!#"%$'&(*)+)-,/.10325403,4768):9;(*)+!7<$=)->@?@03(*A B:C D-E:FHGGJILKMNPO I+D+QRO GS3QRT UVGJW3X3BVFZY[K\'BVYHNZ]VIRO ^`_3CO MJ]VC acb@da`e+f5gihjgik-g5lnmpoJqr;s:tuJe-vwlwsx@oPyzyzlZqHvwl a{b@d}|@~+oPyzuf+Vug5f5oJelwf5l[uJqHv5~xlHeVg5lZq RoJq5Vg5o@e ;lZhjJ~Vg5fw-' w* wwV*V+ZL H*¡`¢@uqHlf5omcgi@uqHluPlZeVg5f'gi~-uguJk-g5oy£ugihjvwu¤¥¤j¦%uPgi~+lZq;ue+s vwo¤¥¤jug5lh¥eVmcoJqHyzuPgihjoJe§m`qHoPy¨yk:¤jgih¥©V¤jloJeVª{¤¥h¥e-ltlZe-s:oqHf1uJ«3ok+g1gi~-l©Vq5hjvwlue+s h¥e+vZqHl[ufih¥e-°h¥ee*k-yn«±lZq ¬uJe-k-szuJ¤¥hjf5gio¦©:~Vohjm'f5giv[hjoJvwe-ugifihjk+oyze-lHqfi~+Poo*©:o*«±s:of£g5f@uJue-qHs®l/~+f5lHlHqH¤¥©:thjh¥vwe-lwzfwRyzoqHuJl@©VhjuJs¯e-¤j¦ szyzoqHl«Vk-¦lZqHfRyh¥eVhjyhj²wl lZ³*©3lHe+s*hjgik:qHl ue+syzu³*hjyhj²wl f5uPgihjfimcuvwgihjoeape%qHl[fi©3oJe-f5lg5ogi~:hjf£giqHlZe+s3hjghjf uJeVgihjvHh¥©+uPg5lwsgi~-ugf5lZ¤¥¤jlZqHf@h¥¤¥¤8vwoPyzl'g5o´qHlZ¤j¦1oJe3µH¶c·H¸ Z*¡`¢Huk+g5oPyzug5lws uPlZeVg5f gi~-uglwy©V¤jo¦©Vq5hjvwlZª¹f5lwg5gih¥e-u¤joq5hjgi~+yzf'h¥eue uPg5g5lwy©-gºg5o´yzu³*hjyhj²wl©VqHoJ»-g5fw apegi~Vhjf/©-uJ©3lZq-ufihjy´©:¤jllwv[oJe-oyhjvyzo*sVlZ¤3hjf@©:qHo©3of5l[suJe-sue+u¤j¦*²wlws3+@~Vhjv¼~ hjf'h¥eVg5lZe-s:l[s%g5ov5~+uqHuvwg5lHq5hj²wl1f5oyzlzom@gi~-l¤¥h¥½lZ¤j¦hjy©-uvwg5fomuz©:qHo¤¥h¥mclZqHuPgihjoJe oJm¾fi~+o©:«±og5fuJe-s©Vq5hjvwlZ«3oPg5fw ape¿usVs¯hjgihjoe%g5o£s:lwf5vHq5h¥«:h¥e-gi~-lwoJqHl[gihjvwuJ¤8h¥eVtPlwf5gihjuPgihjoJe-fJLgi~:hjf©+u©3lZq;uJ¤jf5o1uhjyzf g5o@uJqHsu©VqHuvwgihjvwu¤@kVe+sVlZqHf5g5uJe-s*h¥e3%oJmgi~+l1giqHusVlwoÀ3f«3lwg¹@lwlZe©:qHo»+g5u«:h¥¤¥hjg¹¦ uJe-szvwoPy©Vk+g5uPgihjoJe-uJ¤8ue+szh¥eVmcoJqHy£ugihjoJe-uJ¤¾vwoy´©:¤jlZ³*hjg¹¦1oJm3©:q5hjv[lZ«3oguJ¤joq5hjgi~+y£fw rvwoy´©+uqHugihjtl1f5gik-s:¦oJmuf5lHq5hjlwfom/©Vq5hjvwlZª¹f5lwg5gih¥e-f5giqHug5lwhjlwfnhjf'©VqHlwf5lZeVg5l[sÁ h¥e-vZ¤¥k+s*h¥e-:ÂuPyzlZª¹gi~-lwoJqHlwgihjvùÄ'|;ÅZy´¦o©+gihjy£uJ¤zÃcd ÆÅZ8sVlZq5hjtugihjtl mco¤¥¤joJ@h¥e- ÃcÇ'ÈRÅZ¾uJe-s°e-o qHlwJqHlwg¤jlwuq5e:h¥e-§Ãc';ÅZ8|@~+l1sV¦e+uPyhjv«3lZ~-uthjoJqgi~-ugzuq5hjf5lwf uy£oJe-vwo¤¥¤jlwvwgihjoe+fomÁ©Vq5hjvwlZ«±og5f'ue+sfi~+o©:«±ogiª¹uf5fihjf5g5lws«Vk-¦lZqHf@hjf@fihjyk:¤juPg5lws3 uJe-shjghjfnmpoJkVe+s%gi~-ugPuyzlHªigi~-lwoqHlwgihjvl ¬ kVh¥¤¥h¥«Vq5h`u%v[uJesV¦e+uPyhjvwu¤¥¤`¦uJq5hjf5lzh¥e oJkVq;yzo*sVlZ¤8omRfi~+o©:«3oPg5f'ue+s©Vq5hjvwlZ«3oPg5fw É Ê:ËÌ+ÍLÎÏдÑÌ+ÒHÎË -Ó Ô3Õ×Ö¾ØwÕVÙ{Ú8Û BVQÁYH]VCBVYZGSzܧG_1BVE:GI+YHN@YHXÁBVY@Ý+Q3GFHDC Q3Þ`YH^`W3Þ`GR]:I+ßàÞ`^`I3Gá:GI3S3]:FHN@YH]EVB:YHX3GF ^`I+â¹]VFZCB:YH^`]VIBV_]VQ3Y1WÁFH^`MGNBVI3S§]:YHX3GJF1BVYZYHFH^`_3QÁYHGN]*âM]VIÁNHQ3CGF1EV]+]+S3N1B:I3S§NHGJFHá+^`MGN Û X3GFZBVÞ`S7Bâ¹QÁYHQ3FZG^`I#\X3^`MwX7BVQ3YZ]VCB:YHGS§B:EVGI+YZNBVFZG%BVI7GNHNZGI+YH^`BVÞM]VCWL]:I3GI+Y]*â GÞ`GMYZFH]VIÁ^ãM'M]:CCGJFHMGä¥å3Tæç3THè¯éLTHêÁæwëHOì+X3]:W3_]VYHN@]:Q3YHWGF5âi]VFHCB:I3S1]:Q3Y5ß5^`I+â¹]VFZCíX+Q3CBVI3NT W3FH]*á+^`S3^`I3EGwî3YHGIÁNH^`áVG1WÁFH]+S3Q3MYzM]*á:GFHB:EVG1^`I%Bâ¹G\NZGM]:I3S3NPTÁâ¹B:FC]:FHGzYHX3B:I%B W3BVYZ^ãGJI-Y BVI3S%S3GJYHGFZC^`I3GSX+Q3CBVINHX3]:W3WLGJF£MJ]VQ3Þ`SGá:GF´B:MwX3^`GáVGVTGá:GIB¯â¹YHGFX3]VQÁFHNz]*âCB:I+Q3BVÞ NHGB:FHMwXRO@ïB:W3^`S3Þ`D^`I3MFZGBVNZ^ãIÁE^`II+Q3C _GFzBVI3SNH]:W3X3^`NHYZ^`MBVYZ^ã]:IRTNHX3]:W3_]VYHNBVFHG