Perceptually - Research portal

Tilburg University
Perceptually Grounded Lexicon Formation Using Inconsistent Knowledge
Divina, F.; Vogt, Paul
Published in:
Proceedings of the Eighth European Conference on Artificial Life 2005
Publication date:
2005
Link to publication
Citation for published version (APA):
Divina, F., & Vogt, P. (2005). Perceptually Grounded Lexicon Formation Using Inconsistent Knowledge. In M. S.
Capcarrere, A. A. Freitas, B. J. Bentley, C. G. Johnson, & J. Timmis (Eds.), Proceedings of the Eighth European
Conference on Artificial Life 2005 (pp. 644-654). Canterbury, England: Springer.
General rights
Copyright and moral rights for the publications made accessible in the public portal are retained by the authors and/or other copyright owners
and it is a condition of accessing publications that users recognise and abide by the legal requirements associated with these rights.
- Users may download and print one copy of any publication from the public portal for the purpose of private study or research
- You may not further distribute the material or use it for any profit-making activity or commercial gain
- You may freely distribute the URL identifying the publication in the public portal
Take down policy
If you believe that this document breaches copyright, please contact us providing details, and we will remove access to the work immediately
and investigate your claim.
Download date: 17. jun. 2017
!"#%$&'
()(
)*)+
(
-,.0/1
42 36543798;:<>=08;?@8;ACBEDGF4HBJI4KML<JNJODP Q
RTS*UWVYX[Z[\^]\`_aU6bE]6cede_ab[fWZ@_agh\`_aijgk]6b@l>mkn*oJpjiq\`_rU6b
s _acat@ZJu`fwvxb[_ayzp9u`g{_|\~}G s _acat@Z[u`fJ s(€ pxp9\ € p9u`cr]6b@l[g
.d]b@fWZ@]6f6p0‘+yzU6crZJ‚+\`_aƒ…UW„JbT†‡J]†bEˆJl>‰6Š6S*‹GU6‡zVYŒ+ƒX@ˆJZJŽ \^]\`_aUWb’d‘“S”vkb@_|\
vxb@_ayzpqu`g{_a\•}U6–—‘—l[_ab#t@ZJu`f €!˜ vk™
𠉋JއGŠGŽG†ˆz›+ƒ~œW+ƒ~‰Gžƒ…‹WŸ
}[X[_ai]6cac|}G4V'Z[ca\`_ ]6f6pjbG\VYU#lJpjcagx–¨Uugh\`ZElJ}J_ab@f\ p0pjyzU6crZJ\`_aUWb.U6–
X© p9¡Mu`i9¢jpj£jX[¤\`¥EZ@¦6]6£Wca§ c|}ªs fu`UWZ@b@l[pl«cap9¬J_ri9˜ UWb@g]g{g{Z@VYp>\ € ]\]6f6pjbG\`gX©pqu`ij€ pj_ayzp>\ € pg`]6VYp
g{p9\0U6–­U6tJ®~pji9\`gj—]6b@l\ € ]\0\ € p9u`p_ag0pj_|\ € p9uk®~UW_abG\Y]\{\`pjbG\`_rU6beijU6u{u`pjiq\`_ryWp–;pjpl ˜
t@]6i^¯'U6u*i9u`UWg{g ˜ g{_|\`ZE]\`_aUWbE]c4crpj]u`b@_ab[f[°#n~bw\ € _ag*XE]X©p9u*±*px]6l@l#u`pjg{g“\ € pjg{p\~±(U]g ˜
g{Z[VYX[\`_aUWb[gj[tG}_abG\{u`U#l[Z@i9_rb[fY]'b[p9±²V'Z@c|\`_ ˜ ]6f6pjbG\VYU#l[pjc©–;U6u­\ € ppjyWUWcaZ[\`_aUWbU6–
X©p9u`i9pjX[\`Z@]6cac|}³f6u`UWZ[bElJplTcrpq¬[_aijU6b@gj©± € p9u`pw]fWpjbG\`glJUb[U6\xX©p9u`ijpj_ayzp\ € pg`]6VYp
g{p9\'U6–­UWt#®hp9i9\`gj+]6b@l´± p9u`p]fWpjbG\`g0u`p9ijpj_ayzp!]>ijZ@pY\`U>–¨UGi9Z@g'\ pj_|uw]\{\`pjbG\`_rU6b
\`UUWt#®hpjiq\`gjC\ € Z[gxg{_aV'Z[cµ€ ]\`_ab@f!] s(€ pjU6u{}³U–¶_abEl4°4n~b.]Wl[l[_|\`_aUWbC€ ©±(p'y6]u{}\ € p
]VYUWZ@bG\U6–Ei9U6u{u`pji9\`_ayzp—–¨pjpjl[tE]iq¯XJu`UyJ_rlJpl\`Ukf6Z@_rl[p(cap]u`b@_ab@f%±(Uu^l ˜ VYp]b@_ab@f6gj°
·\ pjpg{Z@gh\{c|\`u`gkpjb@U6f–“\ g{_rV0U6–MZ@cr\ ]\`pj_aU6g{pb@gxijZ[g pj€ g­U±¸]6b@\ l€ ]\ \xp\ € ]pVYXJUWu`Z[UWb#X©\(U6U6g{–Mpl.–¨p9pVYl[U#t@lJ]6pji^c¯_agxu`p9¹#ijZ[pj_a_|yz\`ppl4u`° U6t@Z@gh\­\`U
€
€ €
€
º »@¼­½©¾4¿À0Á½4Ã`¿­¼
{Ä AYOqÅ43xÆCB[Ç`O(5©36:6BJ5©3[F6BAEI4È!Ée367“<JÊCÇ`O9IC5©8;36ǓÅCBz?J3­8µAE?J3WÇ`O98µN@BGO9365'OqÅC3­3È>367qN[3%<#Ê4Ɛ37j:36Æ©OqI©Ë
B#K;KµÌ!NJ79<JI4AC54365Kµ3Í©8;:<JACÇ(8;ATÈI4KµOq8µËh7q<[Ée<JO­Ç^Ì©Ç^Oq3ÈTÇεÏÐeFÏ6Ñ#Ò~Ó[ÔÅ43B#8;ÈÕ<JÊÖÇqIC:jųÇ^OqIC548µ3WÇ8;Ç
Oq<Y8;A@?[36Ç^Oq8;N[B#Oq3I4AC5©367%×ÅCB#O­:<JAe5©8rO98µ<[ACÇ%BwƐ<JÆ4ICK;B#Oq8;<JA><#ÊØÆ<[Ç9Ç^8;É4K;ÌÇq8;ÈI4K¨BGO9365CÙ*79<Jɐ<#OjÇ
:B#AÚ3?[<JK;?J3BªÇqÅCB#79365²?J<©:BJÉ4I4K¨B#79̸؅<J7ÛµÜ9ÝJޅßjà#á@ÙOqÅCB#O³B#K;Kµ<G×âO9Å43ÈãO9<ä:<JÈ>È!I4A48¨:BGO93
B#ɐ<JI©O.<[É©å`36:O9Ç>O9ÅCBGOB#7938µAæO9Å438;7.36AE?@8;79<JA4È>3A@OWÓ­Ô­ÌEÆ48¨:BJKµK;ÌJF%OqÅ43WÇ^3«Ç^OqIe5©8µ3WÇ.B[ÇqÇqI4È>3
OqÅCB#OOqÅ43Kµ3ÍE8¨:<[ACÇ3?[<JK;?J3Y:ICKrO9I479BJKµK;̳O9Å479<JI4N[Å´8;A@Oq367^Ë{B#N[3A@O:<JÈ>È!I4A48¨:BGO98µ<[A+F48;AC5©8;?E8;5EË
ICB#KB[54B#Æ©OjBGO98µ<[AÚB#Ae5²Çq3KµÊçË~<[7qN@B#A48¨ÇqB#Oq8;<JAèεÏWéGÒ~Ó%ÔÅ43WÇ^3.êCÜëqßjÜ{êì~íCîGÛçÛaï«ðJëqà#í©áñJÜjñ´Ç^OqIC5©8;36Ç
3ÍEOq36AC5ò<#O9Å437äí©áEð#ëqà#í©áñ[Ü9ñªÈ><©5©36K;Ç«8µAò×Å48¨:jÅOqÅ43óÈ>3WB#A48;A4N[Çô<#ÊOqÅ43óK;3Í©8¨:<[ACÇB#793
Æ47q3W5©3õeA4365óB[Ç8;A+F(3JÓ NCÓ;FxÎ ö4Fq÷GÒhF“ÉEÌäB#K;Kµ<G×8;A4NO9Å43´BJNJ36A[OjÇYO9<«5©3?[3K;<JÆäO9Å438;7È3WB#A48;A4N@Ç
ʍ7q<[È1Ç9:7jBGOj:jÅÉCBJÇq365<[AOqÅ4368µ7'Ç^36ACÇ^8;A4N³<JÊOqÅ43!3AE?E8µ79<JACÈ36A@O6ÓCÔkÌEÆ48;:6B#K;KµÌ[F4O9Å43K;3Í©8¨:<JAeÇ
B#AC5.È3WB#A48;A4N@ÇxBJ7q3w:<[ACÇ^Oq79IC:O9365TO9Å479<JI4N[ū۵î#á@ðJíCîð@Üð@îGøTÜù0εÏWéGÒM8µA´×Å48¨:jųO`×x<BJNJ3A@OjÇ
:<JÈ>È!I4A48¨:BGO93.B#ɐ<JI4OB#Aä<[É©å`36:OO9Å43Ìä5©3Oq36:O!8;A²B«:37qO9BJ8µAó:<JA@Oq3Í@OWӓÔÅ48¨Ç!×xBzÌ[F+OqÅC3
NJ79<JI4AC54365ôÈ><©5©36K;ÇYB[545«È><[7q37q3WB#K;8;ÇqÈ-O9<O9Å43>I4A4N[7q<[I4AC5©3W5ôÈ><©5©3K¨ÇF+B[Ç'OqÅ436Ì«5©<A4<JO
BJÇ9Ç^I4È>3'OqÅeBGOB#N[3A@O9ÇxÅCBz?[3YB#A´8µA4AeBGOq3Çq3O<JÊ*È>36BJA48;A4N[Ç6Ó
ÔÅ43kN[7q<[I4AC5©3W5YÈ><©5©3K¨ÇFGÅC<G×k36?J37WF6Ç^Oq8;K;K©É4I48;K;5!I4Ɛ<JAÈ>BJAEÌBJÇ9Ç^I4È>Æ©O98µ<[ACÇ6ÓGú0A43ÇqIC:jÅ
BJÇ9Ç^I4È>Æ©O98µ<[Aä8;ÇYOqÅCB#OB#N[3A@O9ÇwƐ37j:368µ?[3TOqÅC3.ÇqBJÈ>3³Ç^3O<#Ê<JÉ4å`36:OjÇÓ*û­ÇqÆe3W:8¨B#K;KµÌü8µAóÇq8;È!Ë
I4K;B#Oq8;<JACÇýüɐ<#O9ŲNJ79<JICAC5©365þεÏ6ÿCFÏ zÒxBJAC5äI4A4N[7q<[I4AC5©3W5þÎ ÷CF 4FÏ6÷#Ò%ýüO9Å48¨Ç8¨ÇOjB [3Aäʍ<[7
NJ7jB#A@Oq3W5MÓ(Ä{AÚÇ^OqIC5©8;36Ç>IeÇ^8;A4Nª7q3WB#K7q<[Ée<JO9Ç6F*OqÅ48¨Ç>8;Ç>B[ÇqÇqI4È>365MF(O9Å4<JICNJŲAC<#OTA436:36Ç9ÇqBJ7q8;K;Ì
BJ:jÅ48;3?[365¸ÎrÏWöGÒhÓ þÅ43A O`×x<B#NJ36A@O9ÇY:<[È>ÈI4A48¨:B#Oq3[F+<JA43³:6B#A4AC<#OÇ^8;È>Æ4K;ÌüBJÇ9ÇqI4È>3>OqÅCB#O
OqÅ43:<JA@O93ÍEO<#Ê<JAC3B#N[3A@O8;Ç0Ç^8;È>8µK¨B#7Oq<TO9Å43<JOqÅ43670B#N[3A@O Ç:<JA@Oq3Í@OWÓNJ3A@OjÇKµ<©:6BGOq3W5
8µA²548 Ö3793A@OÆ4K¨BJ:36Ç!Ç^363³5©8 Ö3793A@O!OqÅ48;A4N[ÇYýü3?[3Aä8µÊOqÅ436Ì BJ7q3TK;<©:B#Oq365ä:Kµ<@Ç^3³Oq<ô3WBJ:jÅ
