b;8cb^] n :=

50

Upload: others

Post on 22-Aug-2020

2 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: B;8CB^] N :=

������������ ������������ ����������������������! "���#�� �$���������� ����%�&��('��)�����*����+ ,"��������-.���/���*021�43��� 5#6

798;:=<?>A@�BC<EDF<4G$HJIK8CDMLON/I9PJQ/B;8CR=@TS�DMR=UTHEVWNXDMDMY�Z[@\B;8CB^]_N_:=<O`�HEacbdSXDM<�efLOgOghBC<4GWi jXi kG(l Y�mO:d:=8n:MocIK:=p.ghLhSX@�q l Y\B;@\<OY�@\N\HJr�@\8tsW7/udBvuxw/<hB;u=@�q(N_B;SWb=HJr�@\8tsW7/udBvu4HhVWN(qXDF@\8ydzX{C|J}~| �/��|O�\�;��}h�O��}����^{C� HE� ���O�4{C| ���c�����_�;��}h�O��}����^{C��� SX@�8��������=��s��~sW�M���=���M�M���

U l Y�mO:d:=8n:Mo�a�<OR=BC<h@\@\q_BC<OR DM<h¡ l Y�BC@�<OY\@FHEVW<�S(@\q_<EDFSXB;:=<EDM8 w)<OB;uM@\q_N(B;SWbx¢Kq(@�p.@�<£H¢Kq_@\p @\<£H&¤�@\q_p¥DM<�b

���^¦O{C�v§hz���}~§&�¨{©�MªX« � z�¬xz�|n�®­Oz¯� SX@�8��°�±���~s©���³²�s��M�=�=���~���=�` l Y�mO:d:=8n:MocZ�DFSXmh@\p.DFSXB;Y�DM8 l Y\B;@\<OY�@\N\HJr�@\8tsW7/udBvuxw/<hB;u=@�q(N_B;SWb=HJr�@\8tsW7/udBvu4HhVWN(qXDF@\8

{C�X}��\�³���c�����_�;��}h�O��}����^{C��� SX@�8��������M��s��~sW�M���=�M���M���j l Y�mO:d:=8n:MocZ[@�¡OBCY�BC<O@FHOr´@�8vs©7/udB;u�w/<OBvu=@\q_N(BvSWb=HJr´@�8vs©7/udB;u&HOVWN_qXDM@�8

kWr´:#µfmO:Mp¶Y\:=q_q(@\N_g4:M<O¡O@\<hY\@¯N(mO:=Lh8C¡?·4@¯DM¡O¡hq(@\N_N(@�¡£P

¸�¹4º$»T¼�½d¾�»¿¨À�Á#Â�ÃKÄ�Å�ÁÇÆdÈ_ÉWÄAÊËÅ�Ì�ÍvÍÎÁ$À�Ï�Á$ÉAÐtÀ�ÑdÀ�Ò�Á�ÈËÉWÄ�Ì�ÀdÒ�ÐtÀ�Ï¥À�Á$Ñ�ÈËÌ�Í�ÐtÀ�Ã;Â�ÈËÓ¯Ì�Ä�ÐÎÂ�À�Ô�È�Â=ÊXÁ$É�É�ÐtÀ�Ï

ÐtÉ�Ä�Å�Á¥ÐtÒ�Á$ÀFÄ�ЮƳÊ�Ì�Ä�ÐÎÂ�À�Â�ÃKÄ�Å�Á ÃÕÑ�À�ÊXÄ�ÐÎÂ�À�Ì�ÍcÈËÂ�ÍÎÁ$ÉAÂ�ÃfÀ�Á$Ñ�ÈËÌ�Í�À�Á�Ä×Ö´Â�È�Ø�Á$ÍtÁ$Ó�Á$À~Ä�É$ÙÛÚKÐtÓ±ÜÐtÀ�Ï#Ì�ÄÝÄ�Å�ÐtɨÏ�Â�Ì�ÍßÞ&ÍÎÁ$É�ÐÎÂ�ÀxÉ�Ä�Ñ�Ò�ÐÎÁ$ɨÅ�ÌTà�ÁAáOÁ�Á$ÀxÊ�ÍtÌ�É�É�ÐtÊ�Ì�ÍvÍÎâ Ñ�ÉWÁ$ÒxÐvÀ¥À�Á$Ñ�È�Â�É�Ê�ÐÎÁ$ÀdÊXÁ�Þ&Ó�Â�ÉWÄÂ�ðְÅdÐtÊËÅ�Å�ÌTà�Á#Á$Ó�ÔdÍÎÂ�â�Á$Ò�É�ÐtÀ�Ï�ÍÎÁÇÍÎÁ$É�ÐtÂ�À�É)Ö�Å�ÐtÊËÅ�Ì�È�Á#ÍtÐvÓAÐÎÄWÁ$Ò�ÐtÀ�Ä�Å�Á$ÐÎÈ�Ì�ádÐtÍtÐtÄãâxÄWÂxÈ�ÁXÜà�Á$Ì�ÍJÄ�Å�Á9É�ÐÎÏ�À�ÐÎƳÊ�Ì�À�ÊXÁÝÂ�ÃnÐtÀFÄWÁ�ÈËÌ�ÊXÄ�ÐtÀ�ÏAÁ$ÍtÁ$Ó�Á$À~Ä�É$Ù�ä�Å�ÁfÈ�Á$ÊXÁ$ÀFÄ�ÍÎâ#Ò�Á�à�Á$ÍÎÂ�ÔOÁ$Ò å�ÑdÀ�ÊXÄ�ÐÎÂ�À�Ì�Íæ�Â�ÀFÄWÈËÐÎádÑ�Ä�ÐtÂ�À.ÚKÀ�Ì�ÍÎâ=É�ÐtɱçÕå4æcÚÝèKÓ�Á�Ä�Å�Â=ÒxÅ�Ì�ɨÌ�Ò�Ò�È�Á$ÉËÉWÁ$Ò�Ä�Å�Á±ÃCÑdÀ�ÊXÄ�ÐÎÂ�À�Ì�ÍéÍÎÂ=Ê�Ì�ÍtÐÎê$Ì�Ä�ÐÎÂ�ÀÊËÅ�Ì�ÍvÍÎÁ$À�Ï�Á�áMâ9Ì�ÀdÌ�ÍÎâFê$ÐvÀ�ÏfÒ�Ì�Ä�ÌfÊXÂ�Ó�ÔOÂ�ÉWÁ$Ò¯Â�ÃEÓ/Ñ�ÍtÄ�ÐÎÔdÍÎÁcÍÎÁ$É�ÐÎÂ�ÀdÐtÀ�ϨÁXëMÔOÁ�ÈËÐvÓ�Á$À~Ä�ÉnÌ�ÀdÒAÊXÂ�ÈWÜÈ�Á$ÉWÔOÂ�À�Ò�ÐvÀ�Ï#ÃCÑdÀ�ÊXÄ�ÐÎÂ�À�Ì�ÍnÔOÁ�È�ÃCÂ�ÈËÓAÌ�ÀdÊXÁ�ÍÎÁ�à�Á$ÍtÉ$ÞéÑ�ÉËÐtÀ�Ï Ì�À[Â�ÔOÁ�ÈËÌ�Ä�ÐÎà�ÁÇÓAÐtÀ�ÐtÓ¯ÐÎê$Ì�Ä�ÐÎÂ�ÀxÌ�Ô�ÜÔ�È�Â�Ì�Ê_ÅEÙ�ä�Å�ÐvÉcÔdÌ�ÔOÁ�È�Ô�È�Á$ÉWÁ$ÀFÄ�É�Ä�Å�Á/ì�í�îãïñðvòÕî;ó(ô�ð;õ\ö�÷=ø³ù�úEî;ó�û�üXù�îãí~óKýKödù�îþû�ô�ðtô±ÿtìx÷=ý��$ÞdÌ�ÀÌ\ë=ÐtÂ�ÓAÌ�Ä�ÐtÊ�Þ�É�Ê�Ì�ÍtÌ�ádÍtÁ´Ì�À�Ò/ÈËÐÎÏ�Â�È�Â�ÑdÉ4Ó�Á�Ä�Å�ÂMÒ/Ã;Â�È£Ò�Á$Ò�ÑdÊ�ÐtÀ�Ï°Ê�Ì�Ñ�ÉËÌ�Í~ÃÕÑ�À�ÊXÄ�ÐÎÂ�À/ÍÎÂ=Ê�Ì�ÍtÐÎê$Ì�Ä�ÐÎÂ�ÀÃ;ÈËÂ�Ó Ó/ÑdÍÎÄ�ÐÎÔdÍÎÁÝÍÎÁ$ÉËÐÎÂ�À�ÐtÀ�ϱÒ�Ì�Ä�Ì=Þ³ÂTà�Á�ÈËÊXÂ�ÓAÐvÀ�Ï�ÉWÁ�à�Á�È_Ì�Í&É�Å�Â�ÈËÄ�ÊXÂ�ÓAÐtÀ�Ï�É�Â�ãÄ�Å�Á/å4æcÚ/Ù³ä�Å�Á��� Ú)ÞéádÌ�ÉWÁ$Ò[Â�À�ÃCÑ�ÀdÒ�Ì�Ó�Á$ÀFÄ�Ì�Í´ÊXÂ�À�ÊXÁ�ÔdÄ�É/ÃCÈ�Â�ÓÏ�Ì�Ó�ÁÇÄ�Å�Á�Â�È�â�Þ Ì�Ê�Ê�Ñ�ÈËÌ�ÄWÁ$ÍÎâ��MÑ�Ì�ÀFÄ�ЮÆdÁ$ÉÄ�Å�ÁfÊXÂ�ÀFÄWÈËÐÎádÑ�Ä�ÐtÂ�À�ÉcÂ�ÃéÀ�Á�ÄãÖ�Â�È�ØÇÁ$ÍÎÁ$Ó�Á$ÀFÄ�É�Ì�À�Ò#Ä�Å�Á$ÐtÈ�ÐtÀ~ÄWÁ�È_Ì�ÊXÄ�ÐÎÂ�À�É�Ù��ÛÅ�ÐtÍtÁKÄ�Å�ÁÝÂ�ÈËÐÎÏ�ÐtÀ�Ì�ÍÏ�Ì�Ó�Á9Ä�Å�Á�Â�È�Á�Ä�ÐtÊ�Ì�ÍéÒ�ÁXƳÀ�ÐtÄ�ÐÎÂ�À#Ì�À�Ò Ê�Ì�ÍvÊ�Ñ�ÍtÌ�Ä�ÐÎÂ�À Â�ÃnÄ�Å�Á � ÅdÌ�ÔdÍÎÁ�â�à\Ì�ÍtÑ�ÁfÈ�Á�MÑ�ÐÎÈ�Á$É�Ì�Ò�Ì�Ä�ÌÉWÁ�ÄcÂ�Ã&Ì9ÔOÂ�ÄWÁ$À~Ä�ÐtÌ�ÍvÍÎâ�à\Ì�É�ÄcÀMÑ�Ó/áOÁ�È´Â�Ã&Ì�ÍvͳÓ9Ñ�ÍÎÄ�ÐÎÔ³ÍÎÁ°ÍÎÁ$É�ÐtÂ�À¯ÁXë=ÔOÁ�ÈËÐtÓ�Á$ÀFÄ�É�ÞMÖ´ÁÝÒ�Á�à�Á$ÍÎÂ�ÔOÁ$ÒÉWÁ�à�Á�ÈËÌ�Í ��� Ú Ô�ÈËÁ$Ò�ÐtÊXÄ�ÐÎÂ�À�Ì�À�ÒAÁ$ÉWÄ�ÐtÓAÌ�Ä�ÐÎÂ�ÀAà\Ì�ÈËÐvÌ�À~Ä�É�Ö°Å�ÐtÊ_Å�Ñ�ÉWÁ�Â�À�ÍÎâ±ÌÝÈ�Á$ÍvÌ�Ä�ÐÎà�Á$ÍÎâ�É�ÓAÌ�ÍtÍÉWÁ�Ä�Â�ÃKÁXëMÔOÁ�ÈËÐtÓAÁ$À~Ä�É�Ù�ä�Å�Á�ÉËÑ�Ê�ÊXÁ$É�ÉWÃÕÑ�Í�Ö´Â�ÈËØMÐtÀ�Ï¥Â�ÃKÄ�Å�Á �� Ú ÐtÉ�Ò�Á$Ó�Â�À�É�ÄWÈËÌ�ÄWÁ$Ò�ÐtÀ�ÌÄ�Å�Á�Â�È�Á�Ä�ÐtÊ�Ì�ÍcÄWÁ$É�ıÊ�Ì�É�Á�Þ�ÐtÀ�Ì�È�Ä�ЮƳÊ�ÐtÌ�ÍvÍÎâ�Á�à�Â�ÍÎà�Á$Ò�À�Á$Ñ�È�Â=ÊXÂ�ÀFÄWÈ�Â�ÍtÍÎÁ�ÈËÉ9Ì�À�Ò�ÃCÂ�È9Ä�Å�Á�Ì�À�Ì�Ítâ~ÜÉ�ÐtÉ/Â�Ã�Ì�À�ÁXë�Ì�Ó�ÔdÍÎÁ�Â�ðádÐtÂ�ÍÎÂ�Ï�ÐtÊ�Ì�ÍñÞ£È�Á�à�Á�ÈËÉËÐÎádÍÎÁ�Ò�Á$Ì�ÊXÄ�ÐÎà�Ì�Ä�ÐÎÂ�À�Ò�Ì�Ä�Ì=Ù �� Ú Å�Ì�É�Ì.Ö°ÐtÒ�ÁÈËÌ�À�Ï�Á±Â�à ÔOÂ�ÄWÁ$ÀFÄ�ÐtÌ�Í£Ì�Ô�ÔdÍtÐtÊ�Ì�Ä�ÐtÂ�À�É°ÐtÀ¥À�Á$Ñ�ÈËÂ�É�Ê�ÐÎÁ$À�ÊXÁ9Ã;Â�ȨÄ�Å�Á�Ì�À�Ì�ÍtâMÉ�ÐvÉ�Â�Ã�ÈËÁ�à�Á�ÈËÉ�ÐÎádÍtÁ/Ò�ÁXÜÌ�ÊXÄ�ÐÎà�Ì�Ä�ÐÎÂ�À�ÁXëMÔOÁ�ÈËÐvÓ�Á$À~Ä�ÉÝÌ�ÀdÒ.ÄWÈ_Ì�À�É�ÊXÈËÌ�À�ÐvÌ�ÍéÓ¯Ì�Ï�À�Á�Ä�ÐtÊ�ÉWÄ�ÐtÓ9Ñ�ÍtÌ�Ä�ÐtÂ�À��©à=ÐÎÈ�Ä�ÑdÌ�ÍéÍtÁ$É�ÐÎÂ�À�É� =ÞÌ�À�Ò¯ÐvÀAádÐÎÂ�ÍtÂ�Ï�â±ÐvÀ�Ï�Á$À�Á�ÈËÌ�ÍñÞMÃCÂ�È�Ä�Å�ÁKÌ�À�Ì�ÍÎâ=É�ÐtÉ Â�ÃEÏ�Á$À�Á�À�Á�Ä×Ö´Â�È�Ø=É�àMÐvÌ��WÓ/ÑdÍÎÄ�ЮÜßØ=À�ÂMÊËØ�Â�Ñ�Ä� ÁXëMÔOÁ�ÈËÐvÓ�Á$À~Ä�É$Ù

Z�D�b�²=²=HE�M�=�=�

Page 2: B;8CB^] N :=

� ��������� � ���������

Q/:�µ2B;N.<O@�LOqXDF8/B;<hoß:=q(p.DFS(BC:=< gOq_:³Y�@\N_N(BC<hR SX: ·4@[LO<O¡O@�q(NËSX:d:³¡����±<O@[:Mo±S(mO@[ghq(BC<hY\BCgODM8��Eq(NËSY�mEDM8;8C@�<OR=@\N�BCN�S(:�BC¡O@�<�SXB;oñb�S(mO@�q(:M8C@\N�:MofSXmO@¥<O@�SWµ�:=q���� N�@\8C@�p.@�<�SXN\H�·&@¥S(mO@�b N(BC<hR=8C@.<O@\LOq_:=<ON�H<O@�LOq(:=<ODM8KDFN(N(@�pÇ·O8;BC@\N¯:=q¯Y\:=qËSXB;Y�DM8�q(@�R=BC:M<ON\H´¡O@\g&@\<O¡hBC<OR�:M< SXmh@¥N(Y\DM8C@.:=< µfmhBCY�m S(mO@¥NËb³NËSX@�pBCN�DM<EDM8vb���@\¡£P a�uM@\< N(BCp gO8;@�<O@�q_u=:MLON[NËbdN_SX@�p.N?DMq_@�Y�DMgODM·O8C@�:Fo�g&@\qËoß:=q(p BC<hRÛpÇLO8vSXBCgh8C@�DF<O¡LO<Oq_@\8CDFSX@�¡?SXDMN���N\P¨a°DFY�m�S�DMN���q(@�Y\q_LOB;S(N/N_:=p.@A:Mo´SXmO@¯@\8;@\p @\<�SXNf:Mo´SXmO@¯N_bdNËSX@\p?H4DM<O¡?:MoñSX@�<[SXmh@NXDFp.@ @\8;@\p @\<�S�gODMq_S(BCY\B;gEDFS(@\N¯BC< N(@�uM@\q(DM8�SXDMN���N\P?7"gOq(@�Y\BCN_@ ��LEDM<�S(B!�EY\DFSXB;:=< :MoKSXmO@.@\8C@�p.@�<�SXN��Y\:M<�S(q(B;·OLhSXB;:=<ON9S(:¥SXmh@#¡OB!"4@\q_@\<�S±S�DFN���NAp¥D�b[gOq(:�udBC¡O@�BC<ON_BCR=m�SXN9q(@\R=DMq(¡OB;<OR¥S(mO@ÇoßLO<OYTSXBC:M<OBC<OR.:MoSXmh@¯<h@\q_uM:=LON)N_bdN_S(@\p?HJqXDMB;N(@�<O@Tµ m�b³g&:MS(mO@\N_@\N±DF<O¡�8C@�DF¡�S(mO@�µ¨D�bxS(:�oßLhq_SXmh@\qfq(@�N(@�DFq(Y�m£P# :³Y\DM8CB!��DFS(BC:=<�:MohN(g&@\Y�B!�EY°S�DMN��dN�BC<ASXmh@�<O@�q_uM:=LONcNËb³NËSX@�p B;N�Y�:=<�u=@�<�S(BC:=<ODM8C8vb�¡O:=<O@°·�b¯q(@\Y�:=q(¡ds

BC<hR?S(mO@�DMYTSXBvu³BvSWb�:Mo¨S(mO@¥NËbdN_SX@�p @�8C@�p.@�<�S(N�¡hLOq(B;<OR�Y�:=R=<OBvSXBC:M< DF<O¡Û·&@\mED�udBC:=q�H´p.DMB;<O8;b�LON(B;<OR@\8;@\YTSXq(B;Y�DM8´q(@�Y\:=q_¡OBC<ORMNADM<O¡�oßLO<OY�S(BC:=<ODM8�<O@�LOq(:MBCp.DMR=BC<hR.SX@�Y�mO<OB!�dLh@\N\P w)N(BC<hR�S(mO@#q(@�Y\:=q_¡O@\¡ DMY$sSXBvudB;SWb=HFSXmO@fY\:Mq(q(@�8ÕDFS(BC:=<�·4@TSWµK@�@\< @\8C@�p.@�<�SXN°DM<O¡�¡OB$"é@�q(@\<�S�·&@\mED�udBC:MqXDM8hDM<O¡#oßLO<OYTSXBC:M<EDM8h:M·ON(@�q_u�sDM·O8;@\N�Y�DM<x·&@±BC<³oß@\q(q_@\¡£P�Q):�µK@Tu=@\q�HOSXmOB;NKY�:=q(q_@\8ÕD~SXBC:M<¥¡O:d@\N¨<h:MS¨<O@�Y\@�N(NXDFq(BC8vb�B;¡O@\<�SXBvoñb Y�DMLON(DM8CBvSWb=P% :=qc@'&ODFp.gO8;@MH�BvS�BCN�g&:=N(N_BC·O8;@KSXmODFS°D�q(@\RMBC:=<#¡O:d@\N�<h:MS�Y\:=<�S(q(BC·hLhSX@¨S(:AS(mO@fgOq(:dY\@�N(N_BC<ORA:Mo4D±S�DMN��JH·OLhS´B;S(N�DMY�S(B;udB;SWbAB;N�NËSXB;8C8�qXDFBCN(@�¡¯µfmh@\<�S(mO@°SXDMN��AB;N�g&@\qËoß:=q(p @\¡éHF·&@\Y\DMLON(@KB;S BCN´DMYTSXB;uFDFS(@\¡¯·�b�:FSXmO@�qq(@�R=BC:M<ON�S(mEDFS´¡O:9gh8ÕD�b¯D/q_:=8C@�BC<¯g&@\q_oß:Mq(p BC<ORfSXmO@�S�DFN��JP l LOY�m�¡OB!( Y\Lh8;SXB;@\N�DM<O¡�:MSXmO@�q(N SXmED~ScDMq_BCN_@LON_BC<OR DÇY\:Mq(q(@�8ÕDFS(BC:=<dsW·EDMN_@\¡�DM<ODM8;bdN(B;NÝmED�u=@A·&@\@\<?q(@�Y\@�<�S(8;bx¡hBCN(Y�LON(N_@\¡?·�b�>�:=N(N_8;bd< � ²��=�=�=�TPcr�::�u=@�q(Y\:Mp.@)SXmO@�N(@±B;<OmO@\q_@\<�S¨N_mO:=qËSXY\:Mp.B;<OR=N\H�8;@\N(B;:=< N_SXLh¡OBC@�NKmED�u=@9·4@�@\<¥S(qXDM¡OBvSXB;:=<EDM8;8;b�@\p gO8C:�b=@�¡BC< <O@�LOq(:MN(Y\B;@\<OY�@MH�BC< µfmOBCY�m SXmh@�S�DMN��Ûg4@�q_oß:=q_p¥DF<OY\@xB;N#p.@\DMN(LOq_@\¡ DFoñSX@�q#8C@�N(BC:M<OBC<OR�¡hB!"4@\q(@�<�S@\8;@\p @\<�SXN�:MofSXmO@�NËbdN_SX@�p[P # @\N_BC:=<OB;<OR�@�<EDM·O8;@\N\H�B;<ÛgOq(B;<OY\B;gO8C@FH�SXmh@�Y\:=q_q(@�Y�S�BC¡h@\<�SXB$�EY�DFS(BC:=< :MoSXmh@¯@�8C@�p.@�<�S(N)S(mEDFS)DMq_@AY�DMLON(DM8C8vbxq(@�N(g&:=<ON_BC·O8;@±oß:=q)D�RMB;u=@�<[SXDMN��JPK¤Aq_:=·ON_S(@\B;< � ²��=�=�=�KgOq(:�udBC¡O@�ND.S(mO:=q(:MLOR=m�¡OB;N(Y�LON(N_BC:=<�:Fo�µfmEDFS�Y\DM<�DM<O¡�Y�DM<O<h:MS�·&@�Y\:M<OY\8;LO¡O@\¡�oßq_:=p28C@�N(BC:M<�@)&³g&@\q_BCp @\<�SXN�HR=Bvu³B;<OR#@�udB;¡O@\<OY�@¯oß:Mq¨SXmO@�BCqÝLON_@�oßLO8;<O@\N_N\P

Z[:=NËSK:Mo&SXmh@/gOq_:=N(g&@\YTSXBvu=@)8C@\N_BC:=<#B;<�u=@\NËSXB;R�DFSXB;:=<ON�BC<�<O@�LOq(:MN(Y\B;@\<OY�@/mOD�uM@/·&@\@�< �_{C|h§��ßz°�ãzX�({ã��|N_S(LO¡OB;@\N\H�B;<ÛµfmOBCY�m :=<h8;b :=<O@x@\8;@\p @\<�S#B;N�8C@�N(B;:=<O@\¡ D~S�D�SXB;p.@ � @MP ROP l ��LOBCq_@MHf²��=�=��* % DMq(DMm£H

²

Page 3: B;8CB^] N :=

²��=�M���TP l LOY�m�N_BC<OR=8;@A8C@\N_BC:=<hN/DFq(@�u=@�q_b[8CBCp B;S(@\¡�B;<?S(mO@\B;q9DF·OBC8;B;SWb SX:¥q_@�uM@�DM8 SXmO@¯N(B;R=<OB$�EY�DM<hY\@A:MoBC<�S(@\qXDFY�SXB;<ORÇ@�8C@\p @\<�S(N\P �±<O@±:=·�udBC:=LhNÝ@)&hDMp gO8C@±B;N¨gOq_:�udB;¡O@\¡x·�b�SWµ�:�@\8C@�p.@�<�SXNKS(mEDFSf@)&³mOB;·OB;S¨DmOB;R=m�¡O@�R=q(@�@#:Mo�oßLO<OYTSXBC:M<EDM8�:�uM@\q(8CDMg£HéS(mEDFS9BCN\Hé� z\­J�M|4­³}F|&� � �98;@\N(B;:=<OB;<OR¥@�B;SXmh@\q±@�8C@\p @\<�SADF8C:=<O@µfBC8;8n<O:MS)q(@Tu=@\DM8´BvSXN)N(B;R=<OB!�OY�DM<OY�@MP¨7/<O:MS(mO@\q)Y\8CDMN(N_BCY�DF8�@'&hDMp.gh8C@ABCNÝSXmODFS9:Fo�SXmh@�� �n} � }�­O���³{ã�$}F����ãzX�({ß��|O{C|³§!z� z����x� l gOqXDFR=LO@MHA²��M�=� *±>ADMghLOq\H�²��M�=���TP VW<*SXmhBCN¥gODMqXDM¡hBCR=p.DFSXB;Y�Y�DMN_@MHf8C@�N(BC:M<OBC<ORDM< @\8C@�p.@�<�S¥B;N mODMq(p�oßLO8�H°·OLhS.8C@�N(B;:=<OBC<hR BvS�µfmO@\< DF<O:MSXmh@\q N(g&@\Y\B$�EY�@�8C@�p.@�<�S.BCN�8;@\N(B;:=<O@�¡ B;N·&@\<O@)�EY\BCDM8noß:=qfg4@�q_oß:=q_p.B;<OR�D.gEDFq_SXB;Y\LO8CDMqKSXDMN��JPÝVW<?N(LOY�m�Y\DMN(@�N\HéDM<O¡?p.:=q_@AR=@\<O@�qXDM8;8;bxB;<[Y\DMN(@�N:Mo ����¬��c�d�M|&­A� � �³��z��(�_{C|h§ H³µfmO@�q(@9S(mO@±Y\:M<�S(q(B;·OLhSXB;:=<¥:Fo DM<�@�8C@\p @\<�SK¡O@\g&@\<O¡hNÝ:=<¥SXmh@9N_SXDFSX@/:Mo:MS(mO@\q/@\8C@�p.@�<�SXN\H4N(B;<OR=8C@¯8C@�N(B;:=<�DM<ODM8;bdN(B;N/B;N/8;B �F@\8;bxS(:�·&@�p BCN(8;@�DM¡hBC<OROHEq_@\N_LO8;S(BC<OR.BC<�@�q(q_:=<O@\:MLONY\:M<OY\8;LON(B;:=<ON\PxrÝmh@�Y�D�u=@\DFSXN�:MoÝN_BC<OR=8;@�8C@\N_BC:=< DM<EDF8;bdN(B;N�mED�uM@xDM8Cq_@�DM¡³b�·4@�@\< µfB;¡O@\8vb�<O:MS(@\¡ÛB;<SXmh@9<O@�LOq(:=N_Y\B;@\<OY�@±8CBvSX@\q(DFSXLhq(@ � l gOqXDMRMLO@MH4²��=�=� * % DMq(DMm£HJ²��=�=��* l BvS(S(:=<£H³Z[: ��@\q\H� % DMqXDMméHh�F�=�=� *� :=LO<hROHJQ/B;8CR=@TS�DMROH l Y�DM<O<h@\8C8×HJ�M�=�M���TP

79Y ��<O:�µf8C@�¡OR=B;<OR S(mEDFS�N_BC<OR=8;@�8C@�N(B;:=<ON�DMq_@xBC<ON_L ( Y\BC@�<�S oß:Mq#8C:dY�DM8;B �\B;<OR�oßLO<OY�S(BC:=<hN#BC< <O@\LdsqXDF8�N_bdNËSX@\p N\H 7/mEDMq(:M<O:�u4H l @\R=@Tu4H´Z[@�BC8;B^]_N(:M<£H£DM<h¡�e)LOghgOBC< � �M�=�=���)mED�u=@#gOq_@\N(@�<�SX@\¡ D¥oß:=q(p.DM8% LO<OYTSXBC:M<EDM8�IK:=<�S(q(BC·hLhSXB;:=<�79<EDF8;bdN(B;N � % IK7��$PnrÝmO@ % IK7"DM<EDF8;b �\@�N�Dx¡ED~S�D�N(@�S¯Y�:=p.g&:=N_@\¡�:Mo<�LOp @\q(:MLONfpÇLO8;S(BCgO8;@/8;@\N_BC:=<ON¨S(mEDFS)DMq_@AD�� BCYTSX@\¡�LOg&:=<?D#<O@\LhqXDM8£NËbdN_SX@�p[H&DM8;:=<OR�µfBvSXmxSXmh@�Y\:=q�sq(@�N(g&:=<O¡OB;<OR�NËb³NËSX@�p g&@\q_oß:Mq(p.DM<OY\@�N(Y�:=q(@�N±BC<�D¥R=B;uM@\<�N_@�S�:Fo�S�DMN��dN�P±VW<�@\DMY�m�pÇLO8vSXBCgh8C@A8C@�N(BC:M<@)&³g&@\q_BCp @\<�S¯Y\:=p g4:MN(BC<hR�SXmO@�8C@�N(B;:=<�¡EDFSXD�N_@�S\H´N_@�u=@�qXDM8�@�8C@\p @\<�S(NADMq(@�8C@�N(B;:=<O@\¡�Y�:=<OY\Lhq(q(@�<�SX8;bDM<O¡!SXmO@?N_bdNËSX@\p � N�8C@Tu=@\8f:Mo±g4@�q_oß:=q_p¥DM<hY\@�BC< D R=Bvu=@�< S�DFN�� BCN�p @�DMN_LOq(@�¡£P rÝmO@ % IK7 LON_@\NSXmh@\N(@x¡ODFS�D�S(:�b³B;@\8;¡ D�gOq(@�¡OBCYTSXB;:=<Û:MofSXmh@�N_bdN_S(@\p ��N�g&@\qËoß:=q(p.DM<OY�@¥µfmO@\<!D�<O@TµAH�LO<�SX@\NËSX@�¡£HpÇLO8vSXB;gO8C@¯8C@�N(BC:M<�¡EDMp.DMR=@�B;N�BCp g4:MN(@\¡�:=<�B;S�PAV©S�oßLOqËSXmO@�q±bdBC@\8;¡ON�D���LEDM<�SXB$�EY�D~SXBC:M<�:Mo°SXmO@#@�8C@Tsp @\<�SXN �&Y�:=<�SXq_BC·OLhS(BC:=<hNfS(:¥@\DMY�m[SXDMN��JH4DMN9D�N(@TS±:Mo´uFDM8CLO@�N/p BC<hBCp B �\B;<OR�S(mEDFS)gOq_@\¡OB;Y�SXB;:=<?@\q(q_:=q\P7 ����|&� � {W«h�O�ã{ã��| :MofDF< @\8;@\p @\<�S�S(:�D�S�DMN�� p @�DFN(LOq_@\NÇBvSXN¯BCp g4:=qËS�DM<hY\@MH SXmODFS�B;N\H�[email protected]_S�B;SY�DFLONXDM8;8;b¥gO8ÕD�bdNfBC<�SXmh@¯N_LOY\Y�@\N_N_oßLO8´g4@�q_oß:=q_p¥DM<hY\@�:Mo�SXmED~SÝS�DMN��&P

rÝmO@�¡O@ �O<OB;S(BC:=<�:Mo�S(mO@#@\8;@\p @\<�SXN �£Y\:=<�S(q(BC·hLhSXB;:=<ON±SX:x@\DMY�m�S�DMN��[µfB;S(mOBC<�S(mO@ % IK7 oßqXDMp @Tsµ�:=q���BCN°DM<.:=g&@\qXD~SXB;uM@/:M<O@MHd·EDMN_@\¡�:=<.p.B;<OBCp B ��BC<OR/SXmO@)gOq(@�¡OBCYTSXB;:=<.@�q(q_:=q°µfBvSXmOB;<¥D¯gOq(@�¡O@ �O<O@\¡gOq_@\¡OB;Y�SXB;:=<�p.:d¡O@�8�P�� ¦4z � z¨{;��|4�±{;|O¦4z � z�|&�n|4�d�ã{ã��|����n�\� �(� z����ã|4z��_�)���´�צ4z)�\��|4� � {©«h�O�×{ß��|O�����d�F|4­

Page 4: B;8CB^] N :=

« � �צh{C�ݬxz��צ&�³­ P�VW<?gEDMqËSXB;Y\LO8CDMq\HdSXmO@�q(@AY�DM<�·&@ABC<OY�BC¡O@�<�S(N¨µfmO@\q_@�N_@�uM@\qXDF8�¡hB!"4@\q(@�<�S/Y�:=<�SXq_BC·OL³sSXB;:=<ONADMN_N(B;R=<Op @\<�SXN±S(:�S(mO@#@\8;@\p @\<�SXN�bdBC@�8C¡�S(mO@#NXDMp @#p BC<OB;pÇLOp2gOq(@�¡OBCYTSXB;:=<�@\q_q(:=q�PÇVW<�N(LOY�mY�DFN(@\NÝS(mO@ % IK7 DM8CRM:=q(BvSXmOp�p.D�b¥q_@�DMY�m�¡OB$"é@�q(@\<�SfN_:=8CLhS(BC:=<hN\HdgOq(:�udBC¡OB;<OR�DMY�Y\LOq(DFSX@±ghq(@\¡hBCY�S(BC:=<hNBC<�DF8C8�Y�DMN_@\N\H ·OL³S�b³B;@\8;¡OBC<OR ��LOB;S(@#¡OB!"4@\q_@\<�SAY\:=<�S(q(BC·hLhSXB;:=<ON\P % LOqËSXmO@�q(p :=q(@FH£N(B;<OY\@ÇS(mO@#Y\:=<�S(q(Bvs·OLhS(BC:=<hN.DFq(@xY�DF8CY\Lh8ÕDFS(@\¡ BC<!DM<!@\pÇ·&@\¡h¡O@\¡ p¥DM<h<O@\qǵfBvSXm SXmO@�gOq_@\¡OB;Y�SXB;:=< Y\:=p g&:=<O@\<�S\H�SXmh@N_SXDFSXB;N_S(BCY�DF8�N(BCRM<OB!�EY\DM<OY�@ :FoKSXmh@¥q(@�N(LO8vSXN¯BCNALO< ��<O:�µf<£P�VW< Y�DMN_@\N�µfmh@\q(@ SXmO@�q(@¥DMq(@�<�LOp @\q(:MLONBC<hN(BCRM<OB!�EY\DM<�S°@\8C@�p.@�<�SXN\HdSX@�N_SXB;<OR�S(mO@9NËS�DFS(BCNËSXBCY\DM8EN(B;R=<OB$�EY�DM<hY\@9:Fo£SXmO@/@\8;@\p @\<�SXN �³Y�:=<�SXq(B;·OLhS(BC:=<ONBCNA@�N(N(@�<�SXBÕDF8°oß:=q¯8C:dY�D~SXBC<hR�[email protected](BCRM<OB!�EY\DM<�S¯:=<O@\N�DM<O¡ oß:³Y�LON(B;<OR[:M< SXmh@\p oß:=q�SXmO@ q(@�N_S�:Mo¨SXmh@DM<EDF8;bdN(B;N\P��±@Tu=:=B;¡.:MoéSXmOB;N�Y\DMgEDMY�B;SWb=H�S(mO@ % IK7 DMgOgOq_:�DMY�m�mEDFN�N_@\q(B;:=LON�8CBCp B;SXDFSXB;:=<ON�:=<.S(mO@9N_B ��@:Mo´<O@�SWµ�:=q��dN/B;SÝY\DM<[DM<EDM8vb���@MP

79¡O¡hq(@\N_N(B;<ORÇSXmO@9NXDMp @9Y�mEDF8C8C@�<OR=@/:Mo ¡O@ �O<OBC<ORÇDM<O¡xY�DF8CY\Lh8ÕDFS(BC<ORASXmO@/Y\:=<�S(q(BC·hLhSXB;:=<ONK:Fo <O@�SËsµ�:=q��Ç@�8C@�p.@�<�S(Ncoßq(:=p D±¡EDFSXDAN_@�S�:Mo4pÇLO8vSXB;gO8C@°8C@�N(BC:M<ON�DM<O¡#S(mO@\B;qcY\:=q_q(@�N(g&:=<O¡OB;<ORAg4@�q_oß:=q_p¥DM<hY\@MHSXmhBCN°gEDMg&@\q°gOq(@�N(@\<�S(N¨SXmO@9Z[LO8vSXBvs©8C@�N(BC:M< l mEDMgO8;@�b#uFDM8CLh@/7/<EDM8;bdN_BCN � Z l 7±�TP�VW<¥S(mOBCN�oßqXDMp @�µ�:=q��&Hµ�@AudB;@�µ D#N_@�S):Mo´pÇLO8;S(BCgO8;@98;@\N(B;:=<x@)&³g&@\q_BCp @\<�SXN)DMN)D �\�F}~�C{©�ã{ã��|E}F�E§d}F¬xz HO·&:=q(q_:�µfBC<OR#q_@\8C@TuFDM<�SDM<EDF8;bdN(@�N¯oßq_:=p S(mO@��O@\8C¡ :Mo�R�DMp @#SXmO@�:=q_bMP l g&@\Y�B!�EY\DM8C8vb=H£µ�@.¡h@ �E<O@ SXmO@�N_@�S�:Mo¨N_:=LOR=m�S¯Y\:=<dsSXq_BC·OL³SXBC:M<ON�SX:�·&@ S(mO@�� ¦E}\�é�ãz ��� }F�©�dzx� l mEDMgO8;@�b=HK²����M���$H�µfmhBCY�m N_SXDM<O¡ON¯oß:[email protected]<OB ��LO@ oãDMBCq¡OBvu³B;N(B;:=<�:Mo�SXmO@�R�DFp.@ ��N±µ�:=q_S(m � SXmO@#<h@�SWµ�:=q���� N�g&@\q_oß:Mq(p.DM<OY\@#N_Y\:=q_@#µfmO@\< DM8C8´@\8;@\p @\<�SXN¯DMq_@BC<�SXDMY�S��KDMp :=<ORÇSXmh@�¡OB!"4@\q_@\<�SfgO8ÕD�bM@\q(N � SXmO@�<O@TSWµK:Mq��x@\8;@\p @\<�SXNX�TP�� mOB;8C@±B;<�SXq(DM¡OB;S(BC:=<ODM84R=DMp.@SXmh@\:=qËb�SXmO@ l mODMgO8C@Tb�uFDM8CLh@�BCNfDÇSXmO@�:=q(@TSXB;Y�DM8£S(:³:=8&µfmOBCY�m[DMN_N(LOp @\NfoßLO8C8 �d<h:�µf8;@\¡ORM@¯:Fo´S(mO@A·4@$smED�udBC:=q):Mo�S(mO@�R�DFp.@�DFS�DF8C8 g4:MN(N(B;·O8C@¯Y\:=DM8CBvSXBC:M<ON\HOµ�@ÇmED�u=@#¡h@�u=@�8C:=g&@\¡�DF<O¡�N_S(LO¡OB;@\¡�p @�S(mO:³¡hNSX:�Y�:=p.ghLhSX@�BvSfDMgOgOq_: &hB;p¥D~SX@\8vb�µfB;SXm�mOB;R=m�DMY�Y\LOq(DMY�b�DF<O¡�@ ( Y\B;@\<OYTbxoßq(:=pDÇq(@\8CDFSXBvu=@�8;b.N(p.DM8C8N(@TS¨:MoépÇLO8vSXBCgh8C@¨8;@\N(B;:=< @)&³g4@�q(B;p.@�<�S(N\P�rÝmO@±Z l 7 oßqXDMp @�µ�:=q�� �dLODM<�SXB!�O@\N�S(mO@)BC<�SX@�qXDMYTSXBC:M<ON�·4@$sSWµ�@\@\<.R=q(:MLOgON�:Mo4@\8;@\p @\<�SXN�H³DF8C8C:�µfB;<OR/oß:=q�mhBCR=mO@�q�:=q(¡h@\q�¡O@�N(Y\q_BCghS(BC:=<hN�:Mo4S(mO@f<O@�SWµ�:=q��&H�oßLOqËSXmO@�q¡O@Tu=@\8;:=gOB;<OR�gOq(@Tu³B;:=LONǵ�:=q�� :=< mOBCR=mdsW¡OB;p.@�<ON(B;:=<EDM8 % IK7 � l @�R=@�u&H�79mEDMq_:=<O:�u&H¨Z?@\BC8;B^]_N_:=<£H�efLOgOgOB;<£H£�F�=�=���$PÝrÝmO@ÇgOq_@\¡OB;Y�SX:Mq/Y�:=p.g&:=<O@�<�S±BC<?SXmO@ÇZ l 7 oßqXDMp @�µ�:=q��JH4gOq(@�¡OBCYTSXBC<hR S(mO@�g&@\q�soß:=q_p¥DM<hY\@�8C@Tu=@\8;NA:Mo¨<O@TµAH�LO<hN(@\@�<ÛpÇLO8vSXBtsW8C@�N(B;:=<�@)&³g&@\q_BCp @\<�SXN�H´B;N¯<h:[p :=q(@ DM< BC<�S(@\R=q(DM8�gEDMqËS:Mo°SXmO@�Y\DM8CY�LO8ÕDFS(BC:=<�:Mo�S(mO@�Y\:=<�S(q(BC·hLhSXB;:=<ON\H DFN�B;S�µKDMNABC<�SXmO@ % IK7�PnrÝmOBCN�oßLO<OYTSXB;:=<EDM8cLh<OY\:=Lds