XÁGÞ`W3^`I3E C]:FHGBVIÁSC]VFZG´_3Q3D:GFHNYH] C^ãIÁ^ãC ^ñðGGwî3WGI3S3^`YHQÁFHGBVI3SCB*î3^`C^ñðGNHB:YH^`N5âiBVMYZ^ã]:IRO ì+^`I3MGYHXÁGÞãB:Q3I3MwX]*â8ò;B:FHEVB:^`ILó/^ãIÁS3GF´ä¥èVå½ë Û B1ôõ7NHX3]:W3_]VY Û ]:Iö:Q3I3G´ê:ç3T3æ÷V÷VøÁT YHX3GFHB:I3EVG%]*âzW3FH]+S3QÁMYHN FZGW3FHGJNHGI+YHGJSí_+D§NHXÁ]VW3_]VYZN X3BVN Gwî3W3B:I3S3GS7S3FZBVCBVYH^`MB:Þ`ÞãD+O3ù NHX3]:W3_]VY@B*á*BV^`Þ`BV_3Þ`G/BVY'ú*û±ü:ý+ý3þ:ÿ Vü £MÞ`B:^ãCN8YH]M]VCW3BVFZG£æ:T ç:çVçÁT ç:çVçºW3FH^`MGJN]VIæçVçÁT ç:çVç M]VCW3Q3YZGF5ß5]VFZ^ãGJI-YZGS W3FZ]-SÁQ3MYHNO Lþ +ü Vü {â¹]VFZCGFZÞ`D -úVþÁú ¯ü 8^`NBzNZX3]VW3_]VY YHX3B:Y EVB:YHX3GFZNPT'M]:ÞãÞ`B:YHGNBVI3S7NH]:FHYZNWÁFH^`MGNBVI3SG×î±WGMYZGSS3GÞ`^`áVGJFHD#YZ^`CGN ]¯â _]+]VU+NPT !"$#&%'(*)+,%-.)0/1)+"324%!/5167)8%9:6*(7;)<>=?)8%2,@1A;)B#C%1@5D%D;E;67!/51A%!D;FG%!@H I;JK;L+IMNOP!MI ;Q0%#CD;/1)0R%SCQ+)T1E;D;D6*(7)0UWV/1%Q0)0/H(7)0@H%XYU.!DD;!/H)06:W;"ZQ+%!;HE;#C)0/ )067)0Q0@H/1%!(*Q+[E;H@@1%T;#C)?\24)0]^%2>@HA;),(7@1)0#&%C(7@1D;/1%";EQ0@67(*)!<;_@1A;),/H!;V)R%2 D;/1%";EQ0@1RQ0%')0/1)0"`FXB1A%!D;FG%!@Ha)cbdD!;";R@H%C(7;Q067E;";)5#C%/1)RQ0%#CD;67)bBD;/1%";E;Q+@1,HE;QA !>Q+%!;HE;#C)0/e)067)0Q0@1/H%!;(7Q0U;@HA;)?67)0')06%2W1A;%D;FG%!@1%!DA;(71@1(7Q0@1(7%!T(7>/H(71(7;V,Q0Q0%!/H";(7;V!67X< =T_?E;VE;1@Rfg@1AW;fUh!hh; I;JGK;L0IMNOPMI (7;Q0%/1DG%!/1@1)0"&@1)0QA;%!67%!VX,@1A;@24%!/eD;/1%";E;Q+@1 ](7@1AT#TE;67@1(7D;67)2i)0!@HE;/1)0HE;QAC>";(7V!(7@16;Q0#C)0/H!E;H)051)+/1(7)0%2WjE;)0H@1(7%!;@1%5)067(7Q0(7@ #TE;67@1(k9:!@1@H/1(7F;E;@H)RE;@1(767(7@1(7)02i/1%!#lFE;X!)0/Hm!;"n@1A)0ZH%!/H@1,D;/H%";E;Q0@HQ0Q0%!