Learning the Sequential Coordinated Behavior of Teams from Observations

16

Transcript of Learning the Sequential Coordinated Behavior of Teams from Observations

����������� ����� ���������������������������� �������� "!#����%$�����&�(') ���(*,+-'.���(* /-0 +��1��$2�3������ +

4357698(:<;�57=�>@?BAC57DFEBGIH�JB=�H�K%L�>NMB5O?FPRQCST6VUWEB8X6@6VHY?[Z\J]57?B^]EB57?<M_G[5O?FU<H�6N5�G`:<abH�6@QdceQ

fhgji�kFlOmonqp\rOsqtunqvFswn�x1nqkTy�pzmoi�nqv7m|{df�y�povFnw}Yt~n2��nq�u�~gYv���vFt~�.nepo�zt~m��C{� t�mzmo�z�FlOpo}j� �B���|�j�C�|� {T��r �

�Y�C�C�|�W���C�C�j�C�j�.�j�C�.�R z�q¡C¢� ��j£Y¢ �w¡F��¤�¡F�j¥.¦§���C�.�j��¨d�j�j�.��¨C£.©C�YªW «�q¡7¢� ��Y£Y¢

¬(­¯®w°w±�²T³Y°j´3µ �dn�y�pon|y�gY¶\y�}jnwvCm·i�g7¸dnw�~t~vF}¹¸On|yY�~�·º»t�mo�_mo�dn3m¼yY�z½ g�¶¾gj�F�znepo�7¿t~vF}�gYmo�dnqp%yY}YnwvCmo�XyYvT¸¹i�g7¸dnq�ut~vd}(mo�dnwt�pX�Ànw�Ty|�7t~gYp|{<t~vg�p¼¸dnqp�mog(kdpon|¸Ot~sqm�mo�Fnwt�p¶@ldmoldpon��Ànq�Ty|�7tug�p|{FsqgCgYp¼¸dt~vFy�mon�º»t�mo��mo�Fnwi�{Oy��z�zt~�«m�mo�Fnqi�{7gYp¾swgjldvCmonqp»mo�Fnwt�p\yYsq¿mot~gjvd�wÁ µ �OkFt~s|y��~�~�C{TyY}YnwvCm1i�g7¸dnq�ut~vd}�monqse�dvFtuÂClFnw�¾yY�z�zldi�n%mo�dn%y��YyYt~�uyY�dt~�ut�m���gY¶�ykd�Vy�vd¿»g�pX�Ànw�Ty|�7t~gYpz¿Ã�~tu�Op¼y�pz�C{Bº»�Ft~s¼� nwvdswg7¸dnq�1mo�Fn·¶@lF�~�§ponwkÀnqpzmogYt~pon�g�¶�nqÄOkÀnwsemon|¸gY�F�znqpo�.nw¸��Ànq�Ty|�7tug�p|ÁCÅ�g|ºhnw�.nqp|{YponwswnwvCmby�kFkd�ut~s|y�mot~gjvF��y�pon|y��hgY¶RyY}YnwvCm�i�g7¸Onw�~tuvd}p¼y�tu�znÆs¼�TyY�~�~nwvd}jnw��mog_mo�Fn¹y��z�zlFi�kdmot~gYv�gY¶X�zldse�`y�ut~�Op¼y�pz�C{by���y�}jnwvCm(i�g7¸dnq�~¿t~vF}¹�«�O�«monwi��·y�pon�tuvdsqpon|y��ztuvd}j���[lF�znw¸_tuvÈÇeÉdÊeËÌyYvF¸TÍ�gYp¹Î.Ï�ÐYÊeÑeÒeÎYѼÓÔÎjÕ¾�znqmzmot~vF}Y�w{º»�dnqpon�mo�Fn(�Ànw�Fy��7t~gYp¼y��bponwkÀnqpzmogjt�pon�gY¶�mo�dn�gY�F�znqpo�jn|¸Öy�}jnwvCmo�3t~��ldvF½7vFg|º»v[y�m¸Onw�zt~}jvÌmot~i�njÁ µ �Ft~��kTy�kÀnqp�¶NgCswld�znw��gYvÌmo�Fn�se�FyY�~�~nwvF}YnÆg�¶1mo�Fn�ldvF�zldkÀnqpo�7tu�znw¸y�ldmogjvdgji�gYlF�1�~n|y�povFt~vF}�gY¶hmo�dn2�zn|ÂCldnwvCmotVy��9�Ànw�Ty|�7t~gYpo�1g�¶byY}YnwvCmo�w{]¶Vpogji×gY�F�znqpz¿�Yy�mot~gjvd�1gY¶�mo�Fnwt�p��Ànq�Ty|�7tug�p|Á µ �Fn·monqse�dvFtuÂClFnw�¾º�n2kOponw�znwvCm1mzp¼y�vF�z�uy�mon3gY�F�znqpo�Yy�¿mot~gjvd��gY¶<mo�Fn\¸O�OvFyYi�t~sj{.sqgji�kF�~nqÄB{CsqgjvCmot~vOldgjld�hi2ld��mot~¿Ã�Yy�potuy�monbºhgYpo�u¸(�«m¼y�mon�t~vCmogy_mot~i�nq¿Ã�znqpot~nw�(gY¶�ponwswgY}jvdtuØqn|¸Ùy�mogji�t~s¹�Ànw�Fy��7t~gYpo�wÁ µ �Ft~��mot~i�nq¿Ã�znqpot~nw�(t~�(mo�dnwvy�vTyY���OØwn|¸_mog�ÚTvF¸ponwkÀn|y�mot~vF}¹�zlF�d�zn|ÂClFnwvdswnw�%se�Fy�p¼yYsemonqpot~Øwt~vF}Æn|yYs¼�Imon|yYi�Á]Û_nswgYi�kTy�pon\m�ºhg2y���monqpovTy�motu�jn1yYkdkdpogjyYs¼�Fnw�hmog%nqÄ7mzp¼yYsemotuvd}X�zlFs¼��s¼�Ty�p¼yYsqmonqpot~�«mot~s1�znq¿ÂClFnqvFswnw�w{W�FyY�zn|¸ÌgYvÖ¶Vpon|ÂClFnwvdsq�Üswgjldv7mo��y�vT¸Ü�«m¼y�mot~�«mot~s|yY��¸dnwkÀnwvF¸dnwvdswt~nw�wÁhÝ�ldpponw�zld��mo��t~vT¸Otuswy�mon·mo�Fy�m\�ÀgYmo��monws¼�FvdtuÂ7ldnw�\y�pon·yY�F�~n%mog�nqÄ7mzp¼yYsqm�i�n|yYvdtuvd}Y¶@lF�¯�znq¿ÂClFnqvFswnw�w{TyYvF¸�¸dg��zt~}jvdt~ÚFs|yYvCmo�����Ànqmzmonep\mo�FyYv�p¼y�vT¸dgYi#kOpon|¸dt~sqmot~gYvF�wÁÀÅ\g�ºhnw�.nqp|{mo�dn1�«m¼y�mot~�«mot~s|yY�]¸dnqkÀnwvT¸OnwvFsq�(y�kFkOpog.yYs¼�(tu�¾y��F�~n�mog2sqgYpzponwsqmo����pon�Þ�nwsqm¾�zn|ÂClFnwvdswnw�mo�Fy�m(y�pon�¶Vpon|ÂClFnwvCm|{W�FlOm�y�pon¹¸OlFn(mog p¼yYvF¸dgji&swgY¿ÃgCswswlOpzponwvFsqn�gY¶��Ànw�Fy|�Ot~g�po�w{p¼y�mo�Fnqp»mo�Ty�v�mog�y%mzpolFn1�zn|ÂCldnwvCmotVy��R¸OnwkÀnwvF¸dnwvdsq���Ànqm�ºhnwnwv�mo�dnwi�Á

ß àFá¾âÀãBä�å·æ%çRâBèoä¾á

é JBH¹57êqHY5Q7ë157^OHY?FK3=�QÀMÀHY6V>@?B^IMÀHY5O6@c3ì�>VKeJÌKqJBH�Kq5dc¼A[QOë\QdP<c¼HYêeíT>@?B^ Q7KeJ<H�ê�57^dH�?FKqc35O?<M=�QÀMÀHY6V>@?B^ÜKeJBHY>Vê�PRH�J<5.íT>@QOêjEW>@?ÙQOêwMÀH�ê(KeQÌîBêqHYMÀ>Nï|K�KeJBHY>Vê�ëÔUÀKeU<êeH P]HYJ<5.íT>VQdêYEhï�QTQOêwMÀ>@?<5CKqHì�>uKqJÖKqJBH�=_E95dcece>@c¼K2KeJBHY= EWQOê�ï�QdUB?FKeH�ê2KqJBH�>@ê�5Oï�Ke>@QO?<cY:§LBQOê3>@?<c¼Kq57?]ï�HOE95O^OHY?dK3=�QÀMÀH�6@>V?<^KeHYïwJ<?B>@ðFUBHjc¹J<5.ídH_P]HYH�?�U<ceHYMñ>@?�>V?FKqH�6@6V>@^OHY?dKU<c¼HYê¹>@?dKqH�êeëÃ5Oï�HYcIò@óOE�ôjõ«E¾>@?�íF>@êeKeU<5O6%H�?TíT>VöêeQd?B=�H�?FKqc�ëÔQdê�Keêw57>@?B>V?<^÷ò øBE ùCõ«E¾57?]Mú>@?�ï�QF5OïwJB>@?B^�57?<MúKeHj57=�ö�Keêw57>@?B>V?<^úò�û.õ«: é SFî<>@ïY576@6VSdE57^OHY?FKh=�QÀMÀH�6@>@?B^2KeHYïwJ<?B>@ðFUBHjc�5Ocqc¼UB=�H\KeJBHX5.íC5O>V6N57PB>@6@>uKoS3Q7ë¯52îB6@5O?Àö§QOê�PRH�J<5.íT>@QOêeöR6@>VP<êq5OêeSdEì�JB>@ïwJ�HY?<ï�QÀMÀHjchKeJBHXï�QO=�îB6@H�KeH�êqH�îRH�êeKeQd>VêqH�Q7ë¯H�üÀî]Hjï|KqHYM�QOP<ceH�êqíOHjM�PRH�J<5.íT>@QOêj: é JBHX57^dH�?FK

ý � ��g�¶XþjlF��� �YÿYÿ.� {hmo�Fn�yYldmo�dgYp�t~��y �znwvdt~gYp(�~nwsqmoldponep��ÔyY�z�zt~�«m¼yYvCm(kdpog�¶Nnw�z�zg�p��(y�m���y�p����uy�v��vdtu�jnqpo�zt�m��C{����«p¼yYnw� {dyYvF¸�y�v�yj¸�Þ«ldvFsqm�yY�z�zt~�«m¼yYvCm¾kdpog�¶Nnw�z�zg�p�y�m¾f�y�povdnw}jt~n%��nw�~�~gjv���vdtu�jnqpo�zt�m��CÁ

=�QÀMÀHY6V>@?B^ KeHjïwJB?B>NðFUBHYc2KoSTîB>Nï�5O6V6@S_ëÔQÀï�U<c3Qd?Ö=�5CKwïwJB>@?B^ KeJBH�QOP]c¼HYêeíC5CKq>VQd?<c2ì�>uKqJÖ6@>@PBêq5OêeSîBêeQOKeQOKoSFîRHYcYEÀ57?<M_MÀêw5.ì�>@?B^�>@?ÀëÔHYêeHY?<ï�Hjc1P<5OceHYMQO?_c¼U]ï�ï�Hjcec¼ëÔUB69=�57KqïwJBHjc�:

� HYï�H�?FK%57îBî<6V>Nï�57Ke>@QO?<c�5OêeHj5Oc1Q7ëb57^dH�?FK�=�QTMBH�6@>V?B^�êw57>NceH3ïwJ]576@6VHY?B^OHjc�KeQ�KeJ<H(5Ocqc¼U<=�îBöKe>@QO?�QOëÀ5O?(5.íC57>@6@5OPB6@H»ï�QO=�îB6@H�KqH\5O?<M�ï�QdêeêqHYï�K9P]HYJ<5.íT>VQdê96V>@PBêw57êqSO:j8X^OHY?FKWQOP<ceH�êqíOHYêqc§5OêeH¾>V?Àöï�êqHY5Oce>@?B^O6@S(U<ceHYM�>@?��������I57?<MCQOê��� �������������������ceH�KeKe>@?B^dcYEOì�J<H�êqH�KeJBH·P]HYJ<5.íT>VQdêq5O6BêqH�îRH�êeöKeQO>@êqH(Q7ëbKqJBH(QdP<ceH�êqíOHYMI5O^OHY?dKwc%5OêeH�U<?BAT?BQCì�?[5CK3MÀHYce>V^d?IKe>@=�HO: é JTU<c257^OHY?FKqc�KqJ<5CK357êqHH�?B^F57^OHjMÆ>@?I=�QÀMÀH�6@>V?<^�=(U<c¼K%PRH(57PB6@H3KeQ57UÀKqQO?BQd=�QdU<ce6VSÆ5dï�ðFUB>@êeH2KqJBH�=�QÀMÀH�6Nc�U<ceHYM_>@?57^OHY?FK¼ö«=�QÀMÀHY6V>@?B^[î<êe>@QOê(KeQÜU]c¼>@?B^[KqJBH�= >@?ÙKqJBH5O^OHY?dK�=�QTMBH�6@>V?B^ÜKq5dc¼AÀcY:���JB>@6VHKeJ<H�êqHJ<5.íOH�PRH�HY?[êqH�îRQOêeKqc�Qd?Üc¼U]ï�ï�Hjcec¼ëÔUB6WKeHYïwJ<?B>@ðFUBHjc�KqJ<5CK2P]HY^O>@?IKeQ 5OMBMÀêqHYcqc�QOëbKeJBH(Kq5OceA Q7ëï�QO?]coKqêeU<ï�Ke>@?B^�KeJBH�PRH�J]5.íF>@QOê16@>VP<êq5OêeS��ÃHO: ^<:@E9ò �BE ôCõ���EBAOHYSÆïwJ<576@6@H�?B^dHYc�êeHY=�57>@?Qdî]HY?9:

?Ùî<57êeKe>Nï�U<6@5OêYEWKeJB>Nc�î<57îRH�ê(ëÔQTï�U<ceHYc�QO?`KqJBH ïwJ]576@6VHY?B^OH¹QOë%57UÀKqQO?BQd=�QOU<c(UB?<ceUBî]HYê¼öíF>NceHYM36@HY57êq?B>@?B^�Q7ëTKqJBH\ceHYðFUBHY?dKq>@5O67PRH�J<5.íT>@QOê9QOëÀ5O^OHY?dKwc957?]M2KeHY5O=�c§ëÔêqQO= QOP<ceH�êqíC5CKe>@QO?]c¯Q7ëKeJBHY>VêhP]HYJ<5.íT>VQdêY:"!·UBê�5OîBîBêqQd5OïwJ�ï�QO=(P<>V?BHjc9îB6N57?Bö�êqHYï�QO^O?<>uKq>VQd?·KqHYïwJB?<>@ðFUBHjcW57?]M�c¼ST=�P]Qd6V>NïKe>@=�H�ö«ceH�êq>@HYchc¼HjðdU<H�?<ï�H¾>NMÀH�?FKe>$#]ïY5CKe>@QO?�KeQXKqêq5O?<ce6@57KeH¾êw5.ì�=(UB6VKe>Vöz57^OHY?FKYEj=(UB6VKe>Vö�íC5Oêe>N5CKqH¾QOPBöc¼HYêeíC5CKq>VQd?<c�Q7ë95�MÀST?<5O=�>@ïOEOï�Qd=�î<6VH�ü�H�?TíT>@êeQd?B=�H�?FKYE7>@?FKeQ�5�ceH�K»QOë§ceHYðFUBHY?FKe>N576BPRH�J<5.íT>@QOêwcKeJ<57K%57êqH2ïwJ<5Oêq5dï|KqH�êq>@c¼Ke>Nï%QOëWKqJBH3KeHj57= >@?IðdU<HYc¼Ke>@QO?9:!·UBêX5OîBîBêqQd5dïwJÆ>Nc�57îBîBêqQOî<êe>N5CKqH%ëÔQdêMÀQO=�57>@?<c�>@?�ì�JB>NïwJ`êeHjï�QO^d?B>&%�>@?B^ÆKqJBH¹P<5dc¼>Nï�PRH�J<5.íT>@QOêwc3Q7ë�57^OHY?FKqc�57?]M.Qdê3KeHY5O=�c�>@c(5Keêw5Oï|Kw57PB6@H¹Kw5OceA¯E�PBUBK�KqJBH_c¼î<5dï�HQ7ë·ceHYðFUBHY?dKq>@5O6�ï�QO=�PB>V?]5CKe>@QO?]c�Q7ë%KeJBHjc¼H P]HYJ<5.íT>VQdêqc(>@cîBêq5dï|Kq>@ïY576@6VS�UB?<H�üÀîB6@QOêqHY57P<6VHd:

?¹QOUBê�57îBî<êeQF5OïwJ9ECKqJBH%QdP<ceH�êqíF>@?B^�5O^OH�?FK'#]êqc¼K\U<ceHYc\5(ceH�K�Q7ë9c¼>@=�îB6@H%P<5dc¼>Nï|ö«P]HYJ<5.íT>VQdêêeHjï�QO^d?B>&%�H�êwc§KqQ·î]57êwc¼H\KeJBH�c¼KeêqHY5O= QOë]êw5.ì`QOP<ceH�êqíC5CKq>VQd?<c�5O?<M�Kqêq5O?<ce6@57KeH�>uKb>@?dKqQ252c¼KeêqHY57=Q7ë\êqHYï�QO^d?B>$%YHYMÜP]HYJ<5.íT>VQdêqcYE]ì�J<>@ïwJÌì\H�ïY576@6(�������)��|:+*X?<6V>@AOH�îBêqH�íT>@QOU<c357î<îBêeQF5OïwJBHjc�E]KeJ<Hï�QO?]coKqêeU<ï�Ke>@QO?�QOë(c¼U<ïwJ�êqHYï�QO^d?B>$%YH�êwc¹MÀQTHYcÆ?BQ7K_5CKeKeH�=�îÀK KeQúï�QCíOHYê�KeJ<HÖHY?dKq>VêqH[=�UB6uKq>uö57^OHY?FK�PRH�J<5.íT>@QOêw576¯êqH�îRH�êeKeQO>@êqH·QOëWKeJ<H·KqHY5O= : ?<coKqHY5dM§ETKeJBH3PRH�J<5.íT>@QOê1êqHYï�Qd^O?B>&%�HYêqc¾ëÔQÀï�U<cQO?ÌêeHjï�QO^d?B>&%�>@?B^ÆQd?B6VS[KeJBH�=�Qdc¼K�P<5Oce>@ïOE95CKqQO=�>@ï�PRH�J<5.íT>@QOêwc�E¯ì�>VKeJBQdUÀK�5OMBMÀêqHYcqce>V?B^ JBQCìKeJBHYS57êqH3ï�QO=�PB>@?BHYMKeQd^OH�KeJBHYêY:

é JBH�coKqêeHj57= QOë]êw5.ìÈ=(U<6uKq>uö«íC57êq>@57KeHOE.=�UB6uKq>uöz57^dH�?FKbQOP<ceH�êqíC5CKq>VQd?<ch>@chKqJBH�êqH�ëÔQdêeH�KeU<êe?BHjM>V?FKeQ 5Æc¼KeêqHY5O= QOë»6@5OP]HY6VHjMIH�ídH�?FKqcY: é J<H(êqHYï�Qd^O?B>&%�HjM P]HYJ<5.íT>VQdê·c¼KeêqHY57=&>Nc,#<êwc¼K·PBêqQOAdH�?>V?FKeQ�ceH�^O=�HY?dKwc�EFHY5dïwJÆï�Qd?FKq57>@?B>@?B^�KqJBH2UB?B>@?dKqH�êqêeU<îÀKeHjMÆï�Qd?<ceHYï�UBKe>@íOH%HYíOHY?dKwc¾QOëWQO?<6VS�QO?<HKeHY5O=_:FGIU<6uKq>VîB6@H�c¼HY^O=�H�?FK\5OêeH2ï�Qd6V6@HYï�KeHYM�KeQO^dH�KqJBH�ê\>V? 5-).������ö«P<5dc¼HjM¹MB5CKw5�c¼KeêqU<ï|KqUBêeH�ò0/.õ�EKeJ<57K�5O6V6@QCìXc(ëÔQOê�QO?Àö«6V>@?BHdEh>@?<ï�êeHY=�HY?FKq5761>NMÀH�?FKq>1#]ïY5CKq>VQd?ÈQ7ë·>V=�îRQOêeKq57?FK�57?<MúîBêqHYMÀ>Nï|Kq>VídHc¼HjðdU<H�?<ï�HYc2� KqJB>NcXMB5CKw5CözcoKqêeU]ï|KeU<êeH2>@c1H�üÀîB6@5O>V?<HYM >V?43THjï|Ke>@QO?Iø<: ô��|:

LBQOê(>V?<c¼Kq5O?<ï�HdEW^d>VídH�?`5IcoKqêeHj57= Q7ë�êw5.ì�QOP]c¼HYêeíC5CKq>VQd?<c�57PRQOUBK�c¼QÀïYï�H�ê(î[email protected]�êwc�5§îRQ7öc¼>VKe>@QO? 5O?<MñQOêq>VHY?FKq5CKq>VQd?9E¾5O?<M÷KeJBHÜî]QFc¼>VKe>@QO?�QOë2KqJBH[P<5O6V6�E»KqJBHÜPRH�J]5.íF>@QOê�êqHYï�QO^d?B>$%YH�êwc=�5.SIî<êeQÀMÀU<ï�H�5c¼KeêqHY5O= Q7ë�êeHjï�QO^d?B>&%�HYM[î<5Ocqc¼Hjc�E§MÀêq>@PBPB6@HYcYE957?<MÜQ7KeJ<H�ê�ceQTïYï�HYê¼ö«îB6N5.SF>@?B^P]HYJ<5.íT>VQdêqcYEFëÔQOê�>@?<coKw57?<ï�H

