• Aucun résultat trouvé

Number of train examples

N/A
N/A
Protected

Academic year: 2022

Partager "Number of train examples"

Copied!
15
0
0

Texte intégral

(1)

-.0/1&23%(4

5687:9;7=<6?>@>@6?ACBDFEHGJILKNMO68PFQSR:93TUB7WV8XY6NGZK:9;7\[]N9?^._`TUBa7WV?X@68b

cedUfLgihkjFlnmogipnqsr8jteuaf;polnq&vawyxSzs{}|~€xL‚ƒ?„H…a†;x:‡?ˆ8‰&‰ZŠLj&f‹polnjJŒŽUgiwiwijZxNteuaf‹polnqHvawyxWvfSvarLv

kZ‘k’k’k‘H“?”Z•—–˜“?”™;š?›Z‘aœ‹Zž;›•;‘CŸ¡ a¢S‘™‹£k•‹”k¤‹’CŸoa¤

¥ {¦zs{¦§U‚¨xL‚©ªk…;x8lnˆLjr?ˆ‡;g¬«­8wiuZfe®?x\„&ªk…¯t3vlopngi°Zf‹±‹xS‡;²Og³pn´&jJlnw¬vafLr

“?”™‹š?›Z‘Zž;›µ?›a¤¶(Ÿ·H¸

¹.º¨»&¼&½¾S¿a¼ZÀ

§Á‰FÂLvawiwij&fL°ajsÃÄulÆÅnǎÈaÇyÉ@ÅÊÇyÉyËÊÈaÌC̬ÍoÈaÎÊÏLÉÄϋÐUg¬mÑpnuÒr8jHvwW²Og³pn˜wYvln°Zjr8vpÊv

mojJpnm&xÓjaŠ°?ŠÓgifÕÔZÈaǎÈÖÒÉ@ÏLÉÄϋÐaŠ—‚¨uZ­8ˆLw¬vl×w¬j&vlnfLgif8°vw¬°aualng³pnÂL«m€moˆL‰ÊÂ=vameØ8ÙÚkÚ?ÛaÎÊÇ

Ü

ÍoËJǎÛaÎÆÝ`ÈkËÊÞ;ÉÄÏNÍFÅÂSvHhkjpolÊvg¬f8gifL°×pngi«jÆvpw¬j&vam·pßJÙ8ÈkÔÎoÈaÇyÉ¡Ëgif3pnÂLjf;ˆL«ÒàNjFlOuaÃ

jJá8v«­Lwij&m&âSpnÂ8jJ±vlnj€Â8uZ­Nj&wij&momUpnumouaw¬hZj€­?lnuZàLwij&«m²Og³pnÂv«giwiwig¬uafãjJá8va«­Lwij&m&Š

ä

j3­8lnua­NuZmojvå¦ÂLvlÊr=­SvlÊvawiwij&wig¬´&vaàLwijã«g³á;pnˆ8lnjJæ«jJpnÂ8u;r8uaw¬ua°a±=²OÂLgi‰ÊÂç±?gij&w¬r8m

mogi°Zf8g³èS‰Hvf;pnw³±=lnjHr?ˆL‰&jHr=polÊvagifLgif8°pngi«j˜pnÂ?lnuZˆL°aÂé«u;r?ˆLw¬vlngi´HvpngiuZfêvfSr=­SvlÊvw³Œ

wij&wigi´Hvpngiuaf\âSpnÂ8jUpolÊvagifLgif8°×rLvpÊvÒgimOgipnjFlÊvpngihkj&w³±.­SvlopngipngiuafLjHreà‹±.v妰ZvpnjJloæU«u;r8j&w

gifmoˆL‰ÊÂvU²Ñv&±€pnÂSvp(g³pàNjJ‰&uZ«j&mëjHvm·±ÒpnuwijHvlnfvfÒå}jJá?­NjJlopoæ«u;r?j&wLmoj&­LvlÊvpnj&w³±

gifjHv‰FÂ3lnj&°agiuZfãuaÃÓpnÂLj­Lvlopng³pngiuZf\ŠN§ì­8lnuaàSvaà8giw¬gim·pngi‰ÆjJá;pnj&fLmogiuZfãvfSrepnÂ8jƈ8mojuaÃ

vmojJp(uaÃ:°ZjJfLjJlÊvpng¬hZj«u;r?j&wimvwiw¬uH²Omlnj&­?lnj&moj&f‹pngifL°spnÂ8j°ZvpnjJl(moupnÂSvpvw¬wL­Lgij&‰&j&m

uÃspnÂLj3«u;r?j&wvlnj3wiu‹‰Hvwiwi±épolÊvagifLj&r:Š(íLuale‡;tem&xÓpngi«je‰&ua«­LwijJá?g³p¦±çva­8­NjHvlnm

j&«­8g³lng¬‰&vawiw³±3pnuw¬u‹‰&vawiw³±ã°alnuH²ÌÉÄÏNÍoÈaÎJÌî²Og³pnÂpnÂLjf;ˆL«€àNjJlOuaÃ(jJá8va«­8wij&m&xL²OÂ8g¬wij

ЋÍFÏNÍFÎoÈZÌɬïHÈaÇyÉyÛaÏã­NjJloÃÄuln«vaf8‰&j‰HvafàNjj&fLÂLvafL‰JjHr:Š\íLulÆpnÂ8j­8lnuaàSvaà8giw¬gim·pngi‰hkjJloŒ

mogiuZfðuÃÑpnÂLjvw¬°aualng³pnÂL«3x\pnÂLjg³pnjJlÊvpng¬hZjvawi°ZulngipnÂ8«ñ­?lnuhZvàLw³±`°Zu‹j&mÒr8uH²Ofògifðv

‰&uam·pÃ@ˆLf8‰JpngiuZf˜pnÂLvpgimvafeˆ8­L­NjJlOàNuaˆLfLr˜uZf˜pnÂLjsf8j&°kvpng¬hZjw¬ua°aŒŽwigiókj&wigiÂLu‹u;r:Š

ô õLö÷NøWùú€ûÆüC÷Wýnùö

þ Pã68DFVL9;7WX@ÿa9;EFX@6?7:P6?>@>YBHE`^368DFB=9?7:[ ^36?DJBç[W9‹E&9WKÑEJQWBçX@7LEFBaDFBZPnE`X@7 BSEJDJ9HEFX@7WV0R\PÊB

RW>ÆX@7 6?DJ^9‹EJXY687 DJ6?^ EFQ:BaPFB=[W9‹E&90PÊBEJP XYEFQ=9?>YV86?DJX¬EJQW^PX@PWR:PFQWXY7:V

^.R&QìDFBZPÊBZ9;D&Q0B¨6?DFEeEF6 s9;D&[êEFQ:B&Q\9;>@>YBa7WV?BZP.EJQ:9‹E3EJQWBaPFBð[W9‹E&9PFBE&PeAWDFX@7WVEF6êPÊEJ9

EFXÄPnEJXa9;>O>@Ba9?DF7WX@7WV^3BEFQ:6S[:P "!€7:Be6 EJQWBaPFB&Q:9;>@>@B7WV8BaPÒX@PEFQWBãPFQWBBaDPÊX@ÿB36 EJQWBã[W9‹E&9

PÊBEJP$#(^9;7S_>YBZ9;DJ7WX@7WV=9;>@V?68DFXYEFQW^P.DFB%8R:XYDJB3EFD&9;X@7WX@7WVðEFX@^3B`EJQ:9‹EeV?DJ6 PÒEF6S6 98PnE X¬EJQ

DFBZP&CB$EÒEJ6`EJQWB7SRW^.ACBD×6 EFD&9;X@7WX@7WVBW9;^'W>@BaP$ )(sQWXÄP×X@P 6?DBW9;^'W>@B.EJQWB9?PFB' X¬EJQ

]SR**C6?DFE,+ÑB$EF6?D,-ç9.&QWX@7WBaP'/0.0132}]+4-659?7:[87×9?R:PJPÊXÄ9;78WDJ6BaPJPÊBZP/90;:;1·K—A\6?EFQA\BaXY7:V

7W6?7<=:9?DJ9?^eBEFDJXe>@Ba9?DF7WX@7WV=^3BEFQW6N[WPEFQ:9;E9?7êA\B9*:>YX@Ba[EJ66>Ä9?PJPÊX9>?a9‹EFX@6?7ëKÓDFBaV?DJBaP&

PÊX@6?7ÓK¨9;7\[6687:[NXYEFX@6?7:9?>@:DF68A:9;AWX@>@X¬En_BaPÊEFX@^9‹EFX@6?7A ¨TU6?EFQ=DJB$%LRWX@DFBB'CED3F;GEJDJ9?XY7:XY7WV`EFX@^3B

2

6?DHD#BW9;^'W>@BaP5×X@7êEFQ:BI U6?D&PnEJa9?PFBã6?D, XYEFQì9KC6L68D.X@^'W>YBa^3B7LEJ9;EFX@6?7) @LO^'WXYDJXM9;>

6?^'WRWEJ9‹EJXY687.EJXY^3B^3Ba98PÊR:DFBa^eBa7LEJP6?73PÊEJ9‹EJB·6

¦EFQWB·9?DÊEO]+4-ñX@^'W>@B^3B7LEJ9;EFX@6?7:PÑPFQW6

EFQ:9;EEFD&9;X@7WXY7:V.EJXY^3BV?DJ6 P^.R&Q>@68PFBDUEF6IB'CNDÆb$GEJQ:9;7KB'CEDOF$G4/P:;1= <Q·EQ:9?Ps9;>ÄPF6eACBBa7

R

‚—vlopua×pnÂ8gimO²ualnó˜ÂSvamOàNj&jJfr8uafLjs²OÂLgiwij|uafSvfuZwiwiuZàNjFlopU²ÑvmUvp{¦zs{¦§U‚¨xL‚ê©aªZ…;xLlnˆ8j

r8ˆ3‡?gi«­LwiuZf˜®8x:„HªZ…a¯t3vlopngi°af;±‹xS‡;²Og³pn´&jFlnwYvfSrWŠ

(2)