<#OqÅC37B#Ae5.K;<E< E8µACN8;AB>Ç^8;È>8µK¨B#75©8;7936:O98µ<[A+Ó
ÔÅ43!ÆC7q<[É4Kµ36È B#N[3A@O9ÇʅBJ:3!×Å436A«K;36BJ7qA48;A4N.OqÅ43>È>36BJA48µACN.<#Êk×k<[7954Ç08¨ÇO9ÅCBGOY×Å436A
Å436BJ7q8;A4NBA4<G?[3K#×x<J7j5MFK;<JN[8;:6B#K;KµÌ[FOqÅC8;Ǔ×k<[795w:6B#AYÅCBz?[3%B#AY8;A©õCA48µOq3kA@ICÈɐ37—<JÊ©È3WB#A48;A4N@Ç
<J7+793ʍ367q36AC:3WÇeý3?J36Aw8rÊEOqÅC3O9BJ7qN[3OM8;ǗÆe<[8µA@O9365wBGO­Î GÒh
Ó E<eF8;AY<J7j5©37ÖO9<Kµ3WB#79A0O9Å43%È>36BJA48;A4N
<#ʗBY×x<J7j5MF[BJA.B#N[3A@O­ÅCB[ÇO9<79365©IC:3OqÅC3AEI4Èɐ37x<#ÊMƐ<[Ç9Ç^8;É4K;3È>36BJA48;A4N[Ç6Ó I4ÈTB#ACÇxB#793
3Í4:36Æ©Oq8;<JACBJKµK;Ì.N[<E<E5B#OOqÅ48¨Ç6FBJAC58rO08;ÇNJ3AC37jB#K;KµÌ.B[ÇqÇqI4È>365´O9ÅCBGO0Å@ICÈ>BJACÇÅeBz?J3Çq<JÈ>3
8µA4AeBGOq3x<J7*BJ: [IC8µ79365YÈ>3WB#ACǗOq<08µA©Ê367(×ÅCBGOBÇqÆe3WB [3
7 Ǘ8µA@Oq36A@Oq8;<JA8¨ÇFGÇq33[F63[Ó NeÓµFEÎ éGÒ[ʍ<[7*BJA
<G?J379?E8µ36×YÓ È<[A4N0OqÅ43WÇ^3xÈ>36B#AeÇ*BJ7q3 àGÞçáeì*îGì~ì{Üáeì•Þ…à#áÎµÏ GÒ~F 4ÜjàGëïà ÞçáÖñ'؅ԓ< «ÙkÎ éGÒ~F
B#AC5T7936:38;?E8µA4N´ß9à#ëëqÜjßì~Þ GÜ ÜjÜ9ñ jîJß 0<JATO9Å43È>36BJA48;A4N<JÊ+×k<[7954Ç0Î Ñ#Ò~Ó@Ä{AYå`<[8µA@OxB#O^O93A@Oq8;<JA+F
OqÅ43ÆCB#7qOq8¨:8;ÆCB#A@OjÇ<#ÊBü:<[ÈÈ!I4A48¨:B#Oq8;<JAóBJ:Oʍ<©:ICÇOqÅC38;7B#O^Oq36A@Oq8;<JAäO9<üB#Aä<[É©å`36:O!<[7
3?J36A@O×Å48;Kµ3ªBJ:Oq8;?J3K;Ìæ:jÅ436: E8;A4NäOqÅeBGO.O9Å43ÌèÇqÅCBJ7q3O9Å438;7BGO^O93A@Oq8;<JA—ÓkÄ{A B²×xBzÌ[F%O9Å48;Ç
7q
3 [IC8µ7936ǓOqÅeBGOOqÅC3ÆCB#7qOq8¨:8;ÆCBJA[OjÇ*I4AC5©3679Ç^O9BJAC536BJ:jÅ<#O9Å437%B[Ç(ÅCBz?E8µACN'Çq8µÈ>8;K;BJ78µA@O93A@Oq8;<JACÇ
ÎrÏ zÒhÓ +<E<[Çq3K;ÌôÇ^Ɛ36B E8µA4NeFOqÅ48¨ÇY8¨ÇYBÆeB#7qOw<JÊ­O9Å43³ÔÅ43<[7qÌ<JÊ ô8µAC5+!Ó <G×x3?[37WFÔ“< 8;Ç
È<[7q3 "[8µOxBJKµK;<G×Ç­Çq<JÈ>36<JA43O9<ʍ<[7qÈ OqÅC3<J798;36Çk7q36N[B#7j5©8;A4NwOqÅC308;A@Oq3A@O98µ<[ACÇ%<JʓÇ^Ɛ36B J3679ÇÉEÌ
Ç^8;ÈI4K¨BGO98µACN>OqÅCB#OÅ43<[7Ç^Å438;ÇO9Å43ÇqÆe3WB [37؍ÅC8µÈ³Ù{ÅC37jÇ^36KrÊ`ÓÖ24<[78µAeÇ`OjB#AC:3JFCBT:jÅ48;K¨5È>BzÌ
@AC<G×òOqÅCB#O'8µO9Çw:BJ7q36NJ8;?J3678;Ç'ÅEI4A4N[7qÌBJAC5ô:BJAôO9Å43793ʍ<[7q3!8µA©Ê367'OqÅ43>:BJ7q36NJ8;?J378;Ç'È><J793
8µA@Oq367q3WÇ`O93658;Aʍ<E<E5OqÅCBJA8µA«B.5©<JK;K•ӐÔÅ43Æ479<JÉCKµ36È ×8µOqÅTå`<[8µA@O0B#O^O93A@Oq8;<JAôBJAC5ԗ#< 8;Ç
OqÅCB#O!8µO!8¨ÇA4<JOB#K;×BzÌEÇÆ47q3W:8¨Ç^3[$Ó EICÆ4Æe<@Ç^3B79BJÉ4É48µO!ÆCB[ÇqÇq36ÇÉ@Ì B#Ae5óÇ^<[È>3<JAC3³Ç^Å4<[I©O9Ç
% N@Bz?zBJN[BJ&8 ;F­36?J3A 8rÊÌJ<JI 36Ç^O9B#ÉCKµ8¨Ç^Ųå`<J8;A@OB#O^Oq36A@Oq8;<JA+FÌJ<[I :BJA4A4<JO´É3ªÇqI4793 % N[Bz?GB#N@B#'8 7q3ʍ37jÇwOq<O9Å43³7jB#É4ÉC8r
O (—8µOÈTBzÌüB#K¨Çq<7q3ʍ37YO9<ôI4AC5©3O9B[:jÅ4365 7jB#É4ÉC8rOÆCBJ7^OjÇ<[7YOqÅCB#O8µO8;Ç
NJ<J8;A4NYO9<!7jB#8;A«Î GÒhÓ@ԓ<ʍIC7^O9Å437x7q3W5©IC:3OqÅC30AEI4È!Ée367x<JÊ+Æe<@ÇqÇq8;É4Kµ30È>36B#AC8µA4N@Ç%ʍ<[7xB×k<[795+F
:B#793N[8µ?[37jÇwÇ^<[È3Oq8;È>36ÇYÆ479<G?E8;543>:<J797q3W:O98µ?[3!ʍ36365©ÉeBJ: «<[AªOqÅ43³È>3WB#A48;A4N<#Ê:jÅ48;K¨5©7q36ACÇ I©O^O937jB#AC:36Ç6
Ó KrO9Å4<JI4N[ÅYOqÅC3xBz?GB#8;K¨B#É48;Kµ8µO`Ì'<#Êe:<J797q3W:Oq8;?J3(ʍ36365©ÉeBJ: w8;ǓÅ48;NJÅ4K;ÌY5©8¨Ç^Æ4I4Oq365Î éGÒ~F
7q3W:3A@OYB#ACBJKµÌ©Çq8;Ç'ÅCB[ÇwÇ^Å4<G×A«OqÅCB#OY8rOY8¨ÇYBJ:O9ICB#K;K;ÌôB#É4I4Ae54B#A@O6FM3WÇ^Ɛ36:8;BJKµK;Ì×8µOqŪ7q3WÇ^Ɛ36:O
Oq<!OqÅ43'È>36B#AC8µA4N!<#ʗ×x<J7j54Ç0Î Ñ#Ò~)Ó <G×x3?[37WFJ:<[7q7936:Oq8;?J3ʍ36365©ÉeBJ: >8;ÇxA4<JOBJKµ×BzÌ©Ç%Æ47936Çq3A@OWÓ
Ä{AôOqÅC<[Çq3!:B[Ç^3WÇFe×k3>BJÇ9ÇqI4È>3YOqÅCB#Ow:jÅC8µK¨5©793A«:6B#A«K;36BJ7qAO9Å43È3WB#A48;A4N<#Ê­×x<J7j54ÇB[:79<[Ç9Ç
Ç^8µOqICB#Oq8;<JACÇÉEÌʍ<©:ICÇ^8;A4N³<[AOqÅC3!:<G?GBJ7q8¨B#AC:3wÉe3O`×k363Aô×x<J7j5È>36B#AC8µA4N.ÆCB#8;79Ç6ÓeÔÅC37938;Ç
Ç^<[È3w7936:3A@O3?E8;543AC:30O9ÅCBGO:jÅC8µK¨5©793A´8µAC543365´ICÇq3ÇqIC:jÅ´BK;36BJ7qA48;A4NTÇ^Oq7jBGOq36NJÌôεÏÒhÓ
ÔÅ43:I479793A@O­Ç`O9IC5©Ì>BJ54547q3WÇqÇq36Ç(O9Å43O`×x<Y8;Ç9ÇqI436Ç%548;Ç9:ICÇ9Çq365TB#Ae5!8;A@Oq79<©5©IC:3WÇ%BYÈ><©5©3K
8µAü×Å48;:jŪB.Ɛ37j:36Æ©OqIeB#K;KµÌN[7q<[I4AC5©3W5Kµ3Í©8;:<JAô8¨Çw5©3?[3K;<JƐ365ôÉEÌôB.Æe<[Æ4I4K¨BGOq8;<JAü<#ÊkÇq8;È!Ë
I4K;B#Oq3W5 7q<[Ée<JO9ÇYÉCB[Ç^3W5ª<JAªOqÅ43ԓBJK E8;A4*N 3WBJ54ÇY3Í©Æe367q8;È>3A@OεÏ6ÑGÒhÓ+Ä{A O9Å48;ÇÈ><E543K~F+OqÅC3
:<JA@O93ÍEO9ÇOqÅCB#O>BJNJ36A[OjÇÆ37j:368µ?[3.×Å48;Kµ3´Æ4K¨BzÌE8µA4NüBôK¨B#A4N[ICB#N[3³N[BJÈ3´5©+8 367!ʍ79<JÈ 3WBJ:jÅ
<#OqÅC37WӐÄ{AªBJ54548rO98µ<[A+F+BJÇ'Ç^ICNJNJ3WÇ`O9365«8µA¸ÎrÏWö4FÏW÷GÒhFeO9Å43!OqÅ47933>È><©5©3K¨ÇwB#7938;A[O93N[79B#Oq365Oq<#Ë
NJ3O9Å437×8µOqÅ´BACBJ8µ?[308;È>Æ4K;3È>3A@O9B#Oq8;<JA<#ʓԓ< äÓ4ÔÅC3'ԓ< 8;Çx8;ÈÆCKµ36È36A@Oq365ÉEÌT8µA@O97q<JË
5©IC:8;A4NôB#O^Oq36A@Oq8;<JAä:I43WÇwOqÅeBGOʍ<©:IeÇwOqÅ43ü؍Ɛ<[Ç9Ç^8;É4K;̳å`<J8;A@OjÙYB#O^O93A@Oq8;<JA <JA <[É©å`36:O9ÇY8;AäB
:<JA@O93ÍEO6Ó4Ä{AO9Å48¨ÇÇ^OqIC5©Ì[F©OqÅC36Çq3:I43WÇB#793BJÇ9Çq8µN[A436579BJAC5©<[ÈK;ÌJFCÉ4I©O8;A´ÊI©OqI4793×x<J7 ³×x3
8µA@Oq36AC5!Oq<w8;ÈÆCKµ36È36A@OOqÅ48¨Ç(ÉEÌÅCBz?E8µACNO9Å43B#N[3A@O9Ç*36Ç^Oq8;ÈTBGO93kO9Å436Çq3:I43WÇB#I©O9<JA4<[È><JICÇqKµÌ
ÉCBJÇq365«<JAüÇq<JÈ>3 EA4<G×Kµ3W5©NJ3B#ɐ<JI©OY8;A@Oq3A@O98µ<[ACÇ>Îr
Ï GÒhÓ ,0Ç^8;A4NOqÅ43WÇ^3T:I436ÇwB#Ae5«B?J379ÉCBJK
Å48µA@O'Æ47q<G?E8¨5©365´ÉEÌOqÅ43Ç^Ɛ36B J37WF©O9Å43Å43WB#7937×8;K;K“N[I436Ç9ÇOqÅC3793ʍ3793Ae:3<JÊ*O9Å43I4O^Oq367q3W5
×k<[795MF*B#AC5²8µAÚÇ^<[È3´:B[Ç^3WÇO9Å43´BJNJ36A[OjÇ36?zBJKµIeBGOq3´:<[7q7936:Oq8;?J3>ʍ33W5©ÉCB[: Ó*Ä{AÚB[545©8µOq8;<JA+F
:<#Ëh<©::I47q793Ae:3Yʍ793 @I436AC:8;36ÇwB#793È>BJ8µA@OjB#8;A4365ôOq<B#K;Kµ<G×òʍ<[7Y:79<[Ç9Ç`Ë{Ç^8µOqIeBGOq8;<JAeB#K“Ç^O9B#Oq8¨Ç`O98rË
:B#K(K;36BJ7qA48;A4N Î éJÿGÒhÓMÔÅ43>3Í©Æe367q8;È>3A@O9Ç'793Ɛ<J7qOq3W5ô8;A«O9Å48;ÇwÆeB#Ɛ37w8µAE?[36Ç^Oq8;N[BGO93O9Å43T-3 Ö36:O
<#Ê(ICÇ^8;A4NTO9Å436Çq3BGOqOq36A[O98µ<[A:I43WÇB#Ae5.O9<T×ÅCBGO03ÍEOq36A[OO9Å43È><©5©3K“8;ÇÇ`O98µK;K—79<JÉ4IeÇ`O×Å436A
×k3w?GB#79ÌTOqÅC3B#È><JI4A@O<#Ê:<[7q7936:Oq8;?J3ʍ33654ÉCBJ: .Bz?GBJ8µK¨B#É4K;3'Oq<OqÅC3YKµ3WB#79A437jÇÓ
ÔÅ43A43Í@O'Ç^3W:Oq8;<JA8;A@Oq79<©5©IC:3WÇOqÅC3A436×È><©5©36K•ÓeÄ{A E36:Oq8;<JAôÑT×x33ͩƐ3798µÈ>36A[OjB#K;KµÌ
BJÇ9Ç^3WÇqÇkOqÅC3Y?zBJKµ8¨5©8µO`Ì.<JʗOqÅC3YÆ47q<[Æe<@Ç^3W5.È><©5©36K•F4BJAC5õCACB#K;K;Ì E36:Oq8;<JAÐT:<[AC:K;IC5©3WÇÓ
ã¿À ÔÅ43È><E543K×x3Æ479<JƐ<[Çq3Å437938;ÇT8;È>Æ4K;3È>3A@Oq3W5æ8µAæO9Å43ôÔ*B#K @8;A4N 36BJ5CdzÇ^8;ÈICK;B#Oq8;<JA