687:9�9";<6(=&7�>@?�A"BDCE6(=$7@>@?�A�FHG+IJ687�9�9";<6(=&7�>@?�A�FHCE6(=$7@>@?�A�K�G�IMLNA�O<PHPH=Q?�;<6(=&7�>�?�A�KHG�ISR�R�R

MÀH�?FKe>$#]ïY5CKe>@QO?(Q7ë]>@=�î]Qdê¼Kw57?FKT��c¼U<P�oceHYðFUBHY?<ï�Hjc�>@?�KeJB>NchêeHjc¼UB6VKe>@?B^3coKqêeHj57= ï�5O?(PRH�MÀ>uë ö#]ï�UB6VK1>V?ÆMBSF?]57=�>@ï·c¼H�K¼Kq>V?B^Fc�: MÀHY5O6V6@SOEdKeJ<H·ceH�^O=�HY?dKwc¾ï�QO?FKq5O>V?¹H�üB57=�îB6@HYc»QOëVU��W���D ����X��)Y�H c¼HjðdU<H�?FKe>N576ÀPRH�J<5.íT>@QOêjECì�JBH�êqH�KeJBH�H�üÀHYï�UBKe>@QO?�Q7ë¯QO?BHX57KeQO=�>Nï�P]HYJ<5.íT>VQdêh>Nc»MÀHYî]HY?<MÀHY?dK»Qd?KeJBH�îBêq>@QOê�H�üÀHYï�UÀKe>@QO? Q7ë�57?BQOKeJBHYê�PRH�J]5.íF>@QOêjETî]QFcece>@PB6VSÆPFS5�MB>1Z¯H�êqH�?FKX57^dH�?FKY:\[XQCì�H�ídH�êjEc¼U<ïwJ[ï�QTQOêwMÀ>V?]5CKeHjMceHYðFUBHY?<ï�HjcX57êqH�ceQO=�H�Kq>V=�HYc·MÀ>Nc¼êqUBîÀKqHYM PTSÆKqJBH�?BHYHYM KeQÆêeHjc¼îRQO?<MKqQMÀST?<57=�>Nï�ïwJ<57?<^OHYcX>V?IKqJBH(HY?TíF>@êqQO?B=�H�?FKXQdêXKeJ<H(PRH�J<5.íT>@QOêXQOë�QOKeJBHYê·5O^OH�?FKwc�: é JTU<c%KeJ<HêeHjc¼UB6VKe>@?B^%ceH�^d=�H�?FKqc95OêeH¾Q7ë KeHY?�?BQO>NceSOEYï�QO?FKq5O>V?<>V?B^%QO?B6@S·îRQOêeKe>@QO?]c§Q7ëÀKqJBHbKeêqUBH�c¼HjðdU<H�?<ï�HYcYE

>V?FKeHYêe=�>VüÀHYM�ì�>uKqJ�îRQdcqc¼>@PB6@S�ëÔêqHYðFUBH�?FKbQOP]c¼HYêeíC5CKq>VQd?<c�Q7ë]êqHY5dï|Kq>VídH\PRH�J<5.íT>@QOêwc�KeJ<57Kb5OêeH�?BQOKî<57êeKhQOëR5O?FS�c¼HjðdU<H�?<ï�HO:CLBQdêhH�üB57=�îB6@HOEC>@?(KqJBH�c¼HjðdU<H�?<ï�H15OP]QCídHOEYKeJBH�������������H�ídH�?FKb=�5.SJ<5.íOH1?BQOK¾P]HYH�?�îB6N57?B?<HYM�î<5Oê¼K»QOë]KqJBH�KeHj57= 5 c»c¼HjðFUBH�?<ï�HOEO5O?<M�=�5.S(J<5.ídH�PRH�HY?�>V?]MÀH�îRH�?ÀöMÀH�?FK�Q7ë�KeJBH�ï�QTQdêqMÀ>@?<57KeHYM¹Koì\QOö�î]5Ocqc\ceHYðFUBHY?<ï�H·KeJ<57KXîBêqHYï�HjMÀHYMÆ>uKj: ? Q7KeJ<H�ê1ì\QdêqM<c�EFKeJ<H��� ��������ì15OcXîRQdcqce>VPB6@SIH�üÀHjï�UÀKqHYM[PTS�������������KeQ êeHjc¼îRQO?<MÜMÀST?<57=�>Nï�576@6@SKqQÆKqJBH�c¼>VKeUÀö5CKe>@QO? KqJ<5CK%>VK�ëÃ5Oï�HYM§E]>V?]MÀH�îRH�?<MBH�?FKe6@SQOëhì�J<QO= î]5Ocqc¼HjMÆKqJBH�P<5O6V6WKeQ�>VKY: ? KqJB>@c·ï�5dc¼HdEB5c¼UBP]c¼HjðdU<H�?<ï�H������ ���������������! "������������#%$&��� ����������������������#�ì�QOUB6NMÆ?<Q7KXJ<5.ídH2PRH�HY?5·U]c¼H�ëÔUB6<ceHYðFUBH�?]ï�H�KeQ�MÀ>Ncqï�QCíOHYê�'�>VKhêqH�ídHY576Nch?BQ7KqJB>@?B^�57PRQOUÀKbKqJBHXï�QTQOêwMÀ>@?<5CKqHYM(P]HYJ<5.íT>VQdêQ7ëhKeJBH3KqHY57=_:

�ÖH�îBêqHYceH�?FK35ÆKeHjïwJB?B>NðFUBH�ëÔQOê3îBêqQTï�HYcqc¼>@?B^ c¼U<ïwJÌ5c¼KeêqHY5O= Q7ë\HYíOHY?dKwc�E¯PBU<>V6NMÀ>@?B^Qd?HY57êq6@>VHYêXì\QdêeAÆPFS [XQCì�H�57?]MÜZ\QOJBHY?Ìò (Cõ«E]5O?<M_H�üTKqH�?<MÀ>@?B^�>VK·>@?I?BQCíOHY69ì15.STcY: é JBH�KqHYïwJÀö?B>@ðFUBH1ì�H\î<êeHjc¼HY?dK�êqH�)oHYï�Kqc�ceU<ïwJ�ëÃ5O6@ceH�ceHYðFUBHY?<ï�Hjc�E.PTS�UB?<ï�QCíOHYêe>@?B^·ceHYðFUBHY?FKe>N576ÀcoKw5CKq>@c¼Ke>Nï�5O6MÀH�îRH�?<MBH�?<ï�>VHjc»PRH�Koì�H�H�?¹57KeQd=�>Nï1QOP]c¼HYêeídHYM�P]HYJ<5.íT>VQdêqc�QOë957^OHY?FKqcY:��ÖH2MÀH�=�QO?]coKqêq57KeH1KeJ<HH�*¹ï�5dï�S(QOëRQdUBê¾5OîBîBêqQd5OïwJ�>V?�6@HY5Oêe?<>V?B^�ceHYðFUBHY?dKq>@5O6BPRH�J<5.íT>@QOêbQ7ë§ceH�íOHYêq5O6 � QOPRQTZ\U<î�ce>@=�öUB6@57Ke>@QO?÷KeHj57=�c�ëÔêqQO= QOP<ceH�êqíC5CKe>@QO?]c�Eb57?]M÷ï�QO=�î<5OêeH KeJ<H[êeHjc¼U<6uKwc�Q7ë3U<ce>V?B^�ëÔêqHYðFUBHY?<ï�Sï�QOU<?dKwcÌò +.õ�5O?<M�c¼Kq57Ke>NcoKq>@ïY576�MÀH�îRH�?]MÀH�?<ï�S�MÀH�KeHYï�Ke>@QO?#ò (.õ«E1Koì�QÈ>@=�îRQOêeKq5O?FK_ceHYðFUBHY?<ï�H�ö=�>@?B>@?B^�KqHYïwJB?B>NðFUBHYcYE<>@?I>NMÀH�?FKe>VëÔST>V?<^¹>V=�îRQOêeKq5O?dK2c¼HjðdU<H�?<ï�HYcY:��ÖH�c¼JBQCì KeJ]5CK·ì�J<>V6@H�KeJ<HKoì\QIKqHYïwJB?<>@ðFUBHjc�5OêeH¹PRQ7KqJÈce>V^d?B>1#Rï�57?FKq6VSÌP]H�K¼KqH�ê�KeJ<5O?Ùêq5O?<MÀQd= ceH�6@HYï�Ke>@QO?9E�coKw5CKq>@c¼Ke>Nï�5O6MÀH�îRH�?<MBH�?<ï�S¹MÀH�KqHYï|Kq>VQd?ÆJ<5dc�>V=�îRQOêeKq57?FK�P]HY?BH�#BKwc1>V?P]HY>V?<^�5OPB6VH%KeQ�MÀ>NcoKq>V?B^dUB>Nc¼J ï�57U]ce5O6MÀH�îRH�?<MBH�?<ï�>VHjc·PRH�Koì�H�HY?ÖQdP<ceH�êqíOHYM_PRH�J]5.íF>@QOêwcYE<ëÔêqQO= ëÔêqHYðFUBHY?dK�ï�QOö�QÀïYï�UBêqêeHY?<ï�HdE]MÀU<H(KqQïwJ<57?<ï�HOEÀQOë�>@?<MÀH�îRH�?]MÀH�?FK%PRH�J<5.íT>@QOêwc�:

é JB>@cî<5Oî]HYêÆ>NcQdêe^F57?B>&%�HjMñ5OcÆëÔQO6@6VQCìXcY:T3THjï|Kq>VQd? ô`îBêqHYceH�?FKwc�KeJ<HÖ=�Q7Kq>VíC57Ke>@QO?�ëÔQdêQOUBê_57îBî<êeQF5OïwJ9E¾5O?<M�êqH�6N5CKqHYM�ì�QOêqA¯:T3THjï|Ke>@QO? øÙîBêqHYceH�?FKqcÆKeJ<HÜPRH�J<5.íT>@QOêÆêqHYï�QO^d?B>$%YH�êwc57?<MñKqJBHÖKeêq>VH�ö�P<5dc¼HjM�MB5CKw5Ùc¼KeêqU<ï|KqUBêeHÖU<ceHYM�>@? MÀH�KeHYêe=�>@?B>V?<^úceUBP<ceHYðFUBH�?]ï�HYcY:T3ÀHYï|Kq>VQd?ùOîBêqHYceH�?FKqcÆKeJ<HÌMÀHYî]HY?<MÀHY?<ï�SFözMÀH�KqHYï|Kq>VQd?�=�H�KqJBQÀM 5O?<M�ëÔêqHYðFUBHY?<ï�S ï�QOUB?FKwc�:(3THYï�Ke>@QO? ûMÀ>@cqï�U]ceceHYcêeHjc¼U<6uKwcQOë(H�üÀîRH�êq>V=�HY?dKwc�E�íC576@>@M<5CKe>@?B^÷QOUBê_57î<îBêeQF5OïwJ9:83THYï�Ke>@QO? �ÈîBêqHYceH�?FKwcï�QO?]ï�6@U<c¼>@QO?]c�5O?<M_MÀ>@êeHjï|Ke>@QO?]c�ëÔQOê1ëÔUÀKqUBêeH�ì�QOêqA¯:

, -/.10�ã<á%èeá�243Ìä�ä¾ã<å%èeá�0hâ�.Wå657.981æ�.Wá\âBè�0;:=<>.@?�0BAXèoä¾ã�è¼áDCFE�.Wá/GH åIAJ.9ãLK�0�ã<èM0;:�57.§âTâÀèeá�2JK

GIQdc¼KÆ57^dH�?FK�=�QÀMÀHY6V>@?B^�KqHYïwJB?B>NðFUBHYcÆ5Ocqc¼UB=�H KeJ]5CKÆ57?�5dï�ï�U<êq57KeH_P]HYJ<5.íT>VQdê�6V>@PBêw57êqSÙ>@c5.í.5O>V6N57P<6VH·KeQ�KqJBH3QOP<ceH�êqíT>V?B^�57^dH�?FKXc¼U]ïwJÆKqJ<5CKX>VKXJ<5Oc�KqQ�=�57KqïwJ >uKwc�QOP]c¼HYêeíC5CKq>VQd?<c�ì�>uKqJKeJBH6V>@PBêw57êqSOEW>NMÀHY?dKq>uëÔS`ceU<ï�ï�HYcqcoëÔU<6¾=�5CKwïwJBHYcYE�5O?<M`îRQdcqc¼>@PB6@SÌceH�6@HYï�K�PRH�Koì�H�H�?ÙKeJBHY= :�8%c?BQ7KqHYM§EdêeHjï�H�?FK¾5OîBîB6@>@ïY5CKe>@QO?]cbQ7ë957^dH�?FKb=�QTMBH�6@>V?B^(êq5O>@ceHXïwJ<576@6@H�?B^dHYchKeQ3KqJB>Nc\5dceceUB=�îÀKe>@QO?WE5Oc%5O^OHY?dKwc%5OêeH�>@?<ï�êqHY5dc¼>@?B^d6VS 57îBîB6@>@HYMI>@?ÜceH�K¼Kq>V?<^dc�KqJ<5CK357êqH �H� ���Ì5O?<M.Qdê �@ ��"���������������~: ?�c¼U]ïwJ c¼H�K¼Ke>@?B^Fc�E¾KeJBH[PRH�J]5.íF>@QOêw576%êeHYî]HYê¼KqQO>@êeHIQOë3QdP<ceH�êqíOHYMñ5O^OH�?FKwc�>@cÆUB?BAT?BQCì�?ñKqQKeJBH�QOP<ceH�êqíOHYêY: ?]MÀH�HjM§ERceU<ïwJI>NcXKqJBH�ïY5OceH�>@?[QOUBê257îBî<6V>Nï�57Ke>@QO?[57êqHY5�>@?[êqQOPRQ7Kq>@ï�ceQÀï�ï�H�êj:�ÖH257êqH%MÀH�ídH�6@QOîB>@?B^(5(ï�Qd5dïwJ�KeJ<57K\>Nc\5OPB6@H�KeQ�>V=�îBêqQCíOH1KqJBH·îRH�êeëÔQOêq=�57?<ï�H�Q7ëW5�KeHY5O=#PTS57?<5O6VS %�>@?B^X>VKqc�PRH�J<5.íT>@QOêjEY57?]M3KeJ<57KhQOëÀKeJBH�QOî<î]Qd?BH�?FK\ò�ûjõ«:�3T>V?]ï�H¾PRQ7KqJ�KqJBH\ï�Qd5OïwJ<HYM2KeHj57=57?<MKeJ<H�QOîBîRQO?<H�?FK·57êqH3UB?BAT?BQCì�?I5CK%KeJBH3Kq>V=�H�QOëhKqJBH(MÀHjc¼>@^O?WE<57?I5OïYï�UBêw5CKqH3P]HYJ<5.íT>VQdê6V>@PBêw57êqS÷MÀHjceï�êe>@PB>@?B^`KqJBH�>@êH�üÀî]Hjï|KeHjM PRH�J<5.íT>@QOê>@cUB?<5.íC57>@6N57PB6@HIKeQÈKeJBH�ï�QF5OïwJ 5O^OH�?FKj: ?úî<5Oê¼Kq>@ï�UB6N57êjE�5ÖAOHYSÈïwJ<5O6V6@H�?B^dHÆJBHYêeH_>Nc�KeQ`MÀH�KeH�êq=�>V?<H ì�J]5CK�c¼HjðdU<H�?FKe>N576�PRH�J<5.íT>@QOêwcP]HjcoK�ïwJ<5Oêq5dï|KeHYêe>&%�H�5KeHY5O=_E957?<MÖP]HjcoK�ceH�êqíOH�ëÔQOê3îBêqHYMÀ>Nï|Kq>V?<^ >VKqc3^dQd5O6@c357?]M[>VKqc3ëÔUÀKqUBêqHP]HYJ<5.íT>VQdêqcY:

*X?ÀëÔQdê¼KqUB?<5CKqH�6@SOEdKeJB>Nc�ïwJ<576@6VHY?B^OH%Q7ëWï�Qd?<c¼KeêqU<ï|Kq>V?B^�57?¹57^dH�?FK¼ö«=�QÀMÀH�6@>V?<^�6V>@PBêw57êqS�ëÔêqQO=QOP<ceH�êqíOHjM�c¼HjðdU<H�?<ï�HYcJ<5OcQO?B6@S�î<5Oê¼Kq>@5O6V6@SñP]HYH�? 5dMBMÀêqHYcqc¼HjM§:��15OUBH�êÌò �7õ2î<êeHjc¼HY?dKwc5O?57îBîBêqQd5dïwJ(U<ce>@?B^�ï�6@U<coKqH�êq>V?<^·KqQN#<?<M�ï�6@U<c¼KeHYêqc�QOë¯ce>V=�>@6@5Oê»c¼HjðFUBH�?<ï�HYc�ì�JB>NïwJ�57êqH¾KqJBH�?�ëÔHjM>V?FKeQ35%ceîRHYï�>N576@>&%�HYM�c¼U<î]HYêeíT>Nc¼HjM�îB6N57?Àöz5OïYðFUB>@ce>VKe>@QO?�576@^OQdêe>VKeJ<= KqJ<5CKbMÀH�KeH�êq=�>V?<HYc�57P<c¼Keêw5Oï�KîB6@5O?<c¾ëÔêeQd=#KqJBHYceH3ï�6@U<coKqH�êwc�: é JB>Nc�5OîBîBêqQd5dïwJ�MBQFHjc¾?<Q7K�5CK¼KqH�=�îÀK�KeQ�êq5O?BA�c¼HjðdU<H�?<ï�HYc»PTSëÔêeHjðdU<H�?<ï�SÜQOê�MB>@cqï�QCídH�ê�c¼Kq5CKq>@c¼Ke>Nï�5O6»MÀH�îRH�?]MÀH�?<ï�>VHjc�:h8X6Nc¼QI>VK(J<5dc3?BQ7K�P]HYH�?`57îBî<6V>@HYM�>@?=(UB6VKe>Vö�íC5Oêe>N5CKqH�ï�Qd?FKe>@?FU<QOU<c2MÀQO=�5O>V?<c�� K35dceceUB=�HYc%KeJ]5CK�5Oï|Kq>VQd?<c357êqH�MÀ>Ncqï�êqH�KeH�57?<MÖ57êqHH�üÀHYï�UÀKeHjM¹PTS�5(ce>V?B^d6VH257^dH�?FKY: ?5dMBMÀ>VKe>@QO?9E��157UBHYêW5 c»=�H�KqJBQÀMMBH�îRH�?<MBc\QO?ÆKeJBH2=�57?TU<5O6c¼HY6VHjï|Ke>@QO?ÖQ7ë\5 U���� ��)Y������������U�)Y���î<57êw57=�H�KqH�ê �Ô>@?ÜKqJBH�êw57?<^OH�� ����<�|E§5¹î<êeQÀï�Hjcec·ì�JB>NïwJì\H�ceH�H�A¹KeQ¹5.íOQd>@M9:

� 5.íT>NMBc¼Qd?`57?<M [%>VêwceJ`îBêeHjc¼HY?FK�KeJBH �� 8%G 5O6V^dQOêq>uKqJB= ò�ôjõ�KeJ<57K�ceU<ï�ï�HYcqcoëÔU<6V6@SÖî<êeH�öMÀ>@ï�KqcX5�U]c¼HYêW5 c1?BH�üTK%ceJBH�6@6Wï�QO=�=�57?<MëÔêqQO= îBêq>@QOêXï�Qd=�=�5O?<MBcYE<57?]M5dï�ï�U<=(UB6N5CKqHYc�ceU<ïwJîBêeHjMÀ>Nï|Ke>@QO?]c%ëÔêqQO= U<?<c¼U<î]HYêeíT>Nc¼HjMIKeêw57>@?B>@?B^M<5CKq5<: [XQCì�H�íOHYêYE �� 8%G ëÔQÀï�U<ceHYc3ceQO6@H�6@S Qd?îBêeHjMÀ>Nï|Ke>@QO?�QOë]KqJBH%?<H�üTK\ï�Qd=�=�5O?<M§EO5O?<M�>NcbUB?<5OPB6VHXKeQ(ceUBîBîRQOêeK¾=�QÀMÀH�6@>V?<^�>V?¹ceH�êqíT>@ï�H�Q7ë=�QdêeH�c¼QdîBJB>NcoKq>@ïY5CKeHjM Kq5dc¼AÀc�KqJ<5CK2êeHjðFUB>VêqHYc%57?<5O6VSÀce>@cY: 3TU]ïwJÜ57?<5O6VSÀce>@cYEBJBQCì�H�ídH�êjEB>NcXíOHYêeS=(U<ïwJI?BHYHYMÀHjM_>V?_KqJBH(ï�Qd5OïwJ<>V?B^�5OîBîB6@>@ïY5CKe>@QO?_ì�JB>NïwJI=�Q7Kq>VíC5CKqHYc%QOUBêXêqHYceHY5OêqïwJW:��¯57AT>9H�K576�:]ò +Cõ¯U<ceH·57?ÆH�*¹ï�>@H�?FK�c¼HjðdU<H�?<ï�H·ï�6@U<c¼KeHYêe>@?B^(5O6V^dQOêq>uKqJB=�KqQ�MBH�KeHYêe=�>@?BH·ïY57U<ceHYc»ëÔQOê\ëÃ57>@6uöUBêeHjc�>@? î<6@5O?IH�üÀHYï�UÀKe>@QO?9E<PFS 57?<5O6VS %Y>V?B^�ceHYðFUBHY?<ï�Hjc1Q7ë�îB6@5O?<c�HY?<MÀ>@?B^�ì�>uKqJ_ëÃ57>@6VU<êeH�5O?<Mc¼U<ïYï�HjcecY: é JBH�>@êX57î<îBêeQF5OïwJÆëÔQTï�U<ceHYc1QO?_6N57PRH�6@HYM H�üB5O=�î<6VHjc�EB5O?<M5dceceUB=�H2KeJ<57K%c¼î<UBêe>@QOU]cQOê�>@êeêqH�6@H�íC57?FK�MÀH�Kq57>@6Nc3=�5.SÜP]H¹QdP<ceH�êqíOHYM9E¯5O?<MÌ=(U<c¼K�KeJ<H�êqH�ëÔQOêqH�P]H #]6uKqH�êqHYMÌQOUÀK3ëÔêqQO=KeJBHXêqHYceUB6VKY: é J<H�>@ê¾57îBî<êeQF5OïwJ�êeHY6V>@HYcbJ<HY5.íT>V6@S�Qd?�ëÔêqHYðFUBHY?<ï�S�ï�QdUB?FKqc�KqQ(5Ocqc¼HjcechKqJBHXce>V^d?B>uë ö>@ïY57?<ï�H�Q7ë»MÀ>Nceï�QCíOHYêeHjMceHYðFUBHY?<ï�Hjc�E<5O?<M_QO?_KqJBH(U]c¼HYêX=�57?TU<576@6@S-#<?BH�ö�KqUB?B>@?B^¹ëÔêqHYðFUBHY?<ï�S57?<M_ceUBîBîRQOêeK�KqJBêqHYceJBQO6NMBcY: ?Iï�QO?FKqêq5dcoKjEFì�H�ceH�H�Ac¼HjðdU<H�?<ï�H3MBH�KeHjï|Kq>VQd? ì�>VKeJIU<?B6@5OP]HY6VHjMMB5CKw5BEB57?]Mì�>NceJÆKqQ¹5.íOQO>NMÆ5O?TS�=�5O?TU<576¯KqJBêeHjc¼J<QO6NMceH�KeKe>@?B^dcY:

[XQCì�H�57?]M 3TQd=�6VQÌòVó��.õ»îBêqHYceH�?FK�57?�57îBîBêqQd5dïwJ9E¯ï�576@6@HYMÜMBH�îRH�?<MÀHY?<ï�SFözMÀH�KqHYï�Ke>@QO?9E¯KqQ>@MÀHY?FKe>VëÔSF>@?B^%ceHYðFUBHY?<ï�Hjc§>@?�57?3>V?]ï�QO=�>@?B^XMB57Kq5Xc¼KeêqHY5O= E�ì�JB>@ïwJ3>@^O?BQdêeHjcRëÔêeHjðFUBH�?<ï�S2ï�QOUB?FKwc>V?�ëÃ5.ídQOê9QOëBcoKw5CKe>Nc¼Ke>Nï�576FMÀH�îRH�?]MÀH�?<ï�S�ïwJBHYïwAÀcY: é JBH�S2KqJFU]cWMÀ>Nceï�QCíOHYêWc¼U<PÀö«ceHYðFUBHY?<ï�Hjc§ì�JB>NïwJ57êqH(coKw5CKq>@c¼Ke>Nï�5O6V6@SIc¼>@^O?B>$#]ïY57?FKYE]>V?ÜKeJ<57K·KqJBH�SI57î<î]Hj57êXKqQTQÆQ7ë KqH�?Ìï�QO=�î<5OêeHjM KeQêq5O?<MÀQO=ïwJ<57?<ï�HO:"[XQCì�H�ídH�êjE�KeJ<H�>@ê�5OîBîBêqQd5dïwJ�>@c�QO?B6@S�57î<îB6V>Nï�5OPB6@H»KeQ3ï�57KeHY^OQOêq>Nï�5767Ke>@=�H�ö«ceH�êq>@HYcYEj5O?<Mï�57?<?BQ7K�P]H�U]c¼HjM(5Och>NchKeQ�MÀ>Nceï�QCíOHYêhceHYðFUBHY?dKq>@5O6Tî<5CKeKeH�êq?<ch>@?�=�UB6uKq>uö«íC57êq>@57KeHdEj=�UB6VKe>Vö«5O^OH�?FKjEï�QO?FKq>V?TUBQdU<c�MÀQO=�5O>V?<cY:

é Q÷5OMBMÀêqHYcqc=(UB6VKe>Vö�íC5Oêe>N5CKqHOE¾=�UB6VKe>Vö«5O^OH�?FKjE�ï�QO?FKe>@?TUBQOU<c MB57Kq5BE�ì�HÖ>@?TíOHYc¼Ke>@^d57KeHÜ5O?57îBîBêqQd5dïwJ�ì�JBH�êqH�PTSÖKeJBH P<5Oce>Nï�P]HYJ<5.íT>VQdêqc(Q7ë%5[KeHY5O= 57êqH¹êeHjï�Qd^O?B>&%�HjMÖPTS�=�57?TU<5O6V6@SFöï�QO?]coKqêeU<ï�KeHjM c¼H�K QOë(êqHYï�Qd^O?B>&%�HYêYE\ì�JB>NïwJ�î<5OêqceHYc 5úc¼KeêqHY5O=,Q7ë(=�UB6uKq>uö«íC57êq>@57KeHdE\=�UB6uKq>uö57^OHY?FK¾QOP<ceH�êqíC5CKq>VQd?<c¾5O?<M�Keêw57?]c¼6N5CKqHYcb>VK\KqQ�5�coKqêeHj57= Q7ë9êqHYï�Qd^O?B>&%�HjM���)Y��� ��U·P]HYJ<5.íT>VQdêqcYE57?B?BQOKq57KeHYMÜPTSIKeJBH�5O^OH�?FKwcXKw57AT>V?<^î<5Oê¼K�>@?ÜKqJBH�=_: �ÌH�?BQ7KqH�KqJ<5CK�>@?Ö=�5O?FS[MBQO=�57>@?<cYEKeJBH�MÀ>$ZRHYêeHY?FK2P<5dc¼>Nï�P]HYJ<5.íT>VQdêqc·Q7ë157^OHY?FKqc257?<M[KeHY5O=�c25OêeH�Q7ë KqH�?ÖHY5Oce>@6VS[MÀHjceï�êe>@PRHYM[PTSMÀQO=�57>@?ÙH�üTîRH�êeKqcYE�57?<MÙ5OêeHQ7ë KqH�?ÙHj5Oce>V6@S�êeHjï�QO^d?B>&%Y57P<6VHd:WLBQdê�>@?<c¼Kq57?]ï�HOEh>@?`KeJBH_ceQTïYï�HYêMÀQO=�57>@?9E§PRH�J<5.íT>@QOêwc3c¼U<ïwJ�5Oc2î<5dcece>@?B^<E§ceJBQTQ7Ke>@?B^ KeQ KqJBH�^OQF576�ER>@?FKeHYêqï�H�îÀKq>V?B^KeJ<H�P<576@6�EH�KqïO:]5OêeH�5O6V6�HY5Oce>@6VSêeHjï�QO^d?B>&%�HYM9:�[XQCì�H�íOHYêYETKqHY5O=�c%MÀ>1Z¯H�ê·>V?IJ<QCì KqJBH�S_ceHYðFUBH�?]ï�H3KeJ<HYceHP<5Oce>@ï_PRH�J]5.íF>@QOêwcYEbKeQ�ëÔQdêe=,ï�QTQOêwMÀ>@?<5CKqHYMñ5Oï�Ke>@íT>uKq>VHjc�ì�JB>NïwJ 5CK¼KqH�=�îÀK¹KqQÈ5OïwJ<>VHYíOH_KeJ<HKeHY5O= 5 c1^dQd576NcY:

é JB>@c�c¼KeêqHY5O= Q7ë�57?<?BQ7Kw5CKeHjMÜPRH�J]5.íF>@QOêwc2îBêqQCíF>NMÀHjc25IceST=(PRQO6@>@ï�5OP<coKqêq5dï|Kq>VQd?ÜQ7ë�KeJ<Hêq5.ì QOP]c¼HYêeíC5CKq>VQd?<cY: K3>@c25ÆïY5CKeHY^OQdêe>Nï�5O6§Ke>@=�H�özc¼HYêe>@HYcYE]5O=�HY?<57P<6VH(KeQceHYðFUBHY?<ï�H�6VHj57êq?B>@?B^Q7ë»KqJBH(KoSTîRH�>@?TíOHjcoKq>V^F5CKeHjMIPTS�[XQCì�H�5O?<M 3TQd=�6@QÌòVó��.õ�: [%QCì\HYíOH�êjE<ì�J<>V6@H(KqJBH�S_ëÔQÀï�U<c¼HjM

QO?`H�üTKqêq5dï|Ke>@?B^Iî<57K¼KqH�êq?<c�6@>V=�>VKeHYMÙPFSÖ6VHY?B^7KqJ9EWQdUBê�5O6V^dQOêq>uKqJB= H�üFKqêq5dï|Kwc�576@6\ceHYðFUBHY?<ï�HjcQ7ë»57?TS 6VHY?B^7KqJ9E]5O?<M ëÃ5Oï�>V6@>uKw5CKqHYcXî<êeHjMÀ>@ï�Ke>@QO?I57?]MI57?<5O6VSÀce>@c�P]5OceHYM_QO?IHY>uKqJBH�ê2coKw5CKq>@c¼Ke>Nï�5O6MÀH�îRH�?<MBH�?<ï�S2ïwJBHjïwAÀc�E|Qdê§QO?2ëÔêeHjðFUBH�?<ï�S·ï�QOUB?FKqcY: ?<MBH�HYM9E�QO?<HbQ7ëFKeJBH¾ï�QO?FKeêq>@PBUÀKe>@QO?2Q7ëTKqJB>@cî<57îRH�ê�>Nc�>VKqc�ï�Qd=�î<57êq>@ceQO?Q7ëhKeJBHjc¼H2Koì�Q�KeHYïwJ<?B>@ðFUBHjc�57?<MKqJBH�>@ê�êeHY6@57Ke>@íOH2î]HYê¼ëÔQdêe=�5O?<ï�Hd:

� � è"KTç¯ä9AJ.Wã<è¼á 2 5 .@8�æ .Wá%ç .@KÙä�� <>.9?�0BAXè¼ä»ã

é JB>@c3ceHYï�Ke>@QO?Üî<êeQCíT>NMÀHYc·5MÀH�Kq5O>V6@HYMÖMÀHYcqï�êq>VîBKe>@QO?ÜQOë»KeJ<H�5OîBîBêqQd5OïwJIì�H�îBêeHjc¼HY?FK·>@?ÜKqJB>@cî<57îRH�êj: !·UBêW5OîBîBêqQd5dïwJXKq5OAOHjc9c¼HYíOHYêq5O6.c¼Kq5O^OHjc�:�Lh>@êqc¼KYE�KeJBH»êw5.ìÜ=�UB6VKe>Vö�íC57êq>N5CKeHbQdP<ceH�êqí.57Ke>@QO?coKqêeHj57= >Nc�KeUBêq?BHjM>@?FKeQ�5�c¼KeêqHY57=-QOëhêqHYï�QO^d?B>$%YHYM5CKeQd=�>@ï2PRH�J<5.íT>@QOêwc�: é JB>Nc�>Nc�5OïwJB>@H�ídHYMPFSÈUÀKe>@6V>&%�>@?B^`5�c¼H�K�Q7ë257KeQd=�>Nï P]HYJ<5.íT>VQdê�êqHYï�QO^d?B>$%YH�êwc�KqJ<5CK�î<5OêqceHKeJBHIQdP<c¼HYêeíC57Ke>@QO?<cYE57?<M�MÀH�KeH�êq=�>V?<HXì�J<5CK»PRH�J]5.íF>@QOêb>NcbPRH�>@?B^�H�üTHjï�UÀKqHYM�PTS(îB6N5.SOHYêqcb57K¾57?TS(^d>VídH�?�=�QO=�H�?FKY:é JB>@c»îBêeQÀï�HYcqc�>@cbMÀHjceï�êe>@PRHYM�>V?-3THjï|Kq>VQd?�ø<:Vód: é JBH�êqHYceUB6uKq>V?<^2HYíOHY?dK¾c¼KeêqHY5O= >Nc»c¼HY^O=�H�?FKqHYMKeQ_MÀ>@c¼Ke>@?B^dUB>@ceJ[Qd?BH(KqHY5O= 5 c·P]HYJ<5.íT>VQdêqcXëÔêeQd= >uKwc%QdîBî]Qd?BH�?FKjE¯5O?<M_KqJBHYceH�ceH�^d=�H�?FKqc257êqHcoKqQOêqHYM�>V?¹52Kqêe>@H1ëÔQOê»5O?<576@SÀc¼>Nc(� 3THjï|Kq>VQd?¹øB:�ô@�|: é J<H�?BH�üTK\ceHYï�Ke>@QO?�ì�>V6@6<MÀHjceï�êe>@PRH�=�H�KeJBQÀMBcëÔQOê�>NMÀH�?FKe>VëÔST>V?<^�>V=�îRQOêeKq57?FKXceHYðFUBH�?]ï�HYc1U]c¼>@?B^�KeJB>Nc�êqH�îBêqHYceH�?FKw5CKe>@QO?�� 3THjï|Ke>@QO?_ù �|:

����� � ����������������������� � �!�"��#�$%�� ����$é JBH»>@?<ï�Qd=�>@?B^XQdP<ceH�êqí.57Ke>@QO?�c¼KeêqHY57= >@c�5�=(U<6uKq>uö«íC57êq>@57KeH�Ke>@=�H�özc¼HYêe>@HYc9Q7ë<ceH�?<ceQOê§êqHY5dMÀ>V?<^dcY:& 5OïwJÌQOP<ceH�êqíC5CKq>VQd?[>@c�5 ce?<57î<ceJBQOK2QOë¾KeJ<H�ceH�?]c¼QdêqcY: ?ÖQdUBê�57îBîB6@>Nï�5CKq>VQd?9ERKeJBHjc¼H�êqH�îRQOêeKcoKw5CKeH�QOë]KqJBH%ceQÀï�ï�HYê #<H�6NM�>@?<ï�6@U<MÀ>@?B^3KeJ<H%ï�QTQOêwMÀ>@?<5CKqH1î]QFc¼>VKe>@QO?�57?]M�QOêq>VHY?dKw5CKq>VQd?�QOëRHj5OïwJî[email protected]�ê�57?<M�>VKqcb>NMÀH�?FKq>1#]ïY5CKq>VQd? � KqHY5O=#57?]M�UB?B>VëÔQOêq= ?TUB=�P]HYê���E.KeJBH�îRQdce>uKq>VQd?�QOë<KqJBH1P<576@6�E57?<MÆKeJBH�c¼Kq57KeH3Q7ë�KeJBH�^F57=�H �ÃHO: ^<:@EÀ^OQF576§ceï�QOêqHYM§EF?BQdêe=�576¯îB6N5.SOETëÔêqH�H3AT>NïwARETQ@Z]özc¼>NMÀH"�|:B8%cc¼U<ïwJWE¯KeJBHjc¼H¹ceH�?<ceQOê�ce?<57î]c¼JBQOKqc�MÀQ_?BQOK�Q�Z¯H�ê�5O?FSI>@?ÀëÔQdêe=�5CKq>VQd?Ì5OP]QdUÀK(5Oï�Ke>@QO?<c2Kw57AdH�?PFSI5O^OH�?FKwc�ERQO?B6@SI57PRQOUÀK·KeJBH�c¼Kq5CKqH(QOëbKeJBH�H�?TíT>VêqQO?<=�HY?FK257?]M[57^dH�?FKqc%H�=(PRQÀMÀ>@HYM[>@?Ü>VKY:[XQCì�H�íOHYêYEÀPTS ï�QO?FKqêq5dcoKq>V?B^�ï�QO?<ceHYï�UÀKe>@íOH�ce?<57î]c¼JBQOKqc�Qd?BH�ï�5O?_HYc¼Ke>@=�57KeH�KqJBH�=�QCíOHY=�H�?FK57?<MÜêeQOKq5CKq>VQd?IíOHY6VQÀï�>VKoS_Q7ë»KqJBH�î[email protected]�êwc%5O?<MIP<5O6V6�E§57?<M[ëÔêeQd= KqJBQdceHOER>@?ÀëÔH�ê �Ôì�>VKeJ�ceQO=�HUB?<ï�HYê¼Kw57>@?FKoS\�·ì�J<57K�5Oï|Kq>VQd?<c2J<5.íOH�PRH�H�?ÌKw57AOHY?9:9LBQdê3>V?<c¼Kq5O?<ï�HdE¯KeJBH�QdP<ceH�êqíOH�ê2=�5.S[PRH57PB6@H_KeQ�>@?ÀëÔH�ê�KqJ<5CK 5Öî<[email protected]�ê�J<5dMÈAT>NïwAOHYMÈKeJ<H[P<576@6�EbP<5OceHYM÷QO?ñQdP<c¼HYêeíC57Ke>@QO?<c�Q7ë2KeJ<HïwJ<57?B^dHYc�KeQÌKqJBHIP<[email protected] c�ídH�6@QTï�>uKoS`ídHYï�KeQOê�KqJ<5CK¹J<5dMÈQÀïYï�UBêqêeHjMÙì�JBHY?÷KeJBH_P<5O6V6�ì15Oc�>@?îBêeQ.üÀ>@=�>uKoS�KqQ�KeJBH�îB6N5.SOHYêY:

é JBH=�UB6VKe>Vö�íC57êq>N5CKeHcoKqêeHj57= >Nc�ëÔHjM§EbQO?BHêq5.ì-QdP<ceH�êqí.57Ke>@QO?Ù57ë KeH�ê�5O?BQ7KqJBH�êjE�>@?FKeQÌ5c¼H�K3QOë�>@?<MÀHYî]HY?<MÀHY?dK(57KeQd=�>Nï|ö«PRH�J<5.íT>@QOê2êeHjï�QO^d?B>&%�H�êwcYE]ì�QOêqAT>V?B^ >@?Öî<5Oêq5O6V6@H�6�: é JBHjc¼H�QOîBöî]Qdê¼KqUB?B>NcoKq>@ïY576@6VS�î<5OêqceHXKqJBH3QOP<ceH�êqíOHjM�ì\Qdêe6NMTözcoKw5CKqH·ce?<57î<ceJBQOKqc�57?<MÆH�üTKeêw5Oï�K\ëÔêqQO= KeJ<H�=5ceUB=�=�57êqS �¯5ÆceH�êq>@HYc·Q7ë¾êqHYï�QO^O?<>$%YHYM[57KeQO=�>Nï�PRH�J<5.íT>@QOêwc�E<KeJ<57K�HY5OïwJÖc¼UB=�=�57êq>&%�HYc%KeJ<HKeHY5O= 5dï|Ke>@íT>uKoSMÀUBêq>V?B^�5�Ke>@=�H�>V?FKqH�êqí.5O6�:& 5OïwJ�êqHYï�QO^d?B>$%YH�ê�>@c�PBUB>@6uK»5dc�5%6VQd^O>Nï�576Fï�Qd=(PB>@?<5CKq>VQd?�Q7ëRðdU]57?FKe>$#<H�êwcW5O?<M�î<êeHjMÀ>@ïY5CKqHYcYE

>V?<MBH�üÀHYMÜPFS Kq>V=�HOERKqHYc¼Ke>@?B^ceî<5CKq>@5O6�êqH�6N5CKq>VQd?<ceJB>Vî]cXPRH�Koì�H�H�?ÜKeJBH�P<5O6V6�57?<M[î[email protected]�êjE]5O?<MQOêq^d57?<>$%j5CKe>@QO?]576TêeHY6@57Ke>@QO?<ceJB>@î<c�PRH�Koì�H�H�?�îB6N5.SOHYêqcY:�[XHYêeHX5OêeH�52ëÔHYì÷QOë]KqJBHXQd?BHYcbì�H�U<ceHYM �

' �)(!� �� � �*( ���,+9 .-M#�KqêeUBH·>uëoET5Oc¾Q7ë¯Ke>@=�H/-|EFîB6N5.SOH�ê0+>@c\57PB6@H�KqQ(AT>@ïwA(KeJBH·P<576@6�Ed>�: Hd:VEd>uK�>@cì�>uKqJB>@? >VKqcXAF>NïwAT>V?<^�êw57?<^OHO:21%Q7KeH3KqJB>Nc1=�5.SÆP]H3KqêeUBH�QOëhceH�ídH�êw576¯îB6N5.SOH�êwc15CK1Ke>@=�H)-|:

'436587 ����,+9 .-M#bKqêeU<HX>uëoET5Oc¾Q7ë¯Ke>@=�H/-|Edî[email protected]�ê�+Æì�5dc�KeJBH%6@5dcoK¾î<[email protected]�êbKqQ�AT>@ïwA�KeJBH%P<576@6�:é JB>Nc%ì�>@6V6hJBQd6@M KqêeUBH�5Cë KqH�êXKqJBH(P]576@6�6@HY5.ídHYc1KqJBH�ï�QO?FKeêqQO69QOëbKeJBH�îB6N5.SOH�êjEBUB?FKq>V6h>uK2>@c

H�>VKeJBHYê�AT>@ïwAC57P<6VH3PTS¹57?BQOKeJBHYê�îB6N5.SOH�êN�Ô>�: HO:@E<57?BQOKeJBHYê1î[email protected]�ê�P]Hjï�Qd=�Hjc�5�î]QFceceHYcqc¼Qdê���EQOê�KqJBH�^F57=�H�=�QTMBH(ïwJ<57?<^OHYc2�ÃHO: ^<:@E]5�^dQd576§>Nc%cqï�QdêeHjMÆQdê�KeJ<H�P<576@6W^dQTHYc�QdUÀKqce>@MBH�Q7ëKeJBHN#]H�6NM �|:

'�� ������� �� � +9 .-M#2KeêqUBH¹>VëoEh5dc�QOë�Kq>V=�H -|EWîB6N5.SOHYê8+Ùì15Oc�ì�>VKeJB>@?`KqJBHÆêqH�^d>VQd?�MBH�#<?BHjMPTS¹57?_57?B^d6VH·Q7ë��� ��2ï�HY?FKeH�êqHYM57êqQOUB?]M�KeJBH3êw5.S�MÀH�#<?<HYMPFS�KqJBH3íOHY6VQÀï�>VKoS�íOHjï|KqQOê�Q7ëKeJBH3P<5O6V6�: ?ÆQ7KqJBH�ê1ì�QOêwMBcYE7KeêqUBH2>uë�KeJBH2P<5O6V6¯ì15Oc\î]QFcece>VP<6VS�57>@=�HYM5CK�KeJBH2îB6N5.SOH�êj:T8êeHjï�HY>VídH�ê1=�5.S¹P]H�QOëh5O?FS¹KeHY5O=_:

'� ��� ��-��� +9 � � #bKeêqUBH3>uëbîB6N5.SOHYêqc%+9 � �5OêeH2P]QOKeJ_QO?KeHj57= � :'�� (����� �,+@ -�� .- � #W>@c�KqêeUBH\>uë<KeJBH�îB6N5.SOH�ê�+�J]5Oc�=�QCídHYM3=�QOêqH»KqJ<57?�ô�=�H�KqH�êwcWPRH�Koì�H�HY?Ke>@=�H)-��257?<MKe>@=�H)- � :