A\BE BaB7K%LR:9?[ND&9‹EJXÒ9;7\[ RWAWXM X¬EJQEJQWB7SRW^.ACBD6 BW9;^'W>@BaP

Q·EH U6?RW>Ä[EFQ:BDJB

6?DJBãACBBSEFDJB^3B>@_éR\PÊB

RW>UEF6çQ\9?BãV8B7WBaDJ9?>=WRWD \6LPÊBã9?>YV86?DJX¬EJQW^P

QWX&Q=9?>Y>@6 EF6`[WB$68^'\6LPÊBEJQWB.>@Ba9?DF7:XY7WV:DF68AW>YBa^ñX@7çPFR&Q=9 s9k_98PEF6[NDJ98PnEJXa9;>@>Y_

DFBZ[NRBÒEJQWB×EFD&9;X@7WX@7WVeEFX@^eB8K:PF6˜EJQ:9‹EXYEV?DJ6 P >@68PFBDsEF6B'CNDOG

þ 7W6?EFQWBaD^36;EJX‹9;EFX@6?7 68D68RWD U6?DeX@PEFQWB×9‹9;X@>@9?AWX@>YXYEn_˜6 &QWBZ9:9?DJ9?>Y>@B>@X@PF^ X¬EJQ

U< >@R:PnEJBD&P2¡B V? ëXY7SR< >@R:PnEJBD&P 5 )Q 9=[NB6?^'C68PFX¬EJXY687ê9;>@V?6?DJXYEFQW^ 6?RW>Ä[êPFB:9?DJ9;EFB

EFQWBK U6?DêXY7ÕEJ98PNP3X@7?6?>SXY7:Vé>@X¬EFEF>@Bð6?D3D&9;DJB 6?^3^.RW7:Xa9‹EFX@6?7ìACBE UBB7ÕEJ98PNPaKEFQWBa7

EFD&9;X@7WXY7:V=EFX@^3B 6?RW>Ä[0ACBDFBZ[NRBZ[êAS_ê6?7WB6?D˜E 6é6?D&[NBD&P6 ^9;V87WX¬EJR:[NB X¬EJQÕPFR&Q

>Y6S68PFB>@_ =6?R*:>YBZ[I>@R:PÊEFBaDJP$

(sQWBA\9?PFXX@[WBa9Ò6 EJQWXÄP :9CBDÑXÄP(EF6×R:PFBU9?7˜XYEFBaDJ9;EFX?Bs[NXSXÄ[NBo9;7\[=6?7%LRWBaD(PÊEFD&9‹EJBV?_

EF6>@Ba9;DJ7˜9 \9;DFEFXYEFX@6?7e6 EJQWB[W9;EJ9PFR&Q.EJQ:9‹EZK;XÄ[NBa9?>Y>@_I20;5(EFQWB \9;DFEFXYEFX@6?7eX@PFPFXY^'W>@BHK‹X B.

X¬E a9;73ACB>YBZ9;DJ7WBa[ XYEFQV86L6N[eV?Ba7WBD&9;>@X@ÿa9‹EJXY687.AS_˜9J>Ä9?PJPÊX9>:BD XYEFQã9×>@X@^eXYEFBZ[9.:9.X¬En_8K

QWX&Q UBK XY>@>Oa9;>@>EFQ:B6HK9?7:[ 2:.53EFQWBð>@Ba9?DF7WX@7WVE&9?P0XY7 BZ9.&QìDFBaV?X@6?7ì6 EFQ:B

:9;DFEFXYEFX@6?7ãXÄPÊPFX@^:>YB&KLX B. LXYE a9;7`ACBÒ>YBZ9;DJ7WBa[' XYEFQV?6S6N[V?Ba7WBD&9;>@XYÿZ9‹EJXY687AL_9?7

^e6N[NBa>:EJDJ9?XY7:Ba[e6?7W>@_e6?73EFQ:BÆBW9?^:>YBZPO6 EJQ:9‹EUDFBaV?X@6?7) Qo73EJQWBÆBa7:[—K8EFQWB3WDFBZ[NXMHEFX@6?7687

93EFBZPnE3C6?X@7LEO9?7ðA\B.6?ANE&9;X@7WBa[òAS_`^3X9NXY7WVãEFQWBHWDFBZ[NXMHEFX@6?7\P6 EFQ:B.[NX9CBaDFBa78E€B<\BaDÊE&PK

BaXYV8Q8EJXY7:V3EFQWBaXYD4WDJBa[NXMHEJXY687:P XYEFQðEJQWB68RNE WRWE€6 EJQWB.VL9‹EJBD !€7WBEJQWBDJB 68DFB68ANEJ9?XY7\P

9 !#"$%'&( *) /+1¦KAWRNEãXYE XY>@>7W6;EãQ\9?BA\BaB7ìEFD&9;X@7WBa[ÕX@7ÕEJQWBòR:PFR:9;> s9k_NP

2¡^9NX@^.RW^ñ>YX?Ba>YX@QW6S6N[—KN^3Ba9;7òP%8R\9;DJBa[BDJDF68DaKLBE 9 P5

(sQWBXÄ[NBa9.6 9;7`]<+O- ^3X9SEFRWDJBÆXÄPO7W6?E7WB$ KL9?>¬EJQW6?R:V?QWDJBSX@6?R:P9‹EÊEJB^'NE&PPFR&Q`98P

,3 U6-/.P :9.\BaDÒ687]SR*\68DÊE +ÑB$EF68D -=XSEFR:DFBZPH/101EJDJ9?XY7WBZ[=BZ9.&Qé]+4- 687=EJQWBH Q:6?>@B

[W9‹E&9PÊBE$ -2BX@7:PÊEFBa98[39?[$86a9‹EJBÆ]+O- ^3X9LEJRWDJBaPÑX@7 QWXM&QBa9.&Q]+4- X@PÑEFD&9;X@7WBa[e6?7:>Y_

6?7I\9;DFE6 EFQWB×[W9‹E&9.PFBEZK8EJ6˜638BD68^eBsEJQWB€EFX@^eB 6?^'W>@BNX¬En_'WDJ6?A:>YBa^ 68D>Ä9;DJV?BÒ[W9‹E&9

PÊBEJP$ 42éB :DF6\6LPÊB×QWBaDFB5) 6/7H8:94%)EF63EJDJ9?XY7òPFR&Qò^eX9SEFRWDJBaPaKW9;7\[ UB X@>Y>ëPFQW6

EFQ:9;E ;< >=*=?EFQ:BaPFB`^3BEJQW6N[WP˜9?DFB @" =?9A&) òEFQ\9;7êEJDJ9?XY7WX@7WVé6?7W>@_6?7WB]<+O-êK

9;7:[éQ:9?B˜B<CBDJXY^3B7LE&9;>@>Y_ð>@Ba98[=EJ6DJBaPFRW>YEJPÒEFQ\9‹E9;DJB67) ),>%B%$6)C%<EDGFH

2éB 6873nB$EFRWDJBÆEJQ:9‹EUEFQ:BÆEJDJ9?XY7WX@7WV˜EFX@^3B46?^'W>@BNX¬En_36

EFQWB WDJ6.C68PFBa[`9*WDJ689&Q X¬EJQ

DFBZP&CB$EÑEF6×EFQ:B7SRW^.ACBDO6

BW9;^'W>@BaPÑXÄPOPFRWA<%8R\9?[ND&9‹EJX

6?D>@9?DFV8Bs[:9‹EJ9PFBE&P -ð6?DJB638BD

EFQWXÄPÒ^eX9SEFRWDJBHa9;7=ACBeBa9?PFX@>Y_:9?DJ9?>Y>@B>@XYÿaBa[—K? QWXM&Q668RW>@[=XY^'WDJ63?B.9?V89?XY7I) .JG=K71L

EFQWB×EJDJ9?XY7WX@7WVeEFX@^3B.

(sQWB€68DFVL9;7WX@ÿa9;EFX@6?76 EFQWB :9.\BaDsV?6SBaPU9?P 6?>@>@6 P#LXY7`EFQWB×7WBSEPFB$EFX@6?7ÓK UBÆAWDJX@BM:_

XY7LEFDJ6N[NRBEFQ:BÒ]+4- ^36N[NB> 6?D >Ä9?PJPÊX9>?a9‹EFX@6?7A .Qo7`PFB$EFX@6?7CN, UB3:DFBZPÊBa78EE 6O?BD&PFXY687:P

6 EJQWBòQ:9;D&[0^3X9LEJRWDJB82}9é7:6?7<=WDJ6?A:9?AWXY>@XÄPnEJXã9?7:[ì96WDJ6?A\9;AWX@>YXÄPÊEFXMã6?7:B5HK 68>Y>@6 BZ[0X@7

PÊBHEFX@6?7QP3AS_òPF6?^3B6?^':9?DFXÄPF6?7:PsEJ6`DJB>Ä9‹EJBa[ò^36N[NB>ÄP Qo7çPFB$EFX@6?7;+I BePÊQW6 BCBDJX9

^eBa7LEJ9;>—DJBaPFRW>YEJPs687`E U63>@9?DFV8B€DJBa9?>·>YX

B×[W9‹E&9ePFBE&P !€7WB×6

EJQWB[ND&9; A:9.?NP6

EFQWB >:D&PÊE

?BD&PFXY687ç6

EFQWBã9?>YV86?DJX¬EJQW^ XÄPÒEFQ:9;EX¬EXÄPÒEFX@Ba[éEF6EJQWB^3Ba9;7P %8R\9;DJBa[=BaDFDJ6?DÒ>@68PJP

RW7

EFX@6?7)

