Laboratєrio de gera#%o de classificadores de seq№Bncias Ariane
Transcrição
Laboratєrio de gera#%o de classificadores de seq№Bncias Ariane
"!#$%& $')(*$+,-. /0214352687932:<;=3>?@1BA,3C>6EDFG1IH6-1B03 J=KMLNLPORQRSPTVUXWYZT[QO\LPOR]SPT=JT TY K^]L\S<KMS<_ SY`J=ObacTdS<OXacefS<KhgXTiObO\L\SXTdS=jkL\S2KkgXT JT _l]Knm$OXQRLPKoJT=J=OpJ=OL\WY8[qTr_rsqY [qT=QRT YtPS<OX]uUPWY8JlY`v-QRTr_wJ=ObaOxL\S2QO ORa guK^yX]uguKzT{JGT|gYa[G_SXTuUXWY }c~ Nl2 p 2X2Ep-2xlXl .x ¢¡p}£R¤¥¤X¦§¨ f©xª«¬p 2RE<pr®$\lRr ¯,°±¤X¦² d¡GX³´µ\r¶§·®¸|P·¹»ºBl¼½\\¾2 ºº¿¸iN¾2r ÀÁÂÄÃqÅ«ÆÇ£Ã,ÇÉÈ^ÃÊÉ˲ÂÄó̧ÍË)ÎÇÐÏÉÆÑÇÆIÂÄÃÊÐÃqÈÓÒ«ËÔÃÕÃqÁxÆÑ˲ÂÄÃÔÂÖÇÐ×ÐÇ.ÊÉÇÉÁµÃÉث˲ÙÚË=ÛlÅdÃqÅX×ÐÇÉÙÜÂÖËÝÎËßÞà<áâ ã ä\åçæÔèéqêNëìæ\ífä\èîã ïqêNëoðNæÝñNòóqô³ôóã "!#$%& $')(*$+,-. ò`òxò Në éæÄò Ræ\ñNòÄò.ñ«éåqæ«éqë ñ«é)ñ ò é.åqæÔñ\òìñ«é¿ò òæ oñ«écò£ñ\ò!±ò" ñoñ«é#Ræ%$&ìéNò('ßéÐð«éqñNæ*)+ ¿éÔñNò-,®ë .³ò Öé¿ò é Ä/æ qéçñ«0 é Ròë 0é .æ åq2æ 1Äê\ë éqñ\æ Ö4é 3 ä\åqæ)èéqê\ëìæNífïqê\ëìðNæÝñNòóqô³ô³ó 5768:96<;>=+6?A@B8C6DCEGFH6JI è æ!K3ML&3$2ëìé*'N ÐðNò.ëoëCL2êÄð«éPO±æoò éqñ\æRQ ST' "KU2ä\è è æ !K3ML&3fèéqê\ëìæ¿ïqæ V ñ«é)äWoëXçécòäWìë.çé ST' "KU2ä\è è æ !K3ML&3dïqæåqæ¿ïqæ VY ò æ è ,[)+S\"]U®ä\è Z $=æ ¿òê « é ïqæåqæÝòræ³ë éN ñ«é43 )òX æpëìêé.í ³æ é épñNòµéÖéqñ\ò.òé L2òê í ò æ êNéqë Öé NéqëìðNæ<Nò\ðê4 òìé dæ ìé «éÖé -XN3Gèé .åqæNíqæ Xéqñ«é Ròë é «é êNòæäxòNðNæ ò )ò-ñ«éçñNæNí «éçë )ò ò ñNê é ò[)æ¿ò æ cê4 æ¬ñ4X! ò êNòò4! ò òCNò ò )ò T éqñNæ3 U2 éÖ éqñNòX¿ò æbò dò éqë$éçæ )ò.ê æìò éqñNæí Äæ!±ò æ $2ëìé 'N ÐðNò.ëoë L2êÄð«é,í dò.ëìé ñ d æ X åqæò& ñ . ê £ ñ 4ì ñ«é ò ò ò .é í Ròëìæ ò Ræ é æbò .æ ò ò ñNò ò æ í dò.ëoæ éd æì æñ«éçñNæ ê«é\ ñNæ I! éqë é é ±! æ é íR òëìæ ò.ëìéo æ« é) ò æñ\ò æ é ìñNæ\íxò XX«éqëX¿ò ò Ræ ò ¿ ò%X «êNòì éqñNæ)é Ö é «éqëìðNé . æ ì æ 4±! æ . é43 $& éqñNò. æ éqæ æ±! ò æß ï ì æ é ò é\í êNò æ. ò Ròê é ì ñ V é¢ñ\ò ò Ö é NéqëìðNæ ò æ\ æ³ê d æ X³ òë ê«é ò.éqë é. åqæ3 é V ` éqæ éqò éN æ\í òêÝéqëìê\ æNí êNò X-\ ëìò) ò æ³êê4 ñNæ Ä æÖ éÔ é ê ì ë éqñ\æ N ò ò Ö é «éçëìðNæ3 $& éqñNò ) ò æ éqæ ) ò.ê N é ïqæåqæµò ræ³ë éN ñ«é\í ê\ò#¿ ò¿ñNò é ò Ä òÔæé) æ òéd æì æ V N ò. ò ì æ « é é¬ò.ê*Ð ðNò é< é é ê\3 $&) æ(q æW =$ æ ) ò.ê Ô åqæ êo ë é O é >Q ò #' é. ê Xo ê O åqæ\í åqæNí 4 í Y ò³ åqæNí é\ ñ«é« é\í 3.3X3 ÉQ í êNò ò-4 ò æ. ò R òëìæ() ò.ê ê ò æ3.3X3 ò[R òëìæ0) ò.ê,ñNò é æ =$ æ ) ò.ê êNòo ñNæ «ò« éN ñ\æNí êNò òP) ò¿ñNéqñNæ#æN.ì ë V ì æñ\ò Ñ" ëoæ ò ò¿éqæ ) ò.ê ë éqñ\æ éd æ éN ñNæNíW éN ñNæ¬ò[. æ-« é o ëìð«éN ñNæ7. é é. æ òéqëìòì é 3 òé) æ N ð«é . ê4N ð«éqñ«é Ròëìò®ò%$2N ñ V é\í êNò[« åçæ(ì é écð\æÖ é¬ñNòòê ò-X« é ò é Ö é Néqë." ðNò Ö é 3 L V ì é S =$ æ é ³ æ ñ\æ ST' í êNò åçæ c ê æ íVæ³ê òK1 é\ílæ ST' ò Ä æ èéÖ é éc éqëX³ ê ò ò" ò é ò ídæ ® L éo ò.ë êNò é «éqëoð«é7. æ q æNíxæ¿ä\éì ñ êNò[. ò.ñ\ò.ê q ò o ë ) ò òê¿ é ³ ê4Ö é ê«é0« é é ò T ò Ö é «éqëìð\æNí é\íræ R ò æ³éqë<ñ\æ o æS]4±! æ êNò « é é æñì épæ³êWWXN ñNæ -XN ð«é R ò³ ê é êNò ò.ê*I! é. æ òcéXN ñ«é(¿ òéHÄ1 êNñNé% é-Ä ò d æN ñ\ò. íXé ³ æ é ³ æ æ¿ æÔïqæ³ ò#O ¿ òê æ ê\ë æ ï³é ç éßò [ÉQ í æ O . æ êNë æ ë é ò ÉQ í ) ê qí #' é. ò.ëoæ æNí é ²é<O æ ê\ë æÖ é*« é ò é>ÉQ í ä\é\ ñ æ<O ) ò.ê X¿ åqæÔñNæ æÖ é. åqæNí êNò() òcñ«é ç é dæ 4 N ð«éÕòN ò V . é N éÖ é ò N é® æ ò æ ÉQ í òê ïqæåçæNí 4 æ±! ò æ êo æò-c ê4 æ ò-c ê4 æ æ³ê Ä æ 3 é V êNò.ëoò êNò « åçæßò åçæN¿ é N æ ST' í . æ) æ . é ñ\æ#ò #' é ê \ ðNæ 3N=$ æ ±! ê4ì æ o æ êNò ò-Ä ò ) òÕéHÄ1 ê\ñ«éÖ é \ æ êNò d æxñì é, íJ. æ) ææ*R ò æ³éqëuñNæ äxò æ òÖ é í ñNæ qêNño æ W ê«éçë 4O é Y ì ë åqæ ÉQ íXñ«é ò ò éì éñ«é è Ýí é ë åçæ¬ñ«é . é\íNò 3 '& 0 % 0 * B F "! # ( ) +* ! -, . 21 3 54 :9 DC ;4 * = =< /7 /8 / 6 >, @? 8 < < A, 7 EC=7 8 61 4 0 " K 8 0 8 8 "G 'HIG#J5, G = L ( J5* , M O N BG -4QP5P R, S /T D, =, 3 %J +1 % DV W B* ? X* 4 Y? Z4 * #$ G 8 G "U 8 D F Z êNò7 ê.é é GñNæ#)ò.êµëìéqñNæNíGXNñNæ¿æ³ê Ð ðNæ éNñNæ\í éXÔé\ñNæ"])ò Nð«é)é ³æ«éÔäò.ë ¿é\í ò-4 ò éqëoò.êPí«äxò.ëX-XN ð«é 8< 8K808 A $=æ0 æ!±ò æ $<ëX! òñNæNí êNò&!±æG¿òê#ÐðNò !±ò®òé ³æ Næ ñNê é òæ ò dæ¬ò êNò é «éqëoðNòPë 43 ) 4 42íxò êNò ) ò2ñNòêêÖé\ñNòédæìæ * $=æ æ!±ò æ òNéNñNæNí ê\ò XqòcéÕædæ êoñ«éqñNòñNò7æNðNò.òò¬éqñ é.ídò% êNò ò ìñ\æ «é7ìéÕñNò¬ò RòÖéòê ò-X«é&)ò.ê & é«éqëoðNæ 3.3.3 1é3 V #éqëìòÖéÔñ\æ*S 4 ,<íL êNò ò )ò ò.ò/ìñNæ)ñNò5 é.æ éd ò æ 3 $& æ!±ò æ $2 ð ê% ? ê"d òíñ«é C' < íQ êNòAæ³ëìæ.æqê îñ Ræ .åqæ æ òìñ\æßñ\ò ò.ê ë é(Ræ é N ìæ«é éÝòxò.ê4åqæ¿ñNò ò T ò æ ìñ\æ Nò T ò Öé(« éqëìð\æ3 $=æ é qæ G Næ¿é G O±ò é "]ST' Q"íGæ)æ#S ³æ\òqíä o ëX é)ò¬ïN! ëXìæNíXäWX¿æ\ò3.3X37O êNò éçêNñ«éqñNò ñNò%³æ#7 #8K808 Q 3 èuêW\é\íM òéçë )ò ò V d æ ò é æ é-X³æ é *3S æ X V Nð«é7¿éoæ .æ" ê T é43.3X3 , SBï>,ä*$ 1 ,%L%,ä 8K808 $2ìéNò '#éÐðNéqñNæ-)CXÔé X $ # "7 O7 é)ñ ò éåqæÔé ò ò éÔê%éé dæ³êæ-NéÖé Nëìò¿ò éåçæ¬ñNò£éçë ³æ ¿æ ñNò X 4!±ò W" ìéµñNò# é Xé ò æW .é 3 ò,éé dæ³êæ ëìê ê4Ræ òñNò æ! é ò «éÖéé ³ òÖé.åqæ éqê æ X é ñ\ò . ëìé X.éqñNæÄò ñNò ò ìé 3 , æ 1Äò Xqæ «éqë<ñNæ òÔé V òê éqñ\æ Næ ñNò ò>q æ³ëX ) ò æ¿ñNò[N æ/q æ ë é .éqñ\æ ò NéÖé ò é ³ò V é 3 * * #* S / "7 , - 1=ð * ðNò Äò ò é ! é)ò æWU!±æ ðNò< Nëìò¿ò é ìæ|æ!(X4!±òÄòò¢éqëX³æ ð4 !±æ æWÐðNé Öé ¿é 3 = 1 ð ! Öé¿ò æOU0 ëìêNñ\ò ê4Ræ X æ! é ò !±æ ðNò<éqê æ¿é X ³ò\òÖéH" oæ¬æ! .ëìé X«ò !±æ ò/ êNòò 3Y1=ð\ò Néqë³æéçëNæ! ðNò T T ò æ5dò=ê òñ ðNò=ñNòqò.ëoæ)ò æ! Nò .ë é .«ò !±æ ³òNò ò/ ê\òò 3 X 8/FHE+D E 4æ ò æ¿ñ\æ Öé«éçëìðNæ 33 33 3 3Óó , é4 éåqæ¬ñNò òñ\æWê¿ò æ 3 E 8:9;@ E FH; @ ? @B8C6FH; óW3 5 U2 Ræ³ê4.æ)ñNò ìæ³ëoæìé)æ³ëìò.êNëìé 3 3[33 33 3 33 33 3 3 3 3 33 33 3 33 óW3 3 $ )æ³ë V .ê\ë écñNò L Y $ 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 óW3 3kó , Y $ 3 3 3 33 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 óW3 3 $ ò òñNò[ æ ò X«é 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 óW3 3 ä ìë éìñNéqñNò ò ò ò é 3 33 3 33 33 3 3 3 3 33 33 3 33 óW3 3 ',ê é xò 3 3 33 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 $&ÄòNñ4 éçñNæ(.æ Nê éoæ«éqë3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 Y æ ò Ä ò.ëX « éÄ ò ñ\òëX qê«é³ò !±æÔé 3 33 33 3 3 3 3 33 33 3 33 $&N ëX . é ò ò o æ ò é 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 óW3 3 %Ö é . é ò æ X é d æxñ\ò ò$ ê oë éqñ«é 3 3 3 33 33 3 33 óW3 k3 ó %Ö é . é Ä ò³ êNëìé ò R æñNò ò ê ì ëX .éqñ«é 3 3 3 3 3 33 33 3 33 óW3 3 Z $ ëX q ê«é³ ò ñNæ-L Y ` $ òñNæ Y $ V N æ( X )æ£ëXX òñ\ò æ ò æ 3 óW3 3 Z $ ëX q ê«é³ ò ñNæ-L Y ` $ òñNæ Y $ V[ ò .³ ò.ëGéqæ( æ ò æ 33 3 33 ë é . é. åqæÝñNò é ³ò 3 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 $&Ä òN ñ4 éçñNæÝñNò[. ë é . éçñNæ ò 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 V óW3Óó óW3 óW3 óW3 4 óW3 #$ # /$ #$ ) / '7 ? +* * ? +* , T 33 [ 3 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 [ 3 33 3 3 [ 3 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 [ 3 33 / '7 EV EV 0 ó 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 ! óqô ó 8 ; F8 9>@ 6MFH6?A6H@B96 43 S X ( X- 3 33 3 33 3[33 33 V 4 3 ' 3 3 33 33 3 33 3[33 33 V 4 3 [ 4! 4 [) 3[33 33 4 34 3 $ W X 3 3 33 3[33 33 4 34 3 S]W! X - T G 4 34 3 S]W! ) 3 4 3 $ X ( 4 3 3 $ (X4! [ 4 3 3 $ (X4! [ ÑñNò .é åqæ Næ)ë ò 3 33 33 3 3 3 3 33 Óó æxñ\æ ñN5ò Nê .é 3 33 33 3 3 3 3 33 é é ñNò ±ò W7 é¬ñNò ? :4 3 33 33 3 3 3 3 33 <ê ìë ìæcñNòæ W* .ê\ëìæ 3 33 33 3 3 3 3 33 kó ±ò W7 ìéÝé «é ñNòò xò Nëoæ ò Äê ê é 3 3 3 3 3 33 ±ò W7 ìé¬ñNò "ê .ëìé ò ñNò ? :4 3 33 33 3 3 3 3 33 2ë ³æ )æ Nëìò ¿ò éqñNæ «é Öé¬æ N ñNê\ëìæ¬ñNò[ W!±òW7ìé 3 3 33 <ë ³æ ¿æ «é é ±ò O7 é¬ñNò é +* .é Äòqò Xqò 33 kó <ë ³æ ¿æ «é é ±ò O7 é¬ñNò é +* .é dæ "]X>³ò .³ò 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 H@ ?A6 4EADC;:6F ?A; /FHE DC; 3 Óó 1 3 3 E! X Ôéåqæ¬ñNò[«é æ X.æ 3 3 33 Ä ò.ò %Öé Ôé $ò.ò T XÔé æ 3 33 Ó3 óW3 < $ ë ³ æ ¿ æ ' 3 33 3 33 Ó3 óWk3 ó ` , éqë q æ ) æ 33 3 33 , òç é ò æ òæ ò XÔéçñNæ ò ? V #$ S %1I?5V ó 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 ó ó ó ó ó ó 3[33 3[33 3[33 3[33 3[33 33 3 3 3 3 3 3 3 3 ? ;?A;8/6 E<DCE 6F 96EE X 3 33 33 3 33 3[33 33 W3 & $ 4 W 3 $ X 3 3 33 3[33 33 W3 W3 S]W! % O S Q33 33 O ZQ W 3 W3 T X 0X- 3 33 W 3 ' 3 3 3 33 33 3 33 3[33 33 W 34 3 W 34 3 % - 3 3 33 33 3 33 3[33 33 W 34 3 : $ 3 33 3 33 3[33 33 W 34 3 : 3 3 3 3 3 33 33 3 33 3[33 33 W 34 3 3 33 33 3 33 3[33 33 W 34 3 $2 X WX X X O Q%33 W 34 3 0 - T W 3 ' Oê ò ê é B* é 3 33 3 33 3 33 3 33 3 33 33 3 3 3 3 3 3 3 3 3 33 33 3 33 33 3 33 33 3 33 33 3 33 33 3 33 33 3 33 33 3 33 33 3 33 33 3 33 33 O [$2« é>Q 3 33 33 ñNæ éqëX³ æ Óó 2ë ³æ )æ ñNòé ò Nñ 0éqñNæ Óó ±ò oñNæ =ñNò ? Öé * é ? Óó kó ¿éqñNæ ñNòè æS«é( ìë ìñ«éqñ\ò è N ñNêNëìæ¬ñ\ò ê dæ òé Nëoò )ò é #$ò ä ò.é kó ? Öé ¿é 1 òò <ê æ ¿é æ 1 oò é Äëìò T\èé ò ?ò éqñNæ =ñ\ò «éqë éçñNæ ò ä * .æ >? ?ò éqñNæ =ñ\%ò 4ëìé .éqñNæ Äò >? 4 N ñNêNëìæ¬ñ\ò ê dæ ò æ dæ åçæ¬ò ò ò 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 33 3 33 3 33 3 33 3 33 33 3 3 3 3 3 3 3 3 3 33 3 33 3 33 3 33 3 33 ô 3[33 3[33 3[33 3[33 3[33 ó 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 )æ 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 ³ó ³ô ó 6 B @ 6 E :F ; @B?A@B8C6F D:E(6 G EMF @ H?AE 43 ß' ò æxñ\æ³ëìæ é£ñNò ò ò 33 33 3 33 3[33 33 3 33 33 43 3 S]W!±æ¿é ò é çéqëX éqñ«é 3 33 3[33 33 3 33 33 43 3kó U oë .éåçæ£ñNòñ«éqñNæ £êNë éqñ\æ 3 33 3 33 33 43 3 .æ³ëoð«é¬ñ«é Öé .é 33 3[33 33 3 33 33 43 3 $òdò .åqæ¬ñNò ò ò 3 3 33 3[33 33 3 33 33 [ é Xé 3 3 3 3 3 33 33 3 33 3[33 33 3 33 33 4Ó3 óW3 3 3 3 3 3 33 33 3 33 3[33 33 3 33 33 4Ó3 óWk3 ó 3 3 3 3 33 33 3 33 3[33 33 3 33 33 4Ó3 óW3 !"#$% 3 33 33 3 33 3[33 33 3 33 33 4Ó3 óW3 &'(')+*!,-/. 3 3 33 33 3 33 3[33 33 3 33 33 4Ó3 óW3 0/1#23 3 3 3 3 33 33 3 33 3[33 33 3 33 33 4Ó3 óW3 24*51"64"1&'$07,- 3 33 33 3 33 3[33 33 3 33 33 $& çë ò®ñNæ X4±! òì ñNæÄ ò é¿ é X é 33 33 3 33 33 43 43 $2 qëX ò2ñNæ ò êNë éqñNæ ñ\ò ò '%#89'4% 43 4k3 ó $2 qëX ò2ñNæ ò êNë éqñNæ ñNé ñNò¿ é Öé é $& çë ò®ñNæ ò XÔ éçñNæ ò ñNò[ æ «é o ë ì ñNéqñNò 3 33 33 Óó ? 43 43 43 * B* B* V #$ +* B* B* * 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 ³ô ³ô !: 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 ! 3 3 3 3 33 3 33 [ 3 33 33 3 33 33 3 3 3 3 33 33 3 33 [ 3 33 8 9 4E E : W3 4 ô FH6?<;H@B96>= !: Né Äò êNë éqñNæ æS ìñ\æ W3Óó 1 é«éqëoðNæ ±ê ê æ è ô WX EX LX óW3 'ßæ³ë V .ê\ë écñNò L Y $ 3 3 33 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3Óó $2ëX³ê dæ ñNò[cê é#$ò 3 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 9 T³æÄò * .écñ«é(éqñNò é 3 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 äxò qê Nñ«Eé *qæ ò * .écñ« é .éqñNò é 33 33 3 3 3 3 33 33 3 33 3[33 óW3 Äê ê4Öé Ò\ÃqÙÜÂÑØdÙÜÅ ñNò é dæ 3 41/. 8 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 Äê 4ê ÖéÝñNòë é æ¬ñNò (é Ræ &(") *!, . 3 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 Äê 4ê ÖéÝñN[ò Öé X.é åçæ¬ñNò 0é dæ 0/14'3 3 33 3 3 3 3 33 33 3 33 3[33 óW3 F ò êNò ñ«écéò T ê ê é ò .ê N"ñ *ìé ò ³ê Nñ\æ¬éñNò.qéåqæ 3 F ñ Äò éé£éò êW" ê é ò ê NBñ * é ò ³ê Nñ\æÔé¬ñNò Xçé .åqæ¿Wó 3 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 L2ò dò \"ñ 7 é Ä"ê éçñ«é ñNòê ¿(é Äò dò åçæ 3 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 ô Äê 4ê ÖéÝñNòê ò.êNñNæ "] N 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 L2ò dò \"ñ 7 é Ä"ê éçñ«é ñNòê ò.êNñ\æ "] N ò éçñNæ 3 3 3 3 33 33 3 33 3[33 óW3 ó 4ê çé ñN[ò ÄSæ «é 4ìë oñ«éqñNò 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 óW3 ?ò Öé \ñN(æ .ë é .éçñNæ ò 3 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 43 êNò.ëoò æ¿ñNòê ¿7 é ! Öé ò 3 33 3 33 3[33 33 3 33 33 3 3 3 3 33 33 3 33 3[33 43Óó V<é -.é .åqæcò ê ¿éÝò ê ê Öé ò .ê N"ñ *ìé)ñNò V Y $ 3 3 3 3 33 33 3 33 3[33 43 )é .æÝò ê Ôé¬ò Äê 4ê Öé ò ê NBñ * éÝñNò V Y $ 33 33 3 3 3 3 33 33 3 33 3[33 F 43 ò êNò ñ«éµ4ê éqê Ôé æ,Xé *T³æ Ä-ò æ «é Xåq*æ Xìéqë\3 F ñ Äò éæN)ò ¿æ éqê Ôé æ¬Eé *qæ òé N æ)é Äê «é )ò æ)ñ\æ Nëìæ .æ ò 3 33 33 3 33 3[33 43 4æ Äò Ræ \"ñ 7 éÔò ò£ê %ò éqñN æ cñNòê ¼éqê Ôé æ¿+é *T³æÄòcò£ê .é-XNðNæ ñ«0é Öé 0éq(æ N ò ê ¿é ìò#ò ê .çéqëìò ò 3 3 33 33 3 3 3 3 33 33 3 33 3[33 43 U2 éqê Ôé æNí ê«é o% ò .æ ò dæ NñNò ò£ò ê«é o%ò .æ \Hæ ç(é æ êNë é åqæ 33 3[33 . ó ! ! óqô ó ó³ó ó ó ³ ô ó 9 T³æÄòñNé(.éqñNò é 33 3 33 33 3 3 F ò ê\ò ñNé Ýò Ýñ4 ò é 33 3[33 33 3 33 33 3 3 3Óó W3 è æ.ò æ)ñNòéÄòNñ0 éqñ\æ¿ñNòê¿é7 é+* .é£ò T æ * T Xé W3Óó U ' ) NëXX.éqñ«éñ\òS ? 33 3 33 3[33 33 3 33 33 3 3 3 W3 W3 W3 W3 W3 W3 U ' ) NëXX.éqñ«éñ\ò è 33 3 33 3[33 33 3 U ' ) ñNò[S .æ æ .æ dæNò ò ñNò êdæ ò U ' ) ñNò è .æ æ .æ RæNò ò ñ\ò êdæ ò 'ßæñNò.ëìé³òñNò[S]Nê ä Äòé 3 33 3[33 33 3 'ßæñNò.ëìé³òñNò,®ê Nê ä òé 33 3[33 33 3 ? ? 'ßæñNò.ëìé³òñNò [ é Ôé<33 3 33 3[33 33 W3 U ' ) N ëXX. éqñ«éñ\ò : òò$2ê æ¿é æ 3 33 W3 ô ë é ò ò>³ æ³ë.Wo ñ«é « é(¿æñNòë é³òñ\ò :oò 3 W 3 U ' ) N ëXX. éqñ«éñ\ò éÄ ëìò xèé ò[3[33 33 W 3 ó ë é ò ñ\æ- æ-d æN ò ò %$&« é 33 3[33 33 4 4 1 ? /T 1 3 3 3 3 3 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 [ 3 33 3 3 33 3 3 3 3 3 [ 3 33 3 3 3 3 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 3 3 33 33 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 ê«é Äæ(¿æñNò.ëoæ ñNò[ë é XéqñNæ ò 3[33 33 3 33 33 3 3 3 3 33 33 43Óó Cféqë æ Nòé .³æ ñNò 4 ê ìë 0é\ñNæ ò 4 " 3 3 3 33 33 43 Y !)òÄæÝñNò[ æñNê/$xò ñ\ò ê ìëXéNñNæ ò 82" 3 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò ê ìëXéNñNæ 82" 3 3 3 3 33 33 43 Cféqë æ Nò é .³æ ñNò 9'#$% ê ìëXéNñNæ ò 82" 3 33 43 Cféqë æ Nò é .³æ ñNò 9'#$% ê ìXë é NñNæ 4 " 3 3 3 33 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò !"#$% ê ìXë .é NñNæ ò 2' 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò !"#$% ê ìXë .é NñNæ 82" 33 33 Y !)ò ÄæÝñN[ 43 ò æñNê /$xò ñ\ò &'(')+*!,-/. ê ìë 0é \ñNæ ò 4 " 3 43 ô Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò &'(')+*!,-/. ê ìë 0é \ñNæ 4 " 3 33 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò 24*51"64"1&'$07,- ê ìë 0é \ñNæ ò 82" 43 ó Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò 24*51"64"1&'$07,- ê ìë 0é \ñNæ 4 " 33 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò 0/1#23 ê oë .é NñNæ ò 4 2' 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò 0/1#23 ê oë .é NñNæ 4 2' 3 3 3 33 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò ê oë 0é Nñ\æ ò 4 " 3 33 43 Y !)ò ÄæÝñN[ ò æñNê /$xò ñ\ò ê oë 0é Nñ\æ 4 2' 3 3 3 33 33 43 ( æ V ñ o0æ òë é X³æ¬ñNé Sæ Né ìXë ìñ«éçñNò ñ\ò 33 3 3 3 3 33 33 43 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 3 33 33 3 33 3 33 3 33 3 33 3 33 3 33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 3[33 ó ó ó ô ô ó ó 43 43 ! Óóqô 43 æ( æ( æ( V ñoæ0 òë é V ñoæ0 òë é V ño æ0 òë é SNéìëXìñ«éçñNò \ñ ò SNéìëXìñ«éçñNò \ñ ò SNéìëXìñ«éçñNò \ñ ò X³æ¬ñNé æ X³ æ¬ñNé æ X³ æ¬ñNé æ W !"#$% 3 3 3 3 3 3 3 3 3 [ 3 33 33 3 3 3 3 3 3 3 3 3 3 3 [ 3 33 !"#$% 3 3 3 3 3 3 3 3 3 [ 3 33 ôqô ôqô EX è )òXÖé!Ié òñNòò xòê#$ò ñNò «é é 9 33 3 3 3 3 33 33 3 33 3[33 Óó äxòqêNñ«é0!Ié òñNòò\ò.ê/$xò ñ\ò « éÖé 33 3 3 3 3 33 33 3 33 3[33 1òò é7!Ié òñNòò xò.ê/$xò ñNò «éÖé 9 33 3 3 3 3 33 33 3 33 3[33 W3 W3 W3 W X X +Ý ¿ , ! /$ N L2ê é ò®æ Në )æ éNæ í\ê¿éñNé éNñNò òæWê«é xò ñNæ ëìæ³æ ò oñNæ7æ ò³êX ò Nò é ñX³æ ³ò V X.æ 3 $ ê«éçë )ò òçí³ð ê¿é Öé\ñNò ê«é oñ«éqñNò=ñ\ò ³òNæÔé 1 ò NòW" ß ìéqñNæ ' æ³ê«ôqôÚíX.ëoê \ñNæ¬æ-4 ìæ(³òNæ¿é)ð ê¿éNæ3 L2ò Ræ òñNò é Næ/çé 4!±æ¿é ò íNæ !±æ. æ ì ò X æ£ò ò&q æ³ë éN ñNæ é V NéÖécéé qëX ò<ñNò é ò é 3 æ¿ææqæ³ëìê)òñNò ñ«éqñ\æ V X é ò æ#±O æ³ òN æ¿ éðê4Ô é\ æ æ-\ ëìò æNí>dælò xò Nëìæ\í V !±æÔéçñNæ[Ræuê4Ôé ò é ñNò2é æ W ¿ éqñ«é¿ ò ò o ëìð ò ñNò é é òÄ ò L%, ó! ÉQ í I! é " ò Nòò oæcêEédæìæ[æ-\ê é " o æ« éqë êNò£éqêWWì ëXì ò òê ³ òÄ ò é) ò æ¿òcé që ò3 < L ò é# òë é. åqæÔò òæ Ä æ Nëoò¿ é 4ì æ³ë æ ò,épñ\ò¿ éN ñ«ébñNò ±! òÖ é) ò é æ N ê éì æ« é ê\ò#éqê4o ë o ò ê«é ò æ³ëoê ò í « é . òêwé ò.é ò ñ4 N ëX « é2 æN ðNòì ñNé* æ¿ æ Ê.ÙÚ˲ÈìË#"qÙIÃ%$Ô˲ÈìÇÐ×ÉÁxÈ^ÃqÂ)×ÐË!$2ØdÁxÆÚÃ×ÉÙÚ˲ÅdÃqÈ íJ« é ê«éqëVò ò Ö é NéqëìðNæ ò òÄ ò3 ò Ö é NéqëìðNæ¿ò T # êNë éqñ\æÕéqæ Ä æ Ä1 ò æ $ '& O Þ-˨ËÐØ«ÇÉ ÃqÆIÙÚ˲Å(˲ )2ÅdÃqÈ+*¨ÏÉÙìÏ¿Ë,(.-<ÇÉÅXÇ0/2143 ØdÂÖÇÐÏÐÏÉÙÚ˲ŠÉQ í êNòlêN òlò ±! æ. æ ñNæ S] ê æ$ñNò ê X-X éòlñNæ S] T ê æ$ñNòZß' é ò . éò T é . é ñ«é U2.³ ò o ñ«éqñNò$ñNò<ä\åçæ£èéqêNëìæ[ æ8 ææ Ä1 ò Xq æñNò$ò ê\ñ«ér æ ¿ ò é ) æ ñNò$ò WÄ ò åqæ X é43 U2¿ é ñNé ë XN ð«é ñNòNR ò ê é V éA ë é X é. åqæñNò ò ì é í êNò é¢é« éçë é Ä òÐ ðNæ ñNò L Y $ ò Y $ ò \ò éqñNæ ò®éÔ é .òN éqñNæ ò «é ò ñNò<ñ«éqñNæ 3 é¬é qëX ò ò ±! ò é£é Ö é V ñNò- V æñNæ êNòéÄ ò é ò ò òÐ ðNæ ò Nòì éqñNæ ò I! é oë ì é O ×ÉÈhÁÏÉÆÑÇÉÂÉÙÜÅ5" Q3 èé XN ñNæ,ñNò . æ Ä1 ê æ ñNò ò ì é ê\ò æN ðNòo ñ«é) ò ò åqæ ò) ò.ëoð«é ò ñNò òK1 é " ò éÖ é ò .é# éçñ«é . æ Ä1 ê æ . æ) æ¬ê¿ é7I! é oë ì éñNò ò ì é 3 é é é ò é åqæ0d æxñ\ò ¬ò åqæ ò$ ê éqñ«é0« é é N / N * B* 3 B* "$ 2 V / # "7 ( * # # "7 W* # #$ / '7 N M* 4 - 4 I? " S / "7 "* * #$ S +* # "7 I B* * S7 * 687:9<;=9?>'9A@CBD@FEHGJIK;L>M9KN,OQPRBDBLIAS!;LPTIVUW;XI<YZP\[LI^]`_ba2cbdfe,IKE!Bhg!ij[XPkBhg9?U!l<mK@FE!9?@CE[LPR;LEWP\[nEWIVPRE!oHP\;XPRN\I [p h[XUrqtsKsvuwuwuyx zQ@CBL@FIKErx @F>'PAx g!BLUrx SW;8sK{2e\9AmAP Nê é Né «é ò ñNòñ«éçñNæ æ³ê Öé ò#"7ìé X-oë éÄò 3 , ò êNë éqñNæ ñNò é Nê é dæxñ\òÖåçæ ëìò çé é=ðX N ò ò æS ò ò#"74 é ñNò[ë é Xé.åqæ¬ñNò .æ\ðNòìñ«é\íMÐð«éÔé\ñNæ)é)é ò4åqæ(«é é ê¿é0 >³ò Xé.åqæ ìæA ê" .é43 $ 9ñNò ò.éqë 0 é éçë é ò !Ié\í²ñNò òK1 é " ò ³òÖé:.ëìé X.éqñNæÄò ñNò ò#"74 é ìæqë N Xé é «é ñNò ê4Ræ ñNò ò# "7 4 é & X-oë éÄò 3 T ò é« éqëoðNæ ê³ò òé¿éNë Xé.åqæ¬ñ«é ò.æ écñNòë X³ê«é³ò !±æÔé «é ééÖé ò. é-ò é !IéEì ëX é ñNò ò# "7 ìé é Öé V ñNò Öé * é ò®é£éNë Xé.åqæñ«é òæìécñNòéÄòNñ0 éqñ\æ-æ-\ê éìæNéqë «éÖé0 æñNê" =æ ë é .éqñ\æ ò 3 $8ñNòQN ê é ë é XéqñNæ ò ò oò ò í V Nòò * oæÄòéqëX. é dò ê4 é æS òééNëX .éåqæ ñNæ éqëX³æ )æ ñNòéÄòNñ0 éqñ\æ)ñ\ò%Öé * é Næ( æ.ò æ¿ñNò[³òÖé.åqæ3 < éNñNæ0!Iéoë érò é dò ê é\ídò T ò ÖéN éqëìðNæ)ñNò ò>qæ³ëXqò¬ê%é.éd æ³ê.æ ¿æñNêNëìé «é é-³òÖé.åqæÕéçê æ * é¬ñNò ò .ëìé X.éqñNæÄò í ædæìæ«éNñNæ¬ê4 ë éd æ é N ìæñNò[ Nëìò¿ò éåçæcò ò T ò 3 $ ñ\òZÄòéqëX. éXê¿é=é çéqë ìéåqæ òë X-X«édñ«é=éNëX é( ìëXìñ«éqñ\òGñ\æ<é òNñ. éqñNæ$ñNò é * Xé «é0.ëìé X.éåçæcñNò ò/ '7 é oæ³ë N é í>!±æÖé X-Nëoò)ò éçñNæ ò ò T éqñNæ éqë ³ê4 éqëX³æ )æ òë éìæNéqñNæ æCò éX* Äòé437L2êÖé ò)é X-\ëìò)ò éåqæÔñNò¬ê ñNòëìò íòæ é¿æ òÄæ ò êNéßñNò .åqæ"£ H òÄæ#éqëX³æO æNí æ ê¿æßò W.ò X³æ#ñNò-)ò N éÕò¿éqë æ ò Ræ,ñNò)ò xòêåçæ3 4 æ ìñ«é ò é !Iéçëìð«é íNæ ò dæ)ñ\òò\ò.ê.åqæÕñ«é(Næ/çé X-\ëìò)ò éåqæ ÐðNò³æqêµéÝñ êXò ô43 ô ñNæ ò Ræ0³é æ-dò.ëìé7 Nëìò¿ò éåçæcæX Néqë\3 £+ $ &¿ " $+¬ 0 , é êNëìæ óéÄò ò éAæ.ò æ òë Né ò ñNò,éÄòNñ éqñ\æ<æ-\ê éìæNéqëÚí oæ³ëìæ é )æ³ëìò. êNëìéòëX ³êNé³ò !±æ¿é 3',æ Öé é V .æ¿æ¬ñ.!±òÄò ò ë é ò Öé¿é Xé dæñNò )æxñNòë é I! é oë ì é ñNò ò é ³ò V Xé 3 , .é êNëìæ éÄò ò é£éçë ³ê¿é V 4 é ñ\ò2é4 ò" ñ éqñNæñNò Ö é é 3 , é ê\ëìæ Öé éñ«é<éNëX éåqæ$ñNò V æñNæ ò é .æ \æ®éÄòNñ4 éçñNæ ñNò é Ö é é 32, é ê\ëìæ ÝñNò Äò³ò)éÕé ê ò êÖé)ñNæéé dæ³êæ3%, é êNëìæ é £æ ò êNë éqñ\æ ñ\ò ò ò ñ\æ ë é . éqñ\æ ò ³ òÖ éqñ\æ é «é $ñNæ éqëX³æ )æ X-\ëìò)ò éqñNæ 3èæ Në ) æNíæ( é êNëoæ ¬é ò ò éÔé æ. ëoê ò ñNò ò Ö é «éçëìðNæ¬ò é «éqëoðNæ !±ê êÄæ 3 0 ! * " * / "7 ' ' % " W $ " b>fIAgH[X;LI2[XP\;X>IyU9<;=9 9A;XeR9<S IAg!N\I<x _bU PRBX9<; oHIWiF[L@C>I BLP\;:>M9A@CB e\IA> gW>d<GJIA@!P\>'UW;XP\mK9KoHI2I [LP\;X>'I P\> UIK;h[XgWmAg!RBRx ó Z · l· . X É$ . ¹ 8lº X2º< ¸ ¹ * (* E , L Y $ í ìñ\æ ñNò æ W dæ êëìòX.æNí V ê4Ôé Ôé æ)æ³ë V .ê\ë éN!±æÔéçñ«épñ\òN ìé êoñ«éqñNò )òNæÄ ò Ðð«é¿éqñ«é ÝÅ«Á«×ÉÈìÇÐ˲ÆIÎÇÐË¨Ï 3 , êëìòæ oñNò.æ ñ.!±òÄò é0" ò0Ròëìæ XRæñNò «é ò- Äæ³ò " «éqñNé êNò d æ êNò ÃÎÇÉÅ«ÙÜÅdà í "qÁ\ÃqÅ«ÙÜÅdà í ×ÉÙÜÆ˨ÏÉÙÜÅdà æ³ê ÆIÙ $¬ÙÜÅdà ) æ ídïä ôB3 $ ò T ê ê éñNé[) | æ³ë V . ê\ë é<ñ\ò2L Y $ V !±æÔéqñNé&RæVñNê«é é ò æ³ëìéqñ«é éçæëìæqæ®ñNò=ê ò.xæNí .æ¿ æ ) æ Ö é=é ³ ê4Ö é & óW3 3 éqñ«é é V æ-d æ T é R æP ê¿ é ò ìé<ëX Nò.éXñNò êëìò.æ ìñ\ò.æ 3:$ ñNê«é é ñ ò0" ò=ñNò2) æñNæ[ >³ ò o ñNæ í ð«é q òN ñNæ£ë ³ é ò O Ð ð«é¿ éqñ«é u ث˲ūÆÑÇÐÏ2ÎÇÒÙIÎqÂÖË#"ÉÅ«ÙÚË Q ò ò «é ò ò d ò . é 4O éqñNò N é>ÕQ ë ³ é " ò . æ O X-X« é>ÝQ ò O ³ ê«é4 « é>ÔQ ëX éH" ò . æ O æ X« é>Q 3 , æ X¿ ò æÔñNò£êÔ é ¿ æqë V êNë é)ñNò0L Y $ V ) ò.ño ñNæ d ò.ëoæ# ) ò æÔñNò «é ò ñNò£êÔ é é43 ,q òN æ¿ é¬ð êÔ éN æ(R æ ê é æ W ¿ éqñ«é) ò ò 4ì ëìð xò ñNò «é ò 3 H $ M =4 H # #$ '$ · l· # "7 ! 5 3 ¹ #$ * V ,®ê é ¿ é æ V êNë é#æ dæ é ò !±ê ò ³ò V .é [V æ ìñNæ dæ ê.ëoò æNíPæ Y $ 3 äxê«é Né ò Ä æ³òNéqñ«é åqæ£ééqñNò Né\í é%³ê«éX«éòé æ Né®òæ Öéçñ«é é V Næ L Y $í òé ÁxÂÄÃ×ÉÙÜÈ^à 3 3 6 @FmKgW;X9P [X;X9 Co!9 oHP _woH@ x v]`9AoW9 W[X9 oWP _[XP\> oHg!9KBbP [X;LPR>'@CoW9KoHPRB iF@CzQ;LP#B\dgW>M9 e p 9A>'9KoW9MoHP !P 9 IAgW[L;=9MoHP FdEg!>'9 9<iCg!B AI 9<IB l[XIA>'IKB:oWP e\9A;LS IAEWI gWP e\9<> iF@CzQ;LP#B:EWI 9KN !eR9<; gWP e\IA>'UOQPbeR9AoW9 EQg!e\iFPRI<[ oHPRI!x _ e,IAEQzKP\E!N <I 9AoHIA[X9Ao!9 wPRBXe,;XP\zAPR; 9'BhP \E!e\@C9'oHI _E!I'BLP\E[X@CoHI Cx:_ W[X9'IKUIBZ[=9 P#BZ[=9<;=l E!I'BLP\E[X@CoHI'@CEQzAP\;=BLI!x "! *) -)/. "! $#&% + ,) 0'&%213#&% 4 $'&% ( 5 687&9;:< ( 5’ 3’ P P P D P D D D A C G T T G C A D P D P D P D P 5’ 3’ Base nitrogenada de anel simples Base nitrogenada de anel duplo P Grupo fosfato D Desoxirribose Pontes de hidrogenio C ³ê éÝóW3 HZ'ßæ³ë V .ê\ë é¬ñNò V Y $ L Y $£ídæ V , * O7 3 L Y $ V é V ê4Ôé,ëìæ³é éßñNò- ê.ëoò.æ ìñNòæ ëX éqñ\æ ò ßí«é0)æ³ë V .êNëìécñNò Y $ V[ ò Äò æ T ê ìñNé(dæ=ê¿é XR æ ñ\ò Y $ ê\òòxòò%ñ.!±ò ò ò !±ê4 ò V V " X4 Äò B 3 æ Öé é¿ò ò)éqæ é 4 éW3 E! #$ H ?A;86 G;@ FHE? Hò xò.òæ(«édò.ë ñNò[ N é¬ñ«é X4!±æ¿é/$xò ñNæ L Y $ /FH68 EMF!/6DCEGF H Äò Ræ * ³òë&dò.ëìæ é Ræ ò,ñNòµé-XNæ@*ìñNæ é V æ ëoæW.éqëXñNò ò ò æ òXé F@ E G? @ 9EF WH Ræ ê4 ê «édò.ë ò ê êÖéqë4í4!±æÔé\ñNæ¬æ 0R æ æ)æ 3 , !Ié æ¿ñ«é )æ³ë V .êNëìé)ñNò3V Y $ ò&!±æÔéçñ«é-dæêÔé( é ! .é dò ò5 ê\ò3« é ò æ-\ëìò " )ò éÄò íò ò æ ÄòÐðNæ ñ\ò é[ é\í ò=ë qêNò*3CS æ éçê éñNæS4 Öé «é%)æ³ë V .êNëìé\í .æò.ñNòNñNæ é¬ò.ëìéÝê4Ôé¬ò T Äê ê é oñ )ò ìæNéqë\3 éÝò T Äê ê é V æNðNòìñNé æ¿æ ÇÐÏÉÆIÂ"ÁxÆIÁxÂÄÃ)ϨÇÐ×ÉÁÅdÎqÂ"ÙIà 3 · l· ¹ Br\ < 2\ux 2l # 3 $ .æ¿æ¢æ L Y $£í æ ò X«é - åqæ é V Ôé æ¿æ³ë V êNë é í !±æÔéqñNé dæ#)æ³ë V .ê\ë é )òNæÄ ò í Ðð«éÔéqñNé cà $¬ÙÜÅXË×ÉÙIÎË¨Ï 3 X ò dæ ñNòcé \æ oñNæ ñ.!±òÄò ò íXò V é ò é ñNò é ) æ³ë V .ê\ë é êNòÝñNò\ò0éqñ«é dæÕñNò0Äæ ò «éW3 é ò é V .æñXéqñ«éÔé#«é <ñ«é ò éÝñNæ L Y $í«æNñNò%.éqñ«éÝé Næ oñNæ V .æñ.éqñ\æ0Ræ=ê4Ôé7Äòìåqæ¬ñNò ê.ëoò.æ ìñNòæ í ñNòN æ « éqñNé ×.Î˲Š3 S æ I! é . æ êNò¿æ L Y $ òK1 é* æN.æ)æ#ê4 ¿æ³ëoñNò(«é é#é ò ò¿ñNò Ä æ ò « é 3 / "7 / · l· * S* @* / '7 / O7 / '7 =B8ºBu\B<l2 -N 2 <Xl # "7 $ X -dæ éñNòÔò.æ Öé ìëìéoñ«éqñNò ò ò ò 4 é ³òñ«é#ò ò é* ò.ëìéåçæ#ò" Äò¿ò ê êÖé,ò !±ê4åqæ3 ÄòÐðNæ ñNò#L Y $ .æ ò 4 é ò¿òëìð«é ò Ræ êNòP³ò éqë )ò ò !±êìæNéqë oñ«éqñNò & ò¿òëìð«é ò 3 U ìëX .éNñNæ¿ò é NæW.åqæNí åqæ ÄæWêÖéqñNé ò «é ò ñNò¬ñ«éqñ\æ % ò" 4 é ìë é ò éñNòÝê ³òNò-ê 1 é !±êåçæ òK1 é .æ\ðNòìñ«é43($ Nê é,ñNò é X-oë éìñ«éqñ\ò V ê4ÔéÝò T Öé V é¿ê ìëX .éqñ«é\ídæò xò NëoæNíM«é-.éÖé ò .éåçæÔñNò ³ò\ò ñNò«é é é êNò òK1 é é éµò.ëìò ) ô B3 é éÖé ò .éåqæ dæñNò !±æNòò7X4!±æ¿é xò dæ é ò «é éµé dò ê éÝñNòñ æé ñNò[.æ «é òé¬ò ò «é é é43 äxò ìé X-oë éÄò dæxñNò òué êNéqñ«é ò!Ié oë é í§ñ«é ê«é dæñNò òVò Öé oñNæéqëX³ê )æxñNòëìæ ê\òbé é é ò .ò3 ò )æxñNòëìæ<Rò ò#é Nê é ñNòæ³ê Öé ò ìé X-oë éÄò éÔé ò«éçñ«é ò «é ò ñNòuñ«éqñNæ í ædæìæ«éNñNæ=ê4Ôé ÐðNòéqò ê .éqñ«é$ò Äò ê«é éNæ é xò +1 "7 # "7 · l· % 1 , ôqô\3 , :, # "7 /$ " # "7 /$ xl = DV # ê4 4 æ.ò æ¢ò ³æ³ëoê .³æ é )æ³ë V .ê\ë é ñNò L Y $¼ò Y $ æ! ò ê 4 æ.ò æ¢ñ\ò cêW" é ò 3 é cê é ò qò V .é % åçæ*.éqê éqñ«é dæ êNò é ò0 ò.é é 1Äæ ñ«é ò ìé ñNò ê.ëoò.æ ìñNòæ 3 $2ëX³ê ò xò Nëoæ ñ\ò cê éåçæNdæxñ\ò ò T æ «é ³ê éµóW3ÓóxíæNñNò åqæN¿æ T éqñ«é ê¿é cê éåçædæ ê«éçë:O4é!±ò éNñ\æê 4 æ êëìò.æ ìñ\ò.æ Q"íê4Ôé[cê éåqæ éçê éqñNédælñNò.ëoòåçæòê¿é cê éåçæ .éqê éqñ«é(Ræ X>³ò åqæ)ñNòê¿é ò ìé $ ) é!B3 U2¿é cê éåqæ «é ò 4 é,ñNò¬ê qòNò(dæxñNò¬ëoòçé% ò òÝñNòÝê¿é# æ ò X«éñX!±ò ò ò ñ«é ê\ò òìé ò éqñ«é(dò.ë é ò éÔæ «éqë3 é æ ò X«é(cê é òqíMdæ ê«é qò çí dæxñ\ò #$ #$ ! E 0 # "7 # "7 # "7 , / "7 # # # b>M9 > gH[X9KN <I U IAE[Lg!9Ai d U IA;yP HPR>U!iFId U IHoHPME <I@C>'UWiF@ e\9A; E!9 B FE[XPRBLP'oWP gW>M9UW;XI<[LP FE9 > gH[X9AE[LPAx _biCmAgWE!B ( ( Pontual Deleçao Inversao C ³ê éÝóW3Óó H$2ëX³ê dæ ñNò[cê é#$ò ñNò ò dòNð«é¬êÔé !±ê4åqæbñ.!±òÄò éqñ«éµò Äò.ë éåqæ ñ«é 4 æ ò# NéDê\ò ò é ÄæxñNê'ìñNé NæT" ¿éqë )ò ò 3 é cê é#$ò RæñNò òcéNéqê é#ñNò¿ñNæxòé æ³êñ\ò# ò T 7ìé#é#ñÄæé ò æé )æ «é WN ³òNæ 4 CVä ôó!B3 'ßê é #$ò dæxñ\ò 9æWæÄòñNò !±æÔé<éqëìò.é N é 3, ÄæWò æñNò £ê é/$xò dæxñNò ò ¿æñNòë éqñNæ é Öé V ñ\òê ÄWæ ò æ)ò Wæ #* æ 3 Y é ò åçæÔó 3 V é4 ò ò éçñNæ-æ)æ V Ræ .³ò.ëPéNë Xé-ò é é dæ ñNé ³ò «(é ¿æñNò.ëìé ³ò ñNò #ò "74 é ³ò .é 3 $+ = S Õ GÉ+, E # "7 , 4 æ Nëoò¿éñ\ò é é ò é !Ié ìëX é ñNò ò ìé é&«é Xñ\ò .æH1Äê æ ñ\òò xò Nëoæ dæxñ\ò ò T æ æ)æ#êPÄæ NëìòÔé,ñNòÕé òNñ .éqñNæN.æ Nê éoæ«éqëB3 Y ò T é òåçæ V é4 ò ò éçñ«éé ñNò . åqæ Ôé ò Xéñ\òé4 ò\ñ .éqñNæòZæ)æò é2é dæ ñNé³ò RæñNò òéNë Xéqñ«é Né æ ê.åqæ ñNòê ë é .éqñ\æ=ñNò ò é 3 S * / '7 9<>'@CEWIKlKe,@ oHIKB UIHoHPR> BLP\; UW;LIHoHg\@ oHIKB 9 U!9<;L[L@C; oHP eHoHIAEB oH@FGJP\;XP\E[LP#B\d:e p 9A>M9AoHIByeHoHIAEB BL@FEKEW@C>IB\x _ BLBL@F>d:BLP 9 > gH[X9KN AIIHe,IK;L;XP\g PR> g!> Ege,iCP\I<[ CoWP\I0oWP GJIK;L>M99UW;XIQoWg\@C; g!>DeHoHIAE Bh@CEAE!@F>'I!d:E <I p 9vzAP\;=l> gW[X9AN <I E9 BLP \Ee,@ 9o!9 U!;LIA[LP CE!9!x b>M9 9<iF[LP\;=9AN <I E!90BhP \E!e\@C90oHP g!>'90UW;XI<[XP CE!9 U IQoWP E AI@CE[LP\;LGJP\;X@C; P\>DBLg!9 GJgWE!N AI!xZBZ[XIIHe,IK;L;XP U IA; gWP E AI Bh@C>'UWiCPRBL>PRE[LP 9 BLP RE!e,@ 9 oWP gW>M9UW;XI<[XP CE!9 gWP oHP,[XP\;X>'@FE!9BLg!9 GJg!E!e,@CIAE!9AiF@ oW9KoHPAdQ>M9AB`UW;X@FEe,@CU!9<iC>'P\E[LP BhPRg GJIA;X>M9[XI [X;L@ oH@C>PRE!BL@FIKE!9<i x R_bU PRBX9<; o!9 IQe\IA;X; RE!e,@ 9 oHPw> gW[X9AN\OQPRB:U IHoHP\; BLP\; 9<iCPR9[A;X@C9!dPRBh[X9KB:UIHoHPR>fBLP\;:U!;LIKU!9<m9AoW9KB IKg'E <Ix @RP\>'IKB Kg!P gW>M9 > gH[=9AN <I IHe\IA;X;L@ oW9 PR> gW> IK;Lm9<EW@ BL>I GJIA@:UW;XIAU9<mK9KoW9 BLP'PRBh[X9 IQe\IA;X;LPR; EWIByoHPRBXe,PRE!oHPREK[XPRB oHP#BLBLP IK;Lm9<EW@ BL>Ix b> oHIBb>'I<[X@FzKIKBboWP E <I UW;LIKU!9<m9AN <I UIK; BLPy[L;=9[=9<; oWP gW>M9 > gH[X9KN <IMU!;LPhYZg!oH@ e,@ 9<i 9AIMIA;XmK9AEW@CBL>'I Kg!P 9'U IKBXBhgW@ 9UIKE[LIMoHPRBh[LPyIK;Lm9<EW@ BL>IBhPR;wP\iC@F>'@CE!9AoWI'oWP Bhg!9U IAUWg!iC9KN <IU IA;wgW> UW;LIHe\PRBXBhI'oHP BLP\iCPRN AI E9[Lg!;X9Ai _ KS x ( )/. 2( ( ( ( -)/. )/. ( ( ) ) ( ) ( ( ( ( ( ) ( ,9;: < éqë ìé < éqë RñNò Nò ÃÉØdÂÖÇÉÅdÎqÙ ¨ÃÎË æ)æ òNñNæcæ!±ò )ò\æcñNò®é(ê4 XåqæñNò&æNðNòX¿ò æ «é éqê 7 4 é ñNò 4 æ é¿éåqæò WNëX é43 Y é ò é Xçé¢ñNò X dòìæNéÕò ò !