Oq<E<JK E8rO­Ô E8µÈ ÎµÏ zÒCB#AC53Í@O93AC5CÇ(OqÅ438rO937jBGOq3W5Kµ3WB#79A48µACN'È><©5©36K—ØÄ «ÙÎ WÒ48;A³:<JÈ!É48µË
ACBGO98µ<[A×8µOqÅOqÅ43wK¨B#A4N[ICB#N[30N@B#È>3'È<©5©36K%ÎrÏWÑGÒhÓ©ÔÅ43wÄ ! 8µÈ>Æ4K;3È>3A@OjÇB!N[3A43679B#Oq8;<JACBJK
OqI479A4<G?J367w8µAä×Å48¨:jÅäB´Æe<[Æ4I4K¨BGOq8;<JA <JÊB[5©I4KµO9ÇwO979BJACÇ^È>8µO9ÇY8µO9ÇBJ: @I48;79365üKµ3ÍE8¨:<[AªOq<OqÅC3
A43ÍEONJ3AC37jBGOq8;<JA><JʗKµ3WB#79A437jÇ%:I4KrO9I47jB#K;KµÌ>ÉEÌ>3A4N@B#NJ8;A4N8;AB!Ç^367q8;36Ç­<#Ê+K¨B#A4N[ICB#N[3N[BJÈ>36Ç6Ó
èK¨B#A4N[ICB#N[3N[B#È>308;Ç­Æ4K;BzÌ[365>ÉEÌO`×k<!B#NJ36A@O9Ç6FJ×Å48¨:jÅ.B#7937jB#AC5©<[È>KµÌ>Ç^36Kµ3W:O9365>ʍ79<JÈ OqÅC3
Æe<[Æ4I4K¨BGOq8;<JAäB#OOqÅ43³Ç^O9BJ7^O<JÊ36BJ:jŪN[BJÈ>3 "—BÇqÆe3WB [37wO9B J36Aüʍ79<JÈ OqÅ43BJ5©I4KµOƐ<JÆ4I4K¨BGË
Oq8;<JABJAC5.B!Å43WB#7937kO9B [3ATʍ79<JÈâO9Å43wKµ3WB#79A437xƐ<JÆ4I4K¨BGO98µ<[A+ÓEÄ{A.3WBJ:jųN[3A43679B#Oq8;<JA+FEBõCÍE3W5
A@ICÈɐ37<JÊ(K¨B#ACNJICBJNJ3wN[BJÈ3WÇB#793YÆ4K¨BzÌJ3W5BJAC5BGÊçO9373WBJ:jÅNJ36A437jBGO98µ<[A+FEOqÅ43!BJ5©I4KµO9Ç0B#793
7q36È<G?[365MF@O9Å43YKµ3WB#79A437jÇxÉe3W:<[È3B[5©I4KµO9ÇBJAC5´A43×B#NJ36A@O9Ç3A@O937OqÅC3YÆe<[Æ4I4K¨BGOq8;<JA—Ó
û­BJ:jÅôOq8;È3TB.K;BJA4NJICBJNJ3!N[B#È>38;Ç'Æ4K¨BzÌJ3W5MFÉe<JOqÅ B#NJ36A@O9Ç 8µAC548µ?E8¨5©ICB#K;K;Ìô<JÉCÇq379?J3!B
:<JA@O93ÍEO .OqÅCB#O!:<[A[OjB#8;ACÇBAEI4È!Ée367<JÊ<[É©å`36:O9Ç qӓÔÅC3³<JÉ©å`3W:OjÇB#793TNJ36<JÈ>3O97q8¨:BJK
:<JK;<JIC7q3W5ÚÇqÅCB#Ɛ36Ç6F%ÇqIC:jÅþBJÇ>79365ÚOq798;BJA4NJK;36Ç>BJAC5¸É4KµIC3ôÇ @ICBJ7q3WÇÓ%ÔÅ43ô:<JA@Oq3ÍEO9Ç><#Ê'OqÅC3
B#NJ36A@O9Ç>Ç^ÅeB#793´BªAEI4Èɐ37T<JÊ0<[É©å`36:O9Ç6F×Å48µK;3´OqÅ437936Ç^OTB#793548;Ç^Oq8;AC:OWÓÄhÊ0O9Å43ô:<[A@Oq3ÍEOjÇ
:<JA@OjB#8;A ò<[É©å`36:O9Ç6FOqÅ43üB#NJ36A@O9dzÇqÅCB#793 Ï ò<[É©å`36:O9Ç6F%×Å43793 ¸8¨Ç³BJÇ9Ç^8;NJAC365
79BJAC5©<JÈ>K;̳8;A3WBJ:jÅ´N[B#È>3[Ó©ÄhÊ !"FEOqÅ436AO9Å43:<[A@Oq3ÍEOjÇB#793'
3 @ICB#K~Ó
Ä{A<[795437(Oq<YÆC7q<G?E8¨5©336BJ:jÅ>B#N[3A@#O ×8µOqųÇq<JÈ>3ACB#8;?J3ʍ<[7qÈÕ<#ÊMÔÅ43<[7qÌ<#Ê 8µAe5MF#×x3
Ç^8;ÈI4K¨BGO93YOqÅC3ICÇq3<JÊ0îGì~ìhÜáCì~ޅàGáäßíCÜ%ù $'&)(*+Ø ÙBJÇ9Ç^8;NJAC365Oq<36BJ:jÅ<[É©å`36:,O - ӐÄ{A
ʍI©OqI4793­È><©5©36K;ÇxÎr
Ï GÒhF×x3%8;A[O93AC5YOq<ÉCB[Ç^3%OqÅ43WÇ^3xBGO^O93A@Oq8;<JA!:I43WÇ+<JABÈ><J793­Ç^<[Æ4Å48¨Ç`O98;:6BGO9365
ԗ#< äFJ×Å48¨:jÅTO9Å43ÇqÆe3WB J367%ICÇq36Ç%Oq<!Çq3K;36:O%OqÅC3Oq<[Æ48¨:<#ÊMO9Å43K¨B#A4N[ICB#N[3N[B#È>3BJAC5>×Å48¨:jÅ
OqÅ43Å43WB#7937>ICÇq36Ç!Oq<ä3WÇ`O98µÈTB#Oq3´OqÅ43ôÇqƐ36B [3
7 Ç!8;A[O93A@Oq8;<JA ؕÇ^363 ©36:O98µ<[Aæé4Ó é[ÙÓ%2C<J7>OqÅC3
È<[È>3A@O×x3BJÇ9Ç^ICÈ3OqÅCB#OOqÅ43WÇ^3BGOqOq3A@O98µ<[Aô:I43WÇB#793BJÇ9Çq8µN[A4365´×8µOqÅô7jB#AC54<JÈ ?GBJKµI43WÇF
×Å43793xÇqÅCBJ7q3W5Y<JÉ©å`3W:OjǓÅeBz?J3kB0Å48;NJÅBGO^O93A@Oq8;<JA:I43[FG×Å48;Kµ3x<JÉ©å`3W:OjǗO9ÅCBGOB#793xA4<#OÇ^ÅeB#79365
Æe<@ÇqÇq36Ç9ÇBKµ<G×BGO^O93A@Oq8;<JA:IC3JÓ4Ä{AÇqÅ4<J7qO "
24365
$.&)(*!Ø+{Ù#!0/1! ÿ / / 7 39Ï8 8r8rÊÊ (8¨8¨ÇÇA4Ç^Åe<#B#O79Çq36ÅC5MB#F 79365+Ó
Ø`ÏzÙ
×Å43793<3 8 3 5 B#AC5 398 B#793IeÇ^367'ÇqI4Æ4Æ4K;8;365ôÆeB#7jB#È>3O937jÇFe×8rO9Åü5©3ʅB#I4KµO'?GBJKµI43WÇ'<#Ê 3 5 ! ;ÿ : B#AC5 ! ;ÿ :;ÏJÓ6ÔÅC36Çq3%?GB#K;I436Ǔ×k367q3­3Í©Æe367q8;È>3A@O9BJKµK;Ìw5©3O9379È8;A43W5wOq<ÌE8;3K¨5YNJ<E<©5w7936ÇqI4KrOjÇ (
8µA³N[3A43679BJK48µO­×xB[Çʍ<[I4AC5OqÅeBGO­O9Å437936ÇqI4KµO9Ç×x3793N[<@<©5×Å436A 3 5>= 3<8 )Ó EÅCBJ7q3W5<JÉ©å`3W:O9Ç
B#793wB[ÇqÇq8;NJA43W5TOqÅC3ÇqBJÈ3YB#O^Oq36A@Oq8;<JA:I43Y?GB#K;I43[Ó
?A@CB D%EGFIHKJ<L9MONCP'NCQ
JSRUTAVIHXWYF'P
Z BGOq36NJ<[7q8¨ÇqB#Oq8;<JAª<#Ê<JÉ4å`36:OjÇY8¨ÇÉCB[Ç^3W5ü<[A OqÅ43ªñGÞ¨ùßëÞçøÞçáî#ì•Þ…à#á²ð[î#ø>ÜÈ><©5©3K'ÎrÏ[ÏÒkBJAC5
8µÈ>Æ4K;3È>3A@O9365>ICÇq8µACNB'ʍ<J79ÈÕ<JÊÏËhA436BJ7q3WÇ`OA4368µN[Å@ɐ<JIC7qÅ4<E<©5:K¨BJÇ9Ç^8µõe:B#Oq8;<JAÎ Ð#ÒhÓJÔÅ43BJ8µÈ
<#Ê(OqÅ43!5©8;Ç9:798;È8;ACB#Oq8;<JAN[BJÈ>3Y8;ÇOq<.:6BGOq36NJ<[7q8¨Ç^3wB#A<[É©å`36:O!؅:6B#K;Kµ3W5´OqÅ43.ìhàjêÞ…,ß O[^Ù8µAôBJA
\ 7s ] o#_rV _ag­]yW]_acµ]t@cap–;u`U6V € \{\`_X ^ `I`±±±° ca_ab@fJ° pjlC° ]6iW° Z[K¯ `ajX@]6Z@caby `\ € g{_aV>° € \`VYcç°
#B NJ36A@O Ç:<JA@O93ÍEOÇ^IC:jÅOqÅeBGO8µO8;Ç548;Ç^Oq8;AC:O98µ?[3wʍ7q<[È OqÅC3Y<#OqÅC37<JÉ4å`36:OjÇ8µA´O9Å43:<[A[O93ÍEO6Ó
<#O93>OqÅCB#OYOqÅ48¨Ç5©<E3WÇwA4<#OY793@I48;7q3OqÅeBGOYOqÅC3³:BGO93N[<J79Ì8;ÇYB´Æ37qʍ36:O3Í©3È>Æ4K¨B#7Y<#ÊxOqÅC3
<JÉ©å`3W:O6ÓxÌôÆCK;BzÌE8;A4N´B´AEI4È!Ée367Y<#Êx548;Ç9:798µÈ>8;ACBGO98µ<[AüN@B#È>36Ç6FÖ36B[:jÅüB#N[3A@Oô:<[ACÇ^Oq79IC:OjÇ
8rOjÇ<G×A!<[A@Oq<JK;<JN[Ì FJ×Å48;:jÅT:<JACÇq8;Ç^O9Ç(<JʐBYÇq3O%<Jʐ:B#Oq36NJ<J798;36Ç " !
':.:.:[Ó#ÔÅC3
:BGO93N[<J798µ3WÇ B#793%7q36Æ47936Çq3A@Oq3W5BJǗÆ47q<JOq<JO`Ì@Ɛ36Ç W ×Å48¨:jÅB#793%Ɛ<J8;A@O9Ǔ8µABáeËh5©8;È>3ACÇq8;<JACBJK
:<JAe:3Æ4OqICBJK+Ç^ÆCB[:3[Ó4û­BJ:jÅ´B#N[3A@OÇ`OjB#7qO9Ç8µO9ÇK;8rʍ3Y×8µOqÅBJA36ÈÆ4O`Ì.<JA@O9<JK;<JNJÌ[Ó
û­BJ:jÅ´<JÉ4å`36:O08;ÇÆe3679:38;?J365ÉEÌÇ^8µÍƐ37j:36Æ©OqIeB#K+ʍ3WBGO9I47q3WÇ "e:<[Kµ<[I47؅3Í©Æ47936Ç9Ç^3W5ÉEÌ
365M
F '7933AóBJAC5 xK;I43.:<[È>Æe<[A43A@O9Ç<#ÊO9Å43 Ç^ÆCB[:3zÙF“ÇqÅCBJÆe3ª&Ø 4ÙB#AC5äK;<©:B#Oq8;<JA
؍3Í©Æ47936Ç9Çq365³ÉEÌ BJAC"5 ! :<E<J7j5©8µAeBGOq3WÇ9ÙÓ©û­BJ:jÅ´B#N[3A@O .3ÍEOq7jBJ:O9Çkʍ<J73WBJ:jÅ´<JÉ©å`3W:O xBʍ3WBGO9I47q3?[36:Oq<J7 # ! $Ø D :.:':.:%&'4ÙF6×Å43793 >8;Ç+3 @ICB#KJOq<O9Å43%AEI4Èɐ37“<#ÊEÆe3679:3Æ©O9ICB#K
ʍ36BGO9I47936Ç6Ó
û­BJ:jÅ!<JÉ©å`3W:#O - 8¨Ç:B#Oq3N[<J798;Çq365ÉEÌÇ^3WB#7j:jÅ48;A4N0Bw:B#Oq36NJ<J79(Ì ) - @FJÇqIC:jÅ!OqÅCB#O
OqÅ43wû%IC:Kµ8¨5©3WB#A.5©8¨Ç^O9B#Ae:+3 *,* # .- W )/*,*#8¨ÇÇ^ÈTBJKµK;36Ç^O6Ó@ÄhOx8¨Ç­OqÅ436A.?J367q8µõC3W5>OqÅCB#OkO9Å43w:BGO93N[<J79Ì
ʍ<JI4AC5þʍ<J7³O9Å43ôO9<JÆ48¨: [ 8¨Ç5©8¨Ç^Oq8;AC:O98µ?[3ôʍ79<JÈ OqÅ43ª:BGO93N[<J798µ3WÇ><#ÊYOqÅC3«<#O9Å437.<JÉ©å`3W:O9Ç
0 - 1/I [ [Ó©ÄhÊA4<TÇqIC:jÅ:BGO93N[<J79ÌT3Í©8;Ç^O9Ç6FEOqÅC35©8¨Çq:7q8;È>8µACB#Oq8;<JA´N[BJÈ3'ʅBJ8µK¨ÇFeB#AC5OqÅC3
<JA@Oq<[Kµ<[NJ̪<#ÊO9Å43´BJNJ36A[O8;Ç!3Í©ÆCBJAC5©3W5ó×8µOqÅÚBüA436× :BGO93N[<J79̫ʍ<[7!×Å48¨:jÅóO9Å43ʍ36BGO9I4793
?J36:Oq<[27 # [ <JÊMOqÅ43Oq<[Æ48;:8;ÇkICÇq365TBJÇkB#A³3Í©3È>Æ4K¨B#7WÓ@úOqÅ4367q×8¨Çq3OqÅ43'5©8¨Çq:7q8;È>8µACB#Oq8;<JATN@B#È>3
Ç^IC:6:363654ÇwB#Ae5OqÅC3!ʍ<[I4AC5ª:B#Oq3N[<J79Ì8;Ç0ʍ<J79×B#7j5©365ôB[Ç0OqÅ43Oq<[Æ48¨: Ç!øTÜjîGáeÞçá@+ð 3 Oq<´OqÅC3
Æ47q<©5©Ie:Oq8;<JA´<J7O9Å43Y8;A[O9379Æ4793O9B#Oq8;<JA´Æ4ÅCB[Ç^3[Ó
?A@ ?