LBQOê1>@?<c¼Kq57?]ï�HOEÀ5�î<5dcec\P]H�Koì\HYH�?Koì\Q�=�H�=�P]HYêqc�Q7ë�KeHj57= � >Nc�êeHjï�Qd^O?B>&%�HjMÆ5Oc�QÀï�ï�UBêqêe>@?B^P]H�Koì\HYH�?�Ke>@=�HYc -����`57?<M --�Ãì�JBH�êqH��Ì>@c�5IîRQdce>uKq>VídH¹>V?FKqH�^OHYê��2>Vë�KeJ<H¹P<576@6¾J]5Oc�PRH�HY?AF>NïwAOHjMÆPTS¹Qd?BH3îB6N5.SOH�ê +[57K�Ke>@=�H)-���� <57?]M¹KqJBH�?_KqJBH�P<576@69ï�5O=�H2>@?FKeQ�KqJBH�ï�Qd?dKqêeQd6¯Q7ë��� ��)�� ���Æî[email protected]�ê� ¹5CK2Ke>@=�H�-|E¯ì�JBHYêeH +9 � ¹57êqH(Qd?[KeJ<H�cq57=�H(KeHY5O=_:¯8 #<?<5O6bï�QO?]MÀ>uKq>VQd?>@c�KqJ<5CK%MÀU<êe>@?B^�KeJBH�>@?FKeHYêeíC576 � -����! � -�� ���§KeJ<H�P<576@69c¼J<QOUB6NMÆ?<Q7KXJ<5.ídH·PRH�HY? U<?<MÀH�êKeJBH�ï�QO?FKeêqQO6§QOë�5O?FSÆî[email protected]�êjET?BQOê1KqJBH�^d5O=�H3îB6N5.SÆ>@?FKeHYêeêqUBîÀKqHYM§: é JTU<cX5�î<5dcec1ì�QOU<6@M PRHêeHjï�QO^d?B>&%�HYMÌ>Vë�KeJBH¹ëÔQO6@6VQCì�>@?B^IJBQd6@MBc��V�¼ó ��KeJBHP<576@6¾îRQdcqc¼HjceceQOê�57K�Ke>@=�H -"�#�`5O?<MÌKeJ<HP<576@6»îRQdcqc¼HjceceQOê�5CK�Kq>V=�H -357êqH�KeHY5O=�=�57KeHjc�>V? � E§P<UÀK ��ô��357êqH�?BQ7K�KqJBH¹ce5O=�H�î[email protected]�ê�$�Ãø���KeJ<HÆP<5O6V61îRQdcqc¼HjceceQOê(57K(Kq>V=�H�-"�%�`>Nc�ì�5dc�KqJBHÆP<5O6V61QCì�?BHYê�MÀU<êe>@?B^[KqJBH >V?FKeHYêeíC5O6� -&���' � .-(� ���«EÀPBUÀKXì15Oc1?<Q�6@QO?<^OH�ê1>@?Iï�QO?FKqêeQd6RQOë�KqJBH�P<5O6V6 �

�)(!� �� � � ( ���) -M#+* �)(!� �� � �*( ���,+@ -&��� #* , �)(!� �� � �*( ���- .-���� #+* � ��. ��-� �,+@ � � #*0/ �21 � -&���' � .-(� ���43 � 36587 ����,+@ M��#5*6, �)(!� �� ���*( ���,+@ M��#M#

[XH�êqH�>Nc¾57?<Q7KeJ<H�ê»H�üÀ5O=�îB6VHd:O8X?¹57KeQd=�>NïXMÀêq>@PBPB6@HX>@c»êeHjï�QO^d?B>&%�HYM�ì�JBHY?¹53îB6N5.SOH�êbêqUB?<cì�JB>V6@H =�5O>V?FKw57>@?B>V?<^[KeJ<HP<5O6V61UB?]MÀH�ê�>VKqc�ï�Qd?dKqêeQd6�E�QOê�ì�JBH�?ú>uK�ceJBQTQ7Kqc(KeJ<HP<5O6V6�5ÜPB>uKëÔQOêqì�5OêqM 57?<MKqJBH�?_êqUB?<c�UBî_KqQ¹ï�57KqïwJ_>uKj: é JTU<c1KqJBH�ëÔQO6@6@QCì�>V?B^�ï�QO?<MÀ>VKe>@QO?]c�=(U<c¼KXJBQd6@M ��oó �35_î<[email protected]�ê7�Iì15Oc�5 îRQdcqc¼HjceceQOê�57K�Ke>@=�H -��8�§E�57?]MÖ>Nc�5_îRQdcqc¼HjceceQOê�57K�Ke>@=�H -9$ ��ô���Ù=�QCíOHjMú=�QdêeH_KqJ<57? 5`ceî]Hjï�>$#<HYMñ=�>@?B>@=(UB=,MÀ>NcoKw57?<ï�H[P]H�Koì\HYH�? -:�;�ñ5O?<M -9$\5O?<MH�>VKeJBHYê ��øO5��2�(êqH�=�57>@?BHjM�î]QFceceHYcqc¼Qdê¾MÀUBêq>@?B^ � -<�0� -=� ���«E7QOê �Ãø7P �2��ì�5dc»QCì�?BHYê\MÀUBêq>@?B^� -&��� -�� � � �

�)(!���� � �*( � �)� .-&��� #5*=�)(!� �� ���*( ���-�L -M#* � (�� �� �-�L -&��� -M#*0/ �21 � -&��� -�� ���>3 � 36587 ����-�L M��#5? �)(!� �� � �*( ���-�L M��#M#

& 5OïwJÌc¼U<ïwJÖP]HYJ<5.íT>VQdê·êqHYï�QO^d?B>$%YH�ê2>@c2HjceceH�?FKe>N576@6@S_5 êqUB6@H(KqJ<5CK�ï�5OîÀKeU<êeHjc·5O?Ì57KeQO=�>NïP]HYJ<5.íT>VQdêYE]KoSTîB>@ïY576@6VS_QOë¾QO?B6@SIQO?<H�Qdê%Koì�Q¹KqHY57=�=�5CKqHYcYE§57?<MÜ>V^d?BQOêqHYc%=�QFcoK3Q7ë\ì�J<5CK3>@cJ<57îBîRH�?<>V?B^(>V?�KqJBH%ì�QOêq6NM§: Kqc\MÀHYce>@^O?�QOPTíT>@QOU<ce6VS�PBUB>@6@M<c¾=�U<ïwJ�QO?�KqJBHXH�üÀîRH�êeKe>Nc¼H%Q7ë§KeJ<HMÀQO=�57>@?`H�üÀîRH�êeKqcYEW57?]MÌKeJBHY>Vê�57PB>@6V>VKoSÖKeQÜMÀHjceï�êe>@PRH�KeJBHÆP]HYJ<5.íT>VQdê(57?<M`MB>1Z¯H�êqH�?FKe>N5CKqH¹>VKëÔêeQd= Q7KqJBH�êwc1U<ce>V?B^�KqJBH�îBêqHYMÀ>Nï�57KeHYcY:

8%c >@c_ï�QO=�=�QO?B6@SñêeHjï�QO^d?B>&%�HYM >V?�KeJBH�6@>uKqH�êw5CKeU<êeHdE\QdP<c¼HYêeíC57Ke>@QO?<cï�57? Q7ë KqH�?�6@HY5dMKeQ�57=(P<>V^dUBQOU<c�>@?dKqH�êqîBêqH�Kq57Ke>@QO?<cY:�L<QOê�>@?<coKw57?<ï�HOEhKeJ<HP<5O6V61ídH�6@QTï�>uKoS�ídHYï|KqQOê�=�5.SÌPRH_5ï�QO=�îB6@H�üúëÔUB?<ï�Ke>@QO?�Q7ë2KeJ<H[AT>@ïwA÷5Oï|Kq>VQd?<c�Kq5OAOHY?÷PTS÷c¼HYíOH�êw576�î<[email protected]�êwc�EbHY?FíT>@êeQd?B=�H�?FKq5O6

?BQO>Nc¼HdER5O?<M_KqJBH(Kq>V=�>@?B^ÆQOë\57^dH�?FKqcW5]5dï|Kq>VQd?<c�: é JTU<cXKqJBH�5Oï|KqU<576hAT>@ïwAdH�ê·QOê%AT>NïwAOHYêqc%=�5.S?BQ7K�PRH�AF?<QCì�?Æì�>VKeJIï�HYê¼Kw57>@?dKoS � é JBH3QOP]c¼HYêeídH�ê�=�5.S�Qd?B6@S¹P]H�5OPB6VH2KqQ�?]57êqêeQCì�>VK%MÀQCì�?KeQ[KqJBêqH�H î]QFcece>VP<6VHî[email protected]�êwc�EWëÔQOê�>V?]coKw57?<ï�HO: K�>Nc�KqJBH�êqH�ëÔQdêeHî]QFcece>@PB6VHÆKeJ<57K�êqHYï�QO^d?B>$%YHYMP]HYJ<5.íT>VQdêqc�=�5.S¹J<5.ídH·QCídH�êq6@5OîBîB>@?B^�Kq>V=�HYcY:

[XQCì�H�íOHYêYEFì�H2PRH�6@>@H�íOH2KqJ<5CKX>@?_=�5O?TSÆMÀQO=�5O>V?<cYET=(U<ïwJ_6@>VAdH3>V?KeJBH�ceQÀï�ï�H�ê�MÀQO=�5O>V?9Ec¼>@=�îB6VH_5CKqQO=�>Nï¹PRH�J<5.íT>@QOêwc(57êqHÆHj5Oce>V6@S`MÀHYcqï�êq>@P<57PB6@HÆPTS`MÀQd=�5O>V?ÈH�üÀî]HYê¼Kwc�Eb5O?<MÙì�QOUB6NMP]H_HY5dc¼>@6@S`êeHjï�QO^d?B>&%Y57P<6VHì�>uKqJú6@>uKeKe6@H_UB?<ï�HYê¼Kw57>@?FKoSO: !·UBê�JTSFîRQ7KqJBHYce>Nc�>Nc�KeJ]5CK�>V?úKeJ<HYceHMÀQO=�57>@?<cYE§>uK�>@c3KqJBH¹ceHYðFUBH�?FKq>@5O6»ï�QO=�PB>@?<5CKq>VQd?<c3Q7ë�c¼U]ïwJÌPRH�J]5.íF>@QOêwc·KeJ<57K�^O>@íOHjc3êe>Nc¼H�KqQKeJBHÆï�QO=�îB6@H�üÀ>VKoSÜQ7ë�KeJ<H¹êeHjï�Qd^O?B>VKe>@QO?ÖKq5dc¼A¯EW5O?<MÖKeJBH¹U<?<ï�HYê¼Kw57>@?dKoS[KeJ<57K�5Ocqc¼QÀï�>@57KeHYc3>VKY: ?<MÀH�HjM§E�KeJBHjc¼HÆceHYðFUBHY?FKe>N576¾ï�QO=(P<>V?<57Ke>@QO?<c�Q7ë�KeJ<HYceHÆ5CKqQO=�>@ï¹P]HYJ<5.íT>VQdêqc3PTS�5_KeHj57= Q7ë57^OHY?FKqc�KeJ<57K¹57êqH_MB> *¹ï�U<6uK�KqQ�MBHYcqï�êq>VPRH>@?�5OMÀíC5O?<ï�HdE�ce>@?<ï�H KeJ<HIQOîRH�?÷?<5CKqUBêeH_QOë%KeJ<H57îBîB6@>Nï�5CKq>VQd?<cÆïY57U<ceHYcÆ5ÙíC57êq>VH�KoSÈQOë(c¼HjðdU<H�?<ï�HYc�KqQÈ57î<î]Hj57êj:\LBQdêÆ>@?<c¼Kq57?]ï�HOE\KeJ<HÜP<5dc¼>Nï*X?B>Vü�ceJBHY6V6Rï�QO=�=�57?]MBc»57êqH�ï�Qd=�=�Qd?�KeQ�576@6<U]c¼HYêqcY:�[XQCì�H�ídH�êjECU<c¼HYêqc¾MÀ>1Z¯H�ê\>V?�J<QCìÈKqJBH�S>V?FKeHYêq5dï|K�ì�>VKeJ KeJBH�ceJBHY6V6§U<ce>@?B^�KeJBHjc¼H�ï�QO=�=�57?<MBc3ò�ô.õ«:

LBUBêeKeJBHYêe=�QdêeHdEWc¼>@?<ï�H¹P]HYJ<5.íT>VQdêqc�KoSFî<>@ïY576@6VS�c¼î]57?`QCíOHYê�c¼HYíOHYêq5O6¾5Oï�Ke>@QO?<c�57?<M�^F57=�HcoKw5CKeHjc�Kw57AOHY?�>V?È5O^O^dêeHY^d5CKqHOE¯UB?<ï�H�êeKq5O>V?FKoSÖïY57?`QOë KeH�?`PRHÆêqHYMBU<ï�HjM�PFSÌ6@QFQdAT>V?B^[57K�KeJ<HêeHjc¼UB6VKqc�QOë�57?JFSTîRQ7KqJBHYce>$%YHYM¹5dï|Kq>VQd?ceH�íOHYêq5O6BKq>V=�H�özc¼KeH�î]c�57ë KeHYê�>VK�J<5Oc¾Kq5OAOHY?ÆîB6N5Oï�HO:ÀLBQdê>V?<c¼Kq5O?<ï�HdEjceUBîBîRQdceHbKoì�QXîB6N5.SOHYêqc§QOëBQOîBîRQdce>@?B^1KeHj57=�cWì�H�êqH»PRQ7KqJ�ì�>uKqJB>@?(5XAT>NïwAF>@?B^�êw57?B^dHQ7ë9KqJBH3P<576@6�)oU<coK�PRH�ëÔQdêeH2>uKXïwJ<5O?B^OHjM�>VKqc�íOHY6VQÀï�>VKoSO: é JBQdUB^OJ>uK�ï�5O?B?BQOK�PRH�MÀHYï�>@MÀHjM�ëÔêqQO=KeJB>Nc»QdP<c¼HYêeíC57Ke>@QO?�c¼?<5Oî<ceJBQ7Kbì�JB>NïwJ�QO?BH �Ã>uëW5O?FS���J<5dcbAT>@ïwAdHYM�KeJBH�P]576@6�Ed>uëRKeJBH%P<576@6B>Nc»QOPBöc¼HYêeídHYM2KeQ·P]H�JBHj5OMÀHjM3KeQCì157êwMBc95XKeHY5O=�=�57KeHdE�KqJ<57?(5%î<5Ocqchï�QOU<6@M�PRH¾êqHYï�QO^d?B>$%YHYM�MÀHjc¼î<>uKqHKeJBH�U<?<ï�HYê¼Kw57>@?dKoS57PRQOUÀK�KqJBH�AT>@ïwAdH�êj: ��JB>V6@H�>VK%>Nc�î]QFcece>@PB6VH3KqJ<5CK�KqJB>NcX>@?dKqH�êqîBêqH�Kq57Ke>@QO? >@cì�êeQd?B^<EhQOUBê�êqHYceUB6uKwc�J<5.íOH c¼JBQCì�?ÙKeJ<57K�KqJB>Nc�>Nc�QO?B6@S`êw57êqH�6@SÖKqJBH_ï�5OceH��.:V!·UBê�ceSÀcoKqH�=KeêqHY5CKwc357?TSÜ57=�PB>@^OUB>VKoSI>V?ÌêqHYï�Qd^O?B>&%�HjM[PRH�J<5.íT>@QOêwc2U<c¼>@?B^_5_c¼H�K3QOë�MÀQd=�57>@?Àö«MBH�îRH�?<MÀHY?FKJBH�UBêq>NcoKq>@ï_êqUB6@HYcYEbKeJ<57KÆîBêqH�ëÔHYêÆc¼îRHYï�>1#RïI>V?FKqH�êqîBêeH�Kq57Ke>@QO?<c�QCídH�ê�Q7KqJBH�êjE¾57?]MñîBêeHYîBêqQTï�HYcqcKeJBH�coKqêeHj57=&Q7ë»êqHYï�Qd^O?B>&%�HjM P]HYJ<5.íT>VQdêqcY:<LBQdê%>@?<c¼Kq57?]ï�HOER57?IUB?<>V?FKeHYêeêqUBîÀKqHYM[ceHYðFUBHY?<ï�H(Q7ë5CKeQd=�>@ï3MÀêq>VP<PB6VHjc1>@c%ï�QO=�PB>@?BHYMÆKeQd^OH�KqJBH�ê�>@?FKeQ�5�6VQd?B^OHYê¼özMÀUBêw5CKq>VQd?¹êqHYï�Qd^O?B>&%�HjMÆMÀêq>@PBPB6@HO:

*%ce>V?B^ÌKqJBHIêeHjï�Qd^O?B>&%�HYêqc�57?<MÈKeJ<HYceH J<H�UBêq>@c¼Ke>Nï êeU<6VHjc�E�KqJBH[coKqêeHj57=�QOë·ì�QOêq6@MúcoKw5CKqHQOP<ceH�êqíC5CKe>@QO?`>Nc(KeQ[KqUBêq?BHYM`>@?FKeQÌ5[coKqHY5O= QOë%c¼ST=�P]Qd6@c�ï�576@6@HYM ���"��� ) �|E�Hj5OïwJÙMÀHY?BQ7Kq>V?<^5ÆêqHYï�QO^O?<>$%YHYM[57KeQO=�>Nï(PRH�J]5.íF>@QOêj:¯LBQOê3>@?<c¼Kq57?]ï�HOE§5êeHjc¼U<6uKq>V?B^ H�ídH�?FK2c¼KeêqHY5O= =�5.SI6VQTQOA6V>@AOH �

687�9�9";<6(=&7�>@?�A B CE6(=&7�>@?�A F G�IM687�9�9";<6(=&7�>�?�A F C 6(=&7�>@?�A K G+I R�RHRR�R�R"IMLNA�O�PDP�=Q?�;<6(=&7�>@?�A�K�G�IM687�9�9";<6(=&7�>�?�A�K�C 6(=&7�>@?�A���G+I R�RHR

RHR�R�I����� ?�A�H? ����;<6(=&7�>@?�A"B��DG�IM687�9�9";<6(=&7�>@?�A"B���CE6(=&7�>@?�A�F���G+I R�RHR

����� �� ��� ��$%#�� �����%�!$��"��� ��$ ��� � ���

é JBH�H�ídH�?FK·c¼KeêqHY5O= >NcXîBêqQÀï�HYcqceHYM >V?[ceH�ídH�êw5769c¼Kq5O^OHYc�KeQÆMÀ>Ncqï�QCíOHYêXc¼HjðFUBH�?<ï�HYc�QOëbP]HYJ<5.íFö>VQdêqc1KqJ<5CK2ïwJ<57êw5Oï�KeH�êq>&%�H2KeJBH�QOP<ceH�êqíOHjM¹KqHY5O=�cY:]Lh>@êqc¼KYE<KeJBH�H�ídH�?FK%coKqêeHj57=&>@c·c¼HY^O=�H�?FKqHYMPFS�KqHY5O= EBceU<ïwJKeJ<57K\KqJBH�H�ídH�?FK�c¼HjðdU<H�?<ï�H·QOë�QO?<H%KqHY57=->Nc�ceH�î<5Oêq57KeHYM�ëÔêeQd=-KeJBH3HYíOH�?FKwc� Û_n1kÀgYt~v7m»mo�dn�pon|yj¸Onqp»mog � �j�"! ¶@gYp\y2i�gYpon��«�d�«monqi�y�mot~s�i�nqmo�Fg7¸�gY¶Rponwswgj}YvFt~Øwt~vF}��zldse��swgCgYpz¿¸dt~vTy�mon|¸(yYsqmot~�7t�motunq�w{Ty�vT¸�mog � ���#! ¶@gYp¾yYv�yYkdkdpog.y�se��¸dn|y��~tuvd}2nqÄOkd�ut~swt�mo����º»t�mo��ldvFswnqpzm¼y�t~v7m���t~vponwswgY}jvFt~Øwt~vd}��Ànw�Ty|�7t~gYpo�

Q7ë1>uKwc�QOîBîRQO?<H�?FK3KeHY5O=_: é JB>Nc�ï�êqHY5CKqHYc3=�UB6uKq>Vî<6VH¹ceH�^d=�HY?FKqc2ëÔQOê�Hj5OïwJÖKeHj57=_E§HY5dïwJÌceH�^Oö=�HY?FK�ï�QO=�îRQdceHYM¹QOëh5O?UB?<>V?FKeHYêeêqUBîÀKqHYMc¼HjðdU<H�?<ï�H2QOëWêqHYï�Qd^O?B>&%�HjM¹PRH�J<5.íT>@QOêwc»KqJ<5CK�ì�H�êqHH�üÀHYï�UÀKeHjMÙPTS�KeJBH KqHY57= >@?úðFUBHjcoKq>VQd?9: é JBH ?BH�üTK�coKw57^OH_c¼KeQOêqHYc(KeJ<HYceH ceH�^d=�HY?FKqc�>V?÷5Keêq>VH �ÃQO?BHXëÔQOê»Hj5OïwJ�KeHj57=-�|EFc¼U]ïwJ�KeJ<57K\576@6<îRQdcqc¼>@PB6@H%ceUBP<ceHYðFUBH�?]ï�HYc¾57êqH�HY5Oce>@6VS�5Oï�ï�HYcqc¼>@PB6@H57?<M�H�üTî<6V>Nï�>VKe6@SÖêqH�î<êeHjc¼HY?dKqHYM§:9Lh>@?<576@6@SOE9KqJBH�Kqêe>@H¹>Nc3Keêw5.íOHYêqceHYMÜKeQ[ïY576Nï�UB6N5CKqHÆcoKw5CKq>@c¼Ke>Nï�5O6MÀH�îRH�?<MBH�?<ï�>VHjc�P]H�Koì\HYH�? H�ídH�?FKqc�5O?<MÆH�üTKeêw5Oï|K�U<ceH�ëÔU<6Wc¼U<P<c¼HjðFUBH�?<ï�HYcY:

�ÖH�P]HY^O>@?ÖPTS[MÀHjceï�êe>@PB>@?B^¹KqJBH�c¼HY^O=�H�?FKw5CKe>@QO?ÜîBêeQÀï�HYcqc�: & ídH�êqS HYíOHY?dKM'ñêqHYï�QO^d?B>$%YHYM5CKeQd=�>@ï�PRH�J<5.íT>@QOêM'ñ>Nc�57?<?BQ7Kw5CKeHjMÌPFSÖKeJ<HÆ57^dH�?FKqc2KqJ<5CK�Kw57AdH�î<57êeK(>@?ÖKqJBHÆêqHYï�QO^d?B>$%YHYM5Oï|Kq>VíT>VKoSO: �15dc¼HjMÖQd?ÌKeJBHÆ5O^OHY?dKwc3KeJ]5CK�5OêeH�>@?FídQO6@íOHjM§E§KeJ<H¹H�ídH�?FKqc�ïY57?�PRHÆï�57KeH�^dQOêq>$%YHYM5Oc�MÀHjceï�êe>@PB>@?B^Qd?BH�Q7ë\KeJBêqH�H�î<5Oê¼Kq>VHjc2KeQ KeJBH�^F57=�H �RKqJBH�Koì\QKeHj57=�c�57?]M[KqJBH�êeH�ëÔH�êqH�Hd:8X6@61ï�QO?<ceHYï�UÀKe>@íOHÆH�íOHY?FKqc�P]HY6VQd?B^O>@?B^IKqQÜQO?<HÆî<5Oê¼KoS`57êqH¹^dêeQdUBî]HjMÌKeQd^OH�KqJBH�êjEh>V?ÙQdêqMBH�êjE>V?FKeQ 5ceH�^d=�H�?FKY: & 5OïwJÖc¼HY^O=�H�?FK·>Nc·KeJBHYêeH�ëÔQOêqH�=�5OMÀH�ëÔêqQO= 5ÆceH�êq>VHjc%QOë»UB?B>@?FKeH�êqêqUBîÀKeHjM5Oï|Kq>VíT>VKe>@HYc1QOëhQd?B6VSÆQO?BH2KeHj57= �ÔQOê1KqJBH�êqH�ëÔH�êqH�H"�|:

LBQOê�>@?<coKw57?<ï�HOEbLh>V^dUBêqHÖóîBêeHjc¼HY?FKqc�KeJBH_ceH�^O=�HY?dKw5CKq>VQd?ÙQ7ë·5ÖîRQOêeKe>@QO?ÈQOë·57?úH�ídH�?FKcoKqêeHj57=_: é JBHXêqHYceUB6VKe>@?B^�ceH�^O=�HY?dKwc»57êqH�coKqQOêqHYM�57?]M�îBêeQÀï�HYcqc¼HjM�ceH�î<5Oêq57KeHY6VSdE.KeQ�ëÔQÀï�U]cbKeJ<H6VHj57êq?B>V?<^%QO?�H�üB57=�îB6@HYc�Q7ë]QO?B6@S�QO?BH\KeHj57= 57K�5XKe>@=�Hd: ?(QOKeJBHYêhì�QOêwMBcYEjceH�î]57êw5CKeH¾=�QÀMÀHY6@c57êqH26@HY5Oêe?<HYM�ëÔQdêXHY5dïwJ¹KqHY57=_:<L<êeQd=-KeJ<>@c�îRQO>@?FKXQO?9EÀQdUBêXMÀHjceï�êe>@îÀKe>@QO? ì�>@6V6§ëÔQÀï�U<c1QO? KeJ<H6VHj57êq?B>V?<^(Kw5OceAÆ5Oc1>VKX>@c%ï�57êqêq>VHjM¹QOUBK�ëÔQdêXQO?<H·KqHY5O= :

Pass(P1,P2) Pass(P1,P2) Pass(P2,P3) Dribble(P3) Pass(P3,P4) Shot(P18)Intercept(P16) Pass(P16,P18)

Team 1 Team 2

����������� ������������������������� ����!�"#�$"#%&�'�(��)��*���+"#%&��,-��������.�/�#����01"��1�#�#�����2���*�#�+�����$/&��)���34!5�76

8:9<;>=�;#?A@CB<;#@EDGF'HC9<;#@C;�IKJA@�;ML<@�;#FC;�B�HC;�NPOQD5H�9SRUT<=5H�DVL7=V;�FC;�WARX;#B4H�F�Y4;#?4Z�9SZ[J4R\L]J4FC;#N^J�I?_BT<Ra`];�@\J�I1;�bA;#B�H�F#YcD�BdJA@�N&;#@#Y�N&;#F�Z[@�DV`7DVB<We?�BfT7B<DVB�H�;�@�@CT<L<HC;#NdF ;�g4T7;�B7Z�;SJ�I1`�;#97?-b�hDVJ4@#ikj�N&;�?�=�=Vl4Y�;�?AZ�9mF T7Z�9mF ;�g�T<;�B7Z�;nDGFP?�Bo;[p<?�RXL<=�;qJ�I$? Or;�=�=5h(;[p&;#Z�T&HC;�NfL<@�;[h(L<=G?�B<B7;#NZ[JJA@�N&D�B7?�H�;#NP?AZ[HCD�bD5H�lX=�;#?AN<DVB<WsHCJU?aWAJ�?�=ti4uMJ�Or;�b4;�@�Y�HC97JAT<W49S?�W4;�B�H�FERX?-lUHC@�l\HCJ\Z�?�@�@�lJAT&HQL<@�;[h(L<=G?�B<B<;�NnZ�JJA@�N&DVB�?�HC;�NS?4Z*HCD�bD5H�DV;�F�YH�9<;�D�@Q`];�97?-bD�JA@:DVBqH�9<;sF D�RaT7=�?�HC;#Nn;�BbD�@CJ4B&hR\;#B�H'97?4FvHCJ\?AN<N<@C;�FCFkH�9<;1N<l�B�?�RXD�ZAY�Z�JARXL<=�;[pXB7?�H�T<@�;>J�IwH�9<;>W�?�RX;AYAHC9<;x?�T&H�JAB<J4RalUJ�IHC9<;#DV@1HC;�?�RXRP?�HC;�FUyz;#?4Z�9_OQD5H�9_DVH�F$J�OQB{=VD�RXD5H�;#N F ;#B7F D�B<WS?AB7N{B<J4D�FCl{?AZ[HCD�JAB7F�|M?AB7N}HC97;`�;#97?-bDVJ4@rJAI~H�9<;�JAL7L�J4B<;�B�H�F#i<8:9T7F#YHC9<;sFC;�W4R\;#B�H�FQ?�@�;$bA;�@�l^@�?�@�;�=�lXHC9<;sF�?�RX;4i

�E?AZ�9+F ;#WARX;�B�HP@�;�L<@�;#FC;�B�H�FUH�9<;_;�RX;#@CW4;�B�H\@�;#FCT<=VH�FPJAI$Z�JARXL<=�;[pdD�B�HC;�@�?AZ[HCD�JAB7FX`];[hH�O';#;�BqHC;�?�RXRP?�HC;�F�Y7JAL<L]JAB<;#B�H�F#Y7?�B7NnH�9<;aN&lB7?AR\DGZ�Y7B<JADGF lS;�BbDV@�JAB<RX;#B4HMD�B}OQ9<DGZ�9}?A=V=J�I�HC97;�R�?�@�;M;�RU`�J&N&D�;#N2i�8:9T7FE;#?AZ�9^FC;�W4RX;�B�HERP?-l\Z�JAB�H�?ADVBP;�p<?�RXL<=�;#F�JAI2Z[JJA@�N&D�B7?�H�;#NF ;�g4T7;�B�HCDG?�=�`�;#97?-bDVJ4@#Y�`7T&Hr?A=�FCJs;[p<?AR\L7=V;�F�J�I2D�B7N&;#L�;#B7N&;#B4Hr@C;�F L]JAB�F ;�FkHCJ\N&lB7?�RXDGZMF DVH hT7?�H�DVJ4B7F�Y7OQ9<D�Z�9_?A@C;�B7J�H>FC;#g�T<;�B�H�D�?A=V=�lnN&;#L�;#B7N&;#B4H$JAB}L<@�DVJ4@>N&;�Z[DGF D�JAB7FM`�lSHC9<;U?�WA;#B�H�F#i��D5H�9�F T<�PZ�DV;#B�H1;[p<?AR\L7=V;�F�Y�JAB<;s97JAL];#F>HCJ^T<B�Z[J�bA;#@M@�;�L];#?�H�DVB7W^L7?�HCHC;#@CB7F>J�Iv`];�97?-bD�JA@�Y?�B7NqZ�?AL&HCT<@�;�F D�WAB7D5��Z#?�B�HQL<D�;#Z[;�F:J�I�HC9<;xH�;#?ARq� FQZ[JJ4@�N&D�B7?�HC;#NnL<=G?�B7F#i

8cJ��7B7NdFCT7Z�9o@C;#L�;�?�HCD�B<WeF ;�g4T7;�B7Z�;#F#YcH�9<;n=�;#?A@CB7;�@XF�H�JA@�;#Fa?A=V=QFC;�W4R\;#B�H�FUDVBm?{HC@�D�;����� YkD�B7F ;#@ H�DVB7W ;�?AZ�9oFC;�W4RX;�B�H#Yv?�B�Nf;#?4Z�9dJAI>D5H�FPF T<�\p&;�F�iv��HC@�DV;}DGFX?_H�@C;#;[h(=VD��A;}N<?�H�?F�H�@CT7Z[HCT<@�;AY7OQ9<D�Z�9};��PZ�DV;#B�HC=�lnF HCJA@�;#FQFC;#g�T<;#B7Z[;�FQF T�Z�9nH�97?�H>N<T<L<=�D�Z#?�HC;�N}F T<`<h(FC;#g�T<;#B7Z[;�F?�@�;nF HCJA@�;#NfJAB<=�l�JAB7Z�;AY�`<T&HPDVBm?_O:?-leHC97?�HX?A=V=�J�OMFs�4;�;�L7DVB<We?�Z�JAT<B�HXJ�I>9<J�O�RP?AB�lHCD�R\;�FxHC97;�l_97?4N�?�L<L];#?A@C;�N�iwj�B H�9<;XHC@�D�;AY�;�b4;�@�l_B<J&N&;X@�;�L<@�;#FC;�B�H�Fx?AB ;#bA;�B�H�Y2?�B7N HC97;

?BQÀMÀH@5 c3ïwJB>V6NMÀêqH�?[êqH�î<êeHjc¼HY?dK2H�ídH�?FKqc%KeJ<57K2J]5.íOH�5OîBîRHY57êqHYMIëÔQO6@6VQCì�>@?B^¹KqJB>Nc·HYíOHY?dKj: é JTU<c5(î<57KeJÆëÔêeQd=×KeJBH3êqQFQOK\KqQ�5�?BQÀMÀH2êeHYîBêqHYceH�?FKqc�5 ��c¼U<P�oceHYðFUBHY?<ï�H·KeJ<57K�J<5Oc�57îBîRHY5OêeHjM¹>@?5CK\6@HY5dcoK\QO?BHdEOPBUÀK1îRQdcqc¼>@PB6@S�=�QOêqHOEFc¼HY^O=�H�?FKwc�:F8X?¹HY?dKq>VêqH%ceH�^d=�HY?FK\ì�QOUB6NM�KeJBHYêeH�ëÔQOêqHXPRHêeHYîBêeHjc¼HY?FKeHYMÖ5Oc35 ï�QO=�îB6@H�KqH�î<5CKqJÜKqJBêeQdUB^OJÜKeJBH�Kqêe>@HOE§êqQTQ7K3?BQÀMÀH�KeQ 6VHj5Cëo: & 5dïwJÖ?<QTMBHAOH�HYî<c�Keêw5OïwA�QOë�KqJBH�?TUB=(PRH�ê�QOëWKq>V=�HYc%57? H�íOHY?FK1J]5Oc1PRH�H�?_>@?<ceH�êeKeHYM Qd?ÆKqQ�>VKYE]57?<MKeJ<H?FU<=(PRH�ê�QOë¾Ke>@=�HYc�5IceH�^d=�H�?FK�H�?<MÀHjMÌì�>uKqJ�KeJB>Nc�?BQÀMÀHd: é JBHYceH�Koì\Q_íC576@UBHjc�57êqH�ïY576@6VHjMKeJBH�?<QTMBH@5 c U����\� )�5O?<MKeJBH�?<QTMBH@5 c ���X �� U����\�)�E]57?<M_57êqH�=�57êqAOHjM�� ��� #X5O?<M��F��� #1ëÔQdê5�?<QTMBH�W:

LBQOêhH�üB5O=�î<6VHdE.ceUBîBîRQdceH\KeJBH16@HY57êq?BHYê�J<5dc�c¼HYH�?�Koì�Q·ceH�^d=�H�?FKqcYE��� ��ñ5O?<M����� �IEì�JBH�êqH� ��� �� "� c¼Kq5O?<M_ëÔQdê·MÀ>$ZRHYêeHY?FK·H�ídH�?FKqcY: 3TUBîBîRQdceH�KqJ<5CK2>uK2>@c2coKw57êeKe>@?B^¹ì�>VKeJÜ5O?H�=�îÀKoSIKqêe>@HO: K�ì�QOUB6NM #<êqc¼K�>V?]c¼HYê¼K������×>V?FKqQ >VKYEWêeHjc¼UB6VKe>@?B^_>@?Ì5Keêq>@H�>V?�Lh>V^dUBêeH¹ôCö5B: K2ì�QOU<6@M[KeJBHY?Ü>@?<c¼HYê¼K2KeJ<H�KqJBêqH�H�êeHY=�5O>V?<>V?B^ c¼U *�üÀHjc%QOë������ ����� �� ��� ��dEêeHjc¼UB6VKe>@?B^2>V?�KeJ<H\Kqêe>@H�>V?�Lh>V^dUBêeH�ô.ö«P9: 1XQOKeH\KeJ<57K�KeJBH1>@?<c¼HYê¼Kq>VQd?(QOë<KeJ<H�ceU�*�ü ñMÀQTHYch?BQOKH�?FKq5O>V6§ï�êqHY57Ke>@?B^�5�?BHYì ?BQÀMÀHO: ?]coKqHY5OM9EdKqJBH3ï�QOU<?dK1>@?ÆKqJBH%KqQOî ?BQÀMÀH2êeHYîBêeHjc¼HY?FKe>@?B^ >@cUBîRM<5CKeHjMIKqQôÀ: 1XH�üFKjE<KqJBH�6VHj57êq?BH�êXì�QOU<6@MI>@?<ceH�êeK%KqJBH(?BH�üTK2ceH�^O=�HY?dK257?<MI>VKqc2ceU�*�üTHjc�E��� �� �� ��� �� � �� "���dEW>@?FKeQ KeJ<H�Keêq>VHdE§êeHjc¼U<6uKq>V?B^I>@?ÌKeJBH�Kqêe>@H�>@?�Lh>@^OUBêqHÆô.özï7:�1%Q7KqHKeJ<57K�>@?`KeJB>Nc #<?<5O6¾Kqêe>@HOEWKeJBH =�Qdc¼K�ï�Qd=�=�Qd?Èc¼>@?B^d6VH�ö�HYíOH�?FK(ceHYðFUBHY?<ï�H>@c��E�KeJBH=�Qdc¼Kï�QO=�=�QO?Koì�Q7ö«H�íOHY?FK�ceHYðFUBHY?<ï�H3>Nc��� 5O?<M¹KqJBH�=�Qdc¼KXï�Qd=�=�Qd?KqJBêqH�H�ö«H�ídH�?FKXc¼HjðFUBH�?<ï�H>@c������:

C (1)

B (1)

A (1)

Root

A (1)

�Ôy �

Root

C (1)

B (1)

A (1)

A (2) B (1) C (1)

C (1) A (1)

A (1)

� � �

Root

C (1)

B (1)

A (1)

B (2)

C (2)

A (2)

D (1)

C (2)

A (2)

D (1)

A (3) D (1)

D (1)

� s �

���! ´#"<´ � mzpotun�t~v�sqgjvF�«mzpoldsqmot~gjv<Á%$\lFi2�Ànepo��t~v�kTy�ponwvCmo�Fnw�znw�»y�pon�mo�Fn1vdg7¸dn1swgYlFvCmo�wÁ

& 57.981æ�.Wá\âBè�0;: <>.9?�01A�è¼ä»ã÷àdå�.�á¾âBè('2ç 0hâBèoä¾á

é ì�Q·=�H�KeJBQÀMBc�J<5.ídH¾PRH�HY?�MÀ>Ncqï�U<cqc¼HjM�>@?(KqJBH16V>VKeHYêq57KeUBêqH\ëÔQOê�H�íC576@U<57Ke>@?B^%KqJBH�c¼>@^O?<>1#]ïY57?<ï�HQ7ë\ceUBP<ceHYðFUBHY?<ï�Hjc�: é JBH #<êwcoK3QO?BHdERëÔêeHjðdU<H�?<ï�S[ï�QOU<?dKq>V?<^<E¯MÀH�KqH�êq=�>@?BHjc%KqJBH�c¼>@^O?<>1#]ïY57?<ï�HQ7ë¾ceUBPÀözc¼HjðdU<H�?<ï�HYc�ëÔêqQO=&KqJBH�>@ê%ëÔêqHYðFUBHY?<ï�S_>@?IKeJ<H�MB57Kq5Iò +Cõ«: é JBH�ceHYï�QO?<MI=�H�KeJBQÀMIU<ceHYccoKw5CKe>Nc¼Ke>Nï�576bMÀHYî]HY?<MÀHY?<ï�S[ïwJBHjïwAÀcXKqQ MÀH�KeHYêe=�>@?BH�ceHYðFUBHY?<ï�Hjc%ì�J<QdceH�ï�QO?<c¼Ke>VKeUBHY?FK2HYíOH�?FKwc57êqH�MBH�H�=�HjMÌc¼Kq57Ke>NcoKq>@ïY576@6VSÌMÀH�îRH�?]MÀH�?FK(Qd?ÖHj5OïwJ�Q7KqJBH�ê�$¯KeJ<57K�>@cYE9KqJBH�>@ê(ï�Q7öz57îBîRHY5Oêq5O?<ï�H>@c%?BQ7K·MBUBH�KeQïwJ<57?<ï�H¹ò@ó��.õ«: ��JB>@6@H�KeJBH(ëÔêeHjðFUBH�?<ï�SFö«ï�QOUB?FKX=�H�KqJBQÀM_J<5OcXKeJBH�PRH�?<H�#BK2Q7ë

c¼>@=�îB6V>Nï�>VKoS`57?<M�>@?FKeUB>VKe>@íOH 57îBîRHY5O6�E�57?]MÌKeJBH c¼Hjï�QO?]M�=�H�KeJBQÀM`J]5Oc�P]H�K¼KeHYê #]6uKqH�êq>V?B^ÜQ7ëc¼HjðdU<H�?<ï�HYc¾KeJ<57K15OîBî]Hj57ê1ï�Qd=�=�Qd?9EdP<UÀK�>V?ÆëÃ5Oï|K157êqH%?BQOK1ïwJ]57êw5Oï|KqH�êq>@c¼Ke>Nï�QOëW5�KqHY57=_: �ÌHMÀHYcqï�êq>VPRH\KeJBHjc¼H\Koì\Q·=�H�KeJ<QTM<c�>@?�MBH�Kq5O>V6TPRH�6@QCì�EC57?<M�ceJBQCì`JBQCìÙKeJBH\Keêq>VH�êqH�îBêqHYceH�?FKq57Ke>@QO?ï�57? PRH�U<c¼HjM H�*¹ï�>@H�?FKe6@S�ëÔQdê�H�>VKeJBHYêX=�H�KeJ<QTM9:

�ÖH�PRH�^d>V?�PTS�MÀHjceï�êe>@PB>@?B^3JBQCìÙKqJBH1Keêq>VH1êqH�îBêqHYceH�?FKw5CKe>@QO?�ï�5O?�PRH�U<ceHYM(ëÔQOêbëÔêqHYðFUBHY?<ï�Sï�QOU<?dKq>V?<^<:»8%c¹îBêeHYíT>VQdU<c¼6@SÙMÀ>Nceï�U<cqc¼HjM ��L�>@^OU<êeH[ô@��EbKeJ<H[c¼>@=�îB6VH_>@?<ceH�êeKe>@QO?÷Q7ë2KeJBH_Koì�Qc¼HY^O=�H�?FKqc ����� 57?]M � �� � �Ôì�>VKeJ`KqJBH�>@ê�ceU�*�üÀHYc���5O6V=�Qdc¼K�>@=�=�HjMÀ>@57KeHY6VS�êqH�íOHj576NcëÔêeHjðdU<H�?FK¹c¼UBPBö«ceHYðFUBHY?<ï�Hjc(QOë2MÀ>$ZRHYêeHY?FK�6@H�?<^7KeJ]c �� � KqJBêqH�H Ke>@=�HYc��|E �� � Koì�>Nï�H"�|E»5O?<M� �� � Koì�>Nï�H ��: é JBHï�QOUB?FK�>V?ÙHj5OïwJÙ?<QTMBHï�5O?`KeJ<H�êqH�ëÔQOêqH¹PRHU]c¼HjM`KeQÌï�5O6@ï�UB6@57KeH�ëÔêqH�öðdU<H�?<ï�>VHjcbQ7ë§MÀ>$ZRHYêeHY?dK�c¼HjðdU<H�?<ï�HYc��O8�ï�QdUB?FK»>V?¹53?BQÀMÀH�>Nc»H�üB5Oï|Kq6VS(KeJBH�?TUB=�P]HYê»Q7ë¯Kq>V=�HYcKeJBH3c¼HjðFUBH�?<ï�HXPRH�^O>@?B?B>@?B^�ì�>uKqJ¹KeJ<H%êqQFQOK�5O?<M�H�?]MÀ>V?<^(ì�>VKeJ�KqJBH·?<QTMBH%J<5dc\5OîBî]Hj57êqHYM�>@?KeJBH�MB57Kq5B:§8 c¼>@=�îB6@H�Kqêq5.ídH�êwce5O6§KeJ<êeQdUB^OJÜKeJBH�Keêq>@H�ïY57?ÖMBH�KeHYêe=�>@?BH�576@6hJ<>V^dJÀö�ëÔêqHYðFUBHY?<ï�Sc¼HjðdU<H�?<ï�HYcb5CK¾5O?TS�^O>@íOHY?�6@H�?B^OKeJ9:�[XQCì�H�íOHYêYEjKqJBH�êqH�>@c¾52MB> *¹ï�U<6uKoS�ì�>uKqJ�KeJB>Ncb=�H�KqJBQÀM§EO>@?KeJ<57K�>VKh=�5.S2>V?<ï�QOêqêeHjï|Kq6VS3MÀH�KqH�êq=�>V?BH¾KeJ<57KhceHYðFUBHY?<ï�Hjc�5OêeH¾ce>@^O?B>$#]ï�5O?FKWH�ídH�?�ì�JBHY?(>@?�ëÃ5Oï�KKeJBHYS¹57êqH%MÀUBH·KeQ�ï�QO=�=�QO?WEdPBUBK�>@?<MÀHYî]HY?<MÀH�?FKjETï�Q7ö«QÀï�ï�U<êeêqH�?<ï�H�Q7ë§Koì�Q(JB>@^OJ<6VSFö�ëÔêeHjðdU<H�?FKH�íOHY?FKqc2�ÃceH�H�5�MÀH�Kq57>@6@HYM H�üB57=�îB6@H3>V?�3THjï|Kq>VQd?_û��|:

LBQOêeKeU<?<5CKqH�6@SOE¾5`ceHYï�QO?<M÷=�H�KqJBQÀM÷ëÔQOê¹HYí.5O6VU]5CKe>@?B^�KqJBHÖce>V^d?B>$#]ï�5O?<ï�H_Q7ë�ceHYðFUBHY?<ï�HjcH�üÀ>@c¼KqcY: é JB>@c\=�H�KqJBQÀM¹>Nc\ïY576@6VHjM � �Y� ���X @��� U�� � ��) ��U�) �����<ET57?<M�ì15Oc'#<êwcoK1U<ceHYM�PTS [XQCì�H57?<M`Z\QOJBHY?�>V?`57?]576@S:%Y>V?<^JBQCì#îB6N57?ÖëÃ57>@6VUBêqHYc3ì�H�êqH�H�Z¯HYï�KeHYMÌPTS[êqHYï�QCíOH�êqSI5Oï�Ke>@QO?<c3>@?KeJBH � JBQTHY?B>uüÙî<6@5O?B?BH�ê_ò (.õ«: é JB>@c�=�H�KqJBQÀMÈì�QOêqAÀc�PTSÙc¼Kq5CKq>@c¼Ke>Nï�5O6V6@S�KeHjcoKq>V?<^ÜëÔQdê�KqJBH_5MÀH�îRH�?<MBH�?<ï�SPRH�Koì�H�HY?_5�î<êeH�#Bü ��5�c¼HjðdU<H�?<ï�H�ï�QO?FKw57>@?B>V?<^¹5CKX6@HY5Oc¼KXQO?<H�H�íOHY?FK��157?]M 5O?H�íOHY?FK·KqJ<5CK3ëÔQO6@6@QCìXc·>VKY: ?ÌQ7KqJBH�ê3ì�QOêwMBcYER>VK3KeHjcoKwc3ì�JBH�KqJBH�ê2KeJ<H¹ï�Q7ö«QÀï�ï�UBêeêqH�?]ï�H�QOë¾KeJ<HîBêeH�#Bü5O?<MKeJBH3H�ídH�?FKX>Nc�MÀUBH3KeQ�ïwJ<5O?<ï�Hd:

é JB>@c>NcÆ5OïwJ<>VHYíOHYMñPTS�ï�Qd?<c¼KeêqU<ï|Kq>V?B^ú5������Ùï�QO?FKe>@?B^OHY?<ï�SÈKq5OPB6VHdE\êqH�6N5CKq>V?<^`ëÔQOUBêMÀ>1Z¯H�êqH�?FK�ëÔêqHYðFUBHY?<ï�S÷ï�QOU<?dKwc�� é 57P<6VH`ó"� � ��5���KqJBH[?TUB=(PRH�êÆQ7ë2Ke>@=�Hjc�KqJBHIîBêqH�#Bü÷ì�5dcëÔQO6@6VQCì�HYM_PTS KeJBH�H�ídH�?FK � 7 � � $ �ÃP�XKeJBH�?TUB=(PRH�ê2Q7ëbKq>V=�HYc%KeJ<H�îBêqH�#<ü_ì15OcXëÔQO6@6VQCì�HYM_PTS5[MÀ>$ZRHYêeHY?dK�H�íOHY?FK � 7 � �9$8�ÃïW��KeJBHÆ?FU<=(PRH�ê(QOë1Ke>@=�Hjc�5ÜMÀ>1Z¯H�êqH�?FK(î<êeH�#Bü �ÃQ7ë1KeJ<Hcq57=�H6VHY?B^7KqJ��ì�5dc�ëÔQO6@6VQCì�HYMPTS¹KqJBH�H�ídH�?FK � 7 � �9$]5O?<M �ÃM ��KqJBH�?TUB=�P]HYê�Q7ëhKe>@=�HjcX5�MÀ>$ZRHYêeHY?FKîBêeH�#BüÆì15Oc�ëÔQd6V6@QCì\HjM¹PTSÆ5�MÀ>$Z¯H�êqH�?FK�H�íOHY?FK2� 7 ��:

� $�g�m �� ponqÚdÄ �+B �F � ponqÚFÄ(i�y�po}Yt~v

$\gYm � ponqÚFÄ �K � � $\gYmz¿ � poneÚFÄ(i�y�po}Ytuv� i�y�po}jt~v $�g�mz¿ � i�y�po}jt~v µ y��F�~n1mogYm¼y��

� ²T­� ����T´ � swgjvCmot~vF}YnwvFsq�¹m¼y��F�~n3ponw�uy�mot~vF}¹y�kdponqÚdÄÆyYvT¸ y��zt~vF}j�~n�nw�jnwvCm|Á � B C � F C � K yYvF¸ � �y�pon1¶@pon|ÂCldnwvFsq�(swgYlFvCmo��mo�Ty�m\y�ponX¸dnepotu�jn|¸(¶Vpogji mo�Fn1mzpot~njÁ

é JBH�îBêeH�#BüÜ=�57êq^O>@?Ü>Nc�ce>V=�îB6@SIKeJ<H�?FU<=(PRH�ê�Q7ë\Ke>@=�HYc3KqJBH�îBêeH�#BüÜì15Oc3ceH�H�? � KqJ<5CK>@cYE�>VK�>Nc�HYðFU<576¾KeQ 7 � 7 � �|: é JBHÆ?<Q7K¼ö«îBêqH�#Bü�=�57êq^O>@?`>@c�c¼>@=�>V6N57êq6@S 7 � 7 : é JBH��=�5Oêe^d>V? coKw57?<M<c�ëÔQOê1KeJ<H�?FU<=(PRH�ê�Q7ë�Ke>@=�HYc�� ì15Oc1c¼HYH�?9E<>V?<MBH�îRH�?<MÀHY?FKe6@S¹Q7ëhKeJBH3îBêqH�#<ü¯E57?<MÖ>@c 7 � 7 � E¯KeJBH�?<Q7K¼ö�ü[=�57êq^O>@?Ü>Nc 7 � 7 : é JBH�Kw57PB6@H�KeQOKq576�>Nc�� ��� � 7 � : !·?<ï�HKeJBHÆï�QOUB?FKwc�57êqH�AF?<QCì�?ÖëÔQdê(5 ^O>@íOHY?Ìî<êeH�#BüÌ5O?<M�57?�H�ídH�?FK��(Eh5IcoKw5CKe>Nc¼Ke>Nï�576»KeHYc¼K(ï�5O?

P]H(5OîBîB6@>VHjMKeQÆMÀH�KeHYêe=�>@?BH3KeJBH(6V>@AOHY6V>@JBQTQÀMÆKqJ<5CK � MÀH�îRH�?<M<cXQO?_>VKqc%îBêeH�#Bü§EB>�: Hd:VE<KeJ<57K%5c¼HjðdU<H�?<ï�H�ï�QO=�îRQdceHYM_QOëb5�î<êeH�#BüëÔQd6V6@QCì�HYM PTS ��>NcXU<?B6V>@AOHY6VSÆKeQ¹PRH(MÀU<H�KeQ¹5¹êq5O?<MÀQO=ï�Q7ö«QÀï�ï�UBêeêqH�?]ï�H�Q7ëWKeJBH2îBêqH�#Bü¹57?]M�Q7ë ��: !·?BH·ceU<ïwJ�KqHYc¼K�>Nc\KeJBH�4 c¼Kq5CKq>@c¼Ke>Nï�KqHYc¼KYETì�JB>NïwJ>@cXïY576Nï�UB6N5CKqHYM5Oc�ëÔQO6@6@QCìXc

��� � � � � � 7� �(��B� 7

�� � #

ì�JBH�êqH � � >Nc2KeJ<H4�������U�) �� ��D�� � ���XU �I>@?ÌHY5OïwJÌï�HY6V6�: é JBHYceH�H�üÀî]Hjï|KqHYMÜëÔêeHjðdU<H�?<ï�>VHjc57êqH3ïY576Nï�UB6N5CKqHYMPTS¹=(UB6VKe>@îB6@ST>V?B^�KqJBH3=�57êq^O>@?<c�57?<M MÀ>@íT>@MÀ>@?B^�PTS�KqJBH3Kq5OPB6VH2KqQ7Kq5O6 �

� � � ����� � � � ����� � 7 #�� ��� ����� � 7 #��� � ����� � ( -�� �#� ��� ����� �� � � ������� 7 #�� � 7 ( -�� ����� � 7 #�� � � ����� � ( -�� #� ��� � 7 ( -���� � � � ����� � 7 #�� ��� ����� � 7 #�� � � ����� � ( -�� #� � � 7 ( -���� � � � ����� � 7 #�� � 7 ( -�� ������� 7 #��� � � ��� � ( -�� �#é JBH4 c¼Kq5CKq>@c¼Ke>Nï�KqHYc¼K�>Nc(5Iì�H�6@6uö«AT?BQCì�?`coKw5CKq>@c¼Ke>Nï�5O6\MÀHYî]HY?<MÀH�?]ï�SÌKeHjcoKjEhce>V=�>@6@5Oê(>@?

?<5CKqUBêeH�KqQ·KqJBH1ëÃ57=�>@6V>N57ê»ïwJ<>uözceðFU<5OêeH\KeHjcoKj: é JBH1êqHYceUB6uKbQOë]KqJBHXï�Qd=�î<UÀKq57Ke>@QO?�>@cb52îRQdce>uKq>VídH?FU<=(PRH�êjE\57?]MÈKqJBH[^dêeHj5CKeHYê�>uK>@cYE»KqJBH[^OêqHY57KeHYê�KeJBH[6@>@AOH�6@>@JBQTQTM÷KqJ<5CKÆKeJBH[î<êeH�#Bü÷5O?<M� 57êqHÆMÀHYî]HY?<MÀHY?dK�QO?ÙHj5OïwJ`QOKeJBHYêY: é J<5CK�>@cYE � >@c(=�QOêqH¹6V>@AOHY6VSÌKqQÜ57îBîRHY5Oê�57ë KeH�ê�KeJ<HîBêeH�#Bü§E9ï�Qd=�î]57êqHYMIKqQIêq5O?<MÀQd= ïwJ<57?<ï�H��-!·?BH¹ïY57?ÌHYc¼Kq57P<6V>Nc¼JÖKeJ<H¹c¼>@^O?B>$#]ïY57?<ï�H�QOë\KqJB>@cMÀH�îRH�?<MBH�?<ï�SOEjPFS2ï�Qd?<c¼U<6uKq>V?B^·coKw5CKe>Nc¼Ke>Nï�5767Kq57P<6VHjc�EYJBQCì\HYíOHYêYE|>@?�^OHY?BH�êw576�E�ì�H»U<ceH»>uKWKeQXêw57?BAJFSTîRQ7KqJBHYce>$%YHYM_ceHYðFUBH�?]ï�HYcYEB57?]MÆKqJTU<c%ce>V=�îB6@S¹Kw57AdH�^OêqHY5CKqH�ê1íC576@UBHYc�KeQ¹ce>V^d?B>uëÔS coKqêeQd?B^OHYêMÀH�îRH�?<MBH�?<ï�>VHjc�:

��>uKqJÜKqJBH�5OMBMÀ>VKe>@QO?ÖQ7ë�QO?BH�MB5CKw5CözcoKqêeU]ï|KeU<êeHdE<KqJBH�Keêq>VH�ö�P<5dc¼HjM[êqH�îBêqHYceH�?FKw5CKe>@QO?[ceUBîÀöî]Qdê¼Kwc»ï�5O6@ï�UB6@57Ke>@QO?�Q7ëRKeJBH24�c¼Kq57Ke>NcoKq>@ï�ëÔQdê»HY5dïwJ�?BQÀMÀHdE7>�: Hd:VEOëÔQOê»57?TS�c¼UBPBö«ceHYðFUBHY?<ï�Hd: é JB>@c5OMBMÀ>VKe>@QO?]576¾MB57Kq5[c¼KeêqU<ï�KeUBêqH�>@c�5_Koì�Q7özMÀ>V=�HY?<c¼>@QO?]576�Kq5OPB6@H�KeJ<57K(êqHYï�QdêqM<c�E¯ëÔQdê�HY5dïwJÙc¼H�öðdU<H�?<ï�H(6@H�?B^OKeJ[57?]MIH�ídH�?FKYE]JBQCì =�57?TSHYíOHY?dKwcXQOëhKqJBH�^O>@íOH�?I6@H�?<^7KeJIHY?<MÀHjMIì�>uKqJ[KqJB>@cH�íOHY?FKY: é JB>NcbKw57PB6@HXï�5O?�P]H%UBîRM<5CKeHjM�MÀUBêq>V?<^3KeJBHX>@?<ceH�êeKe>@QO?�Q7ë§Hj5OïwJ�H�ídH�?FK»>V?FKqQ3KeJBH�Kqêe>@HOEì�>uKqJÆ5OïYï�HYcqcbKq>V=�H 3 � ��#�:FL<QOê�5�^O>@íOHY?�H�íOHY?FK%357?<M�ceHYðFUBHY?<ï�HX6@H�?<^7KeJ oEOì�H%MÀHY?BQ7KqHXKqJB>@c?FU<=(PRH�ê�PTS�� ��� " #|:

42>VídH�?_5�?<QTMBH ��EBêqH�îBêqHYceH�?FKe>@?B^�5�ceUBP<ceHYðFUBHY?<ï�H3HY?<MÀ>@?B^�ì�>uKqJKqJBH3H�ídH�?FK�dEÀì�H3U<ceHKeJBH�?BQÀMÀH�5 c%ï�QOU<?dK�� ��� #�5O?<M H�?<MTözï�QdUB?FK��F��� #�57?<MÆKeJ<H�H�íOHY?FK¼ö«6VHY?B^7KqJHY?dKqêe>@HYc�� ��� �#|EKeQúïY576Nï�UB6N5CKqH[>VKqc 5Ocqc¼QÀï�>N5CKqHYM�4 c¼Kq5CKq>@c¼Ke>Nï7E�ì�JB>NïwJ >Nc�KeJ<HÌ4 êw57?BAúëÔQOêÆKeJBH�c¼HjðFUBH�?<ï�HP]HY^O>@?B?B>@?B^Èì�>VKeJ�KqJBHÜêqQTQ7K5O?<M�HY?<MÀ>@?B^Èì�>VKeJ�KqJBHÌ?BQÀMÀHO: é JBHIëÔQd6V6@QCì�>V?<^È576@^OQdêe>VKeJB=êeHjï�UBêwc¼>@íOHY6VSñï�5O6@ï�UB6N5CKeHjc¹KqJB>Nc ëÔQOêI576@6·?<QTMBHYc >V? 5ÈKeêq>VHdE�ì�J<H�? ïY576@6VHjM ì�>VKeJ�KeJBH�êqQFQOK?BQÀMÀH�57?<M MÀHYîÀKeJ �B:X!·?<ï�H2KeJ<H�576@^OQOêq>VKeJB=-J<5dc�ï�5O6@ï�UB6@57KeHjM5�4�í.5O6VU<H3ëÔQOê�H�ídH�êqS�?BQÀMÀHOE5ÜKqêq5.ídH�êwce5O61Q7ë%KqJBHIKqêe>@HIï�57?�ceQOêeK¹c¼UBPBö«ceHYðFUBHY?<ï�Hjc�PTSÈKeJBHY>Vê4 íC576@UBHOE�KqJTU<c�êw57?BAT>@?B^JFSTîRQ7KqJBHYce>$%YHYMÌc¼HjðFUBH�?<ï�HYcYE§57?<MÖJB>@^OJB6@>V^dJFKe>@?B^ KeJBQFc¼H�KeJ]5CK�57êqH�6@>@AOH�6@SIKqQ PRH�>V?]MÀ>@ïY5CKq>VídHQ7ëbï�QTQOêwMÀ>@?<5CKqHYMÆceHYðFUBHY?FKe>N576§PRH�J<5.íT>@QOêj:

� � �IE�.9ã<è�! .�á¾â K>0bá%å#" .9KTæ :zâ K

é QÖH�íC576@U<5CKqHÆQdUBê�5OîBîBêqQd5dïwJ9EWì�HÆJ<5.ídH�ëÔUB6@6VS`>@=�îB6@H�=�H�?FKeHjMÈ5Öc¼SÀc¼KeH�= KqJ<5CK�QOP<ceH�êqíOHjcêeHjï�QOêwMÀ>@?B^dc �Ã6VQd^dc��2Q7ë � QOPRQTZ\U<îÙc¼QÀï�ï�H�ê�ce>V=�UB6N5CKe>@QO?�^F57=�HYcYEW57?]MÖ>Nc(5OPB6@H�KeQ[>NMÀH�?FKq>uëÔS$ $�nw}jy�mot~�.n�¸dnwkÀnqvT¸dnqvFswt~nw� �Nº»�Fnqpon � tu�2�unq�z�3�~tu½jnw���_mog y�kFkÀn|y�p�y�¶@monqp3mo�dn�kOponqÚFÄ �Xy�pon�yY�~�zg¸dt~�zswg��.nqponw¸<{d�Fldm¾y�pon1ÚT��monqpon|¸(gjlOm\t~v�gjldp\y�kFkdpogjyYs¼�

���#���� �� ��� ��������� �������������������������� ���! L#"�%$T9'& �)(�* ;<?�CYL G,+ f�yY�~swld�Vy�mon%mo�dn�mogYm¼y��Rv7lFi·�Ànqp�g�¶9�«mzpot~vF}j�»g�¶¯mo�FnX¸Onwkdmo� L#-�.$'/10 ±�² s¼�Ft~�u¸Oponqv32-gY¶ �,4 0��$ � B5&76 ; 2 G { 998 7�A;:�O ��&<6 ; � G�=?> ; � G@A$ � F &M9B8 7�A;:�O �C= � B�.$ � K & * ; 2 CEL G�= � BD $ � �E&M9F= 9B8 7�AG:�O��C= �KH $ f�yY�~swld�uy�mon%i�y�po}jt~vd�»yYvT¸�nqÄOkÀnwsqmon|¸�¶@pon|ÂClFnqvFswt~nw�'I'J

K $ LM&ON � �JQP B � J =QR;:�;TS%UV U G'+ µ �dt~�¾t~�»s¼�Ft~�u¸W2YX ��Z -[ $ ������� � 2 � L]\_^G"

57?<MñH�üFKqêq5dï|KÆ>@=�î]Qdê¼Kw57?FKceHYðFUBHY?<ï�Hjc�Q7ë�ï�QTQdêqMÀ>@?<57KeHYMúKqHY57=,PRH�J<5.íT>@QOêwc�E�ëÔQdê¹KqJBH[Koì�QQOîBîRQdce>V?<^%KqHY57=�cY: é JBH�ceSTc¼KeHY= >Ncb57PB6@H�KeQ�>NMÀH�?FKe>VëÔSÆó �·MB>1Z¯H�êqH�?FKbH�ídH�?FKqcYE7ï�QdêeêqHYceî]Qd?<MÀ>@?B^KeQ P<5Oce>@ï(P]HYJ<5.íT>VQdêqc%PTS_5O^OHY?dKwc·5O?<MI^F57=�H�özcoKw5CKqH(ïwJ<57?<^OHYc �ÃceU<ïwJÖ5dc%êqH�ëÔHYêeHYH�MÀHjï�>Nc¼>@QO?]cQOê�^OQd5O6@c�ceï�QOêqHYM ��: K�>Nc�5OPB6VHKeQÖ6VHj57êq?È57?]MÙ>NMÀH�?FKe>VëÔSÙceHYðFUBH�?]ï�HYc(ëÔêqQO= QO?B6@S`5Öce>@?B^O6@H^d57=�H3QOêXëÔêeQd= 5�?TUB=(PRH�êXQOëh^F57=�HYcYEB57?]MQdUÀKeî<UÀKqc·576@6§KeJBH�ceHYðFUBHY?<ï�Hjc1ëÔQOU<?<MëÔQOêXHj5OïwJKeHY5O=_EÀKeQd^OH�KqJBH�ê1ì�>VKeJ KeJ<H�>@ê�ëÔêeHjðFUBH�?<ï�SÆï�QdUB?FKqc�5O?<MÆì�>VKeJ KqJBH�>@ê·4#coKw5CKe>Nc¼Ke>Nï·êw57?<ATcY:

�ÖH�J<5.íOH�ï�Qd?<MÀU<ï�KeHYMÌceH�íOHYêq5O6WH�üTîRH�êq>@=�HY?FKqc2U<ce>V?B^KeJ<>@c�ceSÀcoKqH�=_E¯>V?FKeHY?<MÀHjM[KqQÆKqHYc¼KKeJBHI57P<>V6@>uKoS`QOëXKeJ<H_MB>1Z¯H�êqH�?FK�KeHYïwJ<?B>@ðFUBHjc�KeQ�>@MBH�?FKe>VëÔSÈceHYðFUBH�?]ï�HYc(KeJ]5CK�ì\HYêeH ïwJ<57êw5Oï�öKeH�êq>NcoKq>@ï_QOë%KeJ<H_KeHY5O=_: é JB>Nc�ì�5dc�H�íC576@U<5CKqHYM÷PTSÙU<ce>V?<^ÌHj5OïwJúKeHjïwJB?B>NðdU<H_KeQ�îB>NïwAÙKeJ<HKeQOîÌó��<E<ôOûBE<û ��57?<MÖó�� ��ceHYðFUBHY?<ï�Hjc�ëÔQOêX57? QOP]c¼HYêeídHYM�KqHY5O= EÀQd?ÆKqêq5O>V?<>V?B^�MB57Kq5<: é JBH�?9EHY5OïwJÌKqHYïwJB?B>NðFUBHÆì15Oc�U<c¼HjMÌKeQ[î<>@ïwAÖKeJBH¹KeQOî�ó��BEhôOûÀEhû �BEh57?<Mñó�� �IceHYðFUBHY?<ï�Hjc�QOUÀK�Q7ëKeHYc¼K�MB5CKw5BE]ëÔQOê2KeJ<H�cq57=�H�QOP<ceH�êqíOHjM_KeHj57=_:§L�>@?<5O6V6@SOERKeJ<H�ce>&%�H�Q7ë»KqJBH�QCídH�êq6@5Oî[>@?[KeJ<HYceHc¼HY6VHjï|Ke>@QO?]c·ì15Oc2ï�Qd=�îBUÀKeHjM§: é JBH�JTSFîRQ7KqJBHYce>Nc%UB?]MÀH�êq6VST>@?B^KeJB>Nc2KeHjcoK3ì�5dcXKqJ<5CK�^dêeHj5CKeHYêQCíOH�êq6N57îÙPRH�Koì�H�HY?úKqJBHIc¼HY6VHjï|Kq>VQd?<c�P<5OceHYMúQO?úKeJ<HKqêq5O>V?<>V?B^`MB57Kq5�57?]MÙKqJBH_KeHjcoK¹MB57Kq5BEì\QdUB6@MÜ>V?]MÀ>@ïY5CKqH�^dêeHj5CKeHYê25OPB>@6V>VKoS_KeQ îB>NïwA[c¼HjðdU<H�?<ï�HYc%KeJ<57K3ì�H�êqH�ïwJ]57êw5Oï|KqH�êq>@c¼Ke>Nï�QOë¾KeJ<HKeHY5O=_EOêw5CKeJ<H�êbKqJ<57?¹5OêePB>VKeêw57êqSO: é Q2î<êeQCíT>NMÀHX53P<5OceH�6@>@?BH�ëÔQOê¾KeJB>NcbKw5OceA¯E7êq5O?<MÀQd= ceH�6@HYï�Ke>@QO?Q7ëbc¼HjðdU<H�?<ï�HYc�ì�5dc�576Nc¼Q�U<ceHYM§:

é JB>@c3ceH�K3Q7ë¾H�üÀî]HYêe>@=�H�?FKqc2U<ceHYMÌ5 ûCö�ëÔQd6@MÜï�êqQdcqcoö«íC576@>@MB57Ke>@QO?[MÀHjc¼>@^O?WE¯ï�QO?<MBU<ï|KqHYM[Qd?5 ceH�êq>@HYc2Q7ë,/7ûÆ^d57=�Hjc2ï�QO?<MBU<ï|KqHYMÖP]H�Koì\HYH�?ÖKeJBH�8X?]MÀJB>@6V6 +:/¹KeHj57=�ò@óYøCõ¾57?<MÖ>uKwc¼HY6uëoE95O6V6U<c¼>@?B^�KqJBH�H�üB5dï|K·cq57=�H�ceH�K¼Kq>V?<^dcYE<MÀQCì�? KeQ¹=�5dïwJB>V?<HYcX5O?<M ?BH�Koì�QOêqAceH�KeKe>@?B^dcY:<8X?]MÀJB>@6V6ì�5dc\ïwJBQFc¼HY?¹PRHYï�5OU<ceH%Q7ë�>uKwc�ce>@=�î<6V>Nï�>VKoS�'ñì�H%PRH�6@>VHYíOHjM�KeJ]5CK1>uKwc\^F57=�H%î<[email protected]�ì�>@6V6¯>@?<MÀH�HjMï�QO?FKw57>@?ÌêqH�îRHY57Ke>@?B^[î<57K¼KqH�êq?<c�: é JBH¹^F57=�HYc�ì�H�êqH¹57êqPB>VKeêw57êq>V6@SÜMÀ>@íT>@MBHYM`>@?FKeQÖû ^dêeQdUBî<cYEHY5OïwJÌï�Qd?dKw57>@?B>@?B^Üó.û¹^F57=�HYcY: ?ÌHY5dïwJÜH�üTîRH�êq>@=�HY?FKYE¯ù_^OêqQOUBî<c ��� �Æ^F57=�HYc���ì�H�êqH�U<c¼HjM5Oc35¹Kqêq5O>V?<>V?B^_ceH�KYE95O?<MIKqJBH�êqH�=�57>@?B>@?B^Æ^dêeQdUBî �¼ójûÆ^d57=�HjcH�%U<ceHYMÜ5dc35ÆKqHYc¼K�c¼H�KY:§Lh>VídHH�üÀî]HYêe>@=�H�?FKqc�ì�H�êqH»êeU<?9E.HY5OïwJ�Qd?BH¾U]c¼>@?B^·5·MÀ>$ZRHYêeHY?dKhKeêw57>@?B>@?B^%5O?<M�KqHYc¼K�^OêqQOU<î<c�: ?(Hj5OïwJH�üÀî]HYêe>@=�H�?FKYEF5�Kqêe>@H�ëÔQOê¾KeJBH �$� �)bKeHj57= ì�5dc»PBUB>@6VK�57?]M�=�5O>V?FKw57>@?BHYM§EdU<ce>V?B^�576@6]QdP<c¼HYêeídHYMP]HYJ<5.íT>VQdêXc¼HY^O=�H�?FKqc�ëÔêqQO= KeJBH(^d57=�Hjc1>V?_KqJBH3Keêw57>@?B>@?B^¹c¼H�KY:<L<êeHjðFUBH�?<ï�Sï�QOUB?FKqc%57?<MI4coKw5CKe>Nc¼Ke>Nï�chì\HYêeH¾KeJBHY?�ïY576Nï�UB6N5CKqHYM�ëÔQOêb576@6T?BQÀMÀHYch>@?�KeJ<H\Kqêe>@HO:@!·?�5.íOH�êw57^dHOEYù�� � �XMÀ>$ZRHYêeHY?FKc¼UBPBö«ceHYðFUBHY?<ï�Hjcbì\HYêeH�ëÔQdUB?<M�ëÔQdê»HY5dïwJ�QOë]KqJBHXKqêq5O>V?<>V?B^�ceH�Kwc,�Ô6@H�ë K\KeHj57= QO?B6@S��|EO5O?<M_ójô � �c¼UBPBö«ceHYðFUBHY?<ï�Hjc\ì�H�êqH2ëÔQOUB?]MÆëÔQdê�HY5dïwJÆKqHYc¼K%c¼H�KY:

é JBH_êeHjc¼UB6VKqc�QOë%KeJ<>@c #]êqc¼K�ceH�K¹QOë·H�üTîRH�êq>@=�HY?FKqc�ì\HYêeH íOHYêeSÙceUBêqîBêq>@ce>V?<^<E�ì�>uKqJ÷ëÔêeH�öðdU<H�?<ï�S�ï�QdUB?FKqc�J<5.íT>@?B^�57?�5OïYï�UBêw5Oï�S�Q7ëB+ �a`�öwó�� �a` >@?�5O6V6<êq5O?B^OHjc�EC57?]M(KqJBH%4 coKw5CKe>Nc¼Ke>Nï=�H�KeJBQÀMÜJ<5.íT>V?B^ÆQO?B6@SI5¹ø �b`¹E§ûÀóc`ÆE / �a` 57?<M (��a` ceU<ï�ï�HYcqcXêw5CKeH(>V?ÜKeJBH(KeQOîúó��<EBKeQdî

ôOûÀE]KeQdîÌû �Æ57?]MIKeQdîÈó�� ��KqHYc¼KqcYE§êeHjc¼îRHYï�Ke>@íOH�6@SO:X[XQCì�H�ídH�êjE<ì�H�ðFUB>NïwAT6VS_ëÔQdUB?<M[QdUÀK2KeJ<57KKeJBH�JB>@^OJI5dï�ï�U<êq5dï�S�ëÔQdê1KeJBH�ëÔêqHYðFUBHY?<ï�Sï�QOU<?dKwc�ì15Oc1=�Qdc¼Ke6@SÆMÀUBH3KqQ�>uK·îB>@ïwAT>@?B^<EB5dc1KeJ<H=�QFcoK�ëÔêqHYðFUBHY?dKjEOceHYðFUBH�?]ï�HYc�ï�QO?FKq5O>V?B>@?B^3QO?<6VS(53ce>V?<^O6@H�HYíOHY?dKj:@3T>@?<ï�H�ce>V?B^d6VH1HYíOH�?FKwc�Q7ë KeHY?QTïYï�UBê�=�U<ïwJ�=�QOêqH¾ëÔêqHYðFUBHY?FKe6@S3KeJ<5O?�57?TS�ceHYðFUBH�?]ï�HYc�KqJBH�S�5OêeH\î<57êeKhQOëoEjKeJBHYS�ì\HYêeH�6V>@AOHY6VSKeQ�PRH%îBêqHYceH�?FK¾>@?�KeJ<HXKeHjcoK1c¼H�K\5Oc¾ì\HY6V6�: ?¹ï�QO?FKeêw5Oc¼KbKeJ<H24 c¼Kq5CKq>@c¼Ke>Nï1KqHYïwJB?B>NðFUBH��]5O^O^dHYMKoì\QOö�HYíOH�?FK�57?<MÆKeJ<êeHYH�ö«H�íOHY?FK�ceHYðFUBHY?<ï�Hjc15Oc1PRH�>@?B^�êeHYîBêqHYceH�?FKq57Ke>@íOH%QOë�KqJBH3KeHj57=_:

é JB>@c9>V?B>VKe>N576OêeHjc¼UB6VK9Q7ëBï�QOUBêwc¼H�=�5OMBHbU<c§êqHYï�Qd?<ce>@MÀHYê¯KeJBH¾U<c¼H�ëÔUB6@?BHYcqc§Q7ëFKeJ<HbëÔêeHjðFUBH�?<ï�SFöï�QOU<?dK·KeHjïwJB?B>NðdU<HOE¯c¼>@?<ï�H(>uK3ì�5dcXQdPFíT>@QOU<c�KeJ<57K2>VKqc·êeHjc¼U<6uK%ì�H�êqH(ce>V=�îB6@SI?BQOK%>V?]MÀ>@ïY5CKq>VídHQ7ë%57?TS�êqHY576�c¼HjðFUBH�?FKe>N576�PRH�J<5.íT>@QOê�>@?ÙKqJBHQdP<ceH�êqíOHYMÖKqHY57=_: é QÜ=�57AdH¹>uK�ï�Qd=�î<57êw57PB6@HKeQ KeJBHÆ4 coKw5CKq>@c¼Ke>Nï�KeHYïwJ<?B>@ðFUBHdE9ì�H�êqHYc¼Keêq>Nï|KeHjMIKqJBH¹ï�Qd?<c¼>NMÀHYêeHjM[6@H�?B^OKeJÖKeQ Koì\Q_HYíOH�?FKwc57?<M¹5OP]QCídHOEF57?<MÆêeH�ö�êw57?�KeJ<H%KqHYc¼KY: é JBH%êqHYceUB6VKqc\Q7ë9KqJB>Nc\ceHYï�QO?<M¹ceH�K1Q7ë9H�üÀî]HYêe>@=�H�?FKqc�57êqHîBêeHjc¼HY?FKeHYM�>@?ÆLh>@^OUBêqH%øB: é JBH��·ö«57üÀ>@cb>@?ÆLh>@^OUBêqH%ø(ceJBQCìXc�KqJBH%îRH�êwï�HY?FKq57^dH�Q7ëWceHYðFUBHY?<ï�HjcîB>@ïwAdHYM�PTS�Hj5OïwJ�KqHYïwJB?B>NðFUBHOEjKqJ<5CK�ì\HYêeH\>V?]ï�6@U<MÀHYM(P]QOKeJ�>V?�KeJBH\Keêw57>@?B>@?B^·ceH�Kb57?]M3KeJBH�KqHYc¼Kc¼H�KY: é J<H �Xöz5CüÀ>NcXceJBQCìXc1KeJ<H�KeJ<êeHYH(MÀ>$ZRHYêeHY?dK2êq5O?B^OHjc1Q7ë»îBêqHYMB>@ï�Ke>@QO?_KeJ]5CK%ì�H�êqH�KeHjcoKqHYM �é Qdîó��2ceHYðFUBHY?<ï�Hjc�EjKqQOî¹ôOûBEYKqQOî¹û �<EC57?<M(KeQdî ó�� �<:.L<QOêbHj5OïwJ(QOë]KqJBHYceH�ï�57KeH�^dQOêq>VHjc�EYKeJ<êeHYHP<57êwc%5OêeH�ceJBQCì�?9ERï�QO?FKqêq5dcoKq>V?B^�KqJBH(îRH�êeëÔQOêq=�57?<ï�H�Q7ëbKqJBH�ëÔêqHYðFUBHY?<ï�S_ï�QdUB?FKqcXì�>VKeJ[KeJ<57KQ7ë%4 coKw5CKq>@c¼Ke>Nï¹57?]M�êq5O?<MÀQO= c¼HY6VHjï|Kq>VQd?9: é JBHÆH�êqêeQdê�P<57êwc�QO?`Hj5OïwJ`ï�Qd6VU<=�?ÙceJBQCì KeJ<H=�>@?B>@=(UB=&57?<M =�5CüÀ>@=(UB= êeHjc¼UB6VKqc�5dï�êqQdcqc\KeJBH�û�KeHjcoKj:

0

20

40

60

80

100

Top 100 Top 50 Top 25 Top 10

Acc

ura

cy (

%)

G testFrequencyRandom

���! ´��<´ � pon|¸Ot~sqmot~gjv�y�swswldp¼y�sq�3ld�zt~vF}�p¼y�vT¸dgYi��znw�~nwsqmot~gjv<{�Z`�«m¼y�mot~�«mot~sw�w{7yYvF¸%¶Vpon|ÂClFnwvdsq�2sqgjlFvCmo�wÁ

é JBH #<^OUBêqH�c¼J<QCìXc%KqJ<5CK�PRQ7KqJÌëÔêeHjðdU<H�?<ï�SÜï�QdUB?FKqc�57?]MÌ4 MÀQIc¼>@^O?<>1#]ïY57?FKe6@S[PRH�KeKeH�êKeJ<5O?(êw57?<MÀQd= c¼HY6VHjï|Ke>@QO?�5CK�îBêqHYMÀ>Nï|Kq>V?B^2ì�J<57K�ceHYðFUBHY?<ï�HjcWì�>@6V6ÀPRH�îB>@ïwAdHYM(>V?(KeJBH�KeHjcoKbceH�KY: ?<MÀH�HjM§ETêq5O?<MÀQd=×ceH�6@HYï�Ke>@QO? c¼U<ïYï�Hjcec\>@c15O6V=�Qdc¼K\?<>V6�:BLBêqHYðFUBHY?<ï�S�ï�QdUB?FKqc1MÀQ�P]H�K¼KqH�ê�KeJ<5O?4�:'[XQCì�H�íOHYêYE�KeJ<H_5dMÀíC57?FKq5O^OHëÔQOê�ëÔêqHYðFUBH�?]ï�SÈï�QOUB?FKqc�^dêeQCìXc�ì\Hj57AdH�ê�ì�>uKqJú?<5OêeêqQCì�H�êc¼HY6VHjï|Ke>@QO?�êw57?B^dHYcYE§>�: HO:@EWì�>VKeJ�KqJBHÆceH�6@HYï�Ke>@QO?�P]Hjï�Qd=�>@?B^I=�QOêqH¹ï�êq>VKe>Nï�576»ëÔQOê�HYí.5O6VU]5CKe>@QO?W:

LBUBêeKeJBHYêe=�QdêeHdE�5dc�KeJBH_HYêeêqQOê�P<57êwc�c¼J<QCì�E�KeJBH_êw57?B^dHQOë·îRH�êeëÔQOêq=�5O?<ï�HëÔQOê�ëÔêqHYðFUBHY?<ï�Sï�QOU<?dKwc1>@c1ì�H�6@69ì�>VKeJB>@? KeJBH�êw57?<^OH2Q7ë�î]HYê¼ëÔQdêe=�57?]ï�H·ëÔQOê%4 ëÔQOê1KeJ<H3KeQOîBöqó���ceH�6@HYï�Ke>@QO?9:

�\U<>V6NMÀ>@?B^3QO?(QdUBêbH�üÀîRH�êq>VHY?<ï�H�ì�>VKeJ�=�>@ce6VHj5OMÀ>@?B^2êeHjc¼U<6uKwc�ì�>uKqJ(ëÔêqHYðFUBHY?<ï�S(ï�QOUB?FKwc�E.ì�HH�üB57=�>@?BHYMï�6@QdceH�6@S(KqJBH�c¼HjðdU<H�?<ï�HYc�c¼HY6VHjï|KeHjM�PTS�KeJBH·Koì�Q�KeHjïwJB?B>NðFUBHYcYEÀ57?<M¹ëÔQOUB?<MÆ>V?FKqH�êeöHYc¼Ke>@?B^�MÀ>Nceï�êeHYî<57?<ï�>VHjc�: ?�î<5Oê¼Kq>@ï�UB6N57êjECJB>V^dJB6@S�ëÔêeHjðFUBH�?FKbKoì�Q7ö«H�íOHY?FKbceHYðFUBHY?<ï�HjchëÔQOUB?]M�PTSëÔêeHjðdU<H�?<ï�S ï�QOUB?FKqc·c¼Qd=�H�Ke>@=�HYc·J<5OM_êqH�6N5CKq>VídH�6@SÆ6@QCì 4 êq5O?BAT>V?B^Fc�:§Z\6VQFc¼HYêXH�üB5O=�>@?<57Ke>@QO?c¼JBQCì�HYMÖKqJ<5CK(>@?<MÀHYHYM§EWKeJBHH�ídH�?FKqc�>@?�KeJ<HYceHÆc¼HjðFUBH�?<ï�HYc�ì�H�êqH�?BQOK�576@ì�5.SÀc�MÀHYî]HY?<MÀHY?dKQO?�HY5dïwJ�Q7KqJBH�êj:\L<QOêÆ>@?<c¼Kq5O?<ï�HdE\îB6N5.SOHYê /Ì>@?�KeJ<HÜQOP]c¼HYêeídHYMúKeHj57= c¼Qd=�H�Ke>@=�HYcïwJBQdceHKeJBH�� �$����� ���������3PRH�J<5.íT>@QOê4�ÔAT>NïwAT>V?B^�>VK¹QOUÀKwc¼>NMÀH_QOê�KqQÙ5ÜëÔêqH�H_6@QÀï�5CKq>VQd?úQd?ÈKqJBH #<HY6@M§EHYcqc¼HY?dKq>@5O6V6@S�^O>@íT>V?B^Ü>uK�UBî��: 3T>V?]ï�H >uK�ì�5dc(5O?ú5Oï�Ke>@íOH¹î<[email protected]�ê(>@?È=�5O?FS�QOëXKeJBH ^d5O=�HYcYEc¼HjðdU<H�?<ï�HYc�>@?TíOQd6VíT>@?B^[>VKqc�êeHjï�Qd^O?B>&%�HjMÖPRH�J]5.íF>@QOê�Q7ë·ï�6VHj57êq>V?<^IKeJBHP<576@6�ì\HYêeH 576@6¾ëÃ5O>Vêq6VSëÔêeHjðdU<H�?FKY: 3TQd=�HQOë%KeJ<H_Keêw57>@?B>V?<^ÌceH�Kwc�c¼JBQCì�HYM`KeJ<57K�ì�J<H�?ñîB6N5.SOH�ê�?TUB=(PRH�ê /ÜîB6N5.SÀc� ���Y����� � � �Ô>�: Hd:VE9AdH�HYî<c3KeJ<H�P<576@6bKeQI>VKqceH�6VëoEW5.ì15.S_ëÔêeQd= QdîBî]Qd?BH�?FKwc�E§PBUBK(?BQ7K�=�QCíT>@?B^ëÔQOêqì�5OêqM ��E9KqJBH�?ÈKeJBH?BH�üTK�P]HYJ<5.íT>VQdê(>VK�>Nc�6@>@AOH�6@SÖKeQ�MÀ>@ceîB6N5.SÖ>Nc�ï�6@HY57êq>@?B^[Q7ë�KqJBH P<576@6�:!%KeJBHYê�ceHYðFUBHY?<ï�HjcbKeJ]5CK1>V?TíOQd6VídHYM�îB6N5.SOHYê8/�ï�6VHj57êq>V?<^�KeJBH·P<576@6¯c¼JBQCì�HYM�KqJ<5CK1>@?�ëÃ5Oï�K\KqJB>@cZ\6VHj57êeö �1576@6�P]HYJ<5.íT>VQdê�576Nc¼QIï�QO=�=�QO?B6@S[QÀï�ï�UBêeêqHYMÌ5Cë KqH�ê�KqJBH�P<5O6V6»J]5Oc3PRH�H�?`î]5Ocqc¼HjM[KqQî[email protected]�ê /�PTS J<>@c%KeHj57=�=�5CKeHjc �ÃêeHY^d5OêqMÀ6@HYcqc�QOë»ì�JBQO=&î<5OcqceHYM ��E]Qdê%>Vë¾îB6N5.SOH�êN/�MÀêq>VP<PB6VHjMKeJBH�P<5O6V6X#]êqc¼KY:

é JBH¹4-êw57?BAT>@?B^dc%ëÔQOê3KqJBH�ce5O=�H�ceHYðFUBH�?]ï�HYc2ì�H�êqH�ï�QO?<ce>NMÀH�êw57PB6@S[MÀ>$ZRHYêeHY?FKY: é JBH¹4=�H�KeJBQÀM(>V?<MB>@ïY5CKeHjM�KqJ<5CK�>V?]MÀH�HjM�îB6N5.SOHYê /�>@ch6@>VAdH�6@S·KqQ2ï�6VHj57êWKeJBH1P<5O6V6Fì�JBH�?�>uK #<êwcoK�îB6N5.SÀcAOH�HYî<5.ì15.SO:"[XQCì�H�íOHYêYE.576@6ÀQ7KqJBH�ê»ceHYðFUBHY?<ï�Hjc�êeHjï�HY>VídHYM�=�U<ïwJ�6VQCì�H�ê�êw57?BAT>@?B^dc�'ñQOë KeHY?(?BQOKH�íOHY?Æ>@?ÆKqJBH2KeQdîÜó�� �B: é JBH2êeHj5OceQO?�ëÔQdê�KeJB>Nc�MÀ>$ZRHYêeHY?<ï�H2>@c�KqJ<5CK1KqJBH�4 coKw5CKq>@c¼Ke>Nï%)oU<MÀ^OHjMKeJ<57K�KqJBH(Z\6VHj57êeö �15O6V6RP]HYJ<5.íT>VQdê\ì15Oc�?BQOKXMÀH�îRH�?<MBH�?FK�QO?KeJBH3î<5dceceHYc\6VHj5OMÀ>@?B^�KeQ�>VKYEÀPBUÀKì�5dc%Qd?B6VS[MBH�îRH�?<MÀHY?FK�QO?Üì�J<H�KeJ<H�ê3îB6N5.SOH�ê /¹î[email protected]�HYî<5.ì�5.Sd: ?ÌQ7KqJBH�ê3ì�QOêwMBc�E]KeJ<H4 KqHYïwJB?<>@ðFUBHdEBUB?B6@>VAdH�KeJ<H�ëÔêeHjðFUBH�?<ï�Sï�QOUB?FKqcYE<ï�QOêqêeHjï|Ke6@S¹>NMÀH�?FKq>1#<HjM KeJ<57K%îB6N5.SOHYê�/�ì�5dc� ��)�57?TS�=�QOêqH·6@>@AOH�6@S�KqQ�ï�6VHj57ê�KeJBH3P<5O6V6§>VëWKqJBH3P<576@6§ì15Oc�î<5OcqceHYM�KqQ�>VK�PTSÆ5�KqHY5O=�=�57KeHO:[XQCì�H�íOHYêYEdîB6N5.SOH�ê8/3ì15Oc\>V?<MBH�HYM¹6V>@AOHY6VS�KeQ�ï�6@HY5Oê»KqJBH·P]576@6]>VëW>VKV#<êwc¼K�5CKeKeHY=�îBKeHYM¹KeQ�AOHYH�î>uKX5.ì15.S(ëÔêqQO=×QOî<î]Qd?BH�?FKqcY: é JBH�4 KeHjïwJB?B>NðdU<H2ì15Oc¾KeJTU<c15OPB6VH·KeQ�ï�QdêeêqHYï�Ke6@S�MB>@c¼Ke>@?B^OU<>@ceJ5�c¼HjðFUBH�?FKe>N576Rî<57K¼KeHYêe?�KqJ<5CK�ì�5dc»?BQOK�MÀU<HXKeQ�êq5O?<MÀQd=#ï�QOö�QÀïYï�UBêqêeHY?<ï�HdE7PBUÀK�>V?]coKqHY5OM¹ì�5dcMÀUBH3KeQ�5�î<5Oê¼Kq>@ï�UB6@5OêXc¼HjðFUBH�?<ï�H3Q7ë�H�üÀHYï�UBKeHYM PRH�J<5.íT>@QOêwc�:

� 3Öä\á%çB:¼æ KTèoä¾á K 0bá%å�XæXâÀæ%ã .� ä»ã �

�ÖHXî<êeHjc¼HY?dKqHYM�53JTSTPBêe>NM�57îBî<êeQF5OïwJ�KeQ�6@HY5Oêe?B>@?B^2KeJ<H%ï�QTQOêwMÀ>@?<5CKqHYM�ceHYðFUBH�?FKq>@5O6ÀP]HYJ<5.íT>VQdêQ7ëRKeHY5O=�c�ECëÔêqQO=#52Ke>@=�H�ö«ceH�êq>@HYc�Q7ë§ï�Qd?FKe>@?FU<QOU<c�=�UB6uKq>uö«íC57êq>@57KeH1QOP]c¼HYêeíC5CKq>VQd?<cYECQ7ë¯=(UB6VKe>@îB6@H>V?FKeHYêq5dï|Kq>V?B^�57^dH�?FKqcY: é JBH2JTSTî]QOKeJBHjc¼>Nc¾U<?<MÀH�êq6@SF>@?B^(KeJB>Nc\5OîBîBêqQd5dïwJ�>@c¾KeJ<57K1ceU<ïwJ 5(ï�Qd=�öîB6VH�ü�Ke>@=�H�ö«ceH�êq>@HYc»ïY57?¹PRH%î<5OêqceHYM�5O?<M�Keêw57?]coëÔQdêe=�HYM�>@?FKeQ�5(c¼>@?B^O6@H�ö«íC57êq>@5OPB6@H1ïY5CKqH�^OQdêe>Nï�5O6Ke>@=�H�ö«ceH�êq>@HYcYEWU<ce>V?<^Ü5[ceH�K(QOëXP]HYJ<5.íT>VQdê�êeHjï�Qd^O?B>&%�HYêqc2KqJ<5CK�ëÔQTï�U<c�QO?B6@SÖQd?`êeHjï�Qd^O?B>&%�>@?B^c¼>@=�îB6VHdE]P]5Oce>@ïOE<PRH�J<5.íT>@QOêwc�Q7ë�KeJ<H�57^dH�?FKqcY: !·?<ï�H�KeJ<H�ï�57KeHY^OQOêq>Nï�576¯Kq>V=�H�ö«ceH�êq>VHjcX>Nc%5.íC57>@6Vö57PB6@HOE§>VK�>@c�ceH�^d=�HY?FKeHYMÌ57?]MÖc¼KeQdêeHjM[>@?�5ÆKeêq>@HOE957?ÌH�*¹ï�>VHY?dK�êqH�îBêqHYceH�?FKw5CKe>@QO?Ì57=�H�?]57PB6@HKeQ�coKw5CKq>@c¼Ke>Nï�5O6W57?<5O6VSÀce>@c�QOëWKeJ<H�MB5CKw5B:

�ÖH3MÀH�=�Qd?<coKqêq57KeHjM�KeJ<H·U<ceH�ëÔU<6V?BHjcec�QOëWKeJ<H%Kqêe>@H·êqH�î<êeHjc¼HY?dKw5CKq>VQd?¹>V? c¼U<îBî]Qdê¼Kq>V?<^(Koì�Q>V=�îRQOêeKq57?FK�=�H�KeJ<QTM<c�QOë]c¼Kq5CKq>@c¼Ke>Nï�5O6F5O?<576@SÀc¼>Nc�'÷ëÔêqHYðFUBHY?<ï�S3ï�QdUB?FKe>@?B^25O?<M(c¼Kq57Ke>NcoKq>@ïY576TMÀH�öî]HY?<MÀH�?]ï�S�MÀH�KqHYï�Ke>@QO? '�>V?c¼HYêeíT>Nï�HXQOëWMÀ>@cqï�QCídH�êq>V?<^2>@=�î]Qdê¼Kw57?FK�ceHYðFUBHY?<ï�Hjc»QOë9P]HYJ<5.íT>VQdêqcY:�ÖHH�íC576@U<5CKqHYMÌKqJBHYceH�Koì�QIKeHjïwJB?B>NðdU<HYc�>@?È5Iêq>@^OQOêqQOU]c�c¼H�K(Q7ë�H�üÀîRH�êq>V=�HY?dKwc�E�57?]M`ï�QO?Bö

ï�6@U<MÀHYM(KeJ]5CKbcoKw5CKe>Nc¼Ke>Nï�576ÀMÀHYî]HY?<MÀHY?<ï�S(MBH�KeHjï|Kq>VQd?(=�5.S�P]H�=�QOêqH�ceUB>VKq5OPB6VH\KeQ3MÀ>Nceï�QCíOHYêe>@?B^ï�QTQOêwMÀ>@?<5CKqHYM�ceHYðFUBH�?FKq>@5O6<PRH�J<5.íT>@QOêjEdce>V?<ï�HX>VK�>Nc\5OPB6@H�KeQ�êeHM)oHYï|K\ëÔêeHjðFUBH�?FKe6@S�QOP<ceH�êqíOHjM�c¼H�öðdU<H�?<ï�HYc1ì�JBQFc¼H�ï�Qd?<c¼Ke>VKeUBHY?dKXPRH�J]5.íF>@QOêwc�J<5.íOH3ï�QOö�QÀïYï�UBêqêeHjM¹MÀUBH3KqQ¹ïwJ<57?]ï�HO:

�ÖH157êqH�ï�UBêqêeHY?dKq6VS3>@?TíOHYc¼Ke>@^d57Ke>@?B^%ì15.SÀc9KqQ·P<UB>V6NM�QO?(QdUBê�57îBîBêqQd5dïwJ�>@?�ceH�íOHYêq5O6FMB>VêqHYï�öKe>@QO?<cY:FLh>@êqc¼KYEFì�H·57êqHX>@?TíOHYc¼Ke>@^d57Ke>@?B^�ì15.STc»Q7ë9U<ce>V?<^(PRQ7KeJÆëÔêeHjðFUBH�?<ï�S�ï�QOUB?FKwc\5O?<M�KeJBH�4êq5O?BAT>V?B^Fc�QO?Àö«6V>@?BHdEBc¼U<ïwJKeJ]5CK�îBêqHYMÀ>Nï|Kq>VQd?<c1Q7ë�KeJBH�?BH�üTK �¹HYíOH�?FKwc�ï�57? PRH2=�5dMÀHOEBP]5OceHYMQO?Ö5O?ÜQdP<c¼HYêeídHYM_îBêqH�#<ü¯:+3THjï�Qd?<M§E¯ì\H�57êqH(>@?TíOHYc¼Ke>@^d57Ke>@?B^5Æ=�H�KeJ<QTMÜëÔQOê2Kqêq5O?<coëÔQdêe=�>@?B^KeJBH2MÀ>@cqï�QCídH�êqHYM�c¼HjðFUBH�?<ï�HYc¾>V?FKeQ�5�^Oêw57îBJ<>@ïY576B=�QÀMÀH�6�EFHYcqc¼HY?dKq>@5O6V6@S�5�îBêeQdP<57P<>V6@>@c¼Ke>NïT#<?B>VKeHcoKw5CKeH�57UBKeQO=�57Kq5BE<KeJ<57K3ïY57?[PRH�U<ceHYM_ëÔQdê2MÀHYH�îRH�ê�57?]576@STce>NcXQ7ë¾KeHY5O= P]HYJ<5.íT>VQdêY: ?[KqJB>@cKq5OceA¯EÀì\H�5OêeH�57>NMÀHjMÆPTS¹îBêq>@QOê�ì�QOêqA�PFS [XQCì�H35O?<M 3TQO=�6@Q ò@ó��Cõ�:

�����$���� �����%#��!���!$ ���� é JB>@c%êeHjc¼Hj57êwïwJì15Oc%c¼îRQO?<ceQOêqHYM PTS ^Oêw57?FKqc 1%QdcY:]L�ø ��� �dôCö +�(Cöô.ö��BóYøFûÀETL�ø �@� �dôCö + /jöoô.ö��dôOû �BE75O?<M 1 �XZT[2Z �Bó�� �Fû!+B: é JBH�íT>@H�ìXc�5O?<M_ï�QO?]ï�6@U<c¼>@QO?]c�ï�QO?BöKq57>@?BHjM>@?_KeJ<>@cXMBQTï�UB=�H�?FK·5OêeH2KeJ<QdceH�Q7ëhKeJBH(5OUÀKeJ<QOêwc�57?<M_ceJBQOUB6NM ?BQ7KXPRH�>@?FKeH�êqîBêqH�KqHYM5Oc»?<HYï�Hjcecq57êq>@6VS�êeHYîBêqHYceH�?FKe>@?B^3KeJ<H·Q *�ï�>@5O6<îRQO6@>@ï�>VHjc¾Qdê¾HY?<MÀQOêwceH�=�H�?FKqcYEOHY>uKqJBH�ê�H�üÀîBêqHYcqceHYMQOê3>V=�îB6@>@HYM§E§QOë»KeJBH � H�ëÔHY?<c¼H�8�MÀíC5O?<ï�HjM � Hjc¼Hj57êwïwJ � êqQ!)oHYï�Kqc38X^dH�?<ï�S � � 8 � � 8���E9KeJ<H*�3 8Xêq=(SdETKeJBH * 38%>Vê·LBQOêwï�HdEÀQOê�KeJ<H *�3_42QCíOHYêe?B=�HY?dKj:

" . � .Wã .Wá%ç .@K� Á��<nw�z�]{ $%Á~{��\t~s¼�]{]f\Á~{]rOtu¸dvdnqp|{]f\Á �WÁ $ ���zt~vF}(kF�uy�vÆponwsqgj}jvdt�motugYv t~vÆ�Oldi�yYvO¿�sqgji�kFlOmonqp»swgY�~¿�uy��ÀgYp¼y�mot~gYv]Á ��v $h� pogCswnwnw¸dt~vF}Y��g�¶1mo�Fn ��vCmonqpovTy�motugYvTy��1fhgYvd¶NneponwvFswn�gYv����znep���g7¸dnw�~�~t~vF}� �1��¿ [%[ �e{ ��y�v§{Tf�yYvTyY¸Fy � � [%[T[ �

� Á�x1y��7tu¸d�zgYv]{ �\Á~{dÅ�t�po�z�]{OÅ·Á $W� pogj�FyY�Ft~�~t~�«mot~s%gYvF�~t~vFnXy�sqmot~gjv�kOpon|¸dt~sqmot~gjv<Á ��v $O� pogCswnqn|¸dt~vF}Y�\g�¶mo�dn � [T[%K �\��� �hrOkOpot~vF}�rC�Oi�kÀgj�zt~lFi gYv ��v7monq�u�~t~}jnqv7m��9v7�Ot�pogYvFi�nwvCmo�wÁ � � [T[%K �

� Á �¾t~se½jnw� {bþdÁ~{»þjgY�Fvd�zgjv]{bÛ÷Á �9Á $ � vFt~i�y�monw¸ÌyY}YnwvCmo��¶@gYp�kOpogCswn|¸dlOp¼yY��mzp¼y�t~vFt~vF}It~vÙ�7t~pzmolFyY�ponwyY�~t�m�� $9� nqposwnqkdmot~gjv<{§swgj}YvFt�mot~gjv<{hy�vT¸_i�g�mogYp·swgjvCmzpogj� Á � kdkF�~t~n|¸ � pzmot�ÚTsqtVy�� ��vCmonw�~�~t~}jnwvdswn� � � � [%[T[ � �T@j���7� K �

@ Á µ yYi2�ÀnY{¯�Á~{��\gY�znwv7�F�~gCgji�{ � Á rÀÁ $ ���hrdf $¯� v_y�kFkdpogjyYs¼� mog¹yY}YnwvCmXmzp¼yYs¼½Ot~vd}�t~vIy�pon|y��~¿mot~i�nj{C¸O�OvTy�i�tusbnqvO�7t�pogjvdi�nwvCm|Á ��v $7� pogCsqnwn|¸dt~vd}j�bgY¶<mo�Fn ��vCmonqpovFy�mot~gjvFyY�ÀþYgjt~vCm¾fhgjvO¶NnqponwvdswngYv � pzmot~ÚFswtuyY� ��vCmonw�~�~t~}jnwvdswnjÁ � � [%[ � �

� Á �¾t~�~nq�C{ � Á~{��Wnw�~gj�zgO{j�Áu{��Xy�i�tuvd½jy7{GZ·Á $d� vXnwi�kdt~pot~s|y��C�«molT¸7��gY¶dswg.y�se�dt~vF}dÁ ��v $�� pogCswnwn|¸Ot~vF}j�g�¶Fx�tu�«mzpot~�dldmon|¸ � lOmogjvdgji�gjld���¾gj�Àg�mot~sbr7�O�«monwi�� D {Yr7kdpot~vF}Ynqpz¿���nepo�Vy�} � �Yÿjÿj� � �Nmog¾yYkdkÀn|y�p��eÁ

D Á �hyYlFnep|{7�Á $�� pogji t~vCmonqp¼yYsemotugYv�¸Fy�m¼y�mog�kF�uyYv3�~t~�dp¼y�pot~nw� $O� sw�~lF�«monepotuvd}XyYkdkdpog.y�se�<Á ��v $C� pogY¿sqnwn|¸dt~vd}j�9gY¶Àmo�dn ��vCmonqpovTy�mot~gjvTy��FþYgjt~vCmbfhgYvd¶NneponwvFswn»gYv � pzmot�ÚTsqtVy�� ��v7monq�u�~t~}jnqvFswnjÁ���gY�~lFi�n � Áu{rCmogCse½7�dgj�~i�{dr7ºhn|¸dnwv<{À��g�po}.y�vd¿��XyYlO¶Ni�yYv � ld�F�~t~�z�Fnqpo�w{ ��vds � � [T[%[ � [%D ��� [%DH

H Á ��v7lOmo�]{Tx·Á �bÁ $ r7gYpzmot~vF}�yYvF¸r7n|y�pos¼�Ft~vd}dÁ��Wgj�~lFi�n � gY¶ µ �Fn2y�pzm1g�¶hsqgji�kFlOmonqp\kdpogj}�p¼yYi3¿i�t~vd}dÁ � ¸F¸Ot~�zgjvd¿ÔÛ nw�z�~nq� � � [H � �

K Á�Å\g|º�nj{ � Á �»Á~{Àfhgj�Fnqv]{ � Á �%Á $ ��vT¸Onqpo�«m¼yYvF¸dt~vF}2kF�uyYvdvFnqp¾�Ànw�Fy��7t~gYp|Á � pzmot�ÚTswtuy�� ��vCmonw�~�~t~}jnwvdswn�� � � [%[ � � ���Y���T� D%D

[ Á��ByY½7t {F�Á~{��<nw�z�]{ $·Á~{FÝ�}jt~�Ty�p¼yO{T�Á $W� �uyYvdi�t~vFn $ rOnwÂ7ldnwvFsqn�i�t~vFt~vF}X¶Ng�p¾kF�uyYv(¶ yYt~�~ldponq�wÁ ��v $� pogCswnwnw¸dt~vF}Y�Wg�¶Tmo�Fn @ mo� ��vCmonqpovTy�mot~gjvTy��TfhgYvd¶@nqponwvFsqnbgjv���vdg|º»�unw¸d}jnhx1t~�zswg��.nqpz�·yYvF¸·x�y�m¼y��t~vdtuvd}d{ ���\� � � ponw�z� � � [T[%K � � D%[ �C� H @

�wÿ Á�Å\g|º�nj{ � Á �bÁu{CrOgYi��ugO{cZ·Á �9Á $ ��g7¸dnw�~t~vF}Xt~vCmonw�~�ut~}YnwvCm��«�O�«monwi�neÄdnqswldmot~gjv3yY�W�«m¼y�monq¿Ômzp¼yYvd�zt�motugYv¸OtuyY}Yp¼y�i��§mog1�zlFkdkÀgYpzmW¸dnq�FlF}Y}jt~vF}OÁ ��v $j� pogCsqnwn|¸dt~vd}j�WgY¶Tmo�dn¾rOnwswgYvT¸ ��vCmonqpovTy�mot~gjvTy��OÛ gYpo½C¿�z�dgjk�gjv � ldmogji�y�mon|¸�x1nw�Fld}j}Ytuvd}dÁ � � [T[H �

�Y� Á1Û nwvT¸O�~nqp|{<þdÁ~{��XyYi�t~vF½YyO{�Z·Á � Á~{��Wnw�~gj�zgd{R�Á $�� ldmogYi�y�mot~s|yY�~���¹t~i�kdpog��7t~vF}�mon|yYi#swgCgjkÀnqpz¿y�mot~gjv¹�C��y�kFkF���Ot~vF}�swgCg�p¼¸dt~vTy�mot~gjvÆi�g7¸dnw�~�wÁ ��v $ µ �dn �\��� � � yY�~�¯�«�Oi�kÀgj�zt~lFi gYv ��vCmonwvCm��vd¶@nqponwvFsqn�¶Ng�p�fhgY�u�uy��ÀgYp¼y�mot~�.n µ y��z½O�w{ ���\� � � ponq�z� � ��ÿjÿO� �

�|� Á�Å�yYv<{ �3Áu{ �Wnw�~gj�zgO{h�Á $Ö� ldmogji�y�mon|¸_pogj�Àg�m��Ànw�Ty|�7t~gYp3ponqswgj}YvFt�mot~gjv`y�kFkF�~t~n|¸ImogÆpogY�ÀgYmot~s�zgCsqswnqp|Á ��v $]� pogCswnwn|¸Otuvd}j�XgY¶hmo�Fn ��þCf � �ÿ [%[ Û gYpo½7�z�FgYkgYv µ nwyYi �hnq�Ty|�7tug�p%yYvF¸ � �Vy�vd¿�¾nwswgY}jvdt~mot~gYv]Á � � [%[%[ � � �u�zg�y�kFkÀn|y�po��t~v � pogCswnwn|¸Otuvd}j�\gY¶9mo�Fn [ mo� ��vCmonqpovTy�mot~gjvTy��§rC�di�kÀg�¿�zt~ldi gY¶ �¾gj�Àg�motusq� �¾nw�zn|y�pose� � �zrFr �¾¿ [T[ �eÁ

�w� Á � vT¸Ogd{ µ Á $ �¾nqÚTvdnwi�nwvCm�g�¶9�zgCswswnqp�yY}YnwvCmo�BXFkÀgY�zt�motugYvF�¾lF�zt~vF}·ponwt~vd¶Ng�poswnwi�nwvCm¾�~n|y�povdt~vF}dÁ ��v��t�m¼y�vFgd{RÅ·Á~{¯nw¸<Á $ �¾gj�ÀgCfhldkd¿ [H $ �¾gj�Àg�m2�zgCswsqnqp3º�g�po�u¸_swlFk �¼Á �Wgj�~lFi�n �w� [ � g�¶ � $ � �eÁr7kdpot~vF}Ynqpz¿Ã�.nqpo�uyY} � � [T[%K � � H ���C� K%K