þ

7W6;EJQWBD C68PJPÊX@AW>@BÒ[WDJ9; A:9?3X@PEFQ\9‹EsEFQWBVL9‹EJBDU^.R:PÊEA\BÒEFD&9;X@7WBZ[`687ãEFQ:B4 Q:6?>@B

[W9‹E&9˜PFBEZKW9;7:[`EFQWXÄPs6.CBD&9‹EJXY687I68RW>Ä[`ACBÒEFQWB×AC6;EÊEJ>YBa7WB$?`6

EJQWB QW6?>@B WDF6<Ba[NRWDJB. ((6

9?[W[NDJBaPJPUEFQ:BaPFB×E 6XÄPFPFRWBZPK< UB WDJBaPFB7LEÆ9'WDJ6?A:9?AWXY>@XÄPnEJXR?BaDJPFX@6?76 EFQWBQ\9;D&[`^3X9LEJRWDJB

^e6N[NBa>OX@7PFB$EFX@6?7QN P:< @!€7WB9?[4k9?7LEJ9;V8B˜6 EJQWBWDJ6?A:9?AWXY>@XÄPnEJX 6?DJ^.RW>Ä9‹EJXY687éXÄPÒEFQ\9‹EXYE

SUTÂLgimgim(«ualnjOr8jJàSvpÊvàLwijvafLr׫vH±€m·polnuZf8°Zw³±r?j&­Nj&fSr€uZf×pnÂLjr8vpÊvr8gim·polngiàLˆ?pngiuZf\Šk§w³pnÂLuaˆL°aÂ

²jr?g¬r˜fLupÃÄuln«vawiw³±˜pnjJm·ppnÂLgimÑ‹±?­NuapnÂLjJmog¬m&x;²js‰&uZfV·j&‰Fpnˆ8lnjspnÂSvpÛaÏEWaÍFÎÊîÌiÈaΡЋÍÔkÈaǎÈÅJÍFÇyÅnx

²Og³pn­8lnua­NjJlnw³±épnˆ8fLjHrçm·pnu‹‰FÂLvam·pngi‰°lÊvZr?g¬jJf;p˜r?j&mo‰&j&f‹pHxëpolÊvagifLgifL°òpngi«j3uÀt8XC‚Óm˜gim.«Òˆ8‰FÂ

‰&wiuZmojJlpnu×wigifLjHvlOpnÂSvaf.pnuZY‹ˆSvar?lÊvpngi‰gif˜pnÂ8jf;ˆL«ÒàNjFluaÃÓjFáLv«­Lwij&m&Š

(3)

EFX@6?7?5 (sQWB˜6;EJQWBDÒX@PEFQ:9;EÒXYE4a9;7ðBa>YX@^3XY7:9;EFB.EFQWBeA\6?EÊEJ>YBa7WB$?òAS_PW>@X¬EFEFX@7WVãEJQWB˜EJ9?P6

EFQWB×V89;EFBaDX@78EJ6˜^˜RW>YEFXW>YB×>@6<9;>CV89;EFBaDJPaK8687WB4\BaDUB<\BaDÊE L9.&Q`6 EFQ:BaPFB€>@6<9;>¨VL9‹EFBaDJPX@P

9.HEJR:9;>@>@_ã9.V8B7WBaDJ9;EFX?BÆ^36N[NBa>\EJQ:9‹EV8X8BaPU9˜Q:XYV8QP 6?DJBEJ6˜X@7*WRWE6?B$EF68DJPEFQ:9;EUACB>@6?7:V

EF6eEFQWB×DJBV8XY687ã6 EFQWB9?PJPF6X@9;EFBZ[B<CBDFEs^36N[NBa>}KW9?7:[ãEJQWXÄPs>Y6<9?>¨B<\BaDÊEs7WBaBa[6?7W>@_ãACB

EFD&9;X@7WBa[I X¬EJQ`EJQWB×BW9;^'W>@BaP

DJ6?^ EFQ\9‹EDFBaV?X@6?7) (sQWXÄP WDJ6?A:9?AWXY>@XÄPnEJX€[NB$6?^'\6LPÊXYEFX@6?7X@P

PÊX@^3XY>Ä9;DÑEJ6EFQ:B3- !×]

þ

QF< /N1\^e6N[NBa>:AWRWEXYEX@PR:PFBa[˜EF6

68DF^ 9×Q:9?DJ[:9?DÊEJX¬EJXY68739?7:[37W6?E

EFD&9;X@7WBa[AS_é^9SX@^.R:^ >@X8B>@XYQW6S6N[ 2B`PFQW6 EFQ:9;EEFQWB`X¬EJBD&9‹EFX?B\9;DFEFXYEFX@6?7WX@7WV=9;>@V?6.

DFXYEFQW^ 9.EFR:9?>Y>@_^3XY7WX@^3XYÿaBaP9?7R*\BaDAC6?RW7:[687`EJQWB7WBVL9‹EJX8B€>@6?V.¦>@X8B>@XYQ:6L6N[ 2E QWXM&Q

6?DJDJBaP\687:[WPEJ6`EJQWB3>Y6LPFP€6<RWDFDJX@7WVI QWBa7çQ:9SX@7WVãEJ6 :X?=9PÊX@7WV8>YBeB<CBDFE€EJ6^98B

EFQWBHWDFBZ[NXMHEFX@6?7 5 L CBDJX@^eBa7LEJ9;>DJBaPFRW>¬E&P XYEFQðEJQWBJWDJ6?A\9;AWX@>YXÄPÊEFXMZ?BaDJPFXY687ò6

EFQWB˜Q:9;D&[

^eX9SEFRWDJB^36N[NB>Ó9?DFB WDJBaPFB7LEFBZ[`X@7ðPÊBHEJXY687(0<

õLö÷NøWùú€ûÆüC÷Wýnùö ÷NùûùOøN÷ ëüC÷NùOøÑüÆýÊö

]SR**C6?DFE +ÑB$EF6?DO-=9.&QWX@7WBZP 2}]+4-=P 5 /9001ÓQ:98BÒACBBa7ð9*W>@X@Ba[EF6^9;7S_I>@98PFPFX9>?9;EFX@6?7

WDF68AW>@B^PK(V?Ba7WBD&9;>@>Y_é_SXYBa>@[NX@7WVéV?6S6N[ \BaD

68DF^9;7?B68^':9;DJBa[EJ6=6;EJQWBDe9;>@V?6?DJXYEFQW^P$

W6?D >@98PFPFX9>?9;EFX@6?7ãE&9?PNPKSEJQWB[NB$X@PFX@6?7

RW7HEJXY687òX@Ps6

EJQWB

6?DJ^

PFXYV87

G

! "$#

C&%'(%

G*)+-, 2 0;5

QWBDJB.%0/2134ÆX@POEFQWB5.o[NXY^3Ba7:PÊX@6?7\9;>WX@7*WRNE ?BHEF68DÑ6

9ÒEFBZPnEBW9;^'W>@B?K

/7698;:<'=:?>sX@P

9 >Ä9?PJPÓ>Ä9;ACB>¦K=%

XÄPëEFQWBXY7*:RNE 8B$EF6?D

6?DÓEJQWBA@CB&DEFD&9;X@7WX@7WVBW9?^:>YB8K

X@PëX¬E&P(98PFPF6<XÄ9‹EJBa[

>Ä9?PJPs>@9?A\Ba>}K*D XÄPUEFQWB7SRW^˜A\BaD6

EFD&9;X@7WX@7WV3BW9;^'W>@BaPaK

#

C&%'(%

GUXÄP9C68PFX¬EJX8B×[WB>:7WXYEFB

?BDJ7WBa>

R:7HEJXY687ÓKÓ9;7:[

6 G

'FEFE=EF'

>39?7:[7+.9;DJB.EJQWB':9;D&9;^3BEFBD&P6

EJQWB3^e6N[NBa>

(ëD&9;X@7WX@7WV9;7ð]+O- 687:PFX@PÊEJPsX@7 >:7:[NX@7WV EFQ\9‹E^3XY7:XY^3X@ÿBaPEFQWB68A$nB$EFX?B RW7EFX@6?7

G C G 8

G ) :H

G

I G I I # CJ%

'K%

I G 2:5

PÊRWA4nB$HEEJ6eEFQWB,6?7:PÊEFD&9;X@7LEJP

G

ML

2* 5

9;7:[

LN O

NP Q

@2E 2:N5

(sQWB 8BDJ7WB>

#

CJ%'K%

G a9;7Q:9?BÒ[NX¨BDJB7LE 6?DJ^PKNPFR&Q98POEJQWB59?[NXÄ9;>¨Ts9?PFX@PR:RW7HEJXY687

2Ž5TR 5 # #

CJ%

'K%

I G

TSVUXWZY 8\[]%

87%

I

[b

^ b _

2#P5

X¬EJQ \9;D&9;^3BEJBD

^

(sQWBDJB 68DFB8K&EF6sEFD&9;X@79;7]+4-êK687WBÑ^.R:PÊEëPF6?>?BÑ9 %LR:9?[ND&9‹EJX6NEFX@^3XYÿZ9‹EJXY6874:DF68AW>YBa^òK

QWBDJBUEFQWB7SRW^˜A\BaDÑ6 \9;D&9;^3BEJBD&P(XÄP D, (sQWXÄPÑ^98BaP(EFQWBR\PÊBs6 ]+O-çP 6?DÑ>Ä9;DJV?Bs[W9‹E&9

PÊBEJP×[NX`RW>YE$#)68^'WRNEFX@7WV

#

C&%

'(%

I G 68D×B?BaDF_EJDJ9?XY7WX@7WV :9;X@D 68RW>@[çDFB%LRWXYDJBB'CNDÆb;G

6?^'WRWEJ9‹EJXY687ÓK9?7:[ PÊ68>SX@7WVé^9k_ÁEJ98BòR*ìEF6 B'CED F G ba6?EFBðQW6 UB8BDeEFQ:9;EIRWDJDJB7LE

PnE&9‹EFB¦6

}EJQWBo9;DFE(9?>YV86?DJX¬EJQW^Pë9\BZ9;D(EF6ÆQ\9?BOEJDJ9?XY7:XY7WVÆEFX@^3B 6?^'W>@BNX¬En_P 9?>YX@7WV^˜R&Q

(4)

