@(*dIE( I$#.;4;J[u6X%$#GH(K@P&F249?( µ[:6DGK#.;<(868gqI'@(* «A©K±8³b±8¬b©l´ m©`°$±P¬K±¸³K«<±¸¬l«<¬´,?©K°±'±8³K«´$«<·(³K´ /±¸³b©z´ ©`°±:¬K±8³b«<±¸¬ ¯ ©K«*x«*o±8³b³K´µ³P?¨Fz¨ ±8·© ©K°±±8¬¶©`« ?¨ª©K«<,´ {´ =©K°I± d¨ .± *%± .©K°´ =©`°±R¬K±8³b«<±¸¬P² ±¸³P©`°±°1¨.³ z,´ $«<I· x)´ ± *C± µ± *,´ '±% « ©`°«¬©K°±8¬b«<%¬ $ A©`² +,´ ¬ /±¸·¸©`³K¨ *V¨ ¨ *¬K«¬R´ q«³K³b%± µ² *<¨.³ *'#¬ ¨.·8;± ¨ª©H¨± c«<¬b©K¬ ¯ 1"±¸³ ¸%± ³b´ « ±8¬}¨·8 ´ *,*<±8·©`«,´ "´ 1¨ '±8³b¬ *« ©`°«¬z©`´ «<"· $ V°D± =ª;± 1¨ '±88³ -4 d³K,« *#**« µ±¸³ *<F¨ c0 ¬ ´ (¨©`°±¸´µ³K±©`«·¨ *0³K¨ zC± d´.#³ = ¨ ¨ *¬K´^¬K² ,.±8¬b©K¬ 3¨ µ%± $±8³`.¨ *@x±¸©K°)´ 0´µ³ ´ !1¨ª³`¨ x±¸©K³K«<·¬ /±¸·¸©`³K¨ *P"¨ 1¨ *¬b«<¬x*« ©K°±·8¨.¬K ± q°$±8³K±~©`°±¨.·¸©K²1¨ *]¬`¨ 0*<« ©`*« x±8¬z¨.³b± = ´ (B$ V°& ± ³`¨.·©`«·¨ *,²¬b±?´ ³K#« *,*<« µ±8³ K¬ z±©`°)´ ¬¨.³K0± «<¬b·8²¬b¬K;± - 5~´´µ³b±(&P#.; $ «¬K·¸²¬K¬b«<,´ ´ ©K°±*« 01¨.·©l´ «<³b³K;± µ² * ¨ª³ *s¬ 1¨.·¸%± {¬`¨ 0*<« R´ {¬ /±¸·¸©K³`¨*« 8$³`¨.·©`«<·¸±¨ }« ©K°±8´µ/³ ·8¨ :-'E± 0´µ² +*« 35~´´µ³b±¨ V°$,´ z¬b,´ $©K°«<¬u¬K±8·©`«,´ ¯ ± «¬K·8²$¬K¬P©`°$± « &1¨ª·¸©´ 3«³K³K;± µ² *<¨.³ *'~¬ 1¨.·¸%± ¬K¨ 0*<« ,´ #¬ '±8·©`³KM ¨ 0³b,´ ¨ lF¨ µ±¸¬K«<¨ L'´µ« A©P´ P«;± - ¬¶©`² +« x©K°2± /´.¬b©`±¸³K«´µ³ «¬b©`³b*« -²c©`«<´ }´ "©K°± 0³K± ²$%± C· q;± 0±8³V©K´s©K°±¬K« *<± !90³b± A²%± $;· }°1¨ª#³ x,´ «<· x)´ ± */*« °1¨ $©K±8³ ¯ $2 " ' & ' ) & ' ' u±¸³K± 3 * # * ³K±;³K±¸¬K±%e©K¬o©K°±´,-¬b±8³.±%^©`«*x«*+?´ ,©`°$±1¨ª©H¨$ ® z«µ°e©-'± ± ²¨*#*'s¬#1¨.·¸±% ¯ ´µ³3²±A²1¨.*#*x¬1¨.·8±; ¯ ¨" ¬K²+- ±8·©l©`´±8³K³b´µ³%$ V°±'´µ¬b©K±8³K«´µ³ «<¬¶©`³b«*-²$©K«<´, 0´µ³©`°±0³K± A²±%·C ±%'±%+¬q´,}©`°±P©K«*x«* ©K°³K´.²µ°}©`°±´,-$¬K±8³/ª¨ª©`«´,H?¨Y©`³K« I$ V°2 ± /´µ¬¶©`±¸³K«<´.³ «<¬¶©`³K« -²$©K«<,´ .0´.³q©K°± 0³K± ²$%± C· $2 * ±;/±;¬]´, $2 $ $ # + 3 3 # # $ $ 0 log(pw[1:500]) 10 20 30 Log-posterior for the First 400 Oxygen data under equal time scaale 20 40 60 80 lam 100 120 140 0.0 log(pw[1:500]) 0.4 0.8 1.2 Log-posterior for the First 400 Oxygen data under unequal time scal 20 40 60 80 lam 100 120 140 6DGK#.;<(GH>Y9:%$ #.*`s(K@zLM>Kf=C.245<&4%1!>D6&4!$&)(#.*i&d27>YI*l'h@>Y(*x*&0Ic!1E(q( _,I$*`#.6;4& ;J[6X%$ #=GH(Kaµ@z[8C&F24(9? (@e6D#.GK&7#.#;<( Ic'@(* ( I$#.;4;J[6X%$#GH(K@&B249?( ± 1³b¬b©]²¬b± ² +}©`°±«&1¨ª·¸©q´ "²·¸±8³b©`¨.«*©`«z« 0´µ³l©K°±´ ))µ±;D1¨ª©`¨ ©`´x¬b©`+ ²¬b%± H-4 ±¸¬b© 4Q $ 1´µ³3·8´ .%± e©`«,´ 1¨ *²³ /´µ¬b±8¬ ¯ ±P¬b©K² +x©`°?± /´µ¬¶©`±¸³K«<´.³´ E©`°±@l¨Fµ± ! *%± .©K°*« ¬¶©`±"¨ ´ ©`°± 0³b± A²%± $;· ¯ !6 $ ±z,« *#*<²$¬b©`³K¨ª©`±o©`°±x± ±8·©o´ « ±¸³K;± A©©K*« x*« ¬b·¨ *±,´ !6 - ²¬K« -/´ª©`°± A²1¨ *,* ¨ ² ± ²¨ *#*' #¬ ¨.·8;± {©K*« x±P¬K·8¨ *<"± $ V°±± A²1¨ *,* ¬1¨.·8;± z©K*« x±V¬K·.¨ *<±]«<¬ -1¨.¬b%± z,´ ¨ x*« e©K±8#³ '´ *<¨ª©`«,´ Iq°«·H°z©H"¨ =.±8¬´µ²$©,©`°$@± ¨ª©H2¨ -/±© d±¸%± ±8¨.·H° ¨ ¨.·8;± A©n± A²1¨ *,*#¬ 1¨.·¸%± ©`« z±3¬K·8¨ *<±l¨ ²¬b±l©`°±VF¨ .±8³`"¨ µ±V´ 1©`°$±V¨ ¨.·¸%± e©n©K*« x±©`´:*« 0²$©`± ¨ x± A²1.¨ *#*#¬ 1¨.·¸%± x©`*« x±V¬K·8¨ *<"± $ |« µ²³K± $ *<´ª©`¬=©`°±V© Y´ *,´ "!'´µ¬¶©`±8³b«<´µ³b%¬ $ :¬3·¨ &-/±q¬b±8%± ¯ ©K°± /±8¨ =¨Y© 6 0´µ³:©K°_± *<,´ !'´µ¬b©K±8³K«´µ³]² ±¸³P©`°±± ²¨ *|©`« z±¬K·8¨ *<±²$¬K%± -4Dx´µ¬b© ® $2 $2 $2 µ±¸´*<´ µ«<¬¶©`¬«¬`¨ +/±8¨.³K¬q«* ©K°±?*<´, !'´µ¬b©K±8³K«´µ³d²+±8³]²± A²1¨*#*' ¬1¨.·8±;~©K«*x±P¬K·8¨*<±"$ p(lamda) 0 10 20 30 40 50 Log-posterior under original equal time scale 50 100 150 lamda p(lamda) 0 10 20 30 40 50 Log-posterior under simulated time from Normal with sd=0.017 50 100 150 #?IEGH(*i& #.24 o&B24LM9?>K(C.5<6D%1GK>D#.6;<&X((*if=2724>Y&4*!Ic('*i*H@>Y(*=*xhi( *` >YI9 #.;4#;J[?o>6X%$Y#*i9xGH(K#.@};M&[email protected]?2<6&F(R*i2B6Dr8GKI#.&F;<27(z>YGH>Yf=9:24%$&4!#.*`#s(K@}68g4f=@e24g&0 ! &0g !$ #.S & hi*`>Y9 u± © ¯ ±± $¨ x*« ±]©`°±± ±¸·¸©V" ´ "+² ·8±¸³b©H¨ª«*?