/H";(7;VB@1%B@1A) F;E;X)0/o 1DG)0Q0(kp)0"&E;@1(767(7@:XY<+_?671%\%!5@1A;@q"XYr JGPMKOP!MI 67(7Q0)0;H)0"T1(7#&(*67/.@1)0QA;;%67%!V!X 24/1%#tsu L!Pv.LMN rw KKOP!MI < xA;%!DF%@1!/H)RE;;";%E;F;@1)+";67X85FG%Y%B@1%TF;E;X)0/1]A;%5E;1),@HA;)0#n<;yB%!/H)0%'!)0/U;]A;)+ 1A;%D;FG%!@1&F)+Q0%!#&)8";%!D@1)0"zFX3`1EdSCQ0(7)0@CDG%!/1@H(7%!3%2,@1A)ZF;EX!)0/&D%D;E;67!@H(*%W(7@ 1)0)+#C67(*{)067X?@HA;!@1)+6*67)0/H>](7676YFG)Q0%#CDG)0676*)+",@1%";)0Q0/H)0!H)aD/1(7Q0)0>;",(7#CD/1%'!)ejYE!67(7@:XY F)+;)p@H(*V|)0'!)+`@1A;%1)TF;E;X)0/15]A;%B";%|%!@R1A;%D`](7@1AnF%@1<m}?%]~@1A;)T](7";)+1D;/H)0!" E;@1(767(70!@H(7%!|%2?1A;%D;F%@15#C(7V!A@-.)0Q0@T1)+6*67)0/H%`@1A;)&%!@1A)0/A!;"W(*5;%@,jE;(7@1)T1% !D;D!/1)+Y@U<W.)+1,)0H@1F;67(*HA;)0"`H)0676*)+/1,#&X8])067Q0%#C),HA;%!D;FG%!@H,!R`%!D;DG%!/H@1E;;(7@:X|@H% !@H@1/1Q0@F;E;X!)+/1]A;%,#&(7V!A@;%!@%!@HA;)0/1](7H)aA'!)?Q0Q0)0H@1%5(724%!/H#C@1(7%!,F%E;@@1A;)0#n F;E;@#C%/1)?)+1@1F;67(71A;)0"BH)0676*)+/1?#&XR24)0)+6W@1A/1)0@1)0;)+"W<.x%!#&)6*/1V)0/D;67X!)0/HA'!)R)0'!)+ F)+)0z{;%]3@1%`";)+6*(7FG)0/1@1)067X3F;67%Q{!E@1%!#&!@H)0"`!V)0@1T2i/1%!#@1A)0(7/T])0F1(7@1)0n U1< A;(7?D;/H!Q0@H(7Q0)H)0)0#&a@H%CFG)T];(7;VA;%])0'!)0/UG@1%";X;1)+6*67)0/HR6*(7{), I;MNOP!MI ;" u N w K!!NM rw O1P!MI @H%!67)0/1@1)>jE;)+/1(7)0.2i/1%!#^!V)0@1m1E;QA,Gw r L r MvOPMI %!R@1A) V!/H%!E;;"@1A;@F;E;X!)+/1@1{!)RF;/H!;"B;#C)?;"B(7#C!V)!])0676.!D;/H(7Q0)R(*@H%T!Q0Q0%E;@< _?,#&%!/1)5!"`#C%!/H)FE;X!)0/H/H)067XZ%`1A;%D;FG%!@15@1%BHE;D;D;67)0#&)0@,@1A;)+(*/\]/1)0;)+1 !FG%!E;@RD;/H%";E;Q0@HT!;"`D;/H(7Q0)0m(7@,(7,FG)0Q0%!