Page 5: B;8CB^] N :=

gO8;BC<ORÇ@�p.g&:�µK@�q(N¨S(mO@¯Z l 7�µfBvSXm¥S(mO@ADM·OB;8CB;SWb#S(:#LhSXB;8CB!�\@±DÇ8CDMq(RM@9N(g&@\YTSXq_LOp :Mo p :=q(@9g4:�µ�@\q_oßLh8gOq_@\¡OB;Y�SX:Mq(N\H³N(LOY�m�DFN���q(:~]_@�Y�S(BC:=<���LOq_N(LOBvS¨ef@\RMq(@\N_N(B;:=< � ����e/� � % q_BC@\¡hp¥DM< l SXLh@�S ��8C@FHé²��=�³²��TH:=·hSXDMBC<hBC<OR D p�LOY�m mOB;R=mO@\q 8C@Tu=@�8/:Mo±gOq(@�¡OBCYTSXBC:M< DMY�Y\LOq(DMY�bMP��):MS¥8;@\N_N¥BCp g&:=q_SXDM<�S�H�SXmOB;N.LO<dsY\:MLOgO8CB;<OR�@�<EDM·O8;@\N°SXmO@±LhNXDMR=@9:MonN_SXDFSXB;N_S(BCY�DF8JS(@\NËSXNÝ:Mo N_BCR=<OB$�EY�DF<OY\@)oß:=q�q_@\p :�u³B;<OR�Lh<OBCp g4:Mq_S�DF<�S@\8;@\p @\<�SXN�H�DM8C8;:�µfBC<OR9oß:Mq�SXmO@fDF<EDM8;bdN_BCN�:Mo&8ÕDFq(R=@�qc<O@�SWµ�:=q��dN�SXmODM<ǵ¨DFN°ghq(@�udB;:=LON(8vbÇg&:=N(N_BC·O8;@KµfB;S(mSXmh@ % IK7�P

79N�µfBvSXm SXmh@ % IK7�HKSXmh@�¡O@�uM@\8C:MgOp.@�<�S?DM<O¡ N_S(LO¡hb :MoAS(mO@ Z l 7 µKDMNxgOq_BCp.DMq(B;8;b ¡O:M<O@BC<�S(mO@#SXmO@�:=q(@TSXBCY\DM8�p :³¡O@�8CB;<OR¥oßqXDFp.@TµK:=q���:Mo |4z�� � }F�;� � ª�­ � { � z�|Ûz � ��� � z\­ }³�O����|&��¬����M�¯}~§hzX|4�ã����� � � P�79< a�797 B;N�D�N(:MoñSWµKDMq(@fgOq_:=R=q(DMp @�pÇ·&@\¡O¡O@�¡.B;<�D�N(BCp�LO8ÕDFS(@\¡�udB;q_SXLODM8O@\<�udBCq_:=<Op @\<�S�Hg&@\q_oß:Mq(p BC<ORÛSWbdgOB;Y�DM8ADM<hBCp.DFS¥SXDMN���N?8CB �F@�R�DFS(mO@\q_BC<OR oß:d:³¡£H)<ED�udBCR�D~SXBC<hROH/@TuFDM¡OBC<hR!ghq(@\¡ODFSX:=q_NDM<O¡ N(@�@���BC<OR[gOq(@Tb DM<O¡ p¥DFS(BC<OR�gEDFq_SX<h@\q(N�Px79< a�797B;NAY\:=<�SXq_:=8C8;@\¡�·�b DM<ÛDMqËSXB$�EY\BCDM8�<O@�LOqXDF8<O@TSWµK:=q����Ë·OqXDMB;<��OP¨rÝmhBCN)<O@\LOq_:³Y�:=<�SXq_:=8C8;@\qfq(@�Y\@\Bvu=@�N�DM<O¡[gOq(:dY\@�N(N(@�N�N(@�<ON(:=qËb?BC<OgOL³SXN/oßq_:=p SXmh@N(Lhq(q(:MLO<O¡OB;<ORA@\<�udBCq(:M<Op.@�<�S°DM<O¡�R=:�u=@�q(<ON�SXmh@/DFR=@\<�S � N�·&@\mED�udBC:=qcudBCD9SXmO@)DMYTSXB;uFDFS(BC:=<�:Mo4p.:MS(:=q(NY\:M<�S(q(:=8;8CB;<OR�B;S(N�DMYTSXBC:M<ON\PÇV©S¯B;N±¡O@�uM@\8;:=g4@�¡ udBÕD�RM@\<O@TSXBCY�DF8CR=:=q_B;S(mOp.N)SXmED~S¯DMgOgO8vb�N(:Mp.@#:Mo°SXmh@@\N_N(@�<�S(BÕDM8hBC<OR=q_@\¡OB;@\<�SXN´:Mo&BC<Omh@\q(BvS�DM<hY\@¨DF<O¡#N(@�8C@\YTSXB;:=<�SX:±D±g4:=ghLO8ÕDFS(BC:=<¯:Mo4DMR=@�<�SXN�S(mEDFS�LO<h¡O@\q_R=:@�uM:=8CL³SXBC:M<£P VW<�q_@\Y\@�<�S´bM@�DMq_N\HMp�LOY�m�ghq(:=R=q_@\N_N�mODMN ·4@�@\<¯p¥DM¡h@�BC< �E<O¡OB;<ORݵ¨D�bdN SX:f@�uM:=8;uM@Ka�797/NµfmOB;Y�m N(LOY�Y\@\N_N_oßLO8;8;b*Y\:=g&@�µfB;S(m ¡OBvu=@\q_N(@�·&@\mED�udBC:MqXDM8fS�DMN���N � % 8;:=q(@\DM<O: Z[:M<O¡EDM¡ED³H¯²��=�=�hH²��=�M� *³¤A:=p @�� �Z[BCB!� ��LO8CDMBC<h@\<£HE²��M����* l Y�mO@�BC@\q�H��coß@�B;oß@\q�H �>�LO<�bdBC:=N_mOB�HJ²��=�M� *d>A:d¡~](DM·ODMY�mOBÕDF< Z[@Tb=@\q�Hc²��=�M� *£Z[DMq(:dY\Y�: % 8;:=q(@\DM<O:OH4�M�=�=�=�THJ@\p gO8;:�bdB;<OR.<h@�SWµ�:=q���N�Y\:Mp.g&:=N(@�¡�:MocN(@�uM@\q(DM8¡O: ��@\<?<O@\Lhq(:=<ONfDF<O¡�mdLh<O¡Oq(@�¡ON):Mo�N_bd<EDMgON_@\N � N_@\@�Z[@�bM@\q ¤�LOB;8C8C:FS�HE²��=�F� *E>�:³¡�](DM·EDMY�mOBCDM<

Z[@Tb=@\q�H ²��=�=� * � DM:OH£²��M�=� *J¤�LOBC8;8C:MS �Z[@Tb=@�q\H4�M�=�=�³HJ�M�=�h²MHhoß:=qÝq(@TudBC@�µfNX�TPa�7979NÇDMq(@.D[u=@�q_b gOq(:Mp.B;N(BC<hR?p :d¡O@\8�oß:=q¯N_S(LO¡hbdBC<OR�<O@\LOq(DM8°gOq(:dY\@�N(N(B;<OR�DM<h¡ ¡O@Tu=@\8;:=gOB;<OR

p @�SXmh:³¡ON�oß:=q�B;S(N DM<EDM8vb³N_BCN � N_@\@[e)LhgOgOBC< � �M�M���=��oß:=q D�¡O@�SXDMBC8;@\¡!¡OBCN_Y\LON_N(BC:M<*:Mo/SXmOB;N B;N(N_LO@��$PrÝmO@TbxDMq_@ �ãzX�(�A«F{Õ}F�Tz�­ SXmEDF<�Y\:=<�uM@\<�SXB;:=<EDM8£<h@\LOq(DM8é<O@TSWµK:Mq���NfLON(@�¡?B;<�<O@�LOq(:=N_Y\B;@\<OY�@¯p :d¡O@\8;BC<ORDMN�SXmh@\BCqADFq(Y�mOBvSX@\YTSXLOq_@�BCN�SWbdgOBCY\DM8C8vb�@�p.@�q(R=@�<�S\H qXDFS(mO@\q�SXmh@\< ghq(@Ts©¡O@\N_BCR=<h@\¡£P�rÝmO@�BCqAg4:FSX@\<�S(BÕDM8DMN D�q(@�N(@�DFq(Y�m S(:³:M8¨BCNÇoßLOqËSXmO@�q�N(LO·ONËS�DM<�S(BÕDFS(@\¡!·�b SXmO@�BCq ��zT}~�({W«~{C�C{�� � �¥SXmO@�N_p¥DM8;8KN_B �\@x:Fo9SXmh@@�uM:=8;uM@\¡ <O@�SWµ�:=q���N�H�SXmO@�N_BCp gO8CB;Y\B;SWb?:Mo�SXmO@�BCq�@�<�udB;q(:=<Op @\<�S(N�DM<h¡ ·&@\mED�udBC:MqXDM8�SXDMN���N�H�Y\:MLOgO8C@�¡

Page 6: B;8CB^] N :=

µfB;S(m SXmO@�oßLO8;8±BC<hoß:Mq(p.DFSXB;:=< D�uFDMBC8CDM·O8C@[q(@�R�DMq(¡hBC<OR SXmh@ p :d¡O@\8±¡³b³<ODMp.B;Y\N�H/oß:=q_p Y\:=<h¡OB;S(BC:=<ONSXmODFS�mO@\8;g p¥D �M@�SXmh@[DF<EDM8;bdN_BCNÇ:MofS(mO@�<O@�SWµ�:=q���N �°¡³b³<ODMp.B;Y\N�DM< DFp.@�<EDM·O8;@¥S�DMN��JP % LOq_S(mO@\q�sp :=q(@FH=<�LOp.@�q(:=LhN�a�7/7 N_SXLh¡OBC@�N°mOD�uM@)DM8Cq_@�DM¡hb¯bdBC@�8C¡O@�¡#<O@�SWµ�:=q���N�µfmOBCY�m p.DM<OB;oß@�N_S�BC<�SX@�q(@\NËSXB;<OR·OB;:=8C:=RMBCY�DF8vsW8;B �F@¨Y�mEDMq(DMY�S(@\q(B;N_S(BCY\N � I¨DM<OR=@�8C:=N_B ��DMq_BCN(B×Hé²��M����*hV;]_N_g4@�@\qËS�HJQ9DF8C8ÕDFp[H � BC8C8;N(mED�µAH²��=�M� *O79mODMq(:=<h:�u�sW¢¨DMq���B×HE¢K@��F@\q�H e)LhgOgOBC<éH&�M�=�h²��$P

r´:#oßLOqËSXmO@�qÝSX@\NËSÝSXmO@¯DMghgO8CB;Y�DM·OB;8CBvSWb#:Mo´:=LOqfDMgOghq(:�DMY�mxS(:�S(mO@ADM<EDF8;bdN(B;N¨:Mo´·OBC:=8;:=R=B;Y�DM8 �˵�@�SËsµKDMq(@ ��<O@�SWµ�:=q�� ¡EDFSXDhH´µ�@�DM8CN_:�DMghgO8CB;@\¡ S(mO@�Z l 7SX:[¡EDFS�D?oßq(:=p q(@Tu=@�q(N(B;·O8C@¥Y\:d:=8CB;<OR[¡h@�DMY$sSXBvuFDFSXB;:=< @'&³g4@�q(BCp @\<�S(N�BC< Y�DFS(N\P �±LOq�DMBCp µKDMN�S(:�@\NËS�DM·h8CBCN_m S(mO@�Y\:M<�S(q(B;·OLhSXB;:=<ON¯:MofgEDMq_BC@TS�DM8Y\:Mq_SXB;Y�DM8�DF<O¡ÛN(Lhg4@�q(BC:Mq�Y�:=8C8;BCY\Lh8ÕDMq±N_B;S(@\NASX:[S(mO@¥·hqXDMB;< oßLO<hY�SXB;:=< :Fo¨N(gODFSXBCDM8°DFS(S(@\<�SXB;:=< S(:�DML³s¡OBvSX:=qËbxN_S(BCpÇLO8;B�HhDMN)S(@\NËSX@\¡�BC<[DM<�:=q_BC@�<�S(BC<OR�gEDFqXDM¡OB;R=p � # :=pÇ·&@\q\H �´D�bd<O@FH IK:Mq(<�µK@�8C8×Hé�F�=�h² *# :=pÇ·&@\q�H ��D�bd<O@MH´Q/B;8CR=@TS�DMROH efLON_mOp.:Mq(@MH´�M�M���=�TP¯rÝ[email protected] l 7 Y�:=q(q_@\Y�S(8;b�BC¡O@�<�S(B!�E@�N±SXmO@�@�8C@Tsp @\<�SXN �éY\:M<�S(q(B;·OLhSXB;:=<ON9DM<O¡�BC<�S(@\qXDFY�SXB;:=<ON�H4u=@�q(Bvoñb³B;<OR ��LEDM<�S(B;S�D~SXB;uM@\8vb?S(mO@ ��LEDF8CB;SXDFSXBvu=@�Y\:=<OY�8CL³sN(B;:=<ONc:Fo # :MpÇ·4@�qc@�S�DM8�P � �M�M�h²���q_@\R�DFq(¡OB;<OR9SXmh@ �_gEDMq(DM¡O: &³BCY\DM8 �/8C@\N_BC:=<hBC<OR/BC<�SX@�qXDMYTSXBC:M<Ç·4@TSWµK@�@\<SXmh@ASWµ�:¥·hBC8ÕD~SX@\q(DM8éY�:=p g4:=<h@\<�SXN):Mo�SXmO@¯N(LOg&@\q_BC:=qÝY�:=8C8;BCY�LO8CLON � l IÝ�$PErÝmO@ÇZ l 7 DF8CN(:�R=@�<O@\q(DFSX@�NgOq_@\¡OB;Y�SXB;:=<ONÝDFNKSX:ÇS(mO@�g4@�q_oß:=q_p¥DF<OY\@�DFN(N(:dY\BCDFSX@�¡�µfB;S(mx<O@�µAHEDFN¨b=@�SfLh<�S(@\NËSX@\¡?pÇLO8vSXB;gO8C@)8C@�N(BC:M<Y\:M< �ER=LOq(DFSXB;:=<ON�P

rÝmO@¥RM:�DM8c:Mo�SXmOB;NAgEDMg&@\qABCN�SX:?gOq_@\N(@�<�S�SXmh@.<O@Tµ"Z l 7 DMgOghq(:�DMY�méH�DM8;8C:�µfBC<hR�oß:=q�SXmO@ DMY$sY\LhqXDFS(@±8C:dY�DM8;B �\DFSXB;:=<#:MonoßLO<OYTSXB;:=<ONKB;<¥·OB;:=8C:MR=BCY\DM8EDM<O¡�DMq_S(B!�EY�BÕDM8J<O@�LOqXDM84<O@�SWµ�:=q��dN�HO:�u=@�q(Y\:Mp.B;<OR¡OB;NXDM¡huFDM<�SXDMR=@\N�:Fo�BvSXN±ghq(@\¡h@\Y\@�N(N_:=q\H SXmO@ % IK7�PnrÝmO@#q(@�N_S¯:Mo�SXmOB;N±gEDMg&@\q�B;N±:=q_R�DM<OB!�\@\¡�DFN±oß:=8vs8C:�µfN�� l @\YTSXBC:M< � q(@TudBC@�µfN.SXmO@ % IK7 DM<O¡ BvSXN 8CBCp B;SXDFSXB;:=<ON�P l @�Y�SXB;:=< � ¡h@\N(Y�q(B;·4@�N¥SXmO@ �E@\8;¡:Mo�Y\:�DF8CB;S(BC:=<ODM8 R�DMp @\N\H£µfmhBCY�m�SXmO@ Z l 7 oßq(DMp @�µ�:=q���B;N±·OLOB;8;S�Lhg4:=< DM<h¡ N_@\YTSXBC:M< ��gOq_@\N(@�<�SXNSXmh@ Z l 7 oßq(DMp.@TµK:Mq��[DM<O¡�SXmO@�¡OB!"4@\q_@\<�SADM8;R=:=q(BvSXmOp BCY�uFDMq_BÕDM<�SXN/B;S�@�<OY\:Mp.gEDFN(N(@�N\P l @\YTSXB;:=< �¡O@�p.:=<hN_SXq(DFSX@�NÝSXmO@AµK:Mq���BC<OR�:Mo´SXmO@�Z l 7 :M<�DÇSX:�bxghq(:=·O8;@\p?HOY\:Mp.gEDFq(BC<hR#B;SÝSX:�N_BC<OR=8;@�8C@�N(BC:M<DM<EDF8;bdN(B;N±DM<O¡ % IK7�P l @\YTSXB;:=<���¡O@\N_Y\q_BC·&@\N�SXmO@�q(@\N_LO8;S(N�:Mo°DMgOgh8;bdBC<OR¥¡OB!"4@\q_@\<�S�Z l 7 uFDMq_BÕDM<�S(NSX:¥@�u=:M8;u=@�¡�<O@\Lhq(:dY\:=<�SXq_:=8C8;@\q_N\H4DM<EDM8vb���BC<OR SXmO@�p ·&:MS(m�:=<�<h@\LOq_:=<EDM8�DM<O¡�NËb³<ODMghSXB;YÇ8C@Tu=@�8CN\P/VW<l @�Y�SXB;:=< �.SXmh@ Z l 7�BCN9@)&dSX@�<O¡O@\¡�SX:�D�mhBCR=m³s©¡OBCp @\<hN(BC:M<EDM8�DM<EDM8vbdN(BCN�H ��LEDM<�S(B;oñbdBC<OR�S(mO@#BC<�S(@\qËsDMYTSXBC:M<ON�·4@TSWµK@�@\< R=q_:=LOgON :Mo±@�8C@�p.@�<�S(N\P l @\Y�S(BC:=< � ghq(@\N_@\<�SXN�DM<O¡ DM<EDM8vb���@\N�SXmO@?q(@�N(LO8vSXN :Mo

Page 7: B;8CB^] N :=

DMgOgh8;bdBC<OR SXmO@ÇZ l 7 S(:¥·OB;:=8C:MR=BCY\DM8�HOq_@�uM@\q(N_BC·O8;@Ç¡O@\DMY�S(B;uFDFSXB;:=<?@)&³g4@�q(B;p.@�<�S(N\P ��Lhq9q(@�N(LO8vSXN�DF<O¡SXmh@\BCqÝB;p.gh8CBCY\DFSXB;:=<ON�DMq(@A¡OB;N(Y�LON(N_@\¡�B;<�N(@\YTSXB;:=<?�hP

� ����� ��� � � � � ��� ��� � ��� ���������rÝmO@ % IK7 DM8;R=:=q_B;SXmhp�BCN´¡O@\N_Y\q(B;·4@�¡#BC<Ç¡h@�S�DFBC8dBC<Ç7/mEDMq(:M<O:�u�@TS�DM8�P � �F�=�=���$P´7 ·hq(BC@ToE:�u=@�q_udBC@Tµ*B;NgOq_:�udB;¡O@\¡�mh@\q(@TµfB;S(m£P/rÝmh@ % IK7 LON_@\N�DFN9BC<hgOLhS/g4@�q_oß:=q_p¥DM<hY\@¯p.@\DMN(LOq_@\p @\<�SXN/:Mo°D SXDMN���:�u=@�qp.DM<�b pÇLh8;SXB;gO8C@�8;@\N(B;:=<Û@'&hg&@\q_BCp @\<�SXN�P�VW< @�DMY�m N_LOY�m @)&³g4@�q(B;p.@�<�S\H�D�¡OB!"4@\q_@\<�S#pÇLh8;SXBtsW8;@\N(B;:=<Y\:M< �ER=LOq(DFSXB;:=<ÛB;N#D�� BCYTSX@\¡ Lhg4:=<ÛS(mO@�<O@TSWµK:Mq��JPÛa�DMY�m N(LhY�m!Y�:=< �ERMLOqXDFS(BC:=< N(g&@\Y\B$�E@\NǵfmhBCY�m:Mo¨S(mO@�<O@TSWµK:Mq�� @\8C@�p.@�<�SXN#DMq_@¥8;@\N(B;:=<O@�¡ÛDM<O¡ µfmOBCY�m DMq_@¥8;@�oñS�BC<�S�DMYTS�P?rÝmO@ % IK7 DF8CR=:=q_B;S(mOpBCN�¡O@\N_BCR=<h@\¡ SX:�LhN(@�SXmh@\N(@x¡ODFS�D�B;<Û:=q_¡O@\q�S(:�N(@\DMq(Y�m oß:=q�D[u=@�Y�SX:Mq���� ��� G���������� ��� �$HcµfmO@\q_@�� B;NA¡O@ �E<h@\¡ S(:[·&@#SXmO@ Y\:M<�S(q(B;·OLhSXB;:=<�:MoK@\8C@�p.@�<�S"!ÝS(:?S(mO@#S�DMN���BC< ��LO@\NËSXBC:M<ÛDM<O¡$# BCN�SXmh@<�LOpÇ·&@\qf:Mo´@\8;@\p @\<�SXNÝB;<�S(mO@A<O@�SWµ�:=q��&P°rÝmO@AR=:�DF8£:Mo�SXmO@ % IK7 BCN¨S(: �O<O¡[N_LOY�m�DÇuM@\Y�S(:=qÝSXmED~SgOq_:�udB;¡O@\N�SXmh@Ý·4@�N_S°g4@�q_oß:=q_p¥DF<OY\@ÝgOq_@\¡OB;Y�S(BC:=<#B;<ÇSX@\q_p.N�:Fo4p @�DF< N���LEDMq(@�¡.@�q(q_:=q � Z l a��$H�LO<O¡O@�qDM8;8ég&:=N(N_BC·O8;@�pÇLO8;S(BCgO8;@9N_B;SX@A8;@\N(B;:=<ON � BC<OY�8CLO¡OB;<ORÇ<O@TµAHJLO<ON(@�@\<[:=<O@\NX�TP

Z[:=q_@�oß:=q(p.DM8C8vb=H�D�8C@\N_BC:=< Y�:=< �ERMLOqXDFS(BC:=< BCNÇ¡O@�<O:MS(@\¡!·�bÛD�u=@�Y�SX:Mq&% µfmO@\q_@(' � ��BvoSXmh@ @�8C@�p.@�<�S¯B;N¯8;@\N_BC:=<O@�¡£H�DM<O¡$' � ²�B;o�B;SAB;N¯B;<�S�DMYTS�P�rÝmO@ gOq(@�¡OBCYTSXBC:M< :Fo¨g&@\q_oß:Mq(p.DM<OY\@�B;<SXmhBCNA8C@�N(BC:M<O@\¡�N_SXDFSX@�B;N¯·ODMN(@�¡ :=< D�8CBC<h@�DMq±p :d¡O@\8cRM@\<O@�qXDM8;B �\@�¡ ·�b Dx<O:=<h8CBC<h@�DMq±S(qXDM<ONËoß:=q(p.D~sSXB;:=<£P ¤ABvu=@�< D�Y�:=<�SXq_BC·OLhS(BC:=<ÛuM@\YTSX:=q)��DM<O¡!D�<O:=<dsW¡O@�Y\q(@\DMN(B;<OR�oßLO<OYTSXBC:M<+*´H�SXmO@xgOq_@\¡OB;Y�S(@\¡g&@\q_oß:Mq(p.DM<OY\@-,.0/ µfmO@\<[D 8;@\N_BC:=<1% BCNfDFgOgO8CB;@\¡xSX:#S(mO@A<O@�SWµ�:=q��xB;NÝR=B;uM@\<?·�b

,.2/ �3* � %546��� � � ²��

�±@\<h:MSXB;<OR¨SXmO@°DMYTSXLEDF8�g4@�q_oß:=q_p¥DM<hY\@�LO<O¡h@\q�8C@\N_BC:=<�Y�:=< �ERMLOqXDFS(BC:=<7%¶·�b .2/ H�S(mO@�p.@\DM<¯N���LEDMq_@\¡gOq_@\¡OB;Y�SXB;:=<�@\q_q(:=qÝB;N

839 : � ²� �<; = /?> � ,.2/A@�.2/ � U � � �M�

µfmO@�q(@ASXmO@AN(Lhp.p.DFSXB;:=<xq(Lh<ON)S(mO@\:Mq(@�S(BCY\DM8C8vb¥:�u=@�q9DF8C8£g&:=N(N_BC·O8;@�8C@�N(BC:M<?Y�:=< �ERMLOqXDFS(BC:=<hN\P�7 u=@\Y$sSX:MqB�ÛµfmOBCY�m p BC<OB;p.B!�\@\N�SXmhBCN�@�q(q(:Mq�BCN�¡h@ �E<O@�¡ DFN¥SXmO@ ����|&� � {W«h�O�ã{ã��| � z\����� �xoß:=q.SXmO@�SXDMN��

Page 8: B;8CB^] N :=

SX@�N_S(@\¡£H�DM<h¡ SXmO@¥Y\:=q_q(@\N_g4:M<O¡OBC<hR *!B;N�B;S(N�DF¡~]_:=BC<�S ��z � ��� � ¬�}~|4�\z�� � z�­�{ã���×{ã��| ���M|4���×{ß��| P?rÝmO@g&@\q_oß:Mq(p.DM<OY\@)gOq_@\¡OB;Y�SXB;:=<.oßLh<OY�S(BC:=< *?BCN�D�<h:=<³sW¡h@\Y\q_@�DMN_BC<OR�gOBC@�Y\@�µfB;N(@/g4:=8vbd<O:=p BÕDM8×P�V©S�BCN°<O:=<ds¡O@�Y\q(@\DMN(B;<OR�SX: q(@ � @\Y�S)SXmh@¯<h:MSXB;:=<xSXmEDFS)·&@\<O@)�EY\BCDM8n@\8;@\p @\<�SXN � SXmO:=N_@¯µfmh:=N(@¯8C@�N(BC:M<OBC<OR#q_@\N_LO8;S(NBC<!g&@\q_oß:Mq(p.DM<OY\@�¡O@TSX@�q(BC:MqXDFS(BC:=<J�¯N(mO:=Lh8C¡*mOD�uM@�g&:=N(BvSXBvu=@xY\:M<�S(q(B;·OLhSXB;:=<ON�H¨DM<O¡!SXmED~S.<h@\R�DFS(B;uM@Y\:M<�S(q(B;·OLhSXB;:=<ONÝB;<O¡OBCY\DFSX@9@\8C@�p.@�<�SXNÝSXmED~S/mhBC<O¡O@�qÝg4@�q_oß:=q_p¥DF<OY\@FP

VW<[ghqXDMYTSXBCY�@MHhS(mO@AR=:�DM8é:Mo´S(mO@ % IK7 DM8CR=:Mq(B;S(mOp"BCNKS(: �O<O¡�DÇuM@\Y�S(:=q �.DM<h¡[D#g&@\qËoß:=q(p.DM<OY�@gOq_@\¡OB;Y�SXB;:=<�oßLO<OY�S(BC:=< * µfmOBCY�m p.B;<OBCp B ��@�@���LED~SXBC:M< � �=�±R=B;uM@\< D[N(Lh·ON(@TSÇ:Mo�SXmO@#oßLO8;8°� � Y\:=<ds�ER=LhqXDFS(BC:=<ON�N_@�S�P rÝmO@[:=ghSXB;p¥DF8?�ÛDM<O¡ * DMq_@[¡h@�SX@�q(p BC<O@�¡*LON_BC<OR D S(qXDMB;<OBC<OR�N_@�S�:Fo�8C@�N(BC:M<Y\:M< �ER=LOq(DFSXB;:=<ON % DM<h¡�S(mO@ DMY\Y�:=p gEDM<�bdBC<ORxg&@\qËoß:=q(p.DM<OY�@#8C@�uM@\8;N .2/ P�rÝmO@ % IK7 DF8CR=:=q_B;S(mOpµ�:=q���N/DMNÝoß:=8C8;:�µfN��

²=P����������ADÝqXDM<h¡O:=p�B;<OB;S(BÕDM8~<O:=q_p¥DM8;B ��@\¡±Y�:=<�SXq(B;·OLhS(BC:=<�u=@�Y�S(:=q��Ýoß:=q£S(mO@�S�DMN��&HDF<O¡[Y�:=p gOLhSX@"*�DMNfBC<�NËSX@\g?�OP

�³P�� � %�������� ����w/N_BC<OR.SXmO@ÇY�LOq(q_@\<�S7* Y�:=p gOLhSX@�<O@�µ uFDM8;LO@\N/:Mo ��·�b�p BC<OBtsp B ��BC<OR#@ ��LEDFSXB;:=< � �=�$HOLON_BC<OR.D#R=qXDM¡hBC@\<�Sf¡O@�N(Y�@\<�S�P

�hP����������� %����! #"�� �OHEN_LOY�m[S(mEDFS%$ � '& G)( �� ( � ²=P

�OP�� � %���������*��ݤABvu=@\<xS(mO@�Y\LOq_q(@�<�S �OHhg4@�q_oß:=q_p B;N(:MS(:=<OBCY/q(@�R=q(@�N(N(B;:=<�:=<xSXmO@gODMBCq_N+* % 4 � � .2/-, BC<�SXmO@#S(qXDMB;<OBC<ORxN_@�S\P¥w)N(@ D?N_p.:d:MS(mOBC<ORxN_gO8CB;<O@#:=<�SXmO@q_@\N_LO8;S):Mo�SXmO@Aq_@\R=q_@\N(N_BC:=<�SX:�:=·³S�DMB;<[D#<O@Tµ *´P

l S(@\gON9�/.d� DMq_@�q(@\g&@�D~SX@\¡�oß:=qfD � &³@\¡[<dLhpÇ·4@�qÝ:MocBvSX@�qXDFS(BC:=<ON�PrÝmO@ ·EDMN(B;Y % IK7 mEDMN¯·&@\@\< @)&dSX@�<O¡O@�¡ SX:[D?mhBCR=m³s©¡OBCp @\<hN(BC:M<EDM8´DM<EDM8vb³N_BCNA·EDMN_@\¡ :=< mhBCR=m³s

:=q_¡O@\qcY�:=p g4:=Lh<O¡Ç@\8;@\p @\<�SXN � l @�R=@�u�@�S�DM8×P;H=�M�=�=�=�TP l LOY�m�@\8C@�p.@�<�SXN�DMq_@KY�:=p.g&:=N_@\¡#:Mo&Y\:M<~]_LO<OY$sSXB;:=<ON±:FoKN_BCp gO8C@Ç@�8C@�p.@�<�S(N\H DM<h¡ @�<EDM·O8;@ÇSXmO@�@'&hgh8CBCY�B;S9@)&³gOq(@�N(N_BC:=< :Mo°N(@�S(N�:Fo�B;<�SX@\q_¡O@\g&@\<h¡O@\<�S@\8;@\p @\<�SXN�P�VW<ÇN_LOY�mÇY�:=<~]_LO<OYTSXB;:=<ON\H~SXmO@�Y\:=<�S(q(BC·hLhSXB;:=<�:FoE@�DMY�m�:MoOSXmh@�N_BCp gO8C@�@\8;@\p @\<�SXN�¡O@�g4@�<O¡ON:=<xSXmh@¯NËS�DFS(@�:Mo´:MSXmO@�qÝ@\8;@\p @\<�SXNfBC<�S(mO@AN(@TS�P�7 Y\:=p g&:=LO<O¡�@\8;@\p @\<�S�Hh8CB �F@ADÇN(B;p.gO8;@±@\8;@\p @\<�S�HBCNfDFN(N(B;R=<O@�¡�DÇuFDM8CLh@ADMBCp BC<ORÇDFS/Z l a p BC<OB;p.B!��DFS(BC:=<�:=<�SXmh@AS(qXDMB;<OBC<hRÇN(@TS�P

Page 9: B;8CB^] N :=

� ¦4zK����|&� � {W«h�O�ã{ã��| � z\���W� � � {ßz��ã­hz\­ « � �ã¦4z���� ­O�dz���|4�d�4} � {;�Tz � � ��¬ }F| � ­hz��O|O{��×{ß��|Ç���n�צ&z�\��|4� � {©«h�O�×{ß��|O�����f�צ&z��Tz��)����zX�ãzX¬�zX|4�ã�9{;| ��z � ¬ �A�����$��¬xz�� �ã}F{ � |4z��_��d� � � �T�c�ã{C¬¥}F�C{�� � ��� � {���z � {ñ}�צE}h�é�T}F|¯�Tz � � zÝ������M���ã{ � � {��(� �9}³�צ4z ��� �צ4z�­Oz��O|O{©�ã{ã��|A{;���$��z � }h�ã{ � z�� �/BCN�D¨u=@�Y�S(:=q´µfmOB;Y�m£HFDM8C:=<hRµfB;S(m#SXmO@ÝY�:=q(q_@\N(g&:=<O¡hBC<OR *.oßLO<OYTSXBC:M<£H�q(@�¡OLOY\@�N°S(mO@ÝSXq(DMBC<OB;<OR±@�q(q(:MqcSX:¯D�8C:dY�DM8³p.B;<OBCpÇLhp µfmh@\<LON_BC<OR#SXmh@7* � % 4����Kp.:d¡O@�84SX:#ghq(@\¡hBCY�SÝS(mO@�g&@\q_oß:Mq(p.DM<OY\@FP�rÝmO@�Z l 7 oßqXDFp.@TµK:=q��¥:�u=@�q(Y�:=p.@�NSXmhBCN?N(mO:=qËSXY�:=p.B;<OR ·�b L³SXBC8;B ��BC<OR DM< D &³BC:Mp¥DFS(BCY�DM<h¡ oãDMB;qx¡O@ �E<hB;SXB;:=< :Mo�S(mO@ Y�:=<�SXq(B;·OLhS(BC:=<ON� N_@\YTSXBC:M<[�OPv²��$P

l BC<hY\@9S(mO@�Y\:=<�S(q(BC·hLhSXB;:=<ONKY\DM8CY�LO8ÕD~SXBC:M<.B;<¥SXmO@ % IK7�B;N¨DM<xB;<�SX@\RMqXDM84gEDMq_SK:Mo SXmO@9gOq(@�¡OBCYTSXBC:M<Y\:Mp.g&:=<O@�<�S\H�S(mO@�N_S�D~SXBCNËSXB;Y�DM8¨N_BCR=<hB!�EY\DM<OY\@�:Mo/SXmO@?q(@�N(LO8vSXN�BCN�LO< �d<h:�µf<éP rÝmO@�Z l 7¶oßqXDMp @Tsµ�:=q�� DM8;8C:�µfN¯oß:Mq¯S(mO@¥@�N_SXB;p¥D~SXBC:M< :FoÝ·4:FSXm S(mO@¥Y�:=<�SXq_BC·OLhS(BC:=<hN�DM<h¡£HcDFS¯SXmh@¥NXDFp.@ SXBCp @MH SXmh@N_SXDM<O¡EDFq(¡Û¡O@TudBÕDFS(BC:=<ON¯:Mo¨S(mO@¥Y�:=<�SXq_BC·OLhS(BC:=<hN�@\NËSXB;p¥DFS(@\N � N_@\Y�S(BC:=< �OP®�M�TP�rÝmOBCN�DM8C8;:�µfNAoß:Mq�SXmh@Y\:M<ON_S(q(LOYTSXBC:M<�:Mo�D�Y\:=< �O¡O@\<OY�@�BC<�SX@�q_uFDM8 oß:=q±@�DFY�m DFN(N(B;R=<O@�¡�Y\:=<�SXq_BC·OL³SXBC:M<£H£DFS±@�u=@�q_b�NËS�DMRM@Ç:MoSXmh@ Y�:=<�SXq_BC·OLhS(BC:=<hN±Y�DM8;Y\LO8CDFSXB;:=<£P � mO@\<�SXmO@�q(@ DMq_@#<dLhp.@�q(:=LONA@�8C@\p @\<�S(N±SXmOB;NADM8C8;:�µfN �Oq(N_S�S(:BC¡h@\<�SXBvoñb#SXmO@)N(B;R=<OB!�OY�DM<�S�@\8C@�p.@�<�SXN�DM<O¡¥S(mO@\<¥oß:dY\LhN�:=<¥D�p :=q(@/DMY�Y\LOq(DFSX@/Y�DM8;Y\LO8CDFSXB;:=<�:MoéS(mO@\B;qY\:M<�S(q(B;·OLhSXB;:=<ON�Hé¡OB;N(Y�DFq(¡OB;<OR¥SXmh@#BC<ON_BCR=<OB$�EY�DF<�S/:=<O@�N � N_@\Y�S(BC:=<��hP®�=�$PAVW<�N(LOY�m Y�DMN_@\N�H£SXmO@�Z l 7N(Y\DM8C@�NfLOg[p�LOY�m[·&@�S_SX@�qfµfBvSXmxSXmh@¯<�LOp�·4@�q):Fo�@�8C@\p @\<�S(NfS(mEDM<�SXmO@ % IK7 ¡O:d@\N\P

rÝmO@ % IK7�DM8;R=:=q(BvSXmOp¶NËS�DMqËSXN9µfBvSXm�D�q(DM<O¡O:Mp uM@\Y�S(:=q<��DM<O¡�Y�:=<�u=@�q(R=@�NAS(:xD¥8;:³Y\DM8´p BC<hBvspÇLOp:Mo�S(mO@¯S(qXDMB;<�Z l a*oßLO<OYTSXBC:M<£P�VW<[gOqXDFY�SXB;Y\@FHJS(mO@�DM8CR=:Mq(B;S(mOp":MoñSX@�<[Y�:=<�u=@\q_R=@\N/SX: N(BCp BC8CDMqN(:M8CLhS(BC:=<ON�BC<Û¡hB!"4@\q(@�<�S#q(LO<hN�DM8;S(mO:=LOR=m N_SXDMq_S(BC<OR�oßq_:=p%¡OB!"4@\q_@\<�SÇu=@�Y�S(:=q(N � 7/mEDMq_:=<O:�u @TS�DM8×P;H�M�=�M���TP�rÝmh@\q(@�DMq(@ BC<OY�BC¡O@�<�SXN\H´mO:�µK@Tu=@�q\HcµfmO@�q(@�pÇLh8;SXB;gO8C@�8C:dY�DM8�p BC<OB;p¥D�@'&³BCN_SÇDM<O¡ p¥D�b�·&@oß:=LO<h¡¥·�b�¡OB!"4@\q_@\<�S�q(LO<ON�:MoéS(mO@ % IK7 DM8CRM:=q(BvSXmOp?P�a°DFY�m¥N(LhY�m�q(LO< SXmO@�<¥bdBC@�8C¡ON�¡OB$"é@�q(@\<�S�Y\:=<dsSXq_BC·OL³SXBC:M<ON\HdD�oãDMYTSKS(mEDFS¨B;N�:M·�udB;:=LON(8vb Y\:=<OY�@\q_<OBC<ORhP�rÝmO@AZ l 7�Hh:=<.SXmO@/:MSXmO@�q¨mEDM<h¡£H³¡h@ �E<O@�NfDLO<OB!��LO@�8;:=R=BCY\DM8£N_:=8CLhS(BC:=< � N_@\YTSXBC:M<��OPv²��ݵfmhBCY�m�B;N/:=·³S�DMB;<O@\¡[BC<[S(mO@�8;BCp B;SÝ·�b[DM8;8 S(mO@�¡hB!"4@\q(@�<�Sp @�SXmh:³¡ONÝB;<xSXmO@�oßqXDFp.@TµK:=q�� � N_@\YTSXBC:M<[�OPþ�=�$P

Page 10: B;8CB^] N :=

� � ��� �� ��� � ������� �������(� ��� � � � �B� � ��� � ���������� @ NËS�DMqËS¯·�b�BC<�SXq_:³¡OLhY\BC<hR?N_:=p @#q(@\8;@�uFDM<�S¯·EDMY ��R=q_:=LO<O¡ oßq(:=p SXmO@ �E@�8C¡ :MoKR=DMp.@ÇS(mO@\:Mq_b&�A7�\�~}F�C{��×{ã��|J}F��§d}F¬xz BCN#¡O@)�E<O@�¡ ·�b D�gEDMBCq ��� �� �$H°µfmO@�q(@ � � *�² ������� � # , BCNÇSXmh@[N_@�S :Mo9DM8C8�é�Õ} � z � � DM<h¡ � 9 �TH°oß:=q�@�uM@\q_b 9�� � H¨B;N D q_@�DM8f<�LOpÇ·&@\q.DMN(N_:³Y�BÕDFS(BC<OR D�µK:Mq_SXm!µfB;S(m SXmh@�\�~}F�C{��×{ã��| 9 H´N(LOY�mÛS(mEDFS ��� �7� �hP G 7 �n} � � � � � � �O�ßz :MofN_LOY�m D[R=DMp.@ BCNASXmh@�DMN_N(BCRM<Op.@�<�S:Mo°D¥gOD�bM: " oß:Mq9@�DFY�m :Fo�SXmO@Çgh8ÕD�b=@�q(N\P�7 � }~�©�dz BCN±D oßLO<OY�S(BC:=<[SXmEDFS±DMN(N_BCR=<hN�D¥LO<OB!��LO@ÇgED�b=: "gOq_: �E8C@�S(:¥D Y\:�DM8;B;S(BC:=<EDF84R�DFp.@FPKV©S/BCN z�����{ßz�|&� Bvo´S(mO@¯N(LOp2:Mo´SXmO@¯Y\:=p g&:=<O@\<�S(N/:Mo´SXmO@¯gED�b=: "gOq_: �E8C@±DMN(N_BCR=<O@�¡xBCN ��� �TP�rÝmODFSÝBCN�HODM<x@)( Y\BC@�<�SÝuMDF8CLO@±¡hB;udBC¡O@�NKSXmh@�:�uM@\q(DM8C84R�DMp @ � NKµK:Mq_SXm�S(:SXmh@¯¡hB!"4@\q(@�<�S/gh8ÕD�b=@�q(N\P# @�SfSXmO@ ¬¥} � §={C|J}F�4{C¬���� � �©}~|4�\z :Fo�gO8CD�b=@\q !�SX: D#Y\:=DM8CBvSXBC:M< 9 HhµfB;S(m(!��� 9 HE·&@� �� 9 � � � 9�� *6! , � @ � 9 � � � �=�

rÝmO@�<£HESXmO@ � ¦J}��é�ãz � � }F�©�dz�� l mEDMgh8C@�b&H£²����M���KB;NÝ¡O@ �E<h@\¡�·�bxS(mO@AgED�b=: "

� ���� �� � � ²#�� ;� �"! � W� 9 W��# �(� � ���

:Mon@\DMY�mxgO8CD�bM@\q ! � � H�µfmO@\q_@%$¶BCN�SXmh@9N(@TSÝ:Mo DF8C80#��d:=q_¡O@\q_BC<OR=N°:Mo � DM<O¡ 9 W��# ��BCN�SXmO@/N(@�SK:MogO8CD�bM@\q_NKgOq_@\Y\@�¡OBC<hR !�BC<�SXmO@):=q(¡h@\q(B;<OR # PcrÝmO@ l mEDMgO8;@�b#uFDM8CLh@)Y\DM<¥·&@)BC<�SX@�q(gOq_@�SX@�¡�DMN�oß:=8;8C:�µfN\�l LOghg4:=N_@/S(mEDFSKDM8C8OS(mO@9gO8CD�b=@\q_N¨DMq_@9DFq(qXDF<OR=@\¡.BC<.N(:=p @/:Mq(¡O@�q\H³DM8C8E:=q_¡O@\q_NK·&@\B;<OR�@ ��LEDM8C8vb�8CB!�M@\8vb=PrÝmO@�< � ���� �� ��BCN�S(mO@f@)&³g4@�Y�S(@\¡�p.DMq(RMBC<EDM8dBCp g&:=q_SXDM<OY\@Ý:FoégO8CD�b=@\q !nSX:�SXmh@/N_@�S°:Mo£gh8ÕD�b=@�q(N�µfmO:gOq_@\Y\@�¡O@ÇmOB;p[P°rÝmO@ l mEDMgO8;@�bxuFDM8;LO@�B;Nf@ ( Y\B;@\<�S±N_BC<OY�@¯S(mO@�N_LOp2:Mo�S(mO@�p.DMq_R=BC<EDF8éBCp g&:=q_SXDM<OY\@:Mo�DM8C8égO8ÕD�b=@�q(NfBCN ��� �¨BC<?DM<�bx:=q_¡O@\q_BC<ORhP

