Translating Networks: Assessing Correspondence Between ......Bastian M. et al. (2009). Gephi: an...

download Translating Networks: Assessing Correspondence Between ......Bastian M. et al. (2009). Gephi: an open source software for exploring and manipulating networks, International AAAI Conference

If you can't read please download the document

Transcript of Translating Networks: Assessing Correspondence Between ......Bastian M. et al. (2009). Gephi: an...

  • �>���G �A�/�, �?���H�b�?�b�@�y�k�R�d�N�y�k�9

    �?�i�i�T�b�,�f�f�?���H�b�?�b�X���‘�+�?�B�p�2�b�@�Q�m�p�2�‘�i�2�b�X�7�‘�f�?���H�b�?�b�@�y�k�R�d�N�y�k�9

    �a�m�#�K�B�i�i�2�/ �Q�M �R�y �C�m�H �k�y�R�N

    �>���G �B�b �� �K�m�H�i�B�@�/�B�b�+�B�T�H�B�M���‘�v �Q�T�2�M ���+�+�2�b�b���‘�+�?�B�p�2 �7�Q�‘ �i�?�2 �/�2�T�Q�b�B�i ���M�/ �/�B�b�b�2�K�B�M���i�B�Q�M �Q�7 �b�+�B�@�2�M�i�B�}�+ �‘�2�b�2���‘�+�? �/�Q�+�m�K�2�M�i�b�- �r�?�2�i�?�2�‘ �i�?�2�v ���‘�2 �T�m�#�@�H�B�b�?�2�/ �Q�‘ �M�Q�i�X �h�?�2 �/�Q�+�m�K�2�M�i�b �K���v �+�Q�K�2 �7�‘�Q�K�i�2���+�?�B�M�; ���M�/ �‘�2�b�2���‘�+�? �B�M�b�i�B�i�m�i�B�Q�M�b �B�M �6�‘���M�+�2 �Q�‘���#�‘�Q���/�- �Q�‘ �7�‘�Q�K �T�m�#�H�B�+ �Q�‘ �T�‘�B�p���i�2 �‘�2�b�2���‘�+�? �+�2�M�i�2�‘�b�X

    �G�ö���‘�+�?�B�p�2 �Q�m�p�2�‘�i�2 �T�H�m�‘�B�/�B�b�+�B�T�H�B�M���B�‘�2�>���G �- �2�b�i�/�2�b�i�B�M�ß�2 ���m �/�ß�T�‹�i �2�i �¤ �H�� �/�B�z�m�b�B�Q�M �/�2 �/�Q�+�m�K�2�M�i�b�b�+�B�2�M�i�B�}�[�m�2�b �/�2 �M�B�p�2���m �‘�2�+�?�2�‘�+�?�2�- �T�m�#�H�B�ß�b �Q�m �M�Q�M�-�ß�K���M���M�i �/�2�b �ß�i���#�H�B�b�b�2�K�2�M�i�b �/�ö�2�M�b�2�B�;�M�2�K�2�M�i �2�i �/�2�‘�2�+�?�2�‘�+�?�2 �7�‘���M�ˇ���B�b �Q�m �ß�i�‘���M�;�2�‘�b�- �/�2�b �H���#�Q�‘���i�Q�B�‘�2�b�T�m�#�H�B�+�b �Q�m �T�‘�B�p�ß�b�X

    �h�‘���M�b�H���i�B�M�; �L�2�i�r�Q�‘�F�b�, ���b�b�2�b�b�B�M�; �*�Q�‘�‘�2�b�T�Q�M�/�2�M�+�2�"�2�i�r�2�2�M �L�2�i�r�Q�‘�F �o�B�b�m���H�B�b���i�B�Q�M ���M�/ ���M���H�v�i�B�+�b