#&(7;VC";'!@1V!)0%E;R24%/R1)06767)0/15@1%(*Q0/1)01) )b;(7F;(767(*@:Xn(7@HA;)0(7/TD;/1(7Q0(7;Vn1@H/1@1)0V(*)+D)+/1A;D;T'(*+4!R ¡1%24@:]!/1)BV!)0@1 @1A;@.E;@1(767(70)>E;@1%#C!@H(7Q.D;/1(7Q0)9:1)+@1@1(7;VR6*V%!/H(*@HA;#CG(7R!R!@H@1)0#&D;@.@1%#Cb;(7#T(70).D;/H%p@H< ¢ ;";)0)+"WU!R)0!/H67XaD/1(7Q0)0FG%!@m(*m!67/1)+!";X'!(767!F;67).!@ ;MYM£.KOPMI H!,%9¤67(7;)FG%Y%{1)06767)0/< ¥ A;)0T\D;/1%1DG)0Q0@1(7')aFE;X!)0/)b;D;/H)01H)0?(7@1)0/H)01@(7T,FG%Y%{@ ;MM£.KqOP!MI \D;/1(7Q0)0FG%!@ !E;@H%!#&!@1(7Q0676*X\jYE)0/1(7)0, I;M!NOP!MI M u wu KOP!MI !;" u N w K!N!M rw OP!MI @H% ";)0@H)0/1#&(*)?@1A)aD/1(7Q0)R@1A;@(7FG)0(7;VT%-.)0/H)0"B!@@1A%!1)RH(*@H)0< ;MYM£.KOPMI @1A;)+8H67(*VA@167X E;;";)+/1Q0E;@H@1A;)>67%])01@.%2;@1A;)>@HA;/1)+)jE;%@1)0",D/1(7Q0)0U@:XD;(7Q0676*XFX5f¦%2;@1A;)e/1)0@H!(76!D;/H(7Q0)!< § )06k9¤@H(*#&)W";X;#C(7Q>D;/H(7Q0(7;V?%#&(*6767(7%!;G%2.@1(7@H6*)+q(7(7#CDG%!H1(7F;67)@1%R!QA;(7)0')#&!E;!6767X X!)0@Q+!B)0!H(76*XTFG),(7#CD6*)+#T)0@1)0"T](7@1AB5#C%";)0H@!#&%!E;@>%2qD;/H%!V!/H!#&#C(7;V< _?>#&%!/1)e!;"5#C%/1)>H)0676*)+/1!E;@H%!#C@1)>@HA;)0(7/D;/1(7Q0)c9¤H)0@1@H(*VD;/1(7Q0)0FG%!@H/1)";)0H@1(7;)0" @1%n(7Y@H)0/1Q0@C](7@HA$%;)B!;%@1A;)+/>X(7)067";(7;V|E;)b;D)+Q0@1)0"¨D/1(7Q0)B!;"3D;/H%p@T"XY!#C(7Q0U< A;(7?D;D)+/?/1)+!QA;)0,@H%]/1"||E;;")0/1H@1!";(7;VB%2>D;/1(7Q0)+F%@a"XY!#C(7Q0'(7T!!67X1(7 !;"n1(7#TE;67@1(7%!B%2?BH)0/1(7)0T%2©Q0;";(7";@1)TD;/H(*Q+)9¤H)0@1@H(7;VZH@1/H!@1)+V!(7)0]A(*QAn";(k-)+/(7 @1A;)+(*/R(724%/1#&!@1(7%;!6.;"`Q0%!#&D;E;@H!@1(7%;!6m";)0#C;";UªV!#&)9¤@HA;)0%/1)0@H(*Q5D;/H(*Q+(*VZ«:¬ ? #TX!