©K«*x«*1-4 ¬K«²*<¨ª©`«o©K«*x±@0³b´,± c«<¬¶©`«*+ ©K*« x±o¬b·¨ *± $ ± 1³b¬b©:¬K*« R² * ¨ª©K±©`*« xE± ¯ 0³b,´ &¨ ´µ³ ?.¨ * «<¬¶©`³K« -²$©K«<,´ ·8;± e©`±8³b%± ¨ª©V©K°±´µ³K« µ*« ¨ */± A²1¨ * ©`« z±P¬b·¨ *± ¨ +6±³K± A²«³KE± -/±¬¶©`³K«·¸© * « ·8³b±¨.¬b*« +$ µ±¸´ *<,´ .«<·.¨ *n¬b©K ² «<±¸¬ ¯ ¨ $´µ#³ z¨ *,±8³b³K´µE³ ?F¨ ³K;± ³K±¸¬K;± A©s+² ·8±¸³b©H¨ª*« e©`«±8E¬ 0³b,´ y©`°±?·¨ *'« ! -³K¨ª©`«,´ $³K´·8±8¬b¬ ¯ A²1.¨ *<«© {´ =©K°±R·¸´µ³K±¨ ´.©K°±8³:¬K´µ²³b·8±¸¬ ¯ ±©`· $V°«<¬P·8¨ D-'±³K;± ³K±¸¬K;± A©K%± -4{¨ {*« $%± '%± ;± e © ´µ³ ?.¨ *B³K«´µ³ 0´µ³q±¨ª·H°~©`« z± ¯ ! $ V°«(¬ ´µ#³ z¨ * «¬b©K³K*« -$²$©`«,´ «<¬l©K³K² $·¨ª©K%± {¨ª, © d¨ . ©`´%± $¬K²³b±¬¶©`³K«·¸©q« ·8³b±¨.¬b*« ´ M©K*« x± $ *<¨.#³ µ± ª¨.³b« ¨ ·¸± x±¨ $R ¬ *<¨.#³ .±¬`¨ 0**« ±¸³K³b´µ³ 0´µ³P©`°±©K*« x± $ ©`°$±x´ ))µ%± L1¨ª©`¨ ¯ ±¨.·H°^©`« z± ² $«©n³b%± ³b±8¬b%± e©`¬ =2µ±8¨.³K;¬ $V°±¸³K;± 0´.³K± ¯ "¨ ±8³b³K´µ³n"´ ®µ? ® µ±8¨.³K¬=«¬|± ²$« ª¨ *<;± e©|©`´P¨:¬b©`¨ 1¨.³ C± « ¨ª©K«<,´ }´ |® ® ,´ ©`°±² $«©V©`« z±:¬K·.¨ *<± $ |« µ²³K± $ ¬b°´ q¬ !6 0´µ³d©`°$±´ ))µ;± 1¨ª©`¨² ±¸³V©`°±± ²¨ *#*'?¬ 1¨.·8;± {©K*« x±:¬b·¨ *± ¨ *,´ 1q«©`° !6 ² $±8³V¨©K*« x±u¬b·¨ *±P¬K« ² *<¨ª©`;± &0³K´ ® ® # $ V°± « ±¸³K;± ·8± -'±¸© ±8;± ©`°±o© dn ´ *,´ "!'´µ¬¶©`±8³b«<´µ³b¬q«<(¬ µ±8/³ ¬ ?¨ *,*7$ ±*« $·8³K±8¨.¬K±o©`°±R±8³K³b´µ³]³`¨ .± ©K´ ®µ®µ.® µ±8¨.³K¬ ¯ ©`°«¬P·8´.³K³K±¸#¬ ',´ ¬P©K´}¨ ¬b©`¨ 1¨ª#³ :C± c«<¨ª©`«,´ ´ +® $ 4©`³b² ·¨Y©`%± ^¨ª© ® lamda ' ) +* +* ' * ' ' 3 ' ' $ ' * ' * 3 * $2 * $2 * ' 3 ¨ +* $ V°«<¬0z±8¨ ¬-«¬`¨ 0*<«±8³b³K´µ³s´ ]©`°$±{©K«*x± $$|«µ²³K± *´,"!'´µ¬¶©`±8³b«<´µ³b¬l¨.³b±¬b©`«,*#*/¬K«*x«#*<¨.³%$ ' 3 ¬K°$´ q¬s©`°$±{©´ $Q 0 log(plam) 5 10 15 20 25 Log-posterior under equally spaced time scale 50 100 150 lam 0 log(plam1) 5 10 15 20 25 Log-posterior under simulated time 50 100 150 &4!$#.&'hi*`>Y9 6249ILM;Z#.>KC.&)(K5<%1@x>D&F624&)9?(*i(,27>Yhi*`*}>YI9 '@ (*F® >Y® *2Z C.24 ' #.;q( I#.;4;J[6X%$#GH(K@&B249?( 6DGK#.;<(GH>Y9:%$#.*`(K@f=24&4! ±~·¸´,¬K«±8³?¨ $´µ³#z¨*«¬b©`³b«*-²c©`«<´ ¨ µ´´ ³K±;³K±¸¬K±%e©`¨ª©`«´, 0´µ³s©`°$±Gx±¨.¬b²³K±;z±;e© ±¸³K³K´.³*« ©`°$±·¨ **« -³K¨ª©`«´, ³b´c·¸±8¬b¬¨"©`°±±¸³K³K´.³³K±8¬b²*©K±%:0³K´ *<´ A²1¨*«©~´ ©K°±·8´.³K± $ V°±¸³K±x¨.³b±´.©`°±¸ ³ 0´µ#³ x¬P´ 3±¸³K³K´.³K¬©`´ ©K°± 1¨ *"©`*« x*« + *« ;· *<² $*« ?©K°±±8³b³K´µ³ 0³b,´ ² ;± .%± ¬K¨ &5*<*« +~´ V©K°± ·¸´µ³K0± q°«<·H9° *±¨ ¬o©`´+² ·8±¸³b©H¨ª*« e© « ©`°$± *« e©`±¸/³ ! ·8´µ³b.± ;± $©`° ¨ +±8³b³K´µ³b¬ 0³b,´ ©`°$±©K³K² $·¨ª©K«<,´ B$ V°±¸¬K±{© '±8¬z´ u±8³K³b´µ³s·¨ ´ 4©`;± -'±³K;± ³K±¸¬K%± e©K%± -4 ¨² « 0´.#³ «¬b©K³K*« -$²$©`«,´ ~´ .±8³¨z¬ /±¸·8« 1%± ³`"¨ µ± ¯ 1¨ x± *' ! 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'= +5D*'#H\-1/2 &;!-,3!8ND53= {5DE)E)13k< k Nu$81K1<E= ~1<.Q#%$?e5D(0#95:.9! ~!8&[C<5D.9(9&[#"G<\ !8685:.0(91<!@8 = {\ \M_ <9 1<|= 6 5D#%W'.9! 41<EI,/#9&)E;&;#"G,3!8-6 n.9,368&;!8k 41<E)W8R`5 n,3-! :"!'2U1<.0RS,/#9&)1<! E;1_; ? :"!#%5D.9*8.05D#%,/#%&;1<!s1/2 K#91Nu$8,3(0#9&)N 41<EI,}#%&)E;&;#"G3'= < =>?@ -1<.0#9$8N:1<R`&)!'k8\ F,/E)EA = # _ < O= B6 5OC&;5D?132 K#%1KNu$-,3(Q#%&)N 41<EI,/#9&)E;&;#"Gqs1K685DE)(+?Z&;#9$ *8*'E)&)N:,/#%&;1<!p#91 +*'#9&)1<! 1.9&;N:&;!8k8\ 1.91KN:5:5D68&)!'k<({13C2 #e1<!'2U5D.95:!'N:5`1<! &)!8,3!8N:&),3DE :"!8!81_C/,/#%&;1<! " E 5H,3.0( 132 eE),3Nuf F Nu$81<E;5:(~,3!86sqs5D.0#%13! ~1_C<5DR^mt5D.H < |= < a \ G I HF,}#%5:(D= ^\ t\ _ <9 1<|= 3W8RY*'(F,3!86 #%1KNu$-,3(0#9&)N 413EI,/#9&)E)&[#"G Nu$-,3!'k<5 6 ,/#95 1.91KN:5D(9(05:( :"R`*8E)&;N:&[#F&)! 1 AJ +5:W'#9(9Nu$85DRS,/.9f +*'#9&)1<!8( 8 = KL+MN/+OP>?+!Q').8R/S@ -1<.Q#%$a ND1<RY&;!8k8\ G He13E)E)5D.9(0E)5DCM = {T\ #e$81<W@= 6 \@,3!86 {.913!85:.D= 7\QH < <|= 6 # R`1685DE)&;!8kY&;! &;!