    �J���‘�i�B�M �:�‘���M�/�D�2���M�- �J���i�?�B�2�m �C���+�Q�K�v

    �h�Q �+�B�i�2 �i�?�B�b �p�2�‘�b�B�Q�M�,

    �J���‘�i�B�M �:�‘���M�/�D�2���M�- �J���i�?�B�2�m �C���+�Q�K�v�X �h�‘���M�b�H���i�B�M�; �L�2�i�r�Q�‘�F�b�, ���b�b�2�b�b�B�M�; �*�Q�‘�‘�2�b�T�Q�M�/�2�M�+�2 �"�2�i�r�2�2�M �L�2�i�@�r�Q�‘�F �o�B�b�m���H�B�b���i�B�Q�M ���M�/ ���M���H�v�i�B�+�b�X �.�B�;�B�i���H �>�m�K���M�B�i�B�2�b�- �k�y�R�N�- �l�i�‘�2�+�?�i�- �L�2�i�?�2�‘�H���M�/�b�X ���?���H�b�?�b�@�y�k�R�d�N�y�k�9��

    https://halshs.archives-ouvertes.fr/halshs-02179024https://hal.archives-ouvertes.fr

  • !"#$%’($)*+,’-."/%*0%%,%%($)*1."",%2.$3,$1,*4,’-,,$*$,’-."/*5(%6#&(%#’(.$*#$3*#$#&7’(1%*

    ! "#"$%&’()*%+"$",-’./01 8*9’",1:’ 8*+,’:,"$3%**;#"’($*;#"7&*#$3*O&3,"8* CL?M@8* B#$7* 2".=,1’%* :():&():’* ’:,*3(EE(16&’7* .E* 4"($)($)* )"#2:* ’:,."7* #$3* ’:,("*3(%1(2&($,* ($’.* 3(#&.)6,D* P."’6$#’,&78* ’:,*3,5,&.2B,$’* .E* #11,%%(4&,* %.E’-#",*>Q#%’(#$* ,’*#&D8*CLLR@8*E.&&.-,3*47*$,-*($’,"E#1,%*>S.%#*TU",H*,’*#&D8*CL?VW*K(,$,/,*,’*#&D8*CL?N@8*%.B,’(B,%*-(’:*#$* ,361#’(.$#&* 3(B,$%(.$* >Q,#6&(,68* CL?MW*X#$’:.%* ,’* #&D8* CL?N@8*:#%* 4,,$* #11.B2#$(,3* ($*",1,$’* 7,#"%* 47* #* 1"(’(1#&* ",E&,1’(.$* .$* .6"*2"#1’(1,%*>K,($)#"’8*CL??W*Y#6EB#$*,’*#&D8*CL?M@8*2#"’(16"&7* -(’:* ",)#"3* ’.* 5(%6#&(%#’(.$D* Z,’8* (’*.E’,$*E.16%,%*.$*’,1:$(1#&*#%2,1’%D**[$* ’:(%*2#2,"8* -,*2".2.%,* ’.*%:(E’* ’:(%* ,B2:#%(%*#$3* #33",%%* ’:,* \6,%’(.$* .E* ’:,* ",%,#"1:,"]%*($’,"2",’#’(5,* =.6"$,7* E".B* 5(%6#&(%#’(.$* ’.*B,’"(1%* ",%6&’($)* E".B* ’:,* $,’-."/* %’"61’6",D*^E’,$* #33",%%,3* ($* ",’(.$* ’.* )"#2:(1#&*",2",%,$’#’(.$8* -:,$* (’* (%* $.’* 6%,3* .$&7* #%* #$*(&&6%’"#’(.$8*’:,*%64=,1’(5(’7*.E*’"#$%’(.$*(%*#&&*’:,*B.",* (B2."’#$’* -:,$* (’* 1.B,%* ’.* ($’,"2",’($)*%’"61’6"#&*B,’"(1%D*Q6’*’:,%,*’-.*’:($)%*#",*1&.%,&7*",’,3D* !.* %,2#"#’,* B,’"(1%* E".B* 5(%6#&(%#’(.$*-.6&3*4,*’.*E."),’*’:#’*’-.*:(%’."(1#&*,J#B2&,%*.E*$,’-."/*",2",%,$’#’(.$8*O6&,"*>?M_N@*#$3*;.",$.*