79<�DM8vSX@�q(<EDFS(B;uM@/udBC@Tµ :FonSXmO@ l mEDMgO8;@�b�uFDM8CLO@/BCN�·EDMN(@�¡�:=<¥SXmh@±<O:MS(BC:=<.:Mo�·EDM8ÕDF<OY\@�¡�Y\:=<�S(q(Bvs·OLhS(BC:=<hN\P % :=qÝ@�DMY�m?Y\:=DM8CBvSXBC:M< 9 HOSXmO@ ���O«~§d}F¬xzÇ� 9 �� '& �¨:Mo ��� �( �KB;NÝ¡O@ �O<O@\¡?SX: ·4@�SXmh@¯R=DMp.@BC<�µfmOB;Y�m & �*) � � �+) �Koß:=q/DM<�b ) � 9 PK7 uFDM8;LO@-, NXDFS(BCN �E@\N)SXmO@ «=}F�Õ}F|4�\z�­�����|&� � {©«h�O�ã{ã��|O�� � �T��z � � � Bvo´oß:MqÝ@�u=@�q_b�Y�:�DM8CBvSXB;:=<EDM8&R�DMp @ ��� �� �¨DM<O¡�oß:=qÝ@�uM@\qËb1! �/. � �

, ���� �� � @ , W���10 * . , �� '243=65 > � �7, 5 ��� �� � @ , 5 ���10 *6! , �� '2�3

= > � � � �M�8 rÝmOB;N)SWbdg&@�:MocR�DMp @¯B;Nfp.:=NËS)Y\:=p p.:M<O8;b¥q(@�oß@�q(q_@\¡�S(:¥DMN/D ���F}F�;{©�×{ß��|J}F�&§d}F¬xz-9�{©�צ � � }F|O�(ª

��z � }O«F�ßz��n} � ��� P

Page 11: B;8CB^] N :=

µfmOB;Y�m NËS�DFS(@\N�SXmED~S¯S(mO@#Y�mEDM<[email protected];<�SXmO@ÇuFDM8;LO@#:Mo�gO8ÕD�b=@�q !fµfmh@\< gO8ÕD�b=@�q . BCN�@'&hY�8CLO¡h@\¡�oßq(:=pSXmh@xR�DMp @�BCNÇ@ ��LEDM8KS(:�SXmO@xY�mEDF<OR=@xBC<ÛS(mO@�uFDM8CLh@�:Mo)gO8ÕD�bM@\q . µfmO@\<!gO8ÕD�bM@\q !�BCN�@)&³Y\8;LO¡O@\¡éPrÝmOB;N9gOq_:=g4@�q_SWb�BCp gO8CB;@\N¨SXmODFS �³«�\z\���ã{ã��|h� p¥DF¡O@�·�b�DM<�b�gO8CD�b=@\q/SX:xDM<�b[:MSXmh@\q9q_@\R�DFq(¡OB;<OR¥SXmh@¡OBvu³B;N(B;:=< DMq(@)@)&hDMYTSX8;b ·EDF8ÕDM<OY�@\¡.·�b#S(mO@ ���d�M|&��z � �³«�\z\���ã{ã��|h� P � ¦4zA�F|O{��h�dz)z�����{ßz�|&� � }F���dz9�צJ}³���}³�×{C� �4z����צ4z�«=}F�Õ}F|4�\z�­*����|&� � {©«h�O�ã{ã��|O�¯� � �T�cz � � � � }F|*{;|&�(�M{��×{ � z�� � {���z � {ñ} ��� �ã}~{ � |&z��(� � {C�[�צ&z� ¦J}��é�ãz � � }F�©�dz�� Z?b=@�q(N_:=<£H ²����=�dH£²��=�=�=�TP

rÝmO@ l mEDMgO8;@�bxuFDM8CLh@¯mODMN9DF<�D &³BC:Mp¥DFS(BCY9oß:MLO<O¡EDFS(BC:=<éP # @�S/gO8ÕD�bM@\q !°·&@�D |&�M�C�J�4�ñ} � z �/B;< B;o � W� 9 � � � oß:=q/@�u=@�q_b�Y\:�DM8;B;S(BC:=< 9 � !-�� 9 �TP���8CD�b=@\q_N !¨DF<O¡ . DMq(@ {C|&�Wz � �˦E}F|h§hz$}O«F�ãz BC< Bvo� �� 9 � � � 5 � 9 �)oß:=q±@Tu=@\qËb�Y\:=DM8CBvSXBC:M< 9 SXmED~S�Y\:=<�SXDMBC<ON�<h@\B;S(mO@\q !Ý<O:=q . P�w/N(B;<OR�SXmh@\N(@#·ODMN(B;Y¡O@)�E<OB;S(BC:=<hN\Hn:=<O@�:Mo°[email protected] &hB;:=p.DFSXB!��DFS(BC:=<ON):Mo°SXmO@ l mODMgO8C@Tb�uFDM8CLh@ � ¡OLO@#S(: l mEDMgO8;@�b � ²����M���_�THBCN��

��� #� % ����� ���������������� !������ . �����! ��"�#����$&%'���)()�*�,+.-/�! ��0(,����� ��%"��� , W� � � , 5 � �.1��� #� % 23�5476)-�-'8�-9��:���;8���<&8"��������=��� !> /?����"6)-�-'8�-9��:���! ��0(,����� ��%"��� , �� � � �"1

��� #� % @3�BAC�,�� ��� �DE ��5&�!FG<H�>���"=��I;<7(,�����&? �����>JK<H�L��?E��� � <M�N8�-9��,����?&O , �� �PJ�� �, �� ���-, W� J����Q<H�R��-�- ! � � OSIT%"���&� �UJV /?R�B%"�W(,�����;�)�BXY�Z�*�7+. � �!J�� � 9 � � � 9 ���!J � 9 �[1� ¦4z � ¦J}\�é�ßz � � }F�©�dz�{C�[�צ4z���|O� � z�����{ãzX|&� � }F�©�dz��צE}h���X}h�×{;� �4zX���צ4z�}O«h� � z �צ � z\z?}��³{ã��¬ � Hg&:=BC<�SXB;<ORÇSX:�BvSXNÝLO<OB!��LO@\<O@�N(N�P

rÝmO@ l mEDMgO8;@�b�uFDM8;LO@�DMNAD�LO<OB!�dLh@�oãDFBCq±N_:=8CLhS(BC:=<�mODMNA·4@�@\< LON(@�¡ BC<�p.DM<�b �E@�8C¡ONA·&@�bM:=<O¡SXmh@\:=q_@�SXB;Y�DM8�R�DMp @�SXmO@�:=q_bMP ��q(:=·ODM·O8;b[SXmO@#p :=NËSABCp g4:=qËS�DM<�S±DMgOgO8;BCY�D~SXBC:M<�BCN�Y�:=N_S¯DF8C8C:dY�D~SXBC:M<£HµfmO@�q(@±SXmh@±Y\:=NËSÝ:Mo gOq_:�u³B;¡OBC<hR#D�N(@�q_udBCY�@±N(mh:=LO8C¡x·&@±N_mEDMq(@�¡�DMp :=<OR�S(mO@±¡OB$"é@�q(@�<�S¨q(@\Y�@\Bvu=@\q_NÝ:MoSXmODFS�N(@\qËudBCY\@FPcrÝmOB;N´DFgOgO8CB;Y�DFS(BC:=<±µKDMN��Eq(NËS�N_LOR=R=@�N_S(@\¡Ç·�b l m�LO·OB!� � ²��M���=�TH~DM<h¡¯S(mO@°S(mO@\:Mq_bA8ÕD~SX@\q¡O@Tu=@\8;:=g&@\¡�·�b p¥DF<�b#DMLhSXmh:=q(N � @FP�ROPdef:MSXm � ²��=�M����DM<O¡¥¢KBC8;8C@\q(DhH�Q)@�DFS(m£HhDF<O¡�e)D=DM<EDF< � ²����M���_�TPrÝmOB;NcLON(@Ý:FoESXmO@ l mEDMgO8;@�b¯uMDF8CLO@�mEDMNcq_@\Y\@�B;uM@\¡�q(@�Y\@\<�S°DFS_SX@�<�S(BC:=<�BC<�S(mO@¨Y\:M<�S(@)&dS�:MoJN_mEDMq(B;<OR±SXmh@Y\:MN_S):Mo´pÇLO8;S(BCY\DMN_SKq(:=LhS(BC<OR � % @\BCRM@\<�·EDMLOp?H �´DMgEDM¡OB;p.BvSXq_BC:=L£H l mO@\< �M@\q�H£�F�=�h²��$P �9SXmO@�q��O@\8C¡hNµfmO@�q(@[S(mO@ l mEDMgO8;@�b uFDM8;LO@[B;N�LON(@�¡ BC<OY�8CLO¡h@?g&:=8;B;SXB;Y\N � N_SXDMq_S(BC<OR�oßq(:=p S(mO@ ��� � }h��z(§�{ã� � �d�×{;|h§

²��

Page 12: B;8CB^] N :=

oßqXDFp.@TµK:=q�� BC<�S(q(:d¡OLOY\@�¡ ·�b l mODMgO8C@Tb DM<O¡ l m�LO·OB!� � ²��=�F���(�$H/B;<�SX@\q_<EDFS(BC:=<EDF8±@\<�udBCq_:=<Op @\<�S�DM8gOq_:=·O8C@�p.NfDF<O¡[@�Y\:=<h:=p.B;Y9SXmh@\:=qËb � N_@\@ l m�LO·OB � � ²��=�=�=��oß:=qÝ¡OB;N(Y\LhN(N(B;:=<[DM<O¡�q(@Toß@\q(@�<OY\@�N��$P

� �1����� ���%� � ��� ��� � � � � � ����� � �<������� �������(�������� �������������

rÝmO@�¡EDFSXD�N(@TS¥DF<EDM8;b ��@\¡ µfB;S(mOBC<ÛS(mO@�oßqXDMp @�µ�:=q�� :Mo±Z[LO8vSXBvs©8C@�N(BC:M< l mEDFgO8C@Tb uFDM8CLh@�79<EDF8;bdN(B;N� Z l 7��$Hn]_LONËS�8;B �M@�SXmh@ % IK7 � N�BC<hgOLhS�HKY\:=<ON_BCNËSXN�:Mo±g4@�q_oß:=q_p¥DM<hY\@?p.@\DMN(LOq_@\p @\<�SXN¥:MoAD SXDMN��:�u=@�q¯p.DM<�b�pÇLh8;SXBtsW8;@\N(B;:=<?@)&³g4@�q(B;p.@�<�S(N\P#VW< @�DMY�m N(LhY�m @)&³g&@\q_BCp @\<�S�H�Dx¡OB!"4@\q_@\<�SA8C@�N(B;:=<�Y\:=<ds�ER=LhqXDFS(BC:=<�B;NAD�� BCY�S(@\¡�LOg&:=<�SXmO@#<O@TSWµK:Mq��JP # @TSALON�u³B;@�µ SXmO@�8C@�N(B;:=<�Y\:=<��ER=LOq(DFSXB;:=<�:Mo°N(LOY�mDM<�@'&³g4@�q(BCp @\<�SADFN±D�Y\:=DM8CBvSXBC:M< 9 Y�:=<ON(B;N_S(BC<OR�:Fo°DM8C8 BC<�SXDMY�S9@\8C@�p.@�<�SXN±B;<�SXmED~S±Y\:M< �ER=LOq(DFSXB;:=<£HDM<O¡ S(mO@�g4@�q_oß:=q_p¥DM<hY\@�p @�DMN_LOq(@�¡ B;<ÛSXmO@x@'&³g4@�q(BCp @\<�S LO<O¡h@\qÇSXmODFS�Y\:=<��ER=LOq(DFSXB;:=< DMN � 9 �TPrÝmOB;N9¡O@�N(Y\q_BCghS(BC:=<�¡O@ �E<h@\NAD¥Y�:�DM8CBvSXB;:=<EDM8£R=DMp.@�DM<O¡[µfB;SXmh:=LhS�DF<�b�oßLOqËSXmO@�q�DMN_N(LOp ghSXB;:=<ON�H4SXmh@l mEDFgO8C@TbxuMDF8CLO@¯:Mo�S(mEDFS/R�DMp @ABCNfSXmO@¯oãDMBCqÝ¡OBvudBCN(B;:=<?:Mo�S(mO@�<O@TSWµK:Mq���g4@�q_oß:=q_p¥DF<OY\@ASX: SXmO@¯¡OB;oÕsoß@\q_@\<�S @\8;@\p @\<�SXN�P rÝmOB;NÇuMDF8CLO@FH�DFNÇSXmO@�D�u=@�qXDMRM@?B;p.g&:=qËS�DM<OY�@¥:Mo)@\DMY�m @�8C@�p.@�<�S#S(:�SXmO@�SXDMN��BC<���LO@�N_S(BC:=<£HEB;NfD#<EDFSXLhqXDM8£¡h@ �E<OBvSXB;:=<x:Mo´Y\:=<�SXq_BC·OL³SXBC:M<�µfB;SXmhBC<�SXmh@¯p�LO8;S(BvsW8;@\N_BC:=<�oßqXDMp @�µ�:=q��&P Ul B;<OY\@)<O:�8;BCp B;SXDFSXB;:=<ONcDFq(@)@\<hoß:=q_Y\@�¡�:=<.S(mO@)N(mEDMg&@9:Fo H³D¯<O@\R=DFSXBvu=@)Y\:=<�SXq_BC·OL³SXBC:M<.B;N�g&:=N(N_BC·O8;@MHBC<h¡OBCY\DFSXB;<OR�SXmODFSfSXmO@A@\8;@\p @\<�SfmOB;<O¡O@\q_N\HE:=<�SXmh@�D�uM@\qXDFR=@MHOS(mO@�S�DMN���g4@�q_oß:=q_p¥DF<OY\@FP

VW< S(mO@�Y\:=<�S(@)&dS¯:MoKp�LO8;S(BvsW8;@\N_BC:=<[DM<EDM8vbdN(BCN�Hn7 &³BC:Mp ²�:Mo°SXmO@ l mEDFgO8C@Tb�uFDM8CLh@Çoß:=q(pÇLh8ÕDFS(BC:=<BC<h¡OBCY\DFSX@�NAS(mEDFS�B;o�SWµK:[@\8C@�p.@�<�SXN¯mED�[email protected](mO@¥N(DMp @ B;p.g&:=qËS�DM<OY�@�BC< DM8C8c8;@\N_BC:=< Y\:=<��ER=LOq(DFSXB;:=<ON\HSXmh@\BCqAY�:=<�SXq(B;·OLhS(BC:=<ONAN_mO:=LO8;¡ ·&@.B;¡O@\<�SXB;Y�DM8×P.7�&³BC:=p �xN_SXDFSX@�N�S(mEDFS�DM< @�8C@�p.@�<�S¯SXmODFS¯mEDMN¯<O:@ "4@\YTSxBC<*DM<�b!8C@\N_BC:=< Y\:=<��ER=LOq(DFSXB;:=<*N_mO:=LO8;¡*·&@�DMN_N(BCRM<O@\¡ D �\@\q_:ÛY\:M<�S(q(B;·OLhSXB;:=<£P 7 &³B;:=p �BC<h¡OBCY\DFSX@�N¥SXmED~SxB;o�SWµ�: N(@\gODMqXDFS(@�S�DMN���Nxg4@�q_oß:=q_p.@�¡ ·�b SXmO@�<h@�SWµ�:=q�� DFq(@�DM<ODM8;b �\@�¡ BC< SXmh@pÇLO8vSXBtsW8C@�N(B;:=<ÇoßqXDMp @�µ�:=q���DM<O¡.S(mO@9:�uM@\qXDF8C8Jg4@�q_oß:=q_p¥DF<OY\@):Mo£S(mO@9<O@TSWµK:Mq�� BCN�@���LEDM8JSX:¯SXmO@/N(LOp

�������! #"%$'&)('*�+-,/.10�"�2��30�45�3"� �"�26287�98��:�;=<30>:�.?���A@39B7� C46�� �"�D'7�2��E4F.1"�@G"��!.3250��?48<!"H@G"�9JIK0>98L/7��! #"MLN"�7>2JO!98"�PLN"��Q4R.1"�S!�3�E48��0��TD���<!7U@!:E"�;WVX7U:�O3"N"#YZ #��"��! �;W46967��!28 �98��['"�2\480]48<!"/@3980>@G"�9J4^;W7> � �0�9B.1�E�!_=460]`�<!�� B<a48<!"Z2JO3Lb0UI48<!"H #0��Q4698��[3O146�E0>�!2�7�262J��_��!"�./460Z7U:�:c48<3"M"�:E"�LN"��Q462d"�e>OG7U:f2d$'&hgi*�ja$'&)('*#k

²=²

Page 13: B;8CB^] N :=

:MoOS(mO@Kg&@\qËoß:=q(p.DM<OY�@\N´BC<�S(mO@�SWµ�:±N_LO·hS�DFN���N�BC<�DM8C8�pÇLh8;SXBtsW8;@\N(B;:=<�Y\:M< �ER=LOq(DFSXB;:=<ON�HFSXmh@\<�S(mO@�S(:MS�DM8Y\:M<�S(q(B;·OLhSXB;:=<[DMN(N_BCR=<O@�¡[S(:¥@�DFY�m�@\8;@\p @\<�S/N(mO:=Lh8C¡�·&@¯@���LEDM8 SX: SXmO@¯N(LOp2:Mo�B;S(N/Y�:=<�SXq(B;·OLhS(BC:=<ONBC< SXmO@¥SWµ�:�S�DFN���N\P�rÝmO@�N(@?D &³BC:Mp.N�DMgOgO8vb <EDFSXLhqXDM8;8;b�BC< SXmO@�Y\DMN(@x:FofpÇLO8;S(Bvs©8C@\N_BC:=< DM<ODM8;bdN(B;N\P¢¨DM< �\mEDFo � ²��=�=�=�fmODMN9N_LOR=R=@�N_SX@�¡�DM<�DF<EDM8C:MR=LO@A:MocS(mO@ l mODMgO8C@TbxuFDM8CLO@�DM<O¡ �±LO·4@Tb=H �/@Tb³p.DM<£HDM<O¡�� @\·&@\q � ²��=�³²��KmED�u=@�8ÕDFS(@\qÝR=@�<O@\q(DM8CB!�\@\¡�SXmh@ l mODMgO8C@Tb�uFDM8CLh@AS(:¥D#µfmO:=8;@�oãDMp.B;8;b :Mo�N(@\p BvsuFDM8CLh@\N\H4DM8;8nNXDFS(BCN_oñbdB;<OR S(mO@�S(mOq(@�@ÇD &³B;:=p.Nf·OL³S9µfB;S(mO:=LhSfS(mO@�@)(.Y�BC@�<OY�b[gOq(:Mg4@�q_SWb � N_@\Y�S(BC:=<����THDx<EDFS(LOqXDM8�q_@���LOB;q(@\p @\<�SAoß:=q�¡O@�N(Y�q(BC·hBC<ORxoãDMB;q�¡OB;udBCN_BC:=<hN\P#ef@���LOB;q(BC<hR�S(mO@�¡OB;udB;N(BC:M<�SX:�·4@#oãDMB;q\Hµ�@.LON_@ S(mO@ l mEDMgh8C@�b�uMDF8CLO@FH S(mO@ :=<O8;b�@ ( Y\B;@\<�S¯uMDF8CLO@#N(DFSXB;N_oñbdBC<ORxS(mO@ S(mOq(@�@ D &³BC:=p N\H DMNASXmh@@\8;@\p @\<�SXN �EY\:=<�S(q(BC·hLhSXB;:=<ON\P�±<OY\@#D R�DMp @�B;N9¡O@)�E<O@�¡£H£B;S(N l mEDMgO8;@�b�uFDM8CLO@¯BCN/LO<OB!�dLh@\8;b?¡O@TSX@�q(p BC<O@�¡£P � @TS�H&@\p gO8C:�bdBC<hR

¡OB$"é@�q(@\<�SA8;@\N(B;:=<�p @�SXmh:³¡ON�p.D�b�:=·�udBC:MLON(8vb�q_@\N(Lh8;SABC<�¡hB!"4@\q(@�<�S¯uFDM8;LO@\N9:Mo DM<O¡ DMNAD�Y�:=<ON(@$s��LO@\<hY\@MH�¡OB$"é@�q(@\<�S l mODMgO8C@Tb�uFDM8;LO@\N�P�79mODMq(:=<h:�u�@�S¯DM8×P � �M�=�=�=�9DM<O¡�>�@\B;<EDM<£H�Z?@\BC8;B^]_N_:=<£H£DF<O¡efLOgOgOB;< � �F�=�=���c¡OB;N(Y\LhN(N¨¡OB$"é@�q(@�<�S�8C@�N(B;:=<.p @�S(mO:d¡ON�µfBvSXmOB;< S(mO@/oßq(DMp.@TµK:Mq��#:Mo a�7/79N¨DF<O¡¥SXmh@@ "4@\YTSXNfSXmED~SÝSXmO@Tb�p¥D�b�mOD�uM@�:M<�S(mO@¯@\8C@�p.@�<�SXN��hY\:=<�SXq_BC·OL³SXBC:M<ON¨oß:=LO<O¡éP

��� � ���������� ��%���������������������������?�! "����#����%$'&(�����?�

) � 2 ��� *)�)� �,+ �.- � � %�� �/ �� � � � �����#� � #��0/�1����32+� 54 �)���76��)� � �#�98�: � � �)�VW<ÛSXmh@xBC¡O@\DM8�N_B;S(LEDFSXB;:=<£H´R=B;uM@\<ÛSXmh@�oßLO8C8°N(@TS#:Mo9� � pÇLO8;S(Bvs©8C@\N_BC:=<�Y�:=< �ER=LhqXDFS(BC:=<ONÇDM8C:=<hR[µfB;S(mSXmh@�g4@�q_oß:=q_p¥DF<OY\@.p.@\DMN(LOq_@\p @\<�SÇoß:=q�@�DMY�méH�S(mO@ l mODMgO8C@Tb uFDM8;LO@¥p.D�b ·4@�NËSXq(DMBCR=m�S_oß:=q_µKDMq(¡h8;bY�DF8CY\Lh8ÕDFS(@\¡ LON(B;<OR[@ ��LEDFSXB;:=< � ���$H µfmh@\q(@ SXmO@ N(Lhp.p.DFSXB;:=<�q(Lh<ON�:�u=@�q�DF8C8 #��n:Mq(¡O@�q(BC<hR=NA:Mo � P798vSX@�q(<EDFS(B;uM@\8;bMH³S(mO@ l mEDMgh8C@�b.uFDM8CLO@9Y�DM<�·&@�Y\:=p gOLhS(@\¡?DMNfDÇN(Lhp.p.DFSXB;:=<�:�u=@�q)DM8C8£� � Y�:=< �ER=LdsqXD~SXBC:M<ON

� ���� �� � � ²#�� ;&<; 2�3

= > � Ë� 9 ��4 ( 9 ( � 4 � # @ ( 9 ( @ ²�� � � � �=�

l LO·hN_SXBvSXLhS(BC<OR DMY�Y\:=q_¡OBC<hR�S(:�@���LEDFS(BC:=< � �=�Kq(@\N_LO8;S(NfBC<

� ���� �� � � ²#�� $ &9; 2�= � & � 9 � 4 � ( 9 ( @ ²��� 4 � # @ ( 9 ( �� @²��

Page 14: B;8CB^] N :=

²#�� $ &9; 2�= ��� & � 9 � 4 � ( 9 ( �� 4 � # @ ( 9 ( @ ²��� � � �M�

µfmO@�q(@�@\DMY�m Y\:=<��ER=LOq(DFSXB;:=< 9 Y�:=<�SXq(B;·OLhS(@\NxD N(LOp p¥DF<O¡ S(:Û@\BvSXmO@�q.:=<h@�:Mo�S(mO@[SWµ�:ÛN(Lhp.N�H¡O@�g4@�<O¡OBC<hR�:=< µfmh@�SXmh@\qÇ@�8C@\p @\<�S"!9B;N�8;@\N(B;:=<O@�¡ :=q¯BC<�S�DFY�S�BC< 9 P�rÝm�LON\HcS(mO@ l mEDMgO8;@�b�uFDM8CLO@Y�DF8CY\Lh8ÕDFS(BC:=< Y\:=<hN(BCNËSXN�:Mo R=:=B;<OR�S(mOq(:=LhR=mxDM8;8&p�LO8;S(BvsW8;@\N_BC:=<#Y�:=< �ER=LhqXDFS(BC:=<ONKDM<O¡�Y\DM8CY�LO8ÕD~SXBC<hRAoß:Mq@�DFY�m[@�8C@\p @\<�SfSXmh@ASWµ�: N(LOp NfBC<xSXmO@¯DM·&:�u=@A@���LED~SXBC:M<£P

) � 2 � 2 � � ���� � �/��� 6��)� � �#�98�: � � �)��±·�u³B;:=LON_8;b=HES(mO@¯oßLh8C8nN(@TS±:MocDM8C8np�LO8;S(BvsW8;@\N_BC:=<�Y�:=< �ERMLOqXDFS(BC:=<hN/q_@���LOBCq_@\¡?oß:=q)S(mO@¯Y�DM8;Y\LO8CDFSXB;:=<x:MoSXmh@ l mEDMgO8;@�b.uMDF8CLO@�B;N¨:MoñSX@�<�<O:MS)D�uFDMBC8CDM·O8C@ � DF8Cq(@\DM¡hb.oß:=q¨p :³¡O@�qXDFS(@±N(B!�\@�<O@TSWµK:Mq���N)S(mOBCNÝN_@�SfB;NpÇLOY�m.SX:d:�8CDMq(R=@��TP´VW<�N(LOY�mxY\DMN(@�N\H³:=<[email protected]�b#SXq(DMBC<.D�gOq_@\¡OB;Y�S(:=q�LhN(BC<hR�SXmh@/R=Bvu=@�<�N(LO·hN(@�S¨:Mo£SXmh@Y\:M< �ER=LOq(DFSXB;:=<ON�HéSX:�gOq_@\¡OB;Y�S±S(mO@�g4@�q_oß:=q_p¥DM<hY\@Ç8;@�u=@�8CN�:Mo°<O@TµAH LO<ON(@�@\< pÇLO8vSXBvs©8C@�N(BC:M<[Y�:=< �ER=LdsqXD~SXBC:M<ON\P±¤ABvu=@\<�N(LOY�m D¥gOq_@\¡OB;Y�S(:=q\H&SXmO@Ç:MLhSXY�:=p.@�N9:Mo°DF8C8 pÇLO8vSXBvs©8C@�N(BC:M<?@'&³g4@�q(BCp @\<�S(N±p¥D�b?·&@@)&dS(qXDMYTSX@\¡ DM<O¡ D � � z�­�{ã����z\­ � ¦J}��é�ãz � � }F�©�dz Y\DM< ·4@�Y�DF8CY\Lh8ÕDFS(@\¡�:=<�SXmOB;N�¡EDFS�D�DMY�Y\:=q_¡OBC<hR�S(:@���LED~SXBC:M< � �=�TP

rÝmO@foßLO<OY�S(BC:=<ODM8OLO<OY�:=LOgO8;BC<OR � DMN�:=gOg&:=N(@�¡ S(:�SXmO@ % IK7 � N(@�Y�S(BC:=<¥�=�(��·&@�SWµ�@\@�<.S(mO@fgOq(@�¡OBCY$sSX:Mq�Y\:=p g4:M<O@\<�S�DM<O¡�SXmO@)Y\:M<�S(q(B;·OLhSXB;:=<ON�Y\DM8CY�LO8ÕDFS(BC:=< z�|J}O«~�ãz��/�צ&z�� � ���Ç�M�TzÝ}F| � � � z\­�{ß����� �� zX�ãz � }~|4����� � �ã¦4z�­d}h�©} � 9�{��צ4�d�h�¨zX¬��4�ã� � {C|h§x�\��|O��� � }F{;|4�ã�f���d�˦�}~���ã¦4z±¬x��|4������| � ����|O��� � }F{;|&���| * {C|x�ã¦4z���� � rÝmOq(:MLOR=mO:=L³S�p.:MN_Sc:FoESXmOB;N�gEDMg&@\q�HMµ�@¨LON(@�SXmO@ % IK7 BvSXN_@\8;oEDMN´S(mO@¨gOq_@\¡OB;Y�SX:MqµfB;S(mOBC<xS(mO@�Z l 7 oßqXDMp @�µ�:=q��&P�V©S)BCNÝLhN(@\¡[p.@�q(@�8;b�DMN)D���·O8ÕDMY �¥·4: & �Ooß:=qÝY�DF8CY\Lh8ÕDFS(BC<ORÇS(mO@AgOq(@$s¡OB;Y�SX@�¡#g4@�q_oß:=q_p¥DF<OY\@�:=LhSXY�:=p @\Nc:Mo&DF8C8dpÇLO8;S(Bvs©8C@\N_BC:=<AY�:=< �ER=LhqXDFS(BC:=<ON�HMµfB;S(mO:=LhS�Y\:=<hN(BC¡h@\q(B;<OR±SXmh@Y\:M<�S(q(B;·OLhSXB;:=<ON�B;S bdBC@�8C¡ON�P´VW<ÇN_@\YTSXBC:M<Ç�)µ�@KLhN(@���q_:~]_@\YTSXBC:M< ��LOq(N_LOB;Sce)@�R=q(@�N(N_BC:=< � ����e9� � % q(B;@\¡³sp.DM< l SXLh@�S ��8C@FHé²��=�³²��°DFN�SXmh@±g4@�q_oß:=q_p¥DF<OY\@/gOq(@�¡OBCYTSX:=q�Y\:=p g4:M<O@\<�S�HhDMY�mOB;@�udBC<OR�BC<.S(mOBCN�Y�DMN_@pÇLOY�m?·&@�S(S(@\qfq(@�N(LO8vSXNÝSXmODM<?S(mO@ % IK7�P

²��

Page 15: B;8CB^] N :=

) � 2 � @ � � %�� �/��� 6 ������� �98 : ���!��� � � ��� �/ �%�� �/��� � � ���) �� ��� � 6 ������� �98 : � �!���r�:Û:�u=@\q_Y\:=p @�SXmh@�DM·ON_@\<OY�@�:Mo�SXmO@[oßLO8C8fN(@TSx:MoApÇLh8;SXBtsW8;@\N(B;:=< @)&³g&@\q(B;p.@�<�SXN\H)DM<h¡ µfmO@\< SXmh@8C@�N(B;:=<OBC<hR N_gEDMY�@�BCN�SX:d: 8CDMq(RM@�S(: @�<dLhp.@�qXDFS(@�DM8;8ÝY\:=< �OR=LOqXD~SXBC:M<ON\H¨:M<O@�p.D�b!DM8CN_: q(@�N(:=qËS.S(:NXDFp.gO8;BC<ORhP # @�S��$ ·&@/DAqXDF<O¡O:=p 8;b�NXDMp gO8;@\¡�N(@TS�:Foég&@\q_pÇLhS�D~SXBC:M<ON�:�u=@\q�SXmh@ #x@�8C@�p.@�<�S(N � µfB;S(mq(@�gO8ÕDFY\@\p @\<�S��TP�rÝmO@\<éHE·EDMN(@�¡�:=<�@ �dLODFSXB;:=< � ���TH

�� ���� �� � � ²( �$ (

;� ���!

� � 9 W��# �(� � �=�

BCN�DM< �M|4«F{ñ}F�$z\­�zX���ã{C¬¥}h��� ��:MoéSXmO@ l mEDMgO8;@�b#uFDM8;LO@ � W��� �( �$PcVW<¥:Mq(¡O@�q�SX:�Y�DM8;Y\LO8CDFSX@ÝS(mO@\N_@±@\NËSXBvsp.DFSX@�N°oß:=q�@Tu=@\qËb)!(H�oß:=q�@�DMY�m�g&@\q_pÇLhSXDFSXB;:=<�� G ��������� � � B;<��$SXmO@)g4@�q_oß:=q_p¥DF<OY\@fp @�DMN_LOq(@�p.@�<�S(N

� � � �� � *� G , � �� � *� G�� � U , � ���������� � *� G � � U ������� � � �� G , � �� ��� �/DMq(@Ç<h@\@\¡h@\¡£P �):MSXB;Y\@FH£mO:�µK@Tu=@�q\HSXmODFS�D±8C@�N(B;:=<#Y\:=<��ER=LOq(DFSXB;:=<ÇN(mh:=LO8C¡�·&@¨Y�DF8CY\Lh8ÕDFS(@\¡#:=<O8vb�:M<OY\@¨µfmOB;8C@�B;S�p.D�bÇDMghg4@\DMqcBC<#¡hB!"4@\qËs@\<�Sfg&@\q_pÇLhS�D~SXBC:M<ON\P�rÝm�LON�HOSXmO@A<�LOpÇ·&@\qÝ:Mo�<O@Tµ�pÇLh8;SXBtsW8;@\N(B;:=< @)&³g4@�q(B;p.@�<�S(N¨SX:�·&@±g4@�q_oß:=q_p.@�¡oß:=q£@\DMY�m¯NXDMp gO8C@�¡Ag4@�q(pÇLhSXDFSXB;:=<9S(@\<O¡ONnS(:)¡h@\Y\q_@�DMN_@°DMNnp.:Mq(@�g&@\q(p�LhS�DFS(BC:=<hNnDMq(@�N(DMp gO8C@�¡£P rÝmO@q(@�N(LO8vSXB;<OR z��\�×{C¬¥}h�Wz\­ � ¦J}��é�ãz � � }F�©��z BCNADM<�@)( Y\BC@�<�S¯uFDM8;LO@MHéN(BC<hY\@#SXmO@#N_LOp :Fo�S(mO@#p¥DFq(R=B;<EDM8BCp g&:=q_SXDM<OY\@9:MocDF8C8£@�8C@\p @\<�S(N)B;<�DM<�b�g4@�q(pÇL³S�DFS(BC:=<xB;N ��� � @ � � �TP

rÝmO@¯@\p gOBCq_BCY�DF8éN_SXDM<O¡EDFq(¡?¡O@�udBÕD~SXBC:M<x:Mo´S(mO@Ap¥DFq(R=B;<EDM8éB;p.g&:=qËS�DM<OY�@±:Mo´@\8;@\p @\<�S !(H� ���� �� � � ²

( �$ (;� ���!

� � �� 9 ��# �_� @ �� ���� �� �� U � � �=�

bdBC@�8C¡ONfDM<?@\NËSXB;p¥DFS(:=q¨:Mo�SXmh@¯NËS�DM<h¡EDMq(¡?¡O@Tu³BCDFSXB;:=<x:Mo�SXmO@ l mODMgO8C@Tb�uFDM8CLh@�@\N_S(BCp.DFSX:Mq �� ���� �� � ����� � �� ©��� �( �_� � � ���� �� ��

( �$ (� � ²����

rÝmOB;NxN_S�DF<O¡EDMq_¡ ¡O@�udBÕD~SXBC:M< p.@\DMN(LOq_@\NxmO:�µ Y\8;:=N(@�B;N¥SXmh@�@\N_S(BCp.DFSX@�¡ l mEDMgh8C@�b uFDM8CLO@?SX: SXmh@SXq_LO@xuFDM8CLO@FP l g4@�Y\B!�OY�DM8;8;b=H�LON_BC<OR�SXmh@ l mEDMgO8;@�b uFDM8CLh@x@\N_S(BCp.DFSX:Mq�DM<O¡ SXmO@�N_SXDM<O¡EDFq(¡*¡h@�udBÕD~sSXB;:=<Û@�N_SXB;p¥D~SX:=q�H �\��| �&­Oz�|4��z.{C|&��z � � }F�C� ��� � �צ&z��\��|&� � {W«³�O�×{ß��|*���±zT}��˦ ���¯�ã¦4zxz��ßz�¬xz�|&�×�¥�$}F|«hz��\��|O��� � �d����z\­ P V©S.BCN.oßLhq_SXmh@\q g4:=N_N(B;·O8C@�SX: S(@\NËS�N_SXDFSXB;N_S(BCY�DF8Ým�bdg&:MSXmh@\N(@�Nx:=<*µfmO@TSXmO@�q¥SXmh@Y\:M<�S(q(B;·OLhSXB;:=<Û:Mo)D[Y\@\qËS�DMB;<Û@\8;@\p @\<�S#@ �dLODM8CN#D[R=B;uM@\<ÛuFDM8CLh@ � @FP�RhP;H��@\q(:�:Mq¥² � #£�TP�¢K:FSXmÛSXmh@Y\:M< �E¡O@�<OY\@/BC<�SX@�q_uFDM8CN°DM<h¡.SXmh@)m�bdg&:MSXmO@�N(B;N�SX@�N_S(N¨DMq_@)·ODMN(@�¡¥:=< SXmO@fS_s©¡OBCNËSXq(B;·OLhS(BC:=<£P l DFp.gO8;BC<OR

²��

Page 16: B;8CB^] N :=

g&@\q(p�LhS�DFS(BC:=<hN9oß:=q�Y\:M<ON_S(q(LOYTSXBC<hR?S(mO@#N(@TS �$%Y�DF< ·&@#¡O:=<O@#µfBvSXm DxR=B;uM@\< NXDMp gO8C@�N(B ��@�:=q�N(@$s��LO@\<�S(BÕDM8;8;b=H³oß:=qfBC<ONËS�DM<OY�@MHENËSX:=gOghBC<OR�µfmO@\<[q(@\DMY�mOBC<hR¥D � &³@\¡[p¥D &³B;p¥DM848CB;p.BvSKoß:=q¨S(mO@�<�LOp�·4@�q:Mo9pÇLO8;S(Bvs©8C@\N_BC:=< @)&³g4@�q(B;p.@�<�S(N.g&@\qËoß:=q(p @\¡ :=q#µfmO@�< DM8;8¨N_SXDM<O¡EDMq_¡*¡O@TudBÕDFS(BC:=< @\NËSXB;p¥DFS(@\N DMq_@N(p.DM8;8é@\<h:=LOR=m£P

rÝmO@¥p�LO8;S(BvsW8;@\N_BC:=<�@'&³g4@�q(BCp @\<�S(N¯S(mEDFS¯N(mO:MLO8C¡ ·4@ g&@\q_oß:Mq(p @\¡ BC<�SXmO@ @\NËSXBCp.DFS(@\¡ l mEDMgO8;@�buFDM8CLh@�p.@TSXmO:d¡ DMq_@�¡OBCYTS�DFS(@\¡ ·�b S(mO@xNXDMp gO8;@\¡ g&@\q(p�LhS�DFS(BC:=<hN\P ¢KLhS�H�¡OLh@�SX:�@)&³g&@\q_BCp @\<�S�DM88CB;p.BvS�DFS(BC:=<hN�S(mOBCNKNXDMp gO8CB;<ORÇp.D�b�<O:MSf·&@�g&:=N(N_BC·O8;@9µfmO@\<�DMgOgO8vbdBC<OR�S(mO@�Z l 7 SX:ÇS(mO@¯DM<EDM8vbdN(BCN:Mof·OB;:=8C:MR=BCY\DM8�¡EDFSXDhP�e/D~SXmO@�q\H�BC< N(LOY�m ·OB;:=8C:=RMBCY�DF8�DMgOgO8;BCY�D~SXBC:M<ON¯D�¡EDFS�D[N(@�S�Y�:=<ON_BCN_S(BC<OR�:Mo)DNXDFp.gO8;@�:MoÝpÇLO8vSXBtsW8C@�N(B;:=<�@)&³g&@\q_BCp @\<�SXN�p¥D�b�·&@.R=Bvu=@�< DM<O¡ N(mO:=Lh8C¡ ·&@.DM<EDM8vb���@\¡£P �±<O@ p¥D�bSXmh@\<�@�p.gO8;:�b¥DF<¥@\NËSXB;p¥DFS(@\¡�ghq(@\¡hBCY�S(@\¡ l mEDMgO8;@�b Y\:=p gOLhSXDFSXB;:=<£�´7 g&@\qËoß:=q(p.DM<OY�@9gOq_@\¡OB;Y�SX:Mq�B;NSXq(DMBC<h@\¡#LON_BC<OR±S(mO@ÝR=B;uM@\<#8;@\N(B;:=<#N(@TS°DM<O¡#N_@\q_uM@\N�DMN�DM<�:=q(DMY\8;@KN_LOgOgO8vb³B;<OR�g&@\q_oß:Mq(p.DM<OY\@KgOq(@�¡OBCY$sSXB;:=<ON9oß:MqADM<�b�8C@�N(BC:M<�Y\:=< �OR=LOqXD~SXBC:M<�DMN�¡OBCYTS�DFS(@\¡�·�b�SXmh@#NXDMp gO8C@�¡�g4@�q(pÇLhSXDFSXB;:=<ON�H£q(@�N(LO8vSXBC<hRBC<?DM< zX���×{;¬�}³��z\­�� � z\­�{ß���Wz\­ � ¦J}\�é�ßz � � }F���dz P

rÝmO@�N(DMp.gh8CBC<hR p @�S(mO:d¡*¡O:d@\N.<O:MS�:M<O8;b q_@\8CB;@�uM@[SXmh@�Z l 7 oßqXDMp @�µ�:=q��Ûoßq(:=p SXmh@�<O@�@\¡oß:=q�SXmh@�oßLh8C8�N(@TS�:FoÝ� � p�LO8;S(BvsW8;@\N_BC:=<�@'&³g4@�q(BCp @\<�S(N\H�·OLhS�DM8CN_:?q_@\8;BC@�uM@\NAB;SAoßq_:=p SXmh@ � � #�4=� � �Y\:Mp.gOL³S�DFS(BC:=<ONx<h@\@\¡h@\¡ S(: @TuMDF8CLEDFS(@�SXmO@ q(@\DM8 l mEDMgO8;@�b uFDM8;LO@�:=q?D!ghq(@\¡hBCY�S(@\¡ :=<O@MH±µfmhBC8C@��LEDM<�SXBvoñbdBC<OR?SXmO@¥DMY\Y�LOqXDMYTb :Fo¨[email protected]\:=<�S(q(BC·hLhSXB;:=<ON¯:=·hS�DFBC<O@�¡ µfB;S(m D[N_g4@�Y\B$�EY¥N(DMp.gh8C@MH´BC< DM<:=<ORM:=BC<OR#p.DM<O<h@\qÝLO<�SXB;8 D#q(@���LOB;q(@�¡�DMY�Y\LOq(DMY�b�B;NÝ:=·hSXDMBC<O@�¡£P