±ò ¿òNæNíINê " éNñNæ ¿ò æñNæ³ëìæ é êNò&dæ é ò-éNë XéqñNé Næ ò «é¿ò æñ\ò æ Nê éçñNæ ò NéÖé æÔéqñNé ñNòñNò x$ ò íZ«é .ò.ê é * ò.éñNò Rò ê é .æNð\òoñ«é .æ)æ ÃÉØdÂÖÇÉÅdÎqÙ ¨ÃÎË ×ÐË!$2ØdÁƽÃ×ÉÙÚ˲ÅdÃqÈJ $ , óH 1 æ W\3 3 U2 .æò æ V ê 4 ò.ñ4 éçñNæ[é«é( ,{éqë.³æñNò$ê æ.ò æñNò$é òNñ. éqñNæ V ê ñNòÕñ4. ò òêñNéqñNæ V qòÄñ«éqñNò ææqêA!Iéqë æ < éqë B3èæ£ò xò Nëìæ\íVê .æò æµñNò ³òNòÔñNò .ò V .é«é ñNòçí«ñ«éqñ«éÝê ³òNòqíÄòdæNñNò òò.ëoò V ñ\ò òæ³ê «åqæ3 $ ò³êX òÖåqæé ò ò éqñ«é éqëX³ê¿é ñNò4 #$ ò !±æ¿é êNò¬éH1Äê\ñ«é é ¿æñNòë éê æ" .ò æÔñNòéÄòNñ4 éçñNæ3 é ñ\òX#$ ò !±æ é ò Öéo ñ«é ñNò $ , ó! G1 æ !B3 ñNò Nñ ò E+DC; 6M;? ?A6 W; ? ; H@ 96 DC;6 FH;8 D:@>6D:E äxòK1 éê æ 1Äê æñNòuòëìò)ò æ ê éçñNæ «é é Äòqòcò\ò-\ëìæ í Ðð«éÔéqñ\æ,ñ\ò ÃqÈ (ÃÊÉÇÉÆÑË#ÎÇ¿ÎÇÐϨ×ÉÂ"ٱ̧ÍË 3 $ò4 ò ò éH" ò-.æ)æ£æ*.æ 1Äê4 æ æñ«é é éqñNò é ñNò é¿éNð\æ 4 æ[!±æÔéqñNé é «é Xlñ«éæé òNéåqæñNòò.ëìò¿ò æ ñNò&3 +V $EÇÉÈìÇA$ÔÇÉÅ«ÆËÎÇ â.ÁfÇØ«Ë.ÎǮ˲ÁÝÅdÍËÂÖÇÑØdÂÐÇÐϨÇÉÅ«ÆÚÃqÂ2Ëc×Ð˲ÅX×ÐÇÉÙÜÆÑË â.Á«ÇϨÇâ.Á«ÇÉÂ$ÃÉØdÂÖÇÉÅdÎÇÉ i×Ð˲Š"ÁÅ«ÆËÎÇ=ÆÑË.Î˨Ï2˨Ï2ÇRx1 ÇA$2ØdÈìË¨Ï ®×ÐÒ\à $)ÃÎË®ÎÇ ; 6 E*DC;(; =J;W? E ; 8:@ 4E $ ;>=+;? E =$Á "! Ç£ÎÇÉÅX˲ÆÚÃÎˮث˲ # $ $%& $ ÇR1xÇA$2ØdÈìË cÎqÙÜÆÑˬϨÇÉÂÁ5$; =J;W? E E @ H@ E¢Ï¨Ç¬ÇÉÈìÇÂÖÇÑØdÂÖÇÐϨÇÉūƽÃ,Ë×Ð˲ÅX×ÐÇÉÙÜÆÑË ÞlòϨËÕ×Ð˲ūÆI qÂÉÙÚË ÇÉÈìÇ ÎqÙÜÆˬϨÇÉÂÁ5$ ;>=+;? EA8:;M6 H@ E ; 8:@ 4E $ 9E 8:9;@ E ¬Á5)$ à "( ÁÅf̧ÍË <˲ÁµÏ¨Ç à ¬Á5$)à ("ÁÅf̧ÍË,â.Á«Ç ÎÃÎË£Á $ ÇR1xÇA$2ØdÈìË1 -ÎÇÉÆÑÇÉÂ<¬$ ÙÜÅdÃcϨÇËÔÇRx1 ÇA2$ ØdÈìË qÇÉÂÄÎÃÎÇÉÙÜÂÖË Ä× 1 ¿Ë²ÁÅdÍË Ä× 1 ÇA$ÂÖÇÉÈ^ó̧ÍËÃˬ×Ð˲ÅX×ÐÇÉÙÜÆÑËc× {×Ð˲Š"ÁÅ«ÆË£ÎÇ2×Ð˲ÅX×ÐÇÉÙÜÆ˨Ï2ÃϨÇÉÂÖÇA $ ÃÉØdÂÖÇÉÅdÎqÙIÎË¨Ï ×ÐÒ\à )$ ÃÎËÎÇZ; 6 E ; 8:@ 4E '( ,+ ) * - . / 021435 @?A%B+ CBD IJ! 687 +:9;<+ # =+ >+ (E 8E FCGH9F # (E 8E FCG 7 F K DC; 9EG8 9;@ /E $%×Ð˲ÅX×ÐÇÉÙÜÆË 2Á5$)ÃM("ÁÅf̧ÍËÒ µâ.ÁfÇÃÉØdÂÖËK1³Ù $)Ã × `×Ð˲Š"ÁÅ«ÆË)ÎÇ=ث˨ÏÐÏ qÇÉÙìÏ2ÒÙÓØ ²ÆÑÇÐϨÇÐÏ ¬×ÐÒ\à )$ ÃÎË)ÎÇ ; :6 E DC; :@ /;; ; 8:@ 4E $)Ã76?AE F 6 £Á5$ ÏÉÁNÊÉ×Ð˲Š"ÁÅ«ÆÑËÔÎÇ Zƽà $)ÃqÅ\Ò«ËÔÎÇÁ5$)Ãà $Ô˨ÏÉÆ4ÂÄà cÎÃÎË Ø«ÇÉÈìËÝÅ 5$ÔÇÉÂÖËÔÎÇcÇR1xÇA2$ ØdÈì˨Ïâ.Á«Ç¬ÇÉÈ^Ãث˨ÏÐÏÉÁxÙ [LPR;L>'Ie,IAEe,P\@F[LIBhPR;Xl iFIKmAI oHP !EW@ oHI GJIA;X>'9AiF>'PREK[XPAdS!9ABh[X9AE!oHI EWI >'IA>'PREK[XI U P\E!BXl iCI e,IK>'I BhPRE!oHI ZI Kg!P BLP gWP\;b9AUW;XP\E!oHPR;Rx ; 8:@ 4E L@ IQ! :@ ON ;;ÎÇ<Á JM RD # $)à Q SM W '( [Z ]_^ # % 35 687 ON +P9; UTV K%JX! Y \ >` ) ba $) dc $)Ãîà $Ô˨ÏÉÆ4ÂÄà ÎqÙÜÆÚà ϨÇÉÂßÁ5$)à 6?AE /FH6 DC; /FH;@B8C6?A;8 Eâ.Á\ÃqÅdÎËî× ÃÎà ÇR1xÇA$2ØdÈìË 1 ÎǬÏÇÐÏÉÆ ÂÖ˲ÆIÁxÈ^ÃÎËÝث˲ÂÔÊ 2ÙÜÅQ(˲Â<$)ÃqÅdÎË쬂 1 ÔÁ5$ ÇR1xÇA$2ØdÈìËcث˨ÏÉÙÜÆIÙ qË Ê p˲Á ÅXÇX"ÃqÆIÙ qË Ê M2) ÏÐÏÉÙ $ lÁ5)$ Ãà Ô$ ˨ÏÉÆ4ÂÄÃÕÎÇÆ4ÂÖÇÉÙÜÅdà Ô$ ÇÉÅ«ÆÑË¿ÎÇƽà $)ÃqÅ\Ò«Ë $ϨÇÉÂ"ÙIÃÎà (˲Â<$)Ã Ï 1 ÚÊ 1 ÚÊ 1 ÚÊ 1 ) Ê ) ; 8:@ 4E ×Ð˲Š"ÁÅ«ÆË ÝËß×Ð˲Š"ÁÅ«ÆÑËÎÇ£ÆÑË.ÎÃ²Ï¬Ã²Ï¬Ã Ô $ ˨ÏÉÆI òÏcÎÇÆIÂÐÇÉÙÜÅdà Ô$ ÇÉÅ«ÆÑËÝÏϨËqÊ.ÂÖÇÝË ×Ð˲Š"ÁÅ«ÆË¿ÎǬÇRx1 ÇA2$ ØdÈìË¨Ï ; 8:@ 4E $ 6 MEGF @ H?AE DC; 6:FH;W8:D:@ >6DCEwØ\ÃqÂÄÃÁ $ ÇÐÏÑØ\óÌç˵ÎÇ#×Ð˲ÅX×ÐÇÉÙÜÆÑ˨ϵÞÇÕÁ5$ ÇÐÏÑØ\óÌçËßÎǬÒÙÓØ ²ÆÑÇÐϨÇÐÏ )Á )$ Ã0"( ÁÅf̧ÍË â.Á«Ç ®ÎÃÎÃ#Á )$ Ãà Ô$ ˨ÏÉÆIÂÄõÎÇ)Æ4ÂÖÇÉÙÜÅdà Ô$ ÇÉÅ«ÆÑË $ ×Ð˲ÅX×ÐÇÉÙÜÆË)× 9Þ r×Ð˲Å\ÏÉÆI ²ÙÁ )$ ÃcÒÙÓØ ²ÆÇÐϨÇÒ â.Á«Ç2Ï¨Ç Ã¬Á5)$ ÃÔÃÉØdÂÖËK³1 Ù )$ ó̧ÍËÝÎÇ× ÎÇ®Á % ; 8:@ 4E 'V + RD YE G F* 7 ! _+ F,+:E + F,+:E + F,+ RR+E + F>F* \ ? 0 B? + >+ 5 ? # = .+$%+ $+² )Ý$ 9F # E>E 1 G # # RD AE &+ -G I Y ò é ò.åqæ òÖåqæé ò ò éqñNæ éqëX³ê .æ4.ò æ ñ«é ò.æ é2ñNò-ë X³ê«éqò !±æ¿é êNò ò åqæ ê ìë éqñ\æ \ ò ò Öé «éqëìð\æ3 ò æ.ò æ !±æ é ò Öé ìñNæ ñ\ò $ U ³óxí äxéqë í U 4í æNñ\ò V éÄ ò ò éqñNéÔé òæìécñNòë 4³ê«é³ò !±æÔé 3 èé éñNò4 ê¿éÕë X³ê«éqò V ò æê éqë.!Ié dò æ43 U ÃqÈ (ÃÊÉÇÉÆË V ê«éqë êNò[.æ 1Äê4 æ æñNò Ï $)ÊÉ˲ÈìË¨Ï êNò d æñNò ò.íRæò\ò-\ëìæNí²ëìò Öé æ³êñ æ 3CU2¿é × ÃÎÇÉÙIÃV ê4Ôé ò é ñNò dæ³ëoæ ñ\æéqëXI! é Rò æ& æ. é ò« éqñNæ 3 $ × ÃÎÇÉÙIÃBD²Ã,.ÙIà íqñNòNæ éqñ«éí V ê4Ôé&.éqñNò é&æ )òÄæ ñNò X dæ³ëìæ ³ ê«éçëPé .ò æ3 0 ( 3 3 ; 8:@ 4E ) ; 8:@ 4E ') ( ( $)à ϨËqÊ.ÂÖÇÁ5$¼ÃqÈ (ÃÊÉÇÉÆË B@ 8 C6M;? " / '7 ! Á $C×Ð˲Š"ÁÅ«ÆËÔÎÇ£× ÃÎÇÉÙIòϮϨËqÊ.ÂÖÇ # Á5$)Ãâ.Á ÎqÂ"Á¨ØdÈ^à !" # %$'& ˲ÅdÎÇ Á $C×Ð˲Š"ÁÅ«ÆËÛlÅ«ÙÜÆËÔÎÇ®Ï $)ÊÉ˲Èì˨ÏÅdÍËÝÆÇÉÂ<$¬ÙÜÅdÃqÙìÏ%( Á5$C×Ð˲Š"ÁxÅ«ÆÑË=ÛlÅ«ÙÜÆÑËÔÎÇ®Ï $)ÊÉ˲Èì˨ÏÆÑÇÉA $¬ÙÜÅdÃqÙì%Ï ( ¬ËcÏ $)ÊÉ˲ÈìËÝÙÜÅ«ÙÚ×ÉÙIÃq)È ( $+*,.- /10 ˲ÅdÎÇ - 324 5& 67 829 & / 324 5& )Á5$&×Ð˲Š"ÁxÅ«ÆÑË ÛlÅ«ÙÜÆÑË¿ÎÇ=ØdÂÖË.ÎqÁ\;Ì :¨ÇÐÏ GFH6? ; H@ 96 # ? $)à # ? 5 I ? +J # * éñNò ò ³òêÔé¬ëX ³êNé³òEæNñ\òH æ æ 1Äê æñNò X 3d æ³ëìæ [ ò «é ñNòÕê¿é é+* .é*æÄò Ræ\ñNòéqæéqë.!Iédò æßñ«é#ëX W" U2¿é0Öé é ò $ñNò é é Äò é X * Xé åqæ)ñNò é ò !±æ¿écñNò[ÄæxñNê4#$ò æ X3Ræqëìæ «åqæ ò -X«é åqæ X3dæ³ëìæ êNòéçêWWìë ìéé£òë édæ éåqæñNò&Äò é ³êNé³ò Hué( é+* .é $íB, Ní =+;? E $ $í $ $ V5 $H5 * .é 3 !" # %$'& í\æNñNò(H ,2í , 5 ",<í , 5 ! 3dæ³ëoæ O * qòÖéÝé¬ë X³ê«é³ò.æ-dæ é7Ròë é .éqñNò é !±æ¿éqñ«é d æ=ê ¿ò æ)é ìæ£ñ\ò ) ò³ êo ñNæ ñNòê ) òÄ æ¿é ìæ£ñNò Ræ³ëoæ <O ÉQ í ! W * % à ˲ƽó̧ÍË 5 Á $Ø\ÃÎqÂÄÍËM(˲Â<$)ÃqÈxØ\ÃqÂÄÃÕÎÇÐϨ×ÉÂÖÇ qÇÉÂØdÂÖË.ÎqÁxÌ;:¨ÇÐÏ Ë²ÅdÎÇ Ï $)ÊÉ˲Èì˨ϮÅdÍË)ÆÇÉÂ<$¬ÙÜÅdÃqÙìÏ®Ï.ÍË¿ÎÇÐϨ×ÉÂ"ÙÜÆÑ˨ÏcÇÉÅ«ÆIÂÐǬ˨Ï2Ï $)ÊÉ˲Èì˨Ï9Ç ( à ˲Á 7( Ç â.ÁÙ ²ÃqÈìÇ 8Ç â.ÁÙ ²ÃqÈìÇ Ã ÎDZÛlÅ«ÙIÎË2ث˲ ; 8:@ 4E D >+ RD R G RD #$ò ñNò é N æÝò\ò-\ëìæ)é òìæ.í åqæÝñNò é « é(Næ éåçæ , Y C . æ)æ#H $ ÄæxñNê4 " !#$#&% '!)(*+'! +'!#$#&% +,!)( - _bU PRBX9<;'oHI 9<;=e\9<S IAgN,I[L;=9[=9<; Am ;=9<>Ml[X@CeR9AB PR> GJIA;X>'9<[LI `d gW[L@CiF@ R9A;LPR>IB EWP#BZ[XP [XP Q[LId e,IK> I0@FE[XgW@j[XI oWP G 9Ae\@FiC@F[X9<; 9MiFPR@j[XgW;=9Wd!g!>'9 EWI<[=9AN AI'IAE!oHP IKBbB F> SIKiFIB [LPR;L>'@CE!9<@ BbB <I oHP#BLe\;L@F[LIBwU IA;biCP,[X;X9KBw>'@FE !BXe,gWi 9ABRd!IBbB F> SIKiFIB E AIM[LPR;L>'@CE!9<@ B U IA; iFP\[L;=9AB >M9<@ !BLe\gWi 9ABRd!P 9KB U!;LIHoHg!N\OQPRB e\IAE[R>I B C> S IAiCI U!9A;X9 BLP\U9<;=9<;bI i 9AoWI PRB gWP\;=oHIMPI i 9AoHIMoH@C;LPR@j[XI!x ( ( 5! ( 1 ) 4 U@T +* ! ð\æ .ëìé Xæ³êbé é .é ò ê«é æ é òqæìé «é òéqñNé Næ !±æ¿é æ ñNò ê«é Ä æxñ\ê ò 0 ð\æ B3 é .é ò³æ é ò åçæÔæÄñNò«éçñ«é ò æÄñNò ò .ò òcñNò ³òNòK" éqëXìñ«éqñ\ò®ò[. æ N ëìòWìñ«éqñ\ò®ñNò[ ò.æNð\òX¿ò æ3 #$ 4 Á5$)à ; 8:@ 4E L (˲Â<$)òÏÃÊÐÃqÙJ1xË 5 5 ? ? (˲Â<$)à ? ! # ? ÝÁ5$)à ; 8:@ 4E ' - Þ ÕϨÇcÏÉÁ\òÏØdÂÖË.ÎqÁ\Ì;:¨ÇÐÏÏ.ÍËßÎà Îà (˲Â<$)à / ? / 7 2 & ? - - ÔϨÇcÏÉÁ\òϮØdÂÖË.ÎqÁxÌ;:¨ÇÐÏcÏ.ÍË MFH6?<; H@ 96 ;8 ;&6E9EG8 ; = /EE GÞ 7 2 & 67 2 & ? ; 8:@ 4E / 2 & ? - 5 - / 5 / ? - / ˲ÅdÎÇ + ÎÇÉÅX˲ÆÚÃË / E ? 7 2 & 62 & dF / ? 7 62 & - Ç ®Á $)Ã[D:; F @ 6 E D:@ F ; /6 ÎÇ lÎÇÉÅX˲ƽÃÎÃ<ث˲ %- Ç / ²Ã .ÙIòÏc˲ÁßÅdÍË uƽÃqÙìÏâ.Á«Ç ; 8:@ 4E ÀÃÎòϮÎqÁ\òÏ× ÃÎÇÉÙIÃ²Ï £Ï¨Ç£ÇR1³ÙìÏÉÆÇA$%â.Á\ÃqÆIÂÐË× ÃÎÇÉÙIÃ²Ï F Å 5$ÔÇÉÂÖËÔÎÇ®Ï $)ÊÉ˲Èì˨ÏÎÃ× ÃÎÇÉÙIà Á )$ à MFH6?<;H@B96 @ FHFH; /F @/6 - £Ï¨ÇÏÉÁNòÏØdÂÖË.ÎqÁxÌ;:¨ÇÐÏ®Ï.ÍËÔÎà ( ˲Â<$)à / 5 ÝÁ5$)à ' 5 [Z F ; 8:@ 4E - ? MF 6?<; H@ 96 @ FH;ADC; 9EG8/;>= /EE 5$)ÃÕÎòÏÎqÁ\Ã²Ï - GFH6? ; H@ 96 F ; 6F/E PFcϨÇ2ÏÉÁNòÏØdÂÖË.ÎqÁxÌ;:¨ÇÐÏ®Ï.ÍË¿ÎÇÁ + E D , $ ô >F,+ >+ ; 8:@ 4E $)Ã,× ÃÎÇÉÙIà Á $)Ã7DC; F @ 6 E ) ; 8:@ 4E 5: ) U + $)Ã,× ÃÎÇÉÙIà Á $)à , ? ? À ÃÎÃÝÁ $)Ã0"q à $ qÆIÙÚ× Ã -à ¬ËÕ×Ð˲Š"ÁÅ«ÆËÔÎÇÆË.ÎòϣòϮϨÇÉÅ«ÆÑÇÉÅf̧òÏÎÇ # lÎÇÉÅX˲ƽÃÎîث˲ "'& + + ÀÁ\Ã²Ï "qÂÄà $ qÆ4ÙÚ× Ã²Ï®Ï.ÍË%; ; 8:@ 4E ' M; F 6D:6ث˲ B@ 8C6M;? + ñNò %Ræ³ëoæ [ ò-X«é êNò ]ò 1 é 3 ; 8:@ 4E 0 ®, ê òK1 éxírê4Ôé ò òé V ê ¿é éçñNòìé .æ Ræ é#éRò«é ñNòXçé.åqæÝñNæ X Ræqëìæ7X éqëB3 _+ ÎÇÁ5$)à "qÂÄà $ qÆ4ÙÚ× Ã 7 6% # %$ & 쬂 ;8 ;W86 - ÎÇÉÅX˲ƽÃÎÃث˲ DC; :?A6 9 6DC;W@ 6 ' ϨǬÇR1³ÙìÏÉÆÑÇA$ × ÃÎÇÉÙIÃ²Ï =˲ÅdÎÇ ÝϨǬÇÉÈ^Ã²Ï "ÇÉ à $ à $ÔÇÐÏA$)ÿÈhÙÜÅ5"qÁNÃH"ÇA$ @ 6 ;8/; C +* , æ.ò æñ\ò£ñNòXçé.åqæÔñ\ò£ê¿é-.éqñNòìé ò³ê\ñNæê¿é- é .é0RæñNò ò<ñNò æ#Öé4" é¿ò òßò ±! æÔéñNò,ê¿é ³æ ò3 é qæ ò V Ðð«é¿éqñ«é q Dq˲ÂÖÇÏÉÙÜÅ«Æ qÆIÙÚ× Ã æqê q Dq˲ÂÖÇßÎÇ ÎÇÉÂ"ÙRD²Ã³Ì§ÍË 3 M* * À ÃÎõÁ5$)à "qÂÄà $ qÆIÙÚ× Ã 7 6% # %$ & ÈhÙ ¨ÂÐÇÎÇ×Ð˲ūÆÇR1³ÆÑËpÇÕÁ5$)Ã × ÃÎÇÉÙIà ÎÃ)ÈhÙÜÅ5"qÁ\ÃH"ÇA$T"ÇÉÂÄÃÎîث˲ uÁ $)à q q˲ÂÖÇ ®Á $)Ã;F EMFH; @B8 ; H@ 96¢Ë²Á ;4F EMFH; DC;ND:; F @ 6 E ϨÇX"qÁÅdÎË Ï¨Ç × ÃÎÿŠ2ث˨ÏÐÏÉÁxÙu5Á $  ²Æ4ÁÈìË â.ÁfÇ Á $ Ï $)ÊÉ˲ÈìË¿ÎËÔ×Ð˲Š"ÁxÅ«ÆÑË 7 2 & ( Ë) ²ÆIÁxÈìËÔÎËÝÅ )ÂÄÃqÙ ( ϨÇËcÅ ÆAÇ $ ²Æ4ÁÈìË Ç˨ÏÅ ¨Ï Ï.ÍËÛlÈÓҫ˨ϮÎˣŠVÅdÃÕ˲ÂÄÎÇA$ ÎÃÕÇÐÏ.â.Á«ÇÉÂÄÎà Ø\ÃqÂÄÃÕÃÎqÙÜÂÖÇÉÙÜÆÚà ×Ð!Ë $  ²Æ4ÁÈìË¨Ï rÂÐÇÐÏÑØ«ÇÐ×ÉÆIÙ ²Ã $ÔÇÉÅ«ÆÑÇ ÇÉÅ«ÆÚÍË Ç ; 8:@ 4E RD + D Q ,+ & =+ # 1 1 + 1 541 Á5$)ÃØdÂÖË.ÎqÁ\̧ÍË)ÎÇ $ ( RD 1 1 >+ + ? èé é)òxò Në .éêÔé *T³æÄòñNòñNòXçéåçæNí.æ oñNòÄòé0 é * Xé¬é«é.xæ3 0/14'3 ä H äNä é äxê fê ä\é ¨äW äW éqê ê«é 5 V ê ¿é éçñNòìé<éò é dæò é Öé * Xé\í.æNñNòlê¿é Ræ .³ò.ë ñNò.qéåqæ V H ä äNä ä N ä «ä ä 4æ T ê4 NñNæ .éqñ«é "X qò.ëñNéM*³æ ò ò³êNñ\æ .éqñ«éñNòXçé.åqæñX ò é\í«é XNñNæñNæ 3dæ³ëìæ 4 ìéqë .æ)æ Öéq í Äæxñ\ê" " òbé * T³æÄòñNòñNòXçé.åqæ «é é é éqñ\ò é )æ Öéqñ«é<«é $ éqñNò é 5 5 5 5 5 ³ê4Öé2óW343 S S S S S a g c u a g c u C qêÖéÝóW3'H 9 ³æ ò ; 8:@ 4E L $)Ã%"qÂÄà $ qÆ4ÙÚ× Ã ÎqÁ\Ã²Ï q q˲ÂÖÇÐÏ®ÏÉÙÜÅ«Æ qÆIÙÚ× Ã²ÏÎqÙìÏÉÆ4ÙÜÅ«ÆÚÃ²Ï D $ é .êH1 é T³æÄò * * X écñ«é(éqñ\ò é 6? C6»Ï¨ÇÇR1³ÙìÏÉÆÇ)Á5$)Ã × ÃÎÇÉÙIà ? I é éçñNòìé dæ êê¿é ò ³ê4Nñ«éÕñNòXçé.åqæNí * Xé V ¿æ éqñ«é7«é0³ê4Öé)óW33 * Xé 0/1#23 V é 3"X «é\íMdæ H L2òXçé.åqæ¿ó ä ä 5 xä 5 qä 5 5 WIK;X9A>IA>'@F[L@ oHIKB IBwB C> S IAiCI oHIB E <I [LPR;L>'@CE!9<@ B U!9<;=9E <I'BLIASW;XPReR9<;X;LPRmK9<;`9 !mAgW;=9Wx "'& â.ÁfÇث˨ÏÐÏÉÁÙ ( ( ó S S S S a g c u a g c u C X³ê é¬óW3"HräxòqêNñ«é *qæ ò $)à * X écñNé(.éqñNò é 5$)Ãâ.ÁÎqÂÉÁ¨ØdÈ^à & ,; 6% # $ &% 0 ˲ÅdÎÇ Pث˨ÏÐÏÉÁ«ÇA$ Ë $ÔÇÐÏA$ÔËcÏÉÙ "qÅ«Ù Û× ÃÎËÝâ.ÁfÇcÇA$k"qÂÄà $ qÆIÙÚ× Ã²ÏÅdÍËÕÇÐÏÉÆÑË¨× ²ÏÉÆ4ÙÚ× Ã²Ï ; 8:@ 4E ') + + $ *,.- MFH6?<;H@B96 ; E+9 ; H@ 96WÁ + >+ 0 =˲ÅdÎÇ - / + 7 2 5& 7 2 & ? / ? 7 2 & ÝË×Ð˲Š"ÁxÅ«ÆÑË +$ # Î ÇØdÂÖË.ÎqÁxÌ;:¨ÇÐÏ ') × ÃÎÃØdÂÐË.ÎqÁx̧ÍËÕÇÐÏÉÆ ÕòÏÐϨ˨×ÉÙIÃÎÿÁ5$)ÃØdÂÖËqÊÐÃÊ.ÈhÙIÎÃÎÇ Ø\ÃqÂÄÃ × ÃÎà - 62 & 62 & Ý×Ð˲Å\ÏÉÙIÎÇÉÂÄÃqÅdÎËbòÏØdÂÐË.ÎqÁxÌ;:¨ÇÐÏ ,.- / 7 0 $ & / 7 2 & rÆÑAÇ $Ô˨Ïâ.Á«Ç ; 8:@ 4E ! $ 68C6 @ 6D:EMF @ 8 ; H@ 9E|Ø\Ãq à Á $)à "q à $ qÆIÙÚ× Ã b5Á $ØdÂÖË#"qÂÄà $)ûâ.Á«Ç ÎÃÎìÁ $)ÃÔ× ÃÎÇÉÙIà (˲Â"ÅXÇÐ×ÐÇ2Á $)à q q˲ÂÖÇ<ÏÉÙÜÅ«Æ qÆ4ÙÚ× Ã £ÎÇ Ï¨Ç (˲®5Á $)ãϨÇÉÅ«ÆÇÉÅf̧Ã)ÎÇ Ë²Á5Á $)à $ÔÇÉÅ\Ï.Hà "AÇ $ ÎǬÇÉÂ"ÂÖËÝÙÜÅdÎqÙÚ× ÃqÅdÎËÝâ.ÁfÇ ÅdÍË 5Á $)Ã)ϨÇÉÅ«ÆÇÉÅf̧ÃÕÎÇ ÅXËÕ× Ã²Ï¨ËÔ×Ð˲ūÆ4 qÂ"ÙÚË ; 8:@ 4E $ 68:6 @ 6DCEGF @B8 ; H@ 9E :6FH6 :?A6 MFH6?<;H@B96 ; /E+9 ; H@ 96 & )5Á $ ÃqÅdÃqÈhÙìÏ.ÃÎ˲ÂÏÉÙÜÅ«Æ qÆ4ÙÚ×ÐË£â.Á«Ç2ÎÃÎÃ5Á $)ÃÔ× ÃÎÇÉÙIà ϨÇÇÐÏÉÆÚà (˲Â5Á $)ÃϨÇÉÅ«ÆÑÇÉÅf̧ÃcÎÇ VÃqÈ A$EÎbÇ (˲Â"ÅXÇÐ×ÐÇÉ Á5$)à q q˲ÂÖÇÏÉÙÜÅ«Æ qÆ4ÙÚ× Ã ÎÇ '(˲Â"ÅXÇÐ×ÐÇ#Ã,ØdÂÖËqÊÐÃÊ.ÙÜÈhÙIÎÃÎÇ & ÎÇ Ï¨XÇ "qÁxÅdÎËà "qÂÄà $ qÆIÙÚ× Ã & ÞlÃ²Ï¨Ë ×Ð˲ūÆI qÂ"ÙÚË :(˲Â"ÅXÇÐ×ÐÇ5Á $)à $ÔÇÉÅ\Ï.Hà "AÇ $ ÎÇ£ÇÉÂÉÂÖË)ÙÜÅdÎqÙÚ× ÃqÅdÎËÝâ.ÁfÇ ÅdÍË 5Á $)ÃÝϨÇÉÅ«ÆÇÉÅf̧ÃÔÎÇ 5 I + ? ? + D + * A D + + + ,+ + >+ ) ? 5 + + ' ) "!$#%& 4&')("'+*-,/.102103546*-78'+39*:210;<-'>=@? )AB (C*("')DFEG B DF*780CHJILKM' BON ILKPE"G'-(Q,R')214S*,R'). B (Q* 2T0UWV/X3/GYZ*7/0+3 B GDF0'-4S[\7/0')2]O*^7/03/Y\39*`_ b a Ac)B *-3/Y\39*`_ 8a A GY\4T')2TY\39*`_ )a0 A 4SY\(QY\39*d_ 8aQ3/'HJILK e-7QP b9 mA;=9<>Ml[X@CeR9`GJIA; 9A> S Cm 9Wdv9be\9KoHP\@ 9gf:U IQoWP [LPR;5>M9<@ B5oWP gW>M9blA;LzKIA;XP oHP oHPR;L@Cz9AN AI!x RP Bh[LP eR9ABLI!d#I 9<E9<iC@CBX9AoHIK; BL@FE[Xl<[L@ e,I'U IQoWP GJIA;XEWPRe\P\;`[LIHoW9KB IAg gW>M9MoHP\i 9ABRdWoHP\U P\EoHP\E!oWI oHPyBhPRg9AiFmKIA;X@j[X>'I!x 6ih bI e\9KBhI2oHP g!> 9<E!9AiF@ BL9KoHIA; Bh@CE[Xl<[L@ e,I gWP GJIA;XEWP#N\9w[XIHoW9AB 9AB l<;XzAIK;LP#B5BL@FE[Xl<[L@ e\9KB oHP`gW>M9 eR9AHo PR@C9!d<9bUW;XIAS9<SW@CiF@ oW9KoHP oW9'e\9KoHP\@ 9 y9MBhIK>'9oW9KB UW;LIKS!9<S!@FiC@Co!9AoHP#B`oWP e\9Ao!9lA;LzKIA;XP BL@FE[=l[L@ e\9!x -! & . ( ) jlk ! ' B B .S*-GYFDZ* _ 9a 3/' N I K? N 0,/.102103546*-. *-2 ("')DFEG B DF*-2 7/0 HI KM0 N ILK*^4T.S* E2 7/0QG *-7/0YZ*-2 '). ( *-79*-2 ,R'). 02T2T*-2&D\04T.S*-2 ,R0.1(QY 4S0L* '-.T(Q*-DFY *-;<-'J7/0L2T0UbV8X3/GYZ*-2 /YF')D c Y\G *-2 B 4SY\DFY*-3/7/' * 4S0').TYF* 7/0 Q DFY\3 c)B * c 03/2 ').T(Q*-YF2? I 02T2S** R').T7/* c 0( A * DFY\3 c)B * c 0( 7/'HJILK`0L78' N ILK`E ').T(Q*-79*J,R'). B ( G')3 B 354S'7/0 G *-780YZ*^2 G B 1' *-D * 04S' EG')(", '-214S', 0DF')2 2T[\( '-DF')2 0 A .T02T,R0G4SY *-("0354T0-?9')Y Y\214T' U B 0 DFY\3 c)B * c 03/2 , 'b7/0( 210. 7/02TG.TY\4S*-2J,R'). c .T*- ( ^4SY\G *-2 A 0 U B 0 7/Y 0.T03W4T02JGDZ*-212T02 c .S*-(Q*^4TYFG *^YF2U B 0 ("'@7/0DZ*-( 78Y 0.10354S02GDF*-2T2102 7/0DFYF3 c)B * c 03/2? H B *-2,R0. c)B 3546*^2 * 2T0.T0 ( 0Y 46*-2 03546<^' 2T0.1YZ*-(] U B *^D GDF*-2T210 c .S*-(Q*^4SY\G *-D8E G*-,9* L7/0L7/021G.T0 0.&4S'b79**D\YF3 c)B * c 0( 7/' HI K 0L7/' N ILK JB 0L02 4S. B 4 B .T*-2 c 03/E4TYFG *^2 , 'b7/0( 2T0. (Q'b7/0DZ*-79*^2&G'-(MG *^79* 4SY\, ' 780 c .S*- ( ^4TYFG !* $K ,R0. 4SY\3/X3/GYZ* 7802T2T*-2U B 02 #4 "b02 3/0214S0Q4S.S* 9*-D 8':7/0 $0 2T0 *-' !' %104SY '+780C7/02T03 ')D YF("0354T'+7/0 B ( *^.TG * ' B ;' c 0.S*^D ' 2 'B & GYF03W4T0 ,9*-.T* , 0.T("Y\4SY\.&' B 21'Q7/0 -.1YF')24TYF,R')2 7/0 c .S*^( ( ^4TYFG*-2&U B 0, '-2T2S*^((Q'b7/0DZ*-. 'CHJILK 0' N I K? ) ) *,+.-0/21354768-9;:<9%35=>6819?3546@-9;AB=>CD:E/ 9F:G+IHJ3'47K747L8-CD-9 M ( B (C*>*-("[FDFYF*&7/0 2T0UWV/X3/GYF*-2 7/0 HJILKd' B N ILK A *-D c-B (C*^2 0214T. B 4 B .S*-22S<-' (C*^YF2G *-.T*-G4T0.1[F214TYN G *^2&U B 0J' B 4S.S*^2?PO 2T21' 7/0 & 3/0 B (Q*78YF214T.TY B YF;<-',/.T'!/*/YFD\[F2 4SYFG* 79*-2&210UWV/X3/GYF*-2 2T'!8.T0J*DFYF3 c)B * c 0( c 03.)Q ("YFG *@? M 2T2T* DFY\3 c)B * c 0( 3/<-' ELG')3'/0GYF79* A 3/0( 4S*-(", ' B G'*7/Y\214S.1Y B YF; <^'7/*-2&210UWV/X38GYZ*^2&2T'R /.10 0DZ*@?PS *-.T* (Q'b7/0DF*-. B (C*T *-("[FD\YZ* 7/0 2T0UWV/X3/GYZ*-2 A ,/.T04S03/7/0U 2T0.T0*-DFY *-. B (Q* c 03/0.S*-D\Y*-; <-' 7/0 G'-3R B 354S')2&YF3/G')(Q,8DF04T')2 7/00$8V 0(Q,8DF')2? K G.T07/Y\4S*-3/7/' U B 0J0212T02G')3R B 354S'-2 A *^2 *-("')214T.S*-2 A ,R')2T2 B 0( B (Q* 7/YF2 4S.1Y B Y\; <-'O2T0("0D9 *-354S0>7/* D\YF3 c-B * c 0( 7802TG')3./ 0GY\79* A 02T2S* 7/Y\214S.1Y B YF; <^' 2T0.# B 4SY\DFY *-79* ,9*-.T*C("'@7/0DZ*-. *-2J0214T. B 4 B .S*-2 (Q*-Y\2G *^.S*-G4S0.1[F2 4SYFG*-2? & W ')( * B 4SYFD\Y *-; <-'"7/0 c .T*-(^ 4SY\G *-2L02 4S'bGX- 2 4SYN G *^2 A EQ, ')212T[ 0D 02 4SY\(C*-. B (Q*:78YF214T.TY B YF;<-'7/0C,8.T'!9 */ YFD\YF79*-7802 2T'!8 .T0 *^2 ,/.1'@7 B ;Yb" 02 A *-2T21'@GYZ*-387/' ,/.1'!9 */ Y\DFY\79*-7/02 * 0DZ*^2? M 2T2S*3/'b; <-' ,R'b7/0 2T0.*-,/DFY\G *-7/* 39* ("'@7/0DZ* c 0( 7/0 U B *-DFU B 0. 02 4S. B 4 B .T*Z8 Y) D\' c YFG*8?[ (M0$@V 0( ,/D\' E * ("'@7/0DZ* c 0( 7/0 0214S. B 4 B .S*-2 2T0G B 387- .TYF*-2J7/0 N I K?<@\ 0.# ("')214T.S*-78'$*-YF3879*C3/0214S0G*-,/[\4 B DF' U B 0* c .T*-(^ 4SY\G * U B 07/021G.10 0 02T2T*-2L0214T. B 4 B .S*^2 ,R'@780210. *-(/ [ c)B * A , '-YF2L*-,9*-.10354S0(Q0354S0, 'b7/0U .TYF*-( 'bG').1.T0. - .TY\')2L7/'!/ .T*-(Q0354S')2L7/0 B (C*"(Q02T(Q*Q("')DFEG B DF*780 N I K A ,R').TE( *^D c)B 382 2T<-'C(Q*-YF2 ,/.1' 0YF2U B 0C' B 4S.T'-2?^] .S*^((^ 4TYFG*-2JDFY .T02 7/0"G'-3W4T0UbV 4S':02 4S'bGX- 2 4SYFG*-2, 'b7/0( ("'b7/0DF*-.J0212S* 78YF2 4S.1Y B YF; <^' 7/0 0214T. B 4 B .S*^2? _ B 4S.1'` 03')Q (Q03/'U B 0C,R'@7/0.TYF*210.7/021G.TY 4S':, '). c .T*-(( 4SYFG*-2 02 4S'bGX- 2 4SY\G *-22S<-' *-2( B 46*^;Yb" 02? _ ,/.1'@G0212T'+7/0"( B 4S*-; <^' c 03/E4SYFG* A ')3/7/0Q*-2 ( B 4S*-;Yb" 022S<-'G * B 2S*-7/*-2 ,R'). U B 0Y/ .T*-20Q.10 *-.1.S*-3R1 '-2 *-D\0 *^4a) .TY\')2 780 , 079*-;')2J7/' c 03/')(Q* A ,R'b7/0 210. YF2 4S' G')(Q' B ( ,8.T'bG0212T'02 4S'bGX- 2 4SY\G'/?b , '-2T2T[ 0D YF382T0.1YF. 0( B (Q* c .S*-(^ 4SY\G *$*-D c)B (Q*-2J,/.1'@7 B ;Yb" 02*-212T'bGYZ*^79*-2*^9 *-YN8V *-2 ,/.1'!9 *8 YFDFY\79*-7/02 A G')3./ 0GYc jXd 79*-2"G'-(Q' ,/.1'@7 B ;Y"b02C780:0.T.T' 3 B GD\0'-4T[F7/0'/? H02146* (Q*-3/0YF.S* A ("0D 8'). U B 0 '-2 *^,/.T02T0354S*-7/')2 , c 03/')(Q*8? ) ) A U B 0 (Q'b7/0DF*-( B (C* YF3/210.1; <-' A 7/0D\0;<-' ' B 2 B /214TY\4 B YF; <^' 7/0 B ( *-G.T078Y\46*2T0U B 0 c .S*-(^4SY\G *-2 02 4S'bGX-2 4SYFG*-2*-,/.10210354S0( B (M("'@780DF' '). c .S*- ( ^4SY\G *-2 3/<-'0214T'@GY-214TYFG *^2 ,9*-.S* G *^.S*-G4S0.1Y*-. *0214T. B 4 B .S*7/' *,+.-0/354768-9 +.:HDK7-P+.:<9 AB=>CD:E/ 95:G+ H 3547K74L@-CD-9 K GDZ*-212T0L7/0 c .S*-(^4TYFG *^2 .T0 c-B DZ*-.102 E *GDF*-2T210 c .S*-(Q*^4SY\G *-D@(C*^YF2 DFY\(QY 46*-7/* A 'bG B ,/*-3/7/'*B9*^2T0L79* /Y\0.S*^.TU B YZ*Q7/0 W /')("2 W /' ? K 2 DFYF3 c)B * c 03/2U B 0 ,R'b7/0( 2T0.(Q'b7/0DF*-79*-2 , '-.J0212T0 4SY\, 'Q7/0 c .T*-( ( 4SYFG* 2S<^'C*-U B 0DZ*-2 U B 0,R'@7/0(M210.L7/021G.TY 46*-2,R'). 0UV@,/.10212a"b02.10 c)B DZ*-.102? _ HI K 0 ' N I K 2S<-' G*-7/0YZ*-2JD\YF3/0*-.T027/0 3 B GDF0'-4S[\7/0'-2? H02T2S*^ ').1(C* A E ,R')2T21[ 0D 02TG.10 0. B (Q* c .S*- ( ^4TYFG * .10 c)B DZ*-.$U B 0 (Q'b7/0DF0>2 B * 2T0UWV/X3/GYZ*8?PK *-,/DFY\G *-;<-'7/0 c .S*^((^4TYFG*-2 .T0 c)B DF*-.T02 02 4S'bXG -2 4SY\G *-2 39*$("'@780DZ* c 0( 7/0 210UWV/X38GYZ*^B 2 /Y\')D c YFG*-2 021#4 2103/78':0214 B 79*-79*, '-. HJ*-3/Y\0D YF0YF.S* JYF0 5= P ? [L( 79*-2 *-,/D\YFG *^Y; "b02 ,R'@780.TYF* 2T0. * G *-.T*-G4T0.1Y *^; <-' 7/J 0 .T')354T0YF.T*-2 0354T.T0LUE V@')3/2 0[F354S.1')3/2 ? ) c B ] .T*- ( ^4SY\G *-2$.10 DF*-.T02:0214T'@YG -214TYFG *^2 ,R'@7/0( 2T0. YF2 46*-2G')("'dG*-7/0YZ*-27/0 *-. ^' 'bG B D 46*-2 j ? M 214S*-2 46*-T ( E( 4TX( 2TYF78'*-,/D\YFG *^79*-2"0( ,8.T!' /D\0(Q*-( 2 8YF')D c YFG')2G')("' A ,R').C$0 V@0(",/DF' A 7/0 YF780354SY & G *-;<-'7/0 c 03802 YFG A \5 ? "! #$ / 67*D4/2=;K748+.: % )'& )'( ) K74+*,HD--:E/ CD=/.10 ) : CD=3240 ) 5 *D= CD: 6@=9*03':;: 3'= H I K 2:0 N I K 2$, 'b7/0( 2T0.("'@780DZ*^7/')2 G')( c .T*-(( 4SYFG*-2C.10 c)B DZ*-.102?S ').TE( A 0212S* (Q'b7/0U J DZ* c 0( '-.T3/0G0 B (C* YF2T<-'"2TYF(",/D\YF214S* 7/0212S*-2 (Q'-DFEG B DZ*^2 G')("'2T0387/'CD\YF3/0*-.T02L0 B 3/Y\7/YF("0382TYF'-39*-YF2? KD c)B (Q*-2 ("')DFEG B DF*-2 A G')("' N ILK2 A *^,/.T02T0354S*-( 02 4S. B 4 B .T* 210G B 3/7-.1YZ*8? M 212S*0214T. B 4 B .S* 02 4 .T0DZ*R GY\')39*-7/*G')(M'",9*-,R0D<8YF')D c YFG' U B 0 7/02T0(",R03.9*^( \@0* 5= ? K 02 4S. B 4 B .T*$2T0G B 3/7 ^.TYZ* 780 B ( N I K G')3' 0.T0* 0DF0 B (Q*CG*-.S*-G4S0.T[F2 4SY\G *(/Y\7/YF("0382TYF'-39*-D ? _ 2 7/!' 8.S*-("0354S'-2 7802T2T* ("')DFEG B DF*2S<-'LG *^.S*-G4S0.1Y *-7/')2g,R').7/0,R0387/X3/GYZ*-2 0354T.T009*-2T02,/*-.T0*-79*-2? M 2T2T*-2 7/0, 03/7/X38GYZ*^2Q,R')2T2 B 0( 7/Y\214 -3/GYF*-2*-. /Y\4T#. -.1YZ*-2 A ' U B 039<-' , 'b7/02T0.Q7802TG.TY 4S' , '). c .T*- ( ^4SY\G *-2 ) c B A B B .T0 DF*-.T02? S').1E( * (C*^YF').1YZ* 7802T2T*-20214T. 4 .S*^2:,R'@780( 7/02TG.TY\4S*-2, '-. ] W&2? K DFE( 7/0212S* G *^,9*-GY\79*-7/0 7/0J("'@780DZ* c 0( A * -. ').10J7/0780.TY *-; <-' 7/0 B (Q*G*-7/0YF* 7/0 N ILK 2T0 c)B 3/7/' B (CT * ] W ,R'@7/0 7802TG.T0 0.J*0214T. B 4 B .S*2T0G B 3/.7 -.TYF*"7/02T2T*"G*-7/0YF*8? ] \ ?* \ B WB \@* XG \ c @c \@G < = > @? A BCED7FHGJIKFHL /N N ON M PQPRTSVUW>XZY[\W]Q^_UW>XX_`EUa^QYX'b Ydc7]Qe\f@ghY+W]QYia^QYdje\kYdXlc7UVmVeonc+gW]QYdX;YpW>`Uqc7UVmVeonc+gWi]_YdXlmVYpjiY+WYX+r j A a S c S u u S g a Y )c B S. *=b?H @] M 2 4S. B 4 B T. * 7/021G.1Y\46*,R'). BCED7FHGJIKFHL N * BNbB * N G c NWc G \ K 0 214S. B 4 B .S* A ("')214T.S*-79*39* &/c)B .S* =@? A EJ ').1(C*-7/**,9*-.14TYF. 7/0 B (Q*7/'!8.S*21YF(",/DF02 7/' N I K G * B 2T*-79*L, 0DZ*DFY c *-; <-' 780 2 B *-2 /*-2T02 G'-(Q,/D\0("03546*^.T02?K c .T*-(( 4SYFG* E B ( 0UV@0(",/D\' 7/0 ] W U B 0L(Q'b7/0DZ*02T2S* 02 4S. B 4 B .T*8? K`D\Y c *-;<-'J03W4T.T0L*-2P9*^2T02 G')(Q,8DF0("0354S*-.T02 E 7/021G.TY 46* ,R0DZ*^2 7/0, 03/7/X38GYZ*^2 0354S.T0')24S0.1(QY\39*-Y\2 7/0 G*-79* ,/.T'b7 B ;<-'/?K2T21YF( A U B *-3/7/' B (Q*J,/.1'@7 B ; <-' E 79*D '-.T(Q* \ ?* \ B 6A YF("@, "bU0 2T0 * 780,R03/7/X3/GYF*$0354S.100 ? _ .102 46*-354S079* 210UWV/X3/GYF*0354S.T0 02T2T*-29*-2T02 7/0 0 210. c 0.T*-7/'C,R'). B (Q*"3/' *C*^,/DFY\G *-;<-'7/'C39<^'Q4S0.T("YF39*^D \ A 0 *-212TY\( 2 B G02T21Y *-("0354S0 *^4SEU B 0 \$2T70 T*2 B /214TY\4 B [F7/',R'). G *-780YZ* G')354S0387/'C*^, 039*-2 4S0.T("YF39*-Y\2? *-;')2 4S*- ( RE( ,R'b7/0( 2T0.7/02TG.TY\4T')2 ,R'). ] W&2?K 0214T. B 4 B .S* 79* &9c)B .S* =@? +EG').3 /0GY\79* G'-(Q ' ! _ G * B D\0 0 DZ*-;'Wa? _ G* B D\0 2T0.1YZ* B (M4T.T0G 8'Q7/ 0 9*-2102LDFY c *-79*-2 A G')(Q'39* 0214S. B 4 B .S* A 0' DZ*-;' B ( 4T.T0G /' 7/` 0 9*-2T02 39<-' ,9*-.10 *-79*^2 A ').1(C*-387/'O*^2T2TY\( B ( ')D\2S<-' 7/` 0 9*-2T02 21')D\4S*-2 ? M 212S*-B2 9*-210239<-',9*-.T0*-79*-22S<^':7/02TG.TY\4S*-2 A 39* c .S*^(( ^4TYFG* #"%$'&)(+*-,/.. A ,R0DF*-2 ,/.T'b7 B ; "@02 0( U B 0*-,9*^.T0G0 *-,R039*^2 B ( 4S0.1(QY\39*-D0 B ( 39<-' 4T0.1(QY\39*-D3/' DF*-7/' 7/Y\.T0Y\4S' A G')(Q'Q, '-.JU0 V@0(",/D\' K *-K ? BCED7FHGJIKFHL A OM A A B o M K \ B#"%$'&)(+*-,/.0. I ] M *?\ B/NWB \@* N GX\ cON@c \@G N K N *-K* N *^K G N *^K cON GKJ* N GK G N GK 4B NWc KJ* WN c K c;WN c K B3NbB K B/NWB K G NWB K c N * WN c N G NWB3N M *-K N GK WN c K WN B K N N * WN c N G WN B3N j I S a c c S a c g S g u u S u S a S A A c c u Y )c B S. *=b?\8] M 2 4S. B 4 B T. *Q7/0 DZ*^;' 7/02TG.1Y\4S*",R'). B " $'&)(+*-, .. I H$ K &9c-B .S*C=@? (Q'-214S.T*Q.T*-(QY & G *^;Y"b0239*C0214S. B 4 B .S*C210G B 3/7-.1YZ*Q78' N ILK ? M T2 2T*-2J02 4S. B 4 B .T*-2J2T<-' 7/02TG.1Y\4S*-239* c .S*-(^4TYFG * ^* 4S.T* E279*,/.T'b7 B ;<-' \ \'\ ? \ B GD7L C M B G D+L'C ] M \.\ N *?\ B3NWB \8* N G \ c Nbc \bG N N * BNbB * N G c NWc G S a u S a S S u S u u a u g g S S S a u S S a S a a c c u S c g Y -c B S. *=@?\$@] M 214T. B 4 B S. *7/0 .S*^(QY & G *-;<-' 7/02TG.1Y\4S*",R'). j $ B GD+L C W&')("'>.S*-("Y & G*-;Y"b022S<-'>0214T. B 4 B .S*-2 G')( B 382 0( N ILK2 A * c .T*-(^4SY\G * G'-(Q' B (Q* 79*-2 c .T*-(( 4SYFG*-27/'-24T02 4S02L7/02TG.1Y\4T')23/'G *-,/[ 4 B D\' 8? B GD7L C ')Y B 4SY\DFY*-79* W*-79* N I K *-,8.T02103546* B (Q*J02 4S. B 4 B .T* 2T0G B 3/7^.TYZ* 02T,R0G[ & G *@? I ' 0354S*-354S' A '!5 2T0. *-3/78'C*-,R03/*-2 2 B *2T0UWV/X3/GYZ*DFY\3/0 *-. A E ,R')2T21[ 0Dg3/'-4S*-. -.TYF*-2,R')2T21Y/Y\DFY\79*-7/02&7/0 7/'!8.S*-("0354S'-2 7/YN 0.T0354S02? M 2T2T*"G*-.S*^G4S0.T[\214SY\G * ,R'@7/0 210.L7/021G.TY 46*, '-. c .S*-(^4TYFG *^2 *-(/[ c)B *-2 A 2T0 c)B 3/78' *-2U B *-Y\2 B (Q* ("02T(Q* G*-7/0YF* ,R'@7/0J*-,/.T02T03W4S*-. 7/NY 0.T0354S02&7/0.1Y *-;Y"b02 A ( B 79*-3/7/'*').T7/0(M0(PU B 0 *-2&,/.T' 7 B ; "@02 2T<-' B 4SY\DFY *-79*-2? 70 T* '$0 V80(Q,8DF' 79* c .S*- ( ^4TYFG * 0 7/* G*-7/0YZ*# "U B 0L, '-2T2 B Y 7 B *^2 7/Y 0.T03W4T02 7/0.TY *^Y; "b02 A '-.TY c YF39*-387/':7 B *-2 ,R')2T21[ 0YF2 0214T. B 4 B .S*-2 2T0G B 3/7 ^.TYZ*^2 (Q')2 4S.T*-79*-239* &9c)B .S*"=@? 8] B GD7L C H0.1Y *-;<-' j ] \ M M \.\ M %\ .\ M \ M F\ H0.1Y *-;<-'Q=@] \ M M %\ M 5\ M \ S S g a c u g S S g c S S u u S S S c a a g u a c Y )c B S. *J=@?@]`02TU B 0.179* * 0214S. B 4 B .S* 2T0G B 3/7.-.TYF* 210 c)B 3/7/'* 780.TY *-; <-' j ?`7/Y\.T0Y 46*J* *J0214S. B 4 B S. * 2T0G B 387- .TYF*"210 c)B 3/7/'Q*780.TY *-; <-'Q=@? j a g c a g c Y -c B S. *=@?o8] H0, 03/7/X3/GYF*-2 G. B *-79*-2L7/0 B (Q* .T0, 04SYF;<-' %)'& ) & ) K747* HD--:E/ C = .10 ) : CD= 2 0 ) 5 95:* 9 68:<KZ-=268=-* 35:;:35= \@0 *^.TDF2 \@0*=5 = A \8H k8A \@0*=$ A \@0 * =>*-,/.T02T03W4S* *-YF3/7/*:' B 4T.S*-2 0214T. B 4 B .S*^2 ,/.T02T0354T0239* D\YF35 c)B * c 0( 78')2-GY\7/')2 3 B GD\0Y\G')2 A G')("'$,/2T0 B 7/' 3.)2 A U B 0"YF3/7/Y\G *-( U B 0"02T2T*D\YF3 c-B * c 0( 7/0 *,R0.7 4S03/G0.* B (Q* GDF*-2T210*^YF3/79* (Q*-Y\').&U B 0* 79*-2 ]A W&2? _ /2T0. *-3/7/'C*-2 &9c)B .T*-2=@?\ *Q=@? j)j 38'-46*-("')2 U B 0*-2.T0DZ*-; "@02L7807/0, 03/7/X3/GYF*"03W4T.T0*-2 9*-2T02 79*-2 210UWV/X38GYZ*^27/0 B (Q* .T0, 04SYF;<-'0"780 B ( ,/2T0 B 7/' 3.O_U B *-3/78' 0214TYFG*-7/' a2T0G. B *-( A 2T03/7/' ,R'). Y\2T21' G 9*-(Q*-79*^2 7/0- \@0*=$> ? H0, 03/7/X3/GYF*-2G. B *^79*-2&3/<-' ,R'@780( 2T0. 7/02TG.1Y\4S*-2, '). ] A W&2 A 0 2TY\(M,R'). c .T*-(( 4SYFG*-22103/21[ 0YF2 *-'G')354T0UVb4S' \b0 *=5 = ? g c a c u g u g a c u a Y )c B S. *=b? j @] M 2 4S. B 4 B T. *"780 B (,/2T0 B 7/' 3. [ ( ,/.1'!/D\0(Q* A ,R').1E( A U B 0:03 ')D 0 *-2 ]\.W&2"EU B 0 ' ,/.T'!8DF0(Q*>7/0:*-3-D\YF2T0$21YF354 4SYFG*>7/0 DFY\3 c)B * c 03/22T03/2T[ 0Y\2*-'+G')354S0UVb4T' E IDS G')(Q,8DF04T'/? W&')("'+0212S*>GDF*-2T210 7/0$D\YF3 c)B * c 0382E ( B Y\4T' G'-(Q,/D\0U8V * A @\ 0 *^.TDF27/0 03/7/0 U B 0 * D\YF3 c)B * c 0( 7/'JHJILK 0 7/' N I K , 'b7/0&,R0. 4S03/G0. * B (Q*GDZ*^2T2T0 YF35 4S0.T("07/Y- .TYF*8?@\ 0 B 2 4T.S*9 *^D/ ')24SX( 2T0L7/YF.1Y c Y\7/'J*-' 0214 B 7/'780 B (C* GDF*-2T2107/0 c .S*-(^4TYFG *^2 A G /*-(C*^79* ) - - ) @\ 0*= k8A 8\ H k8A \@0 *==$> ?JS ').TE( A 39*", 02TU B YF2T*Q.10 *-D\Y *^79*"380214T0 j g a c u g u g u c a c a Y )c B S. *=@? j)j ] H 0,R03/7/X3/GYF*-2G. B *-79*-27/0 B (M,/2T0 B 7/' 3. 02 4SYFG*-7/' 4S.T*9*-D/' A 39<-' ')Y803/G'-3W4T.S*-7/* 3803. B (Q* * ,9*-. 4SYF. 87 0210UWV/X3/GYF*-2 780 4T.T0YF39*-("0354T' A U g: , B /D\YFG *^; <-' 21'!/.T0 G')("' FY 3' 0.TYF.0212T0 4SY\, 'J780 c .S*-(^4TYFG * B 0E '"Y\354S0.10212T07/02 4S0 4SS. *9*-D8'/? _ ,/.1'!/D\0(Q* 7/0 G DZ*^2T2TY & G *^; <-' 4T.S*^4S*-7/'3/02 4S0 4S.T*9*-D/' ,R'@7/0 210..T0,/.T02T03W4S*-7/'Q*^4S.T* E2L7/0 B ( ! - - ! B )= ? [L( GDZ*-212TY & G *-78').9*)02TYF*-3/'>E B ( ,/.T'bG07/YF("0354T'>U B 0$.T0G0YR0 B (Q*Q03W4T.S*-7/* 0 GDF*-2T21Y & G*R *"2T0 c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bG').1.T0.? K212 B ("0U 2T0 U B 04,.5* N 10 04,./0 2S<^' G')3.8 0GY\79*-2? S *^.S*GDZ*^2T2TY & G *^. B (C*$03W4T.S*-7/* A ':GDZ*-212TY & G *-7/'-. 9 *)021YZ*-38' B 4TYFD\Y *$* - - 76- -8 ! A U B 0E-] *:9; F <>= ,./ F 0?,.5* NF 0@A,./10?,.5* N 10 BDCFEGC HJIGKLI MN#"%$&$&$'"( _ B 2T0 T* A B Q ( *0354S.T*-79* EGDZ*^2T2TY & G *^79*CG'-(Q'", 0.14T03/G0354S0OZ*-(Q[\DFYF*P F T2 0 A 7/03W4T.T04S'b79*-2J*^2 P b YdX e\X_gq^_Ydg oe dgimg WYdX']QYp]_^_g >g U Uie >giX'Ygmg Ydh >XQcdgXb Y Hg JW]_Y+^_WY7] Y9Y+h ^QY Y+^ +W>c+e\giX e oe\Uji^ Enc+giX mVY-g^']_eojiUiX;X'U ^QY#U ] ibeHc7UbYX eHX_gmVUr = 5Q?R TS7U V XW dY fe Y 1VXZ [ fS7U \Y ]Y^U JV `_ J[ Ta 3Y XYbV Tc probabilidades *-("[FD\YZ*-2 A F E* U B 0 *^,/.T02T0354S*C* (C*^YF'). ,/.T'!/*/YFD\YF79*^7/0J7/0 G'-3W4T0.2? M 2T2S*7/0GYF2T<-' E YFD B 214T.S*-7/* 39* &9c)B .T*=@? j = A U B 0 G')3/2TY\7/0.T* 4S.TX2*-("[FDFYF*-2?W*-7/**^(Q[\DFYZ* ').13/0G0 B (Q* G B . * 780&,/.1'!9*/Y\DFY\79*-7/0 79*^2 2T0UWV/X3/GYZ*-2?W*-79* 2T0UWV/X3/GYF*J2T0.# GDZ*-212TY & G *-7/* 2T0 c)B 3/78' * G B . * U B 0*^4SY\3 c 0J2 B * (C*^YF'). ,/.T'9 */Y\DFYF7/*-7/0-?K212TYF(M* 2T0UWV/X3/GYF* F E GDZ*-212TY & G *-7/*G')("' , 0.14T03/G0354S0PO *-("[FD\YZ* 0* 2T0UWV/X3/GYF* E GDF*-2T21Y & G*-79* G'-(Q',R0.14T03/G0354S0 O*-(Q[\DFYF*4 ? x_i x_k sequencias ϖ1 ϖ2 ϖ3 Y c)B .T* =@? j =@]0W B . *-2 780,8.T'!9*/YFD\YF79*-780 P$ % $ $ _ 'F104TY ' 7/' 21YF2 4S0(Q*J7/02T03 ')D YF78'380214T04S.T*9*-D/'JE c 0.S*-. GDZ*-212TY & G *-78').T029*)02TYZ*^3/')2 ,R0DF'-2 U B *-Y\2*^2 *-("[FD\YZ*-2RG'-3/2TY\7/0.T*-79*-2 2T0 T*-( .T0,/.T02T0354S*-79*-2, '). c .T*-(^4SY\G *-2 0214T'@GY-214TYFG *^2? K G')3/214T. B ;<-' 7/02T2T0$GDZ*-212TY & G *-78').03 ')D 0 B (Q* *^2T0C780$*-,/.103/7/Y *-78' 79*-2 c .S*^((^4TYFG*-2 0214T'@GY^4SY\G *-2? S*-.S*:YF2T21' 2T0.S<-' B 4TYFDFY *-7/*-2C4SEG3/Y\G *-27/0 YF3' 0.TX3/GYF* c .S*-(Q*^4SY\G *-D A U B 0 7/07 B 0( B (Q* c .S*-(^4SY\G ** ,9*-. 