    >?R_‘@8*#",*$.’*&(B(’,3* ’.*#* )"#2:(1*",#3($)*>’:,*’,"B*a$,’-."/b*(’%,&E*-.6&3*.$&7*#22,#"*($*?Rc‘*($* Q#"$,%]* -."/@D* [$* ’:,* E("%’* 1#%,8* ’:,*3,B.$%’"#’(.$* -#%* 4#%,3* .$* #* 3,)",,* 1,$’"#&(’7*B,#%6",B,$’* -:, ",#%* ($* ’:,* %,1.$3* 1#%,* ’:,*#6’:."* B#3,* ’:,* 3(EE,",$1,* 4,’-,,$* a%’#"%b* #$3*a6$1:.%,$b* ($3(5(36#&%* -:(&,* \6#&(E7($)* ’:,*,3),%*#%*($4.6$3*#$3*.6’4.6$3*",’(.$%:(2%D**!:(%* (%* -:7* ’:(%*2#2,"*2".2.%,* ’.* ,J#B($,* ’:,*2"#1’(1,* .E* 5(%6#&* ",#3($)* #$3* B,’"(1%d4#%,3*#$#&7%(%* ($* #* 1."",%2.$3,$1,* ’#4&,* ’:#’* 1"(E(,%*’:,*%64=,1’(5(’7*.E*’:,*$2%+-&%$"3+*-:(&,*2",%,$’($)*2.%%(4&,*#$3*),$,"(1*($’,"2",’#’(.$*%1,$#"(.%D*

    e(%6#&*#22".#1:f*B#/($)*’:,*)&.4#&*%’"61’6",*",#3#4&,*!:,*-#7*-,*",#3*$,’-."/%*:#%*1:#$),3*.5,"*’(B,D*g(%’."(1#&&7* ’:,* \6,%’(.$* .E* $,’-."/* ",#3#4(&(’7*-#%* #%/,3* ($* ’,"B%* .E* #,%’:,’(1* 1"(’,"(#D* [$* ’:,*-."3*.E*A#1.4*;.",$.*a’:,*E,-,"*’:,*$6B4,"*.E*&($,%*1".%%($)8*’:,*4,’’,"*’:,*%.1(.)"#BbD*O5,$*($*’:,* $($,’(,%8* -:,$* )(5($)* 4("’:* ’.* ’:,* B.3,"$*.6’* #&)."(’:B8* P"h1:’,"B#$* #$3* S,($).&3*>?RR?@*#(B,3*#’*aB($(B(H($)*,3),*1".%%($)%b*#$3*a",E&,1’($)* ($:,",$’* %7BB,’"7bD* g.-,5,"8*’:,%,*1"(’,"(#* 3.* $.’* %,,B* %.* 1"61(#&* ’.* 2"#1’(1,%*.4%,"5,3* $.-#3#7%* ($* 3()(’#&* :6B#$(’(,%* >#$3*4,7.$3@D*

  • F../($)* #’* ",1,$’* 2#2,"%* ($* 3()(’#&* :6B#$(’(,%8*$,’-."/%*#22,#"*’.*:#5,*#*-(3,*"#$),*.E*6%#),%D*!:,("*5(%6#&(%#’(.$%*#",*,(’:,"*%,&Ed%6EE(1(,$’*iE()D*?D#Dj* >0&),,dg,-(’ ’8* CL?VW* T($.dI(#H* #$3*P(."B.$’,8* CL?VW* e,":.,5,$* ,’* #&D8* CL?VW*;#""#11($(8* CL?M@8* #$* .2’(.$#&* :,&2* ’.*6$3,"%’#$3($)*iE()*?D4Dj*>k.(HH#*,’*#&D8*CL?N@*."*%’".$)&7*1.$$,1’,3* ’.* ’:,* ’,J’D*G.B,*#6’:."%*6%,*’:,B* ’.* :():&():’* ’:,*2.%(’(.$* .E*#*%2,1(E(1*$.3,*iE()D*?D1Dj* >;.",’’(* ,’* #&D8* CL?N@8* ’.* 1.B2#",*.6’%*iE()D*?D3Dj*>G.H($.5#8*CL?N@*."* ’:,*.6’*.E* ’:,* %#B,* )"#2:* ($* ’(B,*iE()D*?D,Dj* >K"():’8*CL?N@D*!:,7*B#7*#(B*#’*5(%6#&(%($)*1.BB6$(’(,%*iE()D*?DEDj*>S74(1/(*,’*#&D8*CL?VW*!."",%dZ,2,H*#$3*l",(/8* CL?V@8*B#22($)* #* ),$,"#&* %’"61’6",*iE()D*?D)Dj*>