465 8
H 7
E;Q
J:9 E;J9H<; E>= H
¥@¡ E§ s(€ pU6Z[\`ca_ab@pU6–—]0cµ]b@f6ZE]6f6pfz]6VYp6@g{pjp\ € px\`p9¬#\–¨UulJp9\^]6_acagj°
? A@CBED
FHGIKJLIKM
ON IKJMHIKM
P GIKMHQKIKR SIAQKTU&VWIYXV
P QKJVWIKZTMHR FHJVWR TU\[^]_
P GMWT`aQKIba%VHVWIKMWJUOQKI
P aG`OJ^VWIdcfegcfhijk
P FHIKUO`mlIKFWFHJZI
P MHIKQKIKR SIAlIKFHFWJZI
P G\IKMWQKIKR S&IAQKTU&VWIYXV
P QKJ^VWIKZTMHR FHJ^V$R TUO[]_
P R U&V$IKMHGMHIYV:a%VHV$IKMHJUOQKI
P aG`JVWIbceKchij k
P QKTMHMHIKQYVWR S&IAnoIKIK`pOJQqL P QKTMHMWIKQYVWR SIrnoIKIK`OpJQ$L
P aG`OJ^VWIdcfegcfhijs P aG`JVWIbceKchij&s
ÔÅ43K¨B#A4N[ICB#N[3YN[BJÈ3!×k3!Æ479<JƐ<[Çq3JFC<[I©OqK;8;A4365«8µA«Ô*B#ÉCKµ3ÏJFÖ:<JÈ!É48;A436ÇOqÅ43!NJI43WÇqÇq8;A4N
N[B#È>3[F*3[Ó NeÓµFεÏ6Ñ#Ò×8µOqÅþBæßë9àzùjùthùjÞçì~íCîGì~ޅàGáÖîGÛùì{îGì~Þ¨ùjì~ޅßjîGÛÛµÜjî#ëáÜëεÏ6ÿ4FÏ6ö4F9é#ÿGÒhÓ(Ä{AÚɐ<#O9Å
È<©5©36K;Ç6F4O9Å43Å43WB#7937 uôNJI43WÇqÇq36ÇxO9Å43O9<JÆ48¨:wÉCB[Ç^3W5<JA´OqÅ43!I©O^O937jB#AC:3YÆ479<E54IC:3W5É@ÌOqÅC3
Ç^Ɛ36B J37WF(×Å43793OqÅ43´Oq<[Æ48¨: [ - fvCÓÄ{AÚOqÅC3´N[I436Ç9Çq8µA4NªN[BJÈ>3JF*OqÅ43ôBJNJ36A[OjÇ36?GB#K;ICBGO93
×Å43O9Å437<[7A4<#OOqÅ43YÅ43WB#7937N[I436Ç9Ç^3W5³O9Å43798µN[Å@OxO9<JÆ48¨:T؍8~Ó 3JÓ4O9Å43Y<JÉ4å`36:O793ʍ367q79365.Oq<TÉEÌ
OqÅ43ÇqÆe3WB J367jÙÓzÄ{A:7q<@ÇqÇ^ËhÇq8µOqICB#Oq8;<JACBJK@Ç^O9B#Oq8¨Ç`O98;:6B#KEKµ3WB#79A48;A4NØ Z )*ٓÇqIC:jÅ!ʍ33W5©ÉCBJ: Y8¨Ç(A4<JO
3?GB#K;ICBGO9365MF©8;ACÇ^Oq3WBJ5TO9Å43YB#N[3A@O [336ÆCÇkOq7jBJ: T<#Ê(:<JË~<©::I4797q8;A4N×x<J7j5EËhÈ3WB#A48;A4N!ÆCB#8;79Ç6ÓEÄ{A
<J7j5©370Oq<´Æ479<G?@8¨5©3BACBJ8µ?[3!ԓ< äFOqÅC3!È><©5©3K(8¨ÇwBJ54BJÆ©Oq3W5Oq<´8;AC:K;IC5©3!OqÅ43TB#O^Oq36A@Oq8;<JACBJK
:I43WÇ $.&)(*!+Ø {ÙÓ
Ä{AÚBüA@I4O9ÇqÅ43K;K•F*O9Å43B#NJ36A@O9ÇÇ`OjB#7qOÉEÌ䯐37j:38;?E8µACNôOqÅC3:<JA@Oq3ÍEO<JÊOqÅ43N@B#È>3BJAC5
:BGO93N[<J798;Çq3xOqÅ430<JÉ©å`3W:O9ÇOqÅ436Ì>Çq33IeÇ^8;A4NYO9Å4305©8¨Ç9:798µÈ>8;ACBGO98µ<[AN@B#È>3؅= YÙkBJÇ3ÍEÆCK;BJ8µA43W5
B#ɐ<G?J3JÓMÔÅ436AôO9Å43³Ç^Ɛ36B J367 $TÇq3K;36:O9ÇwB#Aª<JÉ4å`36:O'ʍ79<JÈ 8µO9ÇY:<JA@Oq3Í@OYBJÇ0O9Å43Oq<JÆC8;U: [ -
5 J< ÊkO9Å43³K¨B#A4N[ICB#N[3>N[B#È>3[Ó+Ä{Aä<J7j5©37wO9<ôÇ^<eF—B79<JI4K;3OqOq3T×Å4363K%È>3W:jÅCB#A48¨ÇqÈ 8¨ÇICÇq365MF
×Å43793TOqÅC3.Ç^3W:O9<J7jÇY<#ÊOqÅC3³7q<[I4K;3O^O93³×Å4363KkBJ7q3TÆC7q<[Æe<[7^O98µ<[ACB#K(O9<OqÅ43BGO^O93A@Oq8;<JAó:I436Ç
$.&)(!* Ø+{ÙwBJÇ9Ç^8;NJAC365O9<OqÅ43T<[É©å`36:O9Ç6Ó+ÔÅEICÇFÖO`ÌEÆ48¨:BJKµK;ÌJFM<[É©å`36:O9ÇwO9ÅCBGOBJ7q3TÇqÅCB#79365«×8rO9Å
OqÅ43:<JA@Oq3ÍEO%<#ʐOqÅ43ÅC36B#7937(ÅCBz?[3È><J793xÆC7q<[ÉCB#É48;K;8rO`Ì<JÊMÉe368µA4NÇq3K;36:Oq3W5MFJÇq8µAC:3NJ36A437jB#K;K;Ì
OqÅ4368µ7BGOqOq3A@O98µ<[Aè:I43WÇBJ7q3Å48;NJÅC37WÓ Ç.OqÅC3«Å43WB#7937³ICÇq36dzOqÅ43WÇ^3ªBGOqOq3A@O98µ<[ACB#K':I43WÇB[Ç
BüÉC8;B[Ç!8;A¸NJI43WÇqÇq8µACN«O9Å43Ç^Ɛ36B J3
7 ÇO9<JÆ48¨:#F(8µO³8;Ç>?E8;7^O9ICB#K;K;ÌóÇ^8;ÈI4K¨BGO98µACN«O9Å43ôÇ^Ɛ36B J367 Ç
Ç^36Kµ3W:Oq8;<JATÆC7q<©:3WÇqÇ6Ó[ÔÅC8;Ç6F[×x3ɐ3K;8;3?J3[FJ8¨ÇkBACB#8;?J3ʍ<[7qÈâ<Jʗԗ#< äFJ×Å48¨:jų8;ATʍI©O9I47q30×k<[7 ×k38µA@Oq36AC5 O9<«×x<J7 «<JI4O!È><J793.7936BJKµ8¨Ç`O98;:6B#K;KµÌ[F+ÉCB[Ç^3W5ä<JAóBJNJ3A@OjÇ “È<[7q3´Ç^<[Æ4Å48¨Ç`O98;:6BGO9365
Ç^36Kµ3W:Oq8;<JA:798µOq3798¨B4Ó
û­BJ:jÅ B#NJ36A@OÈTB#8;A@O9B#8;ACÇ´B#A 8µA@Oq367qAeB#KwKµ3Í©8;:<JA+F793Æ47936Çq3A@Oq3W5þÉE̸O`×k<æBJÇ9Ç^<©:8;B#Oq8;?J3
È36È><J798µ3WÇFÖBJÇ8µK;KµIeÇ`O979B#Oq365ô8µAª2“8;NJIC7q3ÏJÓ+ú0A43<JÊOqÅ43>BJÇ9Ç^<©:8;B#Oq8;?J3YÈ>3È><J798;36ÇØ793ʍ37979365
Oq<>BJmÇ 3\3 O( D 8;A2“8;NJIC7q3!ÏWÙ J336ÆCÇB#A î0ê4àGùìhÜëޅàGëސêÖëqà jî ÞçÛaÞçì~ï )[FE×Å48;:jÅ8;ÇÉeBJÇq365
<JAwOqÅC3%<©::IC7q793AC:3*ʍ7q3
[IC3AC:8µ3WÇM<#Ê4BJÇ9Çq<E:8;B#Oq8;<JACÇ6ÓÔÅ43%<JOqÅ4367+ÈTBGO97q8µÍ>ØW3\3 O( ÙÖÈTBJ8µA©Ë
O9B#8;ACÇxB#AüîGùjùàWßޅîGì~ޅàGáùßjàGëqÜ _ )[F@×Å48¨:jų8µAe5©8;:6BGO936Ç­OqÅ430-3 Ö36:O98µ?[3A43WÇqÇk<#ʗBJA.BJÇ9ÇqQ <E:8;B#Oq8;<JA
ÉCBJÇq365<JA>ÆCB[Ç`Ok3Í©Æe367q8;3Ae:36Ç6ÓJÔÅ437936B[Ç^<[Aʍ<[7OqÅC8;Ç%O`×k<Jʍ<JK¨5!ÈTBJ8µA@Oq36ACB#Ae:38¨Ç(OqÅCB#OkÇ^OqIC5EË
8µ3WÇkÅeBz?J3793?[36B#K;365O9ÅCBGO×Å436AÇ^Oq79<JA4NBGO^O93A@Oq8;<JAeB#KÖ:I43WÇ0ؕÇ^IC:jÅ´BJÇ­OqÅ43w:<[7q7936:Oq8;?J3ʍ36365EË
ÉCBJ: wICÇq365Y8;AO9Å43xNJI43WÇqÇq8µACNN[BJÈ3zÙMN[I48;543kK;36BJ7qA48;A4NeFK;3Í©8;:<JAB[: @I48¨Ç^8µOq8;<JA8;ǓÈIC:jÅʅBJÇ^Oq367
×8rO9ÅOqÅ43!BJÇ9Ç^<©:8¨BGO98µ<[AÇq:<J793 ) OqÅCBJA×8rO9ÅOqÅ43B>Æe<@Ç`O93798µ<[7q8—Æ47q<[ÉCB#ÉC8µK;8rO98µ3WÇεÏ6÷GÒhÓeÔÅC3
7q36?J37jÇq3!8¨ÇwOq79I43T×Å436AäÇ^IC:jÅ Ç^Oq79<JA4NBGOqOq36A[O98µ<[ACB#K%:I436ÇB#793>BJÉCÇq3A@OBJÇY8;A Z )%ӓÔÅ48;Ç
8;ÇÈTBJ8µA4K;Ì´Ée3W:B#IeÇ^3wO9Å43YI4ÆÖ54BGO93È>36:jÅCBJA48;ÇqÈ 7938;A©Ê<[79:36ÇxOqÅC3Çq:<J793 ) È<[7q3YÇ^Oq79<JA4N[KµÌ
OqÅCBJATOqÅ43'I4ÆÖ54BGO930<JÊ+ICÇ9B#NJ3ÉCBJÇq365TÆC7q<[ÉCB#É48;K;8rO98µ3W
Ç ) ÓEÔÅ48¨Çx×k<[7 ©Ç×x3K;Ke×ÅC3A³O9Å430:I436Ç
B#793Æ47936:8;Çq3JFÖÉ4I©OwO9Å43 CIC:O9ICBGO98µ<[ACÇ'<#Ê _ )×x<JI4K¨5ôɐ3Oq<E<´Ç^Oq79<JACN³Oq<B#K;K;<G× Ç`OjBGOq8¨Ç^Oq8¨:B#K
Kµ3WB#79A48µACN8;A Z )%Ó
R R ° R “°R{
° R R{° R ° “R °
R °
R °
° ° ° °
° ° ° °
R R B !¤ #"
B $ !¤ &%
±*U´]g{g{UGij_r]\`_ayzp!VYpjVYU6u`_apjgijUWb[gh\{u`Z@i9\`pjl]6bElV]_rbG\^]_rb[pl]gwXE]u{\'U–x]b«]6fWp9b#-\ , g
ca')p9¬J(+* _aij§ U6DEbe§ ° s s(€ p%crpq–;\“VYpjVYU6u{}’ .!0/2143 R ”M]6g{g{UGij_r]\`p9g(VYp]6b[_ab@f 65 ±%_|\ € ±(Uu^l )7 Z[g{_rb[fijU6bEl[_ ˜
\`_aU6bE]6c@]X©UWgh\`p9u`_aUu`_EX[u`U6tE]6t[_acr_|\`_apjg 7 5 ° s(€ pu`_rf € \“VYp9VYU6u{}’ .-/4143  ”M]g{g{UGij_r]\`pjg(VYpj]6b@_ab[fWg
5 ±%_|\ € ±*U6u^l[g 7 Z@g{_ab@fw]6bT]g{g{UGij_r]\`_aUWb³g{ijUu`p 7 5 °
ÔÅ43wÆ47q<[ÉCB#ÉC8µK;8rO98µ3WÇB#793Y:<JAe5©8rO98µ<[ACB#KMÆC7q<[ÉCB#É48;K;8rO98µ3WÇFE8~Ó 3[ÓµF
ؕé[Ù
)>!8THØ 3") * 9h#Ù ! ; : ) ) )
:
×Å43793 ) 8¨Ç*OqÅ43:<#Ëh<©::IC7q793AC:3%ʍ793 @I436AC:Ì<JÊeÈ>36BJA48;A4N 3 ) B#AC5!×k<[79<5 9 ÓJÔÅC8;Ç(ICÇ9B#N[3
ʍ7q
3 [IC3AC: :̳8;Ç8µAC:7q36È>3A@Oq3W53WBJ:jÅOq8;È>3Y×k<[795 9 :<JË~<©::I47jÇk×8µOqÅÈ>36BJA48;A4N 3 ) OqÅCB#O8;Ç