4SYF. 7/0 B ( G')3 B 354S' 7/0$0U@V 0(Q,/D\')2? S *^.S*>G *-7/* c .S*-(^ 4SY\G *:*-,/.T03/7/Y\79*+2T0.# c 0.T*-7/' B ( *-39*-D\YF2T*-7/'). 2TY\354 ^ 4TYFG' 0214T'@GY- 214TYFG' A G')("' ("')214T.S* * 9& c)B .S*"=@? jlk ? M 214T0*^39*-DFY\2S*-78').&*^2T2T'bGYF*-.# * G*-79* 2T0U B X3/GYZ* B ( *^DF'). 7/0L,/.1'!9 */ Y\DFY\79*-7/02,.5 N B F 0 A ' B 2T0 T * * ,/.T'9 */ Y\DFYF7/*-7/079* 2T0UWV/X3/GYZ* $2T0. c 0.S*-7/*,R0DF* = j BF c T. *-(( 4SYFG* ? H0212S*D ').1(C* A G*-79* c .T*-(^4SY\G *0214T'@GY-214TYFG*, 'b7/0 2T0. YF214S*G'-(Q' B (C*L7/YF2 4S.1Y B Y\; <-' 7/0,/.T'9*/Y\DFYF7/*-7/023/' 7/')("[F3/Y\'>7/02T0UWV/X3/GYF*-2? _ GDF*-2T21Y & G*-7/'). B 4TYFD\Y *>')2 *-DF'-.T02 ').13/0GYF7/'-2 ,R0DF'-2J*-39*^DFYF2T*-7/').102 ,9*-.S* 7804S0.T("YF39*^. U B *-D * c .S*^((^4TYFG*QU B 0 ("0D8'). .10,/.102103546* B (Q*C2T0UbV8X3/GYZ* A9B 4TYFDFY *-387/' * .T0 c .S*7/0 7/0GYF2T<-'7/0 * )02? Amostra 1 Amostra 2 Analisador de Ge1 Analisador de Ge2 Aprendizado gramatical ... Amostra n ... Analisador de Gen Gerador de classificadores Classificador Y )c B S. *=@? jlk ]0] 0.T*-3/7/'GDF*-2T21Y & G*-7/').102 M ( 3/')212T'G')354S0UVb4T' (Q*-YF2,/.T' 0YF2 U B 0$*-2 ,/.1' 0YF2? S ').14S*-354S' A * *:9 BF <>= ,.5* A R, ').1E( 7/0(Q*-YF2? .10 c .T*"7/0 NB F A 93 <-'O4T0("')2 YF35 ').T(Q*-;Y"b02",9*-.T*O7/0 & 3/YF.CU B *-YF2 c .S*-(^4TYFG *^2Q2T<-' S'-. YF212T'+G')3/2TY\7/0.T*-.T0(Q'-2 U B 0*-2 c .S*-(^4SY\G *-22S<^'>Y c)B *^DF("0354S0 7/0GY\2S<-',R'@7/0 210.2TY\(Q,/D\Y & G*-79* ,/*-.S*8] 0@A,./* NB 10 B CLEGC HJI^KLI 8N"%$'$&$&"( _ B T2 07T* 2T07T* A *2T0UbV8X3/GYZ* V EGDF*-2T21Y & G*-79* G')("'J2T03/7/' c 0.S*-79* , 0DZ* c .T*-(^4SY\G *U B 0(C*V8Y\(QY * * ,/.T'9 */Y\DFYF7/*-7/04,.5 N B F 0? =)= !"#"$ &%' )( I '+G*-,/[ 4 B D\'+=@? = '-Y Y\214S':U B 0$*-,/.103/78Y *^7/' G')(Q, B 46*-GYF')3/*-D , 'b7/0Q2T0. B 4SY\DFY *-7/',9*^.S* c 0.S*^. GDF*-2T21Y & G*-7/').1027/0 2T0UbV8X3/GYZ*-2 *L,9*^.14SY\.g7/0 0UV@0(",/DF'-2 780 G*-79*J*-(Q[\DFYF*8?G9')Y Y\214S'46*^( E( U B 0 02T2T*-2 *-("[FD\YZ*-2 ,R'@7/0( 210. G*-.S*-G4S0.TY*-79*-2 , '). c .S*-(^4TYFG *^2? N 0214S*+2S*R0.* c ').S*:2T0$0212S*-2 c .T*-(^4SY\G *-2 ,R'@7/0( 2T0.&*-,8.T0387/YF79*^2 A Y\2S*-387/' 2 B * B 4TYFD\Y *^; <-' 39* c 0.T*-; <^'7/'-2 GDZ*-212TY & G *-7/'-.T02? K & ( 7/0 4T03546*^. .T02T,R')3/7/0.&02T2S*, 0. c)B 3W4S* A 0214T0 G*-,/[ 4 B D\' 4T.S*^4S** 4S0').TYF* U B 002 4 B 7/*,/.1'@G02T21')2&780*-,8.T0387/Y*-7/'7/0 c .T*-( ( 4SYFG*-2 A G')'3 /0GYF79* G'-(Q' +* ? S'b7/U0 2T07/0 & 3/YF. YF'3 0.TX38GYZ* c .S*-(Q*^4TYFG *^D G')("'>2T0387/' B ( ,/.1!' /D\0(Q*:7/0*-,8.T0387/Y *-7/'>7/0$D\YF53 c)B * c 03/> 2 ').1(C*^YF2* ,9*-. 4SYF. 780$0 V80(Q,8DF')27/0 G *^7/0YF*-27/0212S*-2 DFYF3 c)B * c 03/2 A ,9*-.S*'U B *-D'Q02T,9*^;'"7/0 /Y\@, -4T02102E B (C * *-("[FD\YZ* 7/0 c .S*^( ( ^4TYFG*-2? K 2T0; <-'C=@? d ? d ("')2 4S.S*U B 0* D\YF3 c)B * c 0( 7/'HI K 0 7/' N I K E 2T03/2T[ 0D*^' G')354S$0 Vb4S'/0 ? S'-.TE( 39<-' ').S*-( 03/G')354T.S*-7/'-2 4S.S* 9*-D 8')2 , B /DFY\G *-7/'-23/02T210 *^2T2 B 3W4T' 7 B .T*-354S0 *J,R021U B YF2S*J.10 *-D\Y *-79* 380214T0 4S.T* 9*-D /'/? :021(Q'U B 0 ')212T0LYF(",/DF0(Q03W4S*-7/' B ( *-D c ').1Y\4S("'J0 & GY\0354S0 7/0 Y\'3 0.1X3/GYZ* 7/D 0 ]B\.W&2 A 3/<-' 2T0.TYF* , '-2T2T[ 0D YF(",/DF0(Q03546*-. B (Q* *-39*^DFYF2T*-7/'). 21YF354 ^4TYFG' 0 & GYF03W4T0 ,9*-.T* * c .T*-( ( 4SYFG*Y\'3 0.1YF79* A ,R')YF2 **-3 -D\YF210J2TY\3W#4 ^4SY\G * 7/0 D\YF3 c)B * c 03822T03/2T[ 0Y\2*^' G')354S$0 Vb4S'CE B (,/.T' /DF0(C* I S G')(",/D\04S' J K [ -= ? K39*^DFYF2T*-7/').102 21YF354 4SYFG')2 7/0 c .S*- ( ^4SY\G *-2 DFY .102 780 G')354S$0 Vb4S'L2S<-'7/0 ').17/0( , '-DFYF38')(QYF*-D ? ] .S*- ( ^4TYN G *^2 DFY .T02:7/0OG')354S$0 V@4T'`39<-' 2T<-' G*-,9* 02+7/0 7/021G.10 0.>4S'b79*-2:*-2 0214S. B 4 B .S*-2+210G B 3/7 -.1YZ*-2 7/' c 03/')(Q*8? , 'b79* YF* A ,R'@780 2T0. 7/02170 a 0D ("'b7/0DF*-.J*-,R03/*-2 ,9*-. 4S0 7/02T2T*D\YF3 c)B * c 0( ? [ ( !' F104SY ' ,R'@7/0210. A , '-.$0 V@0(",/DF' A G *^.S*-G4S0.1Y *-. 7/Y 0.T0354T0 2 *-(Q[\DFYF*-27/0 N I K2? W&')("' *^ 2 ] W&2Y\(Q, "@0( B (Q*C02 4S. B 4 B .T*$2TYF35#4 ^4SY\G *C21!' /.T0 *-2 2T0UbV8X3/GYZ*-2 A E , ')212T[ 0D B 4SY\DFY *-.0212S*-2 0214S. B 4 B .S*-2 ,9*-.T*C7/02TG7. 0 0.02 4S. B 4 B .T*-2L2T0G B 3/7 ^.TYZ*^2 7/0212T02 N ILK2 0 ("'@7/0DZ*-. ' .T02146*^3W4T07/*210UWV/X3/GYF*"210( * 7/02TG.1YF;<-' 79*-20214S. B 4 B .S*-2 A *^, 039*-2G')(P79*-7/'-2L0214S*^4S[\214SY\G')2? # A P ZW>g oeHX_gmVUi^QYX;XQe\Wi] K]_e\c+UiXmVY#j^ gEh E]QeHc+gX;^_Y+j \g^QYX+ag /.+h4mVYpbU oe\WUih eHgEeHXdaXQ`U \eoW>YdgE^_YdXdr R V c 2c dUbV 1V =k dV V $ > _ '!F104TY '7/02 4S0 4T.S*9*^D/' E ' 7/02T03 ')D Y\(Q03W4T'7/0 B ( *-.1G *R' B ;' c 038E.TY\G' 780 c 0.S*-;<-' 7/0 GDZ*-212TY & G *-78').T02? S ').J0212T0 ("'-4SY ' B 2TG' B 2T0 G'-3/2TY\7/0.T*-.J' ,/.1'!/D\0(Q*Q7/0 Y\3' 0.1X3/GYZ*"79* GDF*-2T210 c .T*-(C* 4SYFG*-D (Q*-Y\2 c 0.T*-D , '-2T2T[ 0D YF2T*-3/7/':*G *-.T*-G4T0.TY *-;<-'79*-2*-(Q[\DFYF*-27/0"2T0UWV/X3/GYZ*-2B/YF'-D c Yc G *^2?:H0212S* (Q*-3/0YF.S*,/.104S03/7/0$ 2T0 YF*/ Y\DFY *-. * B 4SYFD\Y *-; <-'$780CGDF*-2T2102 c .S*-(Q*^4SY\G *-Y\2J(Q*-YF2 2TY\(Q,8DF02 *-,/.1' 0Y 46*-387/'$*C("021(C*C0214T. B 4 B .S* 7/' *-.TG* ' B ;'/?DS ').G * B 2T* 79*CY\3 YF*/ YFD\YF79*^7/0 7/' B 21'$7/0 *-3/*-DN YF2T*-7/').102 2103/21[ 0YF2 *^'JG')354T0UbV 4S' 079* G *-.T*-G4T0.T[\214TYFG * 0214T'@GY- 214TYFG*J7/' HJILK`07/' N I K _ 2T0; <-'=@? d ? j a A '),84S*-("')2 ,R'). DFY\(QY 46*-. 02T2T* , 02TU B YF2T* 7/0 YF3' 0.TX38GYZ** c .T*-(( 4SYFG*-2 DFY .T02 7/0G')354S0$@V 4T' 02 4S'bGX- 2 4SYFG*-2? M 214S0 G *-,/[ 4 B D\'"*-,/.T02T03W4S*(/ .10 0(Q0354S0*-D c)B 3/2L*-21, 0G4S'-27/'Q,/.T'!8 DF0(Q*7/0 Y\3' 0.1X3/GYZ* c .S*-(Q*^4TYN G *^D ?@\ <-'0DF02]JY\7/0354TY & G*-; <-'$38'D\YF("Y\4T0 A (QE4S'b7/')2 7/0 B 2TG *0 02 4S.T*^4SE c YZ*-2 780 YF3' 0.TX38GYZ*@? M 2T2102 *-21, 0G4S'-2 ').T*-( B 4SY\DFY *-7/'-2 ,9*-.S* DFY\(QY 46*-. * 02TG'-D9 * 0 YF(",/D\0("03546*-;<-' 7/')2"7/')Y\2C*-D c ').1Y\4S("')27/0 YF35 0.TX3/GYF** 2T0.T0( B 4SYFD\Y *-7/')2 3/* * *-DFYF*-; <-' ,8.T0D\YF("YF39*^. 79**-,/DFY\G *-;<-' 7/0D ] A&W 2 39*G')3/2 4S. B ; <-'7/0 GDF*-2T21Y & G*-7/').1027/0 2T0UWV/X3/GYZ*-2 / Y\')D c YFG *^2? 1 H!!"#CY%$'&TX$'Y()* c +TY-,./)102\Y%'34#506780+!93:4;< '1Y!,=T!Y >.> & $ ? U $ c +T-Y ,./@ $'A072$V'9:BC,.D$'+$E,. 0%9:F7 %Y $'&TX $'%Y G]F+! %Y $E,.6H'D ]F+ 7F'TY-,.=1Y%A7.47' 7"- +Ib6- =$V G _ 'TY-,.=TY%JK7.47L Y%$M,TY & '93:4L$\Y%"Y!,<'+$0TY%.N?'006F&Y!$'&1X$'Y(N'+/L 6H'0062B4,.$'Y(4%/$E,.LY%$ & $/Y!,G N K 00"@O8Y%0P+$/Y/Y%\Y%74ALQ$MR/6 Y%$ & $/Y!,O$VH !+0CLSFY!$ c 7 c UTV+$4;O'7 Y!$06,.$E,. F ;HQ$VH/%>= & +$'Y!>S c .4 ,TY%'3 F =Y%$5& TY!7@B%W c TY!,"OX1G M 0Y,.0DUVH/!+0KP?U0K,H0KP+0TY-,SY +0_Z06$E,[493:>P+07 Y!,TY 5aK#'+$E,.,[4B =\UVH"!+0$ c 4,SY +0_Z40$E,.93:"'+/!,[)aG _ '1Y!,[email protected] W?'00O=UM7$;4@+ 0]^,."P & $/Y-,.;?0 c .4(4 ,TY%'0 Y%$'& TY!70`_ 4;?_ [a ;?_ [a 3;PG!G-G<0: ,.?70&Y c 7^Y%0K 4GcbJ06,F'306;7O\Y%$ c 7 c QTV=/Y-,[O06Y!$E,TY & 'Y d$2FY%"Y!,B%2 c +1Y!,./ X1G M B.1'TY!,=1Y%1 Y%$E,SY & '39:8$8\Y%"Y!,/'+$01Y%*6H'006 Y%$ & $8Y!,. _e*P+Y%006 Y%/4,SY!'X ia;%S=">/Y-,.),SY!FYf78 FY%9Y"?0F,. +TY!'30806'006g"'+/!UV@Y%74 /=,.?+0@"Y%$5& TX$'Y% \ +hH;\ $H;jiN$ c EhH;lk] j mG"iU$H9:)"'+/%$Vn!7206,##(R X giX'b Ydc7]QUX mVYc7^_eo] .+^_e\U mVY b>gE^ gmg Y9h .7]_UmUiXmVY >XQcdg g b oeHc+gh XQY9gq]_UVmg,g E^_Ydg mY9e\W Y+^ +W>c+e\g,e\W>m V]_eofKgr YX ] gX'Y +`EUqc+UW>XQe\mY+^ gEhUiX;gEb Y+W>giXlUb^QU \Y+hqg mYpeoW Yd^ dW>c7eHg j^ gEhqgK]_e\cdg r q Q.o Y^U r dYbV >[ h fa bV Cp c d 1V >[ Ta >U 'n!+$7O'+Q>,."P c & 0Y,.2P!2"=,.?>$7>n!$E,.n '3493:2LS>!n%$ 0.:4"'n!,[4+0 c $0A60!,[4+0 7063+0N$006W'n-,.=6n%G > f c 7 c #G bN06,.@' ,% [N - - "PH"0O$E,$n!8'+"#0$ &"),n%!n3477.)$'+$E,. +.4(4 ,n%'"0747)$E,.6#f079fZ0'G \ Mn7. \ = `'n-,[*+n!0/=,.?+0L n%$5& $'n%+ ."4,n%'34 $M/.493:@'+$06,.693:4G "! $# &%(' *) W +$0n%0Y,.K ,/n%$ SJ$M/.493:0679F 06'3;E>0 ;+"N$?".9: C ++.4(4 ,n%'0`O+ $n%@'+$0n!G iL + 0D'+$0Y,.693:ONS$M/.493:;?n%$n%'n%-, 06L/e. 0N$ !n%06JW/+0Y,..@,.6n%$"$E,.G i '7UVH/%W$74%n%0@7/+06,.; 00+ ( ,.n%'0<n!$'+$0n%0Y,.$M,0K'+^WUVH/%0.:4W%n%/n%$70G iA,.=6"n!$@7$ !n%00 $V"%+0;P,H740L0++ .4(4 ,n%'0A06,[4$M,02&1 '306*UVHn!06,[/S4n%04M3 O"A5 0.:"'3$n%7 ,[0 O 60P+0Y,[878n!$6&. 7 $'n(G N [ "1%0O=S0'+ n%71068+$g9 '6n!,.=n!G M 006f'n-,.=n% PH06 7 063;7B+$V"%;7$$MR/6"6H9Y?" 0; +)0n!"%06"$E,.F$706'+7 !34,a+ n%O@"2%0G _ + .$A %S0060D49+ +6n!,"+0 =:e. 0$?".9:@@09J06'3;$M3 J= ,n%n!'3/$E,.A$VHB+$$'n( i \ (> ; mGS +K006L/,.n=+< ;M>+ +6n!,./+0?M3 J,n%%n>3@ 060L/=,H $7:42&. .Q'+$E,."(0A$0Y,[B0M 3 n%0G BA DC #-!D%(' *) M 006F"=,.?;>n%$< =0AF%n%/n%$E+ .4(4 ,n%'0Kn!$'$0n!06,.$E,.0AFSW$M/.493:;H'+$ , 0Y,.a nBF+ .4(4 ,n%'0677W'+ 7 40L$0K'n(0]7O4"+0Y,.G<bJ+"%/$E,;E+0K9 +n-,7, /+0L'+$0Y,.H,.n> < +0F0.:4*B%n%$+"n%n%0G S +0062",n>< ;l*P07M3 n%0*9 +n-,./+0*0 n!"!/$E,[4+0D$06,@,. 2'$E,.6+G, 0$060O/=,HG H d 6 \ 9P F JI F 43 K4 DL Q SR >< MON $V =T Mn .A/+06,. ?C'%006K740 . 4,.n!'30l%n ?60]'+$E,. ?,.L$:NP?c0 n%$E,.n 7'3 =< \H >ZG , $7-, 0O$'00Rn!*$E,.:;l.Sn!$6.&6n%060.0U.SR4,.n!'30;70.4F9S206,.4,.=V+n(S3?>06,.6n%$-W/060. ,."PfB+!n%$"n%j7Y,.n%L0n%/!0/$E,>2"60$E,[9:#P+06n!,.n 4 = h 3Mf$7:4gH,.n%!n9@P$70" 60$E,[9: P+06n!,.n=<4G;\H.: 60$E,[740S0V+n! >+"0S06,.4,.=V+ n(4060$E,[740)P+ \H Mn9P7 \H H;J\ =$>,n%!n9@3470S$+0?'006+0 n!$6.&7 $'n( ] ACW 0G M 00.40)06,.4,=8+n%0S$7:4 0.: >H,.7/$E,8UVH'!0n=<40;JB?$ 0 ' P n%$70A$72n!"!/$E,[493:> 9 +n-,./G '%006f+ ( ( ) H : 67K747= C & & iL$ %n!$ iN$ &R : = 6@HDK7=9 G. "?!8fn%$ & $'n%;`'$'n%g'" D'+$06n%+V 9P bN06,S/H%; #fn%06B$n n!%n!7W" - ; @ 1 S$M,n%74"'7 //0P+$WP , G +$E,.014 49++6n!," n!$6.&7$'n(G M 000)B+$E,.0#$+"%/$E,80.: g+n!0*,.n%P+0V n%$'%0.:2+)@83Mn=4 < 9$'n%G bN2'0 - 76- ;=F72>+R'!>">'3n(HG M %60P+$ 0n% 06 %/&. + .WP(/+ R ,.n%'F06'+$'n!7;H+ $: '306>'+$E, R 6n%GL060..&+6SF(P,=, 06 UVH"!+0AP+0n-,.n>< +0A@$8+4,.n=+< +0G bN '0 - - ;C=17 + 4R '! "n%,.01 + R ,.n%'G M %60P+$ 0n% 0f( &. +2V3?n>4< %$E,. O + .44R ,n%'106'+$'n%7G DW 06 '+$E,.R n!;`! 0P+$ $7: &. +6$'> '+$E,.-, $VH/%;P+806 W ;B""'34n%SB6,$'$E,.OSn>&. 6$9 0n!"=,.6n%'3O$E,f8%n!$&+ 7 + + .8B( + S4R ,.n!'3n%P,.=,.n!'3#*8%n%$6+ 7 + + 78P% +R ,.n%'O0'$'n%7HG iL>+ +n-,./+04M3 >,n%%n>3@ 06,.*0Y,.. ,.=8 n(SPH 0F$'+$E,..4+0 \ , \ ! = \ mG bNV$M,.$E,.;L$7: V R '+/V0068+.)Vn%06B+$n9P n!%n%) +R '%V$V"n% P n!+ + n%'G S 006S/,.n=+< &. +n`0'346,[47#f,n%%n>3@ 9:$06,.,. 7P f"9+ n!,"0+M3 ",.n!%n9@ 0Y,[ 0Y,.4,.=V+ n(G ( ( % * "!#$* %'&)(*(,+ (.-.&/10 !2!;:3!54,+7698;:!:<-=>3-.>?(;&9: A V< A@ B AC@$ > < >< . >@ j ?n< +0 n 06$ + +. < S &+""O'3',n 3N0$M,$90@4,. +=0F>00 : SR =< !H ;J0n(4 0740 R47<+0f n=<493: 06 ,(493: 0$7: ,./n%$7n!0*$+0f$0 n%$E,$+0G,AjV<1I@+0n 06&+6 M 3 ;l* 8+Nn!$6.&+6S9EDH006,,.4n%04+0LJF"%+0;' R" P+006n9Pn!%n%L0$<++=<Hn!"$E,./9+ n!,"0CVT'n%$E,.0J@n%$G&. $'n%G bNW'306WN!n%'9HD?0`+$N06OJ+ 4 R '!+0`= ?< n9R< Z;H@' P n%$93:@00O0Y,.. ,.=8 n(@'+ 0'6n%9EDH0A06,,.4n%0GcbJ2'3062 + 4,.n!'30]%n H60D'+$E,GF?,.;00006'6n%9HD?0;'"7"740 OmVe Y+^_Y+W dg XQe\h .+]Q^_e\cdg Y+W]Q^_YpmVUeHXc7UiW"L W]QUX Y;M .-mVY7nWe\m>g b U^;N POM#Q RN PSTMQ K?R [ r 5U R h 'R Pp 'R @ \ >P O0OLGFH"!+0]06,,.4n%0c,.. N^n!"P+Y,[$E,.60!,[4G 4 ?n 7 '%006A ] A C0 >T B?D06cn%$E,.n '37N V3 >< 9 P\ $<+> < $"060."06,.4,=8+n%'+ @06 >@ \ = /3 P/+06,. M ,/BFP+!n%$+/n(4+,.n!%n 3$LP $E,[0`06,.6,..n!0 9 =< A ?n 4 $'n%AAn%$'%0.:3G H.:606$E,[+0]n(4$M, $0<+H,.0`06!,.+0`P+06n!,.n ++0 R 0/@+ '!+0G C+$06n%W'n( ! "# $% & SR & 8 ,$0c06n%$E, R4,n%'+0c'+/@0-6W n!,.;?$MR'%W0 W6n!,;?-W6$E,O$+/n%$7Z;6n!'3;M(P W6,On!,.; ,'G _ 073?%,.N7+4 R 7+< c]6n>4< 93:4J00N'n%A$7:JB+060nMB,.!+0j 060 $+0 n%$E,n!+0G iT +2;G'&@/+06,.20$E,.93:S+ R-7T '3200W07?3 %,.G C+$06n%.$" . 4,.n!'37> $ +7OP+Y,. +0.H;060.'3n(>P?0$7!n%07W06 +$ A carta do menino trouxe muitas informaçoes relevantes ( 9 ; (+*`03M%,"S .&.40 n +. G)& [N -, !)- - d="f'n('+ 7$E,.06n%0@.&+6Sfn%$n%'34'+/f0n(06 073M!,.G _ GFH/%06,.6,..j03M!,S7 T +. ;G'&@06n%6 ./. . . 0/0/0 . . . ! "#1$% 0/0/0/0 *`00.#06,.4,=8+n%)P?"06W!n%'347;BJFH/%;Q3M7$8f06,,.#0'$ R4n()700 , 3/2&$'n(40 Pn%+( +n%'0C=@'+$ 'n%G ( +. $'+$E,.0 < Rn!+0J,. P 0+3M2,n%!n9@34 060.0Y,.4,.=V+n(/2606$E,[9:>JF$, /!+0A0Y,.H,.n%0A'+ Pn!$770A'+\+H,..40J06,.4,=8+n%0 # EhH; \ H; \ EhH; \ ( H; \ ZG 354 dU TU fU V VXU #.U U VXU U ?S7b 6a fU TU 4 dU fU fU 1V SdU 1VXa 98 :8 U 2c . fU TU 1V S7U V 2 c ^ Z < 8 8 U [ p b V p T c ; \ = = = hqg bYd^Qj W]_g YdX']Q^ V] >^_g mVY e\W>c >X_`EU >hg b Y+^_j W] g mVY e\W>c >X_`EU mVY >hg XQY dW>c7eHg YX ]_^ V] ^ gmg>r hqgbYd^Qj W]_g YX ]_^ ] ^ g ;mVY Y >eofKg +Wc7eHg ^_Y7]QUi^QWg 7XQeoh XQY >hgj^ gEh K]_e\cdg YX ]_^ V] ^ g \h YdW]QY Y eofKg oYdWi]_Y j^ gEh K]_e\cdg mYdX_c7UW Ydc+e\mg>aYp^QY+]QU^_W>g W>`U Y h4c+UW]Q^ g Y7SVY+hb \U cdgXQU Jc7UiWi]_^ ^Qe\U>r =$ h * ( ( ( * %'&)(*0?!2:=> % 69(;:.:=!:0 !: "!#$ \HJ.&+<'+$'n% P+'@"n%0 0(P6A@+ $n!L7F%n!$&+7 + 3M00 WF'.',.n9@; =B+060 + < !n%/n!,[4C/09"P0'3 \H >ZG 006.&+6$'OB00n>Pn%!n%74n%$<+06,n9E9:/ >++n-,./+0cS4n%0C 7 T 'n!$E,.0n%$G&. $'n%OF06&PB'(0600J]A C0G ( +UB03Mn!0.740N49+"0 06B P '(0600;N"0" "n%+6n(8(0"06,.6n%$& 7P 0Y,[$E,8 PH"8GFH600: 70+.SR4,n%'340; '"6+/,.$/206'6n%93:4"@>n!,.0 &. $ "$+04 P n%(+ n!'+0G bN06,[000.:4>0.:n%06',n%740K49+ "0`000C06&BP '(0600C0740K606,n!9HD?0G .Ue. 'n%%n-,[ 4 < %n%93:/7/'374'n%O>0$E,.93:06,,. O'7S06&PP '(4004;d%0L06: 4< %n%70 3M7$E,. OfB+060n>P n%!n%7O+g$7:fP+006n%6 +0F,n%P+0F?9EDH0W0'n-,[0 7P 4n FHG9*`0060 ,.n!B0KN?9EDH0C0:O0667 T 'n!$E,.0A7W0$M,. + $N7Y,.C70C06,,.0K0'$&R n%0 & JbNi mG &+G`?9EDH043?W660$E,[ M N C N C N _ :3 hHG `?9EDH0 M>660$E,[ 3M@?'+6 M N _ /P 8 7434"$M,+0 7060J'+/%"$E,[60 _ > 4P 7/$E,.+0L2 +"0 700F$7:*'+/%"$M,.0;PS40 . 83/2&$'n%6 '+\S2'6,. &6 _ C ;G`?9EDH043?W660$E,[ P7400J$7:743470;7"%2073M6& M N _ N N C d G `?9EDH043?W660$E,[ P7400J$7:743470;7"%2n!n-,.& M N _ 43 N N C HG `?9EDH0 ?W660$E,[ M _ N N C N 43 G `?9EDH0 ?W660$E,[ P7400J0n!"%0V =T 8 "n 7'349HD?0 M `U . b UiX_X'[\fY "^QYdb^_YdXQY+W]_g^pYdX']Q^ V] ^ gXpmY ^_Y Y+^ +Wc7eHg c+^ dgm>ga c7UhU b>XQY mVU W iXda gbYdW>gX9c7Uh b^_UVm 7kYX \eof^_YdXmVYpc7UiW]QY7S]_U>r q ?V TU fU [ Ta fU^W V h JU p be >U r # A C &# C SR4,.n!'30F!n><?0"'+$E,.GF?,8%n!$360F0: A C0 3M"B+060 $#SR FHn%/ 0 PP+% $7:,/n%$<$f(4fn%6n!,70@6H9HD?0GJ 9+n-,./S/n%$6.&$'n%<Hn!0.$#006/,n%P /+R ,.n%'O=@06'6n!,./ ( =>ZG 6(P%S 006 ,.n!B +SR4,.n!'3 = 3M;@P0fg06' <+1(49+0;$7: '+$08 V< =T R 0'6 `.4"n 7'39EDH0$7J06,,.L06'$ 6n(J JbNiWG R V< .J06'6 +`060K,n%PNK06,.6,.. =L$'00 n!OO0>NS4n%0cJU$7:W,6"n!$77$W(n!n-,.G $7 M T +. ;G h>660$E,[7/B(26H93:F,.n!B H; =T U< O'0>W.4"n 7'39: ?n%06,. G S a u S a S S u S S S u u a u g a S S S a a S a u c g c u S c ( g 9 ; GN4"n=T7'39:>\"06,,.0'$&Rn%/JbNi n + G h # A C &# CC # A&C SR4,.n!'30%n!$360W0n%/=,n!'30WB+060 6H9HD?0>'+ "n!0W606,n!9HD?0G iN0>?9EDH0 M M ;d+$^ 0.:$: ,./n%$74%0;K;)S0:@083/2&$'n%0]D,./n%$7n!0;4#1P+006 @/06",.S4$ , mG ,+6"* n%$6.&$'n(."4,.n!'3 T76SS3?/f6(P!"Sn%$E,.n>T'39:7'%006 N 2+R ,.n%'0L!n%$0F0n!"=,.n!'30LB?20@&@n!)f(P%"*n%$E,.n=T7'39:7f'%006 , +"4,.+0 T7$n!,+0 , >mG .SR4,.n!'30K%n!$360D06n%/=,n%'0;%= @$7:4/P6"n-,.n!D2 , . o ] gEhqgEW U mY hqgqX'Y 6 +W>c+e\g .-mVY7nWe\mU b Y \UqW!hY+^_UqmVYpX'[\h U \UiX Y#Y Hg bUXQX e r SR V< 00.f'%0062 + 4,.n!'30N ^Z U S ^a . 06F7 &+6S JV h Y V S7U JV fU >T P 0$E,[9:*./n '39EDH0;,[4 B= 2T + $7:"B/n!,. 06$E,[493:(49+0J'+//"7 ;G ;;6.&+6S4+027Y,.n%C/P700N$:7703G S a u S c g S g c S a u S u a S A A c c c u ( > ; ;6-A9\"20Y,.H,./06'$ R6n(NbJi n +. HG # A C# $#-C C " .SR4,.n!'3O!n><?FW'+$E,.GF?,S=! ?0@0+/$E,.0 M M n%/!n%'34 N 3M S ; M M n!"!n%' 3M A=>mG *c060.0W06,.6n%9EDH0$: 06,n%$6+ )'$-W6$E,.#%n%$6+7 +$0U+.740; B/n!,.n!$3M")'(060 A C0@ <+0 <+n%0 +F,.?72'(400@@!n%$&+ +$0D%n=<H60A@'+$E,.GF?, >ZG M n9P. EhF"06,. 3M '%006 A C0V<60 <n!0)P?80n%$E,.n>T'37 $ >< >@ %n!"n-,.F7Y,.n!JW"/0$M,.93:4*B0n!,n 42,.n!%n 3$/JFH/%+0J0Y,.6,.n%0; +P+$S > 6. 7 ++n-,./O@n!$ & $'n(G LV<?n! .&+"4,.g70"?9EDH0S4 PH"B+,.?70*40 %n!$&+7 +$0N%n=<H60F2'+$E,.JFH,;060.'%00622+.S4 R ,n%'340 &. +n 0'+n%7S'+/f><2 0 >++n-,./+0@n%$G.&$'n%1n%/!/$E,[+0O$06,*,.. 7 P 878'+/BO + .>'%006n>T6, '34+0G *`06,O>++6n!,./O=@0'n!,$7/069:H ; GG)&+G O 9P "n%GFHn n!%n!7$ U mY JX'Y mVYXQc+^QYdfY+^g \j >W>X \g 7UiX 7c Uih b^_UVm 7kYX c "L U \gimVU mVeo^_Y+eo]QU XQY L'g U^_hqgmVU bUi^ ]QUVmVUiX UX ]QY+^_heoWgEeHX mg ^_Y+jie\`U W`EU b>gE^_Ydgimgr Ui^ .dh U U L 7Y ]Qe\fU m>g h UVmVY \gjYdh g e . ^QYdb^QYX'YdW]_gE^#^_Y+jieokYdXpmY \g 7UiX9mVY]_ghgW UX gE^ eo]Q^ E^_eoUX+r ;= p 1V U TY c V r >U Y r JU ?V MV P[ S7U 2V r bZ # A C $ #-C C VT J R -, < < H W2S &. $93:D. L $ 0 M ( R 9 T V / 7$n! +.4 4,n%'0C,.n!B n%$ 0 n%0C0.:/$'060 6n(0N S40C 7$n%9EDH0N!n%/n%$740 H 4 4 . .5 0 $ ; ;( .5 0 H L . 0 04 L .5 $ 0 L .5 0 0 ./ 0 $&$'$ $'$&$ $G HC04 ; HA+$ & 4 F L . $ ; 0 & .5 %0 n!06,.=4; '+$'4,.$793:4"! M JS?9: " .5 0 " ; .5 0G-G!G# .5 >0 $ =@,.6"n!$7d06O0+/$E,W06 $ R G D06S'+$E,. 4n%"?9: =@n-,[>0$7:,.6"n!$7ZG H W&%. B 0 N ' . L( $ 0 " M ' , =#S ?9:g$7: ,.6"n!$7 7 + SR4,.n!'3 B MG N" +.4R4,n%' B =) 0 06f)06+/$E,.f0f74.'3 *+%. B 0J,.Q?3 M , M * ,;l06, . 0 . 10N$E,[: SG 06 W ; 0F6H9HD?0UM 3 /B00 f/0/0-,[))4%n!'39:*7.&$9: 06 %2n!n-,.2 + < B+060n!//06"%207M3 6G J\'+$ 6W $E,./@?9EDH0 , = M0 M + , M - ,;$E,[:4 "G N"+ R ,.n%'/. =2n-,[ 02(S&. + J, 07 R < `>0620 '+$-6W $E,.2 , 9EDH0J,6"n!$7n%00&. +An%$ < 0 < mG i '%006F:+S4 R ,.n!'30],.n%P , n%$+< 0 +< n%0K,. PP =U=F'347 @ U.4K,.?72O'(060FL%n%$6+ 7-, +$0C!n>?< N'+$E,.JF?,.G90?n!$$1\#32Eh54P+D?NU49+ +6n!,"FJn%$G&. $'n%W74.@00>'%006 + .S4R ,n%'340/H,.n%!n9@ $ GFH"!+0S06,,.n!0G LV<?n! B?S+ 93:4 00. '(060# +R ,.n%'0c060F>+ +6n!,./:&. +n 06'+n%O7On%/!/$E,[9:@>068+$>n%$G&. n!+ + S ,.n%' 2+ .J'(060n=7T '3+0Fe1 093:; G G h 5 G L W 76 . @ I 2 P 8 K4 :9 > e A0'7A+0j+n%0 ++6n!,./+0BD0 +. D < ' 4%n!'39: &+060A@"n%0 +P+00 7 Pn%%(+n%J/+!'(G ;& 8. n!"%/$E,.+0; &+.4 W . 9@ 3 6n%+6n 34+0d ?%0 206 ; &+ '+$06n%.0 F SR 6. V G. 9@ *` Pn%%(+n%K/+%'% &RJn!$6.&+"9EDH0l0 Pc>n-,[0j0683/2&$'n%0;4S0j0'+$'"+0*.&+$E,.0 n%$G.&+"9HD?0 ? 3 NP+00 .e @`7PN + R4'!G i ,n%%n>@39:$@6H'060OJn!$6.&7$G, 'n%270n%$6&. "9HD?0Kn%06B+$ <+n%0APH06P03Mn!0.2.&,.4"$M,;7"0A$60$E,.@,.. P7 $7:&. + P07M 3 n%0+0N9 +n-,./+0 M3 0\060.0Y,.. ,.=8 n(2@+ 4R '!+0G C+ (9: O40"'(0600S+ .4S4,n%'n%0>n!$6&. 6n%740; &. . 6V.&n%0S ?3 (40"'+ "$+0/ , 06,n!9HD?0A$7>06,.6,..; 7 T Q/9 +n-,./WPHD06!n%'22" 4< n!74FS4n%+]B00 +< @0V3/2& $'n(0 + $=,n%'340G D0630J$0060Je. 4,+0;6&. + n%/%"$M,.+0K+0A>+ +6n!,./+0cFn!$6&. 7 $'n(>U+S4R ,.n!'30 + < 0 +< n%0 1 32Eh4BL + R ,.n%'0<,.n!B-, n%$< 0 < n%0 1o132Eh4ZG *`06,.0D'%0060 + ."4,n%'34n%0;E'+/ WR ?< n%06,;0:"'7 @ 0J/+D,.?72'%006F.S4R ,.n!'30C%n>?< 60A@'$M,GF?,.G 2'%006 . 4,.n!'3On!$ &6n%7>20Y,.4,.= +n(2@n%$ & $'n%2,.n!%n 7G ( & ) 6 7* * 8&/-4 8 + (;( & "!#$ ?% &9(*0 ! 83 =< 4, +"4, $n!,1 2545 R2,[42, PP=\"20Y,.H,.; '"7"7 ; O23M7d,.?7+R ,.n%'>%n=<H6'+$E,GF?,."= 83Mn=<4%$M,1AC@$ 54ZG *c060.S06,,.;P/+06,.7/$7 T&+ .S;G ; '+$068+>0$E,.F0+R7<+0 6n><49:"O0V3/2&$'n(0N'+$'n!70NB+J" .S4R ,.n!'3>!n>?< @'+$E,GF?,.G >+ +6n!,./ 0'6n!, 1 2+h4J'+ Pn%$7 0/0Y,.. ,.=8 n(0)'+$0n%.4/S 0&PP '%006# A C0; A C0 <+0 <+n%0;l>"O,n%%n>3 @ 9:OJFH/%+0N0Y,.H,.n%0N7./n%$6&. n!N4, +"4,+0LSR 7< +W +< , 0 <+n%0G :OVT7$n!70]n!70c7W'34.',.6n9@ ], S4,+0cFR 7< +J +< 60 +< n!0;H &. " 3M%F06 W 83Mn=< 4%$E,@/" + R ,.n%'O%n=?< F@'$M,GF?,./ +< 0 +< mG iL060n% 2 SR 8 4 -.&9% (;: !l8;!#: 68;!&9: ( !$ 2T '+/,H . 4,.n!'3>6 +%A=@ Mn 4%$E,W b1 estado final estado final e1 e1 b1 e2 e3 b2 b3 a e2 > n +. $E,.n-,.n><4/$E,; a b3 ;G & 073M67 , +"4,. R <++6#'+ , +"4,.2R <++6W4'+0/ +67/$E,/+04P%?'+0 ( e3 2R < R < 7Y,.n%9:gn%$n!'n(4mG n!n!,[ "0/ G , +S ,.2 ++6=FS ++6@+$F$0Jn!$E,.6$+0A0:$"n!$7+0 ;Eh !0- F*40F.&+700.: F/=.e PB,.G $1n9@=S$+/n%$ !- + G '$-W6$E,."W06,.+0N=W746,.n!'n!+$72 P%?'0G A+n%04P!H'+0 06n9+$n>T7'$n% P%?' W0F06,.+0 ; O06&P06,n!,n% $77Y,.n!93:G N H, +"4,. R47<+O=WVT$n%SB(23?&R( . " ">" 0; +$U=OS'+$-W6$E,*O06,.+0; =W =.e PB,.WN,/n%$n%0; ="F&. $93: . P0 M 3?F006H'n(OQ'+$-W6$E,.O0Y,[+0 F,./n%$7n!0D\06,[4"nm;H ='+$-6W $E,./@0Y,[+0 T$7n%0G 7$,H0+006,[4+0:7T $74n%02 , +"4,.4R 7<+>PY,.$' * R$n%'P%?'; !O=>V3Mn>4 < !$E,.OS"+ .44R ,n%'GJbN0Y,.2'0;BP !H'S06,[47T $74 83Mn=4< %OS0 PP +% n%$n%'n%m;E0J P %?'+0C83Mn>4< !Q+0D0 PP +!+0C$7:4>,.6"n!$7n!0;MF+0A0 PP +%+0]/=e. BP ,.W83Mn>4< ! f0 P P +%+0J,./n%$7n!0Gi^(9:7n , 0'$$M,0; '+$0n!$)+0UP !H'+0006,.+0; 83Mn=4< %"?9:G2iL060n! 0f0Y,[ = ,. '+/06'$$E,.0>+0@0Y,[+0 = O = 2f0 B P % C7;j' = = WPY,.$'$E,0>4P %?' ;j = B6,.$'$E,." P %?' ;d,/+0@ 6H93:& -G $n%'n(!"$E,.;?=:+ .>\4, +"4,> R +< +67>'3>SW70D0683/2& $'n(40A72/+06,.G 4.8'3478, +"4,.#=*'6n(7)"17Y,.n%9:1.&+" M3 S0 W 8'n%8P !H'171'347 0Y,[G 0F P %?'+0@0W06,[4+0/7T $7n!0/,H00OH, +"4,.0F0.:# + 670; 06!,.$) R$n%' 4, +"4, R 7< + 3M)'+$'f,.?+02+02JFH/%+07$M,.&1 0g%0 5 G i 7Y,.n!D060B$M,2/9+ n!,"%n>3@ >06'00n=+< +0,.06,0 + 7/$E,.+0AF06,.+0:.&" S400V+0J6+n!740NO6V<+06n9 P n!%n%G *`0600 + 7/$E,.+0JW06,.+0++ $.4%n9@ +0FJF"%+0F6'$'n%0G2iA7 T $7 +0F,.06,.0@#4, +"4,*0 f R V<60 < c2'$0n!f , 0P+0Y,[?'00/@n%$G&. $'n%G`i 0V+n!A=W40$E,.7S P 6V<W0'n%9:"9+ n!,"; '$6&. +/1 32Eh4ZG R$n%' # c""06,.>B0n!,n><4>$7:<4 @n( N\, S4,2 <+60 <+i ;(; # A G % " % $ / / . 0 $ < HJC " . " b" ! 0 . < HJC!" 0!" % . 0 < HJC # . " 0 $$/ " . " 0 . " 10 a / % & ! ' . a 0 & ! ' % ( . a " " 0 F F F ! F # -,?A # D# /./0 F a 21 ) 13 + 54 " 0 N. 6 %7 \. " "%$'$&$&" %0 8 9 . " "%$&$'$&" 0 ./. " ). " a 0 . " a 0 0 . " a 0= . " a 0 $ . > 0? < HJC F + F F *) F F # -,?A # D# A@B0 F a 1 ) 13 " F 0 " N. " 0 4 6 %7 \. " "%$'$&$&" %0 9 . " "%$&$'$&" 0 ./. , " , . , " a 0= . , " a 0 0 $ $ . $ C; 0 . " a 0 . " a 0 : C; D : $ $ . , " , 0? < HJC F F F ; F : < ; *`06,.S9+n-,./S,. '+/%JFHn%7 . ( 0; V3/2&$'n(0724"+0Y,.O,.6n!$7/$E,. 1 32Eh4ZG /, +"4,. R 7< +4G 0 ( & % ) 6 7* ( +$ (P =")$MR"#"$M,n%09HD?00 *40 D7>$M,n%093:2'+606B+$> * 06,[4 4 -.&9% (;:-.&/+ 8 &7* 8;!#: 68;!&9: ( 8&/-4 8 + (;( & "!#$ ?% &9(*0 ! >++6n!,./ 0'n-,.V 1 Eh ,[PB= ' Pn%$ 0f06,.4,=8+n%0 '$0n!" 06PB'(060 A C0; 8,.n!%n>@39: 8GFH/!+0*0Y,.6,.n%0G i 06&PB'(060'+$0n!7; P+=#;?=F> A C0C,.n!B-, n%$<0 <n%0G Mn!$$*,. PP= ,.n!%n9@ H, +"4,.OR7<+L" 1 32 4 0 ) 0G ,? %(' . # - ! - + - ! - + - !0 -) - !!0 ! - - +,.20Y,.6,./'"S47 - " . 0 ` = . ( "( " 3 ! 0 # E#0 ( ( ( "( E raiz d1 d2 s d1 d2 dk dk s ( > ; !G .4n9@@$ ( n +. HG & < C0P+$ $'n%"$M,@\06,. V3 >< \S>,.6n%F ?n 4%$E,. ;" @ n R < H, +"4,. ++6@ '3/n%$27 Mn%$$ 9@ 2. 3 "n%0F(P$W6,.0 060?'n(4+0GOiU,n!>='n%7*.&+6SS? 3 /06 Wf'+60P+$$M,S4#4, +"4, R7<+'6n( S746,.n!N00V3/2& $'n(0FO$E,.7HG *n%060;P+0B,.!+0J70F60Y,[00:*B,.!+0J>0Y,[+0 1,/n%$n%0/ , +S ,. 4 R 7+< G 0*(P$6W ,.0f006H'n(0+0*$+0*0.:4 06,.+006, , +"4,.G*`00400?'n%93:4B?D06 &. n!,.L70V+n!$M, &. +6S6 74.'3470Y,[ < @H, +"4,. '+ 0'$$M,0 K " K "7$'$&$'" K 4; GFHn%0Y,.O '/n%$4B1$7/,n% M3 4< n7/.n>@ " $ ( +$ H,.n%!n *)06,,.f,.n!2 &+" M"'7)$fB+060.)B+060n!@ 0 0Y,[ '3/n%$B"= &+"@P+606,.0C6,.(740 < R ( 06, "060?'n%2/$ 4. ( K " K "%$&$'$&" K ;M$06,[+);?W.4n9@J$ G L060..&+";? 06,. < , +S ,.>=F400?'n%> $ ( 83/2&$'n%/0 7O,n!L0@>06 V3/2&$'n(1+0@,%+0F006,[40W'+$E,.n%0@$ '34"n!$2/$.n>@@4,.=F$ ( ;7'+$6.&+6"F/+0Y,..2T + .2; G HG bN249++6n!,";4B= 0K606,.0C0:>6,.%70c &. +"@n>&. $'n(47G .V.&,7CW$4 < 4,.%93:; P 06,.W,.6H'C+0K,%0C+0K0Y,[0DB%>B,.% ( N,?'3K+0CB,.!+0]+0C,/n%$n%0 P%#,% H G $ < ,%)=S748P(#!n%'3493:) "+/+ 7T 0/ 0'n!,1$7#09: ; G ; G # ; 0 P .S4R ,.n!'30F,n%P , n!$$< 60 < n!0G L*'71$1$7:1P? 7Y,.n!W0>60Y,[0>'+ /0/4,.!G D0)n%060f'+$E,.9;0Y,[0F + < 0@ + 70G 4.n%060 7P 0Y,[f + 670 $+0N0Y,.n!$+0740606,.0GNi T .H; G/"+0Y,."'""06n(S"?'006O'n(493:">"/,n% 27Y,.n%A , +S ,.>@0/$4 < ,(9:G 49+ +6n!,"'+$06,+nK5, S4,8B4R 7+< 16,n%70>0683/2& $'n(402*$E,.7HG N" ,.6n%8='n%7 7Y,.n%"060 , +S ,. n!$n%'n(Z;QWR '+ $+ < ?'n%/$E,. ,(9:G HV+n%$ /0"n%=n(#9 +n-,./1 Mn9P .;K>+ "02n!700.: VT$n%740 0 P N00O,.6n%J &. +6S/M3 0Y,[O'+606B+$7>O H, +"4,.W R +< +6N,n%P , n!$$< 60 < ZG *`06,.0 6+n!7400: J, 07. P n%!n%7#n!$$< 60n9P n%%n!7)6H9HD?0*,/n%$n%0;J'+$6&. +6" <?n%/+0`$7@093: ; G ; G @; 0 P 4+R ,.n%'0 ,n%P , n!$$< 60 < n!0G .0608.c00.40C6+n!740;H40 "$n%(9EDH0K06( P 6060.>,.6n%LP? % < 4D> 74"$M,+0DL06,.+0C, +S ,.>R 7< +4G iA:7 T $74F49+ +6n!,"; N,n!C0. ,.n%0 e. C@ ,H740<L6+6n%0`C,.n!B , n%$+< 06n9P n!%n%; 400n! '+/ /, +S ,.G *`060W, S4,2=@$E,[:/'$0n!0P+06,.//6H'006"n!$6&. 7 $'n(G 4,.!+0F+0@0'$$M,02 .o < '+60P+$O0 ]_Y+^_hU U L 7Y ]_U .#g e V]Qe \e gmVUb>g^_gmVYX'e\jW>g^ h4mgimVUjYdW .+^_e\c+U>r dY dS7U FU XV W 3U ; S1 S2 C S3 A G A S2 C t S3 9 ; 6 N < 4, +"4,;067,n!F'+606B$$E,W@0,n%F'+\$ 42,(493: 8 i S2 S3 S1 n + G t n S1 ( t n U S3 U G A A S2 P < > 0 n%A=606$E,["" +W06'n!93:" ++n-,./G # c""06,.>B0n!,n><4>$7:<4 @n( N\, S4,2 <+60 <+i # A % ! /" % $ $ $ 13 . 8 0 % $ % #%# & !9 A%$ / 9 / < HJC . " " b" 0 AH ( H ( < HJC . < HJC " 0!" % . 0 < . " 0 . " 10 a / % F *) F ;$ HJC ! *`06,.)>++6n!,./f,.5'+/!GFHn%74 ). ( V3/2&$'n(0K7@/+06,.F,.n%$74"$M,,1 1 /, +"4,. R 7< +4G 0 0 ;`+$ 2+h4mG ; ( = (P $MR/7$E,.n%09HD?0206 6#40 D7@7$E,.n%093:4'+606B+$F^06,[4 %' $ "$ % 6. B.SR4,.n!'3006,.?' R406,.n!'30S=1$+6S4%/$E,.fn=<Hn!n% 0 ,.70VOn!$E,.n=T7'3493:f7+.SR4,n%'3*$:#06,H'8R06,n%'3f/06,n%"93:4)0W(P7 Pn%!n%70/00 6H9HD?0GCbN/'3 ,.%2;&. +nl,.4,[47",.7@n%$E,.n> T '39:" + S4R ,.n!'3O$7:4"06,.?' R406,.n!'3G bN06,W' ,%206 R ,.4,.72,[472@06,n%"93:4270 7P P n!%n%0G 0D>+ +n-,./+0`0Y,.+0D6, 7WJFn!06, $'n(OLSF+ .44R ,n%'@n!$n%'n(Z;+"0Cn=&. 6^ '$0n!000. W* R 4< f06F06,.?' 4R 06,.n!'3*+ $7:4GWi 7T 2JFH%+F*06,.6,..$'060 R 6n( 7>0D70D06,.4,.=V+ n(40;$&. +.U06%'n!+$70D7On%/%"$E,[9:W >+ +6n!,./F'7GcbN 093: G'&L=L0'6n!,> 9 +n-,./U?3 0 > R '"7" ;6M3 6,NLSF+ .44R ,n%'@$: 0Y,.?' R 0Y,.n!'3;763!n93@ 4$20Y,.n%"9:2 R$n%'7006S2746,.n!A7/+06,.2F,.6n%$"$E,.G bL20693:4 G hO=F0'n!,"49+ +6n!,"'"7" ;&M3 @400"/3MF060.2+ .44R ,n%'Wn%$n%'n% W> R P+006nd6(7P P n!