  • 1.B2&,B,$’ 8*(+#,,"(- !#’#- .",/#+",#’")0 * (%*#&%.*,B2&.7,3* ’.* 5(%6#&(%,* $.$d",’(.$#&* %’"61’6",%*>$.3,*#’’"(46’,%8*,’1D@D**[$* ’:,* ’.2.&.)(1#&* 2,"%2,1’(5,8* #* %’#$3#"3*2".1,36",* (%* ’.* #%%()$* $.3,%* #* 2.%(’(.$* 6%($)* #*E."1,d3"(5,$*#&)."(’:BD*!:(%*E#B(&7*.E*#&)."(’:B%*(%* /$.-$* E."* 3(%2($)* 1&6%’,"%* ’:#’* B#’1:* #*-(3,&7* 6%,3* B,#%6",* .E* 1.BB6$(’7* 3,’,1’(.$8*B.36"(’7* 1&6%’,"($)* >+.#1/8* CLLR@D* [’%*’"#$%’(.$*",B#($%*:.-,5,"*3(EE(16&’* ’.*($’,"2",’*&.1#&&78*#%*-,*1#$*$,5,"*)(5,*#*%(B2&,*,J2$#’(.$*E."* #* $.3,]%* 2.%(’(.$D*k%%(1* 3#’#* 5(%6#&(%#’(.$*#&%.*’"#$%’,%*$.$d",’(.$#&*%’"61’6",%8*47*(’%,&E*."* 1.B4($,3* -(’:* #* ",’(.$#&* 2,"%2,1’(5,D*I(EE,",$’*%’"61’6"#&*E,#’6",%*B#7*",\6(",*3(EE,",$’*5(%6#&(%#’(.$%f* ’:,* ,J#B2&,%* .E* E()D* C* %:.-%*16"#’,3* 5(%6#&(%#’(.$%* 6%($)* 1#’,)."(,%*iE()D*CD#*4.7%*#$3*)("&%8*($*’:,*E#B.6%*,J#B2&,*.E*>;.",$. 8*?R_‘@j8*’,B2."#&(’7*iE()D*CD4j*>Am$(1/,*#$3*P.1:’8*CL?M@*."* :(,"#"1:7* iE()D*CD1j* >

  • :)(#+-*%)*3%’"3,*K(’:* ",)#"3* ’.* &.1#&* B,#%6",%8* ’:,*!3$%33*>$6B4,"* .E* $,():4.6"($)* $.3,%@* (%* ’:,* %(B2&,%’*(30’%#+"’58*#$3* ’:,* .$&7* .$,*%7%’,B#’(1#&&7*6%,3*4,’-,,$*’:,*’,*?RcL%*#$3*,#"&7*?RML%8*4,E.",*’:,*3,5,&.2B,$’* .E* B.",* 3(5,"%(E(,3* B,’"(1%*>P",,B#$8* ?RMR@D* [’%* %(B2&(1(’7* #&&.-%* E."* #*’"#$%2#",$’* ’"#$%’(.$f* ($*#*&(’,"#"7*$,’-."/8*E."*,J#B2&,8* (’* 1.6$’%* ’:,* $6B4,"* .E* ’(B,%* .$,*1:#"#1’,"*%2,#/%*’.*#$.’:,"*>A#$$(3(%*,’*#&D8*CL?N@D**!:,*$.’(.$*.E* 23’;33003,,-(30’%#+"’5*3(%"62’%*’:,*1.$1,2’(.$*.E*-:#’*’:,*a1,$’",b*.E*#*$,’-."/*B#7*1.$%(%’*.ED*[’%*#4(&(’7*’.*",5,#&*%’"61’6"#&*,&,B,$’%*4"(3)($)*"),8*(BB,3(#’,&7*5(%(4&,*1&6%’,"%*B#/,%*(’* 2.26"* ($* ’:,* %.1(#&* %1(,$1,%* %($1,* ’:,*,B,"),$1,* .E* !#7&,"*#$3*+,6),4#6,"8* CL?V@D*I,2,$3($)* .$* #22&(1#’(.$%8*’:,%,* #",* ’:,",E.",* 4.’:* 2.%(’(.$%* .E* 2.-,"* #$3*56&$,"#4&,*2,%D**!:,* (+),303,,- (30’%#+"’5*#&&.-%* ’.* :():&():’* ’:,*a),.)"#2:(1#&b*B(33&,*.E* ’:,*)"#2:D*[$*$,’-."/%*.E*#*1,"’#($*3,$%(’7*#$3*-:,$*’:,7*#",*$.’*3(5(3,3*($’.*%,5,"#&*3(%’($1’*1.BB6$(’(,%8*’:,*1&.%,$,%%*(%*),$,"#&&7* E#("&7* ,5,$&7* 3(%’"(46’,3* #$3* #&&.-%* #*)..3* ’"#$%’(.$* .E* ’:,* $.’(.$%*.E* a1,$’,"b* #$3*a2,"(2:,"7bD**P."* (’%* 2#"’8* ’:,*3"$30.3(’)%- (30’%#+"’5*(%* \6(’,*1.B2&(1#’,3*’.*’"#$%’,*%($1,*(’*-."/%*(’,"#’(5,&7*#$3* (%* 5,"7* B61:* 3,2,$3,$’* .$* ’:,* %’"61’6"#&*1.$’,J’*#’*%:."’*#$3*B,3(6B*"#$),*#".6$3*#*$.3,D*aT",%’(),b* ."* a($E&6,$1,b* 1,$’"#&(’78* $#B,3*a2.-,"b*1,$’"#&(’7*47*(’%*#6’:."*>Q.$#1(1:8*?RMC@8*