) � 2 � ) � 1�� ��� � ��� �� � � � � � �)��� � - � ��� ��� 4 �36 � ��� � � ��� � 8�� rÝmO@)Z l 7 gOq(:�udBC¡O@�N�D±N(Y\DM8ÕDM·h8C@Kp @�S(mO:d¡Çoß:=q�mEDF<O¡O8CB;<OR±<O@TSWµK:Mq���N�µfB;SXm�D±8CDMq(RM@K<�LOpÇ·&@\q�:Mo&@�8C@Tsp @\<�SXN�PcrÝmOBCN � 9��~ªC�4¦J}F�Tz � � � � �d�\z\­J� � z BCN�p :MS(B;uFDFSX@�¡#·�bÇSXmO@Ý:M·ON(@�q_uFDFSXB;:=<#SXmED~S�:MoñSX@�< :M<O8;bDAN(p.DM8C8doßqXDMYTSXBC:M< :Fo4S(mO@/g&:=N_N(BC·h8;bÇ8CDMq(RM@Ý<dLhpÇ·4@�q�:Mo£@�8C@\p @\<�S(N°N_BCR=<hB!�EY\DM<�SX8;b�Y\:=<�S(q(BC·hLhSX@ÝSX:ASXmh@N(g&@\Y�B!�EY�S�DMN��¯S(@\N_S(@\¡ÇµfBvSXmOB;<ÇD9Y�@\q_SXDMBC<ÇDM<EDM8vb³N_BCN�P�rÝmO@ �Oq(N_ScgOmEDMN_@¨mO@\<hY\@ �E<h¡ONcSXmO:MN(@¨@�8C@\p @\<�S(NµfB;S(m.N_BCR=<hB!�EY\DM<�S�Y�:=<�SXq_BC·OLhS(BC:=<hN\P�rÝmhBCN°gOmEDMN_@/LON_@\NKD¯N_p¥DM8;8ONXDFp.gO8;@fBC< :=q(¡O@�q�SX:¯Y�DM8;Y\LO8CDFSX@ÝSXmh@@\NËSXB;p¥DFS(@\¡ l mEDMgh8C@�bxuFDM8;LO@¯DM<O¡?SXmO@¯N_SXDM<O¡EDMq_¡�¡O@Tu³BCDFSXB;:=<�@\NËSXBCp.DFS(@\N � N(@�Y�S(BC:=<?�OPþ�³Pþ�=�TP¨7 SWµK:~sN(B;¡O@\¡ SËs©S(@\N_S¥BCN SXmO@�< g4@�q_oß:=q_p.@�¡ :=<*S(mO@�Y\:M<�S(q(B;·OLhSXB;:=<*:FoA@�DMY�m @�8C@\p @\<�S � µfmO@�q(@�S(mO@�<�LO8C8

²��

Page 17: B;8CB^] N :=

m�bdg4:MS(mO@\N_BCNÝB;<O¡OBCY\DFSX@�NKSXmODFS¨SXmh@±Y\:=<�S(q(BC·hLhSXB;:=<�BCN �\@\q_:�� {ß­Oz�|&�×{ � � {C|h§��ã¦4zf�_{;§�|O{ �4�T}~|4��z��ãzX¬�zX|&�×� PrÝmO@¥N_@\Y�:=<O¡ gOmEDFN(@ ���d���F�Tz�����| �h|4­�{C|³§ �צ&z�}������ � }h��z.�\��|&� � {W«³�O�×{ß��|O�Ç�����ã¦4z#�_{;§�|O{ �4�T}~|4�

z��ßz�¬xz�|&�×� P�rÝmOB;N´ghmEDMN(@Kp¥D�bALON_@�SXmh@�N(DMp.@�N(p.DM8C8MNXDMp gO8C@�oßq(:Mp�SXmO@ �Eq(NËScgOmODMN(@FH=·OLhS�B;S oß:³Y�LON(@�N:=<?SXmO@¯Y\:�DF8CB;S(BC:=<ODM8éR�DFp.@ ����� �� 2 � �$HJµfmh@\q(@ ��� BCNfSXmO@¯N(@TS±:Mo�@\8C@�p.@�<�SXNfoß:=LO<O¡�DMN9N_BCR=<OB$�EY�DF<�SBC<[SXmO@ �Oq(N_S±gOmEDMN_@MP�¤ABvu=@\<[SXmO@ÇY�mODMqXDMYTSX@�q(BCNËSXB;Y�oßLO<OYTSXBC:M< :Fo�SXmO@Ç:Mq(BCRMBC<EDM8 R�DFp.@�Y\:=<ON_BCNËSXBC<hR:Mo´DM8;8&@�8C@�p.@�<�S(N\H 2 � p.D�b ·&@�¡O@ �O<O@\¡�N(LhY�m?S(mEDFSKoß:Mq 9 � � � H 2 � � 9 ��@ ��LEDM8CN�SXmO@�D�uM@\qXDFR=@�:Mo �*) ��:�u=@�qKDM8;8 ) N(DFSXB;N_oñbdBC<OR )�� � � � 9 PcrÝm�LON�H³LON_BC<ORASXmh@):Mq(BCRMBC<EDM8³NXDMp gO8;@MH�N(:Mp.@f:Mo&SXmO@ 2 �DMq_@ ·ODMN(@�¡ :=< DM< D�u=@�qXDMR=@ :�u=@�q�p.DM<�b�pÇLh8;SXBtsW8;@\N(B;:=<�@'&³g4@�q(BCp @\<�S(N\H µfmOBC8;@#:MSXmO@�q(NAp BCR=m�S�<O:FS·&@±@�uFDM8;LEDFSX@�¡�¡OLO@/SX:Ç8CDMY ��:Mo ¡EDFSXDhP�VW<¥SXmh@±Y�DMN_@9µfmO@�q(@±SXmh@±Y�mEDMq(DMY�S(@\q(B;N_S(BCY/oßLh<OY�S(BC:=< 2 � Y\DM<<O:MS9·4@�oßLO8C8vbxY�DM8;Y\LO8CDFSX@�¡£H£D gOq(@�¡OBCYTSX:=q/BCN)SXqXDFBC<O@�¡�LON(B;<OR¥S(mO@#D�uFDMBC8CDM·O8C@�¡ODFS�D � N(@�Y�SXB;:=<��OPþ�³Pþ�=�TPrÝmO@AgOq_@\¡OB;Y�SX:Mq¨BCN¨S(qXDMB;<O@\¡x:=<xp�LO8;S(BvsW8;@\N_BC:=<.Y\:=< �OR=LOqXD~SXBC:M<ON¨:Mo�N(B!�\@ ( � � ( DF<O¡�<O:MSf:Mo�N(B!�\@ ( � ( HDM8;8C:�µfBC<OR/oß:=q�oãDMNËSX@\q�S(qXDMB;<OBC<ORhHFµfB;S(mO:=LhS�B;p.g&:=N_BC<OR�D±N_Y�DM8CDM·OB;8CB;SWb¯Y�mEDF8C8C@�<OR=@FP�VW<�SXmO@fY�DFN(@ݵfmO@\q_@SXmh@Ý<dLhpÇ·4@�q�:Mo&N(B;R=<OB!�OY�DM<�Sc@�8C@�p.@�<�S(N�BCN�S(:³:98ÕDMq_R=@Koß:=q�S(mO@¨@'&hgh8CBCY�B;S�Y�DM8;Y\LO8CDFSXB;:=<�:Mo4D±gOq_@\¡OB;Y�S(@\¡l mEDFgO8C@Tb uFDM8;LO@MH�N(DMp.gh8CBC<hR¯B;N�B;<OY\:Mq(g&:=qXDFS(@\¡ � N(@�Y�S(BC:=<.�OP®�dPþ����DM8;N(:¯BC<.S(mOBCN°N(@�Y\:=<h¡�gOmEDMN_@MH³LON(B;<ORSXmh@¯p�LOY�m[N_p¥DF8C8C@�q¨Y\:M< �ER=LOq(DFSXB;:=<ONÝN_gEDMY\@FP

� �+�<� � � � ���VW<ÇSXmhBCN�N_@\YTSXBC:M<ǵK@ÝDF<EDM8;b ��@ÝD9N(B;p.gh8C@°N_bdN_S(@\p DFN�D/SX@�N_S�Y\DMN(@¨oß:Mq´SXmh@ÝZ l 7�P=7/oñS(@\q´BC<�SXq_:³¡OLhY\BC<hRSXmh@¯NËbdN_SX@�p � N(@�Y�S(BC:=<��³P;²��THhµ�@�ghq(@\N_@\<�S9S(mO@ l mEDMgO8;@�b�uFDM8;LO@�:=·hSXDMBC<h@\¡[DM<O¡?B;SXNfY�:=q(q_@\Y�S(<O@\N_N9B;<SXmhBCNÇY\DMN(@ � N_@\YTSXBC:M<*�dP®�=�$P � @�SXmO@�< Y�:=p gEDMq(@.SXmO@?Z l 72µfBvSXm ·&:MSXm N_BC<OR=8;@�8C@�N(B;:=< DM<EDM8vbdN(BCN� N_@\YTSXBC:M<��³P����¨DM<h¡�S(mO@ % IK7 � N(@�Y�SXB;:=<��³P����KBC<xSXmOB;N¨SX@�N_S)Y�DMN_@MP

� �� � �?�! $� � �

# @�S.LON¥¡h@ �E<O@�D N_bdNËSX@\p :Mo�@�8C@�p.@�<�S(N *�� G ��������� � � , HKµfmh@\q(@?SXmO@[8CBvoß@�SXB;p.@¥:Mo�@\8;@\p @\<�S � B;N@)&³g&:=<O@�<�S(BÕDM8;8;b�¡OBCNËSXq(B;·OLhS(@\¡�µfB;SXm�gEDFqXDMp @�S(@\q�� 9� @)&³g4@�Y�SXDM<OY�b :Mo/² ��� �$H�DM<O¡ N(LOY�m S(mEDFSASXmh@@\8;@\p @\<�SXN¯DMq_@#BC<O¡h@\g&@\<O¡O@�<�S�P � @�¡O@)�E<O@�SXmO@�g&@\qËoß:=q(p.DM<OY�@#:Mo�SXmO@�N_bdNËSX@\p%DMN±S(mO@�@)&³g&@\Y�S(@\¡

²��

Page 18: B;8CB^] N :=

SXB;p.@±µfmh@\<�DFS)8;@�DMNËS9:=<h@¯:FocSXmO@¯@\8;@\p @\<�SXN)BCNfNËSXBC8;8éoßLO<OYTSXB;:=<OBC<hROP�rÝmODFS9B;N\HESXmh@�@'&hg&@\YTS�DM<hY�b?:MoSXmh@¯p.D &³BCp�LOp :Fo�S(mO@A¡OBCNËSXq_BC·OLhS(BC:=<hN\P % :=q¨N_BCp gO8CB;Y\BvSWb=H�µK@�oß:dY\LONf:=<xSXmh@�Y�DMN_@7#-� �³HO·OLhSfSXmh@q(@�N(LO8vSXNfgOq_@\N(@�<�SX@\¡[SXmOq_:=LOR=mO:MLhSÝSXmOB;NÝN(@�Y�SXB;:=<?mO:=8C¡xoß:=qfDF<�b�<dLhpÇ·4@�qf:Mo�@�8C@�p.@�<�S(N\P� @ Y�DF8CY\Lh8ÕDFS(@�SXmO@ g4@�q_oß:=q_p¥DF<OY\@�oß:=q�@�DFY�m pÇLO8vSXBtsW8C@�N(B;:=< Y\:M< �ER=LOq(DFSXB;:=< D�� BCY�S(@\¡ LOg&:=<

SXmh@�<O@�SWµ�:=q��&P �±·�u³B;:=LON_8;b=H ��� � � �ÛDF<O¡ � *�� , �-� G���HÝoß:=q&! � *�² � � � � , H¨N(B;<OY\@�S(mO@\q_@

BCN�:=<O8;b :=<O@x@�8C@�p.@�<�SÇBC< S(mO@xN_bdN_S(@\p B;< SXmO@x8CDFS(S(@\q#DF<O¡ <O:=<O@xB;<ÛSXmO@�oß:Mq(p @\q\P % :=q"!��� . H! � . � *�² � � � � , H � *�� � � 5 , ��BCN�S(mO@¥@'&³g4@�Y�S�DF<OY�b :FofD�qXDF<O¡O:=p uFDMq(BCDM·O8;@�µfBvSXm D[Y\LOpÇLh8ÕDFS(B;u=@¡OB;N_SXq_BC·OL³SXBC:M<�oßLO<OYTSXB;:=<ǵfmOBCY�m�B;N´SXmh@ÝgOq(:d¡OLOYTS�:MoJSXmO@�SWµK:AY\LhpÇLO8ÕD~SXB;uM@¨¡OB;N_SXq_BC·OL³SXBC:M<�oßLO<OYTSXB;:=<ON\�� ² @ � ����� � 4 � ² @ � ���� �$P°I¨DM8CY�LO8ÕDFS(BC<OR�SXmO@�@'&hg&@\YTS�DM<hY�b�LON_BC<ORÇS(mO@�Y\LOp�LO8ÕDFS(B;uM@±¡OBCNËSXq_BC·OLhS(BC:=<oßLO<OYTSXB;:=<xb³B;@\8;¡ON

� *�� � � 5 , � � ²� � ²

�5 @ ²

� � � 5 � � ²=²��

l B;p.B;8ÕDMq_8;b=H

� *�� G�� � U�� � ` , � � ²� G� ²� U� ²� ` @

²� G � � U @

²� G � � ` @

²� U � � `

� ²� G � � U � � `

� ²��=�

BCN¨S(mO@Ag4@�q_oß:=q_p¥DF<OY\@�:Mo�SXmh@¯NËbdN_SX@�p2BC<�B;S(NÝBC<�S�DMYTSfN_SXDFSX@FPrÝmO@�oß:=q_pÇLO8CDMN/:Fo p¥D�b[DM8;N(:¥·&@�udB;@�µ�@\¡�BC<�S(LOB;S(B;u=@�8;bx·ODMN(@�¡�:=<�SXmh@�BC<hY\8CLhN(BC:M<³sW@'&hY�8CLON_BC:=<

oß:=q_pÇLO8ÕD³P % :=q�BC<ONËS�DM<OY�@MH�@ �dLODFSXB;:=< � ²��=�´BCN�BC8C8;LON_S(qXDFS(@\¡�·�b�SXmO@�oß:=8C8;:�µfB;<OR9@ ��LEDFSXB;:=<ÇLON_BC<OR��@�<O<¡OBCDMR=qXDFp.N��

� � � @ @ @ �H

µfmO@�q(@#@�DFY�m��@\<O<�¡OBCDMR=q(DMp¶Y\:=q_q(@�N(g&:=<O¡ON±S(:xD.SX@�q(p BC<�@ ��LEDFSXB;:=< � ²��=�TH4BC<�S(mO@�N(DMp @Ç:=q(¡h@\q\P7�q(@�R=BC:M< B;<�D �@\<O< ¡OBÕDFR=qXDMp BC<�S(mO@�BC8;8CLONËSXqXD~SXBC:M<�BCN/SXmO@�@)&³g&@\YTSX@\¡ SXB;p.@�µfmh@\q(@ DM8;8´S(mO@�@\8vs@\p @\<�S(N.Y�:=q(q_@\N(g&:=<O¡hBC<OR�SX:�B;<OY\8;LO¡OBC<hR�R=q(:=LhgON DMq(@xoßLO<OYTSXB;:=<OBC<hROPÛrÝm�LON\H¨DM< B;<�SX@\q_N(@�Y�SXB;:=< :MoN(@Tu=@�qXDM8°R=q(:MLOgON¯BCN�SXmO@ @)&³g&@\YTS�DM<OYTb :[email protected] BC<OB;pÇLOp :MoKS([email protected]�:=q(q_@\N_g4:=<h¡OBC<OR?¡OB;N_SXq_BC·OL³SXBC:M<ON\PVW<�SXmOB;N�Y�DMN_@):Foé@'&hg&:=<O@�<�SXBÕDF8E¡OBCNËSXq(B;·OLhS(BC:=<ON�HMSXmh@)p BC<hBCpÇLOp B;N�DM8CN_:�@)&³g4:M<O@\<�SXBCDM8C8vb�¡hBCN_S(q(B;·OLhSX@�¡µfB;S(m!D�gODMqXDMp @�S(@\q#@ �dLODM8¨SX:�SXmh@?N_LOp :Mo)SXmh@?gODMqXDMp @�S(@\q_N#:Mo/S(mO@�¡OB!"4@\q_@\<�S�¡OB;N_SXq_BC·OL³SXBC:M<ON\PrÝm�LON\HES(mO@Aq(@\N_LO8;S(@\¡?@)&³g&@\Y�SXDM<OYTb[:Fo�@\DMY�m�N_LOY�m�¡OB;N_S(q(BC·hLhSXB;:=< � @ ��LEDFSXB;:=< � ²��=�_�TP

²��

Page 19: B;8CB^] N :=

� �� � �?�! "����#����%$'&(�����?�

>�<O:�µfBC<OR�SXmO@±g&@\qËoß:=q(p.DM<OY�@9:Mo @\DMY�mxY\:=DM8CBvSXBC:M< :Fo @\8C@�p.@�<�SXN\HdSXmO@ l mEDMgO8;@�b uFDM8CLO@ � B×P�@FP;H³Y\:=<�S(q(Bvs·OLhS(BC:=<hN��KBCNÝ:M·hS�DMB;<O@\¡�LON_BC<OR @���LED~SXBC:M< � �=�TP�rÝmh@�Y�:=<�SXq(B;·OLhS(BC:=<x:Mo´@\8;@\p @\<�S � G B;N

� G ��� �� � � ²� G @

²� 4 ²� G � � U @

²� 4 ²� G � � `

� ²� 4 ²� G � � U � � ` � � ²����

DM<O¡.N(B;p.B;8ÕDMq_8;b¯oß:=q�SXmO@/:MSXmO@�q�@�8C@�p.@�<�S(N\P�VW8;8CLONËSXqXD~SXBC<hRAS(mO@9p @�DF<OBC<ORA:MoéSXmO@/q(@\N_LO8;S(@\¡�Y�:=<�SXq_BC·OL³sSXB;:=<�:Mo � G LON_BC<OR �@�<O<[¡hBÕDMR=q(DMp N\H³µ�@¯R=@�S

� @ @ �H

BC< SXmO@�N(DMp.@�:=q(¡O@�qxDMN�S(mO@�SX@�q(p NxBC< @ ��LEDFSXB;:=< � ²����TP 79NxN_@\@�< oßq_:=p SXmO@�8;@�oñS_s©mEDM<O¡*N(BC¡h@�@\<h< ¡hBÕDMR=q(DMp?H4@�8C@\p @\<�S � G B;N�DMY\Y�q(@�¡OB;S(@\¡�oß:=q�D¥S(mOBCq_¡�:Mo�SXmO@ÇS(BCp @�µfmO@�<�B;S�B;N/oßLO<OYTSXB;:=<OBC<hRµfB;S(mÛ·&:MSXm @�8C@\p @\<�S(N � U DM<O¡ � ` � SXmO@¥q(@\NËS�BCN�¡OB;udBC¡h@\¡Û@ �dLODM8C8vb ·&@�SWµ�@\@�<!S(mO@�Y�:=<�SXq(B;·OLhS(BC:=<ON:Mo�@�8C@�p.@�<�S(N � U DF<O¡ � ` �$H&oß:=q)mEDM8vo�:MocS(mO@�S(BCp @�µfmO@\<�BvS/B;N)oßLh<OY�S(BC:=<OB;<OR�µfB;SXm�@\B;S(mO@\q � U :=q � `� S(mO@�:MS(mO@\q�mEDM8;o¨BCN�Y�:=<�SXq_BC·OLhS(@\¡ÛS(:�SXmO@�:FSXmO@�q�@\8;@\p @\<�S$��DM<O¡ oß:=q�SXmO@¥µfmh:=8C@ SXBCp @�µfmO@\< B;SBCNfoßLO<OYTSXB;:=<OBC<hR.DF8C:=<O@FP¨rÝmEDFS/BCN�HESXmO@ l mEDMgO8;@�bxuFDM8;LO@�¡hB;udBC¡O@�NÝSXmO@�BC<�S�DMYTS)g4@�q_oß:=q_p¥DM<hY\@¯:MocSXmh@N_bdNËSX@\p � @ �dLODFSXB;:=<Û²��=�¨SX:.SXmO@�¡OB!"4@\q_@\<�S±@�8C@\p @\<�S(N±N(LOY�m�S(mEDFS9@�DMY�m�S(@\q(p2B;N9¡OBvu³B;¡O@\¡�@���LEDM8;8;bSX:ÇDM8C8J@\8;@\p @\<�SXN�Y\:=p g&:=N(B;<OR�BvS�Hd¡O@\<O:FSXBC<hRÇD�oãDMB;q�¡hB;udBCN_BC:=<.:Mo£SXmh@±N_bdN_S(@\p g4@�q_oß:=q_p¥DM<hY\@/S(:�SXmh@¡OB$"é@�q(@\<�S)@\8;@\p @\<�SXN�P

� � �����,�#��� ������� ��� ������$"� ���

rÝmO@xN_BC<OR=8;@.8;@\N_BC:=< DFgOgOq(:=DMY�m Y\:=<hN(BCNËSXNÇ:Fof8C@\N_BC:=<hBC<OR[:=<O@¥@�8C@�p.@�<�S�µfB;SXmhBC< @\DMY�m @)&³g&@\q(B;p.@�<�SDM<O¡!p @�DMN_LOq(B;<OR�SXmO@�¡O@�Y\q_@�DMN_@�BC< g&@\qËoß:=q(p.DM<OY�@MP w/N_BC<OR�S(mO@�NXDMp @�<O:MS�D~SXBC:M< :Mo/S(mO@[Z l 7�HSXmh@�Y\:=<�S(q(BC·hLhSXB;:=<ÛDMN_N(B;R=<O@\¡ÛS(:�@\8;@\p @\<�S !9LON(B;<OR�N(B;<OR=8;@.8;@\N(B;:=< DM<ODM8;bdN(B;N�B;N�gOq_:=g4:Mq_SXB;:=<EDM8cS(:

��� � @ ��� 0 *�� , �TP % :=qKS(mO@�SX@\NËS9Y\DMN(@ANËb³NËSX@�p[HESXmhBCNÝ@���LEDF8CN � oß:=q?! � ²��

� G ��� �� � � ²� G @

²� G � � U @

²� G � � `

� ²� G � � U � � ` � � ²����

²��

Page 20: B;8CB^] N :=

DM<O¡?N(B;p.B;8ÕDMq_8;b#oß:=q¨S(mO@A:MSXmh@\qÝ@\8;@\p @\<�SXN�P�VW8C8CLhN_SXq(DFSXB;<OR � G LON(B;<OR �@\<O<?¡OBÕDFR=qXDMp N\HdµK@¯:=·hSXDMBC<

� @ @ �H

BC<ÇS(mO@ÝNXDFp.@Ý:=q_¡O@\q�DFNcSXmO@¨S(@\q(p N�BC<#@ ��LEDFSXB;:=< � ²����TP�rÝmh@)8;@�oñSËsWmEDM<h¡ÇN(B;¡O@ �@\<O< ¡OBCDMR=qXDFp B;8C8CLhNËsSXq(DFSX@�N�S(mEDFSKµfBvSXm.N(BC<hR=8C@)8C@�N(BC:M<¥DM<ODM8;bdN(B;N\Hd@�DMY�mx@�8C@�p.@�<�S�BCN°:=<O8vb.DMY\Y�q(@\¡hB;SX@�¡¥oß:=q�SXmO@/@)&³g&@\Y�S(@\¡SXB;p.@�µfmO@�<�B;S)B;N)oßLO<hY�SXB;:=<OB;<OR¥DF8C:=<O@FHEµfB;SXmh:=LhS/Y\:=<ON_BC¡O@�q(B;<OR.BvSXN)gOq(@TudBC:=LON/Y\:=<�S(q(BC·hLhSXB;:=<?µfmhBC8C@:MS(mO@\q)@\8;@\p @\<�SXNfµK@�q(@�N_SXB;8C8£oßLO<hY�SXB;:=<OB;<OROPKrÝm�LON�H4S(mO@ l mEDMgO8;@�bxuFDM8CLh@�B;N)p�LOY�m�p :=q(@¯BC<³oß:=q(p.D~sSXBvu=@¯BC<[Y�DMghS(LOq(B;<OR.S(mO@ASXq(Lh@�Y\:M<�S(q(B;·OLhSXB;:=<?:MocSXmh@�@�8C@\p @\<�S(N9BC<[Y\:=p gEDMq_BCN_:=<?µfBvSXm[LON(B;<OR.:M<O8;bN(B;<OR=8;@�8C@\N_BC:=<x@'&³g4@�q(BCp @\<�S(N\P

rÝmO@�N(B;R=<OB$�EY�DM<�S.¡OB!"4@\q_@\<OY�@�BC< SXmO@�Y�:=<�SXq_BC·OLhS(BC:=<hN.:=·³S�DMB;<O@\¡ LhN(BC<hR SXmO@ l mEDMgO8;@�b!uFDM8CLO@u=@�q(N_LON�S(mO@/N_BC<ORM8C@Ý8C@�N(B;:=<�Y\:=<�SXq_BC·OL³SXBC:M<ON�BCNcoßLOqËSXmO@�q�¡O@�p.:M<ON_S(qXDFS(@\¡ LON(B;<OR�DAY\:M<OY\q_@�SX@)@)&hDMp gO8;@:Mo�SXmO@�SX@�N_S�Y�DMN_@MH�µfmO@�q(@)# � ��DM<h¡ � � ² � !_H�oß:=q ! � ² ��������� �OP % B;R=LOq_@x²¥Y\:Mp.gEDFq(@\NASXmh@l mEDFgO8C@Tb[uFDM8;LO@¯µfBvSXm�S(mO@ÇN_BC<OR=8;@�8;@\N_BC:=<[Y\:=<�SXq_BC·OL³SXBC:M<ON\P�¢�:MSXm�DFq(@�<h:=q(p.DM8CB!�\@�¡£H&DMN±BC<�DM8C8 SXmh@q(@�N(LO8vSXN±S(:�oß:M8C8C:�µ � @)&³Y\@�ghSAµfmO@\q_@ NËS�DFS(@\¡ :MSXmh@\q_µfB;N(@��THnN(LhY�m SXmODFS±SXmh@#N(LOp :FoKY�:=<�SXq(B;·OLhS(BC:=<ON:Mo)DM8;8�@�8C@�p.@�<�S(NÇ@���LEDF8CN�²=P ��·�udBC:MLON(8vb=H�@�uM@\< BC< SXmOB;N�u=@�q_b N(BCp gO8;@.NËb³NËSX@�p[H�SXmh@\q(@¥BCNÇD�<h:=<<O@�R=8CB;R=BC·O8;@9¡OB$"é@�q(@�<OY\@A·&@�SWµ�@\@\<?SXmO@�SWµ�:OP

� J� � � � �, ���?� � ��� � � � � �

VW< :=q(¡O@�q�SX: LON_@�S(mO@ % IK7 oß:=q�DM<EDM8vb �\BC<hRÛSXmO@�SX@�N_S�Y\DMN(@FH�D Y\:=<OY�q(@TSX@ @)&hDMp gO8C@�p�LON_S?·&@Y\:M<ON(B;¡O@\q_@\¡£H�N(BC<hY\@?<O:�R=@\<O@�qXDM8Ýoß:=q_pÇLO8CDMN�oß:=qÇS(mO@[Y�:=<�SXq_BC·OLhS(BC:=<hN#@)&³BCNËS�H¨DFN :MgOg4:MN(@\¡ SX:�SXmh@Y�DFN(@�:Fo�N(B;<OR=8C@A8;@\N(B;:=<[DM<EDM8vb³N_BCN/DM<O¡?SXmO@ÇZ l 7�P � @�DM<ODM8;b �\@¯SXmO@¯NXDFp.@¯Y\:=<hY\q(@TSX@Ç@'&hDMp.gh8C@A:MoSXmh@�SX@\NËS�Y�DMN_@xBC<�SXq_:³¡hLOY\@�¡!B;<ÛN(@�Y�S(BC:=< �³P��hP�rÝmO@ % IK7¶BCN�S(qXDMB;<O@\¡ ²���SXBCp @\N�LON(B;<OR�SXmh@�oßLO8C8N(@TS9:Fo��~j9pÇLO8;S(Bvs©8C@\N_BC:=<¥Y\:=< �OR=LOqXD~SXBC:M<ON\HEµfB;S(m�DF8C8nq(Lh<ON/q_@�DMY�mhBC<OR¥D���@\q(:.p.@\DM<?N���LEDMq_@\¡�@�q(q(:Mq� Z l a°�TPE79NÝ@TudBC¡O@�<�SÝoßq_:=p % BCR=LOq_@�²=H³SXmO@ % IK7 Y\:M<�S(q(B;·OLhSXB;:=<ONfDM<h¡�SXmO@ l mODMgO8C@Tb¥uFDM8;LO@�¡OB!"4@\qN(B;R=<OB$�EY�DM<�S(8;b oß:=q.� :=L³S¥:Mo�S(mO@�� @\8;@\p @\<�SXN�HÝ@�u=@�< µfmO@\< Y�:=<ON_BC¡O@�q(BC<hR SXmh@�8ÕDFq(R=@?N_SXDM<O¡EDMq_¡¡O@Tu³BCDFSXB;:=<ON):MocS(mO@¯oß:Mq(p @\q\PÝrÝmh@ % IK7 Y\:M<�S(q(B;·OLhSXB;:=<ONfq(@�N(@�pÇ·O8C@¯SXmO@�Y\:=<�S(q(BC·hLhSXB;:=<ON/DMN(N_BCR=<O@�¡·�b SXmO@ N(B;<OR=8;@�8C@\N_BC:=< DM<ODM8;bdN(B;N\H)SX@\NËSXBvoñb³B;<OR SXmEDFS�S(mO@ % IK7 oãDMB;8CN¥S(:³:!BC< Y�DFghSXLOq_BC<OR DÛoãDMBCq

²��

Page 21: B;8CB^] N :=

1 2 3 40

0.1

0.2

0.3

0.4

0.5

0.6

0.7

a�8;@\p @\<�S

l mEDFgO8C@Tb¥uFDM8CLh@l B;<OR=8C@98C@\N_BC:=<% IK7 Y\:=<�SXq_BC·OL³SXBC:M<ON

% B;R=LOq(@/²=� �°��¬��£} � {;�T��|�«hz�� 9�z\zX|��ã¦4z���� � �({C|³§��ãzc�ãz��_{ã��|#}F|J}F� � �_{C� � ­³} � y¯§ � } � «M} � � ��}F|4­¥�צ&z� � � «F�ñ}��Ëy�«=} � � �±��| �ã¦4z¯�Wz������$}F�Tz�� rÝmO@ % IK7 Y�:=<�SXq_BC·OLhS(BC:=<hN � 8;BCR=m�SKR=qXD�b�·ODMq(NX�KDMq(@�RMB;u=@�<µfB;S(m�p @�DM<[DM<O¡[N_SXDM<O¡EDMq_¡�¡O@Tu³BCDFSXB;:=<ON)DMY�q(:=N_N�²�� % IK7 q(Lh<ON\Pf¢K:FSXm[S(mO@ l mEDMgO8;@�bxuFDM8;LO@�DF<O¡SXmh@ % IK7 DMq(@ ·EDMN_@\¡ :M< SXmh@ oßLO8;8�N(@TS�:Mo¨DM8C8°� j pÇLO8vSXBtsW8C@�N(B;:=<�Y\:M< �ER=LOq(DFSXB;:=<ON�P¥rÝmO@ l mEDMgO8;@�buFDM8CLh@MH³S(mO@�N(B;<OR=8;@±8C@�N(BC:M<�Y\:=<�S(q(BC·hLhSXB;:=<ONÝDM<h¡�S(mO@ % IK7 Y\:=<�S(q(BC·hLhSXB;:=<ONKµfBvSXmOB;<x@�DMY�m�:Mo SXmh@#²��q(Lh<ON)DMq(@A<O:=q_p¥DF8CB ��@\¡�N_LOY�m�S(mEDFSÝSXmh@\BCqÝN_LOp @ �dLODM8CNA²=P

�M�

Page 22: B;8CB^] N :=

DFS_SXq(B;·OLhS(BC:=<x:Mo´Y\:M<�S(q(B;·OLhSXB;:=<ONÝB;<�SXmOB;N)Y\DMN(@FP

� � �1 �����7�� ��)� � ����� �)� ����� ���� � � �rÝ[email protected] l 7�µKDMNAp¥DFBC<O8vb[¡h@�u=@�8C:=g&@\¡ DM<O¡�N_S(LO¡OB;@\¡ :=<�SXmO@#<O@�LOq(:dY\:M<�S(q(:=8;8C@�q(N�:MoKacu=:=8vu=@\¡ 79LdsSX:M<O:=p :=LON�79R=@�<�S(N � a�7/79N���¡O@\N_Y\q(B;·4@�¡#BC<�N(@\YTSXB;:=<#�hPv²=P l @\Y�S(BC:=<��hPþ�/gOq(@�N(@�<�S(NcoßLO8C8�B;<hoß:=q(p.DFS(BC:=<Z l 7 DF<EDM8;bdN_@\N�:MoJ<O@�LOq(:dY\:M<�S(q(:=8;8C@�q(N\HMY\:=p gEDMq_BC<OR9S(mO@¨q_@\N(Lh8;SXNcµfBvSXmÇS(mO:=N(@Ý:FoESXmO@ % IK7�PMVW<#N(@\Y$sSXB;:=<ON��hP���DM<O¡Û�hP��?µK@ oßLOq_S(mO@\q�gOq(@�N(@�<�S#DM<EDM8vb³N_@\N�LON(B;<OR[S(mO@¥gOq_@\¡OB;Y�S(@\¡ l mODMgO8C@Tb�uMDF8CLO@FH´SXmh@@\NËSXB;p¥DFS(@\¡ l mEDMgO8;@�bAuFDM8CLh@KDM<h¡�SXmO@�@\NËSXBCp.DFS(@\¡�ghq(@\¡hBCY�S(@\¡Ç:M<O@MP l @\YTSXBC:M<#�hPþ�)¡O@�p.:=<hN_SXq(DFSX@�N�SXmh@SWµ�:FsWgOmODMN(@�Z l 7 gOq_:³Y�@\¡OLOq_@MP�rÝmO@AN(@�Y�S(BC:=<?BCNÝY�:=<OY\8;LO¡O@�¡?µfBvSXm?DM<�@)&³g&@\q(B;p.@�<�Sf:MocD#gOq_LO<OB;<ORp @�SXmh:³¡x·EDFN(@\¡�:=<�S(mO@±Y�:=<�SXq(B;·OLhS(BC:=<ON�b³B;@\8;¡O@\¡x·�b¥S(mO@¯Z l 7�HhSX@�N_S(B;oñbdBC<OR�SX:ÇSXmh@\BCqKN(LOg&@\q_BC:=q_B;SWbu=@�q(N_LON#SXmO@ % IK7¶B;<ÛY�DMg³SXLOq_BC<OR�S(mO@�q_@�DM8°uMDF8CLO@�NÇ:Mo)N_bd<EDMghN(@\N#S(:�SXmO@�DFR=@\<�S � NÇg&@\qËoß:=q(p.DM<OY�@� N_@\YTSXBC:M<��hP����$P

� �� � �?�� � � � �N���� �,� �.� �

rÝmO@ a�797%@\<�udBCq(:M<Op.@�<�S[LhN(@\¡ SX:!N_S(LO¡hb DM<O¡ ¡O@�uM@\8;:=g S(mO@ Z l 7%BCNx¡O@�N(Y\q_BC·&@\¡ BC< ¡O@�SXDMBC8BC< 79mODMq(:=<h:�u�sW¢¨DMq���B�@�S�DM8×P � �M�=�h²��$P¥7"·Oq(B;@�oK:�uM@\qËu³B;@�µ B;N¯ghq(:�udBC¡O@�¡ mO@�q(@�µfBvSXm£P¥rÝmO@�a�797/NDM<EDF8;b �\@�¡ mh@\q(@�8;B;u=@�BC< D�u³B;q_S(LEDM8�¡hBCN(Y�q(@TSX@.� ��R=q(B;¡ �˵�:=q(8;¡��xN(LOq_q(:=Lh<O¡O@\¡ ·�b�µ¨DF8C8CN�P ��:=BCN_:=<B;S(@\p NxDMq_@�N(Y\DFS(S(@\q(@�¡ DF8C8/DMq(:=Lh<O¡ SXmO@�µ�:=q_8C¡£HfµfmOBC8;@�oß:d:³¡ BvSX@�p.N¥DMq(@�N_Y�DFS_SX@\q_@\¡ :=<O8vb*B;< D�Ëoß:d:³¡ �\:=<O@ ��BC< :=<O@¥Y\:=q_<O@\q�P rÝmO@�DMRM@\<�S � N�R=:�DM8°BCN�S(: �E<O¡!DM<O¡ @\DFS�DMN#p.DM<�b oß:d:d¡ B;SX@�p.NDMN±g&:=N_N(BC·h8C@¯¡OLOq(B;<OR�BvSXN98;B;oß@FH&µfmOB;8C@�D�u=:=B;¡OBC<OR.SXmO@Çg&:=B;N(:=<[B;SX@�p.N�P±rÝmO@Çg&@\qËoß:=q(p.DM<OY�@�N_Y\:=q_@Ç:MoSXmh@[DFR=@\<�S BCN�gOq_:=g4:Mq_SXB;:=<EDM8°SX:�SXmh@[<�LOpÇ·&@\q�:Mo)oß:d:³¡ B;S(@\p N#p.B;<�LONÇSXmO@�<�LOpÇ·&@\q�:Mo9g4:MBCN(:M<B;S(@\p NAB;S¯Y\:=<hN(LOp @\N�PxrÝmO@�DMRM@\<�S�B;N�@ ��LOBCgOg&@\¡ µfB;SXm D[N_@�S�:MoÝN_@\<ON_:=q(N�Hcp.:FSX:=q_N\H´DM<O¡ÛDxoßLO8;8;bq(@�Y\LOq_q(@�<�Sf<h@\LOq_:³Y�:=<�SXq(:M8C8C@�q\H�µfmOBCY�m¥BCNK@Tu=:=8vu=@�¡?LhN(BC<hR#D�R=@�<O@�S(BCY±DF8CR=:=q_B;S(mOp � 7/mEDMq(:M<O:�u�sW¢¨DMq��dB@�S/DM8×P;HO�M�=�h²��TP% :=LOq�N(@�<ON(:=q_N¥@�<OY\:d¡O@�SXmO@?gOq(@�N(@�<OY\@�:Fo�D�µ¨DM8;8�H�D q_@\N_:=LOq(Y�@ � oß:³:d¡ :=q�g4:=B;N(:=<éH°µfBvSXmO:=L³S

¡OB;N_SXB;<OY�S(BC:=< ·&@�SWµ�@\@\<ÛS(mO@�SWµK:��$Hc:=q�D?uFDMY\DM<OY�b B;< S(mO@¥Y�@\8C8�S(mO@�DMRM@\<�S�:dY\Y�LOgOB;@\NÇDF<O¡ B;< SXmh@

�³²

Page 23: B;8CB^] N :=

Forward

MouthRightLeft

��������������������

������������

������������

������������

������������

������������

������������

������������

��������

����

������������

������������

Agent

Food

PoisonInput Neuron

Output Neuron

Input from sensors

Recurrency

Other Neuron

23

4

1

% B;R=LOq(@��³� � ¦4z ��� z�| � { � ��|O¬�zX|&� P�79<?:=LhS(8CBC<h@±:Mo�SXmO@AR=q_BC¡�µ�:=q(8;¡[DF<O¡?S(mO@¯DMR=@�<�S���Nf<O@�LOq(:~sY\:M<�S(q(:=8;8C@�q\P�rÝmO@9DFR=@\<�S�BCN�p.DMq��M@\¡ ·�b�D�N(p.DM8C8ODMq(q_:�µ :=<#SXmh@)RMq(BC¡éH=µfmO:=N(@f¡OB;q(@�Y�SXB;:=<�BC<O¡hBCY�D~SX@\NB;S(N�:=q(B;@\<�S�DFS(BC:=<éP´rÝmO@/Y\LOqËu=@�¡�8CB;<O@\N�BC<h¡OBCY\DFSX@¨µfmO@�q(@/BC<#SXmO@/DMq_@\<ED¯@�DMY�m.:MoéS(mO@/N_@\<ON_:=q_b B;<OgOLhS(NY\:Mp.@�Nfoßq_:=p?P

SXmhq(@\@ Y\@�8C8;N¯¡hBCq(@�Y�S(8;b�B;<�oßq_:=<�S�:Fo¨B;S � % BCRMLOq(@ �=�$P¥7 �OoñS(m N(@�<ON(:Mq�BCNAD �_N(p @\8;8 �xN_@\<ON_:=q¯µfmhBCY�mY�DF< ¡hB!"4@\q(@�<�SXBÕD~SX@Ç·&@�SWµ�@\@�< oß:d:³¡�DF<O¡�g4:=B;N(:=<�Lh<O¡O@\q_<O@�D~SXm�SXmO@�DMRM@\<�S�Hn·OL³S�R=B;uM@\N¯D�qXDF<O¡O:=pq(@\DM¡OB;<OR�B;oKSXmO@¥DMR=@\<�S#B;N�B;<ÛDM<Û@�p.g³SWb Y�@\8C8×P[rÝmh@¥oß:=LOq�p.:MS(:=q¯<O@\LOq_:=<ON#¡OB;Y�SXDFSX@ p.:�uM@\p @\<�Soß:=q˵¨DMq_¡ � <O@�LOq(:M<�²��THhD�SXLOq_<x8C@�oñS � <O@�LOq(:M<��M�°:=q¨q_BCR=m�S � <O@�LOq(:=<��=�THODF<O¡�Y\:=<�SXq_:=84S(mO@±NËS�DFS(@±:MoSXmh@¯p :=LhS(m � :=g&@\<?:=qfY\8;:=N(@�¡£HE<O@\Lhq(:=<[���TP�VW<?@�DMY�m[N_SX@�g�D�N(@�<ON(:Mq_b�q(@\DM¡OB;<OR.:dY\Y�LOq(N�HE<O@�SWµ�:=q��DMYTSXB;udBvSWb[B;N)S(mO@\<�NËbd<OY�mOq(:M<O:=LON_8;b�Lhg4¡ED~SX@\¡éHnDM<O¡�D.p.:MS(:=q/DMY�S(BC:=<[BCN/SXD �M@�<�DMY\Y�:=q(¡hBC<OR¥S(:¥SXmh@q(@�N(LO8vSXB;<OR DMY�S(B;udB;SWb¥BC<�SXmh@¯p :MS(:=qÝ<O@\Lhq(:=<ON�P