%n!70Kn!$n%'n(n!0G*c060.06(7P P n%%n!70C0:2,.n!%n>3@ 740K'+"OB+$E,2F7Y,.n% @\?'060/06,n%"93:20"0"04,.=!'3$936 \B$M,@'+$+ < ( $'n%G 9 +n-,./ B00n S27P 06W,.E+n!'3S4n%0A0n!"%0G *`%U.e @ "/'+$E,[ + S06 702?9HD?02.$E,f$ R !n%0"7020683/2& $'n(40/*,.n%$74"$M,;`'$0n!$,[4 BP = 40 &. V3/2& $'n(02000/083/2& $'n%0$7/+06,.G *`06,.00V326 $'n(0*,n!$7/$E,.1$7: 'n!0. '$M,n%$G&. +"93:4>0Y,.H,.mG >+ +n-,./ 7P 0n(-, 0 '+$'n!,+0@0Y,[4, 06,n%'+0@Sn!00 7T 06,n%'34+0; ,n%%n>3@ +0 6$n93 @ 4 '"H,['n%+$74mG , 4,[-, 0#8 ?'006 806,n%"93:4 70S(P P n%!n%740 3 P 0'3f!'3$93NS/0Y,[ P n!%n>3@ 9:S0060:4< %0G J,n%!n93@ '"4"+0Y,."O,n%$7/$E, M 0V3/2& $'n(0J'\n%$6&. "9HD?0D06,,.n!0G '34 ,% 2606$E,[/'+/20600L9 +n-,./+00&. .Q"?%+0C$S4'3 BP +9G ?'00 8n%$ & $'n% ; 2 H d @ F* )C 6 G P G ( 1 ( Eh J 4 6+'D?f > ++6n!,./806n%/%027. (P P 0Y,.n!S40"6 7 n%%n!70>)" +R ,.n%'"n!$n%'n(!"$M,@$7:*06,.?' R406,.n!'3*746,.n!LOS4"+0Y,.SO,n!$7/$E,.G *n%006 /9 +n-,./O060//3M@00"4"+0Y,.>B+060nd/06S>n%06,n>P n%9:>@6(7P P n%%n!70C72!n%$G, +7 + ^06,.?' 4R 06,.n!'3@06'+$'n%7 1 i (5; 4ZGL00.F&. +";MU&. 83/2& $'n%W740K'n%0]$7W4"+0Y,. '( P P +.>$06,n%"93:@0670 7P P n!%n%0C$E,.6"00"!n%$&+ + )G bN00)>+ +6n!,./f'31?9:7 .S4R ,.n!'3fB00nD'+$E,[4+>S0;`n!$n%'n(!"$E,. n9 7K @ G %n>3@ 7#$ R !n%06"06n%$E, 4R ,n%' e1 068+$ 060. + .44R ,n%'5 *'34780V326 $'n( 7""06,./W,.6n!$7/$E,.G D7S < 8@ M3 WS6H93:"=O,n%%n>3@ >.4$M,O"?'00S $ 4 R %n%06<0@'+$E,[4+j=cn%$'"$M,.GiN'+04$7%n!0.P,.?700j0683/2& $'n%0 A"06,.; +0 4< %0 000O'+$E,[0@0:#$+"%n>3 @ +0L.&+6SM3 /'347?9:),$)"*6(7P P n!%n!7 $E, &;?+3M@0+"4,+n%@0K(7 P P n%!n%70c70]?9EDH0K'+UO/06"(0M3 0 W /n>+ 7l &G ( +"%/$E,;M77">/+06,.@L,.6n!$7/$E,. "!#%$&$'$' )( @N" + R ,.n%'+* ' ?9EDH0 -,/. 10 ; $-, (2043)( )576 ; (P P n%!n%74O06,.n!S479: 8 ,;0 %< )< )< )< ' 4 /?93:4/=@ 4 2B+ = ;, 0?A@ = ,;0 : 8 ,;0 > 0 I = CB = ,D0 @ = ,;0J3K"L6 EFHG%I K MONPQ = ,;0R3K"L%6TS MUNCVWXQY MZPQ < Q @ Q[ 3C\ Q <U] Y^M_P \`%a M b,c. 102. Md \_e dgf&d @#< P < N <h< N R fgd&[ QiP < [ Q 3/2& Njd <k"Ll m [^[ \ WidgNPM 3C\ Q <n< WiMO[ e Y < PQ e Y^Q#dgN < WXQN e M ] MO[^[ \ d < WXQ[ W < Pdg[ e Y d P\ d `#a MoPQ ] Y M P< P dgf&dgP < PQ#[ P < f&dgN O\< Q#WpPQ[ jMON Qj#dgP <q<r] Y M P)< P d&fgdgP < PQTQ#[ e dgW < P < : 8 ,;0s<] Y M F dgW < : ,;0st WXQPdgP <3C\ QuM NCVWiQ#Y MkPQT[ Q 3/2v Njd < [ = 3C\ QTj#MOW '] D Q#W <k< WXM[ e Y < PQ e Y QdgN < WXQN e M e QNPQ < MkdgN T Nd e M l wyxz{7|A}#~|zz%| zcJ#/|H| R z¡yz¢R~{¡yzRO{H£J¤^¥¦¦7~|§| ¦7¦¢¨J©{7|^¦7|ª « H| ¦K{¢| | #{¬ z/®¯zC~{ zzH°z7{7z|±17| ²o³ ±1´Hµ ¶gª 6 q &d j "$# q %!&"(' q %)!*"' <(+b] Y^M ]-, [ \ W < f/.OMOY d e WiM j10 < W < PM3254616 7 498:;:<84>=6161?A@CBD:<8@FEG4 lIH [ e %Q .OQNQ#Y < fgd/J <c\ W < f.OMY d e WXMPQ¢Q#[ e d&W <`#a M PQ ] Y^M$ < d&fgd&P < PQ[ PQ \ W < []\ BCLMLN6AV^OU84RMEGT_OE`LN6Aacb j#MON50Q#j#d&PM j#MOWiMedfEG4hg>849Li K 8MLN6ABC8LN6POQ84RMSGTU61? K EGVWLBCLM8 q M \ )YXZX q j 8 K RGg>849Llk M qsrut < [ [ \ WXQQv \ Q S P < P < \ W < .OY < WPw e dgj < dgNd&j#d < f-jMOW < [ <nm " +7p l o< f .OMOY^d e WX ] Y^M$ < d&fgd&P < PQ[/P < [ ] Y^M_P \`` x Q#[d&Ndgjd < f&d J < P < z[ y l m ])< Y e dgY/PQ \ W < < WXMO[ e Y < PQ e Y QdgN < WiQ#N e M q Q#[ [ < [ ] Y^M$ < d&fgd&P < PQ[ [ a M Y^Q#Q#[ e d&W < P < [ < ])< Y e dgYuPQ \ WW Se MPM H X [|{I}~ 6 K @8@CBEGViOQ8 } BD:;B8@BEGVNb k < \ m$+Il o < f .MOY d e WiM e QW j#MW ] f&AQ _dgP < PQ 3 = ! 6q MONPQ = S M e< W < 5N 0M ze g] d&j#M PQ \ W < [ Q vN v Njd < k X dgj "$# +7l m Q t m [ ] MPQ [ QYUQNj#MON e Y < P < Q#W <] f&dgj <`%a M PQ#[ [^Q < /f .OMOY^d e WiMN < WiM_PQ#f < .OQ#W P k %!*"$# q X d&j "$# q %!*"' q )!"' <q %)&"' q NP "(' +l <R< d < Y < s|% 1 !"$# F>]¡ £¢ W < f.OMY d e WXM H X S\ W < f.OMY d e WXM d e Q#Y <Je d¤OMZv \ Q < f e QY N <h]< [ [^MO[uPQjfwJfgj \ fgMZPQQA ] Qj e <G¥ e d¤ < iQ PQiW < _dgWidJ <`%a M l m f.OMY d e WXM[ PQ[ [ Q e d ] M[ a M W \ d e MV e Q#dg[oQW ] Y MfgQW < [ PQkQ#[ e dgW <`%a M PQ ])< Y ¦JWXQ e Y M[-j \G§ MrWiM_PQfgM ] M[ [ \ d P < PMO[ Qu¤ < Y dw¤Q#d&[-PQ[ jMON50Qj#dgP < [ q N a MrM$[^Q#Y¤ < P < [¨k % n©`+l [ ¤ < Y^ªd wf¤OQdg[[ a M1j 0 < W < P < [uTG84hBC«T6AB?¨61? K EGVWLBCLM8G? l¬ MOWiMkN a Mi[ a Mij#MN50Q#jdgP < [ ] MO[ [ ¤Q#dg[¤ < Y ¥ H [ [ < dªwf¤Q#dg[¢N < WiM_PQf < .Q#W PQ \ ® W .OY < NPQNCVWiQ#Y^M P!Q ¯KQN , WiQ#NM[%dgMf°$.Od&j#MO[ q Q#[ [ < Q#[ e Y <Re S .d <nS W \ d e M W dgMOf&$M .Od < j#MOW ]\e < j#d&MON < f q_] Y dgNj#d ]< fgWiQ#N e Q <Je Y < ¤ S [bP <k<] f&dgj <J`%a MuPQ )!XZX l \e dgfg/d J < P < Q# m /f .OMOY d e WiMO[ H X jMON[ d&PQ#Y < W < hQ _dg[ e v Njd < PQnPMdg[cj#MON §^\ N e MO[-PuQ ¤ < Y^ªd wf¤OQdg[ sl o j#MON §^\ N e ²M ± S j#MW ] MO[ e M ] Q#f < ³[ ¤ < Y d w¤Q#d&[+jMO5N 0Qj#dgP < [+PMhWiM_PQfgM q Q5N v \)< N e MZM j#MN §^\ N e Q M ´ S j#MOW ] M[ e M ] Q#f < [ ¤ < Y d wf¤OQ#d&[cQ#[ jMONPd&P < [ l o WiM_PQ#fgM ] MO[^[ \ d dgNd&j#d < fgWiQ#N e Q \ W jMON §^\ N e MXPQ ])< Y ¦JWXQ e Y M9[ µ¶ l m j < P < d e Q#Y <`%a MX[ a MXAQ _Q#j \e< PMO[ MO[ ])< [^[ MOY[ · [ 6 }~ 6 K @8@BEGVNb¨Q ¸ [ :<8 } BD:;B8@BEGVNb q Y Q#[ \ f e < NPMQ#W \ W < NM ¤ < Q#[ e d&W <`#a MiPuQ ¶ l -M ])< [ [^¹M · q"S j < fgj \ f < PM 3 ´»º ± ¶ ª5 ¼) 6q v \ Q S < Pdg[ e Y /d \ d `%a MkPQ ] Y $M ¥ M ´ P < ³[ ¤ < Y d w¤Q#d&[ Q#[ jMONPd&P < [ofgAQ ¤ < NPM Q#W j#MON[^dgPQY <`#a M < Y[ ¤ < Y d w¤Q#d&[ < d&fgd&P < PQ[[ $M Y QkM Q#[ ]<` ½ M [^Q#Y ¤ < P < [oQkMO[ ])< zY ¦WXQ e Y^MO[ j < f&j \ f < PMO[ NM ])< [ [^M < N e Q#Y^dgMOY l -M ])< [^[ ½ $ M ¸ q ¶ S Y^Q#j < fgj \ f < PMPQ ¯KMOY^W <Z< W < _dgWid J < Y 3 ´ ±º ¶ 6q<\ WiQ#N e< NPM <Z] Y M < d&fgdgP < PQPMO[ P < PMO[u$M [^Q#9Y ¤ < PMO[uj#MOW < NM ¤ <i]< Y < WiQ e Y /d J <`#a M l Q _Q#j \e< ¤(wY d < [ d e Q#Y <`` x Q#[ < f e Q#Y N < NP²M ¯ < [^Q#[ · ¾Q ¸ <Je S v \ Q <r])< Y < WiQ e Y^d J <`%a M o < /f .OMOY^d e WiMiA [ Q e MOY NQ Q#[ e wf¤OQ#f q M \ [ Q § <q"<Je S v \ QTM%[ ¤ < fgMOY^Q#[PYQ ¶ <] Y^Q#[^Q#N e QW \ W < < d < ¤ < Y^d <`#a MuQ#W Y Q#f <`%a M ¿9ÀrR¡ ^¬ Hz¦7z£RH£RR| ¦Jz| R¡y~R¦7 Á|9| Á )| ¡ zR¦7 | ¬^Hz °~ ¡ z¨R|^¡y| #{7z§£z}G ~ à ¡yzRª Ä xzc¡^¦7z¢> | ÅIÆ5Ç2±19¦ È|^¦¦ | ¦ RH| ÉH|y{7z#¦¦7z¢¦7z£RH£RR| ¦ R¦z~RF¬ Ê%| ¦ ª ' © < MO[%¤ < f&MOY Q[j < fgj \ f < PM[¢N < d e Q#Y <`%a M < N e Q#Y^dgMOY l a MiQNj#MN e Y < WiMO[N < f&d e Q#Y <Re \ Y < W < dgMOY^Q#[PQ e< f0Q[ [ M Y Q \ W W Se M_PMiPQTj`wfgj \ fgMuQ < N5wfgd&[ QPQ[ [ < ¤ < Y d <`%a MuN <u])< Y < WXQ e Y d/J <`#a M l s|% F|5 < f.OMY d e WXM¹241616 7 498:;:<84=6161?A@BD:<8@]EG4 k n% "$# +S\ W < f .OMOY^d e WXM H X v \ Q¤dg[ < WXMPQf < Y \ W < ¯ < W f&d < PQ[^Q`v v Nj#d < [ <Je Y < ¤ S [cPQ \ W < .Y < WPw e d&j < Q#[ e Mjfw[ e dgj <l m [¤ < Y dªwf¤Q#dg[¢NMuWXMPQfgMTPQ .OY < Wew e dgj < [[ a M < [ ] Y MP \ ` x Q[ q Q#Nv \< N e MM[ ])< Y¦JWXQ e Y M[[ a M < [ ] Y^M$ < d&fgd&P < PQ[P < [ ] Y^M_P \``x Q#[ l m [ ¤ < Y^ªd wf¤OQdg[j#MO5N 0Q#j#d&P < [ [ ±¹bQ#[ e a MuY Q ] Y Q[ QN e < P < [ ] Q#f < [ ] Y MP \``x Q#[¢P < .OY < Wew e dgj < d&Ndgjd < f l m ])< Y < WiQ e Y^d J <`%a uM ¶ S Mkj#MON §^\ N e MkPQ ] Y M < d&fgdgP < PQ#[¢PQ#[^[ < [ ] Y MP \` x Q[ l m [%¤ < Y^dªwf¤OQdg[Q[ j#MNPdgP < [ Y Q ] Y Q[ QN e < W e \ PM < v \ dgf&M v \ Q < d&NP < N a MT[ Q jMO5N 0Qj#Q-PMnWiM_PQ#fgM q j#MOWiM ] Y MP \`` x Q#[/N a MTdgN[ Q#Y^dgP < [ ] MO%Y ¯ < f e < PQoj#MON 0Q#jdgWiQ#N e M l < Y < jMOW ] MOY < < WiMO[ e Y < PQ e Y^Q#dgN < WXQN e M Sk\e d&fgd J < PM \ W j#MON §^\ N e MhPQk[^`Q v v Nj#d < [nj#MW dgN ¥ ¯KMOY^W < ` x Q[ Q#[ e Y \_e \ Y < dg[ ²l H [ [ < [n[^`Q v v Nj#d < [n[ a MUW < Nd ]\ f < P < [QW ¯KMOY W <Je M PPQ wY ¤OMOY^ Q nP¾Q ¯KMY W < < PQ#[ jY AQ ¤OQ#Yk[ \)< Q#[ e Y \e \ Y <l m [ ¯KMO/f 0 < [oY Q ] Y Q[ QN e < W M[nj < Y < j e Q#Y^Q#[ P < [ Q v v Njd <q Q5N v \)< N e M M[ N °O[od&N e Q#Y^NMO[ q v \ QiPQ ¤Q#Ws[^Q#YTN \ WXQY < PM[ q Y Q ] Y Q[ Q#N e < W < Q[ e Y \e \ Y < PQ#[^j#Y^d e< ] Q#fgM[ ])< Y v N e Q#[^dg[ l 5 m [^[ d&W < [ `Q v v Nj#d < S Y^Q ] Y^Q#[ QN e< P <i] Qf < wY ¤OMOY^QoP < . \ Y < ' l ©Ol o 1 3 4 5 a g c u a g c u d . , 2 \ Y < ' l ©!#" Y¤OMOY^QoP < j < PQd <$%&'()*+'( < P <r\ W < w9Y ¤MOY Q Q \ W N5° = q2S PQNM e < P < ^? = < [ \ ¥ wY¤OMOY^Q P Q j MOWpY < d/J+QW = [ ¤OQ § < M f < PMoQ#[zv \ QY PM+P <- . \ Y < ' l b q Q S PQNM e < P < . = < wY¤OMOY^Qsv \ Qb[ MY < P < wY9¤MOY Q <J] °O[ < Y QWXM `%a M PQ ^? = W < N e Q#NPMkMiN° =»[ ¤Q § < Mkf < PMuPdgY Qd e MuP < . \ Y < ' l b l /0 | ¦ ®¯z¢}#~|zc°z {z|®¯| 21 J¡y 4365ª H H 4H H H H ' 1 d . 3 2 5 4 a g c u a g c u \ Y < ' l #Q [9v \ #Q Y P < ^? # Q t PdgY Qd e < 3 H . PH # MON[^dgPQY Q < .OMOY u< < ^[ Q`. \ gd N e Q.OY < Wew e dgj < #Q [ e Mjfw[ e dgj < ¬ . m m . < . \ . j . . . <\ . \)< . j`. . .Oj m m m m \ © l© < l . l # j l ' _/l © _l l # l ' OM W Q[ [ < Y^Q ] Y^Q#[^Q#N e<`#a M q"< [ \ ¥ wY9¤MOY Q # ] MPQ [^Q#Yu8G?1?E K BC8MLM8 < Mu[ W¨1MOf&MiP < .OY < Wew e dgj <q ] MOdg[+MZN5° # ] MO[ [ \ djMOWXMhPQ#[^j#Q#NPQ#N e Q[ [ b+Q#N5v \)< N e M MZ[ W¨2MfgM PQY d/¤ < 2q QrY Q ¥ j \ Y [ d ¤ < WXQN e Q +] MPQb[ QY < [ [^M_jd < P <n< M [ W¨1MOf&M 1l MPQ ¥ [ Q < [ [ Mj#d < Y¤ < f&MOY Q[PQ ] Y^M$ < d&fgd&P < PQ < [ \ ¥ w9Y ¤MOY Q[ \e dgfgd/J < NPM < [ ] Y M$ < dgf&dgP < PQ#[P < [ ] Y MP \`x Q[ \_e dgf&dJ < P < [N <X< [ [^M_jd <`#a M l m [ [ d&W < [ \ ¥ wY ¤OMOY^Q # Y^Q#j`Q 1Q#Y w \ W ¤ < f&MOYd . \)< f <il © l ' l ' [ l© P <i] Y^M_P \`%a M m . < \q Q l ' P < ] Y MP \`#a M . .Ofj b l -M e PQ v \ Q n©XSX< ] Y $M < dgf&dgP < PQ P < [ Q`v v Nj#d < [ Q. \ NPM < .OY < WPw e dgj < j#MN[ d&PQ#Y < P <l dgfg/d J NPMhQ[ [ M ¤ < f&MOY = D= 7q v \ QY Q ] Y Q#[^Q#N e< Z M ¤ < fgMYnPQ ^? = < MZ[ QY e < < NM `%a M S PQ NdgPM Z < [^[ Mj#d < P << MX[ ¨W 2MfgM l m dgN e \ d `%a MiPMr`j wfgj \ fgM S v \ Q q [^Q Q#[ e w < [^[ Mj#d < PM <X\ Wp5N ° = q Q#N e a M j < P < [ ¨W 1MOfgMiPMrf < PMiPdgY^Q#d e MPQ PQ ¤QuQ#[ e < Y < [ [ Mj#d < PM < j < P < PQ#[^j#QNPQ#N e QiPQ = q N < MOY^PQ#W ¬ H H H H H 'M# P < Q [zv \ Q#Y^P < ])< Y << PdgY^Q#d e < N <r] Y^M_P \`%a MQnN < wY9¤MOY Q q Y Q[ ] Q#j e d/¤ < WiQ#N e Q l MOY e< N e M q MO[Y¤ < fgMY Q#[ PQ[ e< [ < [ [^M_jd <`x Q[ PQA¤OQW [ QYfgQA¤ < PMO[-Q#W j#MON[^dgPQY <`#a MrNMjfwf&j \ f&MPMe¤ < f&MOYbP <r< [^[ Mj#d <J`%a MXPM [ ¨W 1MOfgM PMXf < PMuQ#[9v \ Q#Y^PM ¥< MkN5° ]< d = l>H [ e Qu¤ < f&MOY S j < fgj \ f < PMuY^Q#j \ Y [^d/¤ < WiQ#N e Q ] MOY = D= ©o])< Y <ue MPMO[M[bN°O[¯KMOf0 < [ = Q e Q#Y^WXd&N < dg[ MNPQ = j#MOd&Nj#d&PQ j#MW l = D= j < [^M = N a MkjMOdgNjdgP < jMOW l ])< Y <Ue M_PM[nMO[+N a M e Q#Y WidgN < dg[ q§e MPMO[+MO[n5N °[ dgN e QY NM[ q Q e M_PM[nMO[+N5°O[ f/0MO[+PQ = %$&$'$' = L = D= $'$&$ = D= LO"L 3 . H$'$&$"L6 = @ I FG MONPQ I S Mkj#MN §^\ N e MiPQ ] Y MP \` x Q[cj#MON e QNPMXMi[ ¨W 1MOf&M jMOWXMkf < PMuQ#9[ v \ Q#Y^PM l , < WXQ[ W < ¯KMY W <oSc] MO[ [ ¤Q#f < [ [^M_jd < Y . = <o\ W N a M e Q#Y WidgN < f l -MTAQ _QW ] f&M < j#d&W <q . # ] M_PQ e< ¨W S W[^Q#Y < [^[ Mj#d < PM < M [ ¨W 1MOfgM q§] MOd&[nMO[uPQ#[ jQ#NPQ#N e Q[PM 5N ° ])< dPM 5N ° # [ a M [ # b q M PMUf < PM <])< Y Q#jQQW \ W < ] Y MP \`#a M . m m q $ ] M_PQX[^Q#Y < [^[ Mj#d < PM < [ < M ] Y d&WXQdgY^ Pd&Y Q#d e MuP <u] Y^M_P \`%a MM bQ Y^Q#j \ Y [^/d ¤ < WiQ#N e Q .©T] MPQ [ QY < [ [^M_jd < PM < Mk[ ¨W 1MOfgM l PQ Nd&PM QN e a M M ¤ < f&MOY D= 7q v \ QZY Q ] Y Q[ QN e < M ¤ < fgMOYiPQ . = < M[^Q#Y < [ [ Mj#d < P < < M [ ¨W 1MOfgM l , < WiQ#[ W < ¯KMOY W < v \ QNMh`j wfgj \ fgM PQ = q [^Q \ W [ ¨W 1MOfgM Q#[ e w < [ [ Mj#d < PM <h\ W N ° = q QN ea M MO[uPQ#W < dg[+[ W 2MOf&MO[TPM f < PMZPdgY^Q#d e MZP <Z] Y MP \`%a M MONPQ <])< Y^Q#jQrPQ ¤Q#W Q[ e< Y 5 M v\Q < [^[ Mj#d < PMO[ < MO[o5N °[Td&Y W a MO[PQ = l m f S W Pd&[ [ M q M [ ¨W 1MOfgMrPMUf < PMQ#9[ v \ Q#Y^PMZP <] Y^M_P \`%a _ j#MN e S W q q PQ ¤QnQ[ e< Y < [^[ Mj#d < PM < MXN ° q"])< d PQ = l H [ e Q ¤ < f&MOY S j < f&j \ f < PMiY Qj \ Y^[ /d ¤ < WiQ#N e Q ] MOY ])< Y < Mk5N °XY < d J = q ;= © [ Q ¯KMYMi[ ¨ W 1MOf&MudgNd&j#d < f ;= j < [^Mkj#MON e zY wY d&M ])< Y < e MPMO[cMO[bN a M e QY WidgN < dg[ qe MPMO[cMO[c5N °[-d&N e Q#Y^NMO![ §Q" MONP#Q S+])< d P"Q q Q e M_PM[ MO[c5N °[bd&Y W a MO[P"Q = #$&$'$& = L = D= $'$&$+ = ;= LO"L 3 . H$'$'$ §$'$&$"L6, @ I F G $%& I 'G (*) MONP#Q - I S MkjMON §^\ N e MiPQ ] Y^M_P \`` x Q#[cj#MON e Q#NPMXMk[ W 2MOf&M NMkf < PMuPd&Y Q#d e M l H GH H H I I H I H H H I DH 2I '$' H [ e QuQ[ e dgW < PMOY-Y Q#jQ`1Q \ W << WXM[ e Y < PQ [^Q`v v Nj#d < [v \ Qu[ Q#Y a MY Q ] Y Q[ QN e < P < [ ] MOY³wY¤OMOY^Q#[ l m [^[ d&W q]< Y < j < P < wJY9¤OMY Q q)S W < N e d&P < \ W < W <Je Y dJ = ])< Y <X< Y W < J#QN < Y[^Q \ [¤ < fgMOY^Q#[PQ =D= 7q Q \ W < W <Je Y d J ¢])< Y <k< Y^W < J#Q#N < Y[ Q \ [¤ < fgMOY^Q#[PQ D= 7l 7 498:;:<84!=6161?A@BD:<8@]EG4 ¬ MOWiM § w;¯KMd Pd e M q M < f .OMOY^d e WXMU254616 S \ W < f/.OMOY d e WiM H X l bM ])< [^[ M · [ a Muj < f&j \ f < P < [ < [ ] Y^$ M < dgfgd&P < PQ[PQ e MP < [ < [[ QvN v Njd < [P <u< WXMO[ e Y < PQ e Y Q#d&N < WiQ#N e M l < Y < dg[^[ M S\e dgf&d J < P <h< .OY < PW w e d&j < jMO5N 0Qj#d&P < * QrMO[ ])< Y ¦WiQ e Y MO[ [ ] Y M < d&fgdgP < PQ#[+P < [ ] Y MP \``x Q#[b j < fgj \ f < PM[TN < d e Q#Y <`%a M < N e QY d&MOY l , \ Y < N e QQ#[^[ Q ] Y Mj#Q#[^[ MZMu[ ¤ < f&MOY Q[+P < [ e < 2Qf < [ = Q [ a M Y Qj < f&j \ f < PMO[ l [ [^M S ¯KQ#d e M \e dgf&d J < NPMuMO[`j wfgj \ fgMO[d&NP \e /d ¤MO[PQ#[^j#Y^d e M[ < j#dgW <l -M ])< [^[ » M ¸ [ a M Y^Q#j < fgj \ f < P < [ < [ ] Y $M < dgf&dgP < PQ#[rPQ e M_P < [ < [ ] Y MP \` x Q[ P < .OY < PW w e dgj < Q ¯KMY W < < < §^\ [ e < Y QW ¥ [ Q < MO[iNM ¤OMOP[ ¤ < fgMOY^Q#[iP < [ e< 1Q#f < [ = Q Hl < Y < j < P < ] Y MP \`#a M * P½ Y < [ Q < P < NMO;[ ¤ < fgMOY^Q#[ = Q P < [ ] MO[^[ ¤Q#d&[ . H$'$'$ "Lq [ \)< NM ¤ < ] Y^$M < dgfgd&P < PQPQ ¤Qh[ QP < [^[ Mj#d <J`` x Q#[/PM+[ ¨W 1MOf&M <oe M_PM[/M[5N °%[ PQ e M_P < [ < [[^`Q v v Nj#d < [ Hl , AQ ¤OQW [^Q#Y¢jMON[^dgPQY < P < [ e< ¨W S W < ] Y $M < dgf&dgP < PQ <Je \)< fP < ] Y MP \`#a M Q < ] Y M < d&fgdgP < PQ P < [+[^`Q v v Nj#d < [ l q Y <Je G< ¥ [^QkPQ Q v \)< N e M Q[ [ < ] Y MP \`#a M S \ [ < P < N < < N wf&dg[^QrP < [k[ Q v v Njd < [XPQ e Y^Q#dgN < WXQN e M l \ W < WXQPdgP < P£ M ¤ <u] Y $M < dgf&dgP < PQ S j < fgj \ f < P < jMO W < [ QoQ#W e M_PM[MO[c5N °O[ PQ e M_P < [ < [[ Q vN v Njd < [ & H [ [ < N 3 @ 5 3 (@ 3 . H$'$&$1L%6, = D= $'$&$ = ;= L"L ? 3 º *n6^6 6 6/? = MONPQ 3 º *+6 = ;= [^Q#NPM = M5N °Y < d J/P < [ Q v v Njd < Q M[ ¨W 1MOf&M-d&Ndgjd < fP < .OY < PW w e dgj < *kq Q = \ W ¯ <Je MOYPQoNMOY^W < f&d J <`%a M l [ · U Q ¸ PQ ¤OQW [ Q#Y Y^Q ] Q e d&PMO[ <Je S v \ Q < [ ] Y $M < dgf&dgP < PQ#[P < [ ] Y MP \` x Q[ N a M o [ ]< [ [^MO½ <] Y^Q#[^Q#N e QW ¤ < Y^d <`#a MuPQ \ W ]< [ [^M ])< Y < M \e Y M l m [ Q . \ d&Y S <] Y^Q#[^Q#N e< PM \ W Qz[ v \ Q#W < .OQY < f2PM < f .MOY d e WiuM v \ Q \e d&fgd J < MO[¢fj wf&j \ f&MO[ <J] Y Q[ Q#N e G< ¥ PMO[ l H I H I DH I I H H I H H H I H 5H /H I^E +H IbE ±1¦ {nzH ¬^Hzo|9Á|-®'H |^¢¡ z }#~|¡ TR7z~R¬^Hz {| ¨J+~R+z£R£ |b| #{7| µT|AÈ"|}#~| ¦7z{©¦"z£R£ |^¦"¦"z~R¬Ê#| ¦"| ~ ¢| ¦ zAJHz{7|^7RHO¦7| °~RRª) ¦7¦7zGÈ#A¡ Rz {7|^7RH&È |Á|¦ |^¢¦7zz#¦Á z7| ¦{7£~ à z¦ ¦R7z£RH£|^¦¦z%~RF¬ Ê%|^¦ | ª ' A\ W < < WiMO[ e Y < ] OM [ d e d¤ < j#MOW dgN¯KMOY^W <J``x Q#[¢Q[ e Y \e \ Y < d&[Q \ W < .OY < e W w e dgj < j#MOW ] Y M$ · < d&fgd&P < PQ[dgNd&j#d < dg[ W < .OY < e W w e dgj < #Q [ e Mjfw[ e dgj < ! + " $ # % & ' % &()'!*#,+-(/. = 012 43 5 67 (8 % &(96)9:!;:''-<=' % &$()'!*#+(/. % !& '4>,<!? < 7 : A@B' )C*(>D& : @ 3 : 7 E&$:F#G@! HI>:JC9K(L;(M 7 : : ; N 6 % &(96)9:!;:''-<A'A><!?,O$P 7 : : 2 .)Q 2 3 5 % & ' 7KR = '<S@ : 2 .,Q 2 3 : 2 .)Q 2 UT ( D = HV./W % &$(96)9:;-:''< E.XW=: 7 > = HV. =Y012 X3 =012 [Z : 2 .,Q 2 ? : @ 6 'K:8*:'<4(>\8 ;L(,&<-> ; K;!'$(> % <;L( " ,D(,&S'< 7 ()&C;:F -#,+( 7 )( &,C(;:F]&$(96,9:;:' '<-> < 7 ? 6 7 DK( G<->D ,9:;:F( _`^ Hbadc " - ;>!( e : 7 > = Hf. 6g ;)K; h( % &$(,'!D(i'<h: 7 Hfj Hk( 7 '-< <ijh>,+(lHf&<-> % < D*:86C< 7 D$<mH 67*R " :!;nK(i'< = <4>oJC9K(L;L(i'$(S;!'$(i'K:&-<$:D(i' % &$()'!#,+(/. : 2 .)Q 2 3 p >,< 7 !C<&(q-<,q-<$>,< 7 '-< 7 D-<-> = Ac 7 !C<&$( :JC9K(;L(>q(,r'$(q:&<$:D( E. % !& '-< p ,D-< 7 !C<&(q-<,q-<$>,< 7 '-< 7 D-<-> = : 2 .)Q 2 3 : 2 .)Q 2 W=: 7 s:Lt)u$>:JC*(q$<-> ,< 7 '< 7 D-< = Hv:Lt,u->:JC*( :JC9K(;L( E. >,< 7 +-( : 2 .,Q 2 3 5 &<,D(,& 7 : 2 .)Q 2 '!w ¥ _&% ¹ ® ` T u <Je M+PM N a M \e d&fgd J < Y[ Qv v Njd < [jMOW dgN¯KMY W <``x Q#[AQ#[ e Y \e \ Y < dg[ ] MO[^[ d/dgf&d e< <+\e d&fgdJ <G¥ `%a MrPQ < WiMO[ e Y < [-PQ e Y^Q#dgN < WXQN e MrW < dgMY Q#[ l MOYQh_Q#W ] fgM q [ Qn[ a MrPdg[ ] MON ¤OQdg[ [ Qv v Njd < [ PQ \ W < PQ e QY WidgN < P < ¯ < W fgd <q W < [ S j#MON50Q#j#d&P <T< Q#[ e Y \e \ Y < PQ <] Q#N < [ # PQf < [ q_Sc] MO[ [ ¤Q#f \e d&fgdJ < Y Q#[^[ < [ # u])< Y < dgN ¯KQY dgY < .Y < WPw e d&j < N a MXQ[ e M_j`w[ e dgj < Q < [ u])< Y < Q#[ e dgW < Y[ \)< [ ] Y M < d&fgdgP < PQ#[ l MPQ#Y^d < [^Q#YhQ ] fgMOY < PM M \ [^MoPQ ])< Y < Q#[ e dgW < Y < [ ] Y^M$ < d&fgd&P < PQ[§dgNdgj#d < dg[P < .OY < WPw e dgj < Q#[ e Mfj w[ e d&j <n\e dgf&d J < P <T] MOY l m f .MOY d e WiMO[ H X j#MONM¤OQYz.OQW ])< Y <n\ W Wewd&WXMTfgMj < fk % n©`+l MPQY d <_q_] MOY e < N e M q [ QYdgMN ¤Q#[ e d . < PM [ Q M S j <]< J PQ ¯KMOY NQj#QY \ W < dgNd&j#d < fgd/J <`#a M PQ¯KMY W < <o< fgj < N `#< Y \ W < .Y < PW w e d&j < Q[ e M_`j w[ e dgj < v \ QbdgNjY QWXQN e Q <T] Y $M < dgf&dgP < PQ¢P < [A[^`Q v v Nj#d < [ ] Q#Y e Q#N ¥ j#QN e Q#[ t ¯ < W fgd < jMON[ d&PQ#Y < P <l bMXQN e< N e MiQ#[ e Q e d ] MuPQ e Q#[ e QTN a ;M ¯KMOdY^Q < f&d J < PMuNQ#[ e Q e Y < < /f 0M l o ¯ 2zR¦7 | HRzb}#~A| ÈO{¤/zbz¢|^#{7Gz ÈJ®¯zH ¢R|^¢|^#{z¦§¦ z¢|^#{7|/°z {¢z#¦|®¯|^ 1^R¡y b}#~||°| ¦7|^} 1 J¡y ¦¡yz¥®¯z¬FÊ%| ¦2| ¦K{7~{7~H ¦¡yzzHz#¦K{¢|§{7| RH|^{zRª Ç ' m !#" $%" '&(!') "+*," -.0/ 132547698 ;: <6925= ?> @8BAC= h % DFEHG0IKJ <ML I7NOEQP0IRP0SUT <WVYXWZ J Z <W[]\#< ZW^_V0Z_` ZaL< J LQ\BLQZ S < J <cb N [dZ N Zae T < <L I7N_EHP0IRP0SUT <fVYXWZ J_P < E ^ S e J_P ede P be < E Za[dL TgI ZaeB`U\0Z I < S < E L J < J_PFJ_PhTgP e T <W[<u<W[ ^_L TgPBT ^_[ < J Zk<W[]\#< Za^_V0Z P < P [C^ I < < < E gL <WVYXWZ N [ P0E L I L S <f[ J <b< N_E LH%\ <WV0XWZ J_P [ < I T LQ\%<fe E L [ P e J_P \0Z SUTgP T Z P e T Zi\ e T LQ\%<fe S < I Z J_PBE < P0I J_P < E ^ I <We P e T [d^ T ^_[ <We LQZ E LH\%<WeBj , ^_[ < SUTgP < P0E < Za[ <WV0XWZ J <i<W[ ^_L TgPkT ^_[ < ZaL@\BZ S edL J_P [ < J <i<^ T L E L <WVYXfZ J_P ^ I < E L S ^< P0I ^ P <W\BL E L TgP <9[ P ^ T L E L <WVYXWZ J_P \ J L Z_` <ml P L L E L J < J_PnJ_P L I7NOEQP0IRP0SUT <WVYXWZ P < P N < S edL L E L J < J_P j ZW[ P ede P9I Z T L Z ZaLoZ P e]\BZ E L J ZZ N <W[ < J L I < J_PmN [dZ [ < I <fVYXWZZa[]L P0SUT < J <h<pZ PBT ZWe N <W[ < L IRN_EHP0IRP0SUT <W[ S Zae]edZ <f[]%\ < Za^OV0Z_j qZ I T ZW[ S < re PsI <WLQe \BL E ` N Za[ P PBI7NOE Z_`tL IRN_EQPBI7PBSUT <W[ S Z <WeCZ N V P e J_P < E Za[]L TgI Zaeu^ T L E L < S_J Z P [ < S %V < PP0S %\ < N ed^ E <f[C\0Z IRN_EHP L J < J_P e J_P \0Z I7N Z S_PBSvT]P eBj []Zw\0^_[dZa^ re P `ie PBI7N [ P ^ PN Zae]e P0E `< N_E LQ\%<f[ N < J [ P e J_PFJ_P e PBS ZZa[]L P0SUT < J Zu<nZ PBT ZWe Fxfy \0Z I < S < E L J < JOPJ_P <W^ IRP0SUT <f-[ < PBS_P [ < E L J < J_PFP l P L L E L J < J_PJ <i<f[ ^_L T]PBT ^_[ <Oj ue TgP edLQe T]P0I <ze P [ < J LQ\BLQZ S < J Z ^ T ^_[ < I7PBSvT]P <z^ I < I L PBSvT]PCJ_P{J_P e P0S Z E L IRP0SUT Z_`vZ < TgE < }| j <f[ <nLHe]e]Zn< E L S ^< P0IJ_PFN [dZ [ < I <fVYXWZ P ed\0Z E L J < ZaL ~~j DP e]\0Z E < JOP e]e < N_E < T < ZW[ I < JOP P e P b E L <fVYXWZ J_P ede PT [ < < E Z <WZ [d^ N Z J_PNP e ^_LHe < D {` S Z )^ < E Z <W\ P ede]Z J <Woe < NOE LQ#\ <WV P eFb e]^ < <fe PJ_PJ < J ZWe G [ P < E L < J Z L < < T]E < j kQwB@ u¡£¢C¤£¥§¦k¨¢Cq©0¡£ª¬«¦B¢t£®¯o°®0ª¨¥±k«ª ²°®£³B¡¯³Bª¢ Y¥§¡£®¯´ 0ª]µ@¢ª¢¶«dkµ ¥§¡£®¯´ Yªdµ_³k¨r¶·W«kµwª¦k¡²¨Bµv¥§ªd¨¨r¢Cª®0rkµO©B¡¯ª¸k¡ ²°k¢¤£¨¦k£ª¢kµO«¦B¢C¦ Y¹µº¡¯k°»dB´¼k¦;ª¤£¨¦²«ªdµµk¢qªd®0¦<½²ª¢³kªd®¯µ ®f¶µªtªqª ²¤£¦k¨rk´d¼¦{½²ªC½£k½£¦Bµ aµ¢t¡£¹k´ 0ª]µ;ªC½²ªdµª® B¦k 0¢Cª®0¦h½²ªqk¤£«dk´ Yª]µ¾À¿µµBµÁk¤£«dk´ Yª]µ<½²ª]µºªd® B¦k Y½£Bµ ¤W¦Y½£ª¢ µª¨_®Bª³B¨B½£kµ 5¤£¥§¦k¨¢CÁ;·f¢Â½²ªª Yª®¯½²ªd¨Ãµº¡¯Bµi¥§¡£®¯«¦k®f½£B½²ªdµd¾ <¤fª]µk¨Ã½²ª¤f¦0µµ¡£¨O¡¯¢C5°®¯³k¡¯k³kª¢ ¤£¨Äk¤£¨¹ Y¤£«dk´ 0ª]µ 9ª @ÅuÅc¤f¦²½²ªd¢Æµºªd¨¸¢of d¢Æµª¨¸°®0ªd³k¨rk½£BµÇ¥±B«°¢Cªd®Bªk¾ p¤¯¶³B°®fo½²¦C ¹È®ft®0ª¨®£ª uÉ0º¤vÊÌËBËgÍ@Í@Íu¾ ¢ÉY͸¦k¨Î²µ¾ «¦B¢{ˤ£¨¦Y½£¡¯«rµrË¢C¹WË°®f½²ª U¾ µºÉ0¢C . ¯ . v ¤ . . v J ¤ ° ¯ 0 oo 0 zx 0 0 . J ¯ v X ¤ _¬ 9È ¤ Ê Ç ¤ X 0 -¬ r H ¯ ¤ v + ¥ `x Ê YÈ Ê 9È Á fÁ Á 9È FÊ FÊ nÀ È ³"$" kÂr ) v È Ê oo b § . . [ ¯ . v 0 . . ¯Cw . § G¥ 9 ¤ w . ¬ v H . . J n¥ J w J . . `x ¯ . ¤ ¤ ¯ °$. ¯ w Ç À 'M" `Á Á D N []Z N Zae T < J Z E < Za[ < T []LQZ TgP0I \BZ I ZRZ PBT L Z <W\0L E L T <W[¢< NP e ^_LHe < J <X< N_E LH\%<WV0XWZ J_P [dLQZae ' < E Za[]L TgI Zae J_P < N [ PBS_J L < J Z J_P [ < I T LQ\#<We P e T Zi\ e T LQ\%<fe S < I Z J_P0E < P0I J_P e P S \BL <We LQZ E LH\%<WeBj <f[ <{[ P < E L <W[ P e]e < N}P e ^_LHe < GoS_P \ P e]e []LQZÈL IRN_EHP0IRP0SUT <W[¸Zae < E ZW[]L T]I ZWe <{e P [ P0I P e T ^ J < J ZWe0`W\BZ IRN E ZWe PBI ^ I N []Zw\ P e]e]Z N <W[ < P [ <WVYXfZ J Zae7\ E <We]edL Ã\#< J Za[ P e0` TgP e T <W[7Zae \ E <Wede]L Ã\%< J Za[ P e7[ P e]^ EHT < SvT]P eB` N <W[ < PBSvT XWZ < P [o^ I <+< S E LQe P edZ [ P Zaeq[ P ed^ EHT < J ZaeoZ T L J ZaeBj Za[oLQede]Z P e T]PFT <W[ < < E Z N []Z N P ^ I <W[d%\ < Za^_VBZR\BZ IRN Zae T Z N Za[ T [ e N <W[ TgP < E Za[dL TgI Zae J_P L S P [ S \0gL < [ < I < T LH\%< EPP e T L I <WV0XWZ J_PN []Z < L E L J < J_P e ed^ N ZW[ TgPJ_P L I7N_EHP0IRP0SUT <fVYXWZ ed^ N ZW[ TgPJ_PzT]P e T]P eBj DN [dL IRP LH[ < N <W[ T]PqG Za[ I < J < N}PBE Zae<\0Z I7N Z S_PBSvT]P eÀ[ P e N Z S e P LQe NP0E Z < N [ P0S_J L < J Z J_P [ < I T L \%<fe P e T Zi\ e T LQ#\ <We0j Za[ < I %\ <W[ <W\ T]P []L < J <WeC\ E <We]e P ce < e T [ < T <fe J_P L S P []L J Za[ P e [ < I < T LH%\ <WLHe PFJ_PzP e T L I < J Za[ P e J_PN [dZ < L E L J < J_P eC\0Z I ^ I <L SUTgP [ <W\ PzJOP S L J <Oj ec< E Za[]L TgI ZaeqL I7N_EHP0IRP0SUT < J Zae0` N <W[ < e P [ PBI ^ T L E L < J ZWe S Z N [dZi\ P e]edZ J_P P [ <WVYXWZ JOP \ E <fe]e]L Ã%\ < J Za[ P e0` J_P P0I e P [L I7N_EHP0IRP0SUT < J ZaeF\BZ I Z ^ I <7\ E <Wede P ~~ ^ P P [ J_P J_P ede <We\ E <Wede P e < e T [ < T <WeBj J )^ <WeF\ E <fe]e P e\0Z S \0[ PBT <fe ^ P L IRN_EHP IRP0SUT < I L S P []L J Za[ P e PJ ^)<Wez\ E <We]e P ez\BZ S \0[ PBT <We ^ P L IRN_EQPBI7PBSUT < I P e T L I < J Za[ P e0j qZ I Z<We J ^<We L IRN_EHP0IRP0SUT <WV P e J ZaenL S P [dL J ZW[ P e N Zae]ed^ P0I \ J L Z PBI \BZ I ^ I ` N <W[ T]P J_P e])^ <We ^ S \0LHZ S < E L J < J_P e P0S \0Z SUT [ < e P PBI ^ I <e]^ NP [d\ E <We]e P < e T [ < T <ij D e P ^ S_J < N <f[ TgPTgPBI \0Z I ZRZ PBT L Z J <W[Èe]^ N Za[ TgP b7L I7N_EHP0IRP0SUT <fVYXWZ J ZWe < E Za[dL TgI ZaeCL S P [dL J Za[ P e PP e T L I < J Za[ P e ^ P \0Z IRN ZW[gXWZsZ N []L I7P LQ[]Z I J ^ E Z_j ¬e T ^ J < S_J Z P e]e P ne < E ZW[]L T]I ZWe0` ZW[ < I NP []\ P L J <W§e < E ^ I <We P e T []^ T ^_[ <We ^ PCN Z J_P []gL < I e P [5[ P ^ T L E L < J <We0j DÆN []L I7P LQ[ < P e T [d^ T ^O[ < ^ P \ E <f[ < IRP0SUTgP e P []Lg< I ^_L T Z^_e < J <e P [dL <^ I < ^ P L IRN_EQPBI7PBSvT <We]e P [ < I T LQ\#<We0j <W[ P <We\BZ I Z\0[]Lg<WVYXfZ J_P [ < I T LQ#\ <We0` I < S L N ^ E <WV0XWZ P L I7N [ P edegXWZ JOP e])^ < P e T [d^ T ^O[ <zegXWZ P L L J <WeÀ\BZ I [ P S \0gL <O` PS XWZze]XWZ e]L I7NOEQP e J_P e P [ P0I L I7NOEQP0IRP0SUT < J <WeBj ZaLÁ\0[]gL < J < PBSvT XWZ?^ I <m\ E <Wede P ^ P L IRN_EHP0IRP0SUT <r< S ZwVYXfZ J_P [ < I T LQ\#<We0` P0S \#< N e]^ E < S_J Z ed^)<We P e T []^ T ^_[ <We P{J_P S L S_J ZZae I7GkT Z J Zae S_P \ P ede [dLQZae N <W[ < I < S L N ^ E E <fe0j ^ T []Zae < E Za[dL T]I Zae T < I G0IN ZWe]e]^ P0I PBI \BZ I ^ I <n^ T L E L <WV0XWZ JOP ^ I < P e T []^ T ^_[ < J_PzJ < J ZWe \0Z S P \BL J <7\0Z I rZ <W^ T I < T Z < [ Za[ P < ` ` ` DFS ` j Za[hLQede]ZmL I N_EHP0IRP0SUT < I Zaeb<7\ E <Wede P &-<L< DK(C,D( 7 P < [ P < I ZWehbRL S [ < P e T []^ T ^_[ < J_P e]Z T <W[ P j I7P e I Z ZaL P L T Z \BZ I <M\ E <We]e P &K:)<_` ^ P L IRN_EHP0IRP0SUT <Z< P e T [d^ T ^_[ < JOPsT []L P j I Za[ < PBS \0Z SUT [ < J < P0I < NP0S <fe^ I < E Za[dL TgI Z < )` < N [ P e P0SUT <R^ I < P e T [d^ T ^O[ < P0S_G []LH%\ < ^ PN}P [ I L T]P e])^ <^ T L E L <fVYXWZ d zªd«d®£¹µ¢q¦½²ªuɯª¨r®¯´do½²ªu¦B¨ª®0rk´¼k¦oq¦k ª¦0µ¾ ° . § J J . ¤ w v ¯ v w ¤(w . w v °$. . ,(¥ . ¯ J w 0 x . ¯ . ¯ wf¤ w J ¯ ¯ v . . ¥ ¥ ¤ 0 ) w ¯ v v ¯ x w . o . ¬ ¥ ¬ ° . ¯ G¥ . § ¤ . v ° . v ¯ . <H v . w w q ¥ ¯ J v . J J G¥ ¯ . ¯ v v . w w . o 0 J w , ¤ k " kc + . ¯ ¯ . + k ¬o " mG+ k . kX ( " ¯ ^H . (+ " k G+ ¯ G¥ v . w ¥ v + ¥ o J P0I Za^ T []Z< E ZW[]L T]I Z < ` N Za[hLQede]Z ZaL < J LQ\0LHZ S < J <X< P e T]PI J ^ E Z JOP < N ZaLQZ_j qZ I Z ^ I J ZWe _J P e < ÃZWe J_P e T < N [dZ N Zae T < G{J_P e P0S Z E P [q^ I <z\0Z I ^ S LH\%<WV0XWZT< e T [ < T < P0SUT [ P Zae/< E Za[dL TgI ZaeB` ZaL< J L \0LHZ S < J Z SOP e T]P I J ^ E Z JOP ed^ N Za[ T]P ^ I <\0Z EQP V0XWZ J_P \ E <fe]e P e ^ P edLQ[ < J_P \%< S < E@J_P \0Z I ^ S LQ\#<WVYXfZ P0SUT [ PmPBEQP e J_PmI Z J Z ^ P T < I G0INP [ I L T <?ZZ<W[ I < PBS < IRP0SUT Z J_P [ P ed^ EHT < J Zae L SUTgP [ IRP0J L []LHZae P ^ P e P < L S_J_PBN}PBS_J_P0SUT]PJ_P ZW[ I < T ZaeBj <W[ < LQede]Z7L IRN_EQPBI7PBSvT < I Zaec<7\BZ EQP VYXWZ D&<CY> J_P \ E <fe]e P e ^ PcI Z JOP0E < I e T [ P < I e J_PpPBSUT [ < J < P e < J <i`C^ I < P ^ P < L E LQZ T]P \#< J_P?TgPBI7N_E < TgP e ~~ S XWZ Z P [ P \ P ^ I < edZ E ^OVYXWZ < N [dZ N []Lg< J < N <W[ < ZaeR[ P ^_LQedL T ZWe J_P e P < J Zae j P [ <W[R^ I \ E <We]edL Ã#\ < J Za[Re]L S L _%\ < P [ <W[ ^ I N [dZ [ < I < ^ P e P < \#< N < J_P Z TgP [<We N []Z < L E L J < J_P e J <We e P S \0gL <We < S < E LQe < J <We NP0E <We [ < I T LH%\ <Wke < N [ PBS_J L J <We0` N <f[ < PBSUT XWZ J_P \BL J LH[7ed^)< \ E <We]edL Ã\#<WVYXfZ_j <W[ <mLQede]Z GSOP \ P e]e []Lg< < P LQe T S \BL < JOP ^ I < S < E LHe < J Za[hedL SUT T LQ\BZ N <f[ <m\%< J <m^ I < J_P e]e <fe [ < I T LQ#\ <We0j qZ I Z P e TgPT [ < < E Z T [ < T <7\BZ I ue P ^ PnN Z J_P0I e P [ < I )^ <We0` P e]e P e < S < E LQe < J Za[ P e J_P PBI Za[ S_P \ P [ T Z J <fe <fe JOP []L <WV P e J_P ^ I <ze P S \0gL <O_` < IJ_PhP PBT )^ <W[¬Z\ E \0^ E Z J_P ed^)< N []Z < L E L J < J_P j Za[LQede]Z S XfZ G9N Zaede P0E Z^_e]Z J_P ^ I P [ < J Za[ J_P < S < E LQe < J Za[ P en\BZ I Z Z D Za^ce]^ <We <W[]gL <WV P eBj <W[ < P [ <W[Zae < S < E LQe < J Za[ P e SOP \ P e]e []LHZaezL IRN_EQPBI7PBSUT < I Zabe <m\ E <We]e P 7 _` ^ P ZaL < [ P < J << P e TgPN <W[ TgP <f^ L E gL <W[0j <W[ <L SvT]P [ <W[ T Z J ZaeÀZae < S < E LHe < J Za[ P e J <We [ < I T L \%<feq\0Z S e]L J_P [ < J <We S < \ E <Wede]L _\%<WV0XWZn\B[]L < I Zae¬Z\BZ IRN Z SOP0SUTgP g ` ^ P e PFN [dZ N P < e P [CZ P [ < J Za[ J Z \ E <We]edL Ã#\ < J Za[ S < E j , PN ZWe]e PJ <9L I7N_EHP0IRP0SUT <fVYXWZ JOP < E Za[dL T]I ZaeÈL S P []L J Za[ P e PP e T L I < J Za[ P e0` T]P0I e P ZWe[ P \B^_[]edZae S_P \ P ede [dLQZae N <W[ < \0Z IRN Za[ P [ < J Za[ P e JOP \ E <We]edL Ã\#< J Za[ P e PT]P e T E Zae0j <W[ <<W^ L E L <W[u<fe T <f[ P <fe J_P \0Z I7N Zae]LHVYXWZ PT]P e T]P e J_P e TgP ne < E Za[dL TgI ZaeB` ZaL5\0[]gL < J < < TgP []\ P LQ[ < N <W[ T]P j ue T]P7G \0Z I7N Zae T Z N ZW[ N [dZ [ < I <We P [ EuP ~~ ^ PT [ < T < I < P [ <fVYXWZ J ZWez\ E <fe]e]L Ã%\ < J Za[ P e0` < P P \0^_V0XWZ J Zae TgP e T]P e P < Z T]P0S V0XWZ J Zae{[ P e]^ E±T < J ZWe0j <W[ < <f\0L E L T <Wn[ < < < E gL <WVYXfZ J <We\ E <Wede]L _%\ <WV P e ZW[ < I ^ T L E L < J ZWe J < J ZWee]L I ^ E < J Zae T < SvT Z S Z T [ P L S < IRP0SUT Z J <fe [ < I T LH%\ <We )^ < SUT Z S Zae TgP e T]P e J Zae\ E <We]edL Ã#\ < J Za[ P eB` < I J_PN ZWe]e]^OLQ[z\0Z S P \ L IRP0SUT Z N [ G LHZ J <?