-,3!8ND5 8= <+>UL,V+)! /SW1 ' = 1za 13 '\ G <X He13E)E)5D.9(0E)5DCMI= {\gQ_ 3 O= 9 1<!8kq5:R`1<.0G&)! #%1KNu$-,3(0#9&)N 413EI,/#9&)E)&[#"G 8= +&)(9NDW8(9(0&)1<!*-,3*M5:.:= x1<.0#9$?A5:(Q#%5D.9 ! x!8&;C35:.9(0&;#"G3\ e.05:&;6'#H= e\ '\n_ < |= ]$8.05:(9$'1<E)6 W'#%13.95:k3.95:(0(9&[C<5K#91Nu$-,/(0#%&;N 41<E),/#%&;E)&[#"Gjqs1K685DE= oc1<.9f&;!8kB*-,3*M5:.:=:"1_?e, #u,/#95 x!8&;C35:.0(9&;#"G3\ G He.05:&;6'#H = e\ '\[= #e.9,/#%1'= \[=8,/!86T685 &;RS,'=!1n\@QH < |= +!S#9$85 +5O#%5:NO#%&;1<!j,3!86 (Q#%&)RY,}a #9&)1<!J13C2 13!8ksR`5:R`1<.QG&)! K#91Nu$8(Q#%&;N 41<E),/#%&;E)&[#"G '=l1p,3*'*t5:,3.&)! C UL ,V+)! /SO\ G He.05:&;6'#H= A\ '\[=^685 &)RY,' = 1n\[=B,3!86 #e.%,/#918= \`Q_ < O= %qs1K685:E;&)!8k 1<!'k q5:R`1<.0G K#91Nu$8,3(0#9&)N 41<E),/#%&;E)&;#"G 8=lor13.9f&)!8 k 1n,3*t5D.9(B&)! ND1<!81<R`&)ND( ~18\ = 31<$8!'( x1<*8f&)!'( x!8&;C35:.9(0&;#"G3 = :"1_?e, #u,/#95 x!8&;C35:.0(9&;#"G3\ G 1He.05D#0#%$81<.0(0#:= \ \PQ_ O= e,_G35:(0&I,3! *M5:ND#9.9W8R !-,3E[GK(9&)(,/!86 1n,3.%,/RY5O#%5:. (Q#%&)RY,}a #9&)1<! '= 5:ND#9W8.95!81/#%5:(x&)!j(Q#u,/#9&)(Q#%&)ND(:\ *'.9&)!'k<5:.a 45:.0EI,3k'= x5D? E 1<.0fg\ G He.0&)E;E)&)!'k<5:.D= ^\ 6 \Q_ <O= ]$85 *t5DND#9.%,3E !8,3E;GK(9&;(d132 K#%,/#%&;1<!-,3.QG :"!#%5D.0C/,3 E -W8!8NOa #9&)1<!8(D= C N0R S ) * )*> +9+ Q,NS+, ,-) *+,-)!/0 S+)/). S+)!/S R X ) @ a 1 \ G z He.0&)E;E)&)!'k<5:.D= ^\ 6 \xQ_ O= #u,/#9&)(0#9&)N:,3E :"!'2U5D.95:!'N:5s2U13. :".9.95Dk<W8E),3.9E[$ G +m8(95D.0C35:6 {,/#%, 8= 5:NO#%W8.05!'13#%5D(x&;!d(0#u,}#%&)(Q#%&;(:= 21K= a 1<\ K*8.9&;!8k<5:.a 45D.9EI,/k8= x5D? E 13.9fg\ G H #F,3!'&)!-,'= \F,/!86 &)k3E)5D?Z(0f&= t\+Q_ 3 O= ]$85 :"!'2U1<.0RS,/#9&)1<!8,3E #e1<!#%5:!#d13 2 :"R`*8E;&)5:6 41<E),/#%&;E)&[#"G '= KL+MN/+OP>+!Q')! R/S = 13 za K\ G _I H #F,3.Q#%5D.:9= #h\ 7\z,3!8 6 {1<$8!>= 6 \K_ < O= +! &;m8m8( ',3R`*8E)&;!8ke2U1<. K#%,/#%5 *8,3N:5eqs1K685:E;( 8= /,V+)! <'= 18Oa 121 \ L G H #F,3(05:E;EI,'= ,/!86 5D1<.9k<5/= ]\yQ_ < <O= *8E),3&)!'&)!8kT#9$85 &;m8m8( ',/RY*8E;5:. 8= ,V+ /0 Q')/). S+)!/0SSNN+!)./ = x18\ \> zau_ 8\ G X H #e$85D(9!85OG<=Yqc\{,/!86 N:13#0#H= \ ^\7QH |= 1.9&;N:&;!8k W8.913*t5:,3! #eW8.9.05:!8NOG {*#%&)13!8( 6 eE),3Nuf<a Nu$'1<E)5D(Bqs1K685:E],/!86b, 6 ,3!'681<R y,3.9&),3!8N:5 #e1<R`*-,3.0&)(0&)1<!c132Z#%$85qs1K68& -5:$ qs1K685DE 8= < >?+!TR"! 8 )/).M#NS+ S 8= _a '\ G H #e$8.0&)(Q#%&)5/= \ \eQH <|= 2]$85 K#%1KNu$-,3(Q#%&;N e5D$-,HC&;1<.1/2 #e1<R`RY1<! K#%1KNuf y,3.9&),3!8ND5:( y,3E;W853= 5OC<5:.9,3k<5/=',3!'-6 :"!#95:.95D(0# 6 ,}#%5 %$@5DND#9( 8= ?+! UL, /SZ = z&a \ G H #eE),3.9fg)= 1n\ 7\gQH |= W8mM1<.068&)!-,}#%5: 6 #%1KNu$-,3(0#9&)N 1.91KN:5D(9(Aqs1K685:E8?Z&[#%$ &;!8&;#95 y,3.0&[a ,3!'N:5:(Z2U1<. *M5:NDW8EI,}#%&;C35 14.0&)ND5:( '= U ,V+)! /0@'8<=> 1zau 1 \ G H #eE;5D?ZE)1_?D = \ ,3!86 JhW>T= J^\4_ < |= 2]$8 5 hGK!-,3R`&)ND(+132 K#%1KNu$-,3(Q#%&)N 413EI,/#9&)E)&[#"G 8= +&;(Qa NDW8(9(0&)1<! 1,3*M5:.D= ~!8&[C<5:.0(9&[#"Gj132lo,3.Q?Z&)Nufg\ G H e1<R#%53=e\,/!86 6 :5 !8,3W8E;#:= ]\MQ_ < 21<O=2 13!8k^q5:R`5:1<.QG-#e1<!#%&;!KW'1<W8(?]&)R`5K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#"GYqs16'5:E)( 8 =+1,/*t5D.x*'.95:(05:!#%5D6,/#]#9$85 la : #e1<!'2U5:.05:!8ND53= @W8.9&;Nu$>\ G H #e.0!8f31_CK&)N,3!'6 + .%,3Nu$'RS,3!Q_ < O= x!8&;C35:.0(%,3En1K1<E-#%1 +&;(9ND.9&)R`&)!8,/#%5x,3R`1<!8k 6 &;(9f qs5:,3(9W'.95:R`5:!# n5DNu$8!8&;VKW'5:( ' =l1S,/*8*t5:,3.]&)! KL S }\ G < H{ ,3!'&)5:E;(9(01<! ' \lQ_ < O= qsW8E[#%&;C/,3.0&I,/#95 K#91Nu$8,3(0#9&)N 41<EI,}#%&)E;&;#"G8 =oc1<.9f&)!'k`*8,3*t5D.:= x!8&[a C35:.9(0&;#"Gd132=:"N:5DEI,3!'6>= + 5:*'#:\-132 4ND1<!81<R`&)ND(:\ G H{ ,3!'&)5:E;(9(01<!