    7"$8-,J#B2&,%*’.2*&,E’@8*6%,*.E*)&.4#&*B,’"(1%*>,J#B2&,%*4.’’.B*"():’@*#$3*6%,*.E*&.1#&*B,’"(1%*>:():&():’,3*$.3,%@D**

  • (’*\6#&(E(,%*#*$.3,]%*,$5(".$B,$’*-:(&,*.2,"#’($)*($* 1#%1#3,f* #* -,&&d1.$$,1’,3 * $.3,* )(5,%* (’%*$,():4. 6"%*#*2#"’* .E*(’%*#6’:."(’7*1#2(’#&8*#$3*%.*.$D*[’*(%*’:,",E.",*2#"’(16"&7*6%,E6&*-:,$*’"7($)*’.*#$#&7%,* ’:,* :(,"#"1:7* .E* ’:,*$.3,%* ($*#* )"#2:*>T(2,"*,’*#&D8*CL?M@D*!:,*B.%’*-,&&d/$.-$*6%,*.E*’:(%*B,#%6",*(%*’:,*4#1/4.$,*.E*’:,*Q"($*#$3*T#),8*?RRV@D*

    !.-#"3%*B(J,3*#22".#1:,%*!:(%* 1.$’"(46’(.$* 2".2.%,%* #* ’#4&,* .E*1."",%2.$3,$1,* 4,’-,,$* ’:,* 1.$1,2’%* .E* )"#2:*’:,."7*#$3*’:,*2"#1’(1,*.E*5(%6#&*$,’-."/*#$#&7%(%*($* ’:,*%.1(#&*%1(,$1,*#$3* :6B#$(’(,%D* !:(%* ,EE."’*B6%’* $.’* 4,* 6$3,"%’..3* #%* #* 3,B#"1#’(.$(%’*#’’,B2’*#’*’,&&($)*’:,*"():’*B,’:.3*E".B*’:,*-".$)D*!:,*a3(1’(.$#"7b*(%*$.’*,J:#6%’(5,*#$3*.$&7*#(B%*#’*:,&2($)*’.*4"(3),*’-.*-."&3%*’:#’*:#5,*B.",*($*1.BB.$*’:#’*-:#’*B,,’%*’:,*,7,D*Q7*E.16%($)*.$*$2%+-&%$"+#’B,’:.3%8* -,* -#$’* ’.* %’",%%* ’:#’*1".%%($)*2.($’%*#",*",#&* ,5,$* ’:.6):* ’:,7*3.*$.’*1.B,* -(’:.6’* (%%6,%8* #$3* ’:6%* ",\6(",* .6"*B,’:.3.&.)(1#&*#’’,$’(.$D***K,* #&%.* $.’,* ’:#’* ’:,* #$#&7%(%* %:.6&3* $.’* 4,*&(B(’,3* ’.* #* 1#’#&.)6,* .E* -,&&d/$.-$* B,’:.3%*>4#%(1* 1,$’"#&(’(,%8* ,’1D@* 46’* ’:#’* #22".#1:,%*1.B4($($)*%,5,"#&*.E*’:.%,*%:.6&3*4,*,$1.6"#),3*’.*.4’#($*#$*.2’(B#&*#$3*($$.5#’(5,*a’"#$%’(.$bD*[$* ’:(%*-#78*-,*1.6&3*1.B2#",*B,’"(1%*>O%1.4#"*#$3*G1:#6E8*CL?V@*."*1.B4($,* ’:,B* ’.* ,%’#4&(%:*"#$/($)%*>P(%1:,"* ,’*#&D8*CL?VW*I6$%’*#$3*g#"’,&8*CL?M@* ."* ’:,* 3(%1(2&($,* .E* 2".=,1’%* ($* #*%1(,$’.B,’"(1* #$#&7%(%*>8- 3’- #+8*>CL?M@D*9%($)* 0"1:(5#&* !,J’%* ’.* k",#’,*+,’-."/* ?Rc‘@D*k%%*#$3*k.BB(’’,,%*($*#*$."-,)(#$*[%$3*T#"(%:8’()*%+’6,&%$"3+-8*M8*_RncVD**A#,’"#0->8-3’-#+D*>CLLR@D*?RMC@D*P#1’."($)*#$3*-,():’($)*#22".#1:,%*’.*%’#’6%* %1.",%* #$3* 1&(\6,* (3,$’(E(1#’(.$8*AB,’ C3)2+%&’ 3:’@%$B,*%$";%&’?3;"3&3#D8*C8*?8*??_n?CLD**A%"0-E8-#0!-D#$3-:8*>?RRV@D*!:,*0$#’.B7*.E*#*F#"),dG1#&,*g72,"’,J’6#&* K,4* G,#"1:* O$)($,8*?,E,+$B’ 7+$,2+%$"3+%&’F8-#0!-G52"(F"-H8*>CL?M@D*+,’-."/%*.E*’:,*CL?N@D*0* ;,’:.3*E."*S,1."3*F($/#),*-(’:* G2#"%,* g(%’."(1#&* I#’#8*!"#"$%&’ ()*%+"$",-’ ./0G8*Y"#/.-D **J/0,’- =8- #0!- @#%’3+- G8*>CL?M@D*k."2."#* #$3* k.B2&,J*+,’-."/%* #%* k6&’6"#&* k"(’(\6,f* [$5,%’()#’($)* S#1,* #$3*?M_N@D*G.&6’(.*T".4&,B#’(%*#3*CL?V@D*0$#&7H($)*G.1(#&*+,’-."/%*^E* X;F* T%f* OJ2&."($)* G:#/,%2,#",]%* CL?V@D*!.* k #’1:* 0* T".’#).$(%’f*o6#$’(’#’(5,* I.B($#$1,* S,’(.$%* [$* ?M_Lp?R_L@8*!"#"$%&’()*%+"$",-’./058*;,J(1.*k(’7D***7%33- :8- C8* >?RMR@D* k,$’"#&(’7* ($* G.1(#&* +,’-."/%f*k.$1,2’6#&*k"(E(1#’(.$8*?3;"%&’J,$K32L-8*?8*C?cnC_RD**7%M(6’3%- N8- >8- #0!- G3"0$)+!- K8- >8*>?RR?@D*