\ E <Wede]L _\%<WV0XWZ J <Wee P S \0Lg<We^ T L E L < J <WeBj <W[ < P [ <f[ P e]e P e J < J ZaeedL I ^ E < J Zae ZaL@^ T L E L < J ZZ N [dZ [ < I < L IRN_EHP0IRP0SUT < J Z N Za[ < PkT < S Z x L IRP0S_P <W[ P < T Z_j P [ < J Za[ J_P P S \0L <fe G %\ < N < J_P `^ T L E L < SOJ Z IRGBT Z J ZWe N [dZ < L E He T LH\0ZaeB` P [ <W[e P S \BL <Woe < N <W[ T LQ[ J_P ^ I < [ < I T LQ\%< P e T Zi\ e T LQ\#< E L [ PzJOP \BZ SUTgP T Z_j ª¨¢C¦ rQ r ¤W¦²½²ª¨¹zµºªd¨À¨rk½²¡£»d½£¦F¤W¦k¨ ¯¡ ²¦¯¾È kµu¤W¦k¨¬µª¨u¥§¨ªd© £ªd®0ª¢Cªd®BªC¡²°»dB½²¦z®£¦z¢Cª¦«¦B¢ ¤£¡²rk«°¦B®¯ ²ªdµºªÀ®¯¼k¦Cµª¨r¶t¨rk½²¡£»d½£¦q®¯ªdµºªÀ¨rfÉ£¦¯¾ 0<ª]µºª º µºªCª]µº¤Wªd«k°»dk¨À«BµµªdµÀ½²ª{µº¨ªdk¢µÁ¤f¨rȪ°¡£¨r½²¦Bµu½¯k½²¦0µÀ¢Ck®£¤£¡£¹k½²¦0µÁ®¯ªdµºªC¨rfÉ£¦ v«¦k¢C¦zµºª © 1®f«¹kµªÀ³k¨r¢¶«dkµd¾ k " G+ . ¯ ¤ ° ¤ ° J [ @|8VWLM849L ¥ w y v ¯ ¤ ¯ § q . v v v ¬ ¤ 2-6A: ~ a8@]6B j 4984fb JZv ²¬ ¯ v µ § r . . . v . w . w v r v ¬%H ¯ . ¯ w . . v . w v ¬ ¥ ¥ w ¥ . w . x ¯ . . w . . . . v `x z ¤ `x ¥ w 0 ¤ ¤ w ¯ ¬¬ J § %¬ ¤ v ¯ ¯ ¾H . ¯ ¤ . w 0 v J . v . w ¿ J b ¤ J h¥ . J ¬ ¬ J w J v ¤ ¯ ¯ x . J`J so [ r v È Ä GÈ n© P [ <W[u^ I \ E <We]edL Ã\#< J Za[uedL S L Ã\%< PBSUT XWZ P [ <W[A< I Zae T [ <fe J_PT [ P L S < I7PBSvT Z J_P []LHZae T < I < S Zae0` P ed\0Z E P [ P \0Z IRN Za[Zae-< E ZW[]L T]I ZWe J_P < N [ P0S_J L < J Z_j <W[ < P [ <W[ T]P e T]P e G N [ P \BLQe]Z P [ <W[b< I Zae T [ <We N Zae]L T L <We PhS_P < T L <We P < E <fe N <We]e <W[ NP0E Zaeo\ E <Wede]L Ã\%< J Za[ P e P [ < J ZWe0j T]P [qZWeq[ P e]^ E±T < J ZaeoedL S L Ã\%<m[ P \0Z E P [zL S Za[ I <fV P eFedZ [ P <fe [ < I T LQ\%<fehL S P [dL J <We `@e]Z [ P ^)< SUT <Wee P S \0Lg<We N ZWe]L T L <We Za[ < I [ P \BZ S P \0L J <We0` ^)< SUT <fete P S \0Lg<We S_P < T L <We S XWZ Za[ < I [ P \BZ S P \0L J <We0` P \0Z I7N <f[ <W[<fe N [dZ < L E L J < J_P e J <feue P S \0gL <We J_PCT]P e T]P < S < E LQe < J <We N}PBE <We [ < I T LQ\%<feÁL S P [dL J <We PCNP0E < [ < I T LQ\%< Za[dL L S < E ^ T L E L < J < N}PBE Z N <W[ < P [ E <We j N [dZi\ P ede]Z J_P P [ <WVYXWZ PuT]P e T]P e J_P ^ I \ E <fe]e]L Ã\%< J Za[ J_P P e P [<[ P0NPBT L J Zc< N <W[ T LH[ J_P < I Zae T [ <We J_P T [ P L S < IRP0SUT Z J_PJ L P [ P0SUTgP e T < I < S ZWe0` < I'J_P < < E L <f[ < P Z E ^OVYXWZ J < ^)< E L J < JOPqJ_P \ E <We]edL Ã\#<WVYXfZ \0Z S Za[ IRP <W^ I7PBSvT < I Zae<< I Zae T [ <ij Za[ T < SUT Z9ZWez[ P ed^ EHT < J Zae J_P P0I e P [zZ T L J ZWe J <We P P \0^OV P e J_P e]e P e []LQZWe \ E <Wede]L _%\ < J ZW[ P eBj DFN eZ T]G [ I L S Z J_P T Z J ZaenZae TgP e TgP e0` P ede <WeL S Za[ I <WV P e J_P PBI e P i[ < []^ N < J <We P Za[ < S L < J <We P0I ^ I <W[ ^_L ZÂ[ P e NP L T < SOJ ZM^ I Za[ I < T Z J_P <W\BL E L TgP < < S E LQe P P e T < T Qe T LQ\#< P P [ <WVYXWZ J_P [ Ã\0ZWe S Z < TgE < j <W[ <[ P < E L <W[ T Z J <We P e]e <We T <W[ P <We J_P Za[ I < <W^ T Z I T LH%\ < Za[ < I L I7NOEQP0IRP0SUT < J Zae J L P []edZae N []Z I OS LQ\BZ N [dZ [ < I < P [ < J Za[ N <W[ < I7PkT []L < J Z_j ue]e P e N <W[ IRPBT []Zae [ < I <fetedL IRN_EQP e ^ P \BZ I7N P0I ^ egXfZU< [ < I T LH\%<X<se P [z^ T L E L < J < S Z T]P e T]P `;Z T < I < S Z I S L I Z J < < I ZWe T [ < J_PT [ P L S < IRP0SUT ZO`Z T < I < S Z I L I ZO`uZ L SUTgP [ < E Z J_P e T]PsT < I < S Z_`¬ZML SUT]P [ < E Z J_P \0Z IRN [dL IRP0SUT Z J <fee P S \0gL <We S_P < T L <Wbe <7e P [ PBI P [ < J <We P ^ I3S _IRP [dZ J_P P P e ^ P Z TgP e TgP J_P P e P [F[ P0NPBT L J Z_j ue]\0Z E PBS_J Z Zae N <W[ I7PkT []ZWe J_P e P < J Zae0` T Z J Z Z N []Zw\ P ede]Z J_P P [ <WVYXfZ J Zaeh\ E <fe]e]L Ã\%< J Za[ P e P T]P e TgP e G [ P < E L < J Z e P P0S \BL < EHI7PBSUTgPJ_PI Z J kZ <W^ T Z I T LH\0Z_j <We N [ L I <Weue P V P eqe P [gXWZ J_P ed\0[dL T ZWeo\BZ I+I <WLQe J_PkT < E P et%\ < J <^ I J_P ede P e I J ^ E Zae0j D e P V0XWZ ij u< N [ P e PBSvT <7Z I J ^ E Z ^ P \0Z SUT]G0I Zaeb< E Za[]L TgI Zae J_P < N [ PBS_J L < J ZOj D e P VYXfZij < N [ P e PBSUT <<fe \ E <We]e P e JOP e]^ N Za[ TgP <pL I7NOEQP0IRP0SUT <WV P eBj D e P V0XWZ ij < N [ P e PBSUT <Zae N []Z [ < I <We JOP e]^ N Za[ TgP <WZWe TgP e T]P e0j r . 0 ¤(w . ¤ . ¤ 0 ¤ . ¯ ¯ ¯ J J . v w [ v . ¤ . w ¥ 0 w ¯ 0 ¤ ¤ . ¤ ¤w . . v . ¯ v ¯ ¯ w . ¤ J (¥ ¦ IH 0 . ¦ w ¯ 0 ¤ ¤ ¤ x ¯ . J w ¤ ¤ J v v ¤ 0 H . J § v `x x w 0 ¤ X w J . ¯ J . . ° . w v ¯ ¥ ¤ ¯ w ° 0 x ° v -. ° . # J ' `x . 1 258 s: =s2Á:98= e< E Za[]L TgI Zae J_P < N [ P0SOJ L < J Z e]XWZ Zaem[ P e N Z S e P LQe NP0E < L S P [ S \0Lg< J <We [ < I T LQ\%<fe S XWZ P e T Zw\ e T LH%\ <We PpN}PBE < P e T L I <fVYXWZ JOP e]^)<fe N []Z < L E L J < J_P eBj EQP e J_P P0I e P [mL I7N_EHP0IRP0SUT < J Zae J_P Za[ I <+< N Z J_P [ P0I e P [ P0S \#<WL < J ZWe S Z N [dZi\ P e]edZ J_P P [ <WVYXfZ J_P \ E <We]edL Ã\#< J Za[ P eCe P0I \0Z IRN []Z I7PkTgP [ / ;¢C¦Bµº¨rkµ¸¤W¦Bµ Bµ¸µ¼¦q«¦B¢q¤W¦BµºBµ¤W¦k¨@µªd© 1d®¯«¹kµ}³kªd¨B½£kµ¤fªdq³k¨r¢¶¹«¬½²ª5ªdµºª Yªu¢C¦0µ ¨BµÇ®£ªd³B Bµ µ¼¦C«¦k¢C¤W¦BµºBµ¤f¦B¨;µºª]© '1®¯«Bµ¸©0¡£ªu®f¼¦µ¼k¦o¨ªd«¦k®£É¯ªd«¹½£Bµ}¤W¦k¨@ª]µµo³k¨r¢¶«d£¾ ®²¥§¦k¨¢k´ 0ª]µ@«¦B¢q¦ Y¤f¦B¨@ª ²ª¢C¤£¦ £® £¢Cªd¨¦C½²ªu¤£¨¦²½²¡¯´ Yª]µ¾ ¹ . o J wf¤ w ¯ v b . o . ¥ v ¯ . J o ¯ v . . . 0 . ¥ `x 0 H À w ¤ AÈ (È . . ÂÁ Ê ¯ GÈ FÊ $ ÂÁ <nL SvT]P [ <WVYXWZ \0Z I Z[ P e T Z J ZedLQe T]P0I <O`w[ P e N}P L T < S_J ZL SUTgP [ ¯ <W\ P e N [ G ¥ J_P S L J <WeBj <W[ <LQede]Z ¯ ZaLL IRN_EHP ¥ IRP0SUT < J Z9^ I \BZ I7N Z S_PBSUTgPN <W[ <mZaezL S ¯ P []L J Za[ P e P ^ I \0Z I7N Z S_PBSvT]PN <W[ <mZae P e T L I < J ZW[ P eBj¨¬< J < ^ I G \BZ IRN Zae T Z N Za[È^ I 7< \ E <Wede P < e T [ < T < v ^ PnJ_P S_P <7L SUTgP [ ¯ <W\ P \BZ I ZWe J_PBI <fLQeÈ\0Z IRN Z S_P0SUTgP e PN ZW[\ E f< e]e P e{\0Z S \B[ PkT W< e v ^ P L IRN_EQPBI7PBSvT < I Zaeb< E . Za[]L TgI Zae0j Z\%<fe]Z J Z\0Z IRN Z S_P0SUTgP L S ¯ P [dL J Za[¢< \ E W< e]e P < e T [ < T < N Zaede]^_L T < I G0I \ ° J L . Z[ P ^ T L E L Jfwf¤ PBENP0E <fe\ E <fe]e P e{\0Z S \B[ PkT <WeÈL IRN_EQPBI7PBSUT < J <fe0j D . ^_[ < ij© I Zae T [ < \BZ I Z!e P [ P0E f< \0LQZ S < I ZWe\BZ I7N Z S_PBSUTgP e J_P < N [ P0S_J L J < J Z . [ < I < T LH\%< E j I <i< I ZWe T [ < J_PT [ P L S < IRP0SUT Z G ¯ Za[ S_P \0L J <Xf< Z L S ¯ P []L J Za[ J_P . [ < I w T LQ\#<Wej T L E L J < S_J Z P ede < < I Zae T [ O< `OZ+ L S ¯ P [ PP . P [ < \0Z I Ze < J < ^ I < . [ < I w T LH\%< S XWZ P e T Zw\ w e T LH\%<R ` v ^ P e P [ w PBSUT [ < J < J Z P e T L I < J Za[ J_PcN [dZ < L E L J < J_P e j Hue T]PcN ZW[7ed^)< ¤ P J `-< EQGBI J_P [ P \ P P [ P ede < . [ < I w T LQ\#O< ` [ P \ P PzT < I GBI \BZ I Z PBSvT [ < J R< ^ I <u< I Zae T [ < J_PzT [ P L S < IRP0SUT ZO` v ^ PN Z J_P e P [b< IRP e I <u< I Zae T [ < ¯ ZW[ S_P \0L J <W < Z jYo PBSUT XWZm^ T L E L J < P e]e << I ZWe T [ < N f< [ < P e T L I f< [-f< e N [dZ < L E L J < J_P e J_P R ` P . P [ < \0Z I Ze < J < ^ I < . [ < I w T LH\%< P e T Zi\ w e T LQ\%<B j A G IG Ge EP L ^O[ < i j ! []Zw\ P e]e]Z J_P < N [ P0S_J L < J Z OJ P ^ I < [ < I T LH\%< P e T Zw\ e T HL \%< . J © ! |% w w In ! '\0Z I7N Z S_PBSvT]P M G Za[ I < J Z NP0E <We\ E <We]e P e-< N [ P e PBSvT < J <We S < ^O[ < ij wj D \ E <Wede P <#"_e T [ < T <fM G < \ E <We]e P ^ P ZW[ S_P \ P <7L SUTgP [ <W\ P ^ PJOP P e P [hL IRN_EQPBI7PBSvT < J < NP0E ZWe L S P []L J Za[ P e0% j $ I M J_P P [ P \ P " P [s^ I \0Z S d^ SvT Z J_P e P S \BL <We P e P [9\%< N < J_P L S P []LQ[7^ I < [ < I T LQ#\ < S XWZ P e T Zw\ e T LH\%<O` ZW[ S_P \ P0SOJ Z7\BZ I ZRe < J <ed^)< J_P ed\0[]LHVYXWZOj e J ZWLQeo< E Za[]L TgI Zae0`}L IRN_EQPBI7PBSUT < J ZWe S <We\ E <We]e P e M L P M &('*: 7 < 7 `À^ T L E L < I < P e T [d^ T ^O[ < J_P <f^ T I < T hZ < [ ZW[ P \BZ I Z I7P LQZ J_PmI < S L N ^ E <fVYXWZ J_P P P0IRN_E Zae P e T []^ T ^_[ <WLQeBj <W[ TgP7J_P e]^<We L IRN_EHP0IRP0SUT <WV P e GI ^_L T Z e P0I < E < SUTgP ` N Z J_PBS_J ZÂe P [RL S \0Za[ N <W[ < J < <Â^ I <e]^ NP [d\ E <fe]e P j qZ I Z S XWZMe]XWZ T Z J ZaeZaeL S P [dL J ZW[ P e [ < I < T LQ\%<fLQe ^ P ^ T L E L < I < P e T []^ T ^_[ < J_P <W^ T I < T ZZ< [ ZW[ P Y` ZaL@\B[]L < J <R^ I <\ E <We]e P <("Oe T [ < T < D M ^ P I Z J_P0E <L S P []L J Za[ P e ^ P Z < P0I j <W[ <L IRN_EQPBI7PBSUT <W[ L S P []L J Za[ P e ^ PS XWZ^ T L E L < I <W^ T I < T kZ < [ Za[ P ` J_P P re PP e TgP0SOJ_P [ <\ E <Wede P M j *) ¼k¦Fªd®¯«¦B®0¨r¢C¦Bµ U¤f¦B¨Àª ²ª¢C¤£¦ wk°³B¦k¨¢C¦BµÀ½²ªC°®£¥§ª2¨ 1®¯«½²ªC³k¨r¢¶¹«kµÁ¨ª³k¡¯k¨ª]µÁ©0¡£ªq¥±k´d¢ ¡fµº¦z½²ª]µµ ªdµº¨¡²¡£¨¯¾ ¯ o . v ¯ ¯ ¯ ¤ . w ¯ J ¯ w J ¤ 0 x ¯ ¬ . v J v v ¤ . , ¯ v vN § w o ¯ . J 9È , , w ¯ ¤ ¤ v GÈ (+ ¥ ¯ J w ¤ IG taIG IgRT L ^_[ < i j $ . X IgMakinen edL IRN_E L Ã\%< J < J_P r D \ E f< e]e P D $M N ZWe]e]^OL I7GkT Z J Zae\0Z S \0[ PBT ZWe P <("Oe T [ < T ZWe0j IRGBT Z J Z N []L S \0L N < EJ ZWe J ZaLQeL S P [dL J Za[ P e ZaL<#"_e T [ < J Z PBI#T]P [ I Zae J_P []Z T L S <We J_PoI < S L N ^ E <WVYXfZ J Z <W^ T I < T Z-< [ Za[ P j ede]Z NP [ I L T LQ^ ^ PRP0EQP e PRT Za[ S <We]e P ^ I%I7GkT Z J Zs\0Z S \0[ PkT Z J_P D6$M ^ P < \ < I < J <Weo< IRGBT Z J Zaez\BZ S \B[ PBT Zae P Za^ T []Zae <("_e T [ < T Zae ^ P9J_P P0I e P [L I7NOEQP0IRP0SUT < J Zae N}PBE <Weed^ "\ E <fe]e P e0`t\0Z S Za[ IRP Z < E Za[]L TgI Z J_P L S P [ S \0gL <Oj D e P ^_LQ[ G < N [ P e P0SUT < J <7^ I < J_P ed\0[dLQVYXfZ J Z IRGBT Z J Z N [dL S \BL N < E¸J_P L S P [ S \0Lg< ¯ >o ¯ w , v v v ¯ J ¤ 0 ¤ ¯ . ¯ . ¯ 6 &K: !C D C,D( &!8()&-< % &!D:&A'< !C !( 7 7 D(/'-<A>,<!?O$P 7 : - >H 6 !(C (> 9K;(!(>['$(>i<->D6'$(> " : 7 $:!> !L&! % '$(> 2 3 &K: & 7 '< DK(C,D( + 6 CuD()'$( !( 7 &<,D( 6 Cu,D()'( ,9*>D&D( % &-<,]&$( <->L> D(CD( 2 < 7 ? 6 7 DK(=< K:D-< % &='<=<->D !'$(> % &(,<->L>!& 6 Cu,D(,'$( !( 7 &-<,D( : 2 . 3 % &$ ( K:JC*(6] #& + >,<X(>v9K;L( L(>['< : 2 . " ()&<)C4'*: " <&< 7 D-<-> 6 CKu,D()'$( )9>D& ,DK( % &$( <->L> K;L( !(> : 2 . 2 <& & C ,D: + 6 Cu,D(,'$( ,9*>D& D( " : 7 ;:F ( ¥ - M &('*: 7 < 7 ue T <?\ E <We]e P L I7NOEQP0IRP0SUT <mZh< E Za[dL TgI Z JOP e]\B[]L T Z P0I < N <f[ <9L S P [ S \0Lg< JOP [ < I T LH\%<We E L [ P e J_P \0Z SUTgP T Z T L N Z L S P []e P LQeBj E <L IRN_EQPBI7PBSUT <Zae IRGBT Z J ZWe¢<("Oe T [ < T ZWe J_P S L J Zae S < e]^ NP [ \ E <We]e P D $M N <W[ < I < S L N ^ E <f[CZ<f^ T I < T Zk< [ Za[ P j ¬ede < I < S L N ^ E <WVYXWZ G P L T <\BZ I <X< d^ J < J < P e T [d^ T ^_[ < J_P ^ I < T []L P `Ã\0Z S Za[ IRPJ_P ed\0[ P PBI ZWe S <Re P V0XWZ +ij _j ij <RL IRN_EQPBI7PBSvT <WVYXfZ J Z IRGBT Z J Z <("_e T [ < T Z % &<]&$(,<$>L> D(C,DK(i`A< T [dL PG \B[]L < J < P e]^)< <Wede]Zw\0L <fVYXWZ9\BZ I Z <W^ T I < T Z < [ Za[ P G P L T <Oj <RL IRN_EQPBI7PBSUT <WV0XWZ J Z IRGBT Z J Zr<("_e T [ < T Z % &(,<->L>! ;L(L(>9ZWe J ZWLQe " E Zw\0Zae P0S Z E Z L J ZWe egXfZ < []^ N < J Zae P0I ^ I _S LH\0Z_`O\0Z S ZW[ IRP XZ < E Za[dL T]I Z J_P ed\0[]L T Z S <e P VYXWZ +Oj Oj ij kX . H ¤ ¤ G¥ 9 ¤ ¯ MG+ . w H F¥ w , ¯ ¤ ¯ H ¤ § w , ¯ ¤ ¤ . ¯ - M D \ E <We]e P M L IRN_EHP0IRP0SUT <Zu< . ¤ E Za[]L TgI Z JOP e]\B[]L T Z PBI < N <W[ <nL S P [ S \0Lg< J_P [ < I T LH\%<We E L [ P e J_P \0Z SUT]P T Z[ P P []e P LQeBj E <L I7NOEQP0IRP0SUT <ZWe IRGBT Z J ZWe¢<("Oe T [ < T ZWe J_P S L J Zae S < e]^ N}P []\ E <We]e P D $M ` S XWZ S_P \ P ede]L T < S_J Z J_PS_PBS ^ I < P e T []^ T ^_[ << J LQ\0LHZ S < E j IRGBT Z J Z % &-<,]&$(<->L> D(CD( G L I7N_EHP0IRP0SUT < J ZÂ[ P < E L < S_J Z< N}PBS <Wem^ I < \ < I < J < <WZ IRGBT Z J Z [ P e N Z S e P0EzNP0E < P []L _\%<WV0XWZ J < N [dZ N []L P0J < J_P J_P ed\0[dL T < S <9e P VYXfZ +ij _j aj IRGBT Z J Z % &$(,<$>L> ;(!(>p[ P < E L < \ < I < J <We<WZ IRGBT Z J Zae¸[ P e N Z S e P LQe N}PBE < P [dL Ã#\ <WVYXWZ J < N [dZ N [dL P0J < J_P P i` P < [d^ N <CZae J ZaLQe " E Zw\0Zae PBS Z E L J ZaeBj , ^_[ < SUTgP <L IRN_EQPBI7PBSvT <WVYXfZ J_P e]e <!\ E <We]e P ` T [ e N []Z" EQP0I <We S XWZ N [ P LQe T Zae S < J_P e]\0[dLQV0XWZ J Z < E Za[]L TgI Z PBI < T L P [ < I ^ P e P [ edZ E ^O\0LQZ S < J Zae o< EHT Z TgPBI7N Z J_P7P P \0^OVYXWZ_`ÁL S P [ S \0gL < J_P [ < I T LQ#\ <We S XfZR[ P P []e P LQe P < EHT Z\0Z S e]^ I Z J_PI7PBI [dL <Oj ` $ < R< vL ")<f[ < < J_P e]\B[ P P{P e T]P < E Za[]L TgI Z{\0Z I ZFe P0S_J Z JOP \0Z IRN_EHP L J < JOP `UZ S_J_P G Z S OI7P []Z T Z T < EwJ_PP e T < J Zae J Z <W^ T I < T Z < [ Za[ P ^ T L E L < J Z S oZ < E ZW[]L T]I ZOj qZ I < N [ P Zw\0^ N <WVYXfZ\BZ I Z J_P e PBI7NP0S Z J ZL S P [dL J ZW[0` J ^_[ < SUT]P <L I7NOEQP0IRP0SUT <WVYXWZ Za[ < I ^_e < J ZaeB` S < I7PBJ L J < J Z N Zaede P0E `_< E ^ S eA<W[ T L Q\BLQZae J < E L S ^)< PBI ~~\BZ I Z IRGBT Z J Zae "! `<W[]L TgIRGBT LH\%< J_PN Z SUTgP LH[]Zae P e P []gL < E L <WV0XWZ J_P L S Za[ I <WV P e N <W[ <i<f\ P0EHP [ <W[\0Z IRN <W[ <WV P eBj DFNP e <W[ J_P ede P eR\0^OL J < J ZaeZ TgP0IRN Z J_P L S P [ S \0L < J < $#&%('*) P e T < < I ^OL T ZZ < EHT Z_j e TgP e TgP e P Za[ < I [ P < E L < J Zae P0I ^ I \0Z I7N ^ T < J ZW[z\0Z SUTgPBS_J Z?^ I%N [dZi\ P ede < J ZW[ P0SUT LH^ I J_P " JOP7IRP0I []gL < D j <W[ <L S P [dLQ[ P ede < [ < I T LQ%\ << N <W[ T LQ[ JOP ^ I < < I ZWe T [ < J_PRT [ P L S < IRP0SUT Z J_P e P S \0gL <We0` N Za[ P PBI7NOE Z_` Za[ < I <We T Zae ce P ^ S_J Za,e + P ^_L < EHP0SUTgP < + Za[ <We/< N [dZ L I < J < I7PBSUTgP j $ T L E L <W[ P e]e P L S P []L J Za[ N <W[ < P [ <W[ [ < I T LQ\%<fe< N <W[ T LQ[ J <We< I Zae T [ <We - 5µ;ª¢C¤W¦Bµ5½²ªtª Yª]«¡¯´d¼¦{ªd®¯«¦B®0¨rk½²¦0µ@®£ªdµµªu¨r¯k°É¯¦¥§¦k¨r¢¦k²½£¦Bµ<Ȥ¯¨¨Á½¯{ª ²ª]«¡¯´d¼¦È½£¥§¡£®¯´¼k¦Q ®£¦C¢C¦k¢Cª®0¦C½¯Cª ²ªd«¡¯´¼k¦q½²¦0µ@³k¦B¨°¢C¦Bµd¾ ¤ ¤ 9 ¤ . k ¯ MG+ . w >H 0 Yo J 0 © w¤ ¤ J © ¨o wf¤ ¤ © 0 . ¤ ¤ ¤ . k . ¤ $G+ w ¤ v 9 ¤ ° k ¤ M+ . ¥ w , 0 ¬ z ¤ . J . ¯ . ¯ ¤ ¯ ¯ J . ¬ x `x ¯ ¯ ¯ ¤ ^o ½X½) J J n© X ° ¯ v 0 X t b . J ¯ G¥ . ¯ [ v . £©$©$© . w . © w ¤ < I < S 0 Z J <k< I Zae T [ < P0IRN Z JOPP P \0^OVYXWZ j e j + ¯e + w +ij + e j ¯e ++ w w w j ¯e wj ¯e + ij We <(" P0E < ij ! []L I7P LQ[ < <We PJ_PP P \0^_V P e J_P % N <W[ < $#&%(') I <WLQZa[ P eÈe P []L <7L S L PBE j < T <#" PBE <wj GnN Zaede P0EÁS Z T <W[FZm\B[ P e]\0L I7PBSUT Z <W\ P0EQP [ < J Z J Z T]P0IRN Z J_P P P \0^_V0XWZ \BZ I Zi<W^ IRP0SUT Z J Z T < I < S Z J <i< I ZWe T [ <Oj DP P \0^_V0XWZ J_P ede P < E Za[]L TgI Z")<We P L < re PoP0I ^ I'E ZiZ N Z S_JOP `<F\#< J <L TgP [ <WVYXfZ_`#" E Zw\0Zae J_PCP e T < J Zae egXfZ < [d^ N < J ZWe P \0Z S e P PBSvT]P0IRP0SUTgP{S Z <We P [dL Ã\#<WV P e J_P [ P P []edL "_L E L J < J_PtJ_P P0I e P [Á[ P < E L < J <We e]Z("_[ PFT Z J ZaeqZae N <W[ P e J_PP e T < J Zae J Z S Z Zk<W^ T I < T Z_j ue T <fe P []L _%\ <WV P eegXWZ P PBT )^ < J <We N Za[ J ZaLHe IRGBT Z J ZaeB`^ I ^ P P []L _\%<!Z J_PkTgP [ I L S LHe I Z J Z <W^ T I < T Z < [ Za[ P ` P Za^ T [dZ ^ P P []L Ã\%<¥< N [dZ N []L P0J < J_P J_P J Z IRP e I ZOj IRGBT Z J Z J_P P []L Ã%\ <WV0XWZ J_P [ P < ZWe TgP e TgP e < NP0S <fe N <W[ < Zae P e T < J Zae J ZWe J ZaLHe " E Zi\BZae PBS Z E L J Zae S Z < [d^ N < IRP0SUT ZO` N Za[ G0I Z IRGBT Z J Z J_P P []L Ã\%<WV0XWZ J_PJ_PBT]P [ I L S LQe I Z P [ < P P \B^ T < J Z N <W[ < T Z J ZaeZae N <W[ P e J_PP e T < J Zae0j DFS < E LQe < S_J ZZT< E Za[]L TgI Z_` ZaL NP []\ P "_L J Z ^ P +Z < [d^ N < IRP0SUT Z JOPÈJ ZaLQe " E Zi\BZaeue N Z J_P \BZ IRN []Z IRPBTgP [Z J_PkTgP [ I L S LHe I Z S Zae P e T < J Zae N <WLHe J Zae P e T < J Zae J Zae " E Zw\0ZWoe < []^ N < J ZaeBj , P e]e < I < SOP LQ[ <O` <WZ< []^ N <W[ J ZaLQe " E Zw\0ZWe0`Zae P e T < J Zae N <WLQe J Zae P e T < J Zae PBS Z E L J Zae S Z< [d^ N < IRP0SUT Z N <Wede <W[ < I < e P [ <W[ I < P0S < J Zae P Zae T]P e TgP e J_P P [dL Ã#\ <WVYXWZ J_PFJOPBTgP [ I L S LHe I Z N <Wede <W[ < I <e P [q[ P < E L < J Za/e < NP0S <fe e](Z "_[ PsP0EHP eBj D S Z <L I7N_EHP0IRP0SUT <fVYXWZ <We T Za^ w e P ^ S_J ZWe N <f[ <L S P []LH[ < I7P e I < [ < I T LQ#\ <Z< N <W[ T LH[ J <We IRP e I <We e P S \0Lg<We0j <W[ < P P \0^ T <W[oedZ"_[ P e P S \BL <We Za[ < I <fe T ZWeA< N []Z L I < J < IRP0SUTgP I L S ^ T Zae0j DT <#" PBE < wj I Zae T [ <ÈZ TgPBI7N Z J_PqP P \B^_VYXWZ J_P e]e < S Z <FL I7NOEQP0IRP0SUT <WVYXWZ \0Z I []LHZae T < I < S Zae J_P < I Zae T [ <WeBj L l! K - *$ L * DFNP e <W[ J_P¬I <fLQe[ N L J Z_`R<We [ < I T LQ\#<We P [ < J <fe S XWZ P [ < I [ P P []e P LQe<\0Z I Z{bZ < E ZW[]L T]I Z J_P P []gL < N []Z J ^ LH[0j DFN e;^ I < S Z <b< S E LQe PuJ -Z < E ZW[]L T]I ZO` ZaL J_PkTgP \ T < J < ^ I < < E < S < JOP e]\B[]LHVYXWZ J Z IRGBT Z J Z J_P P [dL Ã#\ <WVYXfZ J_P ^ I < J <We N []Z N []L P0J < JOP e J_P ¯kk¢q¦0µ@µº¦B£¨ª5k³k¨¡£¤¯¢Cªd®B¦q½£ª5¯°¦²«¦0µ®¯Cµºª]´¼k¦ ¯¾ f¾ B¾ q _IRP []Z _J PP e T < J Zae © q © M © m © © © M ¯ © wf¤ © m ©$©$© x z ¤ /© 0 . . G¥ v ¤ ¤ ¤ v ¤ `x , ¤ ¤ H ¤ w ¤ ¯ ¤ v ¤ Zo J x , 461?6A@i dh4616 ¤ ©$m q ¤ m ¤ 4161?6A@Ci dh4616 ¤ ¯ J . . ¯ v . ° (¥ . . ¤ J J . ¯ . v © ¯ w . ¤(w ¥ ¤ 0 ¤ 9 ¤ . ¯ . v > ¯ . ¤ ¤ ¤ w ¤ J 0 ¤ ° w ¤ . w w . . < I < S 0 Z J <k< I Zae T [ < P0IRN Z OJ PP P \0^OVYXWZ I L S ij +We ij 0e I L S ++Oj e + (+ + I L S j + e + w,w I L S ij w e I L S aj + e w + I LS + j e I L S w j e I L S ij e ,w I L S ij w + e w + w <(" PBE < ij P ^ S_J < <We PJOPP P \0^OV P e JOP % N <W[ < $#&%('*) [ P P []e]L "_L E L J < J_P | < N eZ < []^ N < I7PBSUT Z J_P9J ZWLQe P e T < J Zae0j < J_P e]\0[dLQV0XWZ J Z < E Za[]L TgI Z?\BZ SUT L J < S Z<f[ T L Z_` P e TgPnT]P e TgP < NP0S <We < S < E LQe <RZWe P e T < J Zae P0S Z E L J Zae S rZ < []^ N < IRP0SUT Z_j Za[ G0I ` ^)< S_J Z J ZaLHe P e T < J ZWeÈe]XWZX< []^ N < J ZaeB` P e T < N []Z N []L P0J < JOPN Z J_P Ã\%<f[È\BZ IRN []Z IRPBT L J < T < I " G0I S Zae P e T < J Zae N <WLHe0j D e]edL I < P P \0^_V0XWZ J Z IRGBT Z J Z J_P P []L Ã\%<fVYXWZ ZaL1< J LQ\0LHZ S < J <+<WZWe P e T < J Zae N <WLHe J ZWe P e T < J Zae P0S Z E L J Zae S ZT< []^ N < IRP0SUT Z_j ue]e <+< J LHVYXWZ ZaLOe]L IRN_EHP e0` ^ P <T< EHT]P [ <WVYXWZ JOP e]\B[]L T < S Z N <W[ [ < Z < SUTgP []LHZa[\0Z S e]LQe TgPS Z[ P \0Z S P \BL IRP0SUT Z J_P ede P e P e T < J Zae N <WLQeBj qZa[][dL L J ZmZ P [][]ZO` S Z <fe [ < I T LQ\%<fe Za[ < I P [ < J <Weo< N <W[ T LH[ J <We IRP e I <We< I ZWe T [ <We0`< Za[ < [ P P []e P LQe0j P e I Z \0Z I Z<f^ I7PBSUT Z J Z S _IRP []Z J_P T]P e T]P e P PBT )^ < J ZaeB` S XfZ Za^ P \BZ I7N []Z IRPBT L IRP0SUT Z S Z TgPBI7N Z J_PP P \B^_VYXfZ T Z T < EJ iZ < E Za[dL TgI Z_j q _IRP []Z _J PP e T < J Zae w © q m © ©$m ©$© © © © ©m © m © m m $m ©$© M © © ©m $m n© $m $m$ © q ¤ . ° ¯ n© m$ `x . . ¤ . ¤ . v . ¤ ¤ ¤ . ¯ ¯ H h§ wv w. ¯ 0 . ¬ ¤ z ¤ ¤ . w ¯ . . X ¯ 0 ¤ ¥ . <W[ < I < S L N ^ E <W[Z<f^ T aI < T Z < [ ZW[ P ¸` Zr< E Za[]L TgI Z I < SUT]G0I ^ I < E < J_PmN []Zw\ P ede < IRP0SUT Z J_P N <f[ P e J_PmP e T < J Zae J_P e TgP <W^ T WI < T Z_j N []Zw\ P ede < IRP0SUT Z J_P \#< J < N <f[ J_P7P e T < J Zae N Z J_P EHP <W[ bL S e P []VYXfZ J_P S Z Zae N <W[ P e J_P P e T < J Zae S < E <Oj ue]e < E < < \BZ I ^ P Zc^_edZ J_PmIRP0I []Lg< J Z N []Z [ < I <L S P [dL J ZW[+< T L S < S P LHe PBEQP < J Zae0j <W[ < e P S \0L <fe0` N ZW[ P PBI7N_E Z_` P ede < E <z[ P \ P " P ^ w FL S e P [dV P e J_P{N <W[ P e JOPÈP e T < J ZaeBj $ I < I ^_L S < J_P I " J_P * B K w ¤ ¤ . o ° ¤ . ¯ m ¯ _H § ¤ ¤ U wv `x J v v N© IRP0I []Lg< S XWZ ZaL¸\#< N < J_PFP P \B^ T <W[{ZL S P d[ L J Za[< N W< [ T LH[ J_P + e P S \BL <WeB` I7P e I Z[ P < E L < S_J Z d¿µº¤¯¨¦B¤£¨ªd½¯k½²ªC³Bk¨k®0ª©0¡£ªhµª sª pµ¼k¦z¤£¨¦²½²¡f´ Yªdµ¬½£ª{¡£¢z³k¨r¢¶¹«F¨ª kªd¨µ Bª ª®0r¼¦ ° ¯ J ¯ vN $m FÊ J 9Á ÃÂÁ È < I j< I Zae T [ < PBI7N Z J_PP P \B^_VYXWZ I L S ij +We I L S + ij e I L S + ij (+ ¯e + I L S +Oj + ¯e #+ + ww I L S + ij ¯e w w I L S aj We + I L S (+Oj ++ ¯e + I L S + ij e I L S _j fe w I L S j ++fe w + w w I LS w I LS + + w I LS + w I LS w w I LS + w <(" P0E < ij + P []\ P QL [ < <fe PJ_PP P B\ ^_V P e J_P % N <W[ < #&%') P [ P0S \0L < I7PBSvT Z J_PI7PBI [dL < || j N []Zw\ P e]e < I7PBSvT Z ^ PG [ P < E L < J Z edZ "_[ P ^ I N <W[ JOPFP e T < J Zae ! ` ! GFS < P [ J < J_P [ P < E L < J Z < NP0S <fe edZ"_[ P Zae " E Zw\0Zae P Z S_JOP P e T XWZ\0Z SUT L J ZaeZae P e T < J ZWe ! P ! `<[ P e N}P \ T L < IRP0SUTgP j D L IRN_EHP0IRP0SUT <WV0XWZ JOP e]e < E < ZaL I ^ J < J < JOP Za[ I < ^ P ^ I+N <f[ J_P{P e T < J ZWeue P <zL S e P []L J Z S < I7P e I < e]Z I7PBSvT]P e PS XWZ P LHe T LQ[zZa^ T []Z N <W[ JOPP e T < J Zae ! ` ! \0Z SUT L J Zae S ZWe " E Zw\0Zae P [ P e NP \ T L < IRP0SUTgP j <W[ < < P [ P ede < P []L _\%<WV0XWZ ZWLC^ T L E L < J <^ I < T <(" P0E < J_P <fe `t\0Z I < S < E L J < J_P J_P [ P < E L <W[ "_^_ed%\ <WeF[ N L J <WeBj D E <7\B[]L < J < NP0E Z S Z Z N [dZ [ < I <L S P []L J Za[B` <WZ e P [ P P \B^ T < J Z9e]Z "_[ P <We I7P e I <We e P S \BL <WeB`À[ P \ P " P ^ < N}PBS <We PBSvT [ < J <We \0Z SUT [ < w J < P []egXfZ < SUTgP []LHZa[ j uede < < E±TgP [ <WVYXfZ NP [ I L T LQ^ ^ P ZL S P [dL J ZW[ Zaede PCP P \0^ T < J ZO` S < IRP e I < I ^_L S <O`¯^ T L E L < S_J Z < I Zae T [ < J_PFT < I < S Z < T]G e P S \BL <WeBj ze TgP e TgP e\0Z I < I Zae T [ <We J_PFT < I < S Zae < w Za[ < I [ P < E L < J Zae P0I ^ I < qZ IRN < DFEQN < P [ P [ DhEQN <i`t\BZ I $he J_P w,w P w J_PIRP0I []Lg< D j ZW[ G0I ` N <f[ < ^ I <r< I Zae T [ < J_PnT < I < S Z ` P e]e < ^)< SUT L J < JOP ¿ ²ªd«¡²k¢q¦0µO¡£¢¤£¨¦·¯ª}ª kªd¨°·f«d¢C¦Bµi©B¡¯ª}¦Á® ¯¢qªd¨¦5½²ª@«rɯ¢B½£kµi¦BµO½²ª]µ ¨¡²¦k¨ªdµO½²ª«k½¯<«¹kµµª ¸¦Á¢Cªdµ¢C¦ ®£¢Cª¨¦½²ªu«rɯ¢k½¯kµ¦0µ@«¦k®fµ ¨¡²¦k¨ªdµ¸½£kµ¢Cª]µº¢kµ ²¦k¡zµª º Y¦²½²¦C¦k ª¦«¨¹k½²¦q ¬½²ªdµº¨¡ ¹½²¦¯¾ q _IRP [dZ _J PP e T < J Zae w © q m ©$m Mm © © © © M m Mm © © M m$m$m © m n© m M $ © $m$ $ ©m © © n© ©$m © © © $ m ©m ©$©© m q q ¯ ©m `x ° v o [ J hb ¤ J ¤ ¯ ¯ v ¯ J J ¤ ¯ b vN v J ° ¯ [ <©$m © ¹X ¤ ¥ ¤ H ¯ b J w § [ ¬ X t ¯ v ¯ M m ¤ wv o J v % ¤ eH U¬ m v £m *Á 9È GÈ Ã X J ¥ J_PIRP0I []Lg< S XWZ ZaLed^ Ã\BL P0SUT]P P Z N []Z [ < I < ZaL <#"}Za[ T < J Z NP0E Ze]LHe TgPBI <ij '\0Z I7N Z S_PBSvT]P ] G Za[ I < J Z NP0E <We\ E <We]e P e-< N [ P e PBSvT < J <We S < ^O[ < ij +ij ue TgP \0Z IRN Z S_P0SUT]PsT]P0I \BZ I Z S < E L J < J_P9PBS \%< N e]^ E <W[^ I < E Za[]L TgI Zp[ P e N Z S e P0EÈN}PBE < P e T L I <WVYXWZ J Zae N <f[ IRPBT []Zae N []Z"<("_L E Qe T LQ\BZae J < [ < I T LQ\#< P [ < J < N}PBE Z\BZ IRN Z SOP0SUTgP M ` T Za[ S < S_J Z < ^ I < [ < I T LQ%\ < P e T Zi\ e T LQ#\ <Oj ° |% ¯ _Mn ¯ Z5 !F & ¯ o w¤ H ¦ w ¥ w (¥ w EP EpFu * EpTGR L ^_[ < i j + $ X InOutMatrix e]L IRN_E L Ã\#< J < J_P H e J ZaLQek< E Za[dL TgI ZaeL IRN_EQPBI7PBSUT < J ZWe N ZWe]e]^ P0I P e T [ < TgG L <We J L P [ P0SUTgP e0`oZ ^ PsS XWZ NP [ I L T LQ^ ^ I < < T Za[ <WV0XWZ J <mL I7NOEQP0IRP0SUT <WVYXWZ J Z< E Za[dL TgI Z_j D e]edL I < T <W[ P < J <m\ E <fe]e P <#"_e T [ < T < ] G ` S Z I Z I7PBSUT Z_` J_P S LQ[+<L SUTgP [ <W\ PRJ_P L SUTgP [ <fVYXWZ J Zae P e T L I < J Za[ P e J Zae N <W[ IRPBT [dZae N []Z"<("_L E Qe T LQ\BZae J < [ < I T LH%\ < P [ < J < N}PBE Z\BZ IRN Z SOP0SUTgP M j $ I ] J_P P [ P \ P " P [È^ I \BZ S d^ SUT Z J_P e P S \0Lg<We P ^ I < J_P e]\0[dLQV0XWZ J_P ^ I < [ < I T LQ#\ < S XfZ P e T Zi\ e T LQ\#<O` P e P [z\%< N < J_PP e T L I <W[<We N []Z"<("_L E L J < J_P e J <We N []Z J ^_V P e J_P ede < [ < I T LQ\#<O` Za[ S_P \ PBS_J Z\0Z I Ze < J <u< J_P ed\0[]LHVYXWZ J < [ < I T LQ\%< P e T Zw\ e T LQ\#< [ P e]^ E±T < SUT]P j - % D \ E <We]e P % mL IRN_EQPBI7PBSUT <uZ < E Za[]L TgI Z JOP e PBS Z E L J Z N ZW[ ^ ^ ` J_P e]\0[dL T Z S <e P VYXWZ Oj aj ¯ o ¯ v ¯ ¯ ¦ w ¤ w x w w v § J ¯ w ¤ ¤ k w /© ue]e P < E Za[]L TgI Z S_P \ P e]edL T < J_P ^ I < S < E LQe < J Za[he]L SvT T LH\0Z N <W[ < P PBT ^<W[z^ I <m\0Z SUT < P0I J < [ P S \0L < J_P ^Oe]Z J <fe N [dZ J ^_V P e J < [ < I T LH\%<Oj <W[ < P P \0^ T <W[ P e]e < T <W[ P <O` P ede < \ E <Wede P ^ T L E L <u< IRP e I < P e T []^ T ^_[ < J ZU< E Za[]L TgI Z J_P /<f[ EQP ^ T L E L < J < N}PBE Z < S < E LQe < J Za[edL SUT T LQ\BZ_` N ZWLQe GRN [ P \0LQedZ \0Z S e]L J_P [ <W[ T Z J <We <We [ Za[ P e J_P7J_P [dL <WV0XWZ J_P \%< J <e P S \BL < J_PRT [ P L S < I7PBSUT Z_j Za[ P e]e P I Z T L Z ZaL S_P \ P ede [dL <7^ I <L IRN_EQPBI7PBSUT <WV0XWZ J Z< E Za[dL T]I Z J_P A<W[ EHPsP e NP \ Ã\%< N <W[ < P e TgP I ` S XWZ ")<We T < SOJ Z7^ T L E L <W[q^ I P [ < J Za[ J_P < S < E LHe < J ZW[ P e L I7NOEQP0IRP0SUT < J Z\BZ I ZZ D Fj w H v w `x ¤ ¯ ¤ ¯ ¯ w ¤ v w (¥ H J ¥ J J H w ¯ ` § w ¬¬ - % - D \ E <We]e P % L IRN_EQPBI7PBSUT <FZT< E Za[]L TgI Zh[ P0P e T L I < J Za[ J_P [ < I T LH\%<We§< [ Za[ P e J_P e P0S Z E L J Z N ZW[ < R< vL ")<f[ < $ ` J_P ed\0[]L T Z S <e P VYXWZ _j ij [ P0P e T L I < J Za[ JOP [ < I T LQ\#<Wne < [ ZW[ P eB` N <W[ < I < S L N ^ E <W[T<Wee P S \0L <fe JOP T [ P L S < I7PBSUT Z_` ^ T L E L!