>= ' \AQ_ < O= K#91Nu$8,3(0#9&)N 41<EI,/#9&)E;&;#"G&)! (0(95D# 1.9&;N:5:( (0#9&)RY,/#%&;1<! o &;#9$ &;R^W8E),/#%5D6qp, &)R^W'R &)f35DE)&;$811K6 8 =' UL,V+)! /SO='2U1<.0#9$8N:13RY&;!8k8\ G 3 IH{ ,HG<= {\ ]\K,3!86" 5O?Z&)(D= #h\M_ < < |= K#91Nuf`qp,/.9f35O# 41<E),/#%&;E)&[#%&)5D(l,3!86Y#9$85L:"!'2U1<.0RS,/#9&)1<! #e1<!#95:!#h1/2 K#91Nuf :"!'685 + *'#9&)1<!8( 8 =<+D>U ,V+)! /S 1 = _a K\ G < H+ W8*'&).95/= h \QH < < |= .9m8&[#%.9,3k<514.0&)ND&)!8k`?Z&;#%$ K#%1KNu$-,3(Q#%&)N 41<EI,}#%&)E;&;#"G3\ 7 oc1<.9f&)!'k 1,za *M5:.D=+14.01ND5:5D68&)k<!'(x1/2 :W#e13!'2U5:.05:!8ND53= 1,3.0&)(D\ G XH &)(05:!mM5:.9k'=2\ 7\z,3!'6 < ,3.0.91_?= 6 \ \KQH < 'z|= { *#%&)13!1.0&)N:&;!8k]o &;#9$ 6 ,3!86813R 41<EI,}#%&)E a &[#%&)5D(7&)! #e1<R`*8E)5O#%5qp,3.0f35O#%(:= - 5:6'5:.%,/E 6 5D(95:.QC<5e ,3!8f132 #%E),3!#u, or13.9f&)!8k 1,/*t5D. G 21H # 'Oau \ G H !8k<E;53= 6 \ e\K,3!86 5D53= \ \ '\>_ < O= (0#9&)RY,/#%&;!8k +& $@W'(9&)13!Tqs1K685DE)(e1/2 K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#"G '=oc1<.0fK&;!8k%1,3*M5:. +5:*'#:\-132 ND1<!81<R`&)ND( >#^\ G H-.9W'$?Z&;.0#9$a Nu$'!-,/#9#95:.D= t\4QH < |= {,/#%,T,3W8k<R`5:!#%,/#%&;1<!,3!86L6'GK!-,/RY&;N^E)&;!85H,3.~RY1K6a 5DE)( '= <+ ,V>QA++/S # S+ S 1= a \ G H ,3E)E),3!#H= \ 6 \;= x(9&;5:$> = ^\;=e,3!86 ,3W'Nu$85:!>= \xQH <9 1<|= (Q#%&)RY,/#9&)1<!132 K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#"GYqs16'5:E)(]?Z&[#%$ +&I,3k3!81<(0#9&)ND( 8=Kor1<.0f&)!8kB*-,3*M5:.D= +W8f35 x!8&;C35:.9(0&;#"G3\ G 1H ,3.96'!85:.D=o\ \-Q_ <O= K#u,/#9&)(Q#%&)N:,3E K*t5DND#%.9,3E !-,3E;GK(0&)( ')= 14.05:!#%&;N:5 h,/E)E= ~5O? E 1<.0fM\ G H 5:E;RS,3!@= \M,3!86 ^\ h\ 6 W8m8&;!QH < <|= :"!'2U5:.05:!8ND52U.913R :w#%5D.%,/#9&;C<5 &)RW8EI,/#9&)1<!jW'(9&)!'k qsW'E;#%&;*8E)5 5:VW85D!8N:5D( 8D= Q') )! S+)./0QA+/+Z= 8= 1<za 1<<\ G H 5D?A5:f/53= '\_ < O= #e1<R`RY5D!# 1<! F,HG<5D(9&),3! !-,3E[G(0&)( 132 K#91Nu$8,3(0#9&)N 41<E),/#%&;E)&;#"G~q16a 5DE)( 'A= '< =L 9S+SS R UL, / Q')/). S+)!/Sh = za < '\ G H $G(05:E;(:= ]\,3!86 <,3(0&I,3fg= '\g_ < |= #%1KNu$-,3(0#9&)N 41<E),/#%&;&)E;&;#"G{,/!86 ]&)R` 5 +5D2U1<.0RS,}#%&)13! 2 l.%,36'&)!8k 41<E;W8RY5T,3!86 5DC<5D.%,3k35 %$t5:ND#9( 8= +&)(9NDW8(9(0(9&;1<!X*-,3*M5:.:= ! *8*8E)&;NH,/#9&)1<!1/ #h\ 6 \ ^\ Z\[=tqs1<!#%.05H,3E \ 1 $ G(05:E;(:= Z\[= h,3.QC<5DG3= \;=/,3!86 6 5:!-,/W8E;#:= Z\K_ < 913O= K#91Nu$8,3(0#9&)N 41<E),/#%&;E)&;#"G8=|oc1<.9f&)!'k *-,/*t5D.:=-*8.05:*-,3.05:62U1<.R+N V>Q') )! S+)!/S 41<E \@8\ $G(05:E;(:= ]\;= 1<W8.0&)5:.01<W t= #h\[=,3!86 <,3(9&),3fg='\_ < 913O=n.9,368&)!'k 1n,/#9#95:.9!'(:=3]&)R`5 +5O2U1<.9RY,/#%&;1<! ,3!86 K#%1KNu$-,3(Q#%&;N 413EI,/#9&)E)&[#"Gb&)! g13.95:&;k<! 'Nu$8,3!8k<5qp,3.9f/5D#9( 8= 1,/*t5D. *8.05:(05:!#%5D6,/#]#%$'5 #e1<!'2U5D.95:!'N:53= @W8.0&)Nu$>\ &)E;fK(D=3o\ 6 \ 6 &;Nu$-,3.96'(91<!>= t\,3!86 K*8&)5Dk<E)$-,/E;#%5D.:= ^\ '\8Q_ 3 O= %qp,3.0f31_C #e$-,/&)!Bqs13!#95 #F,3.0E)1B&)! 1.%,/ND#%&;N:5 8' = #e$-,3*'RS,3!s,3!86 ~,3E)E = 1<!86813!>\ ~,3.0C35DG<= \ #h\ QH < |= 9 1<!'k7qs5DRY1<.QGS&;! K#91Nu$8,3(0#9&)N 413EI,/#9&)E)&[#"G 8= +&)(0N:W8(0(9&;1<! 1,/*t5D. '= 13!8681<! Nu$81K1<E 132 N:1<!'1<RY&;N:(D= +5:*'#:\-132 K#u,/#9&)(Q#%&)ND(:\ ~,3.0C35DG<= \ #h\;= 6 W'& 3= ]\[=',3!'6 $'5:*8$-,/.96>= \tQ_ 3 O= qsW8E;#9&;C/,3.0&I,/#95 K#%1KNu$-,3(Q#%&;N y,3.0&[a ,3!'N:5qs16'5:E)( 8= KL+MN/+OP>UL, />Q')!8R/S <= za 8\ ~,3.0C35DG<= \ #h\;=3,3!86 $85:*'$-,3.96@= \K_ < |= ]$85 ND1<!81<R`5D#9.9&)ND( 132 K#91Nu$8,3(0#9&)N 41<EI,}#%&)E a &[#"G '=8or1<.0f&)!8k7*-,/*t5D.:'= 1<!86813! Nu$'11<E 1/2 N:13!81<R`&)N:(D= +5:*#H\-132 K#u,}#%&)(Q#%&;N:(:\ ~,3.0C35DG<= \ #h\;=K,3!'6 $85D*8$-,3.06>= \MQH < |= (0#%&;RS,}#%&)13!^132 ,/! (0GKRYR`5D#9.9&;N K#%1KNu$-,3(a #9&)N 413EI,/#9&)E)&[#"G qs1K685DE2U1<. (9(05D# 6 5D#9W8.9!8( 8= '< L 9S+SS R UL, / Q')/). S+)!