��q(@�udB;:=LON�DF<EDM8;bdN_BCN � 7/mEDMq(:M<O:�u�sW¢¨DMq��dBA@TS�DM8×P;H��M�=�h²���q_@�u=@\DM8C@�¡ S(mEDFS[N(LOY�Y\@\N_N_oßLO8�DMR=@�<�S(Ng&:=N(N_@\N(NÝ:M<O@±:=q°p.:Mq(@ ����¬ ¬�}F|&­#|4z�� � ��|h� SXmED~S¨¡O@TSX@\q_p.B;<O@/S(mO@�DMRM@\<�S � N¨·&@\mED�udBC:=q(DM8JN_S(qXDFS(@\RMbMP79qËSXB$�EY\BCDM8C8vb�Y\8CDMp.ghBC<OR?SXmO@�N(@xY\:Mp.p.DM<O¡Û<h@\LOq_:=<ONÇSX:�@�B;S(mO@\q�Y\:=<ONËS�DM<�S �Eq_BC<OR�DMY�S(B;udB;SWb :=q�S(:Y\:Mp.gO8;@�S(@ ��LOB;@\N_Y\@\<hY\@�Y�DFLON(@�NKSXmO@/DMR=@�<�SKSX:¯Y\:M<ON_SXDM<�SX8;b p.DMBC<�SXDMBC<�:=<O@):Mo£S(mO@fSWµK:Ç·&@\mOD�udB;:=qXDM8p :³¡O@�N�B;S @)&³mOB;·OB;S(N\H°q(@\R=DMq(¡O8;@\N_N.:Mo9B;S(N N_@\<ON_:=q_b!B;<OgOLhS\P*rÝmO@�N(@[SWµ�: ·&@\mOD�udB;:=qXDM8Ýp :d¡O@\N DMq_@z �M�é�ß� � }³�×{ã��| DM<O¡ § � }� �{C|h§ P±a &³gO8C:=q(DFSXB;:=<£HJµfmOBCY�m�SXD �M@�N±gO8CDMY\@¯µfmO@\<�SXmh@#DMR=@�<�S9BCN/:=LhSXN_BC¡O@�:MoSXmh@°oß:d:³¡ �\:M<O@MH=Y�:=<ON_BCN_S(N´:FoEp.:�udBC<hR/B;<�NËSXqXDFBCR=m�S�8CB;<O@\N�HFB;R=<O:=q_BC<ORfq(@�N(:=Lhq(Y\@�NcBC<ASXmh@KN(@�<ON(:Mq_b �E@\8;¡

�=�

Page 24: B;8CB^] N :=

SXmODFS�DMq(@)<O:MS°¡OB;q(@\YTSX8vb#LO<O¡O@�q°S(mO@/DMR=@\<�S\H³DF<O¡.S(LOq(<OB;<OR¯DFS�µ¨DF8C8CN�P�¤�qXD ��BC<OROH=µfmhBCY�m.SXD �M@�N�gh8ÕDMY�@µfmO@�< S(mO@�DMR=@�<�SAB;N±BC<�S(mO@Çoß:d:³¡ ��:=<O@FH�Y�:=<ON_BCN_S(N�:Mo�SXLOq_<OBC<hR�SX:�µ¨DFq(¡ONAq(@�N(:=Lhq(Y\@�N�SX:x@)&hDMp BC<h@SXmh@\p?HhSXLOq_<OBC<hR�DFS¨µKDM8C8;NÝDM<O¡xp.DMBC<�SXDMBC<OB;<OR�S(mO@ADMR=@�<�S � NÝ8C:dY�DFS(BC:=<�:M<�SXmO@�R=q_BC¡xB;<�DÇq(@\8CDFSXBvu=@�8;bN(p.DM8;8éq(@�R=BC:M<?Y�@\<�SX@�q(@�¡�DFSfSXmh@Aoß:d:d¡��\:=<O@FP

rÝmOq(:MLOR=mO:=L³SÇSXmOB;NÇN(@�Y�S(BC:=<£Hcµ�@¥oß:dY\LON�:=<ÛSXmO@�DM<EDM8vb³N_BCN�:MoÝSXmOq_@\@xDFR=@\<�SXN�H l ²��hH�ݲ���DF<O¡� ²��hH4µfmOBCY�m�mED�u=@�·&@\@�< N_LOY\Y�@\N_N_oßLO8;8;b�@Tu=:=8vu=@\¡ BC<�S(mOBCN9@\<�udBCq(:M<Op.@�<�S�P�7/8C8 SXmOq_@\@ DMR=@�<�SXNADMq_@@���LOB;gOg&@\¡AµfB;SXmADKoßLh8C8;b/q(@�Y\LOq_q(@�<�S�<O@�LOq(:dY\:M<�S(q(:=8;8C@�q£Y\:=<hN(BCNËSXB;<ORÝ:Mo&²��ÝBC<�SX@�q(<EDF8M<O@�LOq(:=<hN\H~BC<OY�8CLO¡³sBC<hR�SXmO@#p :MSX:Mq(N � <O:MS�B;<OY\8;LO¡OBC<hR¥SXmO@#N_@\<ON_:=q(NX�TH�:=LhS�:Fo°µfmhBCY�m :=<O@ÇB;N±SXmO@#Y�:=p.p.DM<O¡�<O@\LOq_:=<SXmODFS ¡O@�S(@\q(p BC<h@\N�SXmO@?·4@�mED�udBC:=q(DM8Ýp.:d¡O@FP rÝmO@?<O@�LOq(:dY\:=<�S(q(:=8;8C@\q�:Mo l ²�� � 7/mEDMq(:M<O:�u�sW¢¨DMq��dB@�S¨DM8�PvH³�M�=�h²���B;N�Y�:=p g4:=N_@\¡.:Mon·OB;<EDMq_b.Z?Y�IKLO8;8C:dY�m³s ��B;S_SXN°<O@\Lhq(:=<ON�H³µfmO:MN(@±NËb³<ODMghSXB;Y9NËSXq(@�<ORMS(mONµ�@\q(@K@�u=:M8;u=@�¡£PcrÝmOB;NcDMRM@\<�S�mODMN�·&@\@�<#gOq(@Tu³B;:=LON_8;b¯DM<EDF8;b �\@�¡ÇLON(B;<OR/S(mO@ % IK7 � 79mODMq(:=<h:�u¯@TS�DM8×P;H�M�=�M� * l @�R=@�u�@�ScDM8�PvH��M�M�=���TP �ݲ��/µKDMNc:=·³S�DMB;<O@\¡�·�b�D9gOq_:³Y�@\N_NcBC<�µfmhBCY�m£H�D~oñSX@\q�SXmO@�@�uM:=8CLhS(BC:=<�:MoD�N(LOY�Y\@\N_N_oßLO8�DMR=@�<�S\HJB;SXNfNËb³<ODMgON(@�N/µ�@\q_@�gOq_LO<O@\¡[LON(B;<OR.DM<�@Tu=:=8;LhSXB;:=<EDMqËb�<O@TSWµK:=q���p.B;<OBCp B �\D~sSXB;:=< DM8CRM:=q(BvSXmOp � ¤ADM<O:M<£H >�@\BC<ODM<£H efLOgOgOB;<£H´�M�=�=�=�/SXmEDFSA¡h@\8C@TSX@�N¯Lh<OBCp g4:Mq_S�DF<�SANËbd<EDMgON_@\NDM<O¡�p :d¡OB!�E@�N/S(mO@�µ�@\BCRMm�S(N�:Mo�SXmh@Çq(@�p¥DMB;<OBC<hR¥:=<O@�NADMN9S(:�·4@�N_SAp.D &³BCp B ��@AS(mO@Çg&@\qËoß:=q(p.DM<OY�@:MofSXmh@xDMR=@�<�S\P # B!�M@ l ²��hH��ݲ���BCNÇ@ ��LOBCgOg&@\¡ µfBvSXm D�<O@�LOq(:dY\:M<�S(q(:=8;8C@�q�Y\:Mp.g&:=N(@�¡ :Mof·OBC<ODMq_bZ[Y�IKLO8C8;:³Y�m³s ��B;S(S(N/<h@\LOq_:=<ON�*é·OLhS±:M<O8;b�²��.q(@�Y\LOq_q(@\<�SANËb³<ODMgON(@�N�:=LhS/:Mo�SXmh@¥²��=� :=q(B;R=BC<ODM8£:=<O@�[email protected];@�oñS�DFoñSX@�q�DFgOgO8;bdB;<OR?S(mO@ p.B;<OBCp B �\DFSXB;:=<�DM8;R=:=q(BvSXmOp?P � ²��[Y�:=g&@\N�µfBvSXm D?p :=q(@ ¡OB$(.Y�LO8;S¡O@�8ÕD�b=@�¡�q(@�N(g&:=<ON(@/S�DMN�� � l DMR=RMBC@MHd>�@\B;<EDM<£H efLOgOgOB;<£H³�M�=�=���$HdDMY\Y�:=q(¡OB;<OR�S(:�µfmOB;Y�m¥SXmh@±DMR=@�<�SmEDMN)SX:¥µKDMBvS±DM<h¡�q(@�p¥DMB;<�NËSXBC8;8nBC<�D R=q(B;¡�Y�@\8C8�Y\:M<�SXDMBC<hBC<OR�oß:³:d¡[oß:Mq�� NËSX@�gON±µfB;S(mO:=LhS/p.:�udBC<hR:=q¨S(LOq(<OB;<OR#BC<x:Mq(¡O@�q¨SX:�@�DFS\P�a�DFSXB;<ORÇS�D �F@\NfgO8CDMY\@�:=<h8;b�BvonSXmO@¯DMRM@\<�SfY\8;:=N(@�N)BvSXN¨p :=LhS(mxBC<xSXmh@8ÕDFN_S¯µ¨DMBvSXB;<OR�N_SX@�g£P?rÝmO@¥N_@\<ON_:=q(N#DF<O¡Ûp :MSX:=q_NA:Mo � ²��[DMq(@ BC¡O@�<�SXBCY\DM8�SX:?SXmO:=N_@¥:Mo l ²���DF<O¡�ݲ��hHEDFNKµK@�8C8nDFN¨SXmO@�g&@\qËoß:=q(p.DM<OY�@±p.@\DMN(Lhq(@MHh·OLhSÝSXmh@�<O@\LOq_:³Y�:=<�SXq_:=8C8;@\qK:Fo � ²��ÇB;N¨Y\:Mp.g&:=N(@�¡:Mo�N(gOB!�dB;<OR�� |&��zX§ � }h�Wz$ª |4­dª ��{ � z <h@\LOq_:=<ON\HJµfmO:=N_@�p @\p�·OqXDM<h@AS(BCp @Ts©Y\:=<ONËS�DM<�S(Nfµ�@\q_@�@Tu=:=8vu=@\¡éHDMNݵ�@\8C8 DFN¨SXmO@AN_bd<EDFghSXB;Y¯NËSXq_@\<ORMS(mON\P

�M�

Page 25: B;8CB^] N :=

� �� ��������� �� ��R� �������,� "����#����%$'&(�����?�

� @ �Eq_N_Scp @�DFN(LOq_@°S(mO@Kg&@\qËoß:=q(p.DM<OY�@�N_Y\:=q_@K:MoJDFR=@\<�S�ݲ��)LO<O¡O@�q´S(mO@K@�<�S(BCq_@KN(@TSc:MoJ��GßjcNËb³<ODMghSXB;Y8C@�N(B;:=<.Y�:=< �ERMLOqXDFS(BC:=<hN\H�µfmO@\q_@9@\DMY�m�N_bd<EDFghSXB;Y/8;@\N(B;:=<�Y\:=<��ER=LOq(DFSXB;:=<.B;<O¡OB;Y�DFS(@\N�oß:=q°@�DMY�m.:Mo£SXmh@²��¯q(@�Y\LOq_q(@\<�S�N_bd<EDMghN(@\NKBC<#SXmO@)<O@TSWµK:=q��#µfmO@�S(mO@\q°B;S°BCN�8;@\N_BC:=<O@�¡.:Mq°8;@�oñS�B;<�SXDMY�S\PcrÝmO@)8C@�N(BC:M<OBC<ORp @�SXmh:³¡#LON_@\¡ BCN �\���d�˦J}F�\�×{ã�°�ßz��_{ã��|O{;|h§ � 79mEDMq_:=<O:�uÇ@TS°DM8�PvH��M�M�=���TH~µfmOBCY�m BCN�g4@�q_oß:=q_p.@�¡#·�bÇqXDM<³s¡O:=p B ��BC<OR�SXmh@ �Eq_BC<OR.gEDFS(S(@\q_<�:Mo°D.8;@\N_BC:=<O@�¡�@\8;@\p @\<�S�HJµfmOB;8C@ �M@\@�gOBC<hR�SXmO@ �Eq(B;<OR¥gOq_:=·EDM·hBC8CBvSWb@���LEDF8OSX:¯B;SXN�B;<�S�DMYTS�:�uM@\q(DM8C8Op @�DF<��Eq_BC<OR�q(DFSX@FP % B;R=LOq(@f��gO8;:MSXNcS(mO@ l mEDMgh8C@�b�uMDF8CLO@FH�Y�DM8;Y\LO8CDFSX@�¡BC< D NËSXq(DMBCR=m�S oß:=q_µKDMq_¡*p.DM<O<O@�q.LON_BC<OR SXmO@?oßLO8C8ÝB;<hoß:=q_p¥DFS(BC:=<éP rÝmO@?oß:=LOq p.:MN_S.BCp g4:=qËS�DM<�SN_bd<EDFgON(@�NxDMq(@FH�·�b!:=q_¡O@\q�:Mo9BCp g4:=qËS�DM<hY\@MH�S(mO@[NËbd<EDMgON_@[oßq(:Mp SXmO@�q_BCR=m�S p.:FSX:=q�S(: S(mO@?8C@�oñS:=<O@FH�oßq_:=p S(mO@�oß:=q_µKDMq(¡ p :MSX:=q/SX:�SXmO@�Y\:Mp.p.DM<O¡�<O@�LOq(:=< � <O@�LOq(:M< <�LOpÇ·&@\q¯���$HnSXmO@ q(@�Y\LOq�sq(@�<�SAN_bd<EDMgON_@Çoßq(:=p2SXmh@ÇY\:=p p.DM<O¡�<O@�LOq(:M<�SX:xB;S(N(@�8;o�DM<h¡�SXmO@#NËb³<ODMgON(@Çoßq_:=p2SXmO@ÇY�:=p p¥DM<h¡<O@�LOq(:=<[SX:.S(mO@�q_BCR=m�S/p.:FSX:=q�PÝrÝmO@�q_@\N_S9:MocS(mO@�NËb³<ODMgON(@�N�@)&³mOB;·OB;S/p.B;<O:=qÝY�:=<�SXq(B;·OLhS(BC:=<ON�HéDF<O¡SWµ�:�N_bd<EDMghN(@\N �_� �³Hv²��fDM<O¡ � �³H����(�fmED�u=@Ç<O@�R�DFS(B;u=@�Y\:=<�S(q(BC·hLhSXB;:=<ON\HES(@\N_S(B;oñbdBC<hR.SX: SXmO@�oãDMY�S)SXmED~SSXmh@�bÛmhBC<O¡O@�q�SXmh@xg4@�q_oß:=q_p¥DM<hY\@MP % BCR=LOq_@���DM8;N(:�ghq(@\N_@\<�SXN�SXmh@ % IK7¶Y\:=<�SXq_BC·OL³SXBC:M<ON�bdBC@�8C¡O@�¡µfmO@�< S(qXDMB;<OBC<OR SXmO@ % IK7¶²��¥S(BCp @\N)µfB;SXm�S(mO@ÇSXq(DMBC<hBC<OR.N(@�SAY�:=<ON_BCN_S(BC<ORx:FoKDF8C8���Gßj¯Y\:=< �OR=LOqXD�sSXB;:=<ON�P �±<O8;b#oß:=qK�¯:MLhSK:Fo£SXmO@¯²���N_bd<EDMgON_@\N¨S(mO@9Y�:=<�SXq(B;·OLhS(BC:=< ¡O@ �O<O@\¡x·�b�SXmO@ l mEDMgh8C@�b#uFDM8;LO@MHY�DFghSXLOq_BC<OR¯SXmO@foãDMB;q°¡hB;udBCN_BC:=<�:Mo£S(mO@9Y�:=<�SXq_BC·OLhS(BC:=<hN\H�BCN�µfB;S(mOBC< :=<O@)N_SXDM<O¡EDMq_¡�¡O@Tu³BCDFSXB;:=< :Mo£SXmh@Y\:Mq(q(@�N(g&:=<O¡OB;<OR % IK7 Y�:=<�SXq(B;·OLhS(BC:=<£P% :=q � ²��hHdSXmO@�g&@\qËoß:=q(p.DM<OY�@±N(Y�:=q(@±µKDMNÝp @�DMN_LOq(@�¡�LO<O¡O@�q¨SXmO@�@�<�S(BCq_@±N(@TSf:Mo�� G�� <O@\Lhq(:=<EDF8

8C@�N(B;:=< Y�:=< �ERMLOqXDFS(BC:=<hN\H�LON(B;<OR[NËSX:dY�mEDMNËSXBCY 8C@�N(B;:=<OBC<hROP % BCR=LOq_@#��¡OB;N(gO8CD�b³N�S(mO@ l mODMgO8C@Tb�uFDM8CLO@·EDMN_@\¡.:=< S(mO@ÝoßLO8C8EB;<hoß:=q_p¥DFS(BC:=<�D�uMDFBC8ÕDF·O8C@FP ��q(@TudBC:=LON�DM<EDF8;bdN(B;N � l DMRMR=BC@Ý@TSKDF8�PvHd�M�=�=����q_@�uM@�DM8;@\¡<O@�LOq(:=<�<�LOpÇ·&@\qf²��9S(:�·4@¨S(mO@fY\:=p p.DM<O¡Ç<O@�LOq(:M<£H�<O@\LOq_:=<ON�<�LOpÇ·&@\q��ADM<h¡ <�LOp�·4@�q��9S(:AgEDMqËsSXB;Y\B;gEDFSX@�B;<�SXmO@�SX@�p.g&:=qXDF8 �_Y\:MLO<�SXBC<hR �fq(@���LOB;q(@�¡�oß:=qnSXmh@°ghq(@\Y�BCN_@°S(BCp BC<ORÝ:Modoß:d:³¡AY\:M<ON(LOp ghS(BC:=<£HDM<O¡ <O@�LOq(:=< <�LOpÇ·&@\q#²=HnS(mO@#oß:=q_µKDMq(¡�p :MSX:Mq\H£SX:�Y�:=LO<�SASXmO@�8ÕDFN_S�SWµ�:[NËSX@\ghN�·&@�oß:=q_@#p.:�udBC<hRoß:=q˵¨DMq_¡£P � ¦4z � � }��\��� � }h�Wz�� � � z � zT}F�;���צ&���Tz�|4z�� � ��|O�¥����«Oz��צ4z.��|4zX� 9�{©�ã¦*�ã¦4z#�Õ} � §³z�����\��|4� � {©«h�O�×{ß��| P % BCR=LOq_@#�?DM8CN_:x¡OBCN_gO8ÕD�bdN�SXmO@�g&@\q_SXDMBC<hBC<OR % IK7 Y\:M<�S(q(B;·OLhSXB;:=<ON�Y\DM8CY�LO8ÕDFS(@\¡�LON�s

�F�

Page 26: B;8CB^] N :=

�hPþ�

�hP��

�hP��

�hP��

� �����

� �����

� � ���

� � ���

� ���

� ���

� ����

�� ���

�� ���

�� ��

�� ���

�� ���

� � ����

� �����

l mODMgO8C@Tb�uFDM8CLh@% IK7 Y\:=<�S(q(BC·hLhSXB;:=<ON

% B;R=LOq(@¥�h� � ¦J}\�é�ßz � � }F���dz.}F|&­ � � |&� � ¬¥}F�C{ ~z�­Û�\��|&� � {W«³�O�×{ß��|O� � ���ã¦4z � � |J}��é�TzX������ ���� PrÝmO@ l mEDFgO8C@Tb uFDM8;LO@ � ·O8CDMY � ·EDMq(NX��:MofSXmO@xNËbd<EDMgON_@\N¥:Fo �ݲ���DFq(@xgO8;:MS(S(@\¡ DM8;:=<OR�µfBvSXm % IK7Y\:M<�S(q(B;·OLhSXB;:=<ON � R=q(D�b!·EDFq(N�*�p @�DF< DM<O¡ NËS�DM<h¡EDMq(¡ ¡h@�udBÕDFS(BC:=<*DMY\q_:=N(N�²�� % IK7 q(Lh<ON��$P rÝmO@&�s�D &³@�N/gOq_@\N_@\<�S/S(mO@AN_bd<EDMghN(@\N/BC<xSXmh@Aoß:Mq(p � � � zX� � |J}\���×{ã�/|4z�� � ��| � �����\�×� � |E}\�c�×{ß�/|4z�� � ��| � P

BC<hR�DM8;8�g4:=N_N(B;·[email protected]@\N_BC:=< Y\:M< �ER=LOq(DFSXB;:=<ON�Hc:=·hSXDMBC<OB;<OR?DM< D�u=@�qXDMRM@¥SXq(DMBC< Z l a Y\:=q_q(@�N(g&:=<O¡OB;<ORSX:¥@)&³gO8ÕDFBC<OB;<OR.p :=q_@¯S(mEDM<��=� � �=���:Mo�SXmO@¯uFDMq(BCDM<OY\@FP �)@�uM@\q_S(mO@\8;@\N_N\H£SXmh@ l mEDFgO8C@Tb?uFDM8;LO@ÇDF<O¡SXmh@ % IK7 Y\:=<�SXq_BC·OL³SXBC:M<ON±¡OB$"é@�q9N(B;R=<OB$�EY�DM<�S(8;b=H&µfB;S(m�SXmO@ l mEDMgO8;@�b?uMDF8CLO@Ç:Fo�:=<O8;b[:=<O@�<O@\LOq_:=<� <�LOp�·4@�q/�=�K·4@�BC<OR#µfB;S(mOBC<x:M<O@AN_S�DF<O¡EDMq_¡[¡O@TudBÕDFS(BC:=<�:Mo´B;S(N % IK7 Y�:=<�SXq(B;·OLhS(BC:=<£P

VW<¥DF¡O¡OB;S(BC:=<ÇS(:�SXmO@Ý¡OB$"é@�q(@�<OY\@)·4@TSWµK@�@\< SXmO@ % IK7 Y\:=<�SXq_BC·OL³SXBC:M<ON�DM<O¡�SXmh@ l mEDMgO8;@�b�uFDM8;LO@MHSXmh@#8ÕDFS_SX@\q±DM8CN_:x:=LhSXg&@\qËoß:=q(p N9S(mO@ % IK7"Y�:=p gOLhS�D~SXBC:M<EDM8C8vb=P¯I¨DM8;Y\LO8CDFSXB;<OR.S(mO@ l mEDFgO8C@Tb�uFDM8CLO@q(@ ��LOBCq_@\N # Y\:=p gOLhSXDFSXB;:=<ON9oß:Mq�@�DMY�m pÇLO8vSXBvs©8C@�N(BC:M<[Y�:=< �ER=LhqXDFS(BC:=<£H4µfmOBC8;@ÇSXmO@ % IK7 g4@�q_oß:=q_p.Np.DM<�b#p.:Mq(@¨Y�:=p.ghLhS�DFS(BC:=<hNcoß:=q�@�DMY�m Y\:M< �ER=LOq(DFSXB;:=<£H=µfmO@�q(@fSXmOB;N�<�LOpÇ·&@\q�BCN�¡O@�g4@�<O¡O@�<�SKLOg&:=<SXmh@°<�LOp�·4@�q�:FoOB;S(@\q(DFSXB;:=<ON\H�S(mO@�<�LOpÇ·&@\q :Mo³R=qXDM¡hBC@\<�S�¡O@�N(Y\@�<�S�BvSX@\q(DFSXB;:=<ON£µfBvSXmOB;<�@�DMY�m�B;SX@�qXDFS(BC:=<DM<O¡�SXmh@¯g&@\qËoß:=q(p.DM<OY�@�:Mo�SXmO@ABCN_:MSX:M<OBCY±q_@\R=q_@\N_N(BC:M<£P

�=�

Page 27: B;8CB^] N :=

1 2 3 4 5 6 7 8 9 10

0

0.1

0.2

0.3

0.4

0.5

�/@�LOq(:M<

l mODMgO8C@Tb¥uFDM8;LO@% IK7 Y\:=<�S(q(BC·hLhSXB;:=<ON��q(@�¡OBCYTSX@�¡ l mEDFgO8C@Tb¥uFDM8CLh@

% B;R=LOq(@°�O� � ¦J}��é�ãz � � }F���dz � ��� �\��|4� � {©«h�O�×{ß��|O��}F|4­)� � z\­�{ã���Wz\­ � ¦J}\�é�ßz � � }F�©�dz°��� �ã¦4z�|4z�� � ��|O������ ��� PcrÝmh@ l mODMgO8C@TbÇuFDM8CLh@ � ·O8CDMY �Ç·EDMq_N��cBCN�gO8;:MS(S(@\¡ DM8;:=<OR�µfB;S(m % IK7 Y\:M<�S(q(B;·OLhSXB;:=<ON � ¡ODMq��R=q(D�b?·EDFq(N�*ép.@\DM<�DM<O¡�NËS�DM<h¡EDMq(¡�¡O@�udBÕD~SXBC:M<�DMY�q(:=N_NDz�� % IK7 q_LO<ON��/DM<O¡�µfBvSXm�S(mO@�gOq_@\¡OB;Y�S(@\¡l mEDFgO8C@Tb#uMDF8CLO@f·EDMN_@\¡�:M< S(mO@9gOq_@\¡OB;Y�S(BC:=<�:Mo£S(mO@ % IK7 � 8;BCR=m�S�R=q(D�b�·EDMq(N *³p @�DF<�DM<O¡.N_SXDM<O¡EDMq_¡¡O@Tu³BCDFSXB;:=<�DMY�q(:=N_N)S(mO@�²�� % IK7 q_LO<ON��$P

�M�

Page 28: B;8CB^] N :=

� � � � ��W��� ���� "����#��#��$'&(�����?�

w/N_BC<OR SXmO@ % IK7 DMN/D.ghq(@\¡hBCY�S(:=q\H&D gOq(@�¡OBCYTSX@\¡ l mEDMgO8;@�bxuFDM8;LO@ � N(@�Y�SXB;:=<��hP®�³Pþ�=�¨BCN)Y�DF8CY\Lh8ÕDFS(@\¡£P79N�@�udBC¡h@\<�S�B;< % B;R=LOq_@ �hH }F���צ4���F§�¦ �צ4z ��� �\��|4� � {©«h�O�×{ß��|O�Ç­�{ � z � �_{;§�|O{ �4�T}~|4�ã� � � � ��¬ �צ&z� z$}F� � ¦E}\�é�ãz � � }F���dz � �ã¦4z´� � z\­�{ß����z�­ � ¦J}\�é�ßz � � }~�©�dz°{;� � z � � �X�ã���$z/���){©�c� SXmh@Ý¡OBCNËS�DM<OY�@Ý·4@TSWµK@�@\<SXmh@ l mEDMgO8;@�b�uFDM8;LO@�uM@\Y�S(:=q¯DM<O¡�SXmO@#p @�DF< % IK7�Y�:=<�SXq(B;·OLhS(BC:=<�uM@\Y�S(:=qABCNA� � ²��=�M�hHéµfmOB;8C@ÇSXmh@¡OB;N_S�DF<OY\@A·&@�SWµ�@\@\<[SXmO@�oß:=q_p.@�qÝDM<O¡�SXmO@Ap @�DM<�gOq_@\¡OB;Y�S(@\¡ l mEDMgO8;@�b�uFDM8;LO@±u=@�Y�S(:=q/B;Nf� � �=�h²����$P

r´:�S(@\NËSÇSXmO@¥DMY\Y�LOqXDFY�bÛ:FoÝ[email protected](@�¡OBCYTSX@\¡ l mEDMgO8;@�b uMDF8CLO@ µfmO@\< LON_BC<OR�D�N(p.DM8C8�S(qXDMB;<OBC<ORN(@TS�HcS(mO@ % IK7 µKDMN�S(qXDMB;<O@\¡ SX:�·&@¥LhN(@\¡!DMN�D[gOq_@\¡OB;Y�S(:=q�µfBvSXm D�SXqXDFBC<OB;<OR[N_@�S#:FoÝqXDM<h¡O:=p 8;bY�mO:=N_@\<!Y\:=<��ER=LOq(DFSXB;:=<ONÇ:Mo �ݲ���:Fo/N_B ��@�²��=� � �M�=� ��������� ²��=�=�³P % BCR=Lhq(@x��gh8C:MS(N�SXmO@xY�:=<�SXq_BC·OL³sSXB;:=<?:Mo�S(mO@�p :=NËS/B;p.g&:=qËS�DM<�SÝNËb³<ODMgON(@�:Mo�ݲ��.DMNÝb³B;@\8;¡O@\¡[·�bxS(mO@¯gOq(@�¡OBCYTSX@\¡ l mEDMgO8;@�b�uFDM8;LO@MHDM8;:=<OR�µfB;S(mÛSXmO@�q_@�DM8 l mEDMgO8;@�bÛuFDM8;LO@MH°DMN�D�oßLO<OYTSXB;:=< :MofSXmO@�<�LOpÇ·&@\q#:Mo/Y\:M< �ER=LOq(DFSXB;:=<ON#B;<SXmh@�SXq(DMBC<OB;<OR N(@�S\P � ¦4z)� � z\­�{ß����z�­ � ¦J}\�4�ãz � � }F�©��z�{C�/��� � {Cy�{;|h§�� � �X�ã���$z �����צ4z � zT}F����|4z � z � z�|��� � � z � � �(¬¥}F�C��|&�M¬�«hz � �������ãz��_{ã��| �\��| �³§J� � }³�×{ã��|O�#�M�$z\­ ��� � � � }F{C|h{C|h§ � }F|4­�z �h¦h{W«F{��×�±�\�©}O«F{;�Õª{©� � }�� � ���_�#�צ&zÇ­�{ �nz � z�|&� � �M|O� � }F�9|4����z\­ « � �צ4z��(¬¥}F�C� ����}F|4­³} � ­�­Oz � {Õ}h�×{ß��|O� P±ef@\p.DMq��~DM·O8vb=HSXmhBCN9B;N9SXq_LO@Ç@Tu=@\<�S(mO:=LOR=m�S(mO@ÇgOq_@\¡OB;Y�S(BC:=<�B;N9<O:FS±u=@�q_b�DFY\Y\LhqXDFS(@ � D�u=@�qXDMRM@ÇSX@\NËS¯Z l a Y\:=q_q(@$sN(g&:=<O¡hBC<OR�SX:[@)&³gO8ÕDFBC<OB;<OR�8C@\N_N¯S(mEDM< �=� � :Mo�SXmO@�uFDMq(BCDM<OY\@#µfmO@�< ²��=�?8C@�N(BC:M< Y�:=< �ERMLOqXDFS(BC:=<[email protected]_@\¡Ûoß:=q�S(qXDMB;<OBC<OR *´SXmh@¥gOq_@\¡OB;Y�SXB;:=< BCp gOq(:�u=@�N�DFN�SXmh@ S(qXDMB;<OBC<OR?N(@TSÇN_B �\@ BC<hY\q(@\DMN(@�N��$P?7/N@�udB;¡O@\<�S�H�SXmh@ % IK7 Y�:=<�SXq_BC·OLhS(BC:=<�¡OB$"é@�q(N°N(B;R=<OB!�OY�DM<�SX8vbÇoßq(:Mp SXmO@ l mEDFgO8C@Tb#uMDF8CLO@)DM<O¡.@)&³mOB;·OB;S(NDA8ÕDMq_R=@¨N_SXDM<O¡EDFq(¡¥¡h@�udBÕDFS(BC:=<�DFY\q(:MN(N°¡OB!"4@\q_@\<�S°q(LO<ON�H³p�LOY�m.8CDMq(RM@\qcSXmODM< S(mEDFS°:Mo&SXmO@fgOq_@\¡OB;Y�S(@\¡l mEDFgO8C@Tb�uMDF8CLO@�Y\:M<�S(q(B;·OLhSXB;:=<£P.rÝmOBCN�SX@�N_S(B!�E@�N�SX:�SXmh@ oãDMYTS�S(mEDFSASXmh@ % IK7"q(@�DFY�mO@\NÇ¡hB!"4@\q(@�<�SN(:M8CLhS(BC:=<ON�H�BC<ÛS(@\q(p :Mo)Y\:=<�SXq_BC·OL³SXBC:M<ON\H�µfmOB;Y�m DFq(@�DM8;p.:=NËSÇ@ �dLhB;uFDM8C@�<�SǵfB;S(m!q_@\N_g4@�Y�S�SX:�SXmh@SXq_LO@AY\:=<�S(q(BC·hLhSXB;:=<ONfDMNfY�DFghSXLOq_@\¡?·�bxSXmO@AgOq_@\¡OB;Y�SX@�¡ l mEDMgO8;@�b�uFDM8;LO@±bdBC@\8;¡O@\¡xoßq_:=p S(mO@ % IK7�P

� J� � � � � ��� �� ���� � � ��� ��� �. � � ��W��� � �� "����#��#�%$'&3�����?���

� @ Y\DM8CY�LO8ÕD~SX@�S(mO@�@\N_S(BCp.DFSX@�¡ l mEDMgh8C@�b*uMDF8CLO@ �� ���� �� �.·�b N(DMp.gh8CBC<hRÛg4@�q(pÇL³S�DFS(BC:=<ON¥LO<�SXBC8D p.D &³BCp.DM8�gOq_@\¡O@)�E<O@�¡ 8;BCp B;Sx:M< SXmh@ <�LOpÇ·&@\q�:Fo#Y\:=<��ER=LOq(DFSXB;:=<ON?LON(@�¡ BCN?q(@�DFY�mO@\¡ � N(@\Y$s

�=�

Page 29: B;8CB^] N :=

100 200 300 400 500 600 700 800 900 10000

0.2

0.4

0.6

0.8

1

�/LOp�·4@�q):Fo�8;@\N(B;:=<�Y\:=<��ER=LOq(DFSXB;:=<ON

l mEDFgO8C@Tb�uFDM8CLO@��q(@�¡OBCYTSX@\¡ l mEDFgO8C@Tb�uFDM8CLO@% IK7 Y\:=<�SXq_BC·OL³SXBC:M<ONa�N_S(BCp.DFSX@�¡ l mEDMgO8;@�b�uFDM8;LO@

% B;R=LOq(@��³� � z\­�{ß����z�­ � ¦J}��é�ãz � � }F���dz � � � �\��|&� � {W«³�O�×{ß��| }F|&­ z��\�×{C¬¥}h�Wz\­ � ¦J}\�é�ßz � � }F�©�dz�M�_{C|h§¯�(¬¥}F�;�³�ßz��({ß��|#�Tz��×� P�rÝmO@\N_@)uFDM8;LO@\N�oß:MqcSXmO@Ýp :=N_S�B;p.g&:=qËS�DM<�ScNËbd<EDMgON_@):Fo �ݲ��ADMq_@ÝgO8C:MS_SX@�¡DMR�DFBC<ONËS9SXmh@#<dLhpÇ·4@�q�:Mo°8C@�N(BC:M<�Y\:=<��ER=LOq(DFSXB;:=<ON � ²��=� � �M�M� ��������� ²��=�=���$P�rÝmO@�·O8ÕDMY �?8CB;<O@ÇgO8;:MSXNSXmh@±p.@\DM<�DF<O¡�N_SXDM<O¡EDFq(¡x¡O@Tu³BCDFSXB;:=<¥:Fo£SXmO@9gOq(@�¡OBCYTSX@\¡ l mEDMgO8;@�b�uFDM8CLO@FH³·ODMN(@�¡x:=<�²���¡hB!"4@\q(@�<�S% IK7 � N�gOq(@�¡OBCYTSXB;:=<ON\P¯rÝmO@�¡EDMq��[RMqXD�b�8;BC<O@�gO8C:MS(N9SXmh@#p.@\DM<�DM<O¡�NËS�DM<O¡ODMq(¡�¡O@Tu³BCDFSXB;:=<�:Mo�SXmh@% IK7 Y�:=<�SXq(B;·OLhS(BC:=<�DMY\q_:=N(N)SXmO@.²��.q_LO<ON\P)rÝmO@Ç8;BCR=m�S)R=q(D�b�8;BC<O@¯gO8;:MSXNfSXmO@�@\NËSXBCp.DFS(@\¡?N(mEDMgh8C@�buFDM8CLh@�DM<O¡ S(mO@�NËS�DM<O¡ODMq(¡ ¡O@TudBÕDFS(BC:=< @�N_S(BCp.DFSX@�N � DFN¥SXmO@�@\q(q_:=q�·EDFq(N��$P ��DMN(mh@\¡ ·O8CDMY � 8;BC<O@¡O@�<O:MSX@�N)S(mO@�oßLO8C8éBC<hoß:=q_p¥D~SXBC:M< l mEDFgO8C@Tb�uFDM8CLO@FP

�M�

Page 30: B;8CB^] N :=

SXB;:=<��hP®�³P����$P % BCR=LOq_@�� gO8;:MSXNfSXmO@�@\NËSXBCp.DFS(@\¡ l mEDMgO8;@�b�uFDM8CLO@FHéDF8C:=<OR�µfB;S(m�BvSXN)N_S�DF<O¡EDMq_¡�¡O@�udBtsDFS(BC:=<?@\NËSXBCp.DFS(@MHEoß:=qÝSXmO@�p.:MN_S/BCp g4:=qËS�DM<�SfNËb³<ODMgON(@�:Mo��ݲ��hHEµfB;S(m ²��M� � �M�=� ��������� ²��M�=�.DFN/SXmh@<�LOpÇ·&@\qÇ:FofY\:=< �OR=LOqXD~SXBC:M<ON�LON_@\¡O`�P�7/NÇ@)&³g&@\Y�S(@\¡ oßq(:Mp%S(mO@�R=@�<O@\q(DM8�S(mO@\:=qËb B;<�SXq(:d¡OLOY�@\¡ B;<N(@�Y�S(BC:=<��OPþ�³P��hH �צ4zfzX���×{;¬�}³��z\­ � ¦J}\�é�ßz � � }F���dz°{C��}~|[�F|é«~{ñ}F�$z\­ z����ã{C¬¥}h��� � ��� � �צ&z � zT}~� � ¦J}\�é�ßz �� }F�©��z.}F|4­ {��×�Ç�\�©}F|4­d} � ­ ­Oz � {ñ}h�ã{ã��| §³z�|4z � }F�;� � ­Oz\� � zT}~�Tz�� 9�{��צ �צ&z ��}F¬��é�ãzÇ�({ ~z P �/:FS�DM·O8vb=HSXmh@¯NËS�DM<h¡EDMq(¡?¡O@Tu³BCDFSXB;:=<x:Mo�SXmO@A@�N_SXB;p¥D~SX@\¡ l mEDMgO8;@�b�uFDM8;LO@�BCNÝpÇLhY�m[8CDMq(R=@�qKSXmODM<xSXmEDFS):Mo�SXmh@gOq_@\¡OB;Y�SX@�¡ l mEDMgO8;@�b�uFDM8;LO@MP

I¨DM8CY�LO8ÕD~SXBC<hR SXmO@�@�<�S(BCq_@�N(@�S?:Mo�� � gOq(@�¡OBCYTSXBC:M<ONx<O@\@�¡O@\¡ oß:=qx@'&³S(qXDMYTSXB;<OR SXmO@�gOq_@\¡OB;Y�S(@\¡l [email protected];LO@±BCNKY\:=p gOLhSXDFSXB;:=<EDM8;8;b#B;<�S(qXDMYTS�DM·h8C@9@Tu=@�<?oß:=qKp.:d¡O@\q(DFSX@/N(B!�\@�<O@TSWµK:=q���N\P°VW<xN(LOY�mY�DFN(@\N�H¨DM< @�N_SXB;p¥D~SX@\¡ ghq(@\¡hBCY�S(@\¡ l mEDFgO8C@TbÛuFDM8CLO@¥Y�DM< ·&@xY�DM8;Y\LO8CDFSX@�¡ ·�bÛNXDMp gO8CB;<OR�Y�:=< �ER=LdsqXD~SXBC:M<ON±oßq(:=p D?ghq(@\¡hBCY�S(:=q\P � @#SXLOq_< S(:�@)&hDMp BC<O@#N_LOY�mÛD�Y�DMN_@�� S(mO@ DM<EDM8vbdN(BCN�:Fo�S(mO@#oßLO8C8q(@�Y\LOq_q(@�<�SANËbd<EDMghS(BCY#<O@TSWµK:=q���:Mo l ²��hH£Y\:M<ON(B;N_SXB;<OR�:Mof²��=��N_bd<EDMghN(@\N��±79<�@�N_S(BCp.DFSX@�¡ l mEDMgO8;@�buFDM8CLh@)B;N�Y�DM8;Y\LO8CDFSX@�¡ ·ODMN(@�¡�:=<.D¯N(DMp.gh8C@Ý:Mo�²��=�Ag4@�q(pÇLhSXDFSXB;:=<ON � �M�=�=��8C@�N(BC:M< Y�:=< �ERMLOqXDFS(BC:=<hN��THµfmO@�q(@#D N(g&@\Y\B$�EY ��B;<O¡�:MocN_SX:dY�mEDMNËSXB;Y�8C@�N(B;:=<OBC<hR.B;N/@�p.gO8;:�b=@\¡[BC<[:=q(¡O@�q/S(:¥Y�DFghSXLOq_@�S(mO@�8;:=<ORFsSX@�q(p¶Y�:=<�SXq(B;·OLhS(BC:=<ON � V # Z HJ8;@\N(B;:=<OB;<OR�8C@�uM@\8 :Mo�� � � � >�@\B;<EDM<?@�S9DM8�PvH&�M�=�M���(�$PÝw/N_BC<OR�SXmO@ % IK7DMNKD�gOq_@\¡OB;Y�SX:Mq°S(qXDMB;<O@\¡.LON(B;<OR�S(mO@9N(DMp.@/NXDMp gO8;@MH�SXmO@/@\NËSXBCp.DFS(@\¡¥ghq(@\¡hBCY�S(@\¡ l mEDMgO8;@�b#uFDM8CLh@/B;NY\:Mp.gOL³SX@\¡[LON(B;<OR¥N_@���LO@�<�S(BÕDM8�NXDFp.gO8;BC<ORhHON_S(:=gOgOB;<OR µfmh@\<�S(mO@�NËS�DM<h¡EDMq(¡�¡O@�udBÕD~SXBC:M<?@�N_S(BCp.DFSX@�N:Mo°DM8;8�²��=��gOq(@�¡OBCYTSX@�¡�Y\:=<�SXq_BC·OL³SXBC:M<ON±DMq_@Ç·&@\8C:�µ � � �=���³P �±@)�E<OB;<ORxDM<�B;p.g&:=q_SXDM<�S9NËbd<[email protected]:=<O@�µfB;SXm�D�Y�:=<�SXq_BC·OLhS(BC:=<�DM·&:�uM@�� � �=�hHéS(mO@ÇNXDFp.@Ç<hBC<O@ÇNËbd<EDMgON_@\N¯DMq(@�b³B;@\8;¡O@\¡�DMN9BCp g4:=qËS�DM<�S·�b ·&:MSXm SXmh@?@�N_S(BCp.DFSX@�¡ l mEDMgO8;@�bÛuFDM8;LO@xDM<O¡ SXmh@?@�N_S(BCp.DFSX@�¡ gOq(@�¡OBCYTSX@\¡!:=<O@FHKDFN N_mO:�µf<*B;<% B;R=LOq(@±�hHOµfB;S(m�uM@\qËbxN(B;p.B;8ÕDMq�Y\:=<�SXq_BC·OL³SXBC:M<ON\P % :dY\LON_BC<OR�:=<xS(mO@ABCp g4:=qËS�DM<�SKN_bd<EDMgON_@\N/q(@�uM@�DM8;NSXmh@�N(B;R=<OB!�OY�DM<�S#·EDFY �d·&:=<O@x:Fo)S(mO@�<O@TSWµK:Mq�� DM<h¡ N(BCp gO8;B!�E@�N�BvSXN#DM<ODM8;bdN(B;N � 79mEDMq_:=<O:�uÛ@TS�DM8×P;H�M�=�M���TP� l B;<OY\@ µfmO:=8;@.g&@\q_pÇLhS�D~SXBC:M<ON¯DMq(@ NXDMp gO8;@\¡ � N(@�Y�S(BC:=< �OP®�dPþ���$H�S(mO@�DFY�SXLODM8�<dLhpÇ·4@�q�:MoKY\:=<ds