%< T < I " G0I < P e T [d^ T ^O[ < J_P <W^ T WI < T Zae< [ Za[ P `Ã\0[dL < SOJ Z^ I N <W[ <\%< J <e P S \BL <Oj <W[ < P PBT ^)<W[Zaez\ E \0^ E Zae J_PP e T L I <fVYXWZ_` P e]e P < E Za[dL T]I Z7^ T L E L"#< N <W[ <9\%< J <9e P S \0L <i` J ^<We T <#" PBE <We # P $% j <W[ < <W\0L E L T <W/[ < I < S L N ^ E <WVYXfZ J_P e]e <fe T <(" P0E <feq\0Z S Za[ IRP Zae\ E \B^ E ZWe J_P e]\0[dL T Zae S Zh< E ZW[]L T]I Z'& P <pe P VYXWZ Oj ij )(` ZaL¬L I7N_EHP0IRP0SUT < J < <\ E <We]e P M 7* D &6,D&*: | j , P e]e < Za[ I < < \%< J <Re P S \0Lg< P e T XfZ L S \0^ E < J Zae^ I <W^ T WI < T kZ < [ Za[ PP ^ I M 7* D &6,D&*: Çj b ¤ w ¤ a w o w v w ¤ v w ¤ v § + ¯ ¯ v w ¯ ¤ , i ¯ -. [ ¤ k ¤ ¯ w w ¤ s6 9: ;6 2 ;:K= 8 k: : <= : - .- /10 DFE ^ I <We J <We P e T [d^ T ^_[ <WeF^ T L E L"#< J <We S <RL I7N_EHP0IRP0SUT <fVYXWZ J Zae < E Za[dL T]I Zae J_P < N [ P0S_J L!%< J Z7e]XWZ ^ T L E !L %< J <We PBIKI <WLQe J_P ^ I < E ZW[]L T]I ZO`Á\BZ I Z N Za[ P2iP0IRN_E Z <f^ T aI < T ZZ<.3W[54aZa[ P9P [ < I 3 T LQ\%<fe0j 6 e T <We P e T [d^ T ^_[ <We N Z JOP0I3T < I " GBI e P [ P0I ^ T L E L"#< J <We P0I L I7N_EHP0IRP0SUT <fV87 P e9 ^ T ^_[ <We JOP Za^ T []Zae < E;: Za[dL T]I ZaeBj.<§<f[ <=9 <W\BL E L T <W[ P e]e <WeL IRN_EQPBI7PBSvT <WV87 P e>9 ZaL J_P e P0S 4aZ E 4wL J Z^ I \0Z S@? ^ SUT Z J_P \ E <Wede P e J_P e]^ N Za[ TgP j A <Re P V0XWC Z Bwj +O;j D G < N [ P e P0SUT < J Zm^ I \BZ S ? ^ SUT Z J_P \ E <fe]e P e JOP L I7N_EHP0IRP0SUT < I e T [ P < I e J_PJ < J ZWe J_PPBSvT [ < J < P e <E J <.&5FHGJIJKMLNLMO%PJQSR P * KMLTIJK%LUNLMO%PMQRV(kjXWZ" ?dPBT L;4aZ J_P e T <We\ E <fe]e P e GN [dZ@4 P [^ I \%< S < EÈJ_P \0Z I ^ S LH%\ <WV0XWZ <("Oe T [ < T Z P0SUT [ P Zaem\BZ I7N Z S_PBSUTgP e P0S 4aZ E 4wL J Zae S Z N [dZi\ P ede]Z J_P P [ <fVYXWZ_` J_P 9 Za[ I <ZYv^ P e P ? < N ZWe][e E;4 PBE hZ <W[ I < PBS < IRP0SUT Z J_P [ P ed^ EHT < J Zae L SUTgP [ IRP0J "L 3W[]LHZae0j A <pe P V0XW\Z Bij +O^j ] G < N [ P e P0SUT < J < <\ E <Wede `P _ O%QRJRVQTOÇ`¬[ P e N Z S e[34 P0ECN Za[ I Z J_PBE <W[T< P e T []^ T ^_[ < JOP ^ I < [ < I 3 T LH\%< P L IRN_EHP0IRP0SUT <W[ IRGBT Z J ZWae Yv^ P 9 <f\0L E L T]P0I ed)^ < I < S L N ^ E <WV0XWZ_j D ene P 8V 7 P be Bwj +Oj + P Bij +ij h < N [ P e PBSvT < I ` c<µOrWª¹kµ_¡²°°»]k½£BµO¤f¦Be¨ d[fSgihj8k@ljHm)n[o5µ¼k¦<¤W¦ª®¯«k°¢Cª®0ª¸³B¨k®¯½²ª]µwª@5¢¦k¨Á½²ª@µº¡¯BµOª®0¨rk½£Bµw¤W¦Bµµ¡£ª¢ p ¦k¨³k¡¯kvo»dª¨¦¯¾ q_¦k¨@ª]µµªÀ¢q¦k p ¦C¢C¦²½²ª¹¢C¦Bµ¸ª]µµkµ¸rWª¹kµ@«¦B¢C¦o¢¨»ª]µªdµ¤¯¨rµkµd¾ r 1 SequenceInputStream 1 OutputStream IG 1 ConcreteGrammar 1 TreeAutomaton taIG 1 StatePairQueue 1 IgRT IgMakinen Trie L ^_[ <bBij $ JOP \0Z I ZWeÈ\BZ IRN Z SOP0SUTgP e OJ P de ^ N Za[ T]P [ P e NP \ T L!4 IRP0SUT]P `feÁ\ E Wede P e<[ P e N Z S e[34 P LHe N}PBE I Z J_PBE P0I J We P e T []^ T ^_[We J_P W^ T WI T Z3W[54aZa[ P PnT []L P `}edL IRN_E LÃ\ S_J Z L IRN_EQPBI7PBSUT WV0XWZ JOP E Za[]L TgI ZaeYw^ P ^ T L E L! I P e T We P e T []^ T ^_[We0j D e P V0XWZ N P P0SUT ^ I L I7N_EHP0IRP0SUT fVYXWZ J Z E Za[]L TgI Z J_P 6 f[ EQP j D e P V0XWZ Bij +Oj r N [ P e P0SUT ÆZ Bij +O^j B [ e _ IRN Z SOP0SUTgP [ P e N Z S e3H4 PBEuN}PBE P [WV0XWZ J_P S E LQe J Za[ P ehedL SUT 3 T LQ\BZae P e NP \EÃ\BZae N W[ ^ I GVQ_`\BZ J_PkTgP [ I L S J [ I 3 T LQ\ N [ P0SOJ L J ij D e P V0XWZ'Bij +Oj N [ P e P0SUT cZc\BZ IRN Z SOP0SUTgP`_ `Á[ P e N Z S e3H4 PBE N Za[ [d^ N W[ We{\ E Wede P e P [ J We PSOP \ P e]e[3W[]LWe N W[ P [W[Z\ E We]edLÃ\ J Za[ S E j D !e ^_[ We Bij P Bi^j B I Zae T [ I \BZ I Z Zaeo\0Z IRN Z S_P0SUT]P e JOP E Za[dL TgI Zae J_P N [ P0S_J L" J Zne P [ PBE : \0LHZ S I \0Z I feo\ E Wede P e J_P e]^ N Za[ TgP j W ^ T L E "L "\ E Wede P NJP$#KPSG&%)PFHGJIJK%LUNLMO%PMQR N W[[ P E L!W[ EQP L T ^O[ J fe9e P Y$' S \0LWeZYw^ P \0Z IRN 7 P0I ( I Zae T [ J_PcT [ P L S IRP0SUT ZO`hL S 9 P [ P ^ I [ I 3 T LQ\ [ PBN [ P e PBSvT J N Za[9^ I (Z " ?dPBT Z _ O%QRMRVQ)O Yv^ P e P [[ 3W[ I P0S J Z P0I ^ I * KMLTIJK%LUNLMO%PMQR¸j $ I ) ^ T L E !L *WL S_J +m\ E fe]e -P , O%PJP KML/.RVQ)L/.@G N W[ I S L N ^ E W[È0Z W^ T aI T +Z C3W5[ 4aZa[ PP 9\ E We]e P , N)LUQLUP21Q43@O65SKVPSKP N f[ I S L N ^ E W[78 E J_P?N W[ P e J_PP e T J Zae J_P e TgP W^ T WI T Z_j W:9 E We9e P Y$' S \0;L fe J ( I Zae T [ J_PcT [ P L S I7PBSUT < Z T [ H4 G e JOP NJP#KPG&%PFHGMIJKMLUNL%O%PJQR¸` I S L N ^ E = [ I 3 T LQ\ JOPP0SUT [ J \BZ I Z ^ I Z " ?dPBT Z _ OUQRJRVQ)O \0[d;L J Z N f[ T LH[ J_P ^ I _ O%QRJRVQTO FHGJIJK%LUNLMO%PMQR P W[ I P0S > J_P ed\0[dLQVYXfZ J [ I 3 T LQ\ P e T L I J S Z * KMLTIJK%LUNLMO%PMQR¸j D eRed^ "\ E fe]e P e?9 A@4B P 9 C % ^ T L E "L I WL SOJ 9\ E fe]e P e W^ 2 L E ;L W[ P e N f[ I S L N ^ E WV0XWZ J_PP e T [d^ T ^_[ We S_P \ P e][e 3W[]L WDe WEZ ;E : Za[dL T]I Z_`w\0Z I Z Q)O/F)PG1UQTO/HP)O IP , O%PJP KML/.RVQ)L/.@G}j r D 1 SequenceInputStream 1 GrammarInputStream EP 1 OutputStream 1 ConcreteGrammar 1 EarleyParser EpFu EpTGR * TreeAutomaton L ^_[bBij B $ OJ P 6 <\BZ I Zae\BZ IRN Z SOP0SUTgP e _J P de ^ N ZW[ TgP ze P VYXWZ SUT]P []LHZa[ 9 ZWL4 N [ P e P0SUT J D"W[Yv^_L T]PBT ^O[ "V3WedLQ\ J Z IwJ ^ E Z J_P E Za[dL TgI Zae J_P N [ P0SM: J L! J ZOj <ÁZa[ G0I GzSOP \ P e]e[3W[]LHZ P e T #" PBEQP \ P [{^ I \0Z I ^ S LQ\WVYXfZ P0SUT [ PzP0EQP eYw^ P e P ? *("_e T [ T PzNP [ : I L T DZ W[ I P0S I7PBSvT Z JOP [ P e]^ EHT J Zae¬L SUTgP [ IRP0J L"3W[]LHZae0j 6 e]e \0Z I ^ S LH\WV0XWZ S XWZ J_P 4 P e P [ 9 PBT J NP0E T [dZi\ JOP L IRN_EHP0IRP0SUT WV0XWZ J ZaeÁ\0Z IRN Z S_P0SUT]P e PqGtJ_P e P ? 3H4 PBE Yv^ P e P ? FL S_J_PBN}PBS_J_P0SUT]PqJ Z 9 Za[ I T Z J_P [ PBN [ P e PBSvT WVYXfZ J_P e P Y$' S \BL;We PJ_P [ I 3 T LQ\We0j E S P P N []Z " EHP0I We9 ZaL N [dZ ?dPBT J 7^ I *W[[Yv^_L TgPkT ^_[ J_P \0Z I ^ S LQ\WVYXfZ"/fe P J < W[ 7edZ ^_\BLQZ W[ e]e e P0I e T [ P I e0j 6 e]ene]Z E ^_V0XWZ_`vL S e N LQ[ J S N_E T S9 Za[ I x H4 E ` TgPBI \BZ I Z Z" ?dPBT L;4aZ>9 Za[ SOP \ P [ ^ I 8("_e T [ fVYXWZ J WeZW[]L P0S eB` JOP e T L S ZWe0` 9 Za[ I T ZWe P 4w;L We J_P \BZ I ^ S LQ\fVYXWZ PBSvT [ P \0Z I7N Z S_PBSvT]P eBj Za[ I L I7NOEQP0IRP0SUT J We J /^ fe L P [ W[ Yv^_;L We J_P \ E Wede P eBj $ I Yv^ P L IRN_EHP0IRP0SUT e T [ P I e JOPJ J ZWe J_PRP0SUT [ J O` I Zae T [ J S + ^O[ Bwj r `;\BZ I FHGMIJKMLUNL%O%PJQR\BZ I Z?\ E Wede P [WL!Wj D L P [W[Yw^OL;CYv^ P L IRN_EHP0IRP0SUT Re T [ P I e J_PJ J Zae J_P e E J GI ZWe T [ J S + ^_[ Bwj i`¸\0Z I * KMLTIJKMLNLMO%PJQSRÂ\BZ I Z \ E We]e P [ W"L fj D ede]L I \ J n\BZ IRN Z SOP0SUTgPhJ_P 4 PEQP [ J J Zae JOP ^ I FHGJIJK%LUNLMO%PMQR PhP ed\0[ P 4 P [ J J Zae P0I ^ I * KMLTIJK%LUNLMO%PMQR¸j $ I FHGJIJK%LUNLMO%PMQR ("_e T [ fL S ZwVYXfZ J_P ^ I lÃ^ 2 Z N Za[Z S_J_P \ _P I Zae J J ZaeB` N Zae]ed^_L SOJ Z IRGBT Z J Zae P e NP \ EÃ\BZae J_P9EHP L T ^_[ ij F!L 9 P [ PBSvT]P e T L N Zae J_P e T [ P I e N Z J_PBI \BZ SUTgP [ J !L 9 P [ P0SUTgP e T L N Zae J_P?J J ZWe0` P?P e TgP e N Z J_PBI e P [RZ" T L J ZWe JOPJ L;9 P [ P0SUTgP e 9 Z SUTgP e0j <AW[ \ J T L N Z J_P e T [ P I Yv^ P e PJ_P e P ? I S L N ^ E f[0` "4We T ?L I7N_EHP0IRP0SUT f[F^ I m\ E We]e P Yv^ P _P [ J_PRJ_P FHGJIMKMLUNLMOUPJQR Za^ J_P ^ I A r ] 1 InputStream FileInputStream 1 GrammarInputStream SequenceInputStream BNFGrammarInputStream XNASequenceInputStream L ^_[bBij r !Z J_PBE PBI J_PS_N ^ T T [ P I J_P ]e ^/fe7ed^ "}\ E Wede P e0j Za[ I L IRN_EQPBI7PBSUT J fe N}PBS WeWeR\ E fe]e P e Yv^ PX? ^ E I ZWe S_P \ P ede3W[dL;We S Z N [dZ ?dPBT Z_j E Wede P e Yv^ PpI Z JOP0E I Z T L N Z JOPpJ J Z J_PP0SUT [ J O`\BZ I Z _ O%QSRJRVQ)O FGJIJKMLUN)LMO%PJQR P P P PBI \BZ I Z N W[ IRPBT [dZ J Z \0Z S e T []^ T Za[F^ I FHGJIJKMLNLMO%PJQSR P0SOG []LH\0Z_` NJP#)KPSG&%PVFHGJIJKMLNLMO%PJQSR¸`;[ \ " - I J_P l iP 2 L "_L E L"W[ Za[dL PBI J ZWe J J ZaeBj D e{\ E We]e P e J L P [ W[ Yv^_L; J_PJ J Zae J_PP0SUT [ J egXWZ FHGJIJK%LUNLMO%PMQR Á[ T : e P{J_P ^ I z\ E We]e P #"_e T [ T Yv^ PÈI Z J_PBE ^ I e T [ P I+JOPhJ J Zae 4wL S_J ZWe J_P ^ I 9 Z SUTgP PBS_G [dLQ\ ij /^ We¬ed^ "}\ E Wede P e J LH[ PkT WeB6` TgG Z I Z IRP0SUT Z_`aegXfZ 3F)PVFHGJIJKMLNLMO%PJQSR¸` _ P NJP#)KPSG&%PVFHGJIJKMLNLMO%PJQSR¸j O%QRMRVQ)O FHGMIJKMLUNL%O%PJQR 3F)PVFHGJIJKMLNLMO%PJQSR IRN_EQPBI7PBSUT ^ I e T [ P I3J_PP0SUT [ J R\0^ ? Zae J J Zae{egXWZRZ" T L J Zae J_P ^ I W[ Yv^_!L 4WZ_j P ^\0Z S e T [d^ T ZW[ J_P 4 P [ P \ P " P [u\BZ I Z N W[ IRPBT [dZ^ I#S Z IRPqJ_P W[[ Yv^_;L 4aZ_j $ I Z" ?dPBT Z J_P e]eR\ E Wede PzG \ N J_PzEHP [ J L!9 P [ P0SUTgP e T L N Zae J_PzJ J ZWe J_P ede P W[[Yv^_L;4aZ_` N Zaede]^_L S_J Z IRGBT Z J Zae J_P7EQP L T ^O[ JOP7T L N ZWe L SvT]P LH[]Z_`;lÃZ T ` J Za^ " EQP `5\ W[ P e T []L S j <ÁZ J_P T I " GBI,EQP [n^ I E L S L SvT]P LH[ J *Z W[ Yw^O!L 4aZ | j _ O%QRMRVQ)O FHGMIJKMLUNL%O%PJQR E Wede P ("_e T [ T XYv^ PI Z J_PBE n^ I e T [ P I J_PP0SUT [ J \B^ ? Zae J J ZWe [ P0N [ P e PBSUT I ^ I [ I 3 T LH\ Oj <<Zae]ed^_L I7GkT Z J Zae P e N}P 8\ E_\0Zae N W[ EHP L T ^_[ J_PsN [dZ J ^_8V 7 P eB` eE I "Z E ZWe T]P [ I L S WLQeB`eE I "Z E Zae S XWZ TgP [ I L S WLHe PN []Z"4("_L E L J J_P j 6 e]efe EHP L T ^_[We0`\0Z I Zme]XWZ ) ª]µ ªq«dkµ¦È¦{r¢®¯É£¦h½£h°®£Éf{ q¤£¨ ½£ª·¯®£¹½²¦hª¢ ¡£¢ k¨©0¡£ p ¦W«¦k®²·¯³f¾ Éa©0¡£ªo¤f¦0µµ¡£_®²¥§¦k¨¢k´Yª]µ<«¦B®²·¯³ ¡£¨r¶ p ªdµµ¦k£¨ªÁ¦k¨«dW¦k¡¯´¦¯¾ r + J_PBN}PBS_J_PBSvT]P e J ZX9 Za[ I T Z J_P [ PBN [ P e P0SUT WVYXWZ J [ I 3 T LQ\O` J_P 4 P0I e P [L IRN_EQPBI7PBSUT J fe P0I ^ I !e]^ "\ E We]e P Yv^ PÂI Z J_P0EHP ^ I 9 Za[ I T Z P e NP \EÃ\BZ_j 6 I S Zaede]Z N []Z ?dPkT Z L IRN_EQPBI7PBSvT : I Zae N}PBS We7^ I Me]^ "}\ E Wede P `Yv^ PE [ I 3 T LQ\fe PBI 9 Za[ I T Z A j < W[ l Pi2 L "_L E L"W[ SUT]P J_P e]e [ I 3 T LQ\O`Ãe P ^c\0Z S e T [d^ T ZW[ J_P 4 P [ P \ P " P [F\BZ I Z N f[ IRPBT []ZR^ I FHGMIJKMLUNL%O%PJQR 9Z PBS_G [dLQ\BZ_j _ O%QRJRVQTO FHGJIJK%LUNLMO%PMQR ^ "}\ E Wede P \0Z S \0[ PkT J_P=_ O%QRJR Q)O FHGJIMKMLUNLMOUPJQR \ N J_P?EQP [ [ I 3 T LH\ We P0I 9 Za[ I T Z A j P ^\BZ S e T []^ T Za[ J_P 4 P [ P \ P " P [{\BZ I Z N W[ IRPBT []Z^ I Z" ?dPBT Z PBS_G [dLQ\0ZOj FHGJIJK%LUNLMO%PMQR NJP#KVPSG&%PFGJIJKMLUN)LMO%PJQR E fe]e P #"_e T [ T Yw^ PÈI Z J_P0E F^ I e T [ P IJ_PP0SUT [ J z\0^ ? Zae J J ZWe e]XWZe P Y$' S \B;L WeB` S_P \ P ede]L T S_J Z\0Z I Z N f[ IRPBT []Z J Z\0Z S e T []^ T Za[q^ I FHGJIMKMLUNLMOUPJQR P0S_G []LQ\BZ P P0N [ P e P0SUT 9 Z SUTgPtJ_P e]e P e J J ZWe0j D eÁe P Y$' S \0L We E L J We N Za[<^ I NJP$#KPSG&%)PFHGJIJK%LUNLMO%PMQR Yv^ [ e]XWZ PBS_G [dLQ\fe0`OZW^me P ? O`OL S_J_P0NP0SOJ_P0I J_P ^ I E 9 (" PkT Z_j 6 e]e P E 9 (" PBT Z J_P 4 P e P [ J_P S L J Z P0I ^ I Ce]^ "}\ E Wede P j P ^\BZ S e T []^ T Za[ J_P 4 P [ P \ P " P [;\BZ I Z N W[ IRPBT []Z^ I FHGMIJKMLUNL%O%PJQR P0SOG []LH\0Z_j NMP#KPSG %PFHGJIMKMLUNLMOUPJQR 6 ede G ^ I ped^ "}\ E Wede PmJOP NJP$#KPSG&%)PFHGJIJK%LUNLMO%PMQR Yv^ PmJ_iP : SOP Z E 9 (" PBT Z J_P e P Y$' S \B;L We J_P A DP A D j W N [ P 2 Z A D 9 ZWL P ed\0Z E L J Z N}PBE Z 9 T Z J_P ZE E 9 (" PkT Z J_P e]e\ E We]e P \0Z SUTgP [ T SUT ZE EQPBT [ 'Yv^/ SvT Z EQPkT [ , ` JOP e]\B[ P 4 P0SOJ Z>We]edL I T SUT Zse P Y' S \B;L We J_P A D Yv/^ SUT Z J_P A D j qZ S e]L J_P [ : e P Yw^ P fee P Y$' S \0L We ^ T L E "L J We S_P e T]PFN [dZ ?dPBT Z P e T W[]XWZ PBI 9 ZW[ I T Z D D | A j < W[ W\ P L T W[tZa^ T []Zae 9 Za[ I T Zae "/We T [ P W[Zae J_P 4wL J Zae I7GkT Z J Zae J_PEQP L T ^O[ S_P e T R\ E fe]e P j P ^p\BZ S e T []^ T Za[ J_P 4 P [ P \ P " P [h\BZ I Z N f[ IRPBT []Z^ I FHGJIJKMLNLMO%PJQSR PBS_G [dLQ\0ZOj D e{\ E We]e P e J L P [W[Yv^_L; J_PJ J Zae J_P eE J egXWZ * KMLTIMKMLUNLMOUPJQR E fe]e P ("_e T [ T c[WL! J L P [W[Yw^OL; JOP e T [ P I e J_P eSE J Oj Á[ T : e P7J_P ^ I L P [ W[ Yv^_;L I WLQeedL IRN_EQP e0`£\0^ ? _S LQ\ed^ "}\ E Wede P TgG Z I Z I7PBSvT Z G 3F)P * KMLTIJKMLNLMO%PJQSR¸j 3F)P * KMLTIJK%LUNLMO%PMQR I7N_EHP0IRP0SUT ^ I e T [ P IJ_PÈJ J Zaet\0^ ? eSE J e PhJ 3 PBI ^ I W[[Yv^_L;4aZ_j P ^M\0Z S e T [d^ T Za[ J_P 4 P [ P \ P " P [z\0Z I Z N f[ IRPBT []Zm^ I S Z IRPnJ Z0f[[Yv^_L!4WZ_j$ I Z" ?dPBT Z J_P ede \ E Wede PG \ N JOPP ed\0[ P 4 P [>4S3W[dLQZae T L N Zae J_PJ J Zae S_P e]e P W[Yv^_L!4WZ_` N Zae]ed^_L SOJ Z I7GkT Z J Zae J_P P e]\0[dL T JOPT L N ZaeL SUT]P LQ[dZ_`il_Z T ` J Za^ " EHP `Ã\ f[ÈZW^?e T [dL S j r OutputStream FileOutputStream L ^O[bBij6!Z J_P0E PBI _J P W^ TgN ^ T T [ P I qZ I Z^Oe]Z J_P e TgP e{e T [ P I e GN Zaede[E!4 P0E EHTgP [W[oZaeC\ S WLHe P Zae19 ZW[ I T Zae J Zae J J ZaeYv^ P 9 S P0I \BZ I ^ S LH\WV0XWZ PBSvT [ P ZWem\0Z IRN Z S_P0SUT]P eme P0I \W^_eW[ S_PBS ^ I I ^ J S V S Z \ iJ L Z J Zae IRP e : I Zae0j We T P ed\0Z E _P [ÈZe T [ P I J_P Yv^/ J Z_`ÇZa^L I7NOEQP0IRP0SUT W[ S Z4WZae J_P W\BZa[ J Z7\BZ I Zae{[ P Yv^_LQedL T ZWe S_P \ P ede 3W[dLQZaeBj S E<J_P \BZ I ^ S LQ\fVYXWZ J Zae J J Zae P ed\0Z E L J Z S Z I Z IRP0SUT Z G Z0W[[Yv^_L;4aZ_j 6 ede J_P \0LQe]XWZ`9 ZaL W\ "/We P J N ZW[5e PtT [ T W[ J_P ^ I Èe]Z E ^_VYXWZhe]L I7N_EHP e PCN Za[ 9 Za[ S_P \ P [5Z"W[ I S P0S I7PBSUT Z PBI J LQed\0Z J_P [ Pi: e]^ EHT J Zae@L SUT]P [ IRP0J L 3W[dLQZaeBj <ÁZa[ P e]e P¬I Z T ;L 4aZZae OS LQ\BZae@e T [ P I e@L I7N_EHP0IRP0SUT J ZaeeYv^ P ("Oe T [ P0I 4wL J_P W[ I P0S I7PBSvT Z J Zae J J Zae 9 Za[ I Zae 3F)PFHGJIMKMLUNLMOUPJQR P 3F)P * KMLTIJKMLNLMO%PJQSR¸j A Z PBSvT SUT Z W[ Yw^OL TgPkT ^_[ N}P [ I L TgP zL I7N_EHP0IRP0SUT fVYXWZ P ^ T L E !L WV0XWZ J_P Za^ T []ZWeue T [ P I e¬\0Z I " Z 1&3IPFHGJIMKMLUNLMOUPJQR P 1&3IP * KMLJIJKMLUNL%O%PJQR\Yv^ P \0Z S_P \ T I3J LH[ PkT IRP0SUTgP ZWeÈ\BZ IRN Z SOP0SUTgP e4wL ! ! j A I " G0I N Z : J_PBI e P [5L I7NOEQP0IRP0SUT J Zae K%P)O FHGMIJKMLUNL%O%PJQR P K UP)O * KMLJIJKMLUNL%O%PJQR¸U` Yv^ PCE P0I P W[ I PBS I J J Zae P0I ^ I "_^ P [ P0I IRP0I [d;L Oj P _ O%QRMRVQ)O FHGMIJKMLUNL%O%PJQR 9 ZaL P e NP \0L ;E : ^/ SUT Z ?e T [ P I e J_PREQP L T ^_[ J_P [ I 3 T LQ\We0` s\ E We]e ` L" J T [ H4 G e J Me]^ "\ E We]e P _ O%QRJR Q)O FHGJIMKMLUNLMOUPJQR Yv^ PpE [ I 3 T LQ\ fe P0I 9 Za[ I T Z A j T I T J_PEHP L T ^_[ N Z J_PBI e P [ W\ P L T ZWe0` "4We T S_J ZL I7NOEQP0IRP0SUT W[¬^ I e T [ P I Yv^ P Z T [ T]P W^ [dZae 9 ZW[ Zae P J LH\0LQZ S S_J Z : Zb L P [f[[Yv^_L;\BZ I ZRed^ "\ E fe]e PJ_P _ O%QSRJRVQ)O FGJIJKMLUN)LMO%PJQRj IRP e I 9 Za[ I O` G N Zae]e E!4 P0E \B[]L W[ I WLHe P e NP \B;L E "L W8V 7 P e J_P NJP#KPG&%PFHGMIJKMLUNL%O%PJQR¸j /^ \ E We]e P NMP#KPSG %PFHGJIMKMLUNLMOUPJQR E e P Y$' S \0L We J_P A DP A D %j < f[ T [ ("/ E W[¬\BZ I e P Y$' %S : \0LWe J_PN []Z TgP E S O` "4We T RL I7N_EHP0IRP0SUT f[ 1MO/.LUP43HGeFHGJIJKMLNLMO%PJQSR¸j W^ T [We N ZWe]e]L "_L E L J J_P eCe]XWZWL S_J N Zae]e E!4 P LQeB`À\0Z I Zp^ I .4.@GeFHGJIJKMLNLMO%PJQSR Yv^ P7E e P Y' S \B;L We J_P A D Za^ A D P7T [ J U^ N W[ N [dZ TgP E S Oj W8^ fL S_J UPP)O/HPJNMP#KPSG %PFHGJIMKMLUNLMOUPJQSR P UPP)O/HPJNMP#KPSG %P * KMLJIJKMLUNL%O%PJQSR` Yv^ P ;¢½²ªdµ«¨¹´¼¦h½²ªqµªd© d®¯«¹h®£¦È¥§¦B¨¢¦ cUc q®£«B½£F«¦k¢ ¡¯¢Ch°®£Éfh½²ªC«¦B¢Cª®0¶k¨¦ a®£«B½£h¤f¦B¨ ²ªu¡£¢Æ® £¢Cª¨¦C¨£¨¶k¨¦C½²ªÀ°®£É¯Bµ;«¦B®Bª®¯½£¦qµªd© d®¯«¹£¾ r B E P0I ÈP P de \0[ P 4 PBI e P Y$' S \0L P0I e P ^me P0SUT L J ZnL S 4 P [de]Z \0Za[d[ P e N Z S_J_P0SOJ Zb e P Y$' S \0Ln\0Z IRN_EHP0IRP0S%: T f[0j A "_L " E LQZ T]P \ S XWZb9 Za[ I P0S \BZ SUT [ J Zae TgPBI7N_E TgP e N W[ J_P e P0S 4WZ E 4 P [ P e]e \0Z I ^ S LQ\WVYXfZ ("_e T [ T Oj We TgPBI7N_E TgP e Yv^ PÀT [ T IPBSvT [ J P eE J &3H@L%O%PJQR/3LUP)O%Q)L/.SO P .6H@LMO%PJQSR43LUPTO%QL/.SOU( [ P E !L I EQP L T ^O[We P ed\0[]L T WeI T [H4 G e J PBSvT [ J eSE J N J []XWZ?^_e SOJ ZZWe Z NP [ J Za[ P e P j D N [dZ N ZWe T J \0Z EHP VYXfCZ NLMOUPJQR 4wLQeb9 Za[ SOP \ P [h^ I P e T [ TgG L; J_P \BZ I ^ S LH\WV0XWZ I Z J ^ E W[0`_l P2 E!4 P0E ` ("_e T [ T P edL IRN_EQP e0j D3P e NP \BL; E L"WVYXWZ J We\ E We]e P eX4wLQe=9 Za[ S_P \ P [ I7GkT Z J Zae P e NP \8EÃ\0ZWeYv^ P 9 : \0L E L TgP0I EQP L T ^O[ J Zae J J Zae Yv^ P e PJ_P e P ? T [ T W[Bj S L N ^ E W[^ I [ I 3 T LH\ PBS 4WZ E 4 PpI S L N ^ E f[^ I [ S_JOP Yv^/ SvT L J J_PJOP L S 9 Za[ I WV7 P e0j S ? ^ SvT Z J_P L S 9 Za[ I WV7 P e G \0Z IRN Zae T Z N Za[ N [dZ J ^_V87 P eb& \0Z I Za^pe P0I N [dZ"/("_L E L J J_P (k`Çe[E Ib: 6 e]e P \0Z "Z E Zae T]P [ I L S WLQeB`¬e[E I "}Z E Zae S XWZ :rTgP [ I L S fLQe P [ PBE WV7 P e P0SUT [ PP e]e P e P0EHP0IRP0SUT ZWe0j D I S L N ^ E fVYXWZ J_P [ I 3 T LH\ We GS_P \ P ede3W[dL; J ^O[ SUTgPT Z J Z9Z N []Zw\ P e]edZ JOP P [WVYXWZ J_P \ E We]edLÃ\ J Za[ P e0j <Za[ S : e P S_P \ P ede3W[dLQZ ^ I \BZ I7N Z S_PBSUTgP Yv^ P ("_e T [fL; P edeWeR\0Z I7N_EHP2 L J J_P eB`! N [ P e PBSvT S_J ZÂ^ I cL SUTgP [9 W\ P e]L I7NOEQP eBj P e T T W[ P 9 9 Za[ I L IRN_EHP0IRP0SUT J We We\ E Wede P e _ O%QRJR Q)OÇ` .@G %O%PLUP _ O%QRJR Q)OÇ` TK F)P_` < W[ , P)O)R 3HGQ6FO` .G , P)OR 3HGQ6F P NGR .$FOj D [ P0E WVYXfZ P0SUT [ P?P e]eWe\ E fe]e P e N Z J_P e P [ 4wLQe T S ^_[ Bij j * Symbol Rule Grammar * 1 Terminal * ConcreteGrammar NonTerminal * _ L ^_[bBwj !?Z J_PBE P0I JOP [ I7I W [ OUQRJRVQ)O G ^ I \ E We]e P # "_e T [ T aYv^ P 9 ZW[ _S P \ P L US TgP [ 9 W\ PhI E S L I _J P ^ I L IRN_EQPBI7PBSvT WVYXfZ J_P r)r [ I 3 T LQ\Oj \0Z SvT]P2wT ZOj .@G&%OUPLUP _ OUQRJRVQ)O G ?\ E fe]e P \0Z S 0\ [ PkT =Yv^ P L IRN_EQPBI7PBSUT 9^ I [ I 3 T HL \ E L;4i[ PJ_P I Z" ?dPBT Z .@G&%SO%PLUP _ O%QRJRVQTO N Z J_P e P [F\0[dL; J Z J_P J ^/We9 Za[ I WeBj D#N []L I7P LQ[ I G ^ I \0[]LWVYXfZ N Wede]Z* N Wede]Z_`_^ T L E L" S_J Z Z\0Z S e T [d^ T Za[ .@G&%O%P)LUP _ O%QSRJRVQ)O Yv^ P NP0S fe 9 Za[ L S LQ\0L E L! ed^/We P e T []^ T ^_[WeB` N Zae T]P [ S_J Z8 J LHVYXWZ J_P eE I "Z E ZWe P N [dZ J ^OV87 P e- T [H4 G e J_P7I7GkT Z : J Zae P e N}P \8E_\0ZaeBj P ede`9 Za[ I GnN Zae]eE!4 P0E \0[]LW[È^ I [ I 3 T LQ\ J LQ\0LHZ S SOJ Z7e P ^_eF\0Z IRN Z S_P0SUTgP e WZ E Z S Z J_P ^ I > NOE LQ\ WVYXfZ_j D e P ^ S_J \9 Za[ I J_P \0[]LWVYXfZ e PJ 3= T [H4 G e J EQP L T ^_[ J_P ^ I _ P 9 Za[ S_P V J_P ed\0[dLQVYXfZ J_P ^ I [ I 3 T LQ\Oj O%QSRJRVQ)O FGJIJKMLUN)LMO%PJQR\Yv^ L A \0[dL;WV0XWZ N W[ T LQ[ J_P ^ I _ O%QRJRVQTO FHGJIJK%LUNLMO%PMQR?ZWeteE I "Z : E ZWe P We N []Z J ^_V 7 P e N [ P \0LHe I e P [u[ P \BZ S _P \0L J Zae N f[ T LH[ J J_P ed\0[]LHVYXWZ J [ I 3 T LQ\ {\0Z SvT L J S_P ede P e T [ P I j P 9 Z SUTgPJOPEQP L T ^_[ 9 Za[5^ I W[ Yv^_!L 4WZ_`UZ TgPBI7N Z We T Zz\BZ I W\ P ede]Za!e WZ J LHe]\BZ N Z J_PCT ZW[ S W[ z\0[dL;WV0XWZ J [ I 3 T LQ\ I ^_L T Z EQPBSvT Oj W N []Z(" EQPBI G Yv^ P{P ede [ I 3 T LH\ N [ P \BLQee P [¬\0[dL; J T Z J P Yv^ P e P ^ S E LQe J Za[qe]L SUT 3 T LH\0XZ 9 Za[ P 2iP \B^ T J Z_j qZ I ZRZ7\ E Wede]L Ã\ J Za[ P [ J Z P 2iP \B^ T 7Z S ;E : 4 LQe J Za[¬edL SUT 3 T LQ\BZ JOP \ J [ I 3 T LH\ N f[ \ E Wede]L Ã\ W[¬^ I ze P Y' S \B;L O`ie P ^ TgP0IRN Z JOP \ E We]edL Ã\ WVYXfZ G S9 PBT J Z J LQ[ PBT I7PBSUTgPzNP0E Z T]P0IRN Z J_P \0[dL;WV0XWZ J We [ I 3 T LQ\We0j A Z PBSUT SUT ZO` We [ I 3 T LQ\feCL %S : P J S Z N []Zw\ P ede]Z J_P P [ fVYXWZ J ZR\ E We]edL Ã\ J Za[ S XWZ I WLQee P []XWZ EHTgP [ J We J ^_[ SUTgP iP 2iP \0^OVYXWZ 9 [dL fe J Z IRP e I Z_j P0S_J *Z Wede]L I GzN Zae]e E!4 P0E P [ W[q^ I \ E Wede PzP e NP 8\ EÃ\ N f[ \ J [ I 3 T LQ\ i`wZW^?e P ? O` P [W[ W[[Yv^_L;4aZae | JOPN []Z [ I >Yw^ PzJ_P SOP0I P e]eWe\ E We]e P eC\BZ I Zne]^ "\ E We]e P e | J_P _ O%QRJRVQTOÇj < W[ LQede]IZ F\ E Wede P .@G&%SO%PLUP _ O%QRJRVQTOL I7NOEQP0IRP0SUT hZ IRGBT Z J Z UPSGP)O%Q)LUPJNSIP4%3 3% _ O%QRJR Q)O Yw^ P [ P \ P " P \0Z I Z N W[ I7PkT []ZWe5Z S Z I7PoJ F\ E Wede P Èe P [ P [ J P Z J LQ[ PBT []LHZhZ SOJ_P e P ^_e W[Yv^_L!4WZae P e T W[]XWZ\BZ SUT L : J ZaeBj P e]e >9 Za[ I ^ I S E LHe J Za[Àe]L SUT 3 T LQ\0Z N Z J_P L S e T S \B;L W[ J LQ[ PBT I7PBSvT]P z\ E fe]e P P [ J J_P ed/^ [ I 3 T LQ\ O& ` L E "L S_J Ze P ^ TgPBI7N Z J_PnP 2iP \B^_VYXWZOj A XW+Z NP0S We \B[]L WVYXWZ J [ I 3 T LQ\ T Za[ S : e P I WLQe[3 N L J s\0Z I Z T I " GBI e]^/ iP 2iP \0^OVYXWZ_`5^ I 4 P `Yv^ PmI ^OL T fe P e T []^ T ^_[We P e T W[]XWZ E Zi\ J We P e T T LQ\ I7PBSUTgP j qZ I Z9\ J [ I 3 T LQ\ TgPBI ed/^ ?\ E Wede P `<e P ^_e IRGBT Z J ZWe N Z J_PBI T LH[ W[ 42 SvT PBS e J_P L S 9 Za[ I W8V 7 P e ? 3\BZ S _P \0L J We0`Ã\BZ I Z E LQe T We JOP e E I "Z E Zae PJ_PN []Z J ^_V 7 P e0`Ãe E I "Z E ZnL S LH\0;L E ` PBT \Wj L ! <AW[ 9 W\0L E L T W[ I S L N ^ E WV0XWZ J_P e[E I "}Z E Zae PÈN []Z J ^_V7 P e0`6\ E Wede P _ OUQRJRVQ)O J LHe N 7 P J_P?I7GkT Z J ZaXe Yv^ P [ PkT Za[ S I L TgP [ J Za[ P e N W[ PBS ^ I7P [ W[ P e]e P e \BZ S ? ^ SUT ZWe0j $ I L T]P [ J Za[ G ^ I # "%$ ¦k¢C¦C¦¨r«W¦k¡f´¦q 5¢C¤£ª¢Cª®0B½²¦ª¢ $ ÅuÅ ²ªdµºªdµ@k¨©0¡£ p ¦0µ«¦k®fµº¹µ ª¢Æ½£ª5¡¯¢ ¨r©0¡£ p ¦F¾ «¤£¤ª5¡¯¢ ¾ Év¾ # &c «Bµµ(ª '8m@l*)+))lm½²ª·f®£ª¡£¢®0ªd¨º¥±B«ª«¦k¢C¤f¦0µ r¤Wª®fkµ¤W¦k¨h¢q ¦²½²¦0µÈ½²ªn«¦k®fµº¡£°ª°¢C¤£¨ªdµµ¼¦ ®¯¼k¦ ¤W¦Bµµº¡£®¯½²¦C¢C ¦²½²¦Bµ@½²ª¬kª¨rk´d¼¦¯¾ $ r L IRN_EHP0IRP0SUT WV0XWZ J Z N J []XWZ J_P Za[dL PBSvT WVYXfZ7Z" ?dPkT Zae xfy j ^4 9 ^ S VYXfZ G 9 Za[ SOP \ P [ ^ I 9 Za[ I J_P W\ P ede]ZMe P Y' P0S \BL; E c^ I ?\0Z EHP V0XWZ J_P Z(" ?dPBT Zae0`ue P0I [ P 4 P0E W[\0Z I Z P e]e\0Z EHP VYXfZ P e T 3L IRN_EQPBI7PBSUT J L SUTgP [ S IRP0SUTgP j P ede9 ZW[ I ^ I \BZ EQP VYXWZ J_P e[E I "Z E ZaeqZa^ N []Z J ^_V87 P e N Z JOP e P [ I S L N ^ E J D T [ H4 G e J_P ^ I L T]P [ J Za[oe P0I S_PBS ^ I JOP0NP0S_J S \0L J a9 Za[ I \0Z I Z P0EHP e P e T XWZ W[ I P0S J Zae E LQe T E L J O` E LQe T Me P Y' P0S \BL; E ` We ` PkT \fj 6 e]e(#"}Za[ J PBI 9 Za[ SOP \ P ` EQGBI J_P e]L I7NOE LQ\BL J J_PoS I S L N ^ E WVYXWZ J_P edeWet\0Z EHP V7 P e0`al Pi2 L "_L E L J J_PqN f[ I ^ J S VWe S L I7NOEQP0IRP0SUT WVYXWZ J We IRP e I WeBj D \ E fe]e P _ O%QRMRVQ)O N Zae]ed^_L I7GkT Z J Zae Yv^ P [ PkT Za[ S I L TgP [ J Za[ P e N f[ Ze P ^_L SUTgP eh\BZ S ? ^ SUT Zae \BZ S ? ^ SUT Z J_PzTgP [ I L S fLQe \BZ S ? ^ SUT Z J_PS XWZ T]P [ I L S WLQe \BZ S ? ^ SUT Z J_PN [dZ J ^O8V 7 P e \BZ S ? ^ SUT Z J_PN [dZ J ^O8V 7 P e{\0Z I ^ I J_PkTgP [ I L S J Ze E I "Z E Z S Z E J Z J LQ[ P L T Z \BZ S ? ^ SUT Z J_PN [dZ J ^O8V 7 P e{\0Z I ^ I J_PkTgP [ I L S J Ze E I "Z E Z S Z E J Z P [e Yv^ P [ J Z_j P _ OUQRJRVQ)O N ZWe]e]^OL I7GkT Z J Zae J_P L I7N [ P edegXWZOj W I7GkT Z J Z L I7N_EHP0IRP0SUT J Z_` l D \ E We]e \ IRN []L I7P [ I 3 T LQ\ S Z 9 Za[ I T Z A j A Z P0SUT SvT Z_`ÀZa^ T []ZWe IRGBT Z J ZWe N Z JOP0I e P [ I%O 3GML `ÁL L IRN_EHP0IRP0SUT J Zae N W[RL I7N [ P ede]e]XWZ PBI Za^ T []Zae 9 Za[ I T ZaeBj 6 ede P e I7GkT Z J ZaeL I7N [dL IRP0I [ I 3 T LQ\ P0I ^ I * KMLJIJKMLUNL%O%PJQR P e NP \BL Ã\ J ZR\0Z I Z N W[ I7PkT []ZOj # l $ I [ I 3 T LQ\ N Z J_P e P [ P e T Zi8\ 3 T LH\ Za^ S XWZ_j A ZR\ WedZ J_P e P [ P e T ZwH\ 3fe T LH\ O` cedZ I J We N [dZ "/("OL E L J J_P e J We N []Z J ^_V 7 P e\0Z I Z IRP e I Z E J Z P [e Yv^ P [ J Z J_P 4 P e P [zL ^/ E Daj F^_[ SvT]P ^ I N []Zw\ P ede]Z J_PP e T L I WV0XWZ J_PN []Z"/#"_L E L J JOP e0` 4S3W[]LWe" E±TgP [WV87 P e egXfZ 9 P L T We S Za`e 4 E ZW[ P e J_PcN [dZ "/("OL E L J J_P e0` P e P [d;L \B^_e T Zae]Z I SUTgP [ P ede N []Z N []L P0J JOP \ J P .G&%O%PLP _ O%QRMRVQ)OL I7NOEQP0IRP0SUT pZ E±TgP [ WVYXfZ [ P E "L J Oj <AW[ .9 W\0L E L T W[ P ede PpN []Zw\ P ede]Z M\ E Wede IRGBT Z J Z G&.SORVQ6F3%P21MO/. Q 3F63L&3SP4H'Yv^ PmS Za[ I E L!mZae4 E Za[ P eD T [dL "_^UE J Zae b N []Z"/#"_L E L J JOPJ_P \ J N [dZ J ^_VYXWZ J_P 9 Za[ I 0?[ P e N}P L T fD [ fe N [dZ N [dL P0J J_P e J_P ^ I [ I 3 T LH\ P e T ZwH\ 3fe T LH\ Oj P ede I N J_P : e P T []L "_^_LQ[ Yv/^ E Yv^ P [ 42 E Za[zb N []Z "/#"_L E L J JOPnJ_P ^ I N []Z J ^_V0XWZ &ºL S \ E ^_e];L 4 P 4 E ZW[ P e 9 Za[ O` Z I WLQZa[ P eYv^ P D@( P ` WZ7 S E@J fe EHT]P [fV87 P e0`ÃL S 4aZw\W[Z IRGBT Z J Z G .SO)RVQ6F63UP21MO4. VQ 3F63@L&3SPHwj N Zae]e E!4 P0ET I " GBI L S LQ\B;L E "L W[ We N [dZ "/("_L E L J J_P e J [ I 3 T LH\ JOP 9 Za[ I Yv^ PcT Z J W0 e fe N [dZ J ^O8V 7 P en\BZ I Z IRP e I Z S XWZ TgP [ I L S EuJ Z E J Z P [e Yv^ P [ J Z N Zae]ed/^ I IRP e I N []Z "/#"_L E L J JOP j e]edZ G 9 P L T Z* T [H4 G e J Z IRGBT Z J Z+3G 3L&3SQF63%P %G 34.SO)R61MO4. VQ 3F43L&3SP/Hwj r iT]P0S e7 P e S F\ E Wede P .@G&%SO%PLUP _ O%QRJRVQTO T I " G0I N Z J_PBI e P [ 9 P L T We0j 6 Ib: "Za[ P e]e\ E We]e PI S L N ^ EHP [ I 3 T LH\We E L!4w[ P e J_P \BZ SUTgPi2iT Z_` PzN ZW[ T SvT ZXYv^/ E Yv^ P [ [ I 3 T LQ\ Yv^ P NP [ T]P0S Vs^ I m\ E We]e P #"/WL 2 Z S L P [f[[Yv^_L; JOP Z I e, ` N Z J_P: e PJ_P S LQ[ T I " G0I E ^ I We \ E We]e P e P e NP \8EÃ\fe\0Z I Z UP)K&F)Q)O _ OUQRJRVQ)O` 3HGVPJQ)O _ OUQRJRVQ)O` UPP)O/H3 &F)P _ O%QSRJRVQ)OÇ` P Yv^/ SUT We Za^ T [We9 Za[ PBIS_P \ P e]e[3W[]LWe0j DFE ^ I fe J_P e]eWe [ I 3 T LQ\WeegXWZp\W[W\ T]P []L! J We N Za[ N []Z N [dL PBJ J_P e PP0S 4WZ E 4 P0IT Z J ZFZz\0Z S ? ^ SvT Z J_PCN [dZ J ^O8V 7 P e0j Zz\ We]Z J_P UPUP)O H3 F)P _ O%QRJR Q)OÇ`_\B^ ? J_P S LQV0XWZ Yv^ T S e P V0XWZ +Oj +Oj +Oj 6 E We N Z J_P [d;L I e P [nL I7NOEQP0IRP0SUT J We J_P 9 ZW[ I ZYv^ P ` S Z I Z I7PBSUT Z J_P 9 ZaL 4wLQe e]^4n\0[dL;WV0XWZ ZW^mL S e P [dVYXWZ J_PFN [dZ J ^_V87 P eB`4We N []Z N []L PBJ J_P e J We N [dZ J ^_V87 P eoe P ? I 4 P []LÃ\ J Zae f^ T Z : I T LH\ IRP0SUTgP j + 6 2 e J ZaLHe! E ZW[]L T]I ZWe J_P L S 9 P [ S \BL; P ed\0Z E L J ZWe N f[ e P [ P0I L IRN_EQPBI7PBSUT J ZWeu^ T L E L" I ^ I f^ T S: I T DZ 3W[54aZa[ PhJOP S L J Z PBI x N f[ I S L N ^ E W[ P2iP0IRN_E Zae P e T []^ T ^_[WLHe0j 6 ede P e T [d^ T ^O[ N Z JOP e P [ T I " G0I ^ T L E L! J N Za[tZa^ T []Zae E Za[]L TgI Zae Yv^ PhI S L N ^ E I [ I 3 T LH\We "4We P J We P0I 3W[4WZa[ P e Za^ P 2iP0IRN_E Zae P e T []^ T ^_[WLQe ` `$ j <ÁZa[ P ede PhI Z T L!4WZ P e]e P e T [d^ T ^O[ 9 ZaLÃL IRN_EQPBI7PBS%: T J e P0N W[ J I7PBSUTgPPJ LQe N Z S L "_L E L" J S Z IwJ ^ E Z W^ 2 L E L;W[Bj D L I7NOEQP0IRP0SUT WVYXWZ JOP f^ T aI T Z 3W[54aZa[ PoG \0Z I7N Zae T NP0E We;\ E We]e P e , O%PJP K%L/.RVQL .@G}` , .%P_` , UPJQ Ç` ,6 NLUQLP " P , F.