/S 2U1<.0#9$8N:13RY&;!8kO\ x53= \8_ < |= {*#%&)13! 1.9&;N:5D(n?Z&;#9$ K#91Nu$-,/(0#%&;N 413EI,/#9&)E)&[#%&;5:( ! 4VW8&;E)&;m8.9&;W8R !8,3E[a GK(9&;( 8= +&;(9NDW8(9(0&)1<! 1,/*t5D.:= ~!8&[C<5D.9(9&[#"Gj132 #F,3E)&[2U1<.9!'&I,'= e5:.0f35DE)5DG3\ x5:(0#91<!>= M\ \SQ_ < O = #eE;1<(95D6a -1<.0R 1<E;W'#%&;1<!2U1<. +*'#%&;1<!8(J?Z&;#%$ K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#"Gb?Z&[#%$ *8*'E)&)N:,/#%&;1<!8(S#91 A1<!86 ,/!86 #eW'.9.95D!8NDG +*'#9&)1<!8( 8= KL+MN/+O $? +!Q')!8R/S = <za \ xW8E)E = '\_,3!86{o $8&[#%53= \KQ_ <O= 2]$'#5 14.0&)ND&)!8k]132 +*'#%&;1<!8(>13! (9(05D#%( o &;#9$ K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#%&)5D( 8= <+D>? = Da <3 \ xW8E)E = '\z,/!86o $8&[#%5/= \Q_ O= ! !-,3E;GK(0&)( 132K#%$85 e&I,/(l&;! {*#%&)13! 1.0&)N:&;!8k #F,3W8(05:6 mGc, #%1KNu$-,3(0#9&)N 41<E),/#%&;E)&;#"G3\ RMS <).< 'S R )!/8S KLSN0* = 3 '= 3\ <,3NDVW8&)5D.:= ]\[= 1l1<E)(01<!>= \ \[=@,3!'6 6 13(9(9& = 1l\ ]\PQ_ < O= K#91Nu$8,3(0#9&)N 413EI,/#9&)E)&[#"G x!8&[a C/,3.0&I,/#957,3!86cqsW8E[#%&[C3,/.9&I,}#%5 K#95:!8(0&)1<!8( 8= ~!86'5:.{.95OCK&)(9&;1<!L,/# )* <+ UL ,V+)! /SO\ <,3NDVW8&)5D.:= ]\[= 1n1<E;(91<!@= \ \;=',3!86 6 1<(9(0&*= 1l\ ]\>Q_ <2 1<O= 1.9&;1<.9(e,3!86qs1K685:E;(e2U1<.FqsW8E[a #9&;C/,3.9&),/#%5 K#91Nu$8,3(0#9&)N 41<EI,/#9&)E;&;#"G 8= x!8*8W8m'E)&)(0$85:6SRS,3!W8(0N:.0&)*'#:= x!8&;C35:.0(9&;#"G`132 #e$8&)N:,3k<18= G IH G H 8 G XH G H G H G H G 1H G H G H G H G IH G1 H G 1 XH %. ,36'W-,/#%5 Nu$'11<E 1/2 eW'(9&)!'5:(9(D\ G 1H <,3NDVW8&)5D.:= ]\;= 1n1<E;(91<!>= \ \[=j,3!86 6 1<(0(9&= 1n\ Z\jQ_ < O= F,HG<5D(9&),3! !-,3E[GK(9&)(r132 K#91Nu$8,3(0#9&)N 41<E),/#%&;E)&;#"Gdqs16'5:E)(` o &;#9$68&)(0N:W8(0(9&)13!g 8=='< W S+SS R UL , / Q')/)! S+)./S K= Da 8z\ G 1 H <,3NDVW8&)5D.:= ]\[ = 1n1<E;(91<!@= \ \;=',3!86 6 1<(9(0&*= 1l\ ]\>Q_ <2 1<O= 1.9&;1<.9(e,3!86qs1K685:E;(e2U1<.FqsW8E[a #9&;C/,3.9&),/#%5 K#%1KNu$-,3(Q#%&;N 413EI,/#9&)E)&[#"G 8=_or1<.0f&)!8k*-,3*M5:.D= 31<$8!8(01<! Nu$81K1<E8132>qp,3!-,/k<5:R`5:!#H= #e1<.0!85:E;E ~!8&[C<5D.9(9&[#"G<\ G 1H <,3NDVW8&)5D.:= ]\;= 1l1<E)(01<!> = \ \[=,3!86 6 1<(0(9& = 1n\ ]\^_ <9 1<|= qW8E;#9&;C/,3.9&),/#%5 ,3!86 14.0&)1<. +&;(0#%.0&)m8W#%&)13!8(e2U1<. K#91Nu$8,3(0#9&)N 41<E),/#%&;E)&;#"GSqs1K685DE)( '= +&)(0N:W8(0(9&)13! 1n,3*M5:. #C: 6 ^\ G 121H <,3NDVW8&)5D.:= ]\[= 1l1<E)(01<!>= \ \[=@,3!'6 6 13(9(9& = 1l\ ]\PQ_ <2 1<O= K#91Nu$8,3(0#9&)N 413EI,/#9&)E)&[#"G x!8&[a C/,3.0&I,/#95B,3!86qW8E;#9&;C/,3.9&),/#%5 K#95:!8(0&)1<!8( 8= 6 1K68!85OGo $8&;#9V5 #e5D!#%5:.2U1<. &;!-,3!8ND&I,3E 6 5Oa (05H,3.0Nu$soc1<.9f&)!'k 1n,3*M5:._ }a"9 1= ]$85{o $-,/.0#%13! Nu$'11<E = ~!'&;C<5D.9(0&;#"Gj132 1n5D!8!8(QGE[C/,3!8&I,\ G 1 H <,HGK!85:(D= ]3\ {\4QH |= 1,/*t5D.9({1<! 1.913m-,3m8&;E)&;#"G3= K#%,/#%&;(0#9&)N:(+,3!86 1$G(0&)ND( 8=l,T.95D*8.9&;!# ND1<E)E;5:ND#9&)1<!@= ^\ 6 5:&;685:E = +1<.96'.95:Nu$#Qa ~13E)EI,/!86>\ G 1<H <,HGK!85:(D= ]3\ {\yQ_ <O= F,HG<5D(9&I,/! *M5:NO#%.0W8R ,3!86 #e$8&;.9* !8,3E;GK(9&;( 8D = &( , <, U )! R 9S+!5Q +)! # S+ S R-U S+)!,-)!/ X +, ShDa \ G 1 H 31<!'5:(: = #h\l_ |= -1<.05:&)k3! Nu$-,/!8k<5 {*#%&)13! 14.0&)ND&)!8k '= F,3.0.%, ~5O?Z(9E)5O#9#95:.:\ G 13 IH 31<.0&)1<!@)= 1n\MQH <9 1<|= 1.95:6'&)ND#9&)!8k 41<E),/#%&;E)&[#"G&)!7#%$85 -1<.95D&)k<! Nu$-,3!'k<5hRY,3.9f/5D# 8= 1 = a 1K\ G < H,HG<= t\ qc\g,3!'6 qp,/*8E)5 t%\ \ QH z *t5DND#9.9W8R !-,3E;GK(0&)(Qa q1685D.9! 1n5D.9(0*t5DND#%&[C<5 8= N0R S )*U?U?U '=@<<=> < au 8_ '\ G X H{&)R= t\l,3!86 $'5:*8$-,/.96 _ < |= 0 #e1<RYR`5:!#1< ! F,HG<5D(9&),3! !8,3E;GK(9&;(1/2 K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#"Gsqs16'5:E)( mG <,3N:VW8&;5:.D= 1l1<E)(01<!J,3!86 6 1<(0(9& 8= 31<W8.0!