! #"%$&')(

(sQWB€XÄ[NBZ9˜6 HK!#"$) %&+*4 *)O/P1¨XÄPsPÊX@^'W>@BÆEJ6eB<W>@9?XY7XY79J:DF68A:9;AWX@>@X@PÊEFXM D&9;^3B

68D #V?X?B7ÁE 6éDJ9?7:[N68^3P5‹9;DJXÄ9;AW>@BaP-, / 13/.09;7:[10 / 134?KÑ6?7WB 68RW>Ä[0>@X8B`EJ6

DFB$WDFBZPÊBa7LEÆ9;=?% *% 7 )K 2"< *%43C05, G9?P€9[NB$6?^'C68PFX¬EJXY687ð6 PÊB ?BaDJ9?> )76

<7K6?7\[NX¬EJXY687:9;>U[NXÄPnEJDFX@AWRNEJXY687:PJa9;>@>YBZ[ #) "W68DEJQ:9‹EZKA>:D&PÊEH687:PÊXÄ[NBaD.9 )=

k9?DFXÄ9;A:>YB98KÓEFQWBãXÄ[NBa78EJX¬En_6 9?7 4 ÒEF6=ACBã^368PÊE.9WDF6WDJX@9;EFB 6?DIC,0':0HG @(sQSR:P

EFQWB,6?7:[NXYEFX@6?7\9;>Ó[NXÄPnEJDFX@AWRNEJXY687XÄPDJB DJX¬EFEFBa7)#

3C05, G ;

G

3C8

@<5,8G3

C0=5, G

QWBDJB&> XÄPEJQWB.7SRW^˜A\BaDÆ6 BCBDFEJP€9;7:[?3

C05, G

3C05, ':8

@GX@PÆEFQWB687:[NX9

EFX@6?7:9?>C[NXÄPÊEFDJXYAWRWEFX@6?7 68DEJQWBÒB<\BaDÊEb@ (sQWB×[NXÄPnEJDFX@AWRNEJXY687=3C85,8GÑXÄP a9;>@>YBZ[EFQ:B HK

A\B9;R\PÊB€X¬E WDJ6?A:9?AWXY>@XÄPnEJXa9;>@>Y_39?PJPÊX@V?7\PÑBa9&QãBW9;^'W>@BEJ6˜9?7ãB<CBDFE$ A@ÆPFR:9;>@>Y_eEJQWX@P SX@7:[

6 ^3X9LEJRWDJBeXÄP€EFD&9;X@7WBa[çR:PFXY7WVò97% B67DC>794%B%$6' HDE *%0EFB$&Q:7WX%LRWB8KCEFQ:9;E×XÄPaKCAS_

^eX@7WX@^3XYÿaXY7WVZ8?F

B GHGI)J

3C

B 5% B

GU638BD9˜EFD&9;X@7WXY7:V3PFBE+K

6 CJ%

B ' B GB GMLNL

>

PO QRTSUVW'XY)Z! #"%$&'W(

[BDJB?K86?7WB U6?R:>@[e>@X8BEF6DJB:DFBZPÊBa78EO96&?"</=*%

]\

CJ% G32¡X@7:PÊEFBa98[36 EFQ:B3687:[NXYEFX@6?7:9?>

[NX@PÊEFDJX@AWRNEFX@6?7^3C05,8G&5e9?P9 68^.AWX@7:9;EFX@6?7Á6 PFXY^'W>@BD &?"</=*% ) Q:X&Q 9;DJB a9;>@>YBZ[

9;V89?XY7 ÊB<CBDFEJP' -ð6?DJB 68DF^9;>@>@_?KZV?X?B79EFD&9;X@7WX@7WVBW9?^:>YB4CJ%'

GR/K=KaEJQWB 68>Y>@6 X@7WV

[NB$6?^'\6LPÊXYEFX@6?7XÄPsAWRWX@>¬E#

\

C&% G ; G _

CJ% Ga`

CJ% G 2*+ 5

QWBDJB/`

C(EGOX@PEFQ:BÆ6?RWE WRNE RW7EFX@6?7 68DBCBDFE @&KL9;7:[

_ C EPGOXÄPOEJQWBÆVL9‹EJBDZK. QWXM&QV?X?BZP

96 UBX@V?QLE 68D˜BZ9.&QÕB<\BaDÊEZKV?X?B7Õ9;7ÁX@7*WRWE %@ Qo7ÁV?Ba7WBD&9;>U6?7:BI U6?RW>Ä[0>@X8B`EJ66>\7:[

EFQWBeV89;EFBD

_ C EPGÒ9;7:[ðEFQWBeB<CBDFEJP`

CEPGEFQ:9;EÒ^3X@7WXY^3X@ÿB˜EFQWB˜B<CB$HEJBa[;k9?>YR:B.6 9ã>@68PJP

b3C

\

'CJ%"'

G&G

(sQWBJWDJ6?A\9;AWX@>YXÄPÊEFXM9;7:[=7W6?7<=WDJ6?A:9?AWX@>YXÄPnEJX ?BD&PFXY687:P9;DJBH%LRWXYEFBePÊX@^3XY>Ä9;DZK¨9;7:[ðAC6;EJQ

6?R:>@[A\BR\PÊBZ[X@7ò^9;7S_`9W>YXM9;EFX@6?7:P$

c dfeM hgfiéùö€úÆýn÷NýÊùökj ýls÷Wûø

þ ) 3.^3XSEJRWDFBe6 B<\BaDÊE&PÆDJBWDJBaPFB7LE&PÆ9()%&O-?=?% 4%3) *%06 EJQWBe[:9‹EJ9`XY7LEJ6

PÊRWA\PÊBEJPaK?EJQLR\PAC6;EJQãEJQWB€VL9‹EJBDs9;7:[BZ9.&QãB<\BaDÊEs^.R:PÊEACB€EFD&9;X@7WBa[`6?7EJQWB-m9 %37.[W9‹E&9

PÊBE$ WTUB$a9;R:PFB B4 U9?7LEUEJ6eEFD&9;X@7 6?^'W>@B`^36N[NB>ÄPs6?7>Ä9;DJV?B×[W9‹E&9ePFBE&PK< UB 68RW>Ä[ã>@X8B

XY7:PÊEFBZ9?[òEJ6ãE&9?Be9?[$‹9?78E&9;V8B6 PFR&Qç9`[WB$68^'\6LPÊXYEFX@6?7òEJ6)K<7 "B :94# =3)aC

%8) '77 *?=?) (sQ:9‹EB.PUEJQWBZ?Ba_C6?X@78E6 EJQWB7WB ^36N[NB>ÄP

(sQWBZSXY7:[6

^3X9LEJRWDJB6

B<\BaDÊE&PsEFQ\9‹EXÄP WDJBaPFB7LEFBZ[Q:BDJB 6?RW>Ä[A\B˜9*W>@X@Ba[ X¬EJQ

9;7S_ESXY7:[6

B<CBDFE>YBZ9;DJ7WBDZK8A:RNEaK:98Ps6?RWD >:D&PÊEsV8689?>? s9?PEF69.*W>@_ãX¬E XYEFQð]+4-=PK:>YBE

(5)

(sQWB6?RNEWRNE WDJBa[NXMHEJXY687 98PFPF6<XÄ9‹EJBa[ XYEFQ 9?7 X@7*WRNE8B$EF6?D %

68DEJQWBêQ:9?DJ[ 7W6?7*

WDF68A:9;A:XY>@X@PÊEFXM×^3XSEJRWDFBEFQ:9;E3 BJWDF6\6LPÊB×XÄPÆPFXY^3X@>@9?DEF6ãEFQ:9;EÆXY72#+59?7:[òXÄP368^'WRNEFBZ[

9?P 6?>@>@6 P#

\

C&% G

;

G _

C&% Ga`

CJ% G , 2K0.5

QWBDJBÆ687WBnR:PÊE9?[W[WBa[ã9EFD&9;7:P 6?DJ^9‹EFX@6?76 EFQ:B€68RNE WRWE XYEFQ9EFD&9;7\P BaD RW7?HEFX@6?7

K

6?DBW9;^'W>@BEFQWB€QS_ CBDJAC6?>@XsE&9;7WV8B7LE 68D >Ä9?PJPFX>?a9‹EJXY6873EJ9?PNP 2E Q:X&Q UBQ:98B 6?R:7:[

EF6ãX@^'WDF638BDFBZPÊR:>¬E&P 5 Qo7ðEJQWBJWDJ6.C68PFBa[^36N[NB>¦K\EFQWB˜^eX9SEFRWDJBXÄPEJDJ9?XY7WBZ[EF6^eX@7WX@^3XYÿaB

EFQWB,68PÊE R:7HEJXY687 Q:X&QòXÄPUEFQWBPFRW^ 6 P %LR:9;DJBa[>Y6LPFPFBaP$#

P

B G \

CJ%

B G 8 B

b E 2 5

(ë6eEFD&9;X@7EFQWXÄP^36N[NB>¦K* UB4:DF6\6LPÊB95?BaDF_ãPFXY^'W>@B9;>@V?68DFXYEFQ:^ #

T'WX [Æ9?DJ[7W687<:DF68A:9;AWX@>@X@PÊEFXMÆ^3X9SEFRWDJB

„aŠsÉWHɡԋÍUpnÂLjpolÊvagifLgifL°mojFp gif‹pnu lÊvfSr8ua« moˆLà8mojJpnmÓua×mogi´&jfLj&vl Š

…‹ŠUT\lÊvgif3jHva‰ÊÂ3jJá?­NjJlop"! ÅJÍ}Ú?ÈaÎoÈaÇ}ÍJÌî.uhkjJluafLjuaÃCpnÂLj&mojmoˆ8àLmojJpnm&Š

#

Š%$j&jJ­LgifL°pnÂLjjJá?­NjJlopnmëèLá?jHr:xZpolÊvagif.pnÂ8jO°kvpnjFl&pnuÆ«gif8g¬«gi´&j('¡† )(uZfpnÂLjO²OÂLuawijpolÊvagif8g¬f8°

mojJpHŠ

®?Š*OÍoËÊÛÏLÅnÇyÎFÙ8ËJÇ" moˆLà8mojJpnm&â?ÃÄualjHv‰F˜jJá8va«­Lwij,+.-0/2123 /54Fx

6

moualopOpnÂ8jjJá?­NjJlopnmÑgifr8j&mo‰Jj&fSr?g¬f8°ÒulÊr8jJlva‰J‰&ualÊr?g¬f8°×pnuÒpnÂLjUhZvw¬ˆ8j&m& +.- /4Fx