% '`}\B^ ? $ N Z J_P e P [4wLHe T S - ^_[ BijOj W * TANode TALeaf TAState * * 1 TABlock * 1 TreeAutomaton ReadingStack L ^_[bBij6 $ de L IRN_E LÃ\ J _J P < [ P0PBD ^ T Z I T Z S r W^ T aI T Z G \0[]L J Z N W[ T LQ[ J_P e P Y$' S \BL;We N W[ P0SUT LHe J We | j S LQ\0L EQIRP0SUT]P Z W^ T aI T Z N Zae : e]^OLÃ^ I 3f[4aZW[ PN W[z\ J e P Y$' S \0LOj 6 e]eZ NP [WVYXWZ G [ P E L" J NP0E Z IRGBT Z J Z-%SO%PJQLUP * GP , OUPJP_` P Z" TgGBI Wee P Y$' S \0L;fe J_P ^ I NMP#KPSG %PFHGJIMKMLUNLMOUPJQR¸j Yv^ qZ S 9 Za[ I7P N [ P e PBSvT J Z S Z{\ N E T ^ E Z +O` T Z J Zf^ T aI T Z 3W[4WZa[ P \BZa[][ P e N Z SOJ_P {^ I [ I 3 T LH\ E ;L 4w[ PJ_P \BZ SUTgP 2wT Z_j 6 ede P Yv^_L!4 E S \BL; GJ_P S L J N Za[ T [ e I N}P IRP0SUT Zae Daj J P e T J Z\0Za[d[ P e N Z S_J_P ^ I N []Z J ^_VYXfZ4ÁZ P e T J Z[ P0N [ P e P0SUT Z E J Z P e[Yv^ P [ J Z J_P ^ I N [dZ J ^_VYXWZO` P0S Yv/^ SvT Z e P ^_e J_P ed\ PBS_J_P0SUT]P e[ P0N [ P e PBSUT I Z E J Z J LQ[ P L T Z J_P ede N []Z J ^_V0XWZ_j ]ij J " E Zw\0ZF\0Za[d[ P e N Z S_J_P F^ I e E I "Z E Z S XWZ TgP [ I L S EvJ [ I 3 T LH\ Oj W^e P ? O`a\ J P e T J Z G [ PBN [ P e PBSvT J Z S [ I 3 T LQ\ N}PBE Z " E Zw\0Z fZ Yv/^ E@N}P [ TgPBS \ P j +Oj J b9 Z E \0ZW[][ P e N Z S_J_P ^ I e E I "Z E Z TgP [ I L S E}J [ I 3 T LQ\ ij D \ E Wede IP , OUPJP KML .RVQL/.G}` T [H4 G e J Z IRGBT Z J Z %PSGVP)O%QLUP _ O%QRJR Q)OÇ` P [ [ I 3 T LQ\\0Za[d[ iP : e N Z S_JOP0SUTgP W*Z W^ T aI T Z b3W[ 4WZa[ P `Ã[ PkT Za[ S S_J ZR^ I (Z " ?dPBT Z _ O%QRJR Q)OÇj A Z T]P Yv^ P `\0Z I Z \ J S ÂJ_P ed\ P0SOJ_P0SUTgPJOP ^ I P e T J Z N Z J_P e P [R^ I \9 Z E MZa^ ^ I Za^ T [dZ P e T J Z_`o^ I e]^ N}P []\ E We]e EP , .UP 9 ZWLC\0[dL; J =9 ZW[ S_P \ P0SOJ Z ^ I cL SUT]P [9 f\ P \0Z I ^ I P0EHP eBj 6 ede P e T [ TgG ;L J_P L IRN_EHP0IRP0SUT WV0XWZ G ^ I N_E LH\ WV0XWZ J Z N J [gXWZ V | + j D ede]L I \0Z I 7Z \ E fe]e P _ O%QRJRVQTOÇ` n\ E Wede P , O%PJP KML/.RVQ)L/.@G 9 Za[ S_P \ P L T]P [ J Za[ P 1e Yv^ PPBS ^ I7P [ I We{\0Z EQP V7 P e J_P P e T J Zae PP e T J Zae S WLQea& P e T J ZaeÈ[E! P e J_P \ J 3W[4WZa[ P (kj Za[ S_P \ PzT I " GBI ^ I L T]P [ J Za[ Yv^ PzPBS ^ I7P [ T Z J ZaeZWe P e T J Zae{\B^ ? Z\0Z @S ? ^ SUT Z J_PJ_P ed\ PBS_J_P0SUT]P e G 9 ZW[ I J 7Z NP0S We N ZW[ E We | j 9Z A Zae J ZaLHe E Za[dL T]I ZaeqL S 9 P []L J Za[ P ehL I7N_EHP0IRP0SUT J Zae0`OZ L S 9 P []L J Za[ N [dZi\ P e]e N W[ P e J_PnP e T J Zae J Z W^ T aI T + Z C3f[ 4aZW[ P aj <ÁZW[ P e]e PI Z T !L 4W`Z 9 ZaL T I " G0I L IRN_EQPBI7PBSUT J 7^ I ("_e T [ WV0XWZ J_P ^ I E J_PN W[ P e J_PP e T J Zae T [ H4 G e J \ E fe]e "P , NLQLUP21UQ/3@O65SKPKP_j $ ¦k¢C¤¯k¨ª¬C¤¯k¨ªd®0¹µB´¼¦C½£q¥§¨rkµªuª ²ª¢C¤£°·f«B½£C®¯µªd´¼k¦ £¾ £¾ qª¬C·¯³k¡¯¨ £¾ ¬½²ªtµ¡¯C¨ª¤£¨ª®0rk´¼k¦oª]©0¡£ p ª®0ªB¾ - Ç £ r O ¸¡£¢c¤¯k½²¨r¼¦Á½²ª}½²ª]µºªd®£É£¦Á¦k¨°ªd®Brk½²¦Á@¦k ª¦0µw®£¦5©0¡¯0¦<¦B ª p ¦; }«¦k¢C¤f¦B¨w¦B ª¦Bµiª¢cªdµº¨¡²¡¯¨Bµ ½²ª¶¨ ¦B¨ª]µ¨ªd¤£¨ªdµª®0k®¯½²¦É£ª¨r¨r©0¡£¹kµ ¤¯¨ª H¦²½²¦ ¾Â¿µµª ¤¯B½²¨r¼¦ p ¹µ7¤fªd¨¢C°¨¦¨rr¢Cª®0¦7½²ªn¦k ª¦0µ ®¯½² p ¹p ½²¡¯kµª¬«¦k¢C¤W¦Bµ´ 0ª]µ½²ªu¦k ª¦0µ@½²ªÀ¢Ck®£ª¨ro¡¯®£¥§¦B¨¢Cª Q¾ ¿µºª°ªd¨B½²¦k¨w Ç¡¯µk½²¦@¤Wª¦Á«¦k¢C¤f¦B®£ª®0ª d Hk@l )nf f ©0¡£ªÃ¨@µª¤¯k¨B½£¢Cª®0ªO¤¯¨¦²½²¡¯´ Yªdµw½£ªÇ¡£¢@³k¨r¢¶¹« «¡ ¦F¹k½£¦½£°¨ª°¦ «¦B¢q¤W¦Bµº¦zk¤fªd®¯kµ5¤W¦k¨¬µ °¢of¦B°¦0µ<ª¨¢C°®¯kµ w©0¡£ª®£¦zk¡² B¢C¦¶¨ p ¦k¨ªoµ¼¦Fªd©0¡£ p ª®0ª]µÀ ªdµºB½²¦Bµ«¡ ¦Bµ;½£ªdµ«ª®f½²ª®0ª]µ@µ¼k¦qk¤fªd®¯kµ¸¥§¦B°Éfkµd¾ W % "! # $ & ' G ^ I P e T [d^ T ^O[ J_PJ J ZWe ^ T L E L! J NP0E Z E Za[dL TgI Z J_P L S 9 P [ S \0L; [ I T LQ\ E J_P e P0S 4WZ E 4wL J Z N ZaE[ vL S_P0S T]`F^ I J Zae P ed\0Z E L J Zae N W[ L IRN_EQPBI7PBSvT WVYXfZ_j A Z I7P e I Z T [("/ E Z P0I Yw^ P N [ P e P0SUT ?e P ^ E Za[dL TgI Z_` vL SOP0S ("}ZW[ J 0 N Zaede]L "_L E L J JOPnJ_P N_E LQ\WVYXWZ J_P ! P0I Za^ T [dZae E Za[dL T]I Zae JOP L S 9 P [ S \0LO` JOP e]\B[ P 4 P0SOJ Z \BZ I Z Z7 E Za[]L TgI Z J_P wL "/W[ N Z J_P []Lce P [RL IRN_EHP0IRP0SUT J Z^ T L E L" S_J Z ! j <ÁZW[ P e]e PI Z T L;4aZ \ E We]e PE, O 3SP'9 ZaL J LH\0LHZ S J WZ IwJ ^ E E Z W^ 2 L E ;L W[B` 0 I,J_P 9 W\BL E L T f[ P2iN_E ZW[WV0XWZ J ^ T L E L!WV0XWZ J_P e]e P e T []^ T ^_[ P0I,S Z4WZae E Za[]L TgI Zae0j $ I i Trie * * TrieNode * TAState TrieEdge L ^_[bBij;D E f e]e P e 0P S 4aZ E 4wL J We S I Z JOP0E P0I _J P Á [dL P D L RI N_EQPBI7PBSUT WV0XWZ J P e T []^ T ^_[ T []L P ` J_P \B[]L T P0I +Oj _j ]w` G \BZ IRN Zae T NP0E Wem\ E Wede P e , O 3SP_` , O 3P .%P P , O 3SP %P_`}\B^ ? I Z J_P0E PBI N Z JOP e P [ 4wLQe T S - ^_[Bij!D j D \ E Wede IP , O&3SP`9 Za[ S_P \ P IRGBT Z J ZWe N W[RL S e P []V0XWZ J_P f[ P e T WeB`}L S e P []V0XWZ JOPnS e P We]edZi\BL;WV0XWZ J_P Z" ?dPkT Zae S e0j Za[ S_P \ PhT I " G0I `$ T [4 G e J Z IRGBT Z J Z%PL .%PHMF@LUP)O%QL .SOÇ`Ç^ I L T]P [ J Za[ N f[ ZWe S e J_P ^ I T [dL P j J feC^ I [ I 3 T LQ\ P ^ I e P Y$' S \0LO` P e T ne P Y$' S \0L N Z J_P e P [[ P \0Z S _P \BL J nZW^ S XWZ NP0E [ I 3 T LQ\ Oj P 9 Za[n[ P \0Z S _P \BL J i` N Z J_P H4 P [n^ I ?Za^ I WLQe3W[54aZa[ P eedL SUT 3 T LQ\WeYw^ PmJ_P ed\0[ P 4 PBI Mk°³B¦k¨¢C¦ ? u¦C¦B¡²¨¦qk°³B¦k¨¢C¦o¢C¤£°ªd¢Cª®0B½²¦C®£ªdµºªÀ¨k¯É£¦ Y¢kµ@µª¢ ¦C¡¯µº¦½²ª B¾ %D e]^4We J_P []L!4 WV7 P e0j I7NOEQP0IRP0SUT W[Á^ I S E LHe J Za[ J_P 9 Za[ I FZ" TgP [ P edeWe 3f[4aZW[ P e GqI WLQe T [("/ E ZaedZ J Z Yv^ P e]L I7N_EHP e I7PBSvT]P e(" P [e P 9e P Y$' S \0L; G [ P \0Z S OP \0L J 9Za^ S XWZ_jX<<Za[ GBI ` J ZWez\0Z IRN Z S_P0SUTgP e L IRN_EHP0IRP0SUT J Zae0` J ZaLHe JOP0EQP e SOP \ P e]edL T I Z(" TgP [ P e]efe L S 9 Za[ I WV87 P e sZ P [ J ZW[ JOP S E LHe J ZW[ P e e]L SUT 3 T LQ\0ZWe P ^ I J Zae P e T L I J Za[ P e J_PN []Z"4("_L E L J J_P eBj A Zaede]Zae S E LQe J Za[ P ee]L SUT 3 T LH\0Zae E L J I \BZ I [ I 3 T LQ\We P e T Zw\H3We T LH\WeBj <<Za[ T SUT Z_` WZ S E LHe : W[ P0I ^ I 7e P Y$' S \0LO` J_P 4 P0I 9 Za[ S_P \ P [" N []Z("/("_L E L J J_PJ_P ede9e P Y$' S \BL;9e P ^ S_J Z [ I 3 T LQ\ \0Z S e]L J_P [ J Oj <AW[ 7LQe]edZm+Z S E LHe J ZW[ N [ P \BLQe mL J_PBSvT LÃ\W[ Yw^4WLQehegXWZ0We N []Z J ^_V7 P e^ T L E L! J We S S 3 E LQe PJ e P Y$' S \B;L O` P Yv/ ^ SvT We 4 P P eÈ\ J ^ I J_PBE We 9 ZWL^ T L E !L J ij D N [dZ"/("OL E L J J_PhJ_P ^ I e P Y$' S \BL; G e]Z I J We N [dZ"/("OL E L J J_P e J_P e]^4We 3W[54aZa[ P eedL SUT 3 T LQ\We0`\fe]Z Pi2 LHe T I fLQe J_P ^ I Oj D N [dZ "/("_L E L J J_PhJ_P \ J b3W5[ 4aZa[ P e]L SUT 3 T LH\ G Z N []Z J ^ T Z J We N [](Z "/("_L E L J J_P e J We N [dZ J ^O8V 7 P e Yv^ P \0Z I7N 7 PBI P e]e 3W5[ 4aZa[ P j P e T L I J Za[ J_PmN [dZ"/("OL E L J J_P e J_P [ I 3 T LQ\We J_P ed\0[dL T Z PBI ^ ] T I " GBIS_P \ P e]edL T J W L S 9 Za[ I WVYXfZ J_PhT Z J fe f1e 3W5[ 4aZa[ P eoe]L SUT 3 T LH\ We J Wete P Y$' S \B;L We S E LQe J WeBj D P e T L I WVYXfZ J fe N [dZ "/ : "_L E L J J_P e J We N []Z J ^_8V 7 P e G "/We P J S Z S _IRP [dZ J_P 4 P P e Yv^ P \ J N [dZ J ^_VYXWZ G ^ T L E "L J J ^_[ SvT]P S 3 E LQe PJ We{e P Y$' S \BL;Weh\0Z SUT L J We S I Zae T [ JOPT [ P L S IRP0SUT Z_j E Za[dL T]I Z J_P 6 W[ EQP 6 f[ G ^ I S E LQe J Za[Èe]L SUT 3 T LH\0Z N f[ [ I 3 T LH\ We E ;L 4i[ P e JOP \0Z MS : W TgiP 2wT Zc\ N J_P 9 ZW[ S_P \ P [ T Z J WDe We 3f[ 4aZW[ P e e]L SvT 3 T LH\ We J_P ^ I se P Y$' S \B;L O`u\ We]Z P 2 LQe T I WLHe J_P ^ I Oj <<Za[ GBI 9 Za[ I c\0Z I Yv^ P ^ I S E LHe J ZW[ne]L SUT 3 T LQ\0Z P e T Zi\83We T LQ\0Z N [dZi\ P ede We N []Z J ^_V7 P e J_P e]e b3W5[ 4aZa[ PJ ;L 9 P [ PhJ Z N [dZi\ P ede IRP0SUT XZ 9 P L T Z N}PBE Z P e T L I J Za[Bj 6 [ S_P \ P e]e 3f[]LQZL I7NOEQP0IRP0SUT W[¬Z ;E : Za[dL T]I Z JOP 6 W[ EQP TgPBS_J_PBS_J Z ZWe J ZaLQe\BZ I7N Z S_PBSUTgP e ¬Z P [ J Za[ J_P S E LQe J Za[ P e P Z P e T L I J Za[ J_P?N []Z("/("_L E L J J_P eBj <ÁZW[7LHe]e]ZÂZ E Za[dL T]I Z J_P 6 W[ EHP | 9 ZaL PBS \ N e]^ E J Z PBI ^ I \0Z IRN Z S_P0SUT]P W^ 2 L E ;L f[q\ I J Z Q)O4FTPG 1UQ)O/HPTOÇj $ I (Z " ?dPBT Z Q)O4F)PG1UQ)O/H)P)O P e T 3*We]edZi\B;L J Z ^ I [ I 3 T LQ\ Oj A \ I J J Z I7GkT Z J XZ Yv^ P P 2iP \0^ T I S 3 E LQe P e]L SvT 3 T LH\e]XWZ N We]e J Zae¬\BZ I Z N f[ IRPBT []Zz^ I e P Y' S \BL; ze P [! S E LQe J P ^ I E Za[]L TgI Z &ºL S e T S \0L J h\ E We]e P 1UQ)O/H)P)O , QH 'U(j 6 ede P E Za[dL T]I Ze P [ 3 P 2iP \B^ T J Z T Z J 4 P Yw^ P ^ I P SUT T \ J Re P Y$' S \0;L b9 Za[[ P \0Z S _P \BL J Oj e]edZ NP [ I L T]P e P ^p^_edZ T SvT Z N}PBE Z P e T L I J Za[ J_P 3W5[ 4aZa[ edL 3 LQ N [dZ"/("_L E L J J_P e Yv^/ SvT Z NP0E ZD S E LQe J Za[ P e T Zw\H3fe T LH\0Z_j < W[ P e T L I W[!We N []Z"4("_L E L J J_P e G ^_e J ZZ E Za[]L TgI Z JOP S L J Z S \ E Wede P TK F)P O%P#KVPSG&%P .@KJGMLUPTOÇ j <AW[ \ E \0^ E W[ N [](Z "/("_L E L J J_PÈJ_P ^ I e P Y$' S \B;L G ^Oe J ZZ E Za[]L TgI Z J_P S L J Z S \ E Wede P 1MO4. Q 3F3LG QF%K F)Q)L&3.@G}j 6 e]e T]G \ S LQ\ J_P7N W[ I7PkT []L!W[Z E ZW[]L T]I Z0?e P [ P 2iP \B^ T J Ze]Z"O[ P fe 3W[54aZa[ P eedL SUT 3 T LQ\We G r Á¢C°¢C¦BµF¢¦k¨ªdµÈ°®£¥§¦k¨¢CB´YªdµFµ¦k£¨ª¦m³k¦k¨°¢C¦R½²ªn¿¨ª m¤f¦B¨ ¡£°³0¨¢C¦Bµ¥§¦B¨7½²¦ ªdµ«¦k¤W¦R½²ªn®£¦0µµ¦ ¨rfÉ£¦¯¾ ;¢C½²ª]µ«¨¹´¼k¦q½²ªk°É¯B½£C½²¦³k¦B¨°¢C¦q¤f¦²½²ªuµª¨@ª®f«¦k®0¨B½£tªd¢ ¿¨ ¾ )] " * * ParserState ParserStateItem 1 Rule 1 EarleyParser Grammar 1 ParserTask RuleFrequenceCounter ProbabilityCalculation L ^_[bBij;D)D $ e]L I7NOE L_\ J _J P 6 f[ EQP < W[de P [ ^ I 0 N_E LH\WV0XWZ J Z N J []XWZ J_PRJ_P e P0S ZZa[]L P0SUT J ZE?Z" ?dPBT ZWe j 6 ede P7N J []XWZ J_P SOP ^ I \0Z S? ^ SUT Z J_P E Za[]L TgI Zae Yv^ PN Zae]e I e P [{L SUTgP []\ I "_L 3H4 P LQe PBI ^ I N_E LH\WV0XWZ xfy j 6 e TgP \BZ I7N Z S_PBSUTgPuG \0Z I7N Zae T Z N}PBE We¸\ E fe]e P e Q)O4F)PG$1UQ)O/HPTOÇ`21UQ)O/HPTO%NLUQLP_`21UQ)O/HPTO%NLUQLPFLUPR PI F 4.SO 3L TR¸`\0Z I Z I ZWe T [ 7 ^_[ Bij;D)Daj -/ + / / `3,-&'). !/ */)0;! 2131 Y*3&'40'5 +6)&7)458 !`3!&')$" 9 b9 3!&') .0'#)!/+: !&')!%4&'$&'4&"!;&')< 4 !234 &;) /6&'7 &'T4S30=&'/%>?40 $@A-B@$? &'$*0; ?*/ 8*$*!"=WC46A)& ! ? / 3!-&=)4 "B.D./% 3`Y*E7F3 &=9)3&;F *4 0=&G-*? / :-&'H/* Y#*$&!4$" A 95 5%5)49 -! ( I*9 )0; B)E7 )$ %5. )3!&' ! J* / 0=&' 6)8E7)4/E `3,-&') / " _ WC)465- GQK.?* 8? / 0=&'! 3&'53!-&=)8/ ! `3!&') 30'&!4#L 2 6 ) -$" 0=?) "6F)M/ !N-;* _ OUQRJRVQ)O FHGJIJKMLNLMO%PJQSRO)5-$ P )&= M * ! `3!&')$ %*Q"+ 2/! ER+)0 SB)E7 )/ / ! `3!&')8 S*T&' &'8:-&= * Y*&!4 " W _ GQ K )US E'/$ %VW&= &=P6)&7 ) $% * Y*&!4E/ U9 !=B#" $"^]% &'( )&'+* (+ / _ O%QRJRVQTO FHGJIJK%LUNLMO%PMQR " 2 < 40=% /! ! 4)0/ 3!-&=)> / !-&=E@*$ O%QSRJRVQ)O FGJIJKMLUN)LMO%PJQR %/b 9 S / )0 3 _ _ 3!&')+$)&G %P)O%Q /.SO GP _ 4.SO% PSGPTO%QLUP GVQ %P)OUQ Y*3*UL$&=N 6 2 _ &' "! ? / W)0 Q)O4FTPG 3$H _ OUQR PSRMI F$. * %$F)QH$H3 3%Q /.SO%PH WI 6 )0&7)" ![Y*&!4Y*8$ 7 /)0;! 40' PR%I F$.$# PR%I F$.$#%@IJI O%QSR O%QSR _ GVQ (" ;&'40=45 V /0=&'!V&=3!-&=)8*$-&=0'&"4 -0&%&=-4S 6 0' 6 '( %$B -! !23* 0&%&G-4)%0 " 6 0'S.3)!/3/0=&'1Y*/0!Y**%`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bW * $%*T)0&7 ) 6# 2)B/S*;* 4L&;N%OL!-&=) $&'/ *!I )PL!&'6% H*$ ! / 0'&= $<&'5PL!-&=)4/ 4 9 ;3% $" ) 4?*40;%Q%!9* R%! Y*3<*$&'0'&&S %*/! I-#2 Y#*$&!4" ! E 0; & W ) UT _ V . )B5-A6PLH40HBE 4 9 " 6 0= )16@)4 5-! / * / W)0 &7 ) % $&'N &'U$@ ! 0'#) 0=&,S + Y#*$&!4N% 2B0= _ QSGVQE 2I/ N% OL!-&=) )&= / 2/$#)EW%! " 42 E=/$ %%2 * Y*&!4L" )$8) <4 6)&7 ) $H/! 2 <)0;! &7 )! * X 7 0'!" ? ; )0 !& 7) ! Y 1 GrammarInputStream GAna 1 Grammar 1 GAnaEarley EarleyParser ,% b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a-(' - r -/+4N-#0'%&;/L-:-S9)0;&7)$% %*$0 Y*/!0 - )0;!&7)! % +/&' I4I$9-&'45-/ $&!95-2 : " 4E?*$ H/! (&';*0; $% 4:-! ($4 % / <B0= _ N" 9: 9 $%/ %! ( : <*C)0; &7 ) $%.3)PL!&'41%*&=(*$ + .&=33/ ) EG-*0= . %! !:-23&!92 ! *,+ ,S!; 4/)U4WA* *$&'0=& )B / R * %OL!-&=)+ &=U9&'+ W - "L -#) !-&=) + *$&'0=& %!/0'&=$I&=PL!-&=)24/ %6L,-&'),+ ,S!D4SE-&=/45- %OL!&')! %$R -$ ! % O!L -&=) 7E:-#)"L:-&'),+ %2()0;&7)$/&' ; <8Y$')&;</4: 2S )0 & ) / : + %! !:-2S--3B&G-&;42!I3 %,-&!4 / &'U9&= S)A5- LA:-& + + R #)*$ 2<*0G $< $-&=" %$44+) $ 0,%&= ? L;&'40'5 %a9 92&=&;LY#*$ *T):-+46+$S! 0'&,S !; /!0 +B&=-&;4" .90'.T$&'%4+$)&'/$L$S) $) -#9 / S$) L&=S/?0'&&S?9--S// N-9;)/*$ *$ /6&&&'0=&'/! 93($* 5D % " <A / 0'&;4# IE**L&'E*!)B*4$L$ !0 2 :-*$-* &' ! *$-! &,S! 2 )*H$ 9 %@9&T40!4#&'<* R% 1 Y*%,)16 */ / ! N-&&S 7 $8Y*/ / %B 0=&,S; -#/ 2 < ! 9 ! 2 9 / 3*Q&'B0=&'!" 6 9R% S .9)B8B * ) ? *5-+$9R%! &= &'40'%)&=- < 0 S 2131/%UY#*$LB#T2*-&'0=&,S / ! / 45-!" 6 5-30'2: ER%! Y*30'&'4 ) [Y*&;4<38Y$7 ' M$)&;! HX9 , - . .;" */! < 9 <- W *F ? )5 %CE443Y$'7M)&;()&'/!($![Y*&!4 + 'M)&;(6N-&'4,+ 4/3Y 70G-%T3Y'M)&;(HC*Q %*[Y*&;4 / 4 + $'7M)&,+ 4/3 5-&= <8Y )T4-3*C) 2 ? $' ; / *5-43Y )& ( /9 43*C* 6) 70G-%T3Y'M)&; ? / *5-43N-&= / Y*3 ? ! ,- . .+ /3*C) / ? $'7M$)&;!,+ *538Y C*C$-4&' !/&'5-4 0=/S %E42S&=/45-*+ r *+ %E42S8B&=-&;4 ,+ %E42S8$ %!&!4 " % e9 T40;4#&'>) 2%B0=&, S < %*&=5-29 W *$- R <&'5*&=I 'M)&;() -$ 4E43Y )5 % $ 9 )&=0'&G IR$H$ *0G $)&=/<B2*C)0;&),+ [Y*&;4 $M*$87#@* Y*P)5-. $)&= $P* %OL!-&=)&+ L / R/&'0=&'/$ !&&*E'4 /**!:-+S-:- ) 0')*0'/E44.&=/0 !-&;4/ !($ L / L / ) 0')*0'/ /B)5 % 9 0=2B&=-&;4 *Z9 !0'2 %,-&!423*Q:- /B&'ES-:- ) 0')*0'/ /4.& /3*0= 2 $-&=23* + + " R% L$&'N 45 #)&L) ;$#)/ % !; )0&7) (-- B*&I/ 4-+/!PR$ %OL!-&=) !0!4$% U PE'$&'4@/>4:-@ ? $% 2 ! * 6L &= W&'54 0= F ! *F=4 *$-&=0'&&S? --!%S&'5-4 0= ! *<V8Y$'7 M )& % ,-&!4 2% /%SY*/5 4 SJ>:- 4 >B&' *$&'0'&& S $3&!95 4:-! H48 ! ; Y*/&' !0,%&= Y#*$ -+*-&'0=&,S $#)F) % ? )0;&)" S&=U9 7H0'8*$-&=0'&,S 49R% ! )&G $ < </! % !:-%% )0;!&7)!% 0=&') :-% )0 4*0G ? S L : 0'E * 9!-'Y* 9 )&'0=&=-?L 0=&'!E=-&=)4 !-0 " 99$% 0=&,S EL* -;0'4 B4 !0,% *$(4&'*$% *@ ? $% * b41S Y*; 0&% &G-4 - ? &'40'5 &=&'$ $ $&'N &'>B!J 9$)&=/H)&' /) % O!L -&=)S:-#)"L :-&=) !0!48 9 ,-)&=;B0' _ N7%#.5% -B/! ;46L )0 </ 4-2ER % ! +% $" W !"#%$&'(%)*$+'(',.-/ 0#1/2$1#1& ./"3#34 5'6)7 1/ #+)*8 .-/ 9#1/:$1#1& ./"#34 5'6), 4&'<; "=>)"'$ & @?BA$ /"/C #DB/* 1#1 4 B#1/3/E /" FG p A"H#2IC+'JCH/"K/H('L /" !"#1HM / )*6 ON&)"#1/4/(#1C /$/* #+ p /"!/)*P#1O/"/"C/"K(Q#1/R/",('9'+S+; "!#$ % &'( *)",+"$ -( J S2&'40=45 $> 0&%&=-4 $ &&S$5% ,-&')0% 4 : BE!404 % : 9 )0&7) ( *$&'0=&,S !>/H)0;&7)9$ Y$'7M)&;" A H5 !%. )&' B[Y*&= 0=&') &'0=&'/!20,% &= +) 2 - $ &'0 % &')SH-4 - 0'&' : &=/" W !)6 *$ 9& )&4) 4&'5*&=4$84@4(* 0;6 ! &';/*0=&,S !8BY#*$&'!"< 344-&;4 9& &=5-#*7 S &'F$44 0 F*$ +H4 0'& !0'&=&=/ D0& % &G-4 &=0=45 !% 07 b4&)L)4A7!0,% &=H)46 ! ? )!()50%7*@ $% /E&'$5-&7)4 % O!L &')!20'&!4#2L)5 2 -) $)&=/ Y* 40'T8Y$'7 M $)&;!5 &=0 % &')!" 4 /. !D : / / 0' E&'U9 M)&&'*-&!4 $" W S&'I!0,%&=(&'%9&= 0')&=/S/ &=$0'45 0'&=/C) )0H)%OL!-&=) Y*86# H&'&7)/(0'&'4&= *$&'0'&&S $E 2 40' b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b4#&':-M @ $" %J&'$5-& 7) AM0=&'4&=-;.?* 10 20 )&=.&'A? ! # : R 2 )46: 45 ?0&%&G-4%V-`9 *$-&=0'&&S/ $ &&S;9&' % OL!&')!" <A8)/3%OL!&') 9 % 4L!&' )0&7) ;/:-&' : 434&!9L "6. 4-#0=R%&?*!/@/ % !@ 434 r ";D" A r " ]?E/DK )&'45A$ --8./$)&G F/F % O!L -&=) *$&'0'&&S4S3--" 9*4) % O!L -&=) $* 8&=5-&7)!/L) *)$% 64&=&' 0'&&S K-#F:-A6-A4 r "!D" W *$%9 5-%99) R 0' !4$*5MW#) M&=5-&7)! W*O$A" D . 2 0=! ?R$ 0' : H.L&'4B5-3/40'&=&G I)B/0'&=)$ &'0'&=/H 0,% &=I&'40'5 % . 7 A 54 !? 0= EB5- A (87# M$)&;/33:-&= + r . 9!)Y*36#C r $5 !/! 7L0'&=<H*$0= !< 0,%&G-4 L&'%9 %6)&!4 45-!" " E Y " 4-! - C--% # !0!4E340 &$" : !! >= H4 0'&/ 0,%&=;&'%9&=% 9 R$-&=44*0=4@) )&= //8Y$'7M)&E?-AB0 %6L,-&')@&=U9&'/$"'W +)0;&7)$ %+$ 9 F &=L&=% &=@.!% )&= B/!8* %OL!&')E)0;&) *FY'M)&;M)B : -)5-L*7ER 9 E'0'&L 5 4$ "W )$D! &,S/3*+%6L,-&')8.3* 4)! &'$ % 0=&,S / S8Y$7 ' M$)&;! L*-&'0=&,S / (-&=/ 45-"< SE!-&!4% 9;) )&'45-CY*;/)0 &7 ) H6#;)4- 9 / ! &'<-&'B4 "!#%$ " . 2 / 9 0= %, -&!4I40;/ S/$#)EI $ : &&S @ 0'&&S* * %$! 0'&,S !% * ? $ % %! 6L!&')A &=U9&'/ .?) / S$?)*) *$ LY$7 ' M)&; ;7M*-&'0=&,S / S@-&'/! "0. 2 @ $ 9 0=3B&G-&!4L40@ 2 ? % 0'&&S 7 9& )&!4 $ %J* $ % % OL!-&=) &=U9&'/F )*) ! +6. +*&G Y$7 ' M)&; Y* /6) Ra9 ! E=0'&; Y* 4#&'+ ) )&,S! " <A + 4&= ! I 2 19 *$&'0'&&S $S&=3&'B3?! :- 3 + *@ B&G-&!4 OT) 8Y$7 ' M$)&;! +6)5-/R < /" A,# $ $O p IC+' 9DK/I +) IC/3+ &$ /"K /+)/(' '& 6 )*+ #1/" #9A3)*6) ON&)"# )*D$&/"K /+)/C/; > /" A3#1 $ /"4' p IC+' 9 DK/I +) IC/,$&/"K /+)/*'9 '& 6 )*+ #1/" #,A:) N&)#,)+'3$//&)*/C /; 5 qJ'( p / ON)' :$&1#1/" #1/4/"/(' !""' #J' 4CF 1/"6#1 /" 1 /E('M/ /") #1RIC/>:'CE #1/Q/E / $O p 3+'9#1/ p )*C/>/"I "+)*6 1 !"#+Q3 / +3/"C+; & > + ' %!&!4 T)C8Y$'7M$)&;!H7!4B:-)9Rb9 E'0=&; V " W *$-8/!8$-&=9&7848(*$87# /> % !6!L &') &'U9&=/%$"7 (R542! F)&'0 F$ F/!K%O!L &')! &'U9&=/ *$5-E)@$4&=U9 M )&;$% 4&=$ H4 0'& 4#)3)T4 %RM $)&;4/<4" .9>Y$'7M )&; Y*V-()N 45- ) )&'4 B0=<)0;!&7)! ! #)&/ 2* R/ &=0'&=/>Y*+.+4/?B0O% 6,L -&')!&'4$%6Y*/5-F8Y$'7M )&S7) )&'4 )16 R4 &'0=&'/!?&&% */0 ' " < =H4 0=&;8 0,% &G-48&'% 9&14&7)U Y*/5-/E$R/ &'0=&'/$(" 2 &= L/+R/ &=0'&=/</4+60;3% O!L -&=)3&&% &'40" < : &'P)0')*0'* @P4.&=M0;!&!4@/!;R/ &=0'&=/L4+Y$'7M )&;;) )&=/+B0= 9 E'0=&;3)&'4 )0 & 7) " !0 V L*$- E$ 4 4.L E6 V .D $ .$R/&'0=&'/$ :-&'///4Y'M)&; 5T4/B0 %OL!&')7!&'4 % V . /4E98Y$'7M : R/&=0'&=/(0 //8Y$'7M$)&; T//+B0)%!6L!&')8&,%&=/0 %5 6 H) L0')*0' 9&9N-*/$L4S)!/ / * 4&'4/I4 I" )0&7)/&=/U) *4EA&!9E $" 6 ?*$0= !b9) : ! * + )&= )*4 Y#*$8HB&G-&'*C4&7)! b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r . %* ";D2-9 )S _ N 9&$&= % SR"! [Y*&=*$ %2)4 0 9&* 43 4 5 %! Y*/! 94#0=> )0; & ) H /! -&=>/9 ) %* !9 &= 0&%&=-4 &=$0'45 / / 4 *0'CF _ 3($&' 0&%&=-4 &'40'5 I/ E E $*0'+8$B 1 " < 2 IG RT Ge 1 GS IG Mak ,% & * W )&=ES-:- D" ]" . $" / E ! M / U9 )& 4 ! r ;" D 9& 2 EP Fu 3 EP TGR 3 EP Fu 3 EP TGR 3 5 4 GAna GC 5 4 GAna GC 5 4 GAna GC 4 5 GC GAna / ; * !-E#0=I3)0 & ) 1% / )46-/B0=2 *&=( !:-2S-&'45-/3S--" %OL!&')!I7E:-#)"L:-&=)<B0'2 K *0= %OL!-&=) &=U9&'/2</ 5-&'%% (V*/! %OL!-&=) //:-&=I/E&' !//</ &=0'&'4 60'0&%&=-4 9 @4B 9 C L <A<)4 K/ " " ) &') ! 1#1+R / )*3 ME/ p 7/+RC/ #/ ## 6#1C;F / /")*/"M&/ )*R/" #: '(IC p )*C/…#1/)6,#1/:934('95G )"7/E .)"5G )"; !'+#1A* 1#1 $ M+M &6E ) .4/( )& #, '(IC p )*C /+#13 )*% EC #1/R/"I &)*6Q4/" # 3$+' >#1/ 34('95G )"; + ] Y" <A!/0'&=$ &=PL!-&=) %4<E/ !&'" B" r ; 'M)&;V/ !:- 4 0 & 7) S Y 9 " A / / % OL!-&=) )0 & 7) $ 2 !-&= L ) &') ! &S$9 )0;&) %!" I2*$-&=0'& ?7L0'&= /!()*4 <3$" D = D +!0,%&= Y*?0'&'4 ) % OL!-&=)L0'&;4#L)5- 2 K : -#)"L!-&=)%U9QBY#*$&'!/*%! 6L!&') 1Y*L#0; / :-*-*4)*$L&;E A .9% 2 6 " Y*L6#T(()&= !(B 2 A .9" J /0;%Y*3PL T)5-/<*/! %OL!-&=) 0'&!4#I3)5- ?/ )// %I.@* %6L,-&')K6Y#*$/ T D + $*87# V */ B X X&,4W * J $% @&') $% J Y$% Y#% Y(94W4:-! Y*8!0,%* -/0 2 6 " . *$K%6L,-&')$%)Y*H LL)4 !/ :-*$-* &'0 %&=) B# )&G VB %.H* %OL!&') &=*T rr 'S#*7 V )&/36 X X&,/ J (64S- ! A .H $B" *?0&%&=-4 :-&= $V %OL!-&=) )L54 /84$0;% 4P8:-8- , 02. 0. 0 0 0 0. W 4 /*0= ;+-/T40!4W E* %!6L!&')9 4 +*&G-PUE' " 6 : / %>0=37)1%*&= )J4 %&' I) " &'0'&&S$38Y$'7M)&2 %#+&'%9&= A&'U9&=* %6L,-&')()/`4 S/&'% )1%$ &'U9&'H*6 %! 6L!&')4CD"' + + + #*7S )J4 %&'" .90'. &=$%7!a9&7BE!40B! 0'&,S ! L0'&=2&'5 L!&')L ) %!6L!&') *$-&=0'&,S 6 0,%&=? 0'19 " M&'46&&&'0=&=-* % A - 3 %! -&;42! L$ % )Y'$5-+30'&&S I--H$>9 ! 0'26&=&!4" < J 4-&;4 9 )&;! / Y*/! -H$@4 % OL!-&=) % "$#5% %$& ' Y*/5-A0&%&G-4()T4 & )( & % " %&= J &= 45-/$S-:-8) . ! %6L,-&');B8Y*4 T]]/$#*87# V %77!!+ E,%2'/+3) B/!H*E#*)*&!4 " .H % OL!-&=) ) $#5% %$& '; & & % B* )*V ! )( *DFB8Y*F+$*87# T ?= D@]$#*87# )4 ,% 9B* +*&G . %OL!&') .S*$ 0 [c /1/")+3#1/E /H4 O 7 )"'+)/6#3'$ #16#16Q'&' '+#79K/I +) ,$+'(7/E( 4 95G6)+; "5qJ'(:4/(' 'K( /"4' p #1/>+74('95G )" (' 4/" #J/"I"+)*6J4/A"6) M /7' 'M/* ) 4 12/HN+(#IC/" CI /7 '3 /")*S/)*6# $3; >9B$ .#+ /")*+ p 3A +B$ 1#1+"' +#1/3B& M D+ / +J#12 #1 /IC/" #1B/"K 5 MA $ /"/C/:6#19#1 /+; & + . J" . "$#3. *3%6L,-&')L ! . %$& )'F.?+E&%'/M4E!40" . & & % .?* U%OL!&') ( %$& '5%$B.T7!+4[E;40 " W ? &!4 9&BII-+&&%'&=/ 2 6 ; *$87#I)T;4+0 $;Y*%); +UE,%'/A4[E;40" +UE,%'/L 8Y*&;42! 0'5" b9 ! -($8E / )* /0=&'2 % 6L,-&'); &' *$)&;H 4 / E&'U9&'$ " .O 2 )* /0=&'> 6 0=19F8D44&,&=0'&=/3*@74/ 0=1939)*/4 45- R ($ 9$ 0= 46H 2 )*$ / +W%OL!-&=) "$#% %$& 'E & & % % 7F$F6[E;40J!0'&,S( -- ! )( 9 0'E6&=&!4" D4$&'/\Y* !O%OL!-&=)/&=U9&'// ! 2 &'H42! / %OL!&') &,%&=/ 0%6 +B. 7AA6[E;40 2 )* 8 40'&=S/0% &'4B&=EA0=&,S ! +6. 8:-;`9 0=L %! -&;4" . !0'&=)@$+&'%9&=L) : )%OL!&')!% B 5-% / 0=&'! /H %*$SS $I#*7 / %OL!&')! &=U9&'/" A 5 5-%: &'%9 87#J3&')*$&'/! 43 r " S)3&'$&')! -&;4 $8)B: 45- . <&=U9&'" = .9 %!6L!&') *$&'0=&,S!/IE-LB* &!9< $23 2 &,%&= &;95-<- : 2 BSE )* !M0& % &=-4" < 34&!4F4A$4B&'87#3+:-L7C9& &,%*/0 /M4" W +-:-4$F&'&7) !P/ % !6!L &') B + + *&G-P L &'$% 9TB&'B' 41 S "1WSI:-2$ #% %$& '% & & % 9 ! )( ) A 0'&& S $>B 41S " F)!A/ L7 9 B&'SB0=F!-&!4E) : &G ; % ! !:-+F 2 &&% &'+% $?-BKF)45-" WS/*0=/ -5 $<S)!E=*0'8- .&; R$ &'/ /IB&'87# </;)!/ % 6,L -&')$" # # +60'27!?-4&'/&=<6#(" &=&;45-K%$% $ [E')60=8;-4&'/!0B ; L 5E6 4;0=&'4&= !360' )) 0'`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gRT IgMakinen 90 80 % de falsos negativos 70 60 50 40 30 20 10 0 0 5 10 15 11 Tam da amostra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gRT IgMakinen 45 Nr médio de produções 40 35 30 25 20 15 10 0 5 10 15 Tam. da amostra &% 1 . J & * 44$L$#* " #< 3*$-&=0'&&SG$ K 17 16.5 Nr médio de produções 16 15.5 15 14.5 14 0 5 10 15 Tam. da amostra ,% & *$ 1 " Y/ J $E3#* < 0R' S*-&'0=&,S 100 IgRT IgMakinen 90 80 % de falsos negativos 70 60 50 40 30 20 10 0 Tam da amostra −10 &% 1 ., & * " 0 !0'2 20 40 60 80 %#,-&%2 )" 100 120 140 160 180 200 &SG$ K ) *$-&=0'& 100 140 8 7 % de falsos negativos 6 5 4 3 2 1 0 0 20 40 60 80 120 Tam da Amostra ,% 1 1 & * " 1%#!&%($ 0=2 0 160 180 200 ,S *-&'0=& 1200 IgRT IgMakinen Número médio de produções 1000 800 600 400 200 28 32 0 0 20 40 60 80 100 120 140 ,% 1 2 J $E3#* " < 19 200 180 Tam. da amostra & *$ 160 ,S P *-&'0=& 32 31.5 Nr médio de produções 31 30.5 30 29.5 29 28.5 28 0 20 40 60 80 100 120 Tam da amostra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x 10 IgMakinen IgRT 2.5 Nr medio de producoes 2 1.5 1 0.5 0.0447 0 0.0019 0.0044 0 1 0 J &% & * 100 200 300 400 Tam. da amostra 44$L$#* " ) #< )*! 500 600 700 &SG$ K $#L*$-&=0'& 45 40 35 30 25 20 15 1 ' J ,% & *$ 20 ) % 2B&'* *$ )5- " L) " #" $#) ) E 100 ,-&') 120 M M %$& 160 ! 180 200 ,S "$#8*-&'0=& ( # %OL!-&=)G%)* 9)*$EH6# &= ,S #< 140 ?A4@#* $4:-? 0 * !; ! 80 <&' )& S*$-&=0'& % 6L ! 60 )4B 5-U 4)* 40 4EL*$ " ! 1 0 1 %6, 0 )'S & )( & % 5-* 0Y J C $E H % 6L L4 " H;5 5%$ ! )* A 0 &= 9 ! 3))5-H<) ! !&') ! #S ! 400 IgMakinen IgRT 350 Nr médio de produções 300 250 200 150 100 50 − 10 26 − 0 9 0 50 100 Tam. da amostra &% 1 %5 J & * " 4E3#* H & 150 & % ( &SG$ K *$&'0'& 26 24 Nr médio de produções 22 20 18 16 14 12 10 10 20 30 40 50 60 70 80 ,% & *$ 1 6 J " E3*$ #< 0#, 90 100 Tam. da amostra & )( & % ,S *-&'0=& 1200 IgRT IgMakinen Número médio de produções 1000 800 600 400 200 15 0 0 20 40 60 80 100 120 140 160 180 200 25 9 Tam da amostra ,% 1 . J & * " $E3#* < %$& ,S '8*$-&=0'& P 26 25 24 Nr médio de produções 22 20 18 16 14 0 20 40 60 80 100 120 140 160 180 200 Tam. da amostra ,% & * 1 " Y/@J " 43$* #< 01 %$& ,SG! '8*$&'0=& 4 12 x 10 IgMakinen IgRT Nr médio de produções 10 8 6 4 2 0.0080 0 0.0095 0 &% 1 %, J & * " 1000 2000 Tam. da amostra 3000 $EL#* 4000 5000 6000 K*$-&=0'&&SG$ K ($ 95 Nr médio de produções 90 85 80 0 200 400 600 800 1000 1200 1400 1600 1800 2000 Tam. da amostra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gRT + EpFu IgRT + EpTGR IgMakinen + EpFu IgMakinen + EpTGR 300 Erro médio relativo 250 200 150 100 50 0 −50 0 5 10 15 Tam. da amostra ,% 1 2 & * " M R$&'0'&=I E.&'/0 !-& E 2 5 9 x 10 IgRT + EpFu IgRT + EpTGR IgMakinen + EpFu IgMakinen + EpTGR 8 7 Erro médio relativo 6 5 4 3 2 1 0 Tam da amostra −1 &% & * 1 % + " 0 20 40 60 80 100 % 120 140 180 200 R&'0=&'!I$ E4.&=/0 !& / < 00 160 2 IgMakinen + EpFu IgMakinen + EpTGR 1.8 1.6 Erro médio relativo 1.4 1.2 1 0.8 0.6 0.4 0.2 0 0 5 10 15 Tam da amostra ,% 1 0 & * " M R$&'0'&=I E.&'/0 !-& E 2 86 IgMakinen + EpFu IgMakinen + EpTGR 84 Erro médio relativo 82 80 78 76 74 72 &% & * 1 .' " 0 20 40 60 80 100 120 Tam da amostra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` ($$; a #% -& R % 2 & 5 )& 2#437 E b 7M ! 1c! #$3 % OL2)G! dbc 2ef$$8hg 2^f`i $ # J) j& R % - ! %# c !$ ekl& !$$lc$0m$ !$) + #$38 + *&)$* +C #$3%N & % ,*7n M ! o$! H 2 ! ! )#43 & % )* p1" ! qr , % ))!$8 s 3 2 k! ,q!$ ! -*$ = M 61 )l$*&` 9 J$!$#4379 M ! kN % OL2)G! 2 $@8 J $0 2f q t!$ & %^7k!$ *k7 = \;$*&`H u* E $8 J >$$v & % )*?& 6! JM f) wx[ f` %$ % 6L. ! c $_! + \! !y , S#432\ 2) 2hf =R%)G! 8 42, % )7 ) & E $) E7 ! z N&! f) l& * {*J %$ & # !)# - ! = ! ! $ = - M ' + = = $ ' - ! E - ' '. 8 ! ' ; ' k7M ! % i!G2 El7 ) p8 Jl5!( $;6!G&Sll % 6L.! :! 2 8 2 2 %52 ^! &` "'7M !$M$1n' 5 % 6L.! ;!$ J-8 2 3 ) 1 %#2%b! .R'57M !$M$1J$ & $ +C )&`)%$8 9 )% 6L.! $$ $)C 2 \*$ $$8 . i _ -!G&S@ & GJ ! % 26L2! 2% 5!$ *0 2b* $ E_ m1EC ^f"i$a !$)'\ & !$\ $0) #$3' _& f f)) $38 c; @ )G! E\n] &"J\ J&) 2 % #4325!$M 6! $l\ 7M !$ 2W % i)G! 1 !$ ' /&`)f) ! @ 2!$ 0 ^ ' E * +5 )"& =$$9f _!$M 6! # $b_ 7M ! ; S$ 2 L /f !$k7 2* % i)!$8 _ ,C h #% 7; ) ' )G! *E// 632_&`@f`5 &)! f) 2 ' M ! q^ 7M !$ 2_f =R%)G! '8 n ! P 2H E21d + $) 63L 2 7%/(&` +5l!$ %RM ! 1 > % 6L.! h s&" c$)0 & E ; " ,C 70 2 1 %#2% $$8 . i$a1$ac $0-$_&" +(@! # %RM !$M LP 2 E(*&" +q7! # %RM !$ *q ) 8 + e$0 $ 6320 +&" %$E!$ !$) E E & $ +C l $ $)C 2$8 _ 7$0\ B$,7 J&) 1p&` ( J$*&1 =% G# ='!&" 0C * + sm$ $h! 5% OL2)G! l$! ,C ; E * +9{ @&" h 20 +7 {)& SG 5&`/) 2 $8 1 .>5$),+*-. 4. . 4. #: 65 #:4.>5 x ) & $ + ,C E7 G! 2 N&! f) k& ) {*J$ %$ P) c7 7M !$ 2 % iy ! !G2$8 & =GJ**& 'i($0C l$N 2, % ) q& 0 k L M k % OL2G! 2$1 r 6G! l$ ,C c $&"$?8 O 75 L !$$P L L(), SG2#43_ ) $ + L2!$/ )- !$ +$1PL 2) G ), SG 9 B 2/&`)% /B 2 %#.% $8 . 4 )/9;.!<5$) 24 )!<# ) 2 . 5 ,', :. ),4)/14!<),4. ./>*) _!&`>n&` E) & % )*3 ] $A)&$* + _$! *$1&" ; J&)1 & % ,*0 *J), S f" %$ \ PL!_&` .n\$!$ $!$ *7$ fR %M **)$!$ k +\ # $ *$&" & 2&` N8 Jl? +C +?&"J M ' ( ?=?P & % !$ $!* + 2!$ G! n 2 PM 8 n G! !y , S B8 Om _ J$*&1`{i^! !$) E PM (; 7M !$M 63q&"J & E k / 16i;&` t!$ + ' + V 2 - ! ! < = = = = ' ' = = ' ! $ > = - # # = Q - ! < * 2 ! ' 8 ! ( ; ' ' > = - ' ' ! ' ' + ' = $ = ? 'Y = = L20 5k $ + %#.%E(!$ + ^7M !$M;E 2& +$ $- 8 9 $ B @&"J &)!G &% )*e/ M ! E; # 7; #$31 !$L+ J 'R'( + ; 0Y( @8 Op J M J ^f"i$ m2@2&C#Jm )dfG $ PL! + g 'R'( N1 + X10R'( 8 2i M Ev&"JG = # # iv #% PL2!$)L E21 E ]$ 63 yf" $&"0C 1`& !$ ' #% 7 fG * $ $0! 8 - - ' L - ! = - = 8 ' $ ;J & $,C* +n\! !$) Enf) E))!$q \%i$* '&"f)7 $!$ OL2!Gb )!$2'k 16k #iec OL2)!G9* + /& 0 020 \ * +8 s OL2)!Gq )!$M P l$0 ;!$ $! 2 !$ ! n P) @ s!G !y ,S8 J E f2 0J !$ E $0/ +@8 Jl; +C +;&` ! M{ l$0V P*&"f))_L2& 0 ) E( &M .8 L $ T !*' & !$$f" $ 3 20\ M # J 2 2 7M !l; $ * +P +k 27 & * +{5f)J!$8 !$#" # ),+*-/. 4 5$),9 !$#:'*) #: #:'# ),# 9 ' ' = ! ' - = - ' 4 - ' ' # 65 '# ) ) . 