38µOqÅ4367OqÅC3Oq<[Æ48¨: ÇÈ>36BJA48µACN«Ø8;A«:B[Ç^3Y<JÊOqÅ43Ç^Ɛ36B J367jÙx<[7OqÅ43!È>36B#AC8µA4N.<#Ê%B#A<[É©å`36:O
8µAþO9Å43 :<JA@O93ÍEOü؍8;A :6BJÇq3ô<#ÊYO9Å43«ÅC36B#7937ÙÓxÔÅ43«ICƐ54B#Oq3ª8;Ç793ʍ37979365¸Oq<²8µAԓBJÉ4Kµ3²Ï
BJÇ % I4ÆÖ54B#OqE3 3\3 O( D ;Ó(ÄhÊOqÅ48¨ÇÆ4798µAC:8µÆCKµ3´8;Ç!O9Å43<[A4K;ÌäÈ3W:jÅCB#AC8;ÇqÈF—O9Å43K;36BJ7qAC8µA4Nü8;Ç
BJ:jÅ48;3?[365BJ:6:<J7j5©8;A4N>Oq<.OqÅ43 Z )²Æ47q8;AC:8µÆ4K;3JFe8•Ó 3JÓ;FÖBJ:79<[Ç9Ç5©8+Ö3793A@O0Çq8rO9ICBGO98µ<[ACÇÉeBJÇq365
<JAOqÅ43:<G?zBJ7q8¨B#Ae:3'8µA×x<J7j5EË~È>3WB#A48;A4NÆeB#8;79ÇYÎ é#ÿ#Ò~Ó
þÅ43Aª:<J797936:O98µ?[3Yʍ33W5©ÉCB[: ´8¨Ç03?GB#K;ICBGO9365MFO9Å43B[ÇqÇq<©:8¨BGO98µ<[AôÇq:<J793<_ )8¨ÇICƐ54B#Oq3W5
BJ::<J7j5©8;A4NO9<OqÅ43wʍ<[KµK;<G×8µACN!ʍ<[7qÈ!I4K¨B "
9 )! 9 ) Ø`Ï-4Ù)/
؅Ñ@Ù
×Å43793ª8;Ç!BKµ3WB#79A48;A4NÆCB#7jB#È>3Oq37ØçO`ÌEÆ48¨:B#K;K;Ì ! ;ÿ : [Ù
F / ! ÏT8µÊOqÅC3BJÇ9Çq<E:8;B#Oq8;<JA
8;Ç0ICÇq365ÇqIC::36Ç9Ç`ʍI4K;K;Ì´8;AO9Å43K¨B#A4N[ICB#N[3YN[BJÈ3[FeBJAC5 / ! ÿT8rÊO9Å43!B[ÇqÇq<©:8¨BGO98µ<[A´8¨Ç0ICÇ^3W5
×7q<[A4NJK;ÌJFe<J7ý8µA«:6BJÇq3<#Ê%BÇ^IC:6:3WÇqÇ^ʍI4K—K¨B#ACNJICBJNJ3YN[BJÈ>3wý´8µÊOqÅ43BJÇ9Ç^<©:8;B#Oq8;<JA8;Ç':<[ÈË
Æe3Oq8;A4Nü×8µOqÅÚOqÅC3ICÇq365ÚBJÇ9Ç^<©:8;B#Oq8;<JAèØ8~Ó 3JÓ;F(Ç9B#È>3×k<[795MF(5©+8 367q36A@OÈ>36BJA48;A4N ((<J7>Ç9B#È>3
È3WB#A48;A4NeFe5©+8 367q36A@O×k<[795eÙÓCÔÅ43!K;B#O^O9378;È>Æ4Kµ36È>3A@O9Ç0K;B#Oq3679BJK+8µACÅ48µÉC8rO98µ<[A+ÓeÄhÊ%û eÓ*؅Ñ@Ù8;Ç
OqÅ43Y<[A4KµÌI4ÆÖ54BGO93JF©O9Å43YN[BJÈ3w79365©Ie:36ÇOq<OqÅ43NJI43WÇqÇq8µACN!N@B#È>3JÓ4ÔÅ43YICƐ54B#Oq3<JÊ*B[ÇqÇq<©:8µË
BGOq8;<JA Ç9:<J7936Ç'8¨Çw7q3ʍ3797q3W5ôO9<8µAäÔ*B#É4K;3Ï>B[Ç % ICƐ54B#Oq3 3 \3 O( —B#AC5ü8¨Çw<JA4K;Ì«:BJ7q798;365
<JI©O8µÊ%:<J797936:O98µ?[3ʍ36365©ÉeBJ: ³8¨Ç3?GBJKµICB#Oq3W5MÓCÔÅ43Y7jBGO93'×8µOqÅ×ÅC8;:jQ Å:<[7q7936:Oq8;?J30ʍ33W5©ÉCBJ: 8;Ç36?GB#K;ICBGO93658;ÇÇqI4É©å`3W:O<#Ê*OqÅC3Ç^3W:<JAe5.3ÍEƐ3798;È36A@O6Ó
'8µ?[3A>OqÅC36Çq3O`×k<È>B#Oq798;:36Ç6F#O9Å430ÇqÆe3WB [37WF#×Å43A³Oq79Ì@8;A4NYO9<Æ479<©5©IC:30B#ATI©OqOq37jB#Ae:3JF
:B#K¨:ICK;B#Oq36ÇYBJAäBJÇ9Ç^<©:8¨BGO98µ<[AªÇ^Oq793ACN#OqÅ $'&)(Ø
[^Ù0ʍ<J73WBJ:jÅ BJÇ9Ç^<©:8;B#Oq8;<JA [0<JÊB×x<J7j5
9%×8rO9ÅO9Å43wOq<[Æ48¨: ÇÈ3WB#A48;A4N 3 [ ÓeÔÅ48;Ç8;Ç5©<[A43YICÇq8µACN>û Ó+؍Ð@-Ù "
$.&)(0Ø [^4Ù ! [èØ^Ï - [^Ù [
؍ÐEÙ
ÔÅ48;ǭʍ<J79ÈICK;BwA43WBGO9KµÌT:<[I4Æ4K;36Ç%OqÅ43O`×k<?GBJ7q8¨B#É4K;36Ç6Ó þÅ436$A [8¨Ç­Å48;NJŗF#OqÅC38;A CI436AC:30<#Ê
[k8¨ÇK;<G×YF4B#AC5×Å43
A [x8;ÇK;<G×YF [k×8µK;K+ÅCBz?[3'È><[7q3'8µA CI43Ae:3JÓeÔÅ48;Ç8µÈ>Æ4K;3È>3A@OjÇB
É48;B[ǓOq<G×B#7j5YÉCBJÇq8;A4N0B':jÅ4<J8¨:3k<JA @AC<G×A-3 Ö36:Oq8;?J36A436Ç9Ç*?EÇ6Óz36Ç^Oq8;ÈTBGOq3W5Æ479<JÉeB#É48;Kµ8µOq8;36Ç6ÓzÄ{A
û ÓM؍Ð@ÙF _ [ BJAC5 [ È>8;NJÅ@OÉe3w×x38;NJÅ@Oq3W5MFE8µA<J7j5©367­O9<793K;ÌTÈ><J793w<JA³O9Å43BJÇ9Çq<E:8;B#Oq8;<JA
Çq:<J7936Ç(<J7<[A>OqÅ43BwƐ<[Ç^Oq367q8;<J7984Æ479<JÉeB#É48;Kµ8µOq8;36Ç6Ó#ÔÅ43ÇqƐ36B [37×8;KµKeÇ^36Kµ3W:O%O9Å43BJÇ9Çq<E:8;B#Oq8;<JA
OqÅCB#O%ÅCBJÇ(O9Å43Å48;NJÅ43WÇ`O­Ç^Oq793ACN#OqÅ $'&)(Ø
[ ÙB#Ae5I©OqOq3679Ç8µO9Ç­×k<[795+ÓGÄhʐA4<B[ÇqÇq<©:8¨BGO98µ<[A!:BJA
Ée3ʍ<JI4AC5+FJ3JÓ NCÓ;FJɐ36:6B#ICÇq3O9Å43K;3Í©8¨:<JA>8¨Ç­Ç^Oq8;KµK3È>Æ©O`Ì[F#O9Å430ÇqÆe3WB [37%8;AE?J3A@OjÇ%BYA436׸×x<J7j5
B#AC5!BJ5454ǓO9Å43BJÇ9Ç^<©:8¨BGO98µ<[AwOq<w8µO9Ç*Kµ3Í©8;:<JA×8µOqÅ>B#A!8µAC8rO98;BJKEB[ÇqÇq<©:8¨BGO98µ<[AÇq:<J793 [ !þ_ÿ : ÿCÏ
B#AC5 : [ !þÿ4Ó
þÅ43A«OqÅ43>Å43WB#793(7 u«7936:38;?J3WÇ0BJA«I©OqOq37jB#Ae:3JFÖ8µOYKµ<E< ©Ç08µAª8µO9ÇwÈ>3È><J798;36Çʍ<J7YBJÇ9Ç^<JË
:8¨BGOq8;<JAeÇ×8µOqÅÚOqÅ43:IC7q793A@OÇq8;NJACBJKxBJAC5ä×Å4<@Ç^3´È>36B#AC8µA4N@ÇÈTB#O9:jÅäO9Å43È>3WB#A48;A4N[Ç!ʍ<[7
36BJ:jŲ<JÉ©å`3W:O O) - fvü8µAó8µO9Ç>:<JA@Oq3Í@OW$Ó ,0Ç^8;A4N«OqÅ43BJÇ9Ç^<©:8;B#Oq8;<JAóÇ^Oq793A4NJOqÅCUÇ $'&)(0Ø )GÙ
B#AC5¸BGOqOq3A@O98µ<[ACB#K:IC36Ç $'&)(O*!+Ø ) ÙF(OqÅC3´ÅC36B#7937O9Å43A¸8µA@O9379Æ47q3O9Ç!OqÅC3´I4O^Oq3679BJAC:3´ICÇq8µACN
OqÅ43wʍ<[KµK;<G×8µACN
3 @ICBGO98µ<[AÉCB[Ç^3W5.<[AªÎ zÒ "
Ø [Ù
)>!' $'&)(Ø
)zÙI $'&)(*+Ø O)GÙ
×Å43793óB#Ae5þBJ7q3×x38;NJÅ@O9Ç0Ée3O`×k363A ÿBJAC5óÏ[ÓMÔÅ47q<[I4NJÅC<JI©O'Ée<JOqŪ3Í©Æe367q8;È>3A@O9Ç
! Ï8¨Ç J36Æ©O':<JACÇ^O9BJA[OWFCO9Å43?zBJKµIC3<#ʸ8;ÇwÇqI4É©å`3W:O0<JÊ­?GB#798;B#Oq8;<JA8;AôO9Å43õe79Ç^O'3ÍEË
Æe367q8;È>3A@O6ӐÄhÊ%OqÅC3Å43WB#7j5×k<[7958¨ÇAC<#O08;Aô8µO9Ç'K;3Í©8;:<JA+FCOqÅ436AôO9Å43Å43WB#79370×8µK;K*B[5458µOO9<
OqÅ43³K;3Í©8¨:<[Aª8;AóBJÇ9Çq<E:8;B#Oq8;<JA ×8µOqÅóB#K;K%È>36BJA48;A4N[ÇY<JÊOqÅ43³<[É©å`36:O9Ç8µA O9Å43.:<[A@Oq3ÍEOBJAC5
8¨Ç>BJ545©8µOq8;<JAeB#K;KµÌóB[ÇqÇq<©:8µË
:BGOq )3W5³! ×8µÏJOqÓÅÄhOqÊ0Å4Oq3wÅ4È>336BJBJNJA438;A@A4OjN Ç3 36?z[%BJ<JKµIeÊ+BGOqOqÅ43´3wO9A4Å4<G3´×ÊË 3E36A454<GÉC×BJAT: ÖO9F*<JOqÆ4Å48¨: 3O×x[%<J×7j5ó
8rO9Å´BJA.8;A48µOq8¨B#K+BJÇ9Çq<E:8;B#Oq8;<JA
Çq:<J79$3 [%!1;ÿ : ÿ4Ï[ӓ2436365©ÉeBJ: ª8;Ç!Æ479<G?@8¨5©3W5ªOq<ôO9Å43BJNJ36A[OjÇ×8µOqŲB«NJ8;?J36AäÆ47q<[ÉCB#ÉC8µK;8rO`Ì
Y 0EFC×ÅC8;:jÅ8¨ÇÇqI4É©å`36:OOq<T?GB#798¨BGOq8;<JA8;A´OqÅ43Çq36:<JAC5´3ÍEƐ3798;È36A@O6Ó þÅ436Aʍ33W5©ÉCBJ: 8;Ç
Æ47q<G?E8¨5©365+F[O9Å43YB#N[3A@O9ÇxI4ÆÖ54BGO93 3\3 O( Q ICÇq8µACN>û ÓÖØ•Ñ[ÙÓ4ÔÅ43wÅ436BJ7q367k×8;KµKMAC<#OI4ÆÖ54BGO93
3\3 O( Q 8;AôO9Å43:6BJÇq3×Å4367q3!OqÅC3O9<JÆ48¨:8¨Ç'A4<#Ow8µAü8rOjÇw:<JA@O93ÍEO6FÖÇ^8;AC:3!8;AôO9Å48;Çw:6BJÇq38µO
:B#ACA4<#OƐ37j:38;?J3'O9Å43:B#Oq3N[<J79ÌT<#ʓOqÅ43wO9<JÆ48¨:#Ó
+¾Cà “¼­½
Ä{A«<J7j5©367O9<´B[ÇqÇq36Ç9ÇO9Å43!?GBJKµ8¨5©8µO`Ì<#Ê%O9Å43!ÆC7q<[Æe<@Ç^3W5È><E543K(×k3Ɛ37qʍ<J79È3W5ôÇq3?J3679BJK“3ÍEË
Æe367q8;È>3A@O9Ç6ӓÄ{AóOqÅ43.ʍ<JK;Kµ<G×8;A4N×x3³Æ47936Çq3A@O7936ÇqI4KrOjÇIeÇ^8;A4NO`×x<ôÈ>36B[Ç^I47936Ç "ÖêÖëqà6ñ#íCßì~ޅàGá
ß9
à 4ÜëqÜáßjÜBJAC5þÞçáeìhÜë~êëqÜì{îGì~ޅàGáèîJßjßí©ëqîJßïGÓ*H­7q<©5©Ie:Oq8;<JAó:<JÅ4367q36AC:3T8¨Ç5©3õCAC365óB[ÇYOqÅC3
ʍ79B[:Oq8;<JA<JÊBJNJ36A[OjÇxOqÅCB#O0Æ479<©5©IC:365OqÅ43!ÇqBJÈ3YI4O^Oq3679BJAC:3Oq<TACBJÈ3<JÉ©å`3W:O9Ç6Ó4Ä{A@Oq367qÆC7q3Ë