-,3EP1/2 N:13!81<R`&)N:(,/!86 eW'(9&)!'5:(9( K#%,/#%&;(0#%&;N:({ K= Da 8z\ G H{.913!85:.D% = 7\yQ_ 39 1<O= #e.05H,/#9&)!8ks,3!86 ~(0&)!8k 41<EI,}#%&)E;&;#"G -1<.95DNH,3(Q#%( D=loc1<.0fK&;!8k*-,3*M5:.:= to E;1<m-,3E :"!C<5:(Q#%1<.0(:\ G H ,3R`1<W8.05:W t = #h\ \',3!'6 ,3(0#9.%,3*M5:(D='o\ ^\@QH < |= g13.95:N:,3(0#9&)!8k K#%1KNuf<a 6 5D#9W8.9! y,3.0&[a ,3!'N:5 l1_?F,3.06X,3! x!8685:.0(0#%,3!868&;!8k132 K#91Nu$8,3(0#9&)VN :"R`*8E;&)5:6 41<E),/#%&;E)&;#9&)5D( 8= KL+MN/+OB ?+!Q').8R/S = 3 a \ )& W@='\no\ \or13!8kL,3!86 \%13!8kbQ_ 3 O= 0#e1zC/,3.0&I,3!'N:5 K#9.9W8NO#%W8.051/2x#9$85 &)m8m8( ',/RY*8E;5:.y?Z&;#%$ *8*8E;&)NH,}#%&)13!8(y#91#%$'5#e1<R`*-,3.9&;(91<!S132 4(Q#%&;RS,/#91<.9(e,3!86 W8k<R`5:!#u,}#%&)13! Nu$'5:R`5:( '= W/,V+). <= <_a& \ G 1Hqp,/$8&)5DW>=-.:\g,3!'6 1l\ Nu$813#9RS,/!_ < |= K#91Nu$8,3(0#9&)N 41<E),/#%&;E)&;#"G`,/!86#9$85+&)(Q#%.9&;m8W'#9&)1<! 132 Nu$-,3!8k<5 6 ,}#%5 ~5O?Z( 8=-oc1<.9f&;!8kB*-,3*M5:. x!8&;C35:.0(9&;#"Gd1/2 &)Rm8W8.9k'\ G Hqp,/.0#%&;!>= 1QH <9 1<|= eE;W8!8685D.9(h#9$-,/# eW8(0#{#9$85 F,/!8f 8D = ?+! ,VS~qp,/.9Nu$ = * 8\ G Hqs5D686-,3$'&= \],3!86 6 5:!-,/W8E;#:= ]\_ <9 1<|= k<k3.95:k<,/#%&;1<!8(T,/!86 qp,3.9k3&)!-,3E;&)(9,/#%&;1<!8(`132 >6 # ,3!'6 K#91Nu$8,3(0#9&)N 41<EI,}#%&)E;&;#"GYqs1K685DE)( '= +&)(0N:W8(0(9&)13! 1n,3*M5:.:= 6 Aq \ G Hqs5DE)&;!818= \[=P,3!'6 lW8.9!m8W8E;E= t\AQH < |= 14.0&)ND&)!8k -1<.95D&)k<! #eW8.0.95D!8NDG +*'#%&;1<!8({o &;#9$ K#91Nu$8,3(0#9&)N 41<EI,}#%&)E;&;#"G 8= U ,V+)! /S 91=gza '\ G I Hqs1K1<.053=Kqc3\ :u\<,3!'6 1n\ '2\ ]$81<R`(91<!_ < '_O= :"RY*-,/ND#P1/2 3&[#9#95:.95D 6 ',3R`*8E)&;!8kx1<-! #e1<!C<5D!a #9&)1<!-,/E *M5:ND#9.%,3E (Q#%&)RY,/#95:( '= * NS+/0KLSN0 *7 => = 1_ }a% = 1 \ G H x5:E)(01<!>= ^\QH < 'z|= #e1<!'68&;#9&)1<!-,/E ~5O#%5:.01<(9ND5:6-,/(0#%&;N:&[#"G &;! (9(05D# 1.0&)N:&;!8k , x5D? = UL,V+). /0 13 '= za \ *8*8.91<,3Nu$ 8A G X H 1n,3.9fg = '\]_ < 'z|= !C<5DE)1<*M5 (0#9&)RY,/#%&;1<!J2U13. W-,3(0&[/a 1l5:.0&)1K68&)N 5D1<*8$GK(9&;NH,3E &)k<!8,3E)( &;! ~1<&;(95 S,qW8E;#9&;#u,/*t5D. *8*8.91<,3Nu$ 8W= Q')/). S+)!/S )*"U MN ,V+) CR$U +)* QA+/+S@+5:68&[#%5:6 mGior,3E;685:!>= %\ {\],/!86 W#9#%13.9*>= 1n\~ }a _ '= 6'?e,3.06 .9!813E)6>= 1<!86'1<!>\ G H 1n,3.9fg= '\K,3!'6jqp,<,/(9Nu$>= B\ \t_ < |= 1E)&;1//a 1E)5D&)(Q#%1KN:5:!'W 5 ]&)R`5 PC31<E)W'#9&)1<!`132t#%$85 < a $GK. #AGNDE)5]&;!`qp,3.9&;!85 1,/E)5:1KN:E;&)RY,/#%5 6 5:N:13.968( 8= * NS+/S KLSN0 *K= = z&a <\ G H 1n,3. D5:!>= ]\ qc\@Q_ O= ]&;RY5 5D.9&)5D( !-,3E;GK(0&)(y13T 2 :".9.05:k<W'EI,3.0E; G +m8(05:.0C35:6 {,/#%, 8<= 5:N|a #9W8.95!813#95:(x&)!j(Q#u,/#9&)(0#9&)ND(:= 21= *8.9&;!8k<5D.Qa 45D.9E),3k8= ~5D? E 1<.9fg\ G H 1n,3(91<.05:E;E)18= t\[= 6 5:!8,3W8E;#:= Z\[=t,3!85 6 l1<W D&= \QH < |= K#u,}#%&)(Q#%&;NH,3TE :"!'2U5D.95D!8N:52U13. 6 ,3!a 6813R y,3.9&),3!8ND5 {*#%&)13! 1.0&)N:&;!8k 8= +&)(0N:W8(0(9&)13! 1n,3*M5:.:= # 6 G 2 1H 1.9&;5:(Q#%E)5OG<=Kqc\ h\M_ z|= *M5:NO#%.9,3E !-,/E;GK(9&;(,3!86 ]&)R`5 5D.9&;5:(:= NH,36'5:R`&) N 1.95D(9(D= x5D? E 1<.0fg\ G H 6 ,/2 #%5D.0G3= \,/!86 5D?Z&;(:= t\tQH < <|= ~1_? qp,3!G :w#%5D.%,/#9&)1<!'(y1/2@#%$'5 &)m8m8( ',/RY*8E;5:. F,HG35:(9&),3! #u,/#9&)(0#9&)ND%( 8=M 5D68( '\ ^\ e5D.9k<5D.:= '\ qc\ e5:.0!-,3.06818= \ 1n\ {,H?Z&)6`,3!'6 \ A\ qc\ R`&;#9$gO= K2U1<.06 ~!8&[C<5:.0(9&[#"G 14.05:(0(:= 1<!8681<!@\ G H < 8W 6868&;RS,/!>=to\ e\@qsNX:"!#"GK.95/= \>,3!'6 6 ,HGKR`18= qc\PQ_ O= 1,/E)5:1K5:!CK&).01<!8R`5:!# 6 5Oa (0W8E;#9(~2U.913R ~1<.Q#%$ #9EI,3!#9&)N &;#95:( < B,3!86 < 8= 8S+).)!)!/AKL&+)S@ Q A= 8= \ t\ 1_C<5D.9!8R`5:!#~*8.9&;!#9&)!8k71 ND53=-or,3(9$8&;!8k3#91<!>= 11za \ G H 6 W8& /= ]\MQ_ < O= W8,3(9& aQqp, &;R^W8R &;f35DE)&)$'11K6 (0#9&)RY,/#%&;1<!