�ER=LhqXDFS(BC:=<ON)LON_@\¡�oß:=q/D¥¡O@ �O<O@\¡�N(B!�\@ � B;N9·&@�SWµ�@\@�< � DM<h¡ � � # @ �³H&µfmO@\q_@ #$�"²\��BC<?SXmOB;NY�DFN(@MP

�M�

Page 31: B;8CB^] N :=

a�NËSXBCp.DFS(@\¡ l mEDMgh8C@�b °DM8CLO@a�NËSXBCp.DFS(@\¡ ��q(@\¡hBCY�S(@\¡ l mEDMgh8C@�b °DM8CLO@

�hPv²

�hPþ�

� � ���

� � ���

� � ��

� � ��

� ���

� ���

� ��

� ����

� ����

% B;R=LOq(@��h� � �\�×{C¬¥}h�Wz\­ � ¦E}\�é�ãz � � }F���dz¯}F|&­�z����ã{C¬¥}h��z�­.� � z�­�{ã����z�­ � ¦J}\�é�ßz � � }~�©�dzÇ� �f�צ4z¯{;¬¥ª�c� � ��}F|&�c� � |J}\�é�$z��A��� � ��� P°a�q(q(:MqÝ·EDMq(Nf:Mo´·&:MSXm�¡O@�<O:MSX@ASXmh@¯NËS�DM<h¡EDMq(¡?¡O@Tu³BCDFSXB;:=<x@\NËSXB;p¥DFS(@\N�P

�=�

Page 32: B;8CB^] N :=

� � � � � ��� � ��� � � � � � ���� �?� � ��R� � �M� �%�! �%���#� � �

VW<�SXmhBCN¨N_@\Y�S(BC:=<�µ�@�@)&hDMp BC<h@±D�SWµ�:FsWgOmODMN(@�gOq_:³Y�@\¡OLhq(@±oß:=q�8ÕDMq_R=@9N_Y�DM8;@�DM<EDM8vbdN(BCN�Hh¡O@�N(B;R=<O@\¡�oß:MqDM<EDF8;b �\B;<OR[8CDMq(RM@.<O@TSWµK:Mq���N � N_@\Y�S(BC:=< �OP®�dP����$P � @.·4@�R=BC< µfB;SXmÛD[p :³¡O@�qXDFS(@.N_B ��@¥<O@TSWµK:=q�� B;<:=q_¡O@\q�SX:?DM8;8C:�µ oß:=q±S(mO@�Y\:=p gEDMq_BCN(:M<�:Mo�S(mO@�q(@�N(LO8vSXNA:Mo°SXmO@#SWµ�:FsWgOmODMN(@�gOq_:³Y�@\¡OLOq_@ µfBvSXm�SXmh@q(@\DM8 l mODMgO8C@Tb�uFDM8;LO@MP l LOY�m D�p :d¡O@\q(DFSX@#N_B �\@#<h@�SWµ�:=q���B;N±:=·hSXDMBC<O@�¡�·�b[oß:³Y�LON(B;<OR�:=<�gEDMqËS�:Mol ²�����NÇNËbd<EDMghS(BCYx<O@TSWµK:=q��ÛDM<ODM8;b �\@�¡ BC< N_@\Y�S(BC:=< �³P��OH�Y�:=<ON_BCN_S(BC<OR�:MoA²���N_bd<EDFgON(@�N :MLhS#:MofSXmh@²��=�³H¨SXmEDFS�BCN\HÝS(mO@�q(@�N_Sx:Fo�SXmO@�NËbd<EDMgON_@\N[DMq(@�DM8;µKD�b³Nx8;@\N_BC:=<O@�¡£P^j rÝmO@ �Eq(NËSxgOmEDMN_@�LON(@�N�DN(p.DM8;8�q(DM<O¡O:Mp N(DMp gO8C@¯:Mo��M� g4@�q(pÇLhSXDFSXB;:=<ON � �=�=��8C@�N(BC:M<�Y\:M< �ER=LOq(DFSXB;:=<ON/:=LhS±:FocSXmO@#��GßjT�fS(:@\NËSXB;p¥DFS(@ÝSXmO@ l mEDMgh8C@�b#uFDM8;LO@/DM<O¡.S(mO@)N_S�DF<O¡EDMq_¡¥¡O@Tu³BCDFSXB;:=<ON�Hdg&@\qËoß:=q(p BC<hRASËs©S(@\N_S(N � SWµK:~sWN(B;¡O@\¡éH� � � � �=�=�±q(@\N_LO8;S(BC<OR[BC< BC¡O@�<�SXB;oñbdB;<OR ²M²¥N(B;R=<OB$�EY�DM<�S�N_bd<EDMghN(@\N�P�rÝ[email protected](@�Y\:=<O¡ ghmEDMN(@ oß:³Y�LON(@�N:=< SXmO:MN(@?N(BCRM<OB!�EY\DM<�S�N_bd<EDMghN(@\N�HÝ·EDMN_@\¡*:M<!S(mO@�NXDMp @�NXDMp gO8C@x:FoA�=�=��Y�:=< �ER=LhqXDFS(BC:=<ON�P 7/<% IK7 gOq_@\¡OB;Y�SX:Mq9BCN)SXq(DMBC<O@�¡�:=<�S(mO@ÇN(DMp.gh8C@��\H£DM<O¡�D � 9���ªC�é¦J}~�Tz/� � z\­�{ß����z�­ � ¦J}\�4�ãz � � }F�©��z B;NY�DF8CY\Lh8ÕDFS(@\¡¥LhN(BC<hR�SXmO@/gOq(@�¡OBCYTSXB;:=<ON�oß:Mq°S(mO@9oßLO8;8&N_@�SÝ:Fo���GWG°Y\:M< �ER=LOq(DFSXB;:=<ON�P % BCRMLOq(@9��gOq_@\N(@�<�SXNSXmh@/q_@\N(Lh8;SXN�:MoéS(mOBCN°DM<ODM8;bdN(B;N\P % BCq(NËS�H�SXmh@)S(mOq(@�@/NËb³<ODMgON(@�N¨µfB;S(m.<O@\DMqËs�uFDM<OBCN_mOBC<hR�Y�:=<�SXq(B;·OLhS(BC:=<ONDMY�Y\:=q_¡OBC<ORÛS(: SXmh@�q(@�DF8 l mEDFgO8C@Tb uFDM8;LO@�DMq_@�SXmO@�:M<O@\N¥oß:MLO<O¡ DMN�B;<ON(B;R=<OB!�OY�DM<�S�B;<*SXmh@ �Eq(NËSgOmEDFN(@A:Mo�SXmO@�gOq_:³Y�@\¡OLhq(@MP l @�Y\:=<h¡£HESXmO@±SWµ�:FsWghmEDMN(@AgOq_@\¡OB;Y�S(@\¡ l mEDMgO8;@�b.uMDF8CLO@�B;N¨pÇLOY�m?Y\8;:=N(@�qSX:ÇS(mO@�q(@\DM84uFDM8;LO@/S(mEDM<xSXmh@±@\NËSXBCp.DFS(@\¡ l [email protected];LO@MHhDM<O¡xµfB;S(m�DÇpÇLOY�mxN(p.DM8;8C@\q�N_SXDM<O¡EDMq_¡¡O@Tu³BCDFSXB;:=<£P

r´:�@'&hDMp.B;<O@¥S(mO@¥SWµ�:FsWgOmODMN(@[Z l 7gOq(:dY\@�¡OLOq(@x:M< D�8ÕDMq_R=@\q�N(Y�DF8C@MHcµ�@�SXLhq(<ÛSX:�DF<EDM8;b ��@SXmh@�oßLO8C8�q(@\Y�LOq(q_@\<�S.N_bd<EDMghS(BCYx<O@TSWµK:Mq��JHKY�:=<ON(B;N_S(BC<OR�:Mo9DM8;89²��=��NËbd<EDMgON_@\N\P rÝmO@��Eq_N_S�gOmODMN(@FHLON_BC<OR�DAuM@\qËb�N(p.DM8C8Oq(DM<O¡O:Mp NXDMp gO8;@)Y�:=<ON_BCN_S(BC<ORA:Mo�²���g4@�q(pÇL³S�DFS(BC:=<ON�H {ã­OzX|4�ã{ �4zX� �M� � � |J}\�é�$z��}F���({;§=|O{ �4�$}F|&��� SWµK:~sWN(B;¡O@\¡ÛSËs©S(@\N_S(N\H � � � � ���M�TP?79< % IK7ghq(@\¡hBCY�S(:=q�B;N�S(qXDMB;<O@\¡ :=< SXmh@¥N(@TSBC<h¡OLOY\@�¡¥·�b�SXmOB;N�NXDMp gO8C@)DM<h¡¥DASWµK:Fs©gOmEDMN_@/ghq(@\¡hBCY�S(@\¡ l mEDMgO8;@�bÇuFDM8;LO@fBCN°Y�DM8;Y\LO8CDFSX@�¡�oßq_:=p SXmh@

� rÝmO:MN(@ ²\� NËb³<ODMgON(@�N DMq_@ S(mO@ :=<O@\N gOq(@TudBC:=LON_8;b oß:MLO<O¡ DFN!p :=NËS N_BCR=<hB!�EY\DM<�S ·�b SXmh@% IK7 � >�@\B;<EDM<�@�S/DM8×P;HO�M�=�=���$P

� rÝmO@AB;<ON(B;R=<OB!�OY�DM<�S¨NËbd<EDMgON_@\N/DMq(@±B;R=<O:=q_@\¡xB;<¥SXmO@�8;@\N_BC:=<OB;<ORÇY�:=< �ER=LhqXDFS(BC:=<ON�HODM<h¡�SXmO@�g&@\q�soß:=q_p¥DM<hY\@¨N_Y\:=q_@\N�:Mo&BC¡O@�<�SXBCY\DM8hY�:=< �ERMLOqXDFS(BC:=<hN�DMq(@¨D�uM@\q(DMR=@\¡ � N_@\YTSXBC:M<#�OP®�dP����$H=q(@�N(LO8vSXB;<OR�BC<x²��F�Y\:M< �ER=LOq(DFSXB;:=<ONÝ:=L³S/:Fo´S(mO@���GWG¨g&:=N_N(BC·h8C@�:=<O@�N\P

�h²

Page 33: B;8CB^] N :=

����������� ������������������������������ �!����������"�#������� ��%$'&�()�����*�+�,*������-"��� �.���������"�#���������

�hPþ�³²

�hPþ�=�

�hPþ�M�

�hPþ�F�

�hPþ�=�

�hPþ�M�

� �����

� �����

� ����

� ������

� � ���

� � ��

� � ��

� ���

� ���

� ���

� ��

� ����

� / ��

� ����

% B;R=LOq(@?�d� � ¦J}\�é�ßz � � }F�©��z � z����ã{C¬¥}h��z�­ � ¦J}\�é�ßz � � }F���dz¥}F|4­ � 9��~ª;�é¦J}F�$z#� � z\­�{ã���Wz\­ � ¦J}\�é�ßz �� }F�©��z ��� � �צ4z ²�� � � |E}\�é�TzX��|4z�� 9�� � y � �Tz\z�¬�}F{;|Û�Wz �é� ��� l bd<EDMghN(@\N±oß:MLO<O¡�DMN/BC<ON_BCR=<hB!�EY\DM<�S9B;<SXmh@ �Eq(NËS/ghmEDMN(@ �_� ²=H����$H � �OH����KDF<O¡ � �hHþ�=�(��DMq(@ADMN_N(B;R=<O@\¡?DÇSWµ�:FsWgOmODMN(@AgOq_@\¡OB;Y�SX@�¡�Y\:=<�SXq_BC·OL³SXBC:M<:Mo �\@�q(:OP´VW<�:=q(¡O@�q�oß:=q�SXmO@Ý¡OB$"é@�q(@�<�S�uMDF8CLO@�N�SX:�·&@¨Y\:Mp.gEDFqXDM·O8;@MH~SXmO@Tb#DMq_@¨<O:MS�<h:=q(p.DM8CB!�\@�¡£HM·OL³SqXD~SXmO@�q S(mO@°N(LOp :Mo³SXmO@ l mEDFgO8C@Tb±uFDM8CLO@°DM<h¡�SXmh@°N_LOp :ModSXmO@°@\NËSXBCp.DFS(@\¡¯:=<O@�@���LEDM8 ��� � @ ��� �THµfmO@�q(@ � B;N¨SXmO@AR=q_:=LOg�:Mo�DM8C8´²���N_bd<EDMghN(@\N�HéDF<O¡?S(mO@AN(LOp:Mo´S(mO@�SWµK:~sWgOmEDFN(@¯gOq(@�¡OBCYTSX@\¡?:=<O@�N@���LEDF8CN 2 � ��� � � @ 2 � � � �THhµfmO@�q(@ � � BCN¨S(mO@AR=q(:MLOg[:Fo´S(mO@�²=²AN(BCRM<OB!�EY\DM<�SfN_bd<EDMghN(@\N�P

���

Page 34: B;8CB^] N :=

����� ������ �� � � ����

�hPv²

�hPþ�

� �����

� ������

� � ���

� � ��

� � ����

� � ���

� � ��

� ���

� ��

� ���

� ���

� ��

� ����

� / ���

� / ���

�� ��

�� ���

� �����

� ����

� ���/

% B;R=LOq(@��h� � 9��~ª;�é¦J}F�$z/� � z�­�{ã����z�­ � ¦J}\�é�ßz � � }~�©�dzÇ� �f�צ4z �M� � � |J}\�é�$z��#��� � ��� �����M|4­�}F�±�_{;§�ª|O{ �4�T}F|&��{C|��ã¦4z � � �\� �é¦J}F�$z�� p.@\DM<?DM<O¡?N_S�DF<O¡EDMq_¡[¡O@TudBÕDFS(BC:=<�DMY�q(:=N_NA²��#gOq(@�¡OBCYTSX:=q_N��TP

gOq_@\¡OB;Y�SXB;:=<ON¨oß:=q¨S(mO@�oßLO8C8éN(@�S):Moc� U � N_bd<EDMg³SXBCYA8;@\N(B;:=<�Y\:=<��ER=LOq(DFSXB;:=<ON\P�rÝmh@�p @�DM<�<O:Mq(p.DM8CB!�\@\¡SXq(DMBC<¥Z l a Y�:=q(q_@\N(g&:=<O¡hNKSX:�@)&³gO8ÕDFBC<OB;<OR�p :=q_@fS(mEDM<x�M� � ��� :Mo£S(mO@/uFDMq_BÕDM<OY�@MH �Ou=@)SXB;p.@�N�p :=q(@DMY�Y\LOq(DFSX@#SXmODM<�µfmO@\<�SXq(DMBC<OB;<ORx:=<�Y\:M< �ER=LOq(DFSXB;:=<ON�:Mo�DM8;8K²��M��NËbd<EDMgON_@\N\P % B;R=LOq(@Ç��¡hBCN(gh8ÕD�bdNSXmh@¨SWµK:Fs©gOmEDMN_@ÝgOq(@�¡OBCYTSX@�¡ l mEDMgO8;@�b¯uMDF8CLO@°oß:=q�SXmh@)�M�9N(B;R=<OB$�EY�DM<�S�NËbd<EDMgON_@\N\HdBC8;8CLONËSXq(DFSXB;<ORfN(p.DM8C8N_SXDM<O¡EDFq(¡ ¡O@�udBÕD~SXBC:M<ON�:MoKS(mO@�Y\:=<�S(q(BC·hLhSXB;:=<ON\H£S(@\NËSXB;oñbdB;<ORxSX:�SXmO@�BCq�Y\:M<ON(B;N_SX@�<OY�bMP.VW<�SXmhBCN�SWµK:~sgOmEDFN(@±gOq_:³Y�@\¡OLhq(@MHdSXmO@/<OBC<h@/NËb³<ODMgON(@�N¨µfB;S(m¥8ÕDFq(R=@�N_S�Y\:=<�SXq_BC·OL³SXBC:M<ONKDFq(@/S(mO@9N(DMp @/:=<h@\NKoß:=Lh<O¡LON_BC<OR#SXmh@¯N_BC<ORM8C@Ts©gOmEDMN_@¯Z l 7 p.@TSXmO:d¡ON�P

� � $"����#"� ��� � � ���A�������(� � �� � � �

rÝmO@�NËbd<EDMghS(BCY�Y�:=<�SXq(B;·OLhS(BC:=<ON p.D�b N(@�q_uM@�DMN�D RMLOBC¡O@?oß:=q gOq(LO<hBC<OR D <O@\LOq(DM89<h@�SWµ�:=q��JH)·�bgOq_LO<OBC<hR¥SXmO@�N_bd<EDMghN(@\N¯DMY�Y\:=q_¡OBC<hR.SX:.SXmO@Çp.DMR=<hB;SXLh¡O@�:FocSXmO@�BCq/Y\:=<�SXq_BC·OL³SXBC:M<ON\H&BC<�DFN(Y\@�<O¡OB;<OR:=q_¡O@\q�P�VW<x79mEDMq_:=<O:�u.@�SfDM8×P � �F�=�=����B;SKµKDMN¨N_mO:�µf<xSXmEDFS¨gOq(LO<hBC<ORÇ·�b.SXmO@ % IK7 Y�:=<�SXq(B;·OLhS(BC:=<ON:=LhS(g4@�q_oß:=q_p.N�gOq(LO<hBC<OR�·�b N_bd<EDMghS(BCY�µ�@\B;R=m�SXN#p.DMR=<OBvSXLO¡O@FP�r´:�Y�:=p gEDMq(@.SXmO@xY�:=<�SXq(B;·OLhS(BC:=<ON:=·hSXDMBC<h@\¡�·�b�S(mO@ Z l 7 µfB;SXm�S(mO:=N_@Ç:=·hSXDMBC<O@�¡�·�b[S(mO@ % IK7�H4µ�@#BC<hY\q(@�p.@�<�S�DM8;8;b?gOq(Lh<O@\¡�SXmh@

�=�

Page 35: B;8CB^] N :=

0 10 20 30 40 50 60 70 800.365

0.37

0.375

0.38

0.385

0.39

0.395

0.4

�/LOpÇ·&@\qf:Mo´8C@�N(B;:=<O@\¡�NËb³<ODMgON(@�N

� � ���� �� ���

¢�b?Z l 7¢�b % IK7

% B;R=LOq(@��h� §³z�|&� � ��� � �é��z � ��� � ¬�}F|&�\z�}F��} ���F|4���ã{ã��|������ � �F|O{C|h§9�ãz � z�� � « � � � }F|&­.« � ��� PVW< ·4:MS(m�p.@TSXmO:d¡ON�SXmO@�NËb³<ODMgON(@�NÇDMq_@�BC<OY�q(@\p @\<�SXDM8C8vb�8;@\N(B;:=<O@�¡ ·�b�DFN(Y\@�<O¡OB;<OR�:=q_¡O@\q�:Fo�S(mO@\B;qY\:M<�S(q(B;·OLhSXB;:=<£P�rÝmO@ �OR=LOq(@¯oß:³Y�LON(@�N/:M<[SXmh@ �Eq_N_S9�=��N_bd<EDMgON_@\N±ghq(LO<O@�¡£H4µfmh@\q(@ASXmh@ÇDMR=@�<�S9mEDFNN_S(BC8;8�udBCDM·O8C@ g&@\q_oß:Mq(p.DM<OY\@FH�DFoñS(@\q�µfmhBCY�mÛBvSXN�g&@\qËoß:=q(p.DM<OY�@¥¡Oq(DMN_S(BCY\DM8C8vb�¡O@\Y�q(@\DMN(@�NǵfB;SXm ·4:MS(mp @�SXmh:³¡ON¯:MoKgOq(LO<hBC<OROP¥rÝmO@xZ l 7Y\:M<�S(q(B;·OLhSXB;:=<ON¯DMq_@¥DM< @\NËSXBCp.DFS(@\¡ l mEDMgO8;@�b�uFDM8;LO@MH�·EDMN_@\¡:=<[D#qXDM<O¡h:=p NXDFp.gO8;@�:Mo�²��=��g4@�q(pÇLhSXDFSXB;:=<ON�P�rÝmO@ % IK7 BCN¨S(qXDMB;<O@\¡�µfB;S(mxSXmO@ANXDFp.@AqXDF<O¡O:=pNXDFp.gO8;@MP

oßLO8;8�q_@\Y\Lhq(q(@�<�S�N_bd<EDMghS(BCY�<h@�SWµ�:=q�� :Mo l ²���LhN(BC<hR�SXmO@¥SWµ�:�p @�SXmh:³¡ON�P % BCRMLOq(@.��¡O@�gOBCYTSXNÇSXmh@g&@\q_oß:Mq(p.DM<OY\@�:Mo/SXmO@[DMR=@�<�S¥DFN¥D�oßLO<OYTSXBC:M< :Mo/SXmO@�<�LOpÇ·&@\q :Mo9gOq(LO<h@\¡*NËbd<EDMgON_@\N\HfNËS�DMqËSXBC<hRoßq(:Mp S(mO@ÇBC<�SXDMY�S9<O@�SWµ�:=q��JP¯79N�@Tu³B;¡O@\<�S\HéSXmO@#Z l 7 SX@�<O¡ON±S(: �M@�@\g�SXmO@Çg&@\qËoß:=q(p.DM<OY�@�mOB;R=mO@�qSXmODM<�SXmO@ % IK7 SXmhq(:=LORMmO:=LhS±S(mO@#BC<hY\q(@�p.@�<�S�DM8cghq(LO<OB;<OROHéS(@\NËSXB;oñbdB;<OR�SXmED~S�B;S�·&@�S_SX@�q�Y�DMghS(LOq(@�NSXmh@¯B;<OmO@�q(@\<�S)BCp g&:=q_SXDM<OY\@9:Mo´S(mO@AN_bd<EDMghN(@\N�P

� ��� � � � ��� � ����� � ��� � � �1� �� � � ��� � � ��� ���,����� � � � �5� � � ����� ���

rÝmO@ l mEDMgO8;@�b�uFDM8CLh@�N_@\q_uM@\NADMN/D.N_LOp p¥DMqËb�:MocS(mO@�R�DFp.@FH&B;<O¡OB;Y�DFS(BC<OR#SXmh@ÇD�u=@�qXDMR=@�p¥DFq(R=B;<EDM8BCp g&:=q_SXDM<OY\@#:Fo¨DM< @\8;@\p @\<�S¯:�u=@\q�DM8;8cg4:MN(N(B;·O8C@�@�8C@\p @\<�S(N¯g&@\q_pÇLhSXDFSXB;:=<ON\P % :=q�Y�:=p.gh8C@)&�<O@�SËs

�M�

Page 36: B;8CB^] N :=

µ�:=q���N\H±µfmh@\q(@�SXmh@ B;p.g&:=qËS�DM<OY�@�:MoÇDM< @\8C@�p.@�<�S[p.D�b ¡O@�g4@�<O¡ :M< S(mO@�N_S�D~SX@ � 8;@\N(B;:=<O@�¡ :MqBC<�SXDMY�S��°:Mo�:MS(mO@\q�@\8C@�p.@�<�SXN\HODÇmOBCR=mh@\qK:Mq(¡O@�q¨¡O@\N_Y\q_BCghS(BC:=<�p.D�b¥·&@±<O@�Y\@�N(NXDFq_bxB;<�:=q(¡h@\qKS(:ÇY�DMgdsSXLhq(@�N_@�SXN#:Fo/@�8C@�p.@�<�S(N�µfB;S(m N(B;R=<OB!�OY�DM<�SÇB;<�SX@\q(DMY�S(BC:=<hN\P % :=q�@'&hDMp.gh8C@MHcµfmh@\< SWµK:�@�8C@\p @\<�S(N@)&³mOB;·OB;S � �n} � }�­O���³{ã�$}F���K�ãzX�({ß��|O{C|³§ ·&@\mOD�udB;:=q � l gOq(DMR=LO@FHé²��=�M� *d>¯DFgOLOq\H4²��=�=�=�TH�B;S°BCN�<O@\Y�@\N_NXDMqËbSX:�Y�DMghS(LOq(@/SXmOB;NKN(g&@\Y�BÕDM8&BC<�S(@\qXDFY�SXB;:=<£H³DMN(B;¡O@/oßq_:=p�SXmO@±D�uM@\q(DMR=@±B;p.g&:=q_SXDM<OY�@/:Mo @\DMY�mx@\8;@\p @\<�S�Pl LOY�m ¦O{v§�¦EªW­�{C¬xz�|O�_{ã��|E}F�°}F|J}F� � �({C� gOq_:�udB;¡O@\NÇoßLOqËSXmO@�qÇBC<hN(BCRMm�S(N�B;<�S(:[S(mO@�<O@TSWµK:=q�� oßLO<OYTSXB;:=<EDM8:=q_R�DM<OB!��DFS(BC:=<£H³DMNf¡O@�p.:=<hN_SXq(DFSX@�¡[B;< l @\R=@Tux@�S/DM8×P � �M�M�=���TP� @Çoß:dY\LhN�:=<�SXmO@#¡h@\N(Y�q(B;ghSXB;:=<�:Mo�SWµK:~sW¡OB;p.@�<ON(B;:=<EDM8�BC<�SX@�qXDMYTSXB;:=<ON\PA7�<ED~SXLOq(DM8�¡O@)�E<OBvSXBC:M<

:Mo&SXmO@)BC<�S(@\qXDFY�SXB;:=<#·&@�SWµ�@\@\<�D¯gEDFBCq�:Mo4@\8;@\p @\<�SXN�BCN°DMN�oß:=8;8C:�µfN\� # @�S � = �5 � � ©��� 0 * . , �( 243

=65 > �·&@�SXmO@ l mEDMgO8;@�b!uFDM8CLO@[:Mo¯@\8;@\p @\<�S !ÇB;<*SXmh@�N(LO·hR�DMp @�:Mo¯DM8;8/@�8C@\p @\<�S(N¥µfB;S(mO:=LhS¥@\8C@�p.@�<�S

. PfVW<�S(LOB;S(B;uM@\8;bMHESXmOB;N/B;N)S(mO@ÇD�u=@�qXDMRM@�p.DMq(R=B;<EDM8nB;p.g&:=q_SXDM<OY�@¯:Fo�@\8;@\p @\<�S !�µfmO@�<�@\8C@�p.@�<�S . B;N8C@�N(B;:=<O@\¡éP # @�S�LON <O:�µ ¡h@ �E<O@�SXmh@�Y�:�DM8CBvSXB;:=<EDM8~R�DMp @ � 8 �( � �TH�µfmO@\q_@ 8 � � 0 *6! �/. , � * � ! �/. � ,�(� ! �/. �KB;NfD <O@Tµ�Y�:=p.g&:=LO<h¡?@�8C@�p.@�<�S��ÝDM<O¡ � � 9 �TH³oß:=q 9 � 8 HEB;N

� � 9 � ���� �� � 9 � � � ! � . � �� 9 � 9 0 * � ! �/. � , � *6! �/. , � � � ! � . � � 9

� ²��=�

µfmO@�q(@ B;N�SXmh@�Y�mEDMq(DMY�S(@\q(B;N_S(BCY�oßLO<OYTSXB;:=<Û:MofSXmh@x:=q(B;R=BC<EDF8°R=DMp.@.µfB;SXm @�8C@�p.@�<�S(N � P rÝmO@\<éH� =

5 � ��� =

5� � 8 �� � �TH�S(mO@ l mEDMgh8C@�b uFDM8CLO@¥:Mo9@�8C@�p.@�<�S � ! � . ��B;<ÛSXmOB;NÇR�DMp @MH�B;NÇSXmO@�D�uM@\[email protected](R=B;<EDM8 BCp g&:=q_SXDM<OY\@�:Mo�@\8;@\p @\<�SXN !fDM<O¡ . µfmO@\<¥]_:=B;<�S(8;b[DM¡O¡h@\¡�SX:�D�Y�:=< �ERMLOqXDFS(BC:=<éP�rÝmO@SWµ�:FsW¡OB;p.@�<ON(B;:=<EDM8JB;<�S(@\q(DMY�S(BC:=<�·&@�SWµ�@\@�<�@\8C@�p.@�<�S?!cDM<h¡x@\8C@�p.@�<�S . H . �� !(HOB;N�S(mO@\<x¡O@)�E<O@�¡[DFN

=

5 � � =

5 @ � = �5 @ � 5

= � � ²����

µfmOB;Y�m ��LEDM<�S(B!�E@�N ¦&� 9 ¬x�d�˦!{C���ã¦4z¥} � z � }~§hz.¬¥} � §={C|J}F�°{C¬��c� � ��}F|4�\z¥���¯�צ4z�� 9�� zX�ãz�¬xz�|&�ã�����§hz��ã¦4z � �ñ} � §hz � � � � �_¬�}~�C�ãz � ���ã¦J}F|Û�ã¦4z��\�M¬ ���¨�ã¦4z¯} � z � }�§hz�¬¥} � §={C|J}F�é{C¬���� � �©}F|&�\z�����z$}��˦���é�צ4zX¬ 9�¦4z�|¥�צ4z°�d�צ&z � ��|4z´{C� �ãzX�({ß��|4z\­J� VW<�SXLhB;SXBvu=@�8;b=H�SXmhBCN N_bdp p.@TSXq(B;Y�¡O@ �O<OB;S(BC:=< �

=

5 � 5= �

N_SXDFSX@�N�mO:�µ pÇLOY�m �ËS(mO@�µfmO:=8;@�B;N9R=q_@�DFS(@\q9S(mEDM<�SXmh@ÇN(LOp :Mo°B;S(N9gEDFq_SXN � �ã� � |4z � §�{C�_¬ �$HéµfmO@\q_@SXmh@Aµfmh:=8C@�B;NKSXmO@AgEDFBCq¨:Mo�@�8C@\p @\<�S(N\P�VW<[Y\DMN(@�NݵfmO@\q_@AS(mO@�µfmO:=8;@�BCNÝN(p.DM8;8C@\q°SXmEDF<�S(mO@�N(Lhp :Mo

���

Page 37: B;8CB^] N :=

B;S(N/gODMq_S(N � oß:Mq/@'&ODFp.gO8;@MHJµfmO@\<�SWµ�:�@�8C@\p @\<�S(N9@)&³mOB;·OB;S)oßLO<OYTSXB;:=<EDM8 :�u=@�q(8ÕDFgJ�TH&SXmO@�BC<�SX@�qXDMYTSXBC:M<BCNÝ<h@\R�DFS(B;uM@ �×}F|&�©}~§³��|O{C�_¬ �$P

7�SWµK:Fs©¡OBCp @\<hN(BC:M<EDM8�B;<�SX@\q(DMY�S(BC:=<�Y\DM<�·4@�Y�8ÕDMN_N(B!�O@\¡�BC<�SX:x:M<O@�:Mo°N(@�uM@\q(DM8�Y�DFS(@\R=:=q_BC@�N\P#¢�b¡O@)�E<OB;S(BC:=<éH �

= �5 BCN±S(mO@ D�u=@\q(DMR=@�p.DMq(R=B;<EDM8´BCp g4:=qËS�DM<hY\@Ç:Mo�@\8;@\p @\<�S !ݵfmO@\< @\8;@\p @\<�S . B;N�8C@Ts

N(B;:=<O@�¡£Pc¢¨DFN(@\¡#:M<#@���LEDFS(BC:=< � ²����$H � = �5 �

=

5 BCN�SXmO@¨D�uM@\q(DMR=@¨p.DMq(RMBC<EDM8�B;p.g&:=qËS�DM<OY�@�:FoJ@\8C@�p.@�<�S!£µfmO@�< @�8C@�p.@�<�S . BCN�BC<�S�DMYTS�P � mO@\< ·4:FSXm �

= �5 DM<O¡ �

= �5 �

=

5 DMq(@¨g&:=N_B;SXBvu=@FH=@\8;@\p @\<�S !�� N�Y\:=<�S(q(Bvs·OLhS(BC:=< BCN�DM8vµ¨D�bdN�g&:=N_B;SXBvu=@FHdB;q(q_@\N(g&@\YTSXBvu=@9:FoéµfmO@TSXmO@�qK@\8;@\p @\<�S . BCN�8C@�N(BC:M<O@\¡.:=q�BC<�S�DMYTS�P � mh@\<·&:MSXm�DMq(@¯<O@\R=DFSXBvu=@MHJ@�8C@\p @\<�S !¨DM8vµ¨D�bdN)mOBC<O¡h@\q(NfSXmh@�g&@\q_oß:Mq(p.DM<OY\@FHJBCq(q_@\N_g4@�Y�SXBvu=@�:Mo�S(mO@�NËS�DFS(@:Mo/@\8;@\p @\<�S . P � @?¡O@ �E<h@?@�8C@�p.@�<�S)!�SX:�@'&hmhBC·OBvS �_gEDMq(DM¡O: &³BCY�DF8 ��8C@�N(B;:=<OBC<hR�·4@�mED�u³B;:=qǵfB;S(mq(@�N(g&@\YTS±SX:�@�8C@�p.@�<�S . µfmO@\< �

= �5 BCN/<O@\R=DFSXBvu=@MH&µfmOBC8;@ �

= �5 �

=

5 BCN/g4:=N_B;S(B;u=@FP # DMNËS�H&µfmO@\<�SXmh@oß:=q_p.@�q�B;N�g&:=N(BvSXBvu=@�µfmOBC8;@ S(mO@¥8CDFS(S(@\q¯BCN¯<O@\R�D~SXB;uM@MH�µ�@�¡O@)�E<O@�@�8C@�p.@�<�S"!/S(:�@'&hmhBC·OBvS {C| � z � �$z� �n} � }�­O���³{ã�$}F���±�ãzX�({ã��|O{C|h§ ·4@�mED�udBC:=q9µfBvSXm�q_@\N_g4@�Y�S�SX: . P�rÝmO@#B;<�SX@\q(DMY�S(BC:=<�:Mo . µfBvSXm�q_@\N(g&@\YTSSX:7!�p¥D�b#·&@/Y\DFSX@�R=:=q_B �\@�¡.B;<¥DAN(B;p.B;8ÕDMq´µ¨D�b=H�bdBC@�8C¡OB;<OR¯DAoßLO8;8E¡O@\N_Y\q_BCghS(BC:=< :MoéS(mO@fSWb³g&@9:Fo£BC<�S(@\qËsDMYTSXBC:M<?·&@�SWµ�@\@�<�SXmO@AgEDFBCq\P�IK8CDMN(N_BCY�DF8 �_gEDMq(DM¡O: &³BCY�DF8 ��8C@�N(BC:M<OBC<OR#@)"é@�Y�S(N/:Mo´SXmO@ ��BC<O¡?q(@�g4:Mq_SX@�¡BC<�SXmh@/<O@�LOq(:MN(Y\B;@\<OY�@98;B;SX@�qXDFS(LOq(@fDFq(@f¡O@ �O<O@\¡¥µfmh@\<�·&:MSXm @\8;@\p @\<�SXN°@)&³mOB;·OB;S �ËgEDMqXDF¡O: &hB;Y�DM8 �A8C@TsN(B;:=<OB;<OR�µfB;S(m�q(@\N_g4@�Y�SfSX:�:=<h@ADM<O:MS(mO@\q�P�79Nf@�udBC¡h@\<�S�HOS(mOBCN¨q_BCR=:Mq(:=LONK¡O@ �E<hB;SXB;:=<x:Mo SXmh@ASWbdg&@�:MoBC<�S(@\qXDFY�SXB;:=<�q_@\8;BC@\N):=<�DM<�D�u=@�qXDMR=@�BC<�SX@�qXDMYTSXBC:M<�:�u=@�q�DM8C8np�LO8;S(BvsW8;@\N_BC:=<xY�:=< �ER=LhqXDFS(BC:=<ON�P/rÝm�LON�HB;SK¡O:d@\NÝ<O:MS¨<O@\Y�@\N(N(DMq(B;8;b.Y\:=B;<OY\B;¡O@9µfBvSXm�SXmh@9SWbdg4@�:Mo�B;<�S(@\q(DMY�S(BC:=<¥oß:MLO<O¡x·�bxLON_BC<ORÇ:M<O8;b.N(B;<OR=8C@8C@�N(B;:=<OBC<hR�DM<O¡ ¡h:=LO·O8;@¥8C@�N(B;:=<OBC<hR�:MoÝS(mO@�gEDMB;q\H�DFNÇY\:=<�uM@\<�SXB;:=<EDM8;8;b ¡O@\N_Y\q_BC·&@\¡ BC< S(mO@�<O@�LOq(:~sN(Y�BC@�<OY\@�8CBvSX@�qXDFS(LOq(@FPÇrÝmO@#SWµK:~sW¡OB;p.@�<ON(B;:=<EDM8´¡O@ �E<hB;SXB;:=<ON�Y\DM< ·&@#R=@�<O@\q(DM8CB!�\@\¡�B;<�gOq(B;<OY\B;gO8C@�S(:mOB;R=mO@\qÝ¡hBCp @\<ON_BC:=<ONÝB;<?D�N_BCp BC8CDMq�p.DM<O<h@\q��\P

� ¢KL³S�Y�DM8;Y\LO8CDFSXB;<OR)S(mO@ÝBC<�S(@\qXDFY�SXB;:=<ON´·4@TSWµK@�@\< R=q(:=LhgONc:Mo&@\8;@\p @\<�SXN�BC<#D±mOB;R=mO@�q�¡OB;p.@�<ON(B;:=<EDM8DM<EDF8;bdN(B;N�q(@ ��LOBCq_@\N�D±mO@�LOq(B;N_SXB;Y�oß:=q �E<O¡OB;<OR±@ ( Y�BC@\<�S(8;bÇ:M<O8;bASXmh@Ýp.:=NËScN_BCR=<OB$�EY�DF<�S�BC<�SX@�qXDMYTSXB;:=<ON\HDM<O¡?BCNÝ·&@�bM:=<O¡�SXmO@AN_Y\:=g&@�:Fo´S(mOBCNÝgEDFg4@�q\P

�=�

Page 38: B;8CB^] N :=

� �� � � � ��� � �.�������,����� � ������$����� �0 ��� � � �

¢¨DMN_@\¡ :M< SXmh@[SWµ�:FsW¡OB;p.@�<ON(B;:=<EDM8KBC<�SX@�qXDMYTSXBC:M<ON.ghq(@\N_@\<�SX@�¡ DM·&:�uM@MH % B;R=LOq_@ ²�� g&:=q_S(qXD�bdN.SXmh@q(@�N(LO8vSXNx:Mo¯D SWµ�:Fs©¡OBCp @\<ON_BC:=<ODM89DF<EDM8;bdN_BCN�g&@\qËoß:=q(p @\¡ :=< DFR=@\<�S � ²��³H/@'&³S(@\<O¡hBC<OR SXmh@�:=<O@$s¡OB;p.@�<ON(B;:=<EDM8fDM<ODM8;bdN(B;N � N(@�Y�S(BC:=< �³P®�=�$P acu³B;¡O@\<�S(8;b=H¨DM8C8ÝgEDFBCq(N :Mo�N_BCR=<hB!�EY\DM<�S¥<O@�LOq(:M<ON.oß:=Lh<O¡gOq_@�udBC:=LhN(8;b�B;<[S(mO@�:=<h@TsW¡hBCp @\<ON_BC:=<EDF8nDM<EDM8vbdN(BCN � ²MH4�OH&�.DM<O¡Û²��=�Ý@'&³mOBC·OBvSXN)N_S(q(:=<OR¥N_bd<O@\q_R=BCN_p[HµfmOB;8C@9S(mO@AgEDMBCq_N¨BC<�uM:=8;udBC<hR#<O:=<³s©N(BCRM<OB!�EY\DM<�SÝ<O@�LOq(:=<hN)@'&³mOBC·OBvS¨µ�@�D ��NËbd<O@\q_R=BCN_p :=q¨u=@�q_bxµ�@�D �DM<�S�DFR=:=<OB;N(p?P.VW<�SX@�q(@�N_SXB;<OR=8vb=H SXmO@ pÇLO8vSXB;S(LO¡O@#:MoKN_bd<O@�q(R=B;N_SXB;Y.:�uM@\q�DM<�S�DMR=:M<OBCNËSXBCY�B;<�S(@\q(DMY�S(BC:=<ONBC<h¡OBCY\DFSX@�N)S(mEDFS9S(mO@\q_@ÇBCN/DM<�@Tu=:=8;LhSXB;:=<EDMqËb�gOq(@�N(N_LOq(@#B;<[SXmh@\N(@�@)&³g4@�q(B;p.@�<�S(N9SX:�µKDMq(¡hN9SXmO@¯oß:=qËsp.DFSXB;:=<x:Mo´Y\:d:=g4@�qXDFS(BC:=<x·&@�SWµ�@\@�<�<O@�LOq(:M<ON\P