6

vamomogi°af.pnÂ8jjFáLv«­LwijpnupnÂLjÑèLlnm·p(jJá?­NjJlopëgifpnÂLjÑwigim·p²OÂLgi‰ÊÂÂSvamëwij&mompnÂLvaf7+89;:<=4

jJá8va«­8wij&mÑgif3ualÊr?jJlOpnu×j&fLmoˆ?lnjvÒàLvaw¬vaf8‰&jàNjJp¦²j&j&fepnÂ8jsjJá?­NjJlopnm&Š

©‹Šs{ŽÃ—vÆpnjFln«g¬fLvpngiuZf.‰Jlng³pnjJlngiuZf˜gimÑfLuapÃĈLw³èLw¬wijHr>'ymoˆL‰ÊÂevmOv€°ag¬hZj&f˜f;ˆ8«ÒàNjJluaèg³pnjJlÊvpngiuZfLmOulv

havawig¬rLvpng¬uaf3jJlolnulU°auZgifL°×ˆ8­?)Fx?°Zu×pnuÒm·pnj&­A@‹Š

a6;EJB.EJQ:9‹EPÊEFB :ã6 EFQ:X@P×9;>@V?68DFXYEFQ:^ a9;7éA\BeBa98PÊX@>Y_òX@^'W>YBa^3B7LEFBZ[çX@7(3 777U98P

Ba9.&Q×BCBDFE"a9;7×ACBOEFD&9;X@7WBZ[PÊB$:9;D&9‹EJB>@_6?79[WX¨BDJB7LE@6?^'WRNEJBD =a6?EFB9?>@PF6sEFQ\9‹EPÊEFB$

I9?7=ACBe9?7ç9*:DF6;NX@^39;EFB^3X@7WXY^3X@ÿa9;EFX@6?7 2}9?P€R:PFR:9;>@>Y_ò[N687WBJ QWBa7=EJDJ9?XY7WX@7WVI-; P5HK

EFQ:9;E"9?7,6878EJXY7SRWB DF68^-EJQWBPF6?>@RNEFX@6?72N:9;D&9;^3BEFBD&P5 6?RW7\[9‹EëEJQWBBa7:[6 EJQWB :DFB LX@6?R\P

6?RNEJBD>@6L6XYEFBaDJ9;EFX@6?7)

(sQWBX@[WBa9×6 EFQ:X@P^eX9SEFRWDJBXÄPÑXY7LEJRWX¬EJX8B>@_˜68ALX@6?R\P#‹687WB ) %H)=?%B3 4>%B%$

* *%06 EJQWBeEFD&9;X@7WXY7:VPFBEZK QWX&QéX@[WBa9;>@>@_668RW>@[çDFB$WDJBaPFB7LEÒX@79`ACBEFEFBD s9k_òEFQ:B

PnEJDFREFRWDJBÆ6 EFQ:BÆEJDJ9?XY7WX@7WVePÊBE$

þ

PEFQWXÄPU^3XSEFR:DFBÒX@PU7W687<=WDF68A:9;A:XY>@X@PÊEFXM;K86?7WB49?7`9*:>Y_

X¬E€[WXYDJB$EF>@_ãEF6]+O-=P 6?DB<\BaDÊE&P *Qo7òEJQWBBCBDJX@^eBa7LEJPaK UBQ:9?B &QW6LPÊBa7ò9-; 68D

EFQWBVL9‹EFBaDaKN98P

6?DR:PFR:9;>ë7W6?7<=WDJ6?A:9?AWX@>YXÄPnEJX€^3XSEJRWDFB¦6

¦B<\BaDÊE&P

PO R 'X h "

!€7WB \6LPFPFX@AW>YB[WDJ9; A:9?ã6 EFQ:B,WDJBSXY68R:P^36N[NB>ëX@PEFQ:9;EEFQWB.V89‹EJBD^˜R:PnE€A\B×EJDJ9?XY7WBZ[

63?BDÒEJQWB' QW6?>@B[W9‹E&9PFBEZKë9;7\[=EJQWX@PJ6?R:>@[éA\B3EJQWBeEFD&9;X@7WX@7WVEFX@^eBAC6;EFEF>@B7WB?=6 EFQ:B

QW6?>@B WDJ6Ba[NR:DFB (sQLR\PK?EFQWBPFB$6?7:[eXÄ[NBa9ÒEJQ:9‹E UB WDJ6.C68PFBsQWBDJB?K;XÄPEJQ:9‹EX@7ã9 WDJ6?A:9

(6)

XY76-8!×] þ QF</N1=#\BZ9.&QòB<CBDFE€XÄPÆ9?PJPF6X@9;EFBZ[ XYEFQé9I>< .B38%-7 3C,158 @ G

EFQ:9;E39;7ACB# <5)%3771L6?7EFQWBPFRWA:PFBE K

\TRWERW7W>@X8B -8!×] þ QF<€KSEJQWB WDJ6.C68PFBa[

9;>@V?6?DJXYEFQW^ 6?DJ^P9593 3 *%ð6 EJQWB€[:9‹EJ9EF6.EFD&9;X@73EFQWBÒB<CBDFEJP$ >2 XYEFQ`EFQWXÄP7:B

X@[NBZ9eXY7ò^3XY7\[—KW6?7:B a9;7òBa98PÊX@>@_ã9?[W9.NEsEFQWB WDJBSX@6?R:P9?>YV86?DJX¬EJQW^$9?P 68>Y>@6 P$#

T'WX O [Æ9?DJ[ WDJ6?A:9?AWX@>YXÄPnEJXÒ^3X9LEJRWDJB

„aŠsÉWHɡԋÍUpnÂLjpolÊvagifLgifL°mojFpOg¬f‹pnu lÊvfSr?uZ« moˆLà8mojJpnm ua×mogi´&jf8jHvl `Š

…‹ŠUT\lÊvgif3jHva‰ÊÂ3jJá?­NjJlop 2+ 4UÅJÍ}Ú?ÈaÎoÈaÇ}ÍJÌî˜uhkjJl

#

ŠUT\lÊvgif3jHva‰ÊÂ3wiu‹‰HvwC°kvpnjJl,+ 4UÅ&Í}Ú?ÈÎoÈaÇ}ÍJÌî.uhkjJl" Š

®?ŠÓm·pngi«vpnj˜pnÂ8j­8lngiualnm,+ 54à‹±òfLuln«vawigi´&gifL° ³xëvfSrð‰&ua«ÒàLgif8j.pnÂ8j.°aj&fLjFlÊvpngihkj

«u;r?j&wimOpnuÒuZà8pÊvgif˜pnÂLjsÃ@ˆLf8‰JpngiuZf,+ A4 "!

$#

% &!

'#

()

*,+.- "!0/

#

% "!0/

#

©‹Š*OÍoËÊÛÏLÅnÇyÎFÙ8ËJÇ" moˆLà8mojJpnm&â?ÃÄualjHv‰F˜jJá8va«­Lwij,+.- / 123 /4Fx

6

moualopOpnÂ8jjJá?­NjJlopnmÑgifr8j&mo‰Jj&fSr?g¬f8°ÒulÊr8jJlva‰J‰&ualÊr?g¬f8°×pnuÒpnÂLjU­NuZm·pnjJlngiual

,+ 1-?/213 /542

4357689:8

#

% "!

9:8

#

( )

*,+.- *

7689:8

#

% "!0/;9:8

# x

6

vamomogi°af.pnÂ8jjFáLv«­LwijpnupnÂLjÑèLlnm·p(jJá?­NjJlopëgifpnÂLjÑwigim·p²OÂLgi‰ÊÂÂSvamëwij&mompnÂLvaf7+89;:<=4

jJá8va«­8wij&mÑgif3ualÊr?jJlOpnu×j&fLmoˆ?lnjvÒàLvaw¬vaf8‰&jàNjJp¦²j&j&fepnÂ8jsjJá?­NjJlopnm&Š

ƒ;Šs{ŽÃÓv€pnjJln«gifSvpngiuZfe‰FlngipnjFlng¬uafgimf8uapÑÃ@ˆLw³èSwiwijHr:xL°ZuÒpnuÒm·pnj&­ @;Š

(sQWX@PÆ9;>@V?6?DJXYEFQW^$XÄP68BDJ_ã7WXMBX@7òEFQWB˜PÊBa7:PÊB×EJQ:9‹EXYE .PÆ9A93 B3?) *%ç6 EJQWB.PÊEJ9;7*

[W9;D&[ ^3XSEJRWDFBé6 BCBDFEJP^36N[NB> @7 68DÊEJRW7:9‹EJB>@_?KsPnE&9;7:[:9;D&[ ]+O-=Pò[N687 .E68RNE WRWE

WDF68A:9;A:XY>@X¬EJXYBZP <Qo7òEJQWB,98PÊB×6 9'>@98PFPFX> 9‹EJXY687 :DF68AW>YBa^ XYEFQðPFB?BaDJ9?>)>Ä9?PJPÊBZPK UB[NB

XÄ[NBa[ÕEF6EJDJ9?XY7 6?7:Bð]<+O- \BaDI>Ä9?PJPK2¡687WBK>Ä9?PJP9;VL9;X@7:PnEeEFQ:Bð6;EFQ:BD&P 5e9;7\[ÁEJQWB7ìEJ6

9*W>@_=9>Y68V?XÄPnEJX.DFBaV?DJBaPJPÊX@6?7ò6?7çEFQWB368RNE WRWEJPÒ6 EJQWBã]+O-çPÆEJ668ANEJ9?XY7 WDJ6?A:9?AWXY>@XYEFX@BaPaK