%D;@1(7#T!6+D;/1(7Q0(7;V\«¤y&® U";)0/H(*'@1(7'!)¯24%!6767%](7;V?«:R° U!;",%?/1)+V!/1)+@q67)0/1;(7;V\«4± §? < ² /1)+'Y(7%E;167X])T1@HE;";(7)0"³@1A;)T";X;#C(7Q0R@1A!@,)01E;)&]A;)0`1A%!D;FG%!@´9¤11(7H@1)0"3F;E;X)0/1 (7Y@H)0/1Q0@?](7@HA|D;/1(7Q0)+F%@1RE;@1(767(70(7;VT%!6*X&CHE;F;1)+@a%2@1A)01)51@H/1!@H)0V!(7)0T 7fh1µ!¶1µ!h·1< ¢ @1A;(7R]%!/1{.G])T1(7#TE;67!@H),!";"(*@H(7%!;6¤#C%/1),H%!D;A;(7H@1(7Q0!@H)0"W.D/1(7Q0)0FG%!@51@H/1!@H)0V!(7)0UW;" p;"|@HA;!@@1A;)5V!#C)9:@1A)0%!/H)0@1(7Q,)0jE;(767(7F;/1(7E;#¸Q0|!/H(*H)"XY!#C(7Q0676*X5!@1A;)5%!E@1Q0%#C) %2!";D;@1(7'!)67)0!/H;(7;V(7B%!E/#C%";)06G%21A;%D;F%@1!;"BD;/H(*Q+)0F%@1U< ¹º;»7¼>½;¾!½G¿0À>»7¼>ÁÀ1¾!Ã;»7Ä0¿0ÅT¾¼mÆ4Á!Ç7Ç7ÁȼÉU¹º;¿Ã;¿Ê;Ë>¼1¿+Ì0Ë1»7Á!ÃT½À1¿0¼H¿0ÃË1¼Á!ÍÀ>ÎCÁÅ;¿0ÇÁÆW¾!à ¿0Ì0ÁÃ;Á!ÎTÏ&Ë1º;¾Ë?Ì0ÁÃ;¼1»7¼1ËH¼,ÁƼ1º;Á½;ÐÁË1¼R¾!ÃÅZ½;ÀH»7Ì0¿0ÐGÁ!Ë1¼UÉ.¹º;»7¼?Î&ÁÅ;¿0ÇW»7¼R¾!þ!Ç7ÏÄ0¿0ÅBÆ4ÀHÁ!Î ¾TÂ!¾ÎC¿Ñ:Ë1º;¿+Á!À1¿+Ë1»7Ì,½GÁ!»7ÃËÁÆ>Ò»*¿+Ȩ»*ÃnÓ¿0Ì!É.Ô;ÉÕ:ÃZÓ¿0ÌÉÖG×GÈ¿,Å»*¼HÌ0Í;¼H¼aËHº;¿,½;ÀH»7Ì0¿Ñ:¼1¿0ËHË1»7Ã; ¼1ËHÀ1¾!ËH¿0Â!»7¿0¼&ÁÆR»*ÃËH¿0À1¿0¼HËØÂ!¾ÎC¿Ñ:Ë1º¿0Á!ÀH¿0Ë1»7Ì!×ÎTÏÁ!½;ËH»*ÎT¾Ç½;À1»7Ì0»7Ã;ÂG×Å;¿0À1»7Ò¾Ë1»7Ò!¿&Æ4ÁÇ*Ç7ÁÈ»7Ã;ÂG× ¾!Ã;ÅTÃÁÀH¿0Â!ÀH¿0ËÇ7¿0¾!ÀHÃ;»7Ã;ÂÉÓ¿0Ì!É;Ù\Å;¿0¼HÌ0À1»7ÐG¿0¼?¼H»7ÎTÍ;Ç7¾!Ë1»7ÁÃ;¼ÁÆW½;ÀH»*Ì+¿0ÐÁË1¼ËHº;¾!Ë»7ÎC½;Ç7¿0Î&¿0ÃË Ë1º;¿+¼1¿C¼HË1ÀH¾!Ë1¿+Â!»7¿0¼×Ⱥ»*Ç7¿TÓ¿0Ì!É>ÚÛÅ;»7¼1Ì0Í;¼H¼1¿0¼TÁÃ;¿T½GÁ!¼1¼H»7Ð;Ç7¿T¿0Ò!ÁÇ*ÍË1»7Á!ÃnÁÆ?¼Hº;Á!½;ÐGÁ!ËH¼¾Ã;Å ½;À1»7Ì0¿+ÐÁË1¼×¾!Ã;Å|Ó¿+Ì!ÉÜ5½;ÀH¿0¼1¿+ÃYËH¼RÁ!Í;ÀÌ0ÁÃ;Ì0Ç7Í;¼H»*ÁÃ;¼É Ý Þàßá?â.ã ä`¿Ì+Á!Ã;¼H»*Å¿0À¾Ã`¿0Ì0ÁÃ;Á!ÎTÏ|»7ÃnȺ;»7̺`Ë1º;¿0ÀH¿B»*¼R¾|¼H»7Ã;