^132 K#%1KNu$-,3(Q#%&;N y,3.9&),3!8N:5 qs1K685DE)( 'A= '< UL,V+). /S = /a 3 \ G 3I H ND13#9#: = \ ^\+_ <|= +*'#%&;1<! 1.9&;N:&;!8kco $85D! #%$85 y,/.9&I,/!8N:5 #e$-,3!8k<5D( 6 ,/!8681<R`E;G ]$85D1<.0G3= (9&;RS,/#9&)1<!@=,/!86j,3! *8*8E)&;NH,/#9&)1< ! 8= DL?+!R ! )!) )!M #NS+ S = 8_ z&a \ G < H ND13#9#:T = \P_ < '_O= 6 ,3!'681<R y,3.9&),3!8ND5 +*'#%&;1<! *8.0&)ND&)!8k '= RMS ()!<S R )!/8S KLSN0* 41<E '\ 1=>3 au 1\ G X H $8,3NufE)5D#91<!> = \ '\,/!86dqc\ \ h,/E)ElQH K#%,3m8E;5 :"(013#%1<*M5 ~&)(Q#%1<.QGB132 1E)5D&)(Q#%1KN:5:!'5h,/# 1 &[#%5 3 8#= C N0R S ) * 0 ,<<<= 39 1za 1\ G H $'5:*8$-,/.96>= \ _ < |= &;#0#%&)!'k x1<!8E)&;!85H,/. ]&;RY5 5:.0&)5:(]qs16'5:E)(yo &;#9$ *8*'E)&)N:,/#%&;1<!8( #91 K#91Nu$8,3(0#9&)N y,3.0&I,3!8ND5qs1K685:E;( 8A= <+D /0R UL,V+)! /S =@ 1za% 1\ G H $'5:*8$-,/.96>= \]_ <9 13O= K#%,/#%&;(0#9&)NH,/EF,3(0*t5DND#%(B132 6 # ,3!86X(0#91Nu$8,3(0#9&)NTC<13EI,/#9&)E)&[#"G 8= +&;(9N:W'(9(9&;1<! 1,3*M5:. ~1'\- 8= xW 5:E;6 #e1<E;E)5Dk<53= K2U1<.06>\ G H R`&;#9$>= \ e\ qc\M,3!86 6 1<mM5:.Q#%(D= \lQH < |= F,HG<5D(9&),3( ! #e1<R`*8W'#%,/#%&;1<!8(FCK&I,7#%$85 &)m8m8( ',/RY*8E;5:. ,3!'6 6 5:E),/#%5D6qs,3.9f/1zC #e$8,3&)!qs1<!#95 #F,3.0E)1~qs5O#%$81K68( '<= <+ )*K Q')/). S+)!/0AQAN+/+) @SN+ /S 121= a \ G 1H K#95:&;!>= ]\ qc\ ,/!86 #%5:&;!>= '\ #h\yQ_ < zO= K#%1KNuf 1.9&;N: 5 +&)(Q#%.0&)m8W'#9&)1<!'(~?Z&;#9$ K#%1KNu$-,3(Q#%&;N C31<EI,/#9&)E;&;#"G ! !-,3E;G#9&)N *'*8.91,/Nu$ 8= KL+MN/+OP>?+!Q').8R/S '=M <za2 1\ G Hn,HGE;1<.:= {\,3!86^oc1<!8k8=/o\-QH <|= ]$85 #F,/E)N:W'EI,/#9&)1<!132 1n1<(Q#%5D.9&)13. +&)(Q#%.9&;m8W'#9&)1<!8( AG {,/#%, W8k<R`5:!#%,/#%&;1<!>\ < ,V++/0$Q') )! S+)./0 >SSNN+!)!/ '= 1 a 1 \ G Hn,HGE;1<.:= t\ '\'QH < |= %qs1K685DE)E)&;!8k K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&;#"G 6 5OCK&)5D?b,/!86^N:13RY*-,/.%,/#9&;C<5 K#9W86'G3T\ & )*+,-)./0 8=> a 8\ G H]$813RY(01<! 1l\ '\<,3!86 6 1<m'&)!8(01<!>)= 1n\ qc\M_ < |= (0#9&)RY,/#%&;1<!^132 5DN:1<!86Ka +.9685D. 14.01<*M5:.Qa #9&)5:( 2U.01<R 3&;#0#%5:.05:6 ]&)R`5 5:.0&)5D( 8= SL 8S+).)!<) ?Q') )! S+)./S R & ) *+,-)!/S = ~18\>3= 3 }a \ G I H]&;5:.9!'5DG< = \tQ_ < O= %qs,3.9f/1zVC #e$-,/&)!8(2U1<. *8E)1<.0&)!8k 1l1<(0#95:.9&;1<. +&)(0#9.9&;m8W'#%&;1<!8(Z o &;#9$ 68&;(9NDW8(9(0&)1<!p 8= S >Q') )! S+)!/S=@z Da%z K\ G H 6 H]&[#9#%5D.9&;!8k3#%13!>=^\ qc\[= R`&;#9$>= \ e\ qc\8,3!'6dqp,3f/1zCM= \ ]\>Q_ 1<O= K#%,/#%&;(0#%&;NH,3E !-,3E[Ga (0&)(Z132 &)!8&[#%5q& K#%W8.05 +&)(0#9.9&;m8W'#%&;1<!8( 8= #e$'&)Nu$85D(0#%5D.:=-o &)E;5DG3= ~5O? E 1<.9fg\ G 'X H x$8E)&;k8= \tQ_ 3 O= e,_G35:(0&I,3! 45:ND#91<. W'#91<.95Dk<.95D(9(9&;1<!8(yo &;#%$ K#%1KNu$-,3(Q#%&;N 41<E),/#%&;E)&[#"G '= x!8*8W8m8E;&)(0$85:668.%,}2 #H = 1.9&;!8N:5O#%1<! ~!C35:.9(0&;#"G3= +5D*'#H\81/2 N:13!81<R`&)N:(D\ G H 45O# H,/E% = 7\eQ_ 3 <O= K#91Nu$8,3(0#9&)N $81<.Q# 6 ,/#%5 41<EI,}#%&)E;&;#"G ,3!86c#9$85 1.0&)N:&;!8kp1/2 e1<!86'( ,3!'6 e13!8!6 +*'#9&)1<!'( 8= x!8*8W8m'E)&)(0$85:6 1$>\ ^\'#%$85D(9&;(:= ~!8&[C<5D.9(9&[#"Gj13=2 n13.91<!#%1'\ G H{or,/#u,/!-,3mM53= {\tQ_ < <O= x1<!8E)&;!85H,/. &)E[#%5:.0&)!8 k n5DNu$8!8&)VW85x2U1<. (0#%&;RS,}#%&)!'k K#%1KNu$-,3(a #9&)N 41<E),/#%&;E)&[#"Gcqs16'5:E)(o &;#%$X,/! *8*8E;&)NH,}#%&)13!c#%1 {,3&;E;G 6 5D#9W8.9!8(B&;!#%$85 x5D? E 1<.9f K#91Nuf Nu$-,3!'k<5 8=-?A1<.9f&;!8kB*-,3*M5:.:= E ,/E)5 ~!'&;C<5D.9(0&;#"G<= +5D*'#H\-1/2 N:13!81<R`&)N:(D\ G H{oc5:(Q#H=qc\g_ < |= *8*8.91 &)RY,/#9&)!8 k 1l1<(0#95:.0&)1<. +&;(0#%.0&)m8W#%&)13!8(nmG`q& K#%W8.05:( 8= '< )* KL2AQ')/). S+)!/0QAN+/+)` 5D.9&;5: ( ]O= 18= 121 a 1 \ G 9 1H{oc5:(Q#H= qJ\_ < O= E)5DRY5D!#9(~1/2 *M5:ND#9.%,3E !-,3E;GK(0&)( '=! 5:ND#9W8.95 ~13#95:(~1<5 ! ]&;RY5 5|a .0&)5:(% : +&)(9NDW8(9(0&)1<! 