6?>@>Y6 X@7WV /1

< !>= "%TS17 SX #,?B"0A@

(sQWBÆ9;AC63?B9?>YV86?DJX¬EJQW^ XYEFBaDJ9;EFX?Ba>Y_˜^e6N[NX9>:BZP :9?DJ9?^eBEFBaDJPCBEJ6V?6[W6 76?79,DJXYEFBDJX@6?7

QWX&QòXÄP9;7R**CBDAC6?R:7:[6?7EFQWB7WBaV89;EFX?B n6?X@7LEs>@6?V.¦>@X?B>@X@QW6S6S[)#

D CEBG

8GFIH

U

J D CB 'LKG 2EM 5

QWBDJB

D CB 'LKG

B K B

N'OQP 3CR.C

B '(%

B 58 @ G3CRC8

@G 2&0TS 5

QWBDJBGK

B / 6 L

'=:?>XÄP9éAWXY7\9;DJ_ ‹9;DJX@9?AW>YB`EFQ:9;E`PÊBa>YBHE&P.EJQWBZ@}EJQÕB<\BaDÊE 6?DBN9?^

W>YBVUHK XYEFQ EJQWB )7?=*% =?%4) K ?*)

Q

U]' F K B

:ç9;7\[ 2 79/= =?%4) K ?*)

Q

@-'VF

B K B W

DYXM> a6;EJB EFQ:9;EEFQWB n6?X@78E >@X?B>@X@QW6S6S[ 68DB<\BaDÊE @ X@P

3 R C B 'K%

B 58 @G 3 R C B 5% B ':8

@Ga3 R CJ%

B 58

@G2ŽX B. OEFQWBWDJ6N[NRHEã6 EJQWBðB<CBDFE

6?RNEWRNE :DF68A:9;AWX@>@X¬En_e9;7:[eEJQWB>@6a9;>\V89‹EJBDO>@X?B>@X@QW6S6S[?5 ((6DJB>Ä9‹EJBsEFQWXÄPOEJ6 þ >@V?68DFXYEFQ:^ :NK

7W6;EJB€EJQ:9‹E UB9;DJB€EFDJ_LX@7WVeEF6'CBD 6?DJ^#EFQ:B[N6?RWA:>YB^9NX@^3XYÿZ9‹EFX@6?7

FIH

U

R

FIH

U

J B D CB 'ZKG

(sQWBX@[WBa9òXÄPEF6KCBD6?DJ^ 9C6S6?D&[NX@7:9‹EJB[NBaP Ba78E3687D CEB 'ZKGKëX@78 Q:X&Qê9‹E.EFQWB'>:D&PÊE

(7)

EF6ðX@7DJBa98PÊB>D CB 'LK;G a6?EFB3EJQ:9‹E, QWBa71KãXÄP4>*NBa[—K—EJQWBã9;AC63?BeE U6 :DF68A:9;AWX@>@X¬EJXYBZP26?D

EFQWB€B<\BaDÊEU9;7:[>@6<9?>:V89;EFBaD5[NB68R*W>@B?KSPÊ6EJQWB_'9?7A\B€^9NXY^3X@ÿBZ[ãPÊB$:9;D&9‹EJB>@_?K?98POX@7

PnEJB:P :×9?7:[E×6 EFQ:BÆ9;>@V?68DFXYEFQW^ Qo7ã9PFB$6?7:[3PÊEJ9;V8Bs6 Ba9&QeXYEFBaDJ9;EFX@6?7ÓK BXÄP >SBZ[—K?9?7:[

K.XÄP^36N[NX9>:Ba[ XYEFQ=PÊEFB$;P3XY7ð68DJ[WBDsEF6`XY7DFBZ9?PFBD CB 'LK;G,2¡QWBaDFBXYEÆXÄPÆ9?7=9*WDJ6;NXY^9;EFB

QWBRWDJXÄPnEJXÒ6.WEFX@^eX@ÿa9;EFX@6?7ÓKWEF6PF98B46?^'WRNE&9‹EJXY687:P5

WRWDFEFQWBaDF^368DFB8K?EJQWB4DFXYEFBaDFX@6?7VD CBGXÄPU9?7`R*\BaDUAC6?R:7:[`687ãEJQWB n6?X@78Es7WBaV89‹EJX8BÆ>@6?V.

>YX?Ba>YX@QW6S6N[ #

P

CBG

8 B

N'OQP 3 RC

B 'K%

B G B N'OQP C

3CR.C

B '(%

B 58 @Ga3 RC8

@G G 2&0.0;5

PÊX@7B8K< X¬EJQòEFQWB 6?7:PÊEFD&9;X@7LEJPs6?7 K

N$O0P C 3 RC

B 'K%

B 58 @G3CRC8 @G&G

N$O0P C K B3 RC

B 'K%

B 58 @ G3CRC8 @ G G

K B

N'OQP C3 RC

B 'K%

B 58 @G3CRC8

@G&GE

(sQWBXÄ[NBZ9ç6 ^3XY7:XY^3X@ÿX@7WV9?7ÁR*\BaDeAC6?R:7:[Á687Õ9é^36?DJB[NBZPÊX@DJ9?AW>@B 68PÊE RW7EFX@6?7ìX@P

9;>@DFBZ9?[N_ 6?RW7\[XY7Ok9?DFXÄ9‹EJXY687:9;>8>YBZ9;DJ7WX@7WV^3BEFQ:6S[:P a6?EFBEFQ:9;E(AC6;EFQ6LPnE R:7HEJXY687:P 2¡EFQWB

7WBVL9‹EFX?BÒ>@6?V·>@X8B>@XYQW6S6N[`9?7:[VD CEBG&5 XY>@>¨EJ9-?B >@68PFB ‹9?>YRWBZP QWB7EJQWB×V89‹EJBD^9;7\9;V?BZP

EF668^:RNEFB9eQ:9?DJ[NBaD :9;DFEFXYEFX@6?7A

ê÷ Óø ýU÷WûÆø êù 0 M

(sQWB˜XÄ[NBZ9`6

^3XSEJRWDFBe^36N[NB>ÄPÒX@P %LRWXYEFBe6?>Ä[ç9?7:[çQ\9?P€V?X?B7éDFXÄPFB.EJ6 8BDJ_ C6.:RW>@9?D9;>9

V?6?DJXYEFQW^PaKLPFR&Q98POEJQWB4 Ba>Y>9KS7W6 7H!K"$Z%'&+* #) /+1 QWBDJBÆEJQWB 68PÊE RW7HEJXY687

X@PUPÊX@^3XY>Ä9;DEF6eB$%LR:9;EFX@6?7 25AWRNE QWBDJBEJQWB€VL9‹EJBD9?7:[EJQWBÒB<\BaDÊE&P9?DFBEFD&9;X@7WBa[—KLR:PFXY7:V

V?D&9?[NX@B7LEë[NBZP B7LE(68D)L -êKZ6?7EJQWB QW68>YBU[W9‹E&9PFBE 2}9;7:[7:6;E(PFRWA:PFBE&P 5ë9;7:[ÒEJQWBX@DA:9?DJ9?^

BEFBaDJP9;DJBsEFD&9;X@7WBa[PFX@^.RW>YEJ9?7WB68R:PÊ>@_. [B7?B€PFR&Qã9?7ã9;>@V?6?DJXYEFQW^ X@P %8R:X¬EJB€[NBa^39?7:[NX@7WVX@7

EFBDJ^P6 DJBaPF6?R:DBaP QWBa7òEFQWB.[:9‹EJ9`PÊBEÆX@PÆ>@9?DFV8B?KNX EFD&9;X@7WX@7WV3EFX@^3B˜P 9;>@BaP>YX?BJB'CNDG

X¬EJQ :.

Qo7`EJQWB^36?DJBÒDJB$B7LE D "B>4% @F ?=%RH!K"$U^36N[NB> /101·KSEFQ:B9;RNEJQW6?DPFQW6 PsQW6

EF6DJBW>Ä9.BUEFQWBB<\BaDÊE&P32yEn_WXM9?>Y>@_H-; P5AS_3]<+O-=PO9?7:[3V?X?BZPÑ9>@Ba9;DJ7WX@7WV9;>@V?68DFXYEFQW^

6?DsEFQ:X@P^36N[NBa> ?!€7B9;V89?XY7`EFQWBDJBaPFRW>YEFX@7WV3^3XSEFR:DFB×XÄPUEFD&9;X@7WBa[On6?X@7LEF>@_`6?7EFQ:B4 Q:6?>@B

[W9‹E&9ðPÊBEaK(9?7:[QWBa7B`[W6LBZP7W6?E˜PF6?>?BeEFQWB %LR:9?[ND&9‹EJXeA:9?DFDJX@BD QWBa7êEFQWB[W9‹E&9ðPÊBE.X@P

>@9?DFV8B.

Qo7ç9;7W6?EFQWBaD.B$N><6& 6=?%" Æ9.*WDJ689&Q8/M1·K\EFQWBe9;RNEJQW6?D&P WDJ6.C68PFBEJ6>:D&PnE×[NX

LXÄ[NB.EFQWB.EFD&9;X@7WXY7:V`PÊBE€R:PFX@7WV`9;7çRW7:PFR*\BaDSXÄPÊBZ[ð9;>@V?68DFXYEFQW^ñEF6 >@R:PnEJBD€EFQWBe[W9‹E&9 2yEn_<

Xa9;>@>Y_ò93^3XSEFR:DFB6 7×9;R:PJPÊXÄ9;7\P 5KWEFQ:B7òEFD&9;X@7=9;7ðB<\BaDÊEH2}PÊR?&Q=9?P9?7ç]+O-656?7ðBZ9.&Q

PÊRWA\PÊBEU6 EFQWB[W9;EJ9J6?DJDFBZP&C6?7\[NXY7:VEF6e9H>YR:PÊEFBaDaKS9;7\['>:7:9?>Y>@_DFB68^.AWX@7WBEJQWBÒ6?RNE WRNEJP

6 EFQWB˜B<CBDFEJP$ '[BaDFB8KWEJQWB.9;>@V?68DFXYEFQ:^ñ[N6SBaPÆXY7\[NBBZ[òEFD&9;X@7ðPÊB$:9;D&9‹EJB>@_ãEFQ:BB<CBDFEJP687

PÊ^9;>@>¨[W9‹E&9˜PFBE&PKL>YX?BÆEFQWB4WDJBaPFB7LEU9?>YV86?DJX¬EJQW^òK8A:RNEEJQWBDJBÒX@P7W6e7W6;EJXY687ã6 9?7ãXYEFBD&9‹EJX8B