�/@�LOq(:=<hNÝ<dLhpÇ·4@�qK�#DF<O¡x<�LOpÇ·&@\q¨�³HhgEDMqËSXB;Y\BCgODFSXB;<OR�B;<.S(mO@±Y\:MLO<�SXBC<hRÇgOq(:dY\@�N(NKµfmh@\<xµ¨DFB;S_sBC<hR?B;< D�oß:d:³¡�Y�@\8;8�Hn@)&³mOB;·OB;SAS(mO@�N_SXq_:=<OR=@�N_S�BC<�SX@�qXDMYTSXB;:=<£P % LOq_S(mO@\qA@'&ODFp.B;<OBC<OR�S(mO@�p¥DFq(R=B;<EDM8Y\:M<�S(q(B;·OLhSXB;:=<ON�:Mon@\DMY�m.µfBvSXm.q(@\N_g4@�Y�S�SX:ASXmO@/:MSXmO@�q\H�<O@�LOq(:=<¥<dLhpÇ·4@�qK�¯mEDMN�DAuM@\qËb¥N_BCR=<OB$�EY�DF<�SY\:M<�S(q(B;·OLhSXB;:=<�:Mo ���

= �j � �= j� � � ²��¥µfmO@�<�<O@\LOq_:=<��xBCN9BC<�S�DMYTS�P � mO@�<�<O@\LOq_:=<�<�LOpÇ·&@\q���B;N

8C@�N(B;:=<O@\¡éH4<O@�LOq(:M<�<dLhpÇ·4@�q��.mODMN�D¥<O@\DMqËs�uFDM<OBCN_mOBC<hR.Y�:=<�SXq(B;·OLhS(BC:=<[:Mo ���= �j � � � �=���³H&N(mO:�µfB;<OR

SXmODFSÝ<O@�LOq(:=<�<�LOpÇ·&@\q¨�ÇY�DM<O<h:MSÝY\:MLO<�Sf·�b¥B;S(N(@\8vo�HdµfBvSXmO:MLhSÝ<O@�LOq(:=<x<�LOp�·4@�qÝ�OPcrÝmO@�:=ghg4:=N_B;S(@BCN�DM8CN_:�SXq_LO@MH�DFN�<O@�LOq(:=< <�LOp�·4@�qÇ��mEDMNÇD�N(BCRM<OB!�EY\DM<�S�Y�:=<�SXq_BC·OLhS(BC:=< :Mo)� � ²��?µfmO@�< <O@\LOq_:=<<�LOpÇ·&@\q)�#BCNÝB;<�SXDMY�S)DF<O¡�DÇuFDM<OB;N(mOB;<OR�Y\:=<�S(q(BC·hLhSXB;:=<�µfmO@\<[B;SfB;NÝ8C@\N_BC:=<h@\¡£P

� � �1 ����� �%)� � ���"� ��� � � � � ���7� ������� ��� ��� � ��� � � � �r�:.SX@�N_S/SXmO@�DMgOgO8;BCY\DM·OBC8;B;SWb.:Mo�:=Lhq/DFgOgOq(:=DMY�m�SX: SXmO@�DM<EDF8;bdN(B;N):Fo�·OBC:M8C:=R=B;Y�DM8��˵�@�S_s�µ¨DFq(@ �¥<O@�SËsµ�:=q�� ¡EDFSXDhH´µ�@xDMgOgh8CBC@�¡ S(mO@�Z l 7 SX:[¡EDFSXD[oßq(:=p q_@�uM@\q(N_BC·O8;@�Y\:d:=8;BC<OR�¡O@\DMY�S(B;uFDFSXB;:=< @)&³g4@�q(Btsp @\<�SXN�B;<�SXmO@KY�DFS\P l g&@\Y\B$�EY�DF8C8;bMHFµ�@ÝBC<�u=@�N_S(BCR�DFS(@\¡ÇS(mO@¨·Oq(DMBC<#8;:³Y\DM8CB!��DFS(BC:=<A:MoJN_gEDFSXBCDM8OD~S(SX@�<�SXBC:M<SX:¯DMLh¡OB;S(:=q_b�N_S(BCpÇLO8;B � ·EDMN_@\¡ :=<#SXmO@f:=q_BC@\<�S(BC<OR±gODMqXDM¡hBCR=p ¡O@\N_Y\q_BC·&@\¡ BC< # :=pÇ·&@\q�@TS°DM8�PvH��M�=�=�=�TPl gED~SXBÕDF8/D~S(SX@�<�SXBC:M< BCN¥DM< @\N_N(@�<�S(BÕDM8/·OqXDFBC< oßLh<OY�S(BC:=< B;<*p.DM<�b*N_g4@�Y\B;@\N\HfB;<OY\8;LO¡OBC<hR m�LOp.DM<ON�HSXmODFS°BCN�LO<O¡O@�q(8vb³B;<OR¯N(@�uM@\q(DM84:FSXmO@�q�DFN(g&@\Y�S(NK:MoéN(@�<ON(:=qËb g4@�q(Y\@�ghSXB;:=<£H�Y\:MR=<OB;S(BC:=<éH�DM<O¡ ·4@�mED�u³B;:=q\P

���

Page 39: B;8CB^] N :=

12

34

56

78

910

12

34

56

78

910

0

0.1

0.2

��������� ��� ������

���� � ��������

% B;R=LOq(@�²��h� � 9��~ªW­�{C¬xz�|O�_{ã��|E}F�¨{C|&�Wz � }����×{ß��|O� P rÝmO@?BC<�S(@\qXDFY�SXB;:=< =

5 ·&@�SWµ�@\@�< @�DFY�m*gEDMB;q#:Mo<O@�LOq(:=<hN/:Mo � ²��hP l BC<OY�@AS(mO@ABC<�SX@�qXDMYTSXB;:=<xBCNÝNËb³p p @�SXq_BCYFHOB;SfB;NÝgO8C:MS_SX@�¡?:M<O8;b.oß:=q?!! . P� mOB;[email protected](S(@\<�SXB;:=<EDM8�p @\Y�mEDF<OBCN_p.N�gOq(:dY\@�@\¡Û@)(.Y�BC@�<�S(8;bMH�DMLhS(:=p¥D~SXBCY\DM8C8vb�DF<O¡ÛBC<hY\:=<ON_gOBCY�LO:=LON_8;bBC<?SXmO@�BC<�S�DFY�S/·OqXDMB;<£HJg4@�q_S(LOq(·ED~SXBC:M<�:MocS(mO@\N_@Çp @\Y�mEDM<hBCN(p2Y\DM<�8C@\DM¡[S(:¥¡Oq(DMp.DFSXB;Y¯·&@\mOD�udB;:=qXDM8BCp gEDMB;q(p @\<�S�P l :~sWY�DF8C8C@�¡�<O@�R=8C@�Y�S�gEDFSXB;@\<�SXN�H=oß:=q�B;<ON_SXDM<OY�@MH=mED�uM@ÝR=q(@\DFSc¡OB$( Y\LO8vSXBC@�N\H=:Mq�@�uM@\<#oãDMB;8�HSX:?q(@�:=q(B;@\<�S�SXmh@\BCq¯DFS_SX@�<�S(BC:=<�S(:[N_gEDFSXBCDM8c8;:³Y\DFSXB;:=<ON�DFoñS(@\qAN(L�"é@�q(BC<hR[N_g4@�Y\B!�OY Lh<OBC8CDFSX@�qXDM8c·hqXDMB;<8C@�N(B;:=<ON\HOµfBvSXm�q(@�N(LO8vSXB;<OR�N(@�uM@\q_@Ç¡O@ �OY\B;S(Nf:MocN_@\<ON_:=q_b � @FP�RhP;HOudBCN_LEDM8×HEDMLO¡OBvSX:=qËbh�Ýg&@\q_Y\@�ghSXB;:=<�DF<O¡Y\:MR=<OB;S(BC:=< � °DM8C8CDMq\Hݲ��=�=���$P % q_:=p SXmh@?g&@\q_N(g&@\YTSXB;uM@[:Fo±N_bdNËSX@\p N <O@\LOq_:=N(Y�BC@�<OY\@FHfDFS(S(@\<�SXB;:=<EDM8p @\Y�mEDM<hBCN(p NADMq_@ gODMq_S(BCY\Lh8ÕDMq_8;b?BC<�SX@�q(@�N_SXB;<OROH ·&@\Y�DFLON(@#SXmhBCN�oßLO<OYTSXBC:M< B;N ��<O:�µf< S(:[·&@ǵfBC¡O@�8;b¡OB;N_SXq_BC·OL³SX@\¡ BC<ÛSXmh@�·OqXDFBC<£P Z[:Mq(@\:�uM@\q\H�8;@\N(B;:=<ONÇB;< SXmh@xDFS(S(@\<�SXB;:=<EDM8�<O@�SWµ�:=q�� mED�u=@xq_@\N_LO8;S(@\¡BC< �_gEDMq(DM¡O: &³BCY\DM8 � @ "4@\YTSXN � >¯DFgOLOq\H9²��=�=���$H¨BC<!µfmOBCY�m SXmO@[¡O@�DMYTSXBvuMD~SXBC:M< :Mo±N(:=p @�@�8C@\p @\<�S(Nq(@�N(LO8vSX@�¡ BC< D ·&@�S_SX@\q�s©S(mEDM<³s©<O:=q(p.DM8Ýg&@\qËoß:=q(p.DM<OY�@ � Q/B;8CR=@TS�DMROH°rÝmO@�:=q(@TS�H ��DFN(Y\LODM8vs # @�:=<O@FH�M�=�³²��´:=q�q_@�u=@�q(N_@\¡�·&@\mED�udBC:MqXDM8O¡h@ �EY�B;SXN�q_@\N(Lh8;SXB;<OR±oßq(:Mp @�DMq_8CB;@\q�8;@\N_BC:=<ON � @MP ROPvH l gOqXDMRMLO@MHJ²��=�M���TPl LOY�m @ "4@\Y�S(N�Y�mODM8C8;@\<OR=@#S(qXDM¡OBvSXB;:=<EDM8�DMgOgOq_:�DMY�mO@�N�oß:=qA8C@�N(B;:=< DM<EDM8vb³N_BCN¯DM<O¡ gOq_:�udB;¡O@¥DF< B;¡O@�DM8SX@�N_S(·4@�¡[oß:=qÝ<O:�uM@\8noß:=q(p.DM8éDM<EDM8vb³N_BCNfDMghgOq(:�DFY�mO@\N�H&N_LOY�m�DFNfS(mO@�Z l 7�P

�=�

Page 40: B;8CB^] N :=

VW<�SXmh@�q(@Tu=@�q(N(B;·O8C@�¡O@�DFY�SXBvuFDFSXB;:=<�@)&³g4@�q(B;p.@�<�S(N±DM<ODM8;b �\@�¡�mO@�q(@MH4DMLO¡hB;SX:Mq_b�N_S(BCpÇLh8CLONf¡O@TSX@\Y$sSXB;:=< DF<O¡ :=q_BC@\<�S(BC<OR q(@�N(g&:=<ON(@�N�BC< BC<�S�DFY�SxDF<O¡*q_@�u=@�q(N_BC·O8vb*8;@\N(B;:=<O@�¡*Y�D~SXN.µ�@\q_@�SX@�N_S(@\¡ BC<*DN(@�p.BtsWY�BCq(Y�LO8ÕDFq±DMq_@\<EDhH B;<�µfmhBCY�m N_p¥DF8C8�N_g4@\D �M@�q(N¯µK@�q(@ g4:=N_B;S(BC:=<O@�¡�·OBC8CDFSX@�qXDM8;8;bxoßq(:Mp p.B;¡O8CB;<O@� �=�°SX:��=�Ç¡h@\R=q_@\@\Nf@�Y\Y\@�<�SXq(B;Y\BvSWb=HJDFS�²���¡O@\R=q_@\@ABC<�S(@\q_uFDM8;N\PcrÝmh@ADM<OBCp.DM8;N°µ�@\q_@ �Oq(N_SÝS(qXDMB;<O@\¡�S(:N_SXDM<O¡ D~S¯S(mO@¥Y�@\<�SX@�q�:[email protected](LON\H�oãDMY\B;<OR�DF<O¡ÛDFS_SX@�<O¡OBC<hR?S(:[SXmh@���¡O@\R=q_@\@�NÇg4:MN(B;S(BC:=<N(g&@�D �M@\q/gOq(@�N(@�<�S(BC<OR¥D�µfmhB;SX@A<O:MBCN(@AmOB;N(N�PKrÝmO@�BCqfN(LO·hN(@���LO@�<�S�S�DMN���µ¨DMNfSX: ¡O@TSX@\YTS±DF<O¡[:Mq(BC@�<�SSX:�µKDMq(¡ <O:=BCN_@�Y\:=p BC<OR�oßq(:Mp :=<O@ :MoKS(mO@¥g&@\q_BCgOmO@�qXDM8�N_g4@\D �M@�q(N�P[rÝmO@Tb µ�@\q_@¥q_@�µKDMq(¡O@�¡ µfB;S(mp :=BCNËS � mOB;R=m�B;<OY\@�<�SXB;uM@��n:=q ¡Oq_b � 8C:�µÛB;<OY\@�<�SXB;uM@��nY�DFS oß:d:³¡¯¡O@�g4@�<O¡OBC<hR9LOg&:=<AµfmO@�S(mO@\q�SXmO@TbAY\:=q�sq(@�Y�S(8;bxDFgOgOq(:=DMY�mO@\¡�SXmh@�g4@�q(BCghmO@\q(DM8£N_S(BCpÇLh8CLON¨:Mq¨SXmO@�¡O@ToãDMLO8vSfY\@\<�S(qXDM8ng&:=N(BvSXB;:=<£Hdq(@\N_g4@�Y�S(B;u=@�8;bMP7/oñS(@\qfSXmO@�DM<OB;p¥DF8CNÝDFS_S�DMB;<O@\¡[D�N_S�DF·O8C@¯<O@�DFqËsWg&@\qËoß@\YTS9·EDFN(@\8;BC<O@Ag&@\qËoß:=q(p.DM<OY�@MHEY\qËb=:=8;:³:MgON)µ�@\q_@N(Lhq(R=B;Y�DM8;8;b BCp gO8ÕDM<�S(@\¡ :�u=@�q.gEDFq(BC@TS�DM8�Y\:=qËSXB;Y�DM8ÝDF<O¡ Y�:=8C8;BCY�LO8ÕDMq � l IÝ�#SXDMq(R=@TS�N_S(q(LOYTSXLOq_@\N\H�oß:=8vs8C:�µfB;<OR?DM< @�N_SXDM·O8CB;N(mO@�¡ NËS�DM<O¡ODMq(¡ gOq(:dY\@�¡OLOq(@ � # :=p�·4@�q\H ��D�bd<O@MH Q/:=q_@\8×H°²��=�=���$P¥¢K@�Y�DMLhN(@SXmh@\N(@.q(@�R=BC:=<hN�DFq(@�oß:=LO<O¡ BC< ·4:MS(m mODM8;uM@\N�:FoKSXmh@.·Oq(DMBC<éH�DM8vSX:=RM@�SXmh@\q±oß:=LOq¯Y�DF<O¡OBC¡ODFSX@#S�DFq(R=@TSN(BvSX@�N)@'&³BCN_S(@\¡ � �°I��éH �°I � H l I���DM<O¡ l I � �THh:=<O@A:=qÝSWµK: :Mo�µfmOBCY�m?µK@�q(@¯¡O@�DFY�SXBvuFDFSX@�¡[¡OLhq(BC<hRDM<�b�:M<O@�@)&³g&@\q(B;p.@�<�S�P �±<OY\@�·ODMN(@�8CBC<h@±g4@�q_oß:=q_p¥DF<OY\@±8;@�uM@\8CN�µK@�q(@Aq(@�@\N_SXDM·O8;BCN(mh@\¡£HhS(mO@�DM<hBCp.DM8CNµ�@\q(@�S(@\NËSX@\¡ ¡OLhq(BC<hR�q(@Tu=@\q_N(B;·O8C@xY�:³:=8;BC<OR?¡O@\DMY�S(B;uFDFSXB;:=< :Fo/Lh<OBC8CDFSX@�qXDM8°DM<O¡ ·hBC8ÕD~SX@\q(DM8�Y\:=qËSXB;Y�DM8DM<O¡.Y\:=8;8CB;Y\LO8CDMqcN(BvSX@�N � oß:=q�oßLOq_S(mO@\q°¡O@�SXDMBC8;N�N(@\@ # :=pÇ·&@\q°@�SKDM8�P � �M�=�³²��(�$P�rÝmO@)SX@\Y�mh<OB ��LO@9DM8C8;:�µfNoß:=qÝN_@\8C@�Y�S(B;u=@A¡O@\DMY�S(B;uFDFS(BC:=<x:MoE]_LONËS)S(mO@AN(LOg&@\q �EY\BCDM8nY\:Mq_SXB;Y�DM8é:=qÝY\:=8;8CB;Y\LO8CDMq�8CD�b=@\q_N\HJ·�b��M@�@\gOB;<[email protected]�:³:=8;BC<ORxS(@\p g4@�qXDFS(LOq(@#SX:�D?8;@�uM@\8�DFSAµfmOBCY�m SXmO@.¡O@\@�g4@�q�8CD�bM@\q_NÇ[email protected]ËSXBC8;8�µKDMq(p DM<h¡ÛDMY$sSXBvu=@FP �±@�DFY�SXBvuFDFSXB;:=<�:Mo�SXmh@#¡O@\@�g4@�q¯8CD�b=@\q_N\H :=<�SXmh@#:MSXmO@�q�mEDM<O¡éH DM8CN_:xq(@���LOB;q(@�N�¡O@�DMYTSXBvuMD~SXBC:M<:Mo�SXmO@¯N(Lhg4@�q��EY�BÕDM8n:=<h@\N\HJ¡OLh@¯S(:�S(mO@AgO8ÕDFY\@\p @\<�S):Mo´SXmO@AY\qËb=:=8;:³:MgONf:=<?S(:=g�:Mo�S(mO@AY\:=qËSXB;Y�DM8£:MqY\:M8C8CB;Y\LO8CDMq�S(BCN(N_LO@MP��)BC<O@TSX@�@\<�N_BC<OR=8;@9DF<O¡¥pÇLh8;SXBtsW8;@\N(B;:=<#@)&³g&@\q_BCp @\<�SXN°µK@�q(@±g&@\qËoß:=q(p @\¡ � p :=N_S(8;bDMN/Y\:=<�SXq_:=8�@'&³g4@�q(BCp @\<�S(N9oß:=qfSXmO@Ç¡h@�DMYTSXB;uFDFS(BC:=<?:Mo�udBCN_LEDM8�N_S(q(LOYTSXLOq_@\N\Hn·hLhS�DM8;N(:.BC<�S(mO@\B;q/:�µf<q(B;R=m�S�H�@MP ROP;H # :=pÇ·&@\q�@�S¥DM8�PvHK�M�=�h²��#DM<h¡ DM<O:FSXmO@�q?²\� 8C@�N(B;:=< Y\:=< �OR=LOqXD~SXBC:M<ON#µK@�q(@�¡h@\¡OLOY�@\¡·�bÛDFN(N(Lhp.B;<OR�p BCq(q_:=qËs©N_bdp p.@TSXq(B;Y#@ "4@\YTSXN#q(@�N(LO8vSXB;<OR[oßq_:=p 8C@\N_BC:=<hN�:MoÝS(mO@¥SWµ�:�mO@\p BCN_gOmO@\q_@\N�HbdBC@�8C¡OB;<OR#¡EDFSXD#oß:MqfD#S(:MS�DF8£:Mo��=� N_BC<ORM8C@�DM<h¡[pÇLh8;SXBtsW8;@\N(B;:=<¥@'&³g4@�q(BCp @\<�S(N\P% BCRMLOq(@�²M²�7 N(mh:�µfNASXmh@#gOq(@�¡OBCYTSX@\¡ l mODMgO8C@Tb�uFDM8;LO@#:Mo�SXmO@#¡hB!"4@\q(@�<�SAq(@\RMBC:=<ON9BC<�u=:=8vu=@�¡ B;<

�=�

Page 41: B;8CB^] N :=

7 ¢

1 2 3 4 5 6 7 80

0.02

0.04

0.06

0.08

0.1

0.12

e)@�R=BC:M<

� � �� �������� �

12

34

56

78

12

34

56

78

0

0.2

0.4

0.6

0.8

1

��� ���� � ���������

���� � ����� ��

% B;R=LOq(@ ²M²=�"! |4z$ª�}F|&­ � 9��~ª�­�{C¬xz�|O�_{ã��|J}~� � � ��� � z � z � �({©«F�ãz�­Oz$}����ã{ � }h�×{ß��| z �M�cz � {C¬xz�|&�×�\�rÝmO@.@\BCRMm�S�q(@�R=BC:M<ONAY\:=q_q(@\N_g4:M<O¡ SX:?SXmO@ gEDMq_BC@TS�DM8�Y�:=q_S(BCY�DF8�DF<O¡ S(mO@ l I :Mo¨·&:MSXm N(B;¡O@\N�H´µfB;S(mN(@�gEDMq(DFSXB;:=<[·&@�SWµ�@\@�<�¡O@\@�g�DM<O¡?N(Lhg4@�q��EY�BÕDM8 8ÕD�bM@\q(N/BC<?@�DMY�méP¨7�P ��q(@�¡OBCYTSX@\¡ l mEDMgh8C@�bxuFDM8;LO@A:MoSXmh@�@\BCRMm�S¨q(@\RMBC:=<ON�P�e)@�R=BC:M<ONÝ�#DM<O¡?�#q(@�gOq(@�N(@�<�S l I � sW¡O@�@\g[DM<O¡ l I���sW¡O@�@\g£HEq_@\N_g4@�Y�SXBvu=@�8;b=P°¢9PrÝmO@¯BC<�SX@�qXDMYTSXB;:=<

=

5 ·4@TSWµK@�@\<�@\DMY�m�gODMBCq¨:Fo�q_@\R=B;:=<ON � !� . �$PSXmh@[@'&hg&@\q_BCp @\<�SXN�H¨LON_BC<OR ��q(:~]_@�Y�SXB;:=< ��Lhq(N(LhB;S.e)@�R=q(@�N(N_BC:=< � ����e9�Çoß:=q#gOq_@\¡OB;Y�SXB;:=<£H°SXqXDFBC<O@�¡LON_BC<OR SXmO@��=� 8;@\N_BC:=<?Y\:=<��ER=LOq(DFSXB;:=<ON\PfV©S/BCN)@�udBC¡h@\<�S9S(mEDFS/:=<O8;b�q(@\RMBC:=<ON l I � s©¡O@\@�g�DM<h¡ l I���s¡O@�@\g!gO8ÕD�b D�q(:=8;@�BC<Û¡h@�SX@�q(p BC<OB;<OR�S(mO@�DMLO¡OBvSX:=qËbÛD~S(SX@�<�SXBC:M<EDM8Kg&@\qËoß:=q(p.DM<OY�@MP ¢K:MS(m mED�u=@?DY\:M<�S(q(B;·OLhSXB;:=<?@���LEDM8 SX:.mEDM8;o´SXmO@�:�u=@\q(DM8C8 gOq_@\¡OB;Y�S(@\¡�g&@\qËoß:=q(p.DM<OY�@�:Mo�SXmO@�N_bdN_S(@\p � � � �=�TP �±Lh@SX:xS(mO@�:=LhSX8;BC<O@�¡�8CBCp B;SXDFSXB;:=<�:MoKS(mO@�@)&³g&@\q(B;p.@�<�S�DM8cghq(:dY\@\¡hLOq(@FH�µfmO@�<ÛDx¡O@�@\g Y�:=p g4:=<h@\<�SA:MoSXmh@ l I*B;N�8;@\N_BC:=<O@�¡£H�SXmO@)N(Lhg4@�q��EY�BÕDM8&:=<O@)BCN�8C@�N(B;:=<O@\¡¥DMN�µK@�8C8 � q_@\R=B;:=<ONK�¯DM<h¡��AB;< % BCR=LOq_@A²=²��TP�/@Tu=@�q_SXmh@\8C@�N(N�HJS(mO@¯Z l 7 N_LOY\Y�@\N_N_oßLO8;8;bxq_@�u=@\DM8CNÝS(mEDFSÝ:=<h8;b SXmO@�¡O@�@\g l I q(@\RMBC:=<ON¨DMq(@9S(mO@�:=<O@�N:Mo9N(BCRM<OB!�EY\DM<OY�@MH�µfmOBCY�m Y\:=<OY�LOq(N�µfB;S(m ghq(@�udB;:=LON BC<�SX@�q(gOq_@�S�D~SXBC:M<!:Fo±Y\:M8C8CB;Y\LO8CDMq¯¡O@�DMYTSXBvuMD~SXBC:M<q(@�N(LO8vSXN � # :=p�·4@�qÝ@�S/DM8�PvHE�F�=�h²��$P� @foßLOqËSXmO@�q°g&@\qËoß:=q(p @\¡.D±SWµK:~sW¡OB;p.@�<ON(B;:=<EDM8JZ l 7 S(: ��LEDF<�S(B;oñbÇS(mO@fBC<�SX@�qXDMYTSXB;:=<ON�·4@TSWµK@�@\<

@�DFY�m gEDMB;qA:Mo¨q_@\R=B;:=<ON\H �E<h¡OBC<OR?:=<O8vb�:=<O@ N(B;R=<OB$�EY�DM<�S¯BC<�S(@\qXDFY�SXB;:=<£Hn·&@�SWµ�@\@�<ÛSXmO@ gEDMB;q � l I � s¡O@�@\g£H l I��³s©¡O@\@�gJ�TH

� = # � � � � � % BCR=Lhq(@¥²M²�¢Ý�TP % LOq_S(mO@\q_p.:Mq(@MH4:=·ON_@\q_udB;<OR�SXmO@#<h@\R�DFS(B;uM@ÇY\:=<�S(q(Bvs·OLhS(BC:=<�:MoO@\DMY�mÇ:MohSXmO@°SWµK:±q_@\R=B;:=<ONnµfmO@�<ÇSXmO@°:MSXmh@\q�:M<O@�B;N´8;@\N_BC:=<O@�¡ � � � = �# � � # = �� � @ � � ����DF<O¡SXmh@¨g4:MN(B;S(B;uM@KY\:M<�S(q(B;·OLhSXB;:=<�µfmO@�<#SXmO@Ý:MS(mO@\q�:=<O@¨B;N�BC<�SXDMY�S � � � = �# �

� = # � � # = �� � # = � � � � �=�$HMSXmh@Z l 7 Y�:=<OY\8;LO¡O@�N)S(mEDFSfSXmO@�SWbdg&@�:Mo´BC<�S(@\qXDFY�SXB;:=<�:Mo´@�DMY�m[:Mo´S(mO@�SWµK:.q(@�R=BC:=<hN¨µfB;SXm�q_@\N(g&@\YTS/S(:

���

Page 42: B;8CB^] N :=

SXmh@Ý:MSXmO@�qcBCN �_gEDMq(DM¡O: &³BCY\DM8 �±8;@\N_BC:=<OB;<OROH~LO<OY�:�uM@\q_BC<OR�SXmh@¨SWb³g&@Ý:Mo&BC<�S(@\qXDFY�SXB;:=<#DMN_N(LOp @\¡ÇS(:±S�D �F@gO8CDMY\@.BC< S(mOBCN¯N_bdNËSX@\p � Q)BC8CRM@�S�DFROH�>�:MS_SX@�q\H � :=Lh<OROH¨²��M�=� *�Q)BC8CRM@�S�DFROH # :=p�·4@�q\H �´D�bd<O@FH�M�=�M� * # :=pÇ·&@\q/@�SADF8�PvHn�M�=�³²��TP±rÝmh@ÇgOq(@�¡OBCYTSXB;:=<�p.DM¡O@�·�b[SXmO@�Z l 7 SX:x8;@\N_BC:=<OB;<OR Y\:=< �OR=LOqXD�sSXB;:=<ON¯SXmEDFS¯µ�@\q(@x<h:MSÇg&@\qËoß:=q(p @\¡ BC< S(mO@¥@'&hg&@\q_BCp @\<�SXN�BCN�S(mEDFS�8C@�N(BC:M<OBC<OR[@\BvSXmO@�q�:=<O@.:MoÝSXmh@¡O@�@\g l I q(@\RMBC:=<ONfq_@\N(Lh8;SXN)BC<?8ÕDFq(R=@A¡O@)�EY\BvS9B;< � Y\:=<�S(qXDM8CDFSX@�qXDM8Õ�KN(gEDFS(BÕDM8 D~S(SX@�<�SXBC:M<?S(:�DMLO¡hB;SX:Mq_bN_S(BCpÇLh8CB�H�µfmOB;8C@/8C@\N_BC:=<hBC<OR¯·4:FSXmxq(@�N(LO8vSXN¨B;<xDÇpÇLOY�mxN_p¥DF8C8C@�q�¡h@ �EY�B;S�P # @�N(BC:M<OBC<ORÇDM<�b¥N_LO·OR=q_:=LOg:Mo´SXmO@¯:MSXmh@\qfq(@�R=BC:=<hN)B;<�u=:=8vu=@\¡[BC<�SXmO@�N(@�@)&³g4@�q(B;p.@�<�S(N/¡h:³@�N/<O:FS/B;< � LO@�<OY\@ASXmh@�g&@\qËoß:=q(p.DM<OY�@BC< SXmhBCN�S�DMN��&P VW< gEDMq_S(BCY�LO8ÕDMq�H�BvS BCN gOq(@�¡OBCYTSX@\¡ SXmEDFS¥DMN 8C:=<hR DMN�SXmh@�¡O@�@\g l I"q(@\RMBC:=<ON.DMq_@BC<�SXDMY�S\HéSXmO@ÇDM<OBCp.DM8nµfBC8;8´@'&³mOBC·OBvS±oßLO8;8´:=q_BC@�<�SXDFSXB;:=<�g&@\qËoß:=q(p.DM<OY�@MH£@Tu=@�< µfmO@�<�N(:=p @Ç:=q9DM8C8�:[email protected]_LOg4@�q��EY�BÕDM8�Y�:=8C8;BCY�LO8ÕDMq/8ÕD�b=@�q(N�H�S(mO@�N(LOg&@\q �EY\BCDM8�gEDMq(B;@�SXDM8cY\:Mq_SXB;Y�DM8�8ÕD�b=@�q(N�DM<O¡�SXmO@ ¡O@\@�g4@�qgEDMq_BC@TS�DM8³Y\:=qËSXBCY\DM8h8CD�b=@\q_N°DMq(@Ý8;@\N(B;:=<O@�¡£P�rÝmOB;N�DM<EDM8vbdN(BCNcS(@\NËSXB!�O@\N�SX:±S(mO@fLON(@ToßLO8C<O@�N(N�:Mo&SXmO@)Z l 7BC<�¡O@�¡OLOY�BC<OR oßq(:=p 8;@\N_BC:=<OB;<OR#¡EDFSXDÇSXmO@¯BCp g4:Mq_S�DF<�S¨q(@\RMBC:=<ON)DM<h¡?S(mO@ABCp g4:=qËS�DM<�SfB;<�S(@\q(DMY�S(BC:=<ONDMp :=<ORÇS(mO@Aq(@\RMBC:=<ON�P

� � ����� ��� �������VW<�S(mO@�8CDMN_S�SWµ�:9b=@\DMq(N�µK@¨mOD�uM@K¡O@Tu=@�8C:=g&@\¡#DF<O¡Ç¡O@�N(Y\q_BC·&@\¡#D)<O@�µ oßq(DMp @�µ�:=q��±oß:=q ��LEDM<�SXBvS�DFS(B;uM@Y�DFLONXDM8&oßLO<OYTSXBC:M<¥8C:dY�DF8CB �\DFSXB;:=<ÇudBÕD�p�LO8;S(BvsW8;@\N_BC:=<#@'&hg&@\q_BCp @\<�SXN � 79mODMq(:=<h:�u @TSÝDM8×P;Hh�M�=�=��* l @�R=@�u@�S¯DF8�PvHn�M�=�M� *n>�@\B;<EDM<�@�S¯DF8�PvHn�M�=�M���TPArÝmOB;N�gEDMg&@\q±gOq_@\N_@\<�SXN�DM<�BCp g&:=q_SXDM<�S9<O@Tµ NËSX@\g�µfBvSXmOB;<SXmhBCN°gOq(:~]_@�Y�S\H³q_@\gO8CDMY\B;<OR�DF<¥@�DFq(8CB;@\q°DM¡³s©mO:dY)@�q(q_:=q�p BC<hBCp B ��D~SXBC:M<ÇDMgOghq(:�DMY�m¥·�b�S(mO@±Z l 7 .�DM<D &³BC:Mp¥DFS(BCYAoßqXDMp @�µ�:=q���·EDMN_@\¡�:=<�Dxq(B;R=:=q_:=LON9¡h@ �E<OBvSXB;:=<�:Mo�DM8;8�@\8;@\p @\<�SXN �£Y\:M<�S(q(B;·OLhSXB;:=<ON9udBCDSXmh@ l mEDMgO8;@�b�uFDM8;LO@MP�rÝ[email protected](S(@\q±B;NAD�oßLO<O¡EDMp @\<�SXDM8cY\:M<OY\@�ghS�·&:=q_q(:�µK@�¡ oßq_:=p R=DMp.@�SXmO@�:=q_bMHµfmOB;Y�m¥mEDMN°·&@\@\<¥Y\8ÕDFN(N(B;Y�DM8;8;b�LON(@�¡¥oß:=q�gOq(:�udBC¡hBC<ORAoãDMBCq�N_:=8CL³SXBC:M<ON�SX:¯Y\:=NËS¨DM8;8C:dY�DFS(BC:=<#ghq(:=·O8;@\p N\PrÝmO@�Z l 7 DMY\Y�LOqXD~SX@\8vb�DMgOghq(: &³BCp.DFSX@�NfS(mO@ l mEDMgh8C@�bxuFDM8;LO@�BC<?D�N(Y\DM8ÕDM·h8C@�p.DM<O<O@�q\HEp.D ��BC<OR�B;SDAp.:=q_@fDMY\Y�LOqXD~SX@/DM<O¡¥@)( Y\BC@�<�SKp @�S(mO:³¡#oß:=q�oßLO<hY�SXB;:=< 8C:dY�DM8;B ��D~SXBC:M<�SXmODM<.BvSXN�gOq_@\¡O@�Y\@\N_N(:=q�HhSXmh@% IK7�PJrÝmO@�gOq(@�¡OBCYTSXBC:M<�DM<h¡�@\NËSXB;p¥DFS(BC:=<�uFDMq_BÕDM<�S(N):FocSXmO@�Z l 7 ¡O@Tu=@\8;:=g&@\¡�B;<?S(mOBCNfN_S(LO¡hb[DMq_@N(g&@\Y�B!�EY\DM8C8vb#R=@\DMq(@�¡ S(:�µKDMq_¡�@)&³g&@\q(B;p.@�<�S�DM8E·OB;:=8C:MR=BCY\DM8ODMghgO8CB;Y�DFS(BC:=<ON�H=BC<�µfmOB;Y�m¥:=<O8vb�DA8CBCp B;S(@\¡

�O²

Page 43: B;8CB^] N :=

<�LOpÇ·&@\q�:Mo)pÇLO8vSXBtsW8C@�N(B;:=< @'&hg&@\q_BCp @\<�SXN�HKDF<O¡*D�8;BCp B;SX@�¡ <�LOpÇ·&@\q�:Mo/Y\:Mp.gOL³S�DFS(BC:=<ON�H�Y�DM<!·&@g&@\q_oß:Mq(p @\¡£P

79N°¡O@\p :=<ONËSXq(DFSX@�¡¥BC<#S(mOBCN�gEDMg&@\q�H�SXmO@)¡OB!"4@\q_@\<�SKZ l 7 uFDMq(BCDM<�SXN°DMq(@fY\DMgEDM·O8;@f:Mo£@)(.Y�BC@�<�S(8;bDM<O¡?DMY�Y\LOq(DFSX@�8;bxB;¡O@\<�S(B;oñbdBC<OR�SXmO@AY\:M<�S(q(B;·OLhSXB;:=<ONÝ:Mo�D�oãDMB;q(8;b.8ÕDFq(R=@�a�7/7 <h@�SWµ�:=q�� � Y\:=<ON_BCNËSXBC<hR:Mo¯D mdLh<O¡Oq(@�¡ N_bd<EDMghS(BCY�@�8C@�p.@�<�S(N\HÝN_gEDM<O<OB;<OR D N_gEDMY�@�:Mo���G�� �xg&:=N(N_BC·O8;@[8;@\N_BC:=< Y\:=< �OR=LOqXD�sSXB;:=<ONX�TP � @�DM8;N(:ÇN_mO:�µK@�¡�S(mEDFS¨S(mO@AZ l 7 oßqXDMp @�µ�:=q��.B;NKY�DFgEDM·O8;@9:Mo ¡O@\DM8CB;<OR�µfBvSXm�·&@\mOD�udB;:=qXDM8¡EDFSXD�oßq(:=p @)&³g&@\q(B;p.@�<�S�DM8c¡h@�DMYTSXB;uFDFS(BC:=<�N_SXLh¡OBC@�N¯:Fo°S(mO@�Y�DFSA·hqXDMB;<£H ��LEDM<�SXBvS�DFS(B;uM@\8;b[BC¡h@\<�SXBvoñb�sBC<hR�[email protected]¥DFBC< B;<�SX@\q(DMY�S(BC:=< LO<O¡O@�q(8;bdB;<OR�D �_gODMqXDM¡h: &³B;Y�DM8 �[8;@\N(B;:=<OB;<OR�gOmh@\<O:=p @\<h:=< :=·ON_@\q_uM@\¡gOq_@�udBC:=LhN(8;b�B;< NËSXLO¡OB;@\N�:Mo¨N_gEDFSXBCDM8°DFS(S(@\<�SXB;:=< � Q/B;8CR=@TS�DMR�@�S�DM8×P;H°²��=�=�³Hc�M�M�=� * # :=pÇ·&@\qA@TS#DM8×P;H�M�=�³²��TPAQ):�µ�@�uM@\q�H S(mO@#gOq_@\N(@�<�SX@\¡ DMgOgh8CBCY\DFSXB;:=<ON)BC<�u=:M8;u=@#q_@\8CDFSXBvu=@\8vb?N(BCp gO8;@�<O@TSWµK:Mq���NA:Mo°8CBCp#sB;S(@\¡�N_B ��@MHnDM<h¡�B;S±q_@\p.DMBC<hN/SX:¥·4@ÇN_@\@�< mh:�µ µ�@\8C8�SXmO@#Z l 7 µfBC8;8 N(LOY�Y\@\@�¡ B;<�SXmh@#DM<EDM8vbdN(BCN/:Mo8ÕDFq(R=@�q9DM<h¡�p.:Mq(@¯Y\:=p gO8C@'&?·OBC:M8C:=R=B;Y�DM8éN_bdN_S(@\p N\P�Z?:=q(@#DF¡huFDM<OY\@�¡�NXDFp.gO8;BC<OR.DM<O¡�gOq(@�¡OBCYTSXBC:M<p @�SXmh:³¡ON�p.D�b#·4@)<O@�@\¡O@�¡�BC< :=q(¡h@\q�SX:¯p.@�@�S�SXmh@/Y�mEDF8C8C@�<OR=@f:Mo4oßLO<OY�S(BC:=< 8C:dY�DF8CB �\DFSXB;:=<�B;< S(mO@\N_@<O@TSWµK:=q���N\P � @TS�H4S(mO@\q_@�B;N/<O:¥¡O:=LO·hS9BC<[:=LOq)p.B;<O¡ONfSXmEDFS\�Ý7�P # :³Y\DM8CB!��DFS(BC:=<x:Mo�oßLh<OY�S(BC:=<[BCN/DM<BCp g&:=q_SXDM<�S �Oq(N_S�N_S(@\g#BC<�LO<O¡O@�q(NËS�DM<O¡hBC<OR±S(mO@K:=g&@\q(DFSXB;:=<�:FoE·OBC:M8C:=R=B;Y�DM8M<O@�SWµ�:=q���N�P�¢9PFrÝmhBCN´SXDMN��q(@ ��LOBCq_@\N98;@\N_BC:=<OB;<OR�BC<?:=q(¡h@\q/S(:.B;¡O@\<�S(B;oñb�8C:dY�DF8CB �\DFSXB;:=<�B;<�D Y�DMLON(DM8�p¥DM<h<O@\q�PÝVWp.g&:=q_SXDM<�SX8vb=HEB;Sq(@ ��LOBCq_@\N±pÇLh8;SXBtsW8;@\N(B;:=<OB;<OR�DMgOgOq_:�DMY�mO@�N�B;o�:M<O@#DMB;p.NfSX:�Y�:=q(q_@\YTSX8;b[BC¡h@\<�SXBvoñb?S(mO@ÇY�:=<�SXq(B;·OLhS(BC:=<ONDM<O¡¥pÇLO8;S(BCgO8;@fBC<�SX@�qXDMYTSXBC:M<ONKB;<¥@�uM@\<�p BC8C¡h8;b#Y�:=p.gh8C@)&.·OB;:=8C:MR=BCY\DM8O<O@TSWµK:=q���N\PKI9PhrÝmO@±¡hB!"4@\q(@�<�SZ l 7 uFDMq_BÕDM<�S(N�DMq(@ÇS(mO@ �Eq_N_SAp @�SXmh:³¡ON/SXmEDFS±: "é@�qAD�N_S(qXDFS(@\RMb[SX:xg&@\q_oß:Mq(p N_LOY�m DM<EDM8vb³N_@\N�B;<D�oß:=q(p.DM8×H4oãDMB;q�DM<O¡�N(Y\DM8ÕDF·O8C@Çp.DM<O<h@\q\H DF<O¡ S(mO@�b�p¥D�b�gh8ÕD�b�D�gOq_BCp.DMq_b[q(:M8C@#BC<�N_LOY�m oßL³SXLOq_@N_S(LO¡OB;@\N\P