5 # !$9 . ' - S J M !{7 6L.! 2 Gi ;7M ! !$Mq$0 J *&`=),C (>C v *0 >] $ * + v!G2w?&" 7M !7\J$*&_ E)_n& +#432]i{$ !$8 p !$ + n)) ! 2 ' f E{)*!$ 7M ! 7& !$M * +5 2 + 'R'( L8 OpJ M' $0P*&"f)) $0CPf` $?8 !$#" # ),+*-/. 4 !<5 ! 5$) 1)/5 '#:),#" - . ' - - = ! = U - = - $ _ DE3 E*&` ] \ & =i &)!#43%] {!$ 2)!G)$8 OL2)!G( G $1s&` {J$*&1s3G!G2&S$ J >! =2#$1l>3 n ,*q ' 6! +$F+ 'R'( 1L+ X 0 8 $0 & E Tf > E >!$ 2 2 2! *&` ) + G E =$) E=3 !&S$? *$M E = 8 $ F&)!G#$3>? M !$M 2)G! b&`= P)C >$y '2 E=& G +$q)&`{ $0 f = )!G 7 ! 2! & SG 2$8 OpJ M 7 b$ 1J !$) 21 (&"f)) b p& * +b& 0$ 9 1+! l !$ ,*/- M ! 1 7&` ) * +;!^f 2 OL2)G! ,C +$8 1 #:'*),+*-/. 40.4! 5 ) ',:) 5$),9;)!<# '*),#" ' - ' ' ' = ' = $ = #, - + ! S - = 7M !$M iy)!G;&"J$ ' ;^#$ 2] ^$*&`1J!$ *@!)C2 ^$#432 8 Y8 8 sk^#$9&`$ /2;2 Gi/ #43\@& J#$b_ 8@c9& #J- (f,)#43\@a * 6&` 1q$#$3q$028 ):1! { * ` {f) *&" / V 6 32* * 1 E &" ; S*&`$ & 7S E%E ; * 2 F ] M ! 'S$ T 8 21p&" _ J$*&1 & { 3* *$*8 k& # J 65 +*-/. 15$. + 65 5$. ' 4 ) ) ! = ' ' qJ),S#43\7& #Jl( &"J M^ ) ) ) ) ) ! ) ) ) ) ) ! ) ) ) ) ) ! ) ) ) J J J J ) ) 1 ' + C ' ' ! ) J ) J #$37/& J#$ck 7&`/!$ &"= 2/k$0) #$3;k& ff))$8 s'& J#$ !$$f"$ >& ff)nf2 1 E?&"J= ' E>? #43 f) = !G^f H*"5^#43*$ y * l&"k\J 7M V !$M$8 ?1P& #J E/*J 2!$M #432_!$ yC T ) 1 ) !1 ) 1 ) $!$f 2 & f f)) ; p xf,)# $pb$# $8 C 0 61 OL2)G! 9 $ k PLlG! & S !$ $! c^,;h 7M !$M $1&` * +8 2i/^,C @ E 632(&" 0 G# 2) J8 J * + +1 E ! 6G! ki *& /(/( 2) J1J PL{!$ {& f f) @ k 7M !$M l& {!$) - q!$ 2 6G! 2#431 ( L* !$M ^&"$q (& J# $\' 8 $ 1e'&" 5 :J), S#43]$')&`?*& # J &" *) $! !$) E{ \ 7M !$ J1&` 9 ^ J 5&` & SG#$3(&` b?1JH E !$ PL {$!3 7! G! #$38 ' 4 ' ; = ' = ' = ! 7 ! / < ' * ' < - s^f` l @)@ !$ + &` m k XE + X10# {),S n$ n\ \ 2 )/{ M !$ $ 1t\*0 !$*' M T*& +C#$3w j XE X)f V ),S $ $ J8 s E *&)$* +C#$3*f"! J! #$3' + 5 )$_ .3 L $ $1t$! ,C $#$3 .8 Y8-J8 Om w n J& VTT !$M #43 n 2 2 ) E J),S 2;OL $8 !$#" # ),+*-/. ) !<5 4! 5$) - - ' 8 = 5 #: - - ' ? _-$0 G),S V $0; f \),SG2 2&` -! ! 6! $f L *T +; &" c OL2!G 8 J ( +C E1$ !G2f`#$7&`k &)!=& #432:*!$M 6! $ +$ L P) *7M !$M$8 9M ! 6!G2 \')&`?&`o %!$M 6! #432:D P) 'of P) 1&` J&)1 *!$2 6!G2#43* f ^ f ^( 2 $1 $1s!28 O ?i'& $! & ^V OL2)G! ]& :! *0 =P )M n &SG \!$2 6!G2#43vf T$#$3 J-8 , & !$ ! 6G! #$3v: G M ! 8 :) #&% '*),4. 5$ 4-/. (#: 5 # . ' ! 7 $ L ! ! - L ! ( ' = - & /"3@+# $+'(@ /$ /"/C(' ) EC M+/ C IC+ ,K/B#1/"/ K%/*/* +',M+ )7$3$/N 1 $ $& / 1/"3$+ $1P#16)* &5' ; 2 6L.!9)% -7!$ E*32 J$)-& $& ! E {$0 q!$ 7L M{ I0J 1h!$ * & $ +C2 $#$3 J 8 Y8Fc>!G ! ! ))!G\&" \ kJ&) ^f!G{;& $, $/2 l 8 O -_C & $, $\ M ^)&$* +(&`: ^L ) \ & % y!$#432> $0 \ 77M !\ \& 5 !& #$3(@ 9 8 & ) E! ,*-&"Js e-$0 .i / + k3 ) t + L2!$8 c 0 )*9)&)$* +C ,* _i@&J 2 2 ^!&" +CBWI+X+YCB6ZIBn& \ ! ! 5 & f f)2 k 7M ! ) J 8 ),S E * +b_!$*&" +CB6WIX+YC+B6ZIBP1f @ *& +C E M #43{$ )LE 16 5 -7 ;q & f2 f) @;! q %E #432{ 7 M ! 1 L $ '% %E #$3E & ET 7& f f) 28 r ,*; @9 & $) $1 @ !*& l $ _ & $)Cl &` OL2!G & @ @ $0 3 $!@ &"$M OL2)!G/ 8 O @ )_& !$) h&"$E ) *i/(!*& 2 #43{ L $8 5 # +*-.;4 !<5 ! 45 ) ', /5 # ) - - ( ! - ! ! $ ' = ! $ ' ! ! $ - ! / $ - # + 3 $ $ $! $#$3^@!$2/_0 *$1! ) ^$#432P,J8 .J8%1 *&)$* +C &" @e!$ E j),SG2 f 8 J kl$#$33 & ! E7&"$%$; $7$7! $1!$*nY"U6I4Q ELJM MBJIC.Dd1mY"UI LMELM MBJIEC2Dd1 LJIB4QELM MJBJIEC.D> L JIB LMELJM MBJIC.Dd88 s /!$M $k_ /! /&`$ ; ! 2 E7*& E/ P*&M ;q!$)$#$3 MBJIEC2D%& qr&!7(!$M $l 2C2 Eq7 + q; ') {$*$ + q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x$ K F&C8 ):7,6< ><#<#<#*@=E*@/ '&#& 5!#!6x$ K F&C8 ?AB,6< ><#*#8#3)1+1)/ '&C8 5!#!6$ : F&I9 ):7,6< ><#<#<)9+<#9)/ '&C8 5!#!6$ : F&I9 ?AB,6< ><#<#<)9#(+1)/ '&C8 5!#!6$ F&I9 ):7,6< ><)9+*#*#*#1)/ '&C8 5!#!6$ F&I9 ?AB,6< ><#<'&I9+<+<@/ '&C8 5!#!6$ A F&I9 ):7,6< ><#<#<)9+3+<@/ '&C8 5!#!6$ A F&I9 ?AB,6< ><#<#<#3#*+<@/ '&C8 5!#!6x$ K F&I9 ):7,6< ><#<#<#*@=E*@/ '&C8 5!#!6x$ K F&I9 ?AB,6< ><@=#=+1#(42@/ '&I9 5!#!6$ : F&0= ):7,6< ><#<#<)9+<#9)/ '&I9 5!#!6$ : F&0= ?AB,6< ><#<#<)9#(+1)/ '&I9 5!#!6$ F&0= ):7,6< >8'&C*'&C*#()/ '&I9 5!#!6$ F&0= ?AB,6< ><#<)9+8#*#9)/ '&I9 5!#!6$ A F&0= ):7,6< ><#<#<)9+3+<@/ '&I9 5!#!6$ A F&0= ?AB,6< ><#<#<#3#*+<@/ '&I9 5!#!6x$ K F&0= ):7,6< ><#<#8@=42#()/ '&I9 5!#!6x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xK F&C* ):7,6<><#<@=#=4*+<@/ '&0= 5!#!6x$ K F&C* ?AB,6< ><'&C*#*#2#()/ '&C* 5!#!6$ : #1F& -,6< 6<+<@=43#<#<)/ '&C* 5!#!6$ A #1F& -,6< 6<+<@=+(+3#3)/ '&C* 5!#!6$ '&?3 -,6< 6<'&C9+3@=42@/ '&C* 5!#!6$ F&C3 -,6< 6<+<#8#*)(#1#/ '&C* 5!#!6x$ K F&C3 -,6< 62+3#8#8#<#2)/ '&C3 5!#!6$ #1+8 -,6< 6<+*)1#9+*#3)/ '&C3 5!#!6x$ K #1+8 -,6< 6<+<'&I1#(+<)/ '&C3 5!#!6$ : F&I( -,6< 6<+<)9#9+*)(#/ '&C3 5!#!6$ A F&I( -,6< 6<+<'&I(#9)=+/ '&I( 5!#!6$ : #1#9 -,6< 6<#9+*@=+9+3)/ '&I( 5!#!6$ A #1#9 -,6< 6<#9+2#2)(+*)/ '&I( 5!#!6$ '&C1 -,6< 6<#<+*)1#9+<@/ '&I( 5!#!6$ F&I1 -,6< 6<#9+3@=4*#<)/ '&I( 5!#!6x$ K F&I1 -,6< 6<+*)9+*#3'&I/ '&I1 5!#!6$ #1)= -,6< 6<+<#<)(F&C3)/ '&I1 5!#!6x$ K #1)= -,6< 6<+<#8#3)9)=+/ '&I1 5!#!6$ : F&C2 -,6< 6<+*#8)1+<)1#/ '&I1 5!#!6$ A F&C2 -,6< %948#8'&I1#(#/ '&C2 5!#!6$ : #1+* -,6< 6<+<'&#&I(F&I/ '&C2 5!#!6$ A #1+* -,6< 6<+<)9+8#8)(#/ '&C2 5!#!6$ #8+< -,6< 6<#<F&0=+1+*@/ '&C2 5!#!6$ +8#< -,6< 62+3@=4<)9#9#/ '&C2 5!#!6x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xK #1+3 -,6<6<+<'&C8#2#3)/ #8#< 5!#!6$ : +8'& -,6<6<+<)9+8)9#9#/ #8#< 5!#!6$ A +8'& -,6<6<+<'&0=#=4<)/ #8'& 5!#!6$ : #1#( -,6< 6<+*)1+8)(+8)/ #8'& 5!#!6$ A #1#( -,6< 68+3)1#(F&C2)/ #8'& 5!#!6$ #8+8 -,6< 6<#<F&#&C8#2@/ #8'& 5!#!6$ +8#8 -,6< 6<+3)9+8)1)=+/ #8'& 5!#!6x$ K +8#8 -,6< 6<#9+*#2#8)(#/ #8#8 5!#!6$ -,6< 6<+3#<#*#8)1#/ #8#8 5!#!6x$ K7,6< 62+<#2#2#*)1#/ #8#3 5!#!6$ -,6< H=E*)9+8)1#9#/ #8#3 5!#!6x$ K7,6< H=E8)9+*#<#<)/ #8)( 5!#!6$ : +8)1 7,6< 69#(#1#1+*#1)/ #8)( 5!#!6$ : +8)1 K ,6< ><#<#3)9F&C()/ #8)( 5!#!6$ +8)1 7,6< ><#<#<)9+<#1)/ #8)( 5!#!6$ +8)1 K ,6< ><#<#8#8)94*@/ #8)( 5!#!6$ A +8)1 7,6< ><@=4*)1)=4()/ #8)( 5!#!6$ A +8)1 K ,6< >8)1)=43#8+3@/ #8)( 5!#!6x$ K +8)1 7,6< ><#<#8#8)942@/ #8)( 5!#!6x$ K +8)1 K ,6< ><#<)1F&I142@/ #8)1 5!#!6$ : +8#2 7,6< 69+3)(F&0=E3@/ #8)1 5!#!6$ : +8#2 K ,6< ><#<#<@=43F&0/ #8)1 5!#!6$ +8#2 7,6< ><#<#<)9+<#1)/ #8)1 5!#!6$ +8#2 K ,6< ><#<#<#8)148@/ #8)1 5!#!6$ A +8#2 7,6< ><'&I1+*'&?3@/ #8)1 5!#!6$ A +8#2 K ,6< 69F&I(#1F&C9)/ #8)1 5!#!6x$ K +8#2 7,6< ><#<#<#8)1+()/ #8)1 5!#!6x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xK #9+< 7,6<><#<#<#8)1+()/ #8#2 5!#!6x$ K #9+< K ,6<><#<#8)9#9+9)/ )9+< 5!#!6$ : #9F& 7,6<>8#<#2#<#8+<@/ )9+< 5!#!6$ : #9F& K ,6< ><#<#8@=G&C9)/ )9+< 5!#!6$ #9F& 7,6< ><#<#<)9+<#1)/ )9+< 5!#!6$ #9F& K ,6< ><#<#<#8)148@/ )9+< 5!#!6$ A #9F& 7,6< ><'&C8#3#3+<@/ )9+< 5!#!6$ A #9F& K ,6< ><#8'&C<)1#=#/ )9+< 5!#!6x$ K #9F& 7,6< ><#<#<#8)1+()/ )9+< 5!#!6x$ K #9F& K ,6< ><#<#<)9#14<@/ )9F& 5!#!6$ : #9+8 7,6< >8#3)(+*)14*@/ )9F& 5!#!6$ : #9+8 K ,6< ><#<#<@=43F&0/ )9F& 5!#!6$ #9+8 7,6< ><#<#<)9+<#1)/ )9F& 5!#!6$ #9+8 K ,6< ><#<#<#8)148@/ )9F& 5!#!6$ A #9+8 7,6< ><)9+8'&I1G&0/ )9F& 5!#!6$ A #9+8 K ,6< ><#2)(+8'&C1)/ )9F& 5!#!6x$ K #9+8 7,6< ><#<#<#8)1+()/ )9F& 5!#!6x$ K #9+8 K ,6< ><#<#<)9#14<@/ )9+8 5!#!6$ #9#9 -,6< 6<+<#8)(F&#&I/ )9+8 5!#!6x$ K #9#9 -,6< 6<+8#<)(#(+3)/ )9#9 5!#!6$ #9)= -,6< 6<+<#<)(F&I1#/ )9#9 5!#!6x$ K #9)= -,6< 6<+<#<)1#9+2)/ )9)= 5!#!6$ #9+* -,6< %9+9F&C3#3#2)/ )9)= 5!#!6x$ K #9+* -,6< 6<#()=43#<#*)/ )9+* 5!#!6$ #9+3 -,6< 68+8#<#<#8)9#/ )9+* 5!#!6x$ K #9+3 -,6< %9G&I9#1)=+1#/ )9+3 5!#!6$ #9#( -,6< 68+8#3#<#<@=+/ )9+3 5!#!6x$ K #9#( -,6< 68#(F&C2)1+<)/ )9#( 5!#!6$ #9#1 -,6< 68#9#(+2#3#3)/ )9#( 5!#!6x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xK7,6<63+2)1+3#8)1#/ )9+2 5!#!6$ +2#< -,6<6<+<#<)(+*#8)/ )9+2 5!#!6x$ K +2#< -,6< 6<+<#<)1#1F&I/ )9+2 5!#!6$ : )=4< -,6< .&C9+2'&0=+(#/ )9+2 5!#!6$ A )=4< -,6< .&C1+<#*'&I9#/ @=4< 5!#!6$ : +2'& -,6< 6<+<#<)(F&C8)/ @=4< 5!#!6$ A +2'& -,6< 6<+<'&C<)1)=+/ @=4< 5!#!6$ @= & -,6< 62)(43#<#3#*@/ @=4< 5!#!6$ )=G& -,6< 6<+<'&I9+<#8)/ @=4< 5!#!6x$ K )=G& -,6< 6<F&0=+9)=+1#/ @=G& 5!#!6$ +2#8 -,6< 6<+<#<#2)(#(#/ @=G& 5!#!6x$ K +2#8 -,6< 6<+<'&C<)9+<)/ @=G& 5!#!6$ : )=48 -,6< 6<+<)9+<)9#1#/ @=G& 5!#!6$ A )=48 -,6< 6<+<'&0=+9+*)/ @=48 5!#!6$ : +2)9 -,6< 6<+<'&C<#<)9#/ @=48 5!#!6$ A +2)9 -,6< 6<+<)9#9+*)(#/ @=48 5!#!6$ @=49 -,6< 6<#<)=42#*)9)/ @=48 5!#!6$ )=+9 -,6< 6*+*#3@=4<)9#/ @=48 5!#!6x$ K )=+9 -,6< .&?3)9+3#<#*)/ @=+9 5!#!6$ +2@= -,6< 6<+<#8#*#<#2)/ @=+9 5!#!6x$ K +2@= -,6< 6<+<)1F&#&C<)/ @=+9 5!#!6$ : )=#= -,6< 6<+<)1)=#=48)/ @=+9 5!#!6$ A )=#= -,6< 6<+3#<)(#1+3)/ @=#= 5!#!6$ : +2#* -,6< 6<+<@=+1)=48)/ @=#= 5!#!6$ A +2#* -,6< 6<F&C<'&C*#3)/ @=#= 5!#!6$ @=E* -,6< 62)(4*)9#9+<@/ @=#= 5!#!6$ )=4* -,6< 6<+<'&#&#&I9#/ @=#= 5!#!6x$ K )=4* -,6< 6<+<'&C8)1)=+/ @=4* 5!#!6$ +2#3 -,6< 6<+8)(+2#*#<)/ @=4* 5!#!6x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xK +3@= ):7,6<><#<#<#*@=E*@/ #3)9 5!#!6$xK +3@= ?AB,6<>8#<)9+<#<)=#/ #3@= 5!#!6$ : +3#* ):7,6< ><#<#8#8#*+*@/ #3@= 5!#!6$ : +3#* ?AB,6< ><#<#8)9#94<@/ #3@= 5!#!6$ +3#* ):7,6< &C8#2#8#3+8@/ #3@= 5!#!6$ +3#* ?AB,6< ><#*)(+2'&C9)/ #3@= 5!#!6$ A +3#* ):7,6< ><#<@=48#3+*@/ #3@= 5!#!6$ A +3#* ?AB,6< ><'&C8)9+3+8@/ #3@= 5!#!6x$ K +3#* ):7,6< ><#<#8@=42#()/ #3@= 5!#!6x$ K +3#* ?AB,6< &I9)=43)(42@/ #3#* 5!#!6$ : +3#3 ):7,6< ><#<#<)9+<#9)/ #3#* 5!#!6$ : +3#3 ?AB,6< ><#<#8)9#94<@/ #3#* 5!#!6$ +3#3 ):7,6< %=G&C3#8)94<@/ #3#* 5!#!6$ +3#3 ?AB,6< ><)9+3@=+942@/ #3#* 5!#!6$ A +3#3 ):7,6< ><#<#<)9+3+<@/ #3#* 5!#!6$ A +3#3 ?AB,6< ><#<@=4*#*)=#/ #3#* 5!#!6x$ K +3#3 ):7,6< ><#<#8@=42#()/ #3#* 5!#!6x$ K +3#3 ?AB,6< >8#8#8#*#8+3@/ #3#3 5!#!6$ : +3)( ):7,6< ><#<#<)9+<#9)/ #3#3 5!#!6$ : +3)( ?AB,6< ><#<#8)9#94<@/ #3#3 5!#!6$ +3)( ):7,6< 6(+2@=42#*+<@/ #3#3 5!#!6$ +3)( ?AB,6< ><#<)(F&C*#()/ #3#3 5!#!6$ A +3)( ):7,6< ><#<#<)9+3+<@/ @=4* "!#!%$ K @=43 5,6< 6<#<)1+3#1#1)/ @=43 "!#!%$ 5,6< 6<#<)1+3+2#8@/ @=43 "!#!%$ K",6< 6<)9+8)(+9#1)/ #3)9 "!#!%$;: #3@= 7,6<68#8)=43)9#1)/ #3)9 "!#!%$;: #3@= K ,6<6<#<)=+9+3#*@/ #3)9 "!#!%$ #3@= 7,6< 6<#<+<)9+<)1)/ #3)9 "!#!%$ #3@= K ,6< 6<#<+<#8)1+8@/ #3)9 "!#!%$DA #3@= 7,6< 6<'&?<)(+<)1)/ #3)9 "!#!%$DA #3@= K ,6< 6<'&?*#8#8)1)/ #3)9 "!#!%$ K #3@= 7,6< 6<#<+8#8)9+2@/ #3)9 "!#!%$ K #3@= K ,6< 6<#<+8)9#9#9)/ #3@= "!#!%$;: #3#* 7,6< %9+3+*'&C2)9)/ #3@= "!#!%$;: #3#* K ,6< 6<#<+<@=43'&0/ #3@= "!#!%$ #3#* 7,6< 6<#<+<)9+<)1)/ #3@= "!#!%$ #3#* K ,6< 6<#<+<#8)1+8@/ #3@= "!#!%$DA #3#* 7,6< 6<)9+1+<)9#1)/ #3@= "!#!%$DA #3#* K ,6< 68@=E2@=+1#()/ #3@= "!#!%$ K #3#* 7,6< 6<#<+<#8)1#()/ #3@= "!#!%$ K #3#* K ,6< 6<#<+<)9#1+<@/ #3#* "!#!%$;: #3#3 7,6< .&C3+3#<)(#9)/ #3#* "!#!%$;: #3#3 K ,6< 6<#<+<@=43'&0/ #3#* "!#!%$ #3#3 7,6< 6<#<+8#8#3#<@/ #3#* "!#!%$ #3#3 K ,6< 6<#<+<#8)1+8@/ #3#* "!#!%$DA #3#3 7,6< 6<@=49#1+2@=#/ #3#* "!#!%$DA #3#3 K ,6< .&C<F&#&C8)9)/ #3#* "!#!%$ K #3#3 7,6< 6<#<+<#8)1#()/ #3#* "!#!%$ K #3#3 K ,6< 6<#<+<)9#1+<@/ #3#3 "!#!%$;: #3)( 7,6< 6<'&?*)(+*#3@/ #3#3 "!#!%$;: #3)( K ,6< 6<#<+<@=43'&0/ #3#3 "!#!%$ #3)( 7,6< 6<#<+<)9+<)1)/ #3#3 "!#!%$ #3)( K ,6< 6<#<+<#8)1+8@/ #3#3 "!#!%$DA #3)( 7,6< 6<#<+8)1+2#2@/ J@J 1 #3#3 5!#!6$ A +3)( ?AB,6<><#<#<#3#*+<@/ #3#3 5!#!6$xK +3)( ):7,6<><#<@=#=4*+<@/ #3#3 5!#!6$xK +3)( ?AB,6< &0=#=#=#=E<@/ #3)( 5!#!6$ : +3)1 ):7,6< ><#<#<)9+<#9)/ #3)( 5!#!6$ : +3)1 ?AB,6< ><#<#<)9#(+1)/ #3)( 5!#!6$ +3)1 ):7,6< >2#*#*#<#8#()/ #3)( 5!#!6$ +3)1 ?AB,6< ><#<#*#8#<+*@/ #3)( 5!#!6$ A +3)1 ):7,6< ><#<#<)9+3+<@/ #3)( 5!#!6$ A +3)1 ?AB,6< ><#<#<#3#*+<@/ #3)( 5!#!6x$ K +3)1 ):7,6< ><#<@=#=4*+<@/ #3)( 5!#!6x$ K +3)1 ?AB,6< ><#8)9)=4<+*@/ #3)1 5!#!6$ : +3#2 -,6< 6<+<#8#3#3#*)/ #3)1 5!#!6$ A +3#2 -,6< 62+3)9#1#(+2)/ #3#2 5!#!6$ : #(+< -,6< 6<+<#3#3#*)9#/ #3#2 5!#!6$ A #(+< -,6< 62#(F&I1+*@=+/ )(+< 5!#!6$ : #(F& -,6< 62#(+2#*#3#2)/ )(+< 5!#!6$ A #(F& -,6< 6<+<)1+2#<#*)/ )(F& 5!#!6$ : #(+8 -,6< 6<+<#8#3#3#*)/ )(F& 5!#!6$ A #(+8 -,6< 6<+<#<#2)9F&I/ )(+8 5!#!6$ : #(#9 -,6< 6<+<#8#3#3#*)/ )(+8 5!#!6$ A #(#9 -,6< 6<+<#<#2)9F&I/ )(#9 5!#!6$ : #()= -,6< 6<)=#=4*)9+8)/ )(#9 5!#!6$ A #()= -,6< 68)=48'&C3#3)/ )()= 5!#!6$ :-,6< .&C9#1+8)9+3)/ )()= 5!#!6$ A ,6< %1G&C3)9)=43)/ )(+* 5!#!6$ :-,6< 6<+*#8#*#<)(#/ )(+* 5!#!6$ A ,6< .&?<#8#3#<)1#/ )1F& 5!#!6$ : #1F& -,6< 6<+8#2#8'&I9#/ )1F& 5!#!6$ A #1F& -,6< 6<)=G&C2#<)9#/ )1F& 5!#!6$ : F&C3 -,6< 6<+8#2#8#2'&I/ )1F& 5!#!6$ A F&C3 -,6< 68#1+8)(#9#9#/ )1+8 5!#!6$ : #1+8 -,6< 6<+3#2#<#8)(#/ #3#3 "!#!%$DA #3)( K ,6<6<#8)=42)1#1)/ #3#3 "!#!%$ K #3)( 7,6<6<#<+<#8)1#()/ #3#3 "!#!%$ K #3)( K ,6<6<#<+<)9#1+<@/ #3)( "!#!%$;: #3)1 7,6< 6<#<)=4<@=+9)/ #3)( "!#!%$;: #3)1 K ,6< 6<#<+<@=43'&0/ #3)( "!#!%$ #3)1 7,6< 6<#<+<)9+<)1)/ #3)( "!#!%$ #3)1 K ,6< 6<#<+<#8)1+8@/ #3)( "!#!%$DA #3)1 7,6< 6<#<+<#2@=+()/ #3)( "!#!%$DA #3)1 K ,6< 6<#<#9+*'&C*@/ #3)( "!#!%$ K #3)1 7,6< 6<#<+<#8)1#()/ #3)( "!#!%$ K #3)1 K ,6< 6<#<+<)9#1+<@/ #3)1 "!#!%$ #3#2 5,6< 6<#<#<)(G&I1)/ #3)1 "!#!%$ K #3#2 5,6< 6<)9+8)(+9#1)/ #3#2 "!#!%$ )(+< 5,6< 6<#8#<#3+*@=#/ #3#2 "!#!%$ K )(+< 5,6< 6<#<#<)1+9+2@/ )(+< "!#!%$ )(F& 5,6< 6<#<#<)(G&I1)/ )(+< "!#!%$ K )(F& 5,6< 6<'&C<)14<)1)/ )(F& "!#!%$ )(+8 5,6< 63#<)1#(42'&0/ )(F& "!#!%$ K )(+8 5,6< %9#1#(+3F&I9)/ )(+8 "!#!%$ )(#9 5,6< 6<#<#<)(G&I1)/ )(+8 "!#!%$ K )(#9 5,6< 62#2#*#3#1#()/ )(#9 "!#!%$ )()= 5,6< 68#8@=4<F&C<@/ )(#9 "!#!%$ K )()= 5,6< H=+1+2#8+2'&0/ )()= "!#!%$ 5,6< 6<#<)1+3+2#8@/ )()= "!#!%$ K",6< 6<)9+3)(48#*@/ )(+* "!#!%$ 5,6< 68@=+9+2)=+()/ )(+* "!#!%$ K",6< 63#<#<#2#9#()/ )1F& "!#!%$ )1F& 5,6< 6<)9F&C*)=+9)/ )1F& "!#!%$ K )1F& 5,6< .&#&C2#3+3)9)/ )1F& "!#!%$ '&C3 5,6< 6<)9)=#=49)=#/ )1F& "!#!%$ K '&C3 5,6< H=+9F&C8+8#<@/ )1+8 "!#!%$ )1+8 5,6< 6<#<#2#2+<#<@/ J@J 2 )1+8 5!#!6$ )1+8 5!#!6$ )1+8 5!#!6$ )1#9 5!#!6$ )1#9 5!#!6$ )1#9 5!#!6$ )1#9 5!#!6$ )1)= 5!#!6$ )1)= 5!#!6$ )1)= 5!#!6$ )1)= 5!#!6$ )1+* 5!#!6$ )1+* 5!#!6$ )1+* 5!#!6$ )1+* 5!#!6$ )1+3 5!#!6$ )1+3 5!#!6$ )1+3 5!#!6$ )1+3 5!#!6$ )1#( 5!#!6$ )1#( 5!#!6$ )1#( 5!#!6$ )1#( 5!#!6$ #2#< 5!#!6$ #2#< 5!#!6$ #2#< 5!#!6$ #2#< 5!#!6$ #2'& 5!#!6$ #2'& 5!#!6$ #2'& 5!#!6$ #2'& 5!#!6$ #2#8 5!#!6$ A #1+8 -,6<6<+8#8)1+<#*)/ : F&I( -,6< %(48)9F&C*#<)/ A F&I( -,6< 6<+2#*@=+(+2)/ : #1#9 -,6< 6<+8#2#*#3)(#/ A #1#9 -,6< 6<+8@=+1+*#3)/ : F&I1 -,6< 63+*)1#1+*)1#/ A F&I1 -,6< 68+8#<#<#3@=+/ : #1)= -,6< 6<F&C3@=43#<)/ A #1)= -,6< 6<+8)9+<)1+8)/ : F&C2 -,6< 6*#(+2)(+8#8)/ A F&C2 -,6< 68#9+*#2#2)9#/ : #1+* -,6< 6<+3#*#3)9#1#/ A #1+* -,6< .&?<)9#(#1#(#/ : +8#< -,6< 6<+3#3#<#3#*)/ A +8#< -,6< 68+<#<)1#(+<)/ : #1+3 -,6< 6<F&C2#*)9+8)/ A #1+3 -,6< 6<F&#&C2@=+9#/ : +8'& -,6< .&?2)(#9+*#8)/ A +8'& -,6< H=E2#8#8#3)1#/ : #1#( -,6< 6<#(+<#8#8#3)/ A #1#( -,6< 6<F&I9+2)9+*)/ : +8#8 -,6< .&?<'&I(#(#1#/ A +8#8 -,6< H=E2'&I1+3)(#/ : +2#< -,6< %948'&C8)(F&I/ A +2#< -,6< 68+8)(+3'&#&I/ : )=4< -,6< 6<+<)9#9+<)1#/ A )=4< -,6< 6<+<)9#1+8)1#/ : +2'& -,6< .&+&I9+8)9+*)/ A +2'& -,6< .&?*'&#&I9F&I/ : )=G& -,6< .&?<#<#<'&I1#/ A )=G& -,6< .&?8)(#9+3#2)/ : +2#8 -,6< .&+&C8#*'&0=+/ )1+8 "!#!%$ )1+8 "!#!%$ )1+8 "!#!%$ )1#9 "!#!%$ )1#9 "!#!%$ )1#9 "!#!%$ )1#9 "!#!%$ )1)= "!#!%$ )1)= "!#!%$ )1)= "!#!%$ )1)= "!#!%$ )1+* "!#!%$ )1+* "!#!%$ )1+* "!#!%$ )1+* "!#!%$ )1+3 "!#!%$ )1+3 "!#!%$ )1+3 "!#!%$ )1+3 "!#!%$ )1#( "!#!%$ )1#( "!#!%$ )1#( "!#!%$ )1#( "!#!%$ #2#< "!#!%$ #2#< "!#!%$ #2#< "!#!%$ #2#< "!#!%$ #2'& "!#!%$ #2'& "!#!%$ #2'& "!#!%$ #2'& "!#!%$ #2#8 "!#!%$ J@J K )1+8 5,6< 6<@=#=+1+1+*@/ '&I( 5,6< 6<'&C8#8+8#<@/ K '&I( 5,6< 6<#8#8#*#9)=#/ )1#9 5,6< 6<#<)1)=4(+8@/ K )1#9 5,6< 6<'&#&0=49+<@/ '&I1 5,6< 6<'&C<#*#(+3@/ K '&I1 5,6< 6<)9+3'&C(#()/ )1)= 5,6< 6<'&I()=E*)()/ K )1)= 5,6< 6<#8#<#*+<'&0/ '&C2 5,6< 6<)9+3)(4*#*@/ K '&C2 5,6< 6<)(+<#<#9+<@/ )1+* 5,6< 6<)1#9+<#1+3@/ K )1+* 5,6< 6<#2@=#=E2)1)/ #8#< 5,6< 68#3@=#=41#9)/ K #8#< 5,6< .&C8'&C*#(+8@/ )1+3 5,6< 6<#<#8#2)=43@/ K )1+3 5,6< 6<#8#8#*+*#*@/ #8'& 5,6< 6<#<)1+*#1+<@/ K #8'& 5,6< 68@=#=+148#*@/ )1#( 5,6< 6<#<'&C2)=G&0/ K )1#( 5,6< 6<'&C<#<+8@=#/ #8#8 5,6< 6<#2#<)(42#*@/ K #8#8 5,6< 68'&C2@=49)=#/ #2#< 5,6< .&C*#8#<+*#3@/ K #2#< 5,6< .&C3#*#*#1+3@/ @=4< 5,6< .&#&C*#8+2)()/ K @=4< 5,6< 6<'&#&C<)=+9)/ #2'& 5,6< .&#&C2#*#(+2@/ K #2'& 5,6< .&0=G&I(+1#1)/ @=G& 5,6< .&C<#2#3+3#2@/ K @=G& 5,6< .&I9#(+8F&C<@/ #2#8 5,6< .&#&C2#2)=+()/ #2#8 5!#!6$ #2#8 5!#!6$ #2#8 5!#!6$ #2)9 5!#!6$ #2)9 5!#!6$ #2)9 5!#!6$ #2)9 5!#!6$ #2@= 5!#!6$ #2@= 5!#!6$ #2@= 5!#!6$ #2@= 5!#!6$ #2#* 5!#!6$ #2#* 5!#!6$ #2#* 5!#!6$ #2#* 5!#!6$ #2#3 5!#!6$ #2#3 5!#!6$ #2#3 5!#!6$ #2#3 5!#!6$ A +2#8 -,6<.&?*#<#*#<#*)/ : )=48 -,6< .&?<#<)9+2#8)/ A )=48 -,6< .&?8)(F&C*'&I/ : +2)9 -,6< .&I=43#2#3#3)/ A +2)9 -,6< 68+*)1F&I(F&I/ : )=+9 -,6< 6<+3@=48)1)=+/ A )=+9 -,6< 6<)=4*#*)9F&I/ : +2@= -,6< .&C9+<)1+3#8)/ A +2@= -,6< H=+=+1#9#1F&I/ : )=#= -,6< 6<+<)1+8#2#2)/ A )=#= -,6< 6<F&0=42)1#9#/ : +2#* -,6< 68#1+3#3#<#8)/ A +2#* -,6< 6<)=+9+<#<#<)/ : )=4* -,6< 6<#9)=48#2@=+/ A )=4* -,6< 6<#9+2#3)(+3)/ : +2#3 -,6< H=E<'&C*)9#(#/ A +2#3 -,6< 68+*#*#8#<#3)/ : )=43 -,6< 6<+<)9#9#9+2)/ A )=43 -,6< 6<F&0=4*@=#=+/ #2#8 "!#!%$ #2#8 "!#!%$ #2#8 "!#!%$ #2)9 "!#!%$ #2)9 "!#!%$ #2)9 "!#!%$ #2)9 "!#!%$ #2@= "!#!%$ #2@= "!#!%$ #2@= "!#!%$ #2@= "!#!%$ #2#* "!#!%$ #2#* "!#!%$ #2#* "!#!%$ #2#* "!#!%$ #2#3 "!#!%$ #2#3 "!#!%$ #2#3 "!#!%$ #2#3 "!#!%$ J@J K K #2#8 5,6< .&0=48)94*)9)/ @=48 5,6< .&C<#2#*#1+*@/ K @=48 5,6< .&I9#(+*+*)9)/ #2)9 5,6< .&I(+2#2+2#3@/ K #2)9 5,6< %9+<'&I14<#*@/ @=+9 5,6< 6<#<'&0=E8)9)/ K @=+9 5,6< 6<#<'&I148)9)/ #2@= 5,6< .&0=+1+<+<#8@/ K #2@= 5,6< .&C*#*#*+*@=#/ @=#= 5,6< 6<#<#*@=41)=#/ K @=#= 5,6< 6<)1#1)=49+*@/ #2#* 5,6< 68#2#3@=E3#*@/ K #2#* 5,6< 68#*)9+*#1+8@/ @=4* 5,6< 6<)9#(+3+*#2@/ K @=4* 5,6< 6<#<)1#(48'&0/ #2#3 5,6< .&0=+9+*+8)1)/ K #2#3 5,6< 6<#3#2#8#1+2@/ @=43 5,6< .&C<@=+(4<#2@/ K @=43 5,6< 6<#<)(#1#=+()/ K 8 + J(8 8 "!$#&%('*)+'-,*".&)+/012)+34.5,6.(798:51;"34<>=@?A.CB4.5'-3ED+%5FG'-,*".68 @^f IH KJ ) O $$1 J K@K8 @LNM K ! f" 01 21IO)P L GQk1 0 SRTVUm1W;$,XRkf` $1 OY Y8 Z9. t\8 []"/^1;FG%_/`)+3bac,*"/^27+<dfec'g:51h 1G/6/ 8 i P POcf)2 1 !21 J K@K 8 @L M K f ! f" 01 2I1 O)P L G Qk1 0 SRTVUm1 W;$, XRkf` $1 OY Y8 Z9. t\8 []"/^1;FG%_/`)+3bac,*"/^27+<dfec'g:51h 1G/6/ 8 i P P Ocf)2 1 !21 J K@K 8 j j ^ kE 8 * +; 2n _ lJ)m j n k !P * + o &` +; $ 2 * + 7$0?!$&5 2K J8 Ep 7 1 , 2.E! ^i qc0; 20E! ^5 rH ` J )5 7 j P Ost1 J8 L ) J ) d8 g 28 u MEM !wv(v"xyxyx zEZEZI D"NRQCZ u YI {L 0C2tL v|^WEWNyX {}v2M`UVW {I+KVW ~y _v.HJBIE_I v2HJBPU2I u MDdWJ8 5 ) t8 _ !$\+ G J )f\P 5 $A8 5"%_34.&)+/feh'6:51A?s[1 K J4 +J1 J K J8 5 t 8 ) $ > !$ !$&'E 8 [C)(F;:(,6.10N12)+3G.5,6.(7@1 EJ K J1 JK 8 j 5 @J 8 j * )2 t8 J !K J? _ !$ ] y $8 "!$#&%_',6.(7rt%(3G+1G<y1 +@KJ1 K 8 H Y K $ 8 r On U 8 H )> tA8 8:518:51;"34<fe@)+3G,6.(7"83w)+.G/`)+'-,*".)+.&D "!$#&,6/,6.(7_1 J* J 8 +!G ) 1 !8,t1 q G Q9J 9)K U`$1 o O1 J KY YJ8 ( V ! = = = 6 = ' ! = JJ V ' ! ! H = ! ! ' ! ! ' ! _ K O8W{8 2 $8`g 2 }f *> h&"$!; !$ )) t8Y#51;1;F;: "!d!d%(.5,*F2)+',*". b)G#51G3e "3@'g:51 'g: [ 1;1G',6.(7dfeb'6:51 ?$F;"%G'-,*F2)+/FG,*1G'<hfe?$!1G34,*F2)12&5 + 1 J K K8 t Y L 8_/q 8 ?8 n EEk 5 )) r J!P2$n>"lJ*E2) ^!; Kk_ ;.0)! $J >2) C (& f} f)0! ! (+/ > vJ & !$$8 BG. 1 E%)+/,6'-,*1;y 1 JG 1 K YJ 8 @ J c ) )c j J 5 "8XacJ@,*J",6. e "34!r)+'-,*F; 8:51[ )(F;:(,6.10\12)+34.5,6.(7 ? #&= #&3;E)(F;: 8 g $1 8 @ &) 8 @LN@M J lR , 1O L )t1}Z9 E2 1 L Im + 1 !;} $\;W ^f5 15 )$/ q 8 ;)f` 86 -&^ *$& b !KJ ; n ;&P 2 !$)&5 J]JV !)J 1p ! : & >kQ )2m 9 !yKJ G ) 0 28 c? @)+3G/^1G< +,6',*".61t 8 u MEM !wvyv"xyx(x EQCZ N2By~5v(z"~PUYv &?<.&?<#(#9v EQCZ 6<#8#843)9+<#<42#28 j M lR ^ 859 &" $1:!;} $;86 1_("!E 5 j t1 L # 8 8%H $$15O P _ f &:t1' V22 o ^$J 1 2 2 (6*))+"1 JJ ) 8'm!,P1ss 8\lR $&"1 -b > /q 8wZ )$*$8 )$ }2`J ]^2 )+d. q&`)+ VG V 2 JV !$" P $l.$ *Ef$2 ^&$>& !/$I $d !$^2 kQ )> !; +$_Ek 01$$)!> ^Ek 9/$&"$!026!@Ek 0@ hk )3$&"+s5&P ) )!$&} $?8 [ "/^1;FG%(/`)+3$:)+3G!r)(F;"/^27+<.15 J1} J8 y K o 8t 8(45?!$0; 0+$>d&$&"$0/+ +$2 >$8B4. e "3G!r)+',*".)+6. ".5= '-3"/ 1& J ' J J 1 J K KJ8 4 KY RV2 $i@ 8T @ $$ !$ O 748!$}8 L E $ 0 !$++Gl w*9 $$ +$2 >$>9 $ !;5 0)!(0.$!$ 0+$2+d1 J K@KJ 8 4Aq KY 4Aq ;28 34,6!1G3>". []"/^1;FG%_/`)+;3 :1G.1G'-,*F;y 1 J K KJ 8 $ +$2 kR $&"+$0 u MEM !wvyv"xyx(x N2BQ"W ~ N tv u ~ DdUEZv L<PWU>=CMtv BPU4D6I+B}v U4QJMB6N u M+D"W 8 q $; OY q $ 8 :@?!/El!++Gl 9 $5&} $ +$) :8$ "!d!d%_.5,*F2)+',*".hfeA'6:51 ?s[ 1 J * A K "FJ 1 J K 8 ! KY OY Z 8 !,2$8Bb _/+02! 2 +*&$f nJ /$wJ GQ +$bnJ $)&`/$8 "!$#&%_' 1G3rs:51G{! 1t 5 J @ J FJ@J 1 J K@K+ 8 J Y ' = $ ' ! ' = ' $ = ! = ! ' JJ)&mP5 t8 })+"),6.C) %('g;:51G/6/ 8(4p Rl) 1 J K@K@KJ8 W70 j 8 6t8t<".5' )(FG',*Fc@)+'-' 1G34. 1;F;27+.5,6',*".)+.6A?@##&/,*F2)+',*".y8 $+)!$G ) 1 !8,1 q G9Q J9 )K`U $1 o O 1 J K J 8 O K@K q$!; i2>1}kR !;} $ ?15R2 &}O Y +t1& O Y @)$81;G,`7+.b)+'= 'f1G34.i3= /^1G!1G.5'6fe 1G%yE ) E/^1 1;FG'= @34,*1G.5'f 1 fe4' )+3y1 8 Z $ 1 J K@K@KJ8 7))K O _J 7)+$5 8 _$/!$k+" !++Gl 9 $ +$2 >$pf ^//$2 + j $!4 $2 _J !$ E J J /E x+$$ Tf^ $8 0N1;FG'%_31 i"'f1;C,6. "!$#&%_' 1G3FG,*1G.F;y1 1 Y 1 K@K 8 7^ kq 8 $ 7t8 L 5 + 26! 2 +:= L *)$8@B4. e "3G!r)+',*".])+6. ".5'3;"/ 1 J 1 J KYJ 8 j KY O 8 /$+d1 j 8 j f`/$ 1 {W 8>t t86 0 o kQ )2rI / $ 2=J $ 8 ska 1 * A J + F J 1 J K@KYJ 8 H K O Y q/8 &"!$+ O GU $ 8 H )>t8 B4.5'-3 +%5FG'-,*". ' ?$%_' "!r)+'*) 8:51;"34< 0 )+.(7+%)7(1;; )+6. "!$#&%('*)+'-,*"6. 8 _ Z $ c f)2 0 r9 *&5 1 J KY K8 O j K 9 $ $ j KJV O $8t j E $ j +t8@ac,*"/^27+,) 8 5 Nsq ,+$2 L 1 J K K 8 L 0KY L )^ L $8 L $ 0 5V !$++Gl w*9 $$@P 5 $wJ n+d l,$22 $8 m!;_ J !E $&`$4159 +/$ +kR $E $!;: 9*& p$!; 1 $wJV $H KJ $) 1 K@KY 8 L O L + j 8 L GJ $2 JJ 0 qW 8VO w 8 j 2$);2 0.$!$ !$&+$8_BG. e "34!r)+',*". )+6. ".5'-3"/ 1 K J K J J 1 J KY 8 L & K J j +^ L &`$8@ac,* = 0s,63 &1G3 (y1 8sq )+$ j $2 KJV 1 J K@K J 8 L K qW 8 L $ j 8O 8 8 b $0>2+v+/ 0!;5 !*!$++Gl w*9 $$ +$ *> $ 0 v2 ?4 ) +$, ?8 "!$#&%('f1G3 Y#51;1;F;: )+6. 0)+.(7+%)7(y1 1 + 1 P @K K P J K@K 8 +K kq 8 0d8 45:50.$!$ +$2>2)! "_$/!$5&$f J +'$kJ *(J !$P2 + !++4lJ 9$$ +$*>$8BG. e "34!r)+',*". 3F;1;;G,6.(7 0N1G'-' 1G3y1 K K@K1 K@KJ8 J :! K f j "E)f5$1:!;}$ 8 bA&&)!E2)+q+eJ!;52)!@!++Gl 9$ +$2 $^C) 1 + *J0 ) $ 5>EkE!$$8 p$!;! 2 $$&"+$041t% H KJ /$) ?+ @2K$ ^i@ 9&/$ j !/!$ $&}$/E$1 J K@K 83m!; ! NRk$&"+$TH$ j @R L 6K J 8 q $ 0d8 48[0$$ T $n G .$$^ 5 $8 m!;!E8$&`$41 H `J $, [+ s *&`/$C $&5 $0*+V 9 *&$ j !$)!1 J K@K 8 p$!; ! 2 % lR &`+$0 J K@K J@J 8 $)! :$ 8 m 2Ek ) q j / 1)^ 8 $$8&YJ 1&5 8 J 8 O :$)5 )A mO @ $ j f5 8 H >J =0+.$!E ] f ^ !&;" !$5 8 B F;"/`;) (1> "!$#&%('*)(F2)(. 1}kR $!$` 1 K@K 8 o 8(t +$>2/!/$&Jt8 u MEM !wv(v"xyxyx Q6= <`U QPWOD QdU u ~ N tv KH5v CZRMC u M+D`WJ8 Wi. 2 o "^$2A s "2 2 `Q@2 8 j + (!$EGl 9 $ +$ *>$ 9 $ 2 &.$ mf52 ${\!KJ 9! +$, ?8_0N1;FG'-%(31 i"'f1; ,6.d?$34', @FG,)+/ BG.5' 1G/6/,`7(1G.F;1y1 J K J+ J F J KYJ1} 8 $2 !! o GJ+2 1_O _ $$ j ; >O i4" 5 + +! "#$% # > +$"$2 & $ '% # E 0( $" ) ; ^*k +#, $ -.#;5 f # /* Glw*9$ +$2&>$"}0N1;FG'-%(313i"'f1;@,6.?$34', @FG,)+/YB4.5'f1G/6/,`7(1G.F;10 J K J+ J KY Y & j "* 5 $2 L E $ 0 '+1# 4l w 9 $" +$ &> $@9 $"2..$#$ 35 ' 0 4 'P 5#$& h8:51;"31G'-,*F2)+/ "!$#&%_' 1G3AFG,*1G.F;01 5 + Y 6 J K@K 6 & j "*$5 $6 q ?& /*7 $ 0 8V9 +1 Gl w*9 $ +$ '> $9 $" 4 "$KJ ".$"$ 9 Gl 4 BG. e "34!r)+',*". )+6 . "!$#&%(' )+',*":. K + J K@K6 & j V$5 $2 8$ '> #$ ;( /$ / < # nQ 4 $ =c0N1;FG= '-%(381 "' 1;i,6.?$34'-, @FG,)+/tB4.5'f1G/6/,`7(1G.F;01 EK@K JG J K K6 & j "*$5 $6 >R /1#I JV ?V +$ &> #$ 90( $" 8:51;"31G',*F2)+/ J "!$#&%_' 1G3FG,*1G.F;01 J 6 J K@K J +K : j K o o o j j +K j +K j +K j +K j 6 j $M K j Y6\"3G!r)+/t0)+.(7+%})7(1;0 E ' I $" J K & j V$5 $2 ;5 $Q !R)$;5$" Y j 0$ P!(W $&' j )"P $>R ; C s%H $ Q 6 J6$ " $ R) /* 0h(+$ R o H)0 j #;5" $ +1# 4l6 $" $2&>$" 3F;1;1 +,6.(7"Afe'6:51 ?G,6/^"!r)+3 ". e 1G31G.F;1h". "! E,6.&)+' "34,)+/&@)+''f1G34.[C)+'fF;:(,6.(7 J K@K & j V$5 $2 ;5 $Q !)R $;5 $" Y j 0$ P !(W $&' j )"P $}>R ; r 5%H $ Q 6 5 J " /$ j 6;} " +1# Gl 9 $ +$'>$ (+$7;R o '6 0 %5FG/^1G,*F$?FG, " 1;12)+3F;: 4 J J J J K@K & j "* 5 $2 $;5 $Q !s)R N%H $ Q 6 j $# ^ ! J " /$ j 6;} " 7+1# Gl 9 $ +$ &> $N( +$ & $ R o ;_ E $" 4 +$"$HKJ $"$ V @ K($ ^ > 4 $ j / 4 $"& /1 J K@K ; E N>R 4 +$"TH$ j @R L 6 K J & j "* 5 $2 $;5 $Q !s)R N%H $ Q 6 j $# ^ ! 6J $ " /$ j #;5 .# +1# Gl 9 $ +$2 ' $"$( +$ '6 0 R o 3F;1;1 +,6.(7" feI'g:51A) )+,6,c ". e 1G31G.F;1h". t<G'f1G! FG,*1G.F;1;0 fq qqS 4 $ j V 0 $ J K K 6 J $ j $" I j 5 1; 4 "# $ $" + # " ( +$ o E*k / 3;F;1; 1 +,6.(7">fe 'g:51 1;F;"6 . >BG.5' 1G34.&)+'-,*".&)+/b ". e 1G31G.F;1,6. ac,*",6. e "34= !r)+'-,*F;;t%#51G3F;"!$#&%_' 1G3 )+.6 "!$#&/^1 :1G."!1T?$.&)+/< G,^0 4 K F J J J K@K 6 J $ j $" b ,$ .# + o ?$!1G34,*F2)+.FG,*1G.5'-,^G' Y K K J J K@KY6 6 J $ j $" j $0 J+ $P $ ' $ +$2 ' $>( +$> $ ( +$ $ $ :^ 5 + $o 8:515"%_34.&)+/Nfe$0N27+,*F$ 327+32)+!d!d,6.(7 J JG J K@K 6 J $ j $" L 0 $" 44 $ ; #>$ " E*k N?$a B 5 J y@ J K@K6 6 J $ j $" 5$> ^ 5 +$ $ ;> /$' $ 1G34,*1;I,6. I,^FG31G'f1[C)+'6:51G!r)+'-,*F; )+6 . 8:51;"31G',*F2)+/ "!$#&%('f1G3AFG,*1G.F;01 J@J F J J K@K@K O j 4 $ r 1+ #: L $ =$ E $ +$2 &> $"$9 $ ".$"$ (+$"% # !0N1;FG'%_38 1 i"'f1;i,6.?$34', @FG,)+/tBG.5' 1G/6/,`7(1G.F;01 J K J+ J + ' J 6 J Y $" j M K j H M K j H M K j K j @KY j @K K j @KY j @ K j j j j j "* 5$ $ +$$>#"! L $ 0 +1# 4lw 9$" +$ $"s9$" 4 $"P$ ".$"$ Gl 4 0N1;FG'%_31 i"' 1;c,6.d?$34', @FG,)+/BG.5' 1G/6/,`7(1G.F;10 J K J+ Y K o +$" j ' s"2 2$ j $; j '+ W?$; $%; +" $0#`J , $ 0 + +1# Gl 9 $ 8^ } bQ> '" 4 KJ 8 $ T0N1;FG'%_31 "' 1;i,6. ?$34'-, @FG,)+/&B4.5'f1G/6/,`7(1G.F;01 J K J Y } B V5 $2 ' E 0( $" >( +$, nJ 0 $?P 5 85 + * $ J K@K J K BG. e "34!r)+',*". 3F;1;;G,6.(7d0N1G'-' 1G30 & J K ' j 4 ^ 3Vh $ .# 4 \)R 1 nJ 4 & /1#b >( $ $" G # 4 6; +5 /' ab0N1G''f1G30 & K JG 6 } 6 o } j &0 3& ; $" +$2 6# #$ *k } &$w( E 5 E 5 4 $ /E d " $Ep 7 $ "$#6# > #$ 8 $q "; # .#$ 5 H%KJ /$" 5 , j s$ J K@K+ R $ $$" %H $ Q 6 j #;5 " +1# 4l w '$ $2 ' $"( +$' $ ) b $ j 4 $ j > $ o $ $h)R $ .# /$Ep 0 1# /$T(+$T 4 6# $cq $0 r (+$" + j $ &HKJ $"$ V @$` ( +$ ^ J K@K L $P 1 b $ V L E $ } "!d!d%(.5,*F2)+'-,*".mfe '6:51 ?s[ Y } J J @ J@J F J@J J K $ $ J P $2 N +..$" 8 P " 2: +$ + nk P 0#` > 0 +$2 # E $" ^ $ $ } ^ 4 $ t ? /+'+$ 3 &^ ` # ' $ $ -+J $ $ 4 +$ &> $b9 $" 4 "$KJ 5 ;6 3;F;1; 1 +,6.(7"fe \"%(3G'6 : r"3 ;:5;#".X "!$#&%_'*)+'-,*".&)+/0N12)+34.5,6.(7 8:51;"34< J J J 4 $ Y+ 6 K K & 4 YK H% K /++K J J +