DFB·98PFPFXYV87W^3B7LE€6 EJQWBBW9;^'W>@BaP€EJ6B<\BaDÊE&P9.6?D&[NX@7WVãEJ6EJQWBWDJBa[NXMHEJXY687ç^9?[WBeAS_

EFQWBeV89;EFBDÒ6 QW6 UB>@>(BZ9.&QçB<\BaDÊE4\BaD68DF^PÒ6?7=BZ9.&QéBW9;^'W>@B. )!€RWDÒB<\BaDFX@^3B7LEJP

PÊRWV8V?BZPnEUEFQ:9;EEFQWXÄPBa>YBa^eBa7LEX@PsBZPFPFB7LEFXÄ9;>¨EJ6eEFQWBPFRBaPJPs6 EFQWB9?>YV86?DJX¬EJQW^

(X@7:9?>Y>@_?K‹EJQWBO3L-) N%H H6-=?9/O/904S1:XÄPO9ÒEFB&QW7WXM%LRWBEF6J:9;DFEFXYEFX@6?7eEFQ:B

(8)

6 EJQWB.EJBaPÊE×[:9‹EJ9`EF668^.AWX@7WB.EFQWBWDJBa[NXMHEJXY687:P (sQWXÄPÒ^eBEFQW6N[P a9;>@BaP€>YX@7WBZ9;DJ>Y_XY7éEFQ:B

7LR:^.ACBD6 EJDJ9?XY7WX@7WVÆ[:9‹EJ9:KkAWRNEX@P(XY7 9.E9J# 4)3" =.Bë^3BEFQ:6S[˜9?P(X¬E 9?7W7W6?E(6.CBD&9‹EJB

6?7˜9ÒPFXY7WV8>YBEFBZPnEÑBN9?^'W>YB

þ

V89?XY7ëKaEJQWXÄPÑ9;>@V?6?DJXYEFQW^ 9?PJPFXYV87:PÓEJQWBsBW9;^'W>@BaPD&9;7:[W6?^3>Y_ÒEJ6

EFQWB×B<CBDFEJP42¡AWRWEUEJQWBTs9k_?BaPFXÄ9;7 D&9;^3B U6?DH U6?R:>@[`XY7 WDFX@7X9W>@B×9;>@>Y6 EJ6J>:7\[`ACBEFEFBD

9?PJPÊX@V?7W^3Ba78E&P 5

.; Óø:ý (ö÷ ø:ú e ùö çøWù€ýajFý(8÷WýÊü ýU÷WûÆø

Qo7EFQWXÄPPFB$HEJXY687ê9;DJBWDFBZPÊBa7LEFBa[çE U6=PÊBEJP6

B<\BaDFX@^3B7LEJP 6?^':9;DJX@7WVEFQWBã7:B 7W6?7*

WDF68A:9;A:XY>@X@PÊEFXM^3X9LEJRWDJBaP6

]+4-=POEJ6.6?EFQWBaD^9.&QWX@7WB>@Ba9?DF7:XY7WV˜9;>@V?6?DJXYEFQW^P$ 9a6?EFBÆEFQ:9;E

9;>@>EJQWBaPFBB<\BaDFX@^3B7LEJP˜Q:9?B`A\BaB7 XYEFQÁEFQWB %3=?9ç>YX@AWD&9;DJ_. I(sQWB6?^'WRWEFBD&P.EFQ:9;E

BaDFB×R:PFBa[Q:9?[

þ

EJQW>Y687 0 :7ÒQWÿ.<G@ÆP$

T" U B!""A!"A XZ '"%

2éBÒ[NX@[9.PÊBaDFX@BaPÑ6

B<\BaDFX@^3B7LEJP6?7':9?DÊE6

EFQWB %3) \[:9‹EJ9.PÊBE >2éB€^36S[WX>:BZ[

EFQWB50;=>@98PFP >@98PFPFX> 9‹EJXY687IWDJ6?A:>YBa^ X@78EJ6ã93AWX@7:9;DJ_I>Ä9?PJPFX>?a9‹EJXY687 WDJ6?A:>YBa^ QWBDJB×EFQ:B

V?689?> s9?PEF63PÊB$:9;D&9‹EJB3>Ä9?PJP H 2yEJQWB×^368PÊEU7SRW^3BDJ6?R\P5

DF68^ EJQWBÒ6;EFQ:BD +H>@98PFPFBaP$ .L9&Q

BW9;^'W>@B U98P[NBaPDJXYACBa[ìAS_ PNX@7*WRWE

Ba9;EFRWDJBaPaKÑBa9&QÕ7W68DF^9?>YX@ÿBZ[ÁAS_Õ[WXSXÄ[NXY7:VAS_

EFQWB^9NX@^.RW^

6?RW7\[é687EFQWB3EJDJ9?XY7WX@7WV=PFBE A(sQWBã[W9;EJ9òPÊBEQ:9?[^36?DJBeEFQ:9?7 P S0S:KSQS0S

BW9;^'W>@BaP9?7:[ãEJQWXÄP9;>@>Y6 UBa[`R:PsEJ6:DFB$:9;DJBÒ9PFBDJX@BaPU6 B<CBDJXY^3B7LE&P9?P 6?>@>@6 P#

! þ

PÊB$:9;D&9‹EJBÆEJBaPÊEÆPÊBE6 P SWKS0SQSBN9?^'W>YBZP U98PsR:PFBa[ 6?^':9?DFB9?>YV86?DJX¬EJQW^P

! þ

‹9?>YXÄ[W9‹EJXY687çPFBE×6

0TS:KSQS0S3BN9?^'W>YBZP3 s9?P€R:PFBa[òEJ6PFB>@B$EÒ9?^e687WV]<+O- QS_CBD

:9;D&9;^3BEFBD&PaKÑ7LR:^.ACBDã6

BCBDFEJPaKO6

VL9‹EFBaDQWXÄ[W[NB7 R:7WX¬E&PKU9;7:[ìVL9‹EFBaD3EFD&9;X@7WX@7WV

BC6<&Q:P

!

(ëD&9;X@7WX@7WVPÊBEPÊX@ÿBZ‹9;DJX@Ba[

DJ6?^ 0TSQSWKS0S0SEF6ENQSQSWKS0SQS*

!

(sQWB3Q:9;D&[é7W6?7<=WDJ6?A:9?AWX@>YXÄPnEJX.^3XSEFR:DFBZP×Q:9?[ DF68^ 0TS`EF6P0S`BCBDFE.]+O-çP X¬EJQ

7×9;R:PJPFX@9?7 8BDJ7WB>#"LEFQWB,- V89‹EJBDQ:98[`ACBE UBBa7 :-P˜9;7:[(P SQS.Q:X@[W[WB7òRW7WXYEJP$

]SXY7?BÒEFQWB7SRW^˜A\BaDs6 BW9;^'W>@BaP s9?P %LRWX¬EJB×>@9?DFV8B?KLEFQWBPJ9;^3B×QS_ CBD =:9;D&9;^3BEJBD&P UBDJB

PÊBa>YBHEFBZ[ 68D9;>@>ÓXYEFBD&9‹EJXY687:PU6 EFQWB9?>YV86?DJX¬EJQW^$9;7\[ 68D9;>@>¨EFQWB.]<+O-B<CBDFEJP$

2éB,6?^':9;DJBa[`6?RWD^36N[NBa>@PUEJ6

!

9çPFXY7:V?>@BI- EFD&9;X@7WBa[ XYEFQÕ9ð^3Ba9;7*·P %LR:9;DJBa[BDJDJ6?DJDFXYEFBaDFX@6?7ÓK9;7:[ Q:BDJBãEFQ:B

7SRW^.ACBD6 QWXÄ[W[NBa7éRW7:X¬E&P U98P€PFB>@B$EFBZ[ç687çEJQWB8k9?>YXÄ[W9;EFX@6?7PÊBE2DF68^ :-PãEF6K:-P0S

RW7WXYEJP5HK

!

9ðPÊX@7WV8>YB`]+4-êKA Q:BDJB3EFQWB\9;D&9;^3BEJBD6

EJQWBC?BaDF7:B> s9?P9?>@PF6ðPÊBa>YBHEFBZ[6?7EFQ:B

‹9;>@X@[W9;EFX@6?7òPÊBEaK

!

9`^3X9SEFRWDJB˜6

]+4-=P4 QWBDJBEJQWB3V89‹EJBD4 U98PÆDJB:>@9Ba[=AL_ð9 687:PnE&9;7LE 8B$EF6?DZK¨9?P&

PÊX@V?7:XY7WVeEJQWBPF9?^3B4 UBX@V?QLEU‹9;>@RWBÒEF6B ?BDJ_B<CBDFE$

$ vHhZvg¬w¬vàLwijÆvp

¸;£k£a¶&%(''*))+)ëŸ}£;‘a•;H¸(ŸoH¸

Š

, TÂLjéíLualnjJm·p=rLvpÊv0mojFpògimòvHhavagiw¬vaàLwijéuZf pnÂLjçd{3²j&àLmog³pnjvppnÂ8jçÃ@uZwiwiu²Ogif8° vZr8r?lnj&mom&â

£a¶.%#'' £a¶ëŸo›k/CŸy Lk›CŸ¦”aµa 0'¶k Z“0'&¢L¤;&¸S›H™?”01’k”Z¤Z•a™S›H™;š01Hµ;¤Z£‹¤“8¤2/a”3/+';Z‘*4k£‹œa¶?”2'kk‘54k£kœa¶8”¨Ÿo›H™ ‘ Š

(9)