79NÝg&:=BC<�S(@\¡x:=LhS¨gOq(@Tu³B;:=LON_8;b=HODM<O¡�DMNÝ@Tu³B;¡O@\<�SÝoßq_:=p @)"é@�Y�S(NÝN(LOY�m[DMN �_gEDFqXDM¡O: &³BCY\DM8 ��8C@�N(BC:M<gOmO@�<O:=p @\<ED³HKN(B;<OR=8;@?8;@\N_BC:=<ON�DFgOgOq(:=DMY�mO@\N.¡O: <O:MS N(L ( Y�@[SX: g&:=q_S(qXD�b SXmO@?Y\:Mq(q(@�Y�S�oßLO<OYTSXB;:=<8C:dY�DF8CB �\DFSXB;:=<ÛB;<*D <O@�SWµ�:=q��JP � m�b SXmO@�< mEDMN�SXmO@?R=q_@�DFS.p¥D�]_:=q(BvSWb :Mo±8;@\N_BC:=<OB;<OR�N_S(LO¡OBC@�N¥B;<<O@�LOq(:=N_Y\B;@\<OY�@.LOg�LO<�S(BC8�<h:�µ q(@�8CBC@�¡�:=<�N(B;<OR=8C@�8C@\N_BC:=<hBC<OR�N_:=8C@�8;b � 7�P£V©SAmODMNA·4@�@\<�u=@�q_b�¡OB$(�sY\Lh8;S � DM<O¡�BC<xp.DM<�b�NËb³NËSX@�p.N�HEgOqXDMYTSXB;Y�DM8;8;b BCp g4:MN(N(B;·O8C@���S(:#q(@\8;BÕDM·h8;b Y\q_@�DFS(@ADM<O¡xSX@�N_SfpÇLO8vSXB;gO8C@8C@�N(B;:=<ON\Pf¢/PéZ?:=q(@�:�uM@\q�H£N(B;<OR=8C@A8;@\N(B;:=<?N_SXLh¡OBC@�N9mED�u=@�·4@�@\<�g&@\q_Y\@\Bvu=@�¡�DMN/DM8Cq_@�DM¡hb�·&@\B;<OR.oãDFBCq(8vb

���

Page 44: B;8CB^] N :=

N(LhY\Y\@�N(NËoßLO8OBC<�gOq(:�udBC¡hBC<OR/BC<ON_BCR=m�SXN SX:/SXmO@°µK:=q���BC<OR=N´:MoE<O@�LOqXDF8hN_bdNËSX@\p N\P �9DFS(LOqXDM8;8;bMH~S(mO@K8CDMY ��:Mop :=q(@�q_BCR=:=q_:=LONfpÇLO8vSXBtsW8C@�N(B;:=<�DM<ODM8;bdN(B;NfmEDMNfp¥DF¡O@�SXmO@ASX@�N_SXB;<OR��~uFDM8;BC¡ED~SXBC:M<¥:Mo´SXmOB;N)g&@\q_Y\@�ghSXB;:=<gOq(DMY�S(BCY�DF8C8;b±BCp g4:=N_N(B;·O8C@FHFDF<O¡ÇB;S�p.D�b¯µ�@\8;8³mOD�uM@¨·&@\@\<�SXmO@�Y�DMN_@KSXmED~S´S(mO@K8CDMY �A:MoJD9pÇLh8;SXBtsW8;@\N(B;:=<DM<EDF8;bdN(B;N¯p @�S(mO:d¡ mEDFN�p.DM¡O@�N(LhY�mÛ@)&³g&@\q(B;p.@�<�SXN¯N(@\@�p oßLhSXB;8C@MP � @.mO:Mg4@�SXmED~S�D~S�8;@�DMNËSASXmOB;N8ÕDFN_Sf:=·ONËS�DMY�8C@�mEDFN)·&@\@�<�q_@\p @\¡OB;@\¡�·�b�SXmO@AB;<�S(q(:d¡OLOYTSXBC:M<?:Fo´S(mO@�Z l 7�P

¢KLhS�SXmO@���LO@\NËSXBC:M<Ûq(@�p¥DMB;<ON�*´mED�u=@¥µ�@¥q_@�DMY�mh@\¡ S(mO@¥NËS�DMR=@�µfmO@�q(@¥µ�@¥Y\DM< <O:�µ g&@\qËoß:=q(ppÇLO8vSXBtsW8C@�N(B;:=<�@)&³g&@\q(B;p.@�<�SXNÇDF<O¡ Y�:=q(q_@\N(g&:=<O¡hBC<OR�DM<EDM8vb³N_@\N�:MoÝ·OB;:=8C:=RMBCY�DF8c<O@�SWµ�:=q��dN � � @.·4@$s8CB;@�uM@�SXmODFS�S(mO@ÝDM<ON˵K@�qcBCN�D ( q(p.DFSXBvu=@FH=DM<O¡�<O@�µf8vb�B;<�S(q(:d¡OLOY�@\¡#@)&³g&@\q_BCp @\<�S�DM8�SX:d:=8;N´mO:M8C¡�RMq(@�D~SgOq_:=p.B;N(@FHO·4:FSXm?BC<�<O@\Lhq(:=N_Y\BC@�<OY\@�DM<O¡�oß:=q¨SXmh@�DF<EDM8;bdN_BCNf:Mo´R=@\<O@TSXB;Y�DF<O¡[p @�SXDM·&:=8CB;Y±<O@�SWµ�:=q��dN�PVW< <O@\LOq_:=N(Y�BC@�<OY\@FHh:=<O@fY\DM<.<h:�µ g4@�q_oß:=q_p�D¯N_@\q_BC@\N�:Moéq(@�8CBÕDF·O8C@�q(@�uM@\q_N(BC·h8C@)¡O@�DMYTSXBvuMD~SXBC:M<#@)&³g4@�q(Btsp @\<�SXNcB;<ÇDM<hBCp.DM8�N_S(LO¡OBC@�N\P�acuM@\<�p.:Mq(@°@)&³Y\BvSXBC<hR±BCN SXmO@KgOq(:=N_g4@�Y�S�:FoJY�DMq_q_bdBC<OR/:=LhS�Y\:=p gEDMq(DM·O8C@@)&³g&@\q_BCp @\<�S�DM8�8;@\N(B;:=<¯N_SXLh¡OBC@�N´B;<�m�LOp.DM<�N_LO·d]_@�Y�SXN�LON(B;<OR)S(mO@°<O:=<³s©BC<�uFDMN(Bvu=@�SX@\Y�mh<OB ��LO@�:MoOr�qXDM<dsN(Y�qXDM<hBÕDM8hZ�DMR=<h@�SXB;Y l S(BCpÇLh8ÕDFS(BC:=< � r)Z l �TPFrÝmOBCN�SX@\Y�mh<OB ��LO@fDM8;8C:�µfN SX:±B;<O¡OLOY�@ �ËudBCqËSXLEDF8³8;@\N(B;:=<ON �BC<�<O:Mq(p.DM8£N(Lh·d]_@\YTSXN9g&@\qËoß:=q(p BC<hR�uFDMq_BC:=LhNÝY\:=R=<hB;SXBvu=@ADM<h¡[g&@\q_Y\@\g³SXLEDM8nSXDMN���N � ��DFN(Y\LODM8vs # @�:=<O@FH� DMN(N_@\q(p.DM<£H ��D�u=@Tb=H ef:MSXm�µ�@\8;8�HJ�M�M����*Je)DFoãDM8�HO�M�=�h²��TP°rÝmO@�p @�S(mO:d¡O:=8C:MRMb¥Y\DM<?·4@¯LhSXB;8CB!�\@\¡SX: Y\:Fs©¡O@�DFY�SXBvuFDFSX@�¡O:=Lh·O8C@TSXN¥:Fo±·Oq(DMBC<!N(BvSX@\N � Q)BC8CRM@�S�DFR @TS�DF8�PvHÝ�M�=�M���#DM<O¡*g&:MS(@\<�SXBCDM8C8vbÛ@�uM@\<SXq_BCgO8;@�S(N\Pc7/¡O¡OB;S(BC:=<ODM8C8vb=H�q(@�Y\@�<�Sfq_@�S(q(:=N_g4@�Y�SXBvu=@±8;@\N_BC:=<�NËSXLO¡hBC@\NK:Mo N_S(q(: �F@�gEDFSXB;@\<�SXNKmED�u=@�q(@�Y\:=<dsN_S(q(LOYTSX@�¡[gED~SXBC@�<�SXN��h8C@\N_BC:=<hN¨DM<O¡?DM<ODM8;b �\@�¡xSXmO@�q_@\N(Lh8;SXB;<ORÇpÇLh8;SXBtsW8;@\N(B;:=< ¡EDFS�DÇLhN(BC<hR#N_S�D~SXBCNËSXB;Y�DM8SX:d:=8;N � @FP�RhP�7/¡O:=8CghmON\H ��DFp¥DMN_BC:OH&r�qXDM<O@�8�H IK:d:=g&@\q�H ��DMp.DMN_BC:OHé�M�=�=��*n¢¨DFS(@\N�@�S¯DF8�PvHn�M�=�M���TPl LOY�m�¡ED~S�D�p.D�b[·&@Çp.:Mq(@Çq_BCR=:=q_:=LON_8;b[DM<EDM8vb �\@\¡�·�b[SXmO@ Z l 7�H£gOq_:³Y�@\N_N(BC<hR�SXmO@#pÇLh8;SXBtsW8;@\N(B;:=<¡EDFSXD S(:�Y�DMg³SXLOq_@�SXmh@�Y\:M<�S(q(B;·OLhSXB;:=<ON):Mo°DM<O¡?SXmO@�N(BCRM<OB!�EY\DM<�S9mhBCR=m³s©¡OBCp @\<hN(BC:M<EDM8£B;<�S(@\q(DMY�S(BC:=<ON·&@�SWµ�@\@\<�q_@\R=B;:=<ONf:=qÝu=: &³@\8;N\P)¤�:=BC<hR ·&@�bM:=<O¡�S(mO@¯q(@�DF8Cp :Mo�<O@\Lhq(:=N_Y\BC@�<OY\@¯SX:.·OBC:=8;:=RMb.BC<?R=@\<ds@\q(DM8�H�SXmh@�q(@\Y�@\<�Sf¡OB;N(Y\:�uM@\q_b�:Mo�e��)7�BC<�S(@\q_oß@�q(@�<OY\@ � e��)79Bñ� � Q/DMp.p :=<O¡éHOI¨DMLh¡hb=H Q9DF<O<O:=<£H�M�=�³² *4IK:=L �\B;<£Hé�M�=���=�¨mEDFN/p.DM¡O@ASXmO@�g4:MN(N(B;·OBC8;B;SWb¥:Mo�pÇLO8vSXB;gO8C@±Y�:=<OY�:=p.BvS�DM<�S)R=@�<O@ ��<O:dY �M:=L³SXND�q_@�DM8;B;SWbMPcw/N_BC<OR�e �/79BEuM@\Y�S(:=q(NKB;S�BCN°<O:�µ g&:=N(N_BC·O8;@)S(:�q_@�uM@\q(N_BC·O8vb ·O8C:dY ��SXmh@/SXq(DM<ON_Y\q(B;ghSXB;:=<�:MoN(g&@\Y�B!�E@�¡.RM@\<O@�N�oß:Mq�D±Y\@�q_S�DFBC<�¡OLOq(DFSXB;:=<#DM<O¡�p @�DMN_LOq(@ÝS(mO@Ýq(@�N(g&:=<ON(@��Fg&@\q_oß:Mq(p.DM<OY\@Ý:Fo4uFDMq_BC:=LONY\@�8C8;LO8ÕDMqcDM<O¡ p.@TS�DM·&:=8CB;YKB;<O¡OBCY�@\N�:Mo&SXmO@fY�@\8C8×H�BC<OY�8CLO¡hBC<OR±S(mO@f@)&³gOq(@�N(N_BC:=<.8C@�uM@\8;N°:Fo£:MS(mO@\q�R=@�<O@\N�P

���

Page 45: B;8CB^] N :=

79N�µfBvSXm�r)Z l H e �/7/B �_pÇLh8;SXBtsW8;@\N(B;:=<OB;<OR ��BCN�8;BCp B;SX@�¡�DFS9SXmOB;N�N_S�DFR=@ÇSX:�]_LONËS¯Dxoß@Tµ @�8C@\p @\<�S(NSXmODFS�DMq_@ÝY\:Fs©8C@\N_BC:=<h@\¡#Y\:M<OY\:=p B;SXDM<�SX8vb=HM·hLhS�SXmOB;NcBCNJ]_LON_S�S(mO@Ý·4@�R=BC<h<OBC<ORhPcZ[Lh8;SXBtsW8;@\N(B;:=<OB;<OR/NËSXLO¡dsBC@�N�DMq_@#D¥<O@�Y\@\N_N(BvSWb=H�DM<O¡�S(mO@�b�DMq(@�mO@\<OY�@�·4:=Lh<O¡�SX:¥SXD �M@#gh8ÕDMY�@MHéNËS�DMqËSXB;<OR�BC<[SXmO@�uM@\qËb�<O@�DFqoßLhS(LOq(@FP�rÝmO@¯Z l 7 oßq(DMp @�µ�:=q���gOq_@\N(@�<�SX@\¡?BC<.SXmOB;NKgEDMg&@\q�BCNKDÇmEDMq(·hBC<OR=@�q�:FonSXmOB;N¨<O@�µ ��BC<h¡�:MoN_S(LO¡OB;@\N\HE: "é@�q(BC<hR.D#<O:�uM@\8�DM<O¡?q(B;R=:=q(:MLONKµKD�b�:Fo�p.D ��BC<OR#N_@\<ON_@�:=L³Sf:Mo´S(mO@\p?P

����� � � ��� �&� � ��� �� @�DMY ��<O:�µf8C@�¡OR=@9S(mO@9uFDM8CLODM·O8C@)Y\:M<�S(q(B;·OLhSXB;:=<ON�DM<O¡xN_LOR=R=@�N_SXB;:=<ON�p¥DM¡h@9·�b�e)DM<OBvSK7/mEDMq_:=<O:�u&Hl mED�b IK:MmO@\<£H�798;:=<�>ADMLhoßp.DM<�DM<O¡ a�m�LO¡ # @�mOq(@�q\P�rÝmOBCN�q_@\N_@�DMq_Y�m mEDMNA·&@\@�< N_LOgOg&:=q_S(@\¡ ·�bSXmh@¥79¡ODMp.N l LOg&@\q#IK@\<�SX@�q�oß:=q�¢KqXDMB;< l SXLO¡OB;@\NÇB;< r�@\8�7/udB;u w)<OB;uM@\q_N(B;SWb DM<O¡ ·�b�S(mO@¥VWN_qXDM@�8l Y�BC@\<hY\@ % :=LO<O¡ED~SXBC:M<�oß:MLO<O¡O@�¡[·�b�S(mO@AVWN(qXDF@\8 79Y\DM¡O@\p�bx:Mo l Y\B;@\<OY�@\N/DM<O¡[Q/LOp.DM<OBvSXBC@�N\P

� � � � � � � � �<�79¡h:=8CgOmhN\HneAP;H ��DMp.DMN(B;:OH&Q�PvH£r´q(DM<O@�8�H �ÇPvHnIK:d:=g&@\q�H ¤�PvH ��DMp.DMN(B;:OHJ7�Pée¯P � �M�=�=�=�TP±7 q_:=8C@

oß:=q#N_:=p.DFSX:=N_@\<ON_:=q_b Y�:=q_S(BCY�@\N�BC< SXmh@�udB;N(LEDM8Ýq_@\Y�:=R=<OBvSXBC:M< :Mo9@�p.:FSXBC:M< DMN�q(@�uM@�DM8;@\¡ ·�bS(mOq(@�@TsW¡hBCp @\<ON_BC:=<EDF8é8C@�N(B;:=<�p¥DMghgOBC<ORhP��"<H6 ������-G<M�74U��6 ��<E?E$� ���Z$&�TH���� � �=�$HE�M�=�M� .h�M�=�M�hP

79mODMq(:=<h:�u&Hée¯PvH l @\R=@Tu4H # PvHéZ[@\B;8CB^]_N_:=<£HJV�PvH efLOgOgOB;<£HéaÝP � �M�M�=���TP # :dY�DM8;B ��D~SXBC:M<x:MocoßLO<OYTSXB;:=<udBÕD#8;@\N(B;:=<�DM<EDF8;bdN(B;N\P;4U��6 � ��-��R<H�>8�6)� ���� <H�EH�� � ���THE�M���/.³�h²��hP

79mODMq(:=<h:�u�sW¢¨DMq���B×H�eAP;H´¢K@ �M@\q�H�r�PvH efLOgOghBC<£H´aÝP � �M�M�h²��TP.a�p.@�q(R=@�<OY\@.:Mo¨p @\p :=qËb�s©¡Oq(Bvu=@�<Y�:=p.p.DM<O¡�<O@�LOq(:M<ON/B;<�@�u=:M8;u=@�¡�DMqËSXB!�OY\BÕDF8£DMR=@�<�SXN\P 4U��6 � ��- �R<H�>8�6 ����� <H�EH��� � ���$HE�=�h² .�³²��hP

¢¨DM< �\mEDFo�H��hP % P � ²��=���M�TP � @�BCR=m�S(@\¡�uM:MSXB;<OR9¡O:d@\N_< �^S�µ�:=q��J�´D9p¥D~SXmO@�p¥DFS(BCY\DM8�DM<EDF8;bdN(B;N\P�� 6)� ()����?� ��I�� ��DE ��I�H��MHJ�h²��/.³�M���³P

¢¨DFS(@\N�H=aÝP;H � BC8CN_:=<£H l PMZ PvH l D�bdR=BC<éHM7�PvH �±B;Y �JH % PvH l @\q(@�<O:OH=Z PFV�PvH=>�<OB;R=m�S�HFe¯P�r�PvH �±q_:=< �M@�q(N�H

�=�

Page 46: B;8CB^] N :=

�¯P % P � �M�M�=���TP �: &³@\8tsW·EDMN_@\¡�8C@�N(B;:=<³sWNËbdp.ghS(:=p�p.DMgOgOB;<OROPW4!����6)�&�>4���6)��<E?E$� ���Z$&�TH�� � �=�TH�=�=� .d���M�³P

¢KB;8C8C@�qXDhH # P��hPvH�Q/@\DFSXm£H �ÇPvH e/D=DF<EDM<£H �hP � ²����M�=�TPOVW<�SX@�q(<EDF8OSX@\8;@\gOmh:=<O@Ý·OB;8C8CB;<ORfqXDFS(@\N � D�<O:�u=@�8DMghgO8CB;Y�DFS(BC:=<�:Fo�<O:M<³s�DFS(:=p BCY9R=DMp.@±S(mO@\:Mq_b=P��G8"��� ���� <H�'? � �&?E�*���&$&%dH ���~HE���M� .d�=���³P

I¨DM<ORM@\8C:MN(B�HM7�PvH ���DFq(BCN_B�H �ÇP � ²��=���M�TPO7 <O@�LOqXDF8O<O@�SWµ�:=q��#p.:d¡O@\8³:MoéI¨DM@\<h:=q(mEDF·4¡OBvSXB;N�a�8C@\R=DM<ON\�rÝmO@AY�BCq(Y�LOB;Sf:Fo´S(:=LOY�m?N(@\<hN(B;S(B;udB;SWbMP;4���6)� ��-��;��<E$&�&?&?� ��)( � �����#���&?TH��~HE�³² .³�=�hP

IK:=L ��BC<£H �hP � �M�=���M�TP l p.DM8;8£e �/79Nfp.D �M@A·OB;R�N(gO8CDMN(m£P �S$� ���Z$&�TH � ��=HJ�=�M�=�/.h�=�M���dP�±LO·&@�bMH ��P;H �/@Tbdp¥DM<éH/7�P;H � @�·4@�q\H/e¯P �hP � ²��=�³²��TP °DF8CLO@�S(mO@\:Mq_b!µfB;SXmh:=LhSx@)(.Y�BC@�<OY�bMP

���B%"��� ���� $&? <M���G8"��� ���� <H�'? � �&?E�*���&$&%dH�� � ²��$Hé²��M�/.&²��M�³P% DMqXDFm£HJZ P �hP � ²��=�=���$P�� /?�6'��- �E(��Z<E?� ��,1°I¨DMpÇ·Oq_BC¡OR=@FHJZ[7��&Z[VWr ��q(@�N(N�P% DMqXDFm£H�Z P��hP � ²��=�=�=�TP VWNÇoãDFY\@�q(@�Y\:=R=<hB;SXB;:=< ��N(g&@\Y�BÕDM8 � �¶@�udBC¡O@�<OY\@xoßq_:=p <O@�LOq(:MgON_bdY�mO:=8;:=RMbMP

�&%'��DE <H� ��- � �� �� � �&?E�*���&$&%dH����~H£²��h² .J²��=�hP% @\B;R=@\<�·EDMLhp[H �hPvH ��DMgODM¡OBCp B;S(q(B;:=L£HÝI9PKQ�PvH l mO@\< �F@\q�H l P � �M�=�³²��TP l mEDMq_BC<OR SXmO@�Y�:=N_S¥:Mo

pÇLh8;SXB;Y�DMNËS9S(qXDM<ON_p.B;N(N_BC:=<ON�P �"<H6 ������- <M� �R<H�>8�6 �#��� ����� �� ?��#��� �S$� ���Z$&�&?TH�� � � ²��$Hn�³² .�O²MP

% 8;:=q(@\DM<O:OH �ÇP;H� Z?:=<O¡EDM¡ODhH % P � ²��M�=���TP�acu=:M8CLhS(BC:=<�:Fo´mh:=p.B;<OR�<OD�udB;R�DFSXB;:=<¥B;<xDÇq(@\DM8ép :=·OB;8C@q_:=·4:FS�P ��������� � ���'?.�)$��� <H�'?�<H� ��E?��#���=?&O ���'O>����� �W�+������Z���5 $&?���� ����� H ��� � ���TH�=�M� .d�����dP

% 8;:=q(@\DM<O:OH �ÇPvH Z[:=<O¡EDF¡EDhH % P � ²��=�=�=�TP�a�uM:=8CL³SXBC:M<EDMq_b�<O@\Lhq(:dY\:=<�SXq_:=8C8;@\q_N9oß:=qADMLhS(:=<O:=p :=LONp :=·OB;8C@9q_:=·&:MSXN�P;4���6)� ��- 4U����I;<H���E?TH � � ��sW���TH4²����h² .&²����M�³P

% q(B;@\¡Op.DM<£H �hP~Q�PvH l S(LO@�S��\8;@MH � P � ²��=�h²��$P ��q_:~]_@\YTSXBC:M<�gOLOq_N(LOBvS�q_@\R=q_@\N_N(BC:M<£P �'1)A>�����[1"������5 /?��1A>?&?E<E$.1CH���� � ���M���$HO�h²���.³���M�hP

¤ADM<O:=<£H���PvHK>�@�BC<EDM<éH°7�P;H efLOgOghBC<£H°aÝP � �F�=�=���$PÛacu=:=8;LhSXB;:=<EDMqËbÛ<O@TSWµK:Mq�� p BC<OB;p.B!��DFS(BC:=<£���q(Lh<O@±SXmO@/µK@\D �JHJDM·ON(:M8CLhS(@\8;bMPGA7$&$&�#8��#�*� �#<��S��D����"��%��R6)�&<&8"�*��� �R<H�Q�Q�������Z$&��<H� A>���� X��$� ���- � �Q� ��� � A � � ����� �[�~P

¤�:=p.@ �MH % PvH Z?BCB � ��LO8CDMBC<O@�<£HÝeAP � ²��M���=�TP VW<OY\q_@\p @\<�S�DF8±@�uM:=8CLhS(BC:=<*:MoAY\:=p gO8;@)&*R=@\<O@�qXDM8·&@\mED�udBC:Mq\P A �,��8��5 �D�� �&%'��DE <H�$H�� � � �~���THh�h²��/.³�F���³P

���

Page 47: B;8CB^] N :=

¤�q(:=·ONËSX@�BC<£H���P � ²��=�=���$P l SXqXD~SX@\RMBC@\NÇoß:Mq#DM<EDM8vb �\BC<hR�Y\:=p gO8;@)& :=q(R�DF<OB �\DFSXB;:=< B;<ÛSXmO@x<O@�q_uM:=LONNËb³NËSX@�p[�´V�PF8;@\N(B;:=<�@'&³g4@�q(BCp @\<�S(N\PhVW<�aÝP l Y�m�µ¨DFq_S � � a�¡£P®�$H �R<H�>8�6)� ���� <H����- �Z��6)��<E?E$� ���Z$&�.1I¨DMp�·Oq(B;¡OR=@MHEZ[7��&Z[VWr ��q_@\N_N\P

¤�LOBC8;8C:MS\HO7�PvH Z[@Tb=@�q\H�hP&7�P � �M�M�=���TP % q(:Mp l 7±¢¨�M� SX: l 7±¢Ý�M�M�=�h� � mED~S � N9<O@TµAHnDM<OB;p¥DFS �VW< �R��<E$&�&�*�� ��)(H? <M�P��%"�L?� � ��% ��"�M���������� <H����-�$&<H�Q�Q�������Z$&� <H� ?� ���6 -9���� <H� <M� �,�,��8��� �D��+��&%'��DE <H�[1°I¨DMpÇ·Oq_BC¡OR=@FHJZ[7��&Z[VWr ��q(@�N(N\P

¤�LOBC8;8C:MS\Hc7�PvH Z[@�bM@\q\H �hP�7�P � �M�M�h²��TP rÝmO@�DF<OBCp.DFS#Y�:=<�SXq(B;·OLhS(BC:=<ÛS(: Y�:=R=<OBvSXBvu=@�N_bdN_S(@\p Nq_@\N(@\DMq(Y�méP �"<H6)������-T<M� �R<*(��" ��5 �D�����E?��#���=? � �&?E�*����$&%dH�� � �=�$Hé²��=��.&²����³P

Q9DFp.p :=<O¡£H l P Z PvH´I¨DMLO¡hbMH´7�P£7�PvH Q9DF<O<O:=<£H�¤#P�hP � �M�=�h²��TP ��:=N_SËs©S(qXDM<ON_Y\q_BCghS(BC:=<EDF8�R=@�<O@N_BC8C@�<OY\B;<OR#·�b�¡O:=LO·h8C@Ts©N_S(qXDM<O¡h@\¡?e��)7�P 4����56)��� � ��DH1��C����1CH � � �=�$Hé²=²���s�²=²��³P

Q/B;8CR=@TS�DMRhHdI9POI9PvHh>�:MS_SX@�q\H³e¯PvH³rÝmh@\:=q_@�S�HhQ�PvHOIK8CDMN(N_@\<£H��hP;H � :=8;S(@\q(N�H³7�P;H ��DFN(Y\LODM8vs # @�:=<O@FHh7�P� �M�=�=���$P�7�·hBC8ÕD~SX@\q(DM8�Y\:=p g4@TSXBvSXB;uM@Ç<O@TSWµK:=q���oß:=q±udBCN_LEDM8cN_gEDFS(BÕDM8�DFS(S(@\<�SXB;:=<�BC<�m�LOp.DM<ON�P4U��6 ��<E$&<H�>8�6)�5 ��)(HO �#<���8,8"�*���$P

Q/B;8CR=@TS�DMRhHcI9P�I9P;Hc>A:FS(SX@�q\H�eAPvH � :=LO<ORhH�Z P �´P � ²��=�M���TP?VW<�SX@\q�sWmO@�p.B;N(gOmh@\q(B;Y.Y�:=p g4@TSXB;S(BC:=<:Mo£N(LO·³s©Y\:=qËSXB;Y�DM8JN_S(q(LOYTSXLOq_@\NÝB;NKD¯Y\q(LhY\BÕDF84p @\Y�mEDF<OBCN_p"B;<¥gEDFqXDM¡O: &³BCY\DM8J8C@�N(BC:M<¥@ "4@\YTSXNÝDF<O¡N_gEDFSXBCDM8£<O@�R=8C@�Y�S\P �;��<*( � �� �� � �&?TH � MHé²��³² .&²\�O²=P

Q/B;8CR=@TS�DMRhHEI9P&I9PvH # :=p�·4@�q\H l P&¤#PvH ��D�bd<O@MH&¢9PJeAP � �M�M�=���TP��)@\LOq(DM8 p.@�Y�mEDM<OB;N(p NÝ:MocN_gEDFS(BÕDM8DFS_SX@�<�S(BC:=<�B;<�S(mO@AY�DFS\P;4���6)��<E$&<H�>8�6 �� ��)(MH� �=H£²��F�h² .&²��F���³P

Q/B;8CR=@TS�DMRhH�I9P�I9PvH�rÝmO@�:=q(@TS�H�Q�PvH ��DMN_Y\LEDF8vs # @�:=<O@MH�7�P � �M�M�h²��TP�a�<OmEDM<OY�@\¡ udBCN_LEDM8KN_gEDFS(BÕDM8DFS_SX@�<�S(BC:=< BCgON_BC8ÕD~SX@\q(DM8cSX:�q(r)Z l s©BC<O¡hLOY\@�¡Ûu³B;q_S(LEDM8°8C@\N_BC:=<hN�:Mofm�LOp.DM< gEDMq_BC@TS�DM8�Y\:Mq_SX@'&4P4����56)���!4���6)��<E?E$� ���Z$&�TH������ �����������������

��������� �"!�# ��$%� �&���('*)�+,+,)�-.���&�/�(02143�+,+ ��5 )768�:9;�<�>=7�����?@�BADC�E�+�CF3�G�H � 6�3,-I-I3,G�HKJ"E�G #L! E�+,+ �"!���M E !) � 3,-;N�+,) #L�"O +,)�- �&!��"P 6�3 #L5 3,G ��� 3 ! ) # 3,E�G MQ! E�-RG � N ! E�S�3�E�+,E�H P � A �,��8��� �D�� �H%)DE <H�@� �7�=T�F= .�=T��UF�

V ) � N ! �XW%�Y�>=Z����[? �;\]) ! ) O E7^�3,J7)_+ M N�G�J # 3,E�G�)�+ M )�J"3,+,3 # ) # 3,E�GY3,G`S ! )�3,G��aS �"5 )7CF3,E�N !b!�� ��� ) ! J 5 �X$J ! 3 # 3,J )�+ !�� CF3 � 68� �*�� ��:� �����c=T�����7d�=T����e��

Vf� 3�G:)�Gc�F$g�/��h � 3,+�3 ��� E�Gc� � ���&0ji<N ��� 3,Gk�&Al�m�nU�e�e��? �Xo�E�G #�! E�+�+ �"O )�G�)�+ PF� 3 � E M G � N ! E�J"E�G #L! E�+,+ � !��

p [

Page 48: B;8CB^] N :=

6�3 #L5 3�G M E ! - ) # 3,E�G�)�+k+ � � 3�E�G�3�G�H�� � ��������������� ���� ��� �������� ������������������� � ��!"���$#%� ��� ���!&���� ���('����()*#% � �� ��,+.-/���0��1� �� �@�

V E OT� )�S:)�J 5 3,)�Gc���&��� 0 h � P�� ! � �&�c$g� �>=7���"2?@�8ADC�E�+,N # 3,E�G )�G O`O�� C � +�E � - � G # E M G � N ! )_+ J E�GF�#�! E�+�+ � !��mM E ! +,EFJ E�-IE # 3,E�Gc� H ! ) O 3 � G # � M E�+,+�ET6�3�G�H )�G O E�S �># )�J"+ � ��)7C�E�3 O )�G�J � 3,G ) !�# 343:J 3,)�+(3,G����� J #�� �65������ ��� �������� ��7�������8���:9� �; � ���<9� ��7=6� � � � ��� ��� �(�_��[Td>2&=ZU��

V E ��� + P Gc�@? �Xh �Y��=Z�����?@� �aM G � N ! E�3,- )�H�3�G�H 3 �f#�5�� )�G � 6 � ! �X6 5 ) # 3 � #L5&�BA N �"��# 3�E�GDC � ������� �

�������� ���� ��� �������� ����������8���E���� � ��!����<#%� ��� ���!0��� � ���('����()F#% � �� �� � � � �:�k=TUG2��Td�=TU_� p �H E�-;S � ! �I?��IJK�/� \ ) P G � �LK*� i8�/� 0 o�E ! G?6 � +,+�]\X� �U�e�e&=T@�Ii<E�+ � E M�#�5�� � N ��� ! 3,E ! J"E�+,+�3,J N&+,N �

3�G )�G:)_+ PF���"� E Ml��� )�J ��M ?�N ��� ! 3:J 3,)�+�)_G O 3�G #�� ! - �"O 3 ) #�� +,) P�� ! J E�G #�! 3,S&N # 3�E�G �8# EYCF3 � N:)�+E ! 3 � G # 3,G�H&� )�N O 3 # E !>P E ! 3 � G # 3,G&H��c)�G O CF3 � N�E ��� ) # 3 )�+ O 3 � J ! 3�- 3�G:) # 3�E�G ��O N ! 3,G�H N�G&3,+ ) #L� ! )�+)�G O S�3�+ ) #�� ! )�+ O&� )�J # 3�C_) # 3,E�G � � � � ��N.O9� �; � ��� �:�?� �� p�p d&�����

H E�-;S � ! �D? �(JK���(\ ) P G � �(Kb�(i �/�('*3�+,H � # )�H&�:ob��ob�/�(0 i<N ��5 -IE !�� �(i � �&�b�U�e�e?U� �Bi � ��# E ! ) # 3,E�GE M CF3 � N:)�+ E ! 3 � G # 3,G&H 3,G # E ) J"E !�# 3,J7)_+,+ P S�+�3,G O 5�� -I3P3 � + O S P !�� C �"!�� 3,S�+ �KO�� )�J # 3/C�) # 3,E�G E M� E ��#�� ! 3,E ! � ) ! 3 �"# )�+(J E !>#L� ^ E !B#L5&�b� N � �"! 3,E ! J E�+,+,3�J N�+�N � ��� � � ����� � �� � � �?� p [��Td p � p �

H E�-;S � ! �Q? �RJK���m\]) P G � �FKb�Bi �/� 0 '*E !�� +n���&�D$g� �>=Z�����? �TS 5&� J !>P E�+�E�E �%M )�G ) O ) �&# )�S�+ �!�� C �"!�� 3,S�+ � J EFE�+,3�G�H O�� )�J # 3/C�) # 3,E�G - � #L5 E O M E ! S �"5 )7CF3,E ! )�+ E !b� + � J #L! E ��5?P�� 3,E�+�E�H�3�J7)�+X) � ���� ��� - � G # E M G � N ! )�+ M N&G�J # 3,E�Gc� � 9� �; � �� �� �������'�� � � ���k=T���Td�=7� p �

h ) ! E�J"J E���9;���?0VU]+�E !�� )�G�E���9;� �nU�e�e?U� � +W �����X� FX���������Y���('Z�[ ����7; � Q� ��� � ��������0���& �X����\;��������(� � !]� �����X��� � ���(��!���^ �N_��` o )�-;S ! 3 O H � �(h.$ M h � Sj\ !�� ��� �

h � P�� ! � �&� $g�/�B0aJ8N�3�+,+�E # �X$g� ��=Z��� p @�bU ! E�-c?�$.K ��e # Ed?�$WK�� p M U(E�N !gP�� ) !�� E M )�G�3,- ) #!�� ��� ) ! J 5 � � G 9;�Do�+�3Pe �B\ � '<N � S�)�G O�� � �&�]$%�Bh � P�� ! � 0f? � V � 143�+ � E�G4�A O�� � @� �R� � � � � �'�����g��h���,���� W����� � '������� � �(���������(���$ ����[�[ � ��< � h���i����N�;��4���������d���W�1'1��(�7��X� E]� �����X��� � `

o )�-gS ! 3 O H � �:hY$ M h � S \ !�� ��� �h P�� !�� E�Gc�(i8��K*� ��=Z�?����@�jJ ! ) ��5�� )�G O J"E�E ��� ! ) # 3�E�G 3�G H?)�- � � � ������ �Nk���7�� ������ � � � �����������

� �� �� � �� ���?�(U�U��Zd&U�U����h P�� !�� E�Gc� i8�(Kb�%�>=Z��2�e? �lo�E�G MQ� !�� G�J �;��#�! N�J # N !�� � )_G O M )�3 ! )_+,+,EFJ7) # 3,E�G ! N�+ � � �.5 ���� � �(���������(���

� ��; � �(���I��� � ��N0 � �� �� � ! ����c=7[��Td�=2�U��

p �

Page 49: B;8CB^] N :=

\]) � J N�)�+/� H � E�G � �D$g�/� 1 ) �����"! - )�Gc� Al���B9f)7C � P � W%�/�B0 i<E #L5 6 � +,+���&� �nU�e�e?U� ��� ���('1]��� � ���

� � ����� � ���������<Nk�g��< ��7�� W������N�;��4���7�����(`�� ^ M E !�O�� G�3/C � !�� 3 # P \ !�� ��� �i<) M )�+n�&i �<�U�e�e&=Z ���b3 !�# N:)�+cG � N ! E�+,E�H P � 9E���7; � �9� �; � �� ��� ��< � ������� ��2�[�UZd>2�[ p �i�E #L5 �&$g�(Al�*�>=Z�?�_�? � + � ����Nk������ �N0��'� �� �_���8]�� � g1����������g1` K � ! +�3,G M ? ��! 3�G�H �"! � � ! +,)�H��i�N ��� 3�Gc��Al� �U�e�e?U�@�4A C�E�+�N # 3�E�G:) !>P )�N # E�G�E�-IE�N � )_H � G #L� M $ G � N ! E � J 3 � G�J � ��� !���� � J # 3�C � �

9E���7; � � �X�� �=I�.98 �; � �� ��� ��< � � ���c=Z�?U7d�= p =��?&)�H�H�3 � � V ��� Vf� 3,G�)�Gc� $%���]0 i�N ��� 3,Gc�]A�� �nU�e�e��? �:? � 3� �"�g#L5 ) # J"E�N�G #[M i �"#�5 3,G� 3�G�H ��� 3� 3/�

G �"��� 3�G G � N ! )_+,+ P � -;S � O�O��"O ��PF��#�� - � � +. � � ^(�^ �'i�^� � =6 �� � ��� +.����;���� � ��N.(;�� ���������(���9� �; � �� ��� ��< � � �������g�� � 9.#� ����� �����

?�J 5�� 3 �"! ��ob����\ MQ� 3 MQ�"! ��i �/�_0 V N�G P 3,E ��5 3n���K�:�>=Z����2? �?AD-;S � O&O�� O G � N ! )�+?G � # 6�E ! � ��M A ^ � +�E�3 # 3,G�HJ"E�G ��#�! )�3�G #L� � 9� �; � ���<9� ��7=6� � � � ��� ��T��2� ��=T����= d(=T��[��&�

? � H � C�� H �/�?$ 5 ) ! E�G&ETC��Fi8���Fh � 3,+�3 ��� E�Gc� � �/��0 i<N ��� 3,Gk� A��]�nU_e�e��?@� '<3,H 5 � O 3�- � G � 3�E�G:)�+�)�G:)�+ PF� 3 �E M � C�E�+,N # 3,E�G:) !�P )�N # E�G�E�-IE�N � )�H � G #L� � + � ��� �Q ������ � � �[ ��� �>=Z �k=@d&U�e&�

? 5 ) � + � P � H � ?�� ��=Z�?���� �f$ C_)�+�N �gM E ! GF� ��� !�� E�G H?)�- � � � � G`'%� 1 � V N 5 G`0 $%� 1 �%SXN�J�� � !� A O&� � � � ����� � ��]�;��7�����������&���� ���� �� � !O����g1��N0 �� ���BE�+n� ��� � �&� � ��e?�ZdF�&=T��@�;\ ! 3�G�J � # E�G M\ ! 3�G�J � # E�G � G&3�C �"!�� 3 # P \ !��"��� �

? 5 ) � + � P � H �1? �/� 0 ? 5 N&S�3�(�Fh � �>=7�?� p @��$ - � #L5 E O;M E ! � C_)�+,N:) # 3,G&H #L5&�lO 3 �>#L! 3�S�N # 3,E�G;E M � EZ6 �"!3�G );J E�-I-I3 #�#�� �*��PF��#�� -.� � �� *+.N0 � �� ���� � ���\������ ���� #% ��� ��< � � �X�� �= �&� �D� �? �&��2?�Zd����?U��

? 5 N�S�3��(�(h ���>=Z��[�U� � � G�J � G # 3/C � � � O�� J � G #L! )�+,3�� �"O J E�G #L! E�+n� #L5&� ) ��� 3,H�G&- � G # E M&� E�3�G # J E ��#L� )_G O3�G #�� ! G:)�+ ��! 3,J"3,G�H�� ���(�g� �N0 ����Z#% ��� ��< � � ���:��U��Zd�� p �&�

? 5 N�S�3��(��h �*�>=Z�"2��� �f� ��N0 ����� �� � !B���b���� E�� ������ � ��� ��< � ���` o )�-;S ! 3 O H � �(h.$ M h � Sj\ !�� ��� �?�3 #�# E�Gc��h ���&hYE�� � ! �:h �/�&0 U() ! ) 5 ��h ���&� �nU�e�e�e? � ?�N ��� ! ) O�O 3 # 3�C �*� e � J #L� E M -;N&+ # 3 � + � + � � 3,E�G �

3�G )`J"E�G�G � J # 3,E�G�3 ��# ) ! J 5 3 #�� J # N !���M � - � +,3�J7) # 3,E�G �8M E !;#�5�� G � N ! E ���>P J 5 E�+,E�H P E M � ��# 3,J) �&5 ) � 3,)&� � ��! ���������g��� ���� � �X�� �= � � �7�(��e��Zd&��� p �

? ��! )�H�N � ���&� h � �>=Z��[�[? � � G #L�"! )�J # 3�E�G E M J E !>#L� ^`)�G O ?�N � �"! 3,E ! o�E�+�+,3,J"N�+,N � 3,G - �"O 3 ) # 3,E�GYE MCF3 � N:)�+�+ P H�N�3 O&� O S �"5 )7CF3,E ! 3,G #�5�� J7) # � #% ��� ��< � � ������c=T� p�p d�=T� p ���

? A N�3 !�� � H �?i8� �>=Z����U� ��h � - E !�P )_G OI#�5�� '*3 ��� E�J )�- � N ��M $ ��P G #L5��"� 3 � E M 3:G O 3,G�H � 6�3 #L5 ! ) #L� �

p 2

Page 50: B;8CB^] N :=

-IE�G� �"PF� ��)�G O.5 N�- )�G � � � ��!1 ���������g��� ���� � �X�� �= ������c=Z���Zd&U��&=��� )�+�+ ) ! �IJK�`��=Z���"2?@�&? � ) # 3 )�+ 5&� -I3,G � H�+ � J # 3,G 5 N�- )_G � � ��� ��('��k��� � ��g���������X� #% ��� ��< � �� � �?�

2?�7d��?����m)�E����;� �>=Z�����? �8A C�E�+�CF3,G&H ) !�# 3P3:J"3 )�+ G � N ! )_+ G �"# 6mE ! � � ���R� � � � �'�����g��B���_���� 5������m��� � � �? �

= p U��Td�= p�p ���� E�N�G&H��Bh � \ �/�B'*3�+,H � # )�H�� ob� ob���D0a?�J )�G�G � +,+� �&� 1 � �nU_e�e�e?@� � G 3�- � N # 3,G&H M N�G&J # 3�E�G # E

�>#L! N&J # N !���MQ! E�- #L5�� S � 5 )ZCF3�E�N ! )_+ � e � J #L� E M S ! )_3,Gg+ � � 3,E�G � � � ��������������� ���� ��� �������� �������������E���� � ��!"���%#%� ��� ���!Y��� � ���('����()*#% � �� �� � � �����c= p �Zd�[&=��

p �