  • 1#)- B8- 3’- #+8*>CL?M@D*!:,* [$’,&&,1’6#&* G’"61’6",* .E*I()(’#&*g6B#$(’(,%f* 0$* 06’:."* k. dk(’#’(.$* 0$#&7%(%8* !"#"$%&’()*%+"$",-’./04 8*;.$’",#&D**1#)- B8- 3’- #+8*>CL?V@D*e(%6#&(%($)* !:,* I()(’#&* g6B#$(’(,%*k.BB6$(’7f* 0* k.B2#"(%.$* G’637* Q,’-,,$* k(’#’(.$*+,’-."/* 0$3* G.1(#&* +,’-."/ 8*!"#"$%&’ ()*%+"$",-’ ./058*;,J(1.*k(’7D **1%#0!O3#0- >8* >CL?c@D* +,’-."/* e(%6#&(H#’(.$f* ;#22($)*G:#/,%2,#",]%*!"#),3(,%8*:’’2fqq---DB#"’($)"#$3=,#$D1:q$,’-."/ d5(%6#&(H#’(.$d%:#/,%2,#",D**1%#0!O3#0->8*>CL?N@D*0"1:(5,%*I(%’#$’*S,#3($)f*;#22($)*’:,* 01’(5(’7* .E* ’:,* F,#)6,* .E* +#’(.$%]* [$’,&&,1’6#&*k..2,"#’(.$ 8*! "#"$%&’()*%+"$",-’./0G8*Y"#/.-D**1%#0!O3#0->8*>CL?M@D*;6&’(B.3,*#$3*;6&’(&,5,&f*e,"’(1#&*I(B,$%(.$* ($* g(%’."(1#&* #$3* F(’,"#"7* +,’-."/%8*!"#"$%&’()*%+"$",-’./04 8*;.$’",#&D**1%#0!O3#0- >8- 3’- #+8* >CL?M@D*k.B2&,J* +,’-."/*e(%6#&(%#’(.$*E."*’:,*g(%’."7*.E*[$’,"3(%1(2&($#"(’7f*;#22($)*S,%,#"1:*P6$3($)*($*G-(’H,"$38*!"#"$%&’()*%+"$",-’./048*;.$’",#&D**1%#0!O3#0- >8* >CL?V@D*Q,-’ 2R-,%)P’ >,’ &%’ ;33IR2%$"3+’"+$,&&,;$),&&,S’ Q%’ ?3;"R$R’ >,-’ J%$"3+-’ ;3**,’ %;$2";,’ >,-’2,&%$"3+-’ -;",+$":"T),-’ ,$’ ;)&$)2,&&,-’ >%+-’ &U,+$2,F>,)PF#),22,- 8*F#6%#$$,D**1%#0).3’’3%- >8- E8*>?RM_@D* !:,* G’",$)’:* .E* K,#/* !(,%8*8*,2";%+’C3)2+%&’3:’?3;"3&3#D8*MV8*?_NLn?_VLD**BP0"(F3- E8- #0!-7)(6’- B8*>CL?M@D*9$’#$)&($)* ’:,* G.1(#&*+,’-."/*.E*;6%(1(#$%8*!"#"$%&’()*%+"$",-’./048*;.$’",#&D**B#00"!",-78-3’-#+8*>CL?N@D*k.B2#"(%.$*.E* ;,’:.3%*E."* ’:,*[3,$’(E(1#’(.$*.E*;#($*k:#"#1’,"%*($*8-3’-#+8*>CL?M@D*e(%6#&(H($)*P6’6",%*.E*+,’-."/%*($* I()(’#&* g6B#$(’(,%* S,%,#"1:8*!"#"$%&’ ()*%+"$",-’ ./048*;.$’",#&D**>#%%#(("0"- >8*>CL?M@D*!:,* e( 1’."(#* T",%%* k("1&,8*!"#"$%&’()*%+"$",-’./04 8*;.$’",#&D**>#%5+- >8- #0!