O9BGO98µ<[A¸B[::I479B[:Ì 8¨ÇOqÅ43ʍ7jBJ:Oq8;<JA²<JÊ'BJNJ3A@OjÇO9ÅCBGO.:<JI4K¨5²ÇqIC:6:36Ç9Ç^ʍI4KµK;Ìó8;A@Oq379Æ4793O>OqÅC3
Æ47q<©5©Ie:365²I©O^O937jB#AC:36Ç6F*Bz?[37jB#N[365ª<G?J367O9Å43AEI4È!Ée367><#ÊN@B#È>36Ç!Æ4K¨BzÌJ365+Ó*ÔÅ43WÇ^3´È>36B#Ë
Ç^I47936Ç0×x3793:6B#K¨:I4K¨BGO9365ô5©IC7q8;A4NB³O936Ç^Oq8;A4NÆCÅCBJÇq3JFM:<[ACÇq8;Ç^Oq8;A4N.<JÊéJÿJÿTN@B#È>36Ç'8;A«×Å48¨:jÅ
OqÅ43wK¨B#A4N[ICB#N[305©8¨5.AC<#O3?J<[Kµ?[365MÓ©ÔÅ430Oq3WÇ`OÆ4ÅeBJÇq3O9<@< TÆ4K¨BJ:3wBGOO9Å43w3AC5.<#ʓ3WBJ:jÅNJ3A4Ë
37jBGOq8;<JA—Ó[ÔÅ43'7q3WÇ^ICKrOjÇ%Æ47936Çq3A@Oq3W5³B#793Bz?[37jB#NJ3WÇ(<G?J367Oq36A.79I4ACÇkICÇ^8;A4N5©8 Ö3793A@Ox79BJAC5©<JÈ
Ç^363654Ç6ÓJÄ{ATO9Å43'3Í©Æe367q8;È>3A@O9Ç­×k30ICÇq365TBƐ<JÆCI4K;B#Oq8;<JAT<JÊ%Ï6ÿBJNJ3A@OjÇ%8;AôÏ wN[3A43679B#Oq8;<JACÇ%<#Ê
Ï6ÿ4F ÿJÿ[ÿK¨B#A4N[ICB#N[30N@B#È>36Ç3WBJ:jÅ+Ó4=0I4798µACN³B#K;KM3Í©Æe367q8;È>3A@O9ÇxO9Å43:<[A@Oq3ÍEOÇq8 63 !èÐ>×xB[Ç
J3Æ4O:<JAeÇ`OjB#A@O6FE×Å48;Kµ3TÏ ü×xB[Ç:jÅ4<[Çq3A´79BJAC5©<[ÈK;ÌT36B[:jÅK¨B#ACNJICBJNJ3'N[B#È>3[Ó
0.8
0.8
0.7
0.7
0.6
0.5
pCoh
iAcc
0.6
ω 0.0
ω 0.1
ω 0.2
ω 0.3
ω 0.4
ω 0.5
ω 0.6
ω 0.7
ω 0.8
ω 0.9
ω 1.0
0.4
0.3
0.2
0.5
ω 0.0
ω 0.1
ω 0.2
ω 0.3
ω 0.4
ω 0.5
ω 0.6
ω 0.7
ω 0.8
ω 0.9
ω 1.0
0.4
0.3
0.2
0.1
pjg{Z[ca\`gUWt[\^]_ab@pl±%_|\ l[_4p9u`pjbG\eyW]crZ[pjgÖU–*° p—cap9–;\@fWZJu`p“g € U±%g_rbG\`p9u`XJu`p9\^]\`_aU6b
]ijijZJu^]6i9}GJ\ € pxu`_af € \­U6b@pX[u`U#lJ€ Z@i9\`_aU6bijU € p9u`pjb[ijpW° s(€
õC7jÇ^OwÇq3O'<#Ê­3ÍEƐ3798;È36A@O9Ç'×xB[Ç0BJ8µÈ>3W5«BGO'3?GB#K;ICB#Oq8;A4N.O9Å433-Ö36:Ow<#Êx:<JAeÇ^8¨5©3798;A4N
$.&)(*!+Ø {Ù8;A.û ÓCØ JÙ%É@Ì?GB#79ÌE8µA4NwO9Å43×x38;NJÅ@O «É3O`×x336A³ÿB#Ae5Ï×8rO9ų8;A[O9379È>365©8¨BGO93
Ç`O93ÆCÇ'<#Êxÿ4Ó;ÏJӐÄ{AôOqÅC8;Ç'3ͩƐ3798µÈ>36A[OWF:<J797q3W:O98µ?[3Yʍ33W5©ÉCBJ: ×BJÇ0B#K;×xBzÌ©Ç3?GB#K;ICBGO9365MFÖ8~Ó 3[ÓµF
Y 0 !-bÏ : ÿCӗÔÅ43³7936ÇqI4KµO9Çwʍ<[78µA@O9379Æ47q3O9B#Oq8;<JAäBJ:6:I47jBJ:ÌôB#793³Ç^Å4<G×A 8;Aó2*8µNeӓéäØK;3ÊçOÙÓ
Ä{AäOqÅ48¨Ç!õCNJIC7q3TO9Å43Í@Ë{BGÍ©8¨Ç793Æ47936Çq3A@OjÇwOqÅ43´AEI4Èɐ37<#ÊN[3A43679B#Oq8;<JACÇÆ479<E:36Ç9Ç^3W5MӗÄhO8;Ç
8µA@Oq367q3WÇ`O98µACN!O9<TA4<#O98;:3'OqÅCB#OOqÅ43YÈ><©5©3K“B#K¨Ç^<>ÌE8µ36K;5CÇNJ<E<©5.7936ÇqI4KµO9Ç×Å436AO9Å43BGOqOq36A[O98µ<[A
:I43WÇBJ7q3ôAC<#O:<JAeÇ^8¨5©379365+F­8~Ó 3[Óx×ÅC3A ! ÿ²B[::I479B[:ÌÚ8µAC:7q3WBJÇq36dzOq<²<[A43«<JÊOqÅC3
Å48µN[Å436Ç^OKµ36?J36K;Ç6Ó+WØ <#Oq3wO9ÅCBGOO9Å48¨ÇÇ^3O^O98µA4NT793654IC:3WÇxOqÅ43YÈ><©5©3K+Oq<OqÅ43YN[I436Ç9Çq8µA4NN[BJÈ>3JÓ|Ù
Ä{AóNJ36A437jB#K~F—×Å436A 8;AC:7936B[Ç^3WÇF—OqÅ43´7936ÇqI4KrOjÇN[3O!Ɛ<E<J7937ýª36ÇqƐ36:8¨B#K;K;̪B#ÊçOq37>B#ɐ<JI4O
NJ36A437jBGO98µ<[ACÇ E<CF“8rOÇ^363ÈTÇYO9ÅCBGO!BJNJ36A[OjÇYNJ3O!:<[A©ÊICÇq365 ×Å436AäÅ48;NJÅ4367?GB#K;I436Ç<#Ê B#793ICÇq365+F8•Ó 3JÓ;F(OqÅ43B#O^Oq36A@Oq8;<JACBJK:I43WÇÇqI4N[NJ36Ç^OTBª548 Ö3793A@OT8µA@O9379Æ47q3O9B#Oq8;<JAóO9ÅCB#AÚOqÅC3
Kµ3ÍE8¨:<[A+)Ó <G×x3?[37x×Å43A ! ÏJF©B[::IC79B[:Ì>8;ÇxN[<@<©5B#N[BJ8µA—F[×Å48¨:jÅÇ^I4N[NJ3WÇ`OjÇ%O9ÅCBGOOqÅC3
BGO^O93A@Oq8;<JAeB#Kk:I436Ç:BJAäÅCBz?J3BÆe<@Ç^8µOq8;?J38µÈ>ÆCB[:O<JA OqÅC3K;36BJ7qA48;A4NÆ479<©:3WÇqÇ6F—Æ479<G?E8;54365
OqÅ436Ì.B#7930ÇqI ³:8;3A@OqK;Ì.Ç^Oq79<JA4NeÓ Z <[Å43793Ae:3!ؕ2*8µNeÓCé798µN[Å@OjÙ­7q36?J36BJK;ÇxBÇ^8;È>8µK¨B#73?[<JK;I©Oq8;<JA—F
OqÅ4<[I4NJÅ´OqÅC3?GB#K;I436Ç0Ç^Å4<G× Kµ3WÇqÇ?zBJ7q8¨BGO98µ<[A+Ó xOO9Å4336AC5<#Ê*OqÅ43!Ç^8;ÈI4K¨BGO98µ<[ACÇ6FC:<[Å43793AC:3
8;ÇYɐ3O`×x336Aóÿ4Ó GÿB#Ae5ªÿCÓ ©Ó ª3TÅCBz?[3>ʍI47^O9Å4378µAE?J3WÇ`O98µN@BGO9365«OqÅ48¨ÇB[Ç^Ɛ36:O×8rO9Åä3 @ICBJK
:<JA@O93ÍEO9Ç6FÖ8•Ó 3JÓ;FÖ×Å43793!8;AüBJKµK:6BJÇq36Ç ! ÓM24<[7w7q3WBJÇq<JACÇ<#ÊkÇqÆCBJ:3JF×k3>:BJA4A4<JO'793Ɛ<J7qO
')(+* § C§ ·
2
4
6
8
generations
10
12
14
2
4
6
8
generations
10
12
14
OqÅ437936ÇqI4KµO9ÇÅC3793JF#Å4<G×x3?[37×x3:BJA>Ç9BzÌYO9ÅCBGO%O9Å437936ÇqI4KµO9Ç793!C3W:O%O9Å437936ÇqI4KµO9ÇÆ47936Çq3A@O9365
Å43793JÓ A4<#O9Å437xÇ^3O­<#ÊM3ÍEƐ3798;È36A@O9Ç×BJÇÆ37qʍ<J79È>3658;A³<J7j5©37(O9<BJÇ9Çq36Ç9Ç*OqÅ43ɐ3ÅeBz?@8;<JIC7
<#ÊO9Å43È<©5©36K×Å43A æ×BJÇ!?GB#798µ3W5MÓÔÅ43È><©5©36K<JÉ©OjB#8;A4365ÚÇ^8;È>8µK¨B#77q3WÇ^ICKrOjÇʍ<[7BJKµK
?zBJKµIC36dz<JÊ0O9Å48¨Ç.ÆCBJ79BJÈ>3Oq3676F3Í4:3Æ4O.×Å43A !ãÿªO9Å43ô7936ÇqI4KµO9dz×x3793ô:<[ACÇq8;5©3679BJÉ4K;Ì
×k<[79Çq3JÓ
A4<JOqÅ4367xB[Ç^Ɛ36:Ox×x3×B#A@Oq3W5>Oq<8;A@?[36Ç^Oq8;N[B#Oq3×BJÇ­OqÅ43'79<JÉ4ICÇ^OqAC36Ç9Ç%<#ʗOqÅ43'Æ479<JƐ<[Çq365
È<©5©36Ke×8µOqÅ7q3WÇ^Ɛ36:O­O9<OqÅC3'BJÈ<[I4A@Ok<JÊMʍ33654ÉCBJ: >7936:368µ?[365>ÉEÌOqÅ43wB#N[3A@O9Ç6Ó ª30OqÅ4367q3Ë
ʍ<J793xƐ37qʍ<J79È>3653Í©Æe367q8;È>3A@O9Ç(×8µOqÅT5©+8 Ö3793A@O?zBJKµIC36Ç(<#Ê Y 0EF#×ÅC8µK;3 J336Æ48;A4N ! Ï : ÿ
õ4Í©365M.Ó x3ʍ<J793'ÆC7q3WÇ^36A[O98µACN!O9Å437936ÇqI4KµO9Ç6F©8rO8¨ÇN[<@<©5.Oq<T7936:6B#K;KÖOqÅCB#O×Å43A Y 0K!èÿ<JACKµÌ
3\3 O( 8¨ÇI4ÆÖ54B#Oq365²BGO!36?J367qÌüK;BJA4NJICBJNJ3TN@B#È>3JӓÄ{Aó-3 Ö36:OOqÅC8;Ç!8;Ç!B Z %F*×Å43793
OqÅ43wB#N[3A@O9D Çk5©<!AC<#Ok7936:38;?J3'B#AEÌʍ33654ÉCBJ: >É4I©OÅCBz?[3Oq<8µA4ʍ37kOqÅ48¨Çx8µA©Ê<[7qÈTB#Oq8;<JA³ÉEÌ>OqÅC3
<JÉCÇq379?GBGOq8;<JA><JÊMOqÅ4368µ7:<[A[O93ÍEO9Ç6ÓJÄ{A:<JA@O979B[Ç`O%O9<3WB#79Kµ8;37 Z )ôÈ><©5©3K¨Ç'ÎrÏWÿ4FÏWö4FqéJÿGÒhF#OqÅC3
Kµ3WB#79A437jÇ!B[545©8µOq8;<JACBJKµK;Ìó7936:38;?J3BGO^O93A@Oq8;<JAeB#K:I43WÇʍ7q<[È $'&)(*+Ø {ÙF%×Å48¨:jÅÚÈTB [36Ç!OqÅC3
È<©5©36K+È><J793'Çq8;È8;K¨B#7Oq<>O9Å43w<JA43YÆC7q3WÇ^36A[O9365ÉEÌ '<JA4N>3OBJK•Ó“Î G'Ò (4BJAC5³O9Å43:<[A@Oq3ÍEOjÇ<#Ê
Ç^Ɛ36B J37!B#AC5ªÅ43WB#7937BJ7q3³5©8¨Ç9Ç^8;È>8µK¨B#7WFMOqÅEICÇOqÅ43.Å436BJ7q367YÈ>Bz̪A4<JOÅCBz?J3><[ÉCÇ^367q?[365üOqÅC3
Oq<JÆC8;:JÓ
0.8
0.7
0.7
0.6
0.6
0.5
0.5
pCoh
iAcc
0.8
Pfbk 0.0
Pfbk 0.1
Pfbk 0.2
Pfbk 0.3
Pfbk 0.4
Pfbk 0.5
Pfbk 0.6
Pfbk 0.7
Pfbk 0.8
Pfbk 0.9
Pfbk 1.0
0.4
0.3
0.2
0.4
0.3
0.2
0.1
')(+* §C§ · jp g{Z@c|\`g(U6t[\^]6_ab[pl±%_|\ € lJ_4p9u`pjbG\y6]6caZ@pjg*U6– ° s(€ pf6u^]X € gg € U±ó_rbG\`p9u`XJu`p9\^]\`_aU6b