PÊBEU6 0TSQSWKS0S0SÒBN9?^'W>YBZP <((6˜PFB>@B$Es9?^e687WVEJQWB ‹9?DFXÄ9;7LEJP6 EFQWBÒQ:9;D&[`]+4- ^3X9LEJRWDJB

B6?7\PÊXÄ[NBDJBa[ \BaD 68DF^9;7?B638BDEJQWB5k9?>YXÄ[W9;EFX@6?7çPFBE×9?PO Ba>Y>Ñ9?PÆEFD&9;X@7WX@7WVEJXY^3B. þ >Y>

EFQWB€]<+O-=PÑR\PÊBZ[

^

:<E (sQWB€PÊBa>YBHEFBZ[e^e6N[NBa>WQ:98[8P0S×B<CBDFEJPO9?7:[39×V89‹EJBD XYEFQ0BP0S

QWX@[:[NB7ãR:7WX¬E&P

þ

^36N[NBa> XYEFQ P0S0S×QWXÄ[W[NBa7ãRW7WXYEJP 68RW>Ä[3Q:9?BV8X8B7ã9 CBD 6?DJ^9;7B6

* 0$63?BDEFQWB˜EFBZPnE×PÊBE€AWRNE4 68RW>Ä[ðQ:9?B×E&98B7;0TS3^3XY7SRNEJBaP€6?7=687WB^9.&Q:XY7WB 2Ž9?7:[

0TMNe^3XY7SRNEJBaP687 P0Se^39&QWX@7WBaP5

¾Sº SÀ

uZ«­LvlngimouZf=uaÃO­NjFloÃÄualn«vfL‰&jàNjJp}²j&jJf=vafçt8XC‚'·„H¯Z¯Â8gYr8r8j&fˆLfLg³pnm )Fx¨v3mog¬f8°Zwij

‡;tx8v҈8fLg³ÃÄuln« ‡?t «g³á;pnˆ8lnj²OÂLjJlnjspnÂ8js°kvpnjJlvaw³²Ñv&±?muZˆ8pn­8ˆ8ppnÂ8jsmnva«jUhZvw¬ˆ8j,<= Ã@ual

j&va‰ÊÂ3jJá?­NjJlopHx8vafLr˜èSfLvawiw³±.pnÂ8jsÂSvlÊrefLuaf8ŒŽ­8lnuaàSvàLgiwig¬m·pngi‰«g³á;pnˆ8lnjuaÃë‡;tem('¡§wi°Zulng³pnÂL« „=)FŠ

teu;r?j&w:ˆLmojHr T:lÊvagif TCjJm·p Tgi«j,'y«gif;ˆ8pnj&m ) {ŽpnjJlÊvpngiuZf

Ólolnul',) '·„Ɓ‚Ód )"'Ž©¯‚ÓdUm)

mog¬f8°Zwij€t8XC‚ „;Š©aƒ„H†?Ši„H© ƒ …a©

mog¬f8°Zwij€‡?st „&ƒ?Š¯ #

„Hƒ?Šƒ „Hƒ;„Hƒ

ˆLfLg³Ã@ualn« ‡?st «g³á?pnˆ?lnj „&ª?ŠƒZªÒ…a¯?Š

# „ ® # „ „

ÂSvlÊr.«g³á?pnˆ?lnjUuÃ(‡?tem ©‹Šª?„ñª?Š…a† „a„Hª

# ©

(sQWBQ\9;D&[˜]+4- ^3X9LEJRWDJB68RNE CBD 6?DJ^3Ba[.9?>Y>S^36N[NB>ÄPXY7˜EFBaDF^P6 EFD&9;X@7WXY7:VÒ9?7:[EJBaPÊE

BDJDF68D$ Xa6?EFBEJQ:9‹EEJQWBEJDJ9?XY7WX@7WV3BDJDJ6?D6 EFQ:B.PÊX@7WV8>YB]+4- X@PQ:XYV8QðA\B9;R\PÊB×XYEJPQS_CBD

:9;D&9;^3BEJBD&P3 UBDJB3PÊBa>YBHEFBZ[=EJ6ò^eX@7WX@^3XYÿaBBDJDF68D€687çEJQWB8k9?>YXÄ[W9;EFX@6?7PÊBE2Ž6;EJQWBD ‹9;>@RWBaP

6?R:>@[`_LX@B>Ä[`EF6e^.R&Q>Y6 UBDEFD&9;X@7WX@7WV˜BaDFDJ6?DAWRNE>Ä9;DJV?BDEFBZPnEBaDFDJ6?D 5 Q·E s9?Ps9?>@PF6.^˜R&Q

9?PÊEFBDZKCB?Ba7ð6?7=687WB.^9&QWXY7:B?KWEJQ:9;7=EFQWB3PÊX@7WV8>YB˜]<+O- 9?7:[=PFXY7?BEJQWB.^3X9SEFRWDJBH6?RW>Ä[

Ba9?PFX@>Y_A\B:9?DJ9?>Y>@B>@XYÿaBa[ 2¡BZ9.&Q=B<\BaDÊE 9;7ðACB˜EFD&9;X@7WBa[ðPFB:9?DJ9;EFBa>Y_*5HK? Be9;>ÄPÊ6`DFB$\68DÊEJBa[

EFQWBÒEFX@^3B×X¬EsEF6S6>3EF6˜EFD&9;X@7`6?7 P S˜^9.&QWX@7WBaP$ Qo79J>:D&PnE9‹EFEFBa^WEUEJ6˜R:7:[NBD&PÊEJ9;7\[EFQ:BaPFB

DFBZPÊRW>YEJPaKë687WB9?709‹E.>@Ba98PnEePF9k_çEFQ:9;EEFQWB \6 UBD.6

EFQWB^36S[WB>[W6LBZP7W6?E.>@XYBã687W>@_éX@7

EFQWB- V89;EFBDZK—PÊX@7Bã9PFX@7WV?>@B- s9?P4WDJBEFEn_çA:98[—KÓXYEX@P×7WBaX¬EJQWBD.6?7W>@_=ACB$9?R:PFB

BÒR:PFBa[ò]+O-=PaKWPFXY7BÒ9ePFXY7WV8>YB]+4- s9?P7W6?E98PUV?6S6N[`9?PEJQWB×Q:9;D&[ã^3X9LEJRWDJB?KN9;7:[XYE

U98P7W6?EU687W>@_A\B9;R\PÊB4 B×[NXSX@[NBZ[EJQWB WDF68AW>@B^ XY7LEJ6˜^9;7S_ãPFRWA<=WDJ6?AW>@B^PUPÊX@7B€EFQ:B

RW7WX

6?DJ^#^eX9SEFRWDJB€9?>@PF6,CBD

6?DJ^3Ba[ãA\9?[N>@_. Q·EsPFBBa^POEJ6.ACBÒ968^.AWX@7:9‹EJXY6876

9?>Y>\EFQ:BaPFB

B>@B^3B7LEJP$

Qo768DJ[WBDsEF6>:7\[òQW6 EJQWB.9;>@V?68DFXYEFQ:^ Pa9;>@Ba[ X¬EJQðDFBZP&CB$EsEF63EFQ:B7SRW^.ACBD6

B

9;^'W>@BaPaK UBÒEFQWBa7 6?^':9?DFBZ[EFQ:B×PJ9;^3BÒ^3XSEFR:DFB×6 B<\BaDÊE&P 2#P0S.BCBDFEJPaK 0BP0S.QWXÄ[W[NBa7

RW7WXYEJP€XY7òEJQWBV89;EFBaD5s687=[NX9CBaDFBa78EÆEFD&9;X@7WXY7:VãPÊBE€PÊX@ÿBZP XYV8RWDFB0˜PÊQW6 PEFQWB@k9?>YXÄ[W9;EFX@6?7

BDJDF68D6 EFQWB×^3X9LEJRWDJB€6 ]+4-=P X¬EJQ`EJDJ9?XY7:XY7WVePÊBEPÊX@ÿBZP DJ6?^ 04S0S:KSQS0S×EJ6@N S0SWKS0SQS* Q·E

PÊBaB^PEFQ:9;EaKAG7) 69<)R J 6&% 9<)G3 *="$793J5) 9 !.K"$ %&

DGF H ) )=37)O7<371L m :9;)K ?= % 9 "< 2@%&5 <7)(9;7:[=7W6;E %8R\9?[ND&9‹E

Xa9;>@>Y_ç98P×9 >@98PFPFXM9;>Ñ]+4- )Q·EX@P×X@7LEFBaDFBZPnEJXY7WVEF6ðPFBB 6?DX@7:PÊEJ9?7B˜EFQ:9;EEFQWB3^3X9LEJRWDJB

6 ]+4-=P4 U98PÆ9?AW>YB˜EF6PÊ68>8B˜9IWDF68AW>@B^ 6 N S0S:KSQS0S3BW9?^:>YBZPÆX@7ç>@BaPJPEJQ:9;7N`QW68RWD&P

2¡6?7(P S'6?^'WRNEJBD&P 5 QWX@>YB×XYE 68RW>Ä[`Q:98BÆE&98B7`^368DFBÒEFQ\9;76?7WB×^36?7LEFQEF6ãPF6?>?B€EFQ:B

PF9?^eB WDJ6?A:>YBa^ X¬EJQð9ePFX@7WV?>@B]+O-

(X@7:9?>Y>@_?K>:V?RWDJBJ:3PFQW6 PsEFQ:B.B86?>@RNEFX@6?7ò6 EJQWBEJDJ9?XY7WX@7WVã9?7:[ ‹9;>@X@[W9;EFX@6?7òBDJDJ6?D&Ps6

9ãQ:9?DJ[ò^3X9LEJRWDJB˜6 P S`]+4-=PÒV89;EFBa[òAS_ð9;7 - X¬EJQ0BP0SQWXÄ[W[NB7éRW7WXYEJPaK—[NRWDJXY7WV P

X¬EJBD&9‹EFX@6?7\P6 EFQWB€9;>@V?6?DJXYEFQW^ (sQWXÄPOPFQW6?RW>Ä['687 SX@7BsEJQ:9‹EÑEJQWBXYEFBaDJ9;EFX?B :9?DÊEJX¬EJXY687W7WX@7WV

X@P(BaPJPÊBa7LEFXÄ9;>LXY768DJ[WBDÓEJ6€68ANEJ9?XY7.V?6S6N[ \BaD

68DF^9;7?B. Q·E(XÄP9;>ÄPÊ6O>@Ba9;DëEFQ:9;E(EJQWBUB^'WX@DFXM9?>

Références