- K!3%- >8* >CL?M@D*!.2(1* T#’’,"$%* ($* #$*01#3,B(1* F(’,"#"7* A.6"$#&f* !:,* k#%,* ^E* !,/%’7* I"6)(,8*! "#"$%&’()*%+"$",-’./04 8*;.$’" ,#&D**>)%30)-B8-:8*>?R_‘@D*CL?N@D*Q6(&3($)*F#"),*T,"%.$%]*+,’-."/%*’.* OJ2&.",* I()(’#&* k."2."#8*!"#"$%&’ ()*%+"$",-’ ./0G8*Y"#/.-D **R)#(FS- =8*>CLLR@D* ;.36"(’7* 1&6%’,"($)* (%* E."1,d3(",1’,3*.6’D*NBD-";%&’6,E",K’O8*MR>C@8*LCN?LCD**D"0)?J T#I-B8-#0!-7")%&)0’3-J8*>CL?V@D*F#*CL?M@D*G’637($)* F(’,"#"7* k:#"#1’,"%* #$3*k:#"#1’,"*+,’-."/% 8*!"#"$%&’()*%+"$",-’./048*;.$’",#&D**G),#-DU%3I-B8-3’-#+8*>CL?V@D*g(%’.$,’%8* !6"$($)*g(%’."(1#&*;#2%* [$’.* I()(’#&* +,’-."/% 8*! "#"$%&’ ()*%+"$",-’./05W’;,J(1.*k(’7D* **G52"(F"- B8- 3’- #+8* >CL?V@D*T.&7%7%’,B* !:,."7* 0$3*;#1".#$#&7%(%D* 0* k#%,* G’637* ^E* G(,$/(,-(1H* [$* [’#&(#$8*!"#"$%&’()*%+"$",-’./058*;,J(1.*k(’7D***E)I"0).#-V8 *>CL?N@D*k.B2&,J*+,’-."/% dQ#%,3*022".#1:*’.*S6%%(#$* S:7B,* g(%’."7* I,%1"(2’(.$f* F($)6.%’#’(%’(1%* #$3*I#’#4#%,8*!"#"$%&’()*%+"$",-’./0G8*Y"#/.-D**N#0$- >8?C8- #0!- C630- Q8?@8*>CL?M@D*0* 1".%%d$)6#),*1.B2#"(%.$* .E* 1.d-."3* $,’-."/%* ($* I()(’#&* F(4"#"7* #$3*;6%,6B* .E* Q633:(%’* G’63(,%8*!"#"$%&’ ()*%+"$",-’ ./048*;.$’",#&D**N#5+3%-78-#0!-R3/$32#/3%-N8*>CL?V@D*k.B2&,J*+,’-."/%*^E* I,%(",f* ;#22($)*k.BB6$(’7* [$*e(%6#&*0"’%* ;#)#H($,%*P(",-,,38*P6%,8*0$3*Q."3,"qF($,%8*!"#"$%&’()*%+"$",-’./058*;,J(1.*k(’7D* **N)%%3,?W3*3I-:8-#0!-X%3"F-Q8*>CL?V@D*O%’63(.*OJ2&."#’."(.*G.4",*F.%*!,""(’."(. %*I,*F#*Q(.2("#’,"(#*I,*F#%*;,3(1($#%*!"#3(1(.$#&,%* O$* [$’,"$,’* f* O&* k#%.* I,* 0B,"(1#* F#’($#8*!"#"$%&’()*%+"$",-’./058*;,J(1.*k(’7D***N%"+(F3-D8-3’-#+8*>CL?N@D*!:,#’",*T%*#%*sGB#&&*K."&3%]t*+,’-."/* I#’#* .$* ’:,* g(%’."7* #$3* !72.&.)7* .E* CL?N@D* [$’".361($)* g(%’.CL?N@D*e(%6#&(%($)* ’:,* I7$#B(1%* .E*k:#"#1’,"*+,’-."/% 8*! "#"$%&’()*%+"$",-’./0G8*Y"#/.-D********