]ijijZJu^]6i9}’çcap9–;\q”]6b@lX[u`U#lJZ@i9\`_aU6bijU € p9u`pjb[ijpY’¨u`_af € \q”q°
ÔÅ4307936ÇqI4KµO9ÇB#793793Ɛ<J7qOq3W5³8;A2*8;NJI4793'ÑCÓEÄhO:6B#A.ɐ3wA4<#O98;:365³OqÅCB#O36?J36A.×Å436A³OqÅC3793
×xB[ǗA4<0ʍ33W5©ÉCB[: >Ø Y 0b! ÿ[ÙFzK;BJA4NJICBJNJ3­543?J36Kµ<[Æe3W5MFWOqÅ4<[I4NJÅ8rO(Oq<E< 'È><[7q3xNJ36A437jBGO98µ<[ACÇ
Oq<>7q3WBJ:jÅ´B#ABJ::3Æ©OjB#É4K;3'Kµ36?J3KM<Jʓ8;A@Oq379Æ4793OjBGOq8;<JA´BJ:6:I47jBJ:Ì>OqÅCBJA.ʍ<[7Å48µN[Å437?GB#K;I43WÇ<#Ê
Y 0.ؕ2*8µNeÓEÑK;3ÊçOÙÓ©Ä{A@Oq367qÆ4793OjBGO98µ<[A.BJ:6:I47jBJ:ÌJFEB#KµOqÅ4<[I4NJÅ´BJ::3Æ©OjB#É4K;3JFE×BJÇxÇ`O98µK;K+B#È><[A4N
OqÅ43K;<G×x36Ç^O6Ó4H%79<©5©IC:Oq8;<JA:<[Å43793AC:3JF©<[AO9Å43<JOqÅ4367ÅCB#AC5+FC79<[Çq30O9<G×xBJ795CÇB!?GBJKµI43OqÅCB#O
8;ÇxB#È><JACNYOqÅ430Å48;NJÅ43WÇ`Ow؅2*8µNeÓ@Ñ7q8;NJÅ@OÙÓ[ÔÅC8;Çk8;Çk8;A[O937936Ç^Oq8;A4NCF@Ç^8;AC:3OqÅC3 Z )üNJ36A437jB#K;K;Ì
Kµ3WBJ54ÇOq<üKµ<G×âK;3?J36K;Ç<#Ê:<JÅ4367q36AC:3«Î é#ÿ#Ò~Ó ÆCÆCB#793A@OqK;ÌJF—OqÅ43BGOqOq36A[O98µ<[ACB#Kx:I43WÇÆC7q<G?E8¨5©3
3A4<[I4NJÅ8;A©Ê<J79ÈTBGO98µ<[AO9<.B#K;K;<G× 79<JÉ4IeÇ`O×x<J7j5´Kµ3WB#79A48;A4NCF4×ÅC8;:jÅ8¨Ç8;AKµ8;A43!×8rO9ÅOqÅ43!7q3Ë
Ç^I4KµO9Ç'<JÊ­3ͩƐ3798µÈ>3A@O>Ï×Å436A ! ÏJÓ þ8µOqŪÅ48µN[Å437'?GB#K;I436Ç0<#Ê Y 0 B#N[3A@O9Ç07936:368µ?[3
È<[7q3%ʍ33654ÉCBJ: wB#AC5:B#A—FOqÅC3793ʍ<J793JFW5©3?[3K;<JÆBKµ3ÍE8¨:<[AYÈ><J793%36B[Ç^8;KµÌ[OÓ 3W:BJKµK[OqÅCB#O“×Å436A
OqÅ436̳7q3W:368µ?[3ʍ33W5©ÉCB[: F[OqÅC3̳I4ÆÖ54B#Oq3 3\3 O( Q B[Çx×k36KµK~Ó Z Kµ3WB#79KµÌOqÅC8;ÇÅCB[ÇBƐ<[Çq8rO98µ?[3
3-Ö36:O<JAÇ^Ɛ33W5³<#Ê+K;36BJ7qAC8µA4N!B#AC5.<JA³8;A@Oq379Æ4793OjBGOq8;<JA³B[::I479B[:Ì[ÓJÄhO<JA4K;Ì>ÅCBJÇkBƐ<[Çq8rO98µ?[3
-3 Ö36:O<JAÆ479<E54IC:O98µ<[A.:<[Å43793AC:3×Å436
A Y 0Ú;ÿ : 'ý>8•Ó 3JÓE×Å436ABJNJ3A@OjÇ%7936:368µ?[365>ʍ36365EË
ÉCBJ: ³×8µOqÅôB>ÅC8µN[Å´ÆC7q<[ÉCB#É48;K;8rO`Ì[Ó E<CFeB#KµOqÅ4<[I4NJÅ×8µOqÅB>Kµ<G×òB#È><[I4A@O<#Ê Y 0>BJ:6:I47jBJ:Ì
×xB[Ç'54<J8;A4N7q3WBJÇq<JACBJÉ4KµÌ[F:<JÅ4367q36AC:3793ÈTB#8;A4365ü×x3K;KÉe36Å48µAe5MӗÔÅ48¨ÇYÇ^ICNJNJ3WÇ`OjÇ0OqÅCB#OKµ<G×
2
4
6
8
generations
10
12
14
2
4
6
8
generations
10
12
14
B#È><JI4A@OjÇ<#Êʍ36365©ÉCB[: üBJA[OjB#N[<JA48¨Ç^3WÇ'OqÅ43´BGOqOq3A@O98µ<[ACB#Kx:I43WÇF*Ç^8;AC:3³OqÅ43Tʍ36365©ÉeBJ: ªÈ>BzÌ
Æ47q<G?E8¨5©3T5©8+367q36A[O8;A©Ê<[7qÈTBGO98µ<[A«O9ÅCB#AªO9Å43.BGOqOq36A[O98µ<[ACB#K%:I436Ç6F+É4I4O8rOÅeBJÇB´793K¨BGOq8;?J36KµÌ
Ç`O97q<[A4N«3 3W:OT<JA²OqÅ43K;3Í©8;:<JA¸5©3?[3K;<JÆ4È>3A@OOqÅ479<JICNJÅÚû Ó(ÑCÓ þÅ43A Y 0ɐ36:<JÈ>36Ç
Ç^I ³:8µ36A[O9KµÌüÅ48;NJÅ+FMO9Å43>ʍ33W5©ÉCB[: «8¨ÇYÇ^I ³:8µ36A[O9KµÌªÇ`O97q<[A4N´Oq<ô5©798;?J3TB:<[Å43793A@OYKµ3Í©8;:<JA
5©3?[3K;<JÆ4È>3A@OWbÓ 36?J37qOqÅC3K;36Ç9ÇFM×x3³:BJA :<JAC:KµIe5©3>OqÅCB#OOqÅC3³È><E543K%8¨Ç @I48µOq3T79<JÉ4IeÇ`OYO9<
?zBJ7q8;<JIeÇkK;3?[3K¨Ç<#Ê*ʍ33W5©ÉCBJ: ÖÓ
ü¿k¼A ^Á EÃ`¿­¼ ¼
À Á½©Á;¾ ¿%¾ Ä{AOqÅC8;Ç*ÆCBJÆe367*BA43×óÈ!I4KµOq8µËhBJNJ3A@O*È<©5©36K@ʍ<J7“OqÅ43x3?[<JK;I©Oq8;<JA<JÊCƐ37j:3Æ4OqICBJKµK;ÌwNJ79<JI4AC54365
Kµ3ÍE8¨:<[ACÇ'8;Ç'Æ47936Çq3A@O9365MÓMÔÅ48¨ÇwÈ><E543K%:<[ÈÉ48;A43WÇO9Å43>NJI43WÇqÇq8;A4N.N@B#È>3!È><©5©36KÎrÏWÑGÒ(×8rO9Å
OqÅ43':79<[Ç9Ç`Ë{Ç^8µOqIeBGOq8;<JAeB#KCÇ^O9B#Oq8¨Ç`O98;:6B#KCK;36BJ7qAC8µA4NÈ<©5©36K*Î é#ÿ#ҐBJAC5>OqÅC38;A[O97q<©5©Ie:Oq8;<JA.<#Ê+3AE?E8µË
7q<[A4È>3A@O9BJK+BGO^O93A@Oq8;<JAeB#K+:IC36ÇÇq8µÈ>8;K;BJ7Oq<OqÅ43YÈ><©5©36K;ÇÆC7q<[Æe<@Ç^3W5³8;A Î zÒhÓ
E8µÈ!I4K¨BGOq8;<JAeÇ%ÉCB[Ç^3W5T<JATO9Å430Ô*B#K E8µACN 3WBJ54ÇxÇqÅ4<G׸OqÅCB#O­OqÅC30È><©5©3K8¨Ç @I48µOq3'7q<[É4ICÇ^O
ʍ<J7Y5©+8 367q36A[OYK;3?[3K¨Çw<#ÊkB#O^Oq36A@Oq8;<JACBJK%:I43WÇ'Çq3OY<[A«O9Å43><JÉ©å`3W:O9Ç6Ó <G×x3?[37WFCO9Å43TÇ^8;ÈICK;B#Ë
Oq8;<JACÇ>ÇqÅ4<G× OqÅeBGOý 8;A¸NJ3AC37jB#K­ýªO9Å43È<[7q3OqÅC3B#O^O93A@Oq8;<JACBJK:I43WÇTB#793.ICÇq365Ú8µAÚOqÅC3
8µA@Oq367qÆC7q3O9BGO98µ<[AäÉEÌ«O9Å43.Å43WB#7937WFMOqÅC3.È><J793TOqÅC3.Å43WB#7937YO93AC54ÇOq<«NJ3O>:<[A©ÊICÇq365MÓ*ÔÅ48;Ç
8;Ç0Æ4798µÈTB#798;KµÌ´5©I43!Oq<TO9Å43I4AC7q36Kµ8¨B#É48;K;8rO`Ì<#Ê(O9Å43B#O^O93A@Oq8;<JACBJK“:I436Ç6Fe×ÅC8;:jÅô:<JA©ÊICÇq36ÇOqÅC3
Å436BJ7q3676Ó(Ä{A@Oq367q3WÇ`O98µA4N[KµÌ[F*OqÅ437936ÇqI4KµO9Ç8µÈ>Æ479<G?J3´×Å436A²O9Å43×k368µN[Å@O!ʍ<[7>OqÅ43ôB#O^Oq36A@Oq8;<JACBJK
:I43Wǭɐ36:<JÈ>36Çk<JA43[Ó[Ä{A.OqÅ48¨Çx:BJÇq3JF[OqÅC30BGOqOq36A[O98µ<[ACB#KÖ:IC36ÇxB#793Ç`O97q<[A4N36A4<JICNJÅ>Oq<ʍ<J79È B
Ée36A43õe:8;BJK—BJ:6:<[I4A@Okʍ<[7OqÅ43wK¨B#A4N[ICB#N[3'543?J36Kµ<[Æ4È>3A@O6Ó
A4<JOqÅ4367­8;ÈÆ<J7qO9BJA@O­7q3WÇ^ICKrO­8¨ÇO9ÅCBGOkOqÅ43È<©5©36Ke8¨Ç%79<JÉCICÇ`O­Oq<YO9Å4336A©Ê<J7j:3W5548;Ç9Ç^8;È>8rË
K;BJ7q8µO`Ìw<#ÊCO9Å43:<JA@O93ÍEO9Ç*<#ʐB#NJ36A@O9ǓÆ4K;BzÌE8;A4N0B0K¨B#A4N[ICB#N[3­N[BJÈ>3JÓzÔÅ48;Ç*8¨Ç(8µA@O937936Ç^Oq8;A4NCFzÇ^8;AC:3
8rOYÇ^ÅC<G×ÇOqÅeBGO'OqÅ43>B#N[3A@O9Ç05©<.A4<JO'793 @I48;7933Í©Æ4K;8;:8rOwÈ>36BJA48µACN³Oq7jB#AeÇ`ʍ367؅×Å48;:jÅ«8;Ç0OqÅC3
:BJÇq3'×Å43A436?J367kʍ36365©ÉeBJ: ³8¨ÇÆ47936Çq3A@OjÙk×Å48;Kµ3'O9Å43wÅ436BJ7q3679ÇxÈTBzÌTA4<#OÅCBz?[3'Çq336A.O9Å43Y<JÉ4Ë
å`36:OjÇÇqÆe3WB J3679ÇxB#793w7q3ʍ3797q8;A4NOq<CÓ Z Kµ3WB#79KµÌ[F[O9Å43Y7936ÇqI4KrOjÇ8µÈ>Æ479<G?J3'×Å436AÈ><J793'ʍ33W5©ÉCBJ: 8;ÇÆ47936Çq3A@OWÓ <G×k36?J3676FE×Å436AA4<ʍ36365©ÉCB[: T8;ÇÆC7q3WÇ^36A[OBGOBJKµK~FEOqÅ43w7936ÇqI4KµO9Ç3Í4:3365´Çq<JÈ>3
<#Ê(OqÅ437q3WÇ^I4KµO9ÇBJ:jÅ48;3?[365×8rO9Åô8µA4ʍ7q
3 [IC3A@OICÇq3<#Ê%:<[7q7936:Oq8;?J30ʍ33W5©ÉCBJ: ÖF©O9ÅEICÇÇqÅ4<G×8;A4N
OqÅ4307q<[É4ICÇ^OqA43WÇqÇ­<#ʗ:79<[Ç9Ç^ËhÇq8rO9ICBGO98µ<[ACB#K4Ç^O9B#Oq8¨Ç`O98;:6B#KKµ3WB#79A48;A4N8;A.:<[ÈÉ48;ACBGO98µ<[AT×8rO9ųICÇq8µACN
Ç`O9<E:jÅeBJÇ^Oq8¨:'B#O^O93A@Oq8;<JACBJK+:I43WÇÓ
24I©O9I47q30×k<[7 Ç^ÅC<JI4K¨5T8;A@?[36Ç^Oq8;N[B#Oq3È><J793Æ47936:8;Çq3K;Ì!×ÅEÌ!OqÅ43'È><©5©3KÉe36ÅCBz?J3WÇ%5©+8 367^Ë
3A@OqK;Ì.ʍ<[7OqÅC35©+8 367q36A[O0ÆCB#7jB#È>3O937Çq3OqOq8;A4N[Ç6Óe2C<J78;ACÇ^O9B#Ae:3JFe= ×ÅEÌ5©<TO9Å43Çq8µÈ!I4K¨BGOq8;<JAeÇ
×8rO9ŪÅC8µN[Å437?GBJKµI43WÇw<#Ê ÏT<J7YK;<G×k367'?GBJKµI43WÇY<#Ê Y 0 ÿ´Æ37qʍ<J79È ×x<J7jÇ^3!OqÅCBJA