1n,3*t5D.h /a 3 = +W8f/5 x!8&;C35:.0(9&;#"G3\ G H{oc5:(Q#H=~qc\{_ <9 13O= e,_G35:(0&I,3! :"!'2U5D.95D!8N:5 &;! #AGKN:E;&)NH,/ E #e13RY*M1<!85D!#T6'GK!-,3R`&)NE)&)!'5H,3. R`16'5:E)( 8= <+D) *,V+ /05Q')/). S+)!/0SSNN+!)./Y = < Da% \ G H{oc5:(Q#H=qJ\Q_ 3 O= F,HG<5:(0&I,3! ]&)R` 5 5D.9&;5:( nqs1K685DE)( ,3!86 #e1<R`*8W'#%,/#%&;1<!8(>2U1<.t#%$85 !8,3E[a GK(9&;(+132 ]&;RY5 5:.0&)5D(h&)!#%$85 14$GK(9&;NH,3E N:&;5:!8ND5:( 8== & , , U ). R 9S+! & +) *XRS @ 5D68( 7\ h,/!8(91<!s,3!86 6 \ &)E[C<5D.uO= E;W?e5D.U*8* a O\ G H{oc5:(Q#H=pqc\`,3!86 14.9,36818= 6 \Q_ 3 < *8E;1<.%,/#91<.0G qs16'5:E)E;&)!8k 132LqsW'E;#%&;*8E)5 ~1<!a K#%,/#%&;1<!-,3.QG ]&)R`5 5D.9&)5D( D ,/#%5D!# 1.91KN:5D(9( K#%.0W8ND#9W8.95A,3!86 +5:ND1<RY*M1<(0&;#%&;1<!8( 8= :"!7q16a 5DE)E)&;!8-k 1<!8k<&[#%W868&;!-,3E ,/!86 K*-,/#%&),3E)E[G #e1<.0.95DEI,/#95:6 {,/#u,'=lU5:6 {\ .95Dk<1<&;.95_|= *8.0&)!8k35:.Qa 45D.9EI,/kp 2U1<.0#9$8N:13RY&;!8kO\ G <I H{oc5:(Q#H=yqc\eQ_ 3 O= 13RY5 K#u,}#%&)(Q#%&;NH,3 E :"(0(9W85D(7&)! 1n,3EI,/5:1KN:E)&;RS,}#%1<E;1<k3G LU?Z&[#%$c68&)(0N:W8(a (0&)1<!g|= e,_G35:(0&I,3! #u,/#9&)(0#9&)ND( 1K=PU5:68( '\ ^\ e5:.0k<5:.D= '\ qc\ e5:.0!-,3.06818= \ 1n\ {,_?Z&;6p,/!86 \ e\ qc\ R`&;#9$gO= K2U1<.06 ~!8&[C<5:.0(9&[#"G 14.05:(0(:\ G < H{oc5:(Q#H=tqc\l_ < <|= ]&;RY5 K5:.9&;5: ( +5:ND1<R`*t1<(0&;#9&)1<! '= L /,V+)! 8= U&)!d*8.95D(9(%O\ G X H{oc5:(Q#H=Pqc\ ,3!86 h,3.0.9&)(01<!>= '\yQH < <|= e,_G35:(0&I,3! g13.95:N:,3(0#9&)!8k,3!'6 hGK!-,3R`&)N &;!85H,3. qs1K685DE)(:\l /!86 6>\ *'.9&)!'k<5:.a 45:.0EI,3k'= x5D? E 1<.0fg\ G H{o &;k<k<&;!8(:= '\F_ <|= +*'#9&)1<! y,3E)W'5:( x!8685D. K#%1KNu$-,3(Q#%&;N 41<EI,}#%&)E;&;#"G ]$85:1<.QG,/!86 R`*8&).0&)NH,/E PCK&)685D!8N:5 8T= '< ?+!'U , /S{_ '= 1KDa \ G E ^r ,3!'k #e$85D! ?F,3(~mt13.9!p&;!!e5D& &;!8k8= 1n\ 6 \#e$8&;!-,'=M1<! 3W8E[G =l_ \ ~5.05:ND5:&;C35:6$8&;(~\ t\ &;! qp,/#9$85:RY,/#9&)N:(Y,3!86 #e1<R`*8W'#%5D. ND&)5D!8N:52U.91<R #e5D!#9.%,3E+qs&)(0(91<W'.9& K#u,}#%5 x!8&;C35:.0(9&;#"Gb&;! or,3.9.05:!8(0m8W8.0k8=nqs&)(0(91<W8.0&= &;!Jqp,HG_ < = k<.%,36'W-,/#%&;!8kj(9W'RYRY,TN:W8R EI,3W86'53=1$8& e5O#u, 1$8&\ x5{.95:ND5:&[C<5:6$8&;(xqc\ M\-&)! K#%,/#%&;(0#%&;N:(e2U.01<R +W8f35 ~!'&;C<5D.9(0&;#"GT&;! +W8.9$-,/Rs= ~1<.Q#%$$ #F,3.01<E)&;!-,'= &;!pqs,_G _ <9 1\ +W8.0&)!8k$8&)(4W8!'685:.0k<.%,36'W-,/#%5~(0#9W86'G`,/# #e5:!#%.9,3E@qs&)(0(91<W8.0& K#u,/#95 x!8&;C35:.0(9&;#"G3=$'5~.05:N:5D&;C35:6 #9$85 #e5:!#%.9,3Eqs&)(0(91<W8.0& K#u,}#%5 ~!8&[C<5D.9(9&[#"G +&)(Q#%&;!8k<W8&;(9$85D6 K#%W86'5:!# ?F,/.96>=}#%$85Aqp,/#9$85:RY,/#9&)N:( +5D*-,3.0#9RY5D!# +&)(0#9&)!8k3W8&)(0$85:6 K#9W8685:!# -5:E)E;1_?Z(9$8&;*B,3!86Y#9$85 1$8& e5D#%, 1$8& .%,36'W-,/#%5 #%W86'G -5:E;E)1_?Z(9$'&)*>\ +W'.9&)!'k7$8&)(F2U1<W'.QawG35H,3.Z(Q#%W86'G,}# +W8f35 ~!'&;C<5D.9(0&;#"G<=-$'5.05:N:5D&;C35:61<!85(95DRY5D(0#%5D. k<.9,368W-,}#%542U5:E)E;1_?Z(9$8&;*,3!'6#%$'.95:5A,3!86,~$-,/E;2'G35H,3.l#%5:,3Nu$8&)!'k+,3(0(9&)(Q#u,3!#9(9$8&;*>\ +W8.0&)!8k]#9$85A#9$8.95D5 (0W8RYR`5:.0(132F$8&;( 14$@\ (Q#%W86G<=$'5Y*-,/.0#%&;N:&;*-,/#%5D6L&)!L(9W8R`R`5:.&)!#%5D.9!8(0$8&)*J*8.01<k<.%,/RY(,/##%$'5 ~,/#%&;1<!-,3T E :"!8(Q#%&[#%W'#95132 #u,/#9&)(0#9&)N:,3E N:&;5:!8ND5:(+&;! 6 5:(05H,3.0Nu$ l.9&),3!8k<E;5 1,3.0fM= ~1<.Q#%$ #F,3.91<E;&)!-, ,3!'6 '\ 1l\qs13.9k,3! #e1<R`*-,3!G&;! x5D? E 1<.9fg\ ~&)(l?e13.9f,/# '\ 1n\<qs1<.0k,3!^.05:(9W'E;#%5D6^&)!#%$85 -.9(Q# *-,/.0#{132y$8&;(+68&;(9(95D.0#%,/#%&;1<!>\ ~5^?Z&)E;EnmM5 1<&;!8&)!'kS#%$8-5 #e13.9*M1<.%,/#95 6 &)(9fpqp,3!8,3k<5:R`5:!# .91<W'* ,/# 1.0W8685:!#9&I,3E 5DN:W8.0&;#9&)5:(Z&;! ~5D? E 1<.9fTW'*t1<!dk<.9,368W-,}#%&)13!>\ '
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