  • �1�H�W�Z�R�U�N���Y�L�V�X�D�O���D�Q�G���W�R�S�R�O�R�J�L�F�D�O���S�D�W�W�H�U�Q�V�7�K�L�V���W�D�E�O�H���R�I���F�R�U�U�H�V�S�R�Q�G�H�Q�F�H���E�H�W�Z�H�H�Q���Q�H�W�Z�R�U�N���D�Q�D�O�\�V�L�V���F�R�Q�F�H�S�W�V���D�Q�G���L�Q�W�H�U�S�U�H�W�D�W�L�R�Q�V���R�U�����W�U�D�Q�V�O�D�W�L�R�Q�V�����L�V���D���Z�R�U�N���L�Q���S�U�R�J�U�H�V�V�����7�K�H���D�X�W�K�R�U�V���S�U�R�S�R�V�H���W�K�L�V���G�R�F�X�P�H�Q�W���W�R���R�S�H�Q���D���G�L�V�F�X�V�V�L�R�Q���R�Q���W�K�H���P�R�V�W���U�H�O�H�Y�D�Q�W���W�U�D�Q�V�O�D�W�L�R�Q���V�F�H�Q�D�U�L�R�V���D�Q�G���H�[�D�P�S�O�H�V���U�H�I�H�U�H�Q�F�H�V���I�U�R�P���W�K�H���G�L�I�I�H�U�H�Q�W���G�L�V�F�L�S�O�L�Q�H�V���D�S�S�O�\�L�Q�J���W�K�H�V�H���P�H�W�K�R�G�V��

    �1�2�7�,�2�1 �9�,�6�8�$�/���$�1�$�/�

  • �1�2�7�,�2�1 �9�,�6�8�$�/���$�1�$�/�

  • �1�2�7�,�2�1 �9�,�6�8�$�/���$�1�$�/