OqÅ43:6BJÇq36Ç×Å4367q3 ! ÏY<J7 Y 0 ! ÿ YÄhO8¨ÇBJK;Çq<T8µA@O937936Ç^Oq8;A4NOq<³Ç^OqIC5©ÌOqÅC3Y-3 Ö36:O0<#Ê
?zBJ7qÌE8;A4$N q 0³×8rO9Åü5©+8 Ö3793A@O'?GBJKµI43WÇ<JÊ xӐÄ{AüBJ5C5©8rO98µ<[A+F×k38µA@O93AC5O9<8;AC:<J79Æe<[79B#Oq3
OqÅ43:I4797q36A[OÈ><©5©36K+8µAO9Å437936:3A@OqK;ÌÇ^O9BJ7^O936E5 36×òÔ8;36ÇÆ47q<Jå`36:O #Fe×Å48;:jÅôBJ8µÈTÇB#O5©3Ë
?J3K;<JÆC8µA4N´B´Ée36AC:jÅ4ÈTB#7 Æ4K;B#O^ʍ<[7qÈ-ʍ<[7YÇ`O9IC5©ÌE8µACN.O9Å43>3?J<[KµI4Oq8;<JAüBJAC5«543?J36Kµ<[Æ4È>3A@Ow<#Ê
:I4KµOqI47jB#K(Çq<E:8µ3Oq8;36Ç8µAü?J379Ì´K;BJ7qN[3YÈI4KµOq8µËhBJNJ36A[OwÇ^Ì©Ç^Oq36È>Ç6ÓCÄ{A«OqÅ48¨Ç0Æ47q<Jå`36:O6FC×x3×8;K;K*3ÍEË
Oq3Ae5TOqÅC30È><©5©3KMÇqIC:jųO9ÅCBGO8;ACÇ`O936B[5³<#ʗB[ÇqÇq8;NJA48;A4N!B#O^O93A@Oq8;<JACBJK:I436Çk7jB#AC5©<[È>KµÌ[F@BJNJ3A@OjÇ
×8µK;KCB#I4Oq<JAC<JÈ><JICÇqK;ÌY36Ç^Oq8;È>B#Oq3Y؍<[7%:BJK;:I4K;B#Oq3zÙ+O9Å436Çq3:IC36ÇBJÇ(ÆeB#7qO(<JÊÖBwÔÅ436<J79ÌY<#Ê 8;AC5
Îr
Ï GÒhÓ
 ¼¿ “À # —¼k½ sVY(€ _ag{_ag{g_aUWXEb ]6X©Jpqu^u]6_aVYg(p9XE±*]u{U6\u`¯ U6–e\ € @p­Z[\`xZJp9u`± p]6s bE_apjl´g%‘—XJVYu`Up9®~u`pjf6i9_a\b@#f ± € _apji i € b[_ag(UWg{caUWZ[f6X@_aX©pjg'U6u{XJ\`u`pjUWlf6tGu^]}wVY\ €VYpxpY‘+Z@Z[b@u`l[U6p9X©up]6ijbU6b#S*\{u^UW]V i9\˜
s €
€ \{\`9X ^ `I`±±±° b[p9± ˜ \`_apjgj° U6u`f[°
° p(]Z[\ Uu`ge\ ]6b@¯mkbEl#u`p9±ôo#VY_|\ ]6bEl\ u`pjp*]b@U6b#}JVYU6Z@g4u`pjy#_rpq±(p9u`g֖;U6uMXJu`Uy#_rl[_ab[f
a_b#y6]6caZE ]t@s(cap€ ijUWVYVY€ p9b#\`g*€UWbpj]u`ca_ap9uxyWp9u`g{_aUWb@g­€ U6–\ € _ag%€ XE]6X©pqu°
—;
¾ —¼6 b ^ s(€ p%u`U6cap­U–Ci9u`UWg{g ˜ g{_|\`ZE]\`_rU6bE]c
°°zm­¯ € \^]u—]6b@lYd—°z¶UWbG\^]6f6Z@pW°C‘—]u`c|}wcap9¬J_ai]cE]6ij¹#Z[_ag{_a\`_aU69
cap]u`b@_ab@fJ° q ! ^ #" $ %#&  !!! °
° 'Ö*° )*caUGUWV>,° +.-/1024365#(#7829:#; -=<?>@-#A5`° s(€ p*¶n s 'Mu`pjg{gj6S(]V't[u`_rlJfWpW
(
° ¶>¶m°G¶°E]°#bES l!€ UWdeZ@UW_ab@b@l[]U6u^belw[]vxbE™wlY°a‘ °B°#S*° cr]u`¯©°4mkl[Z@c|\Mu`p9–;U6u`V0Z@cr]\`_aUWb[g*U–4i € _rcrl'pqu{u`U6u`g(]g“b[pjfz]\`_ayzp
p9yJ_rlJpjb@ijp6D° C-E3F-G<702365?H q ’ ” ^ %*$ !  °
" ° s ° ¶°CS*Uyzpqu]6b@lI'Ö° ‘° ] ]u{\°%xpj]u`pjgh\kb@pj_af € t©UuX@]\{\`p9u`bTijcr]g{g{_ @i]\`_aU6be°.JGKKKML;A#;ON
PQ4R-;.-@JO<*-OST#4R-ULH2;A-OV6@n s*˜ ’ ” ^ O$, X
 Wz]6b#ZE]u{} *! °
° s °YxU6b@f[W[°C™pWHW[°[Z氐¶_ab@p9\{\e]bEl\Z¸°Öo ˜R] °EZ]6b@fJ°YmèijUWVYX[Z[\^]\`_rU6bE]c+–µu^]6VYp9±*U6u`¯
\`U'g{_rV0Z@cr]\`pk\ € pijU ˜ pjyzUWcaZJ\`_rU6b>U6–+cr]b@fWZ@]6f6p0]bElg{UGij_r]6cÖgh\{u`Z[i9\`Z[u`pW°+n•_b ^D` <*(aX )*U6gh\`UWbe
¶>m@v° o4° m°a °
J°(WJ° · ° ] Z[u{–;U6u^lC°b")*_aUWcaU6fW_ai]6c“pjyzU6crZJ\`_aUWb³U6–—\ € pg`]6Z[g{g{Z[u`p]bg{_afWb]6g]i9UWVYX©UWb[pjbG\xU–“\ € p
cr]b@fWZ@]6f6p0]i¹GZ@_ag{_|\`_aUWbTlJpjy#_ri9pW° ` ;  ^ &$  !&! °
°o©°G™_|u`tG}G°eoJX©UWbG\^]b@pjU6Z@g*p9yzUWcaZ[\`_aU6bU–ca_ab@f6Z@_agh\`_aixgh\{u`Z[i9\`Z[u`pI^G]6b_a\`pqu^]\`plYcap]u`b[_ab@fVYU#l[pjc
U–@\ € p*pjVYp9u`f6pjb@i9p*U6–[u`pjfWZ[cr]u`_|\~}]bEl_au{u`p9fWZ@cr]u`_a\•}GE° JGKKKcL;G;%PQ44-;d-?Kfe#-3 4R-EOV
0-#SbgEh4R-#@ ’ ” ^ $;
 ,
°
° ixca_rX ]b#\° p³cap]u`b[_rb[fôtE]u{u`_ap9u ^¶UyJ_ab[fô–µu`UWV _ab@bE]\`p>\`Uôcrpj]u`b@pjl gh}[gh\`p9VYgU–
& °¶j
il° Z¸9UWVY;° BV'E° Z[i0b@€ _aE° imx]\`Z@_rU6_ab[bepWs(°T° ^D€ >@5%-#gEA45n8e.Xkb5o-%2pqreAPQ4-ç°(q S( ]6V0’ t[˜ " u`”_rl[^ f6p
O$vxb@&#_a" yzpqu`
*g{!_a\•!n} ! ° '+u`p9g{gj °
!
° s'°4¶°eoJVY_|\ € °%n•b#\`p9crca_afWp9b#\xVYp]6b[_ab@fi9u`p]\`_rU6b_ab³]ijcaZ@VYXG}±(U6u`crl € ! p9crX[gxijU6VYV'Z[b@_ ˜
* °mE
ij]\`_aUWbCj° ^dO4 tPQR3;` <q ! ’ ” ^ !$,#"  # ° b 'Ö°“¶>]pjgj+pl[_|\`Uuj u,^dkva w“S(]V't[u`_rlJfWpW
°d+°—o#\`p9pjcagj°‘+VYp9u`fWpjbG\']Wl[]6X[\`_ayzpcap9¬J_aijUWb[gj°n~1
¶>m *!! J°4¶n s '+u`pjg{gj°
° Kfe#-3 4R-T-G<d0-S?Sx;4PO#4R-@
°d+°oG\`pjpjcagj° s(€ p“gh}JbG\ € p9\`_ai+VYU#l[p9cr_ab[fU6–[cµ]b@f6ZE]6f6p“Uu`_afW_ab@gj,
’ ” ^ $ "  !!% °
l W[° B“]6bdeUGUyzp9u`pjbC°.S“u`Z@i9_µ]c(–ç]i9\`U6u`g0_rb\ p
* °d+°+oG\`pjpjcagj *°Ö™]X@cr]6bC+m°M¶ijn~bG\•}Ju`p6Ö]bEy
Uu`_afW_ab@gU6–“±(Uu^l ˜ VYp]6b[_ab@f[°0n~bmX° Zu^]j}G4pl[_|\`U6ud LH2;IL;G;4R-#yh-o qXE]fW€ pjg
° ik¬#l –;U6'Mu^lE° B“vkU6b@f6_a\yzl° p9u`Ykg{_|u`\~UWn} Z@'Mb@u`l[pj_ag{b@gjf Z]6l@]6]6c|XJ\`U6\`_ab³yzp0o#\{cr]u`pjb@pqfW\Z@X ]6ikf6pw¬#–¨fzUu^]@lVYiDpjgx{ _abT #u`UWs.t©'ÖU@\`_rvki'™w]6f6 pj#bG\`gj°° n~b
*"r$,
z
Q" °d+°Co#\`p9pjcag]6b@_
Sk° ] Z@g{t@]6bElJgÖ]bElnq° ] ]u`yzp9}Gjpl[_|\`U6u`gj |fA-POA5j-G<82;-82(Kf,G-gAI0-*<EP
-#}^d4 tPQR3E` <q@S(]V't[u`_rlJfWp¶>]J°E]6b@ldeU6bElJUWbe !!% °4¶n s 'Mu`pjg{gj°
°¶° s UWV]6g{p9crcaUJ°.LH2;.PQ,3 4,G3z-O~;b-G<d2S7_P-;44-@° ] ]u`y6]u^lYvkb@_ayzp9u`g{_|\~}T'+u`pjg{gj
° 'Ö
*!° !B—! UW° f\F° )*UGU\`gh\{u^]6X[X@_ab@fwfu`UWZ[bEl[pjlgh}JV0t©UWcag*tG}YVY_ab@_aV]c©]6ZJ\`UWb@U6VYUWZ[g*u`UWt©U\`gj`° Kfe#-3 ,N
J(
° 'Ö44,°-\B—UW-Gf6<T\°0s(-Sx€ g{S?_rV ,y RP ° 4R^ -s([€ "p’ \^
]6” ca^ ¯#&_r!b[$Ef € & pj ]W#l[g%g{_aV'° Z[cr]\`_aUWb\`UGUWcç°*n•Ib Kl0^d€W[XE]fWpjg $
(
° 'Ör"° " B—°4UWoJfXJ\u`]6_ab@b@fWl pqu ] ˜ B—°Jp9S*u`UWcr]6Z[fJV ]6#b[gj°n•° bJyWpjgh\`_afz]\`_ab[f0g{UGij_r]ce_abG\`p9u^]6iq\`_rU6b!gh\{u^]\`pjfW_apjg–;U6ut©UGU\`gh\{u^]6X ˜
*& (
X[_ab@fTcap9¬J_aijUWb«l[p9yzpjcaUWX[VYpjbG\°yC-E3j-G<7^d4 tPQR3uX-PQh4R}#X5\uE-PQR3uSx,3644-@
° J'֒ H° B“”q U6
f6\0]6b@l ° *° sx_ry#_abE]#°Tde]6b@f6ZE]fWppjyzU6crZJ\`_aUWb_abcr]u`f6p!X©U6X@Z@cr]\`_rU6b@gU6–­]Z[\`UWb[UWVYU6Z@g
*! (
]fWpjbG\`g ^#_ag{g{Z@p9g(_abYg{i]6ca_ab@fJ°Ön~nb |fA-POA5 (-G<j^dJOu,kƒ‚,%„ …[uX-PQR383 V?RgEA5TP-SvgE4
q*-;VSvg,-S'@XE]6f6pjg &$&%  % °
# °('Ö°HB“U6f6\0]6b@lm°Hs'°Ö¶°+oJVY_|\ € °dCp]u`b[_ab@fTijU6crU6Z[u0±(U6u^lJg0_agg{caU± ^M]>i9u`UWg{g ˜ g{_|\`ZE]\`_rU6bE]c
cap]u`b@_ab@fw]6ijijU6Z@bG\f° kb2e4-A3X5xkDG_uXPQhEPO^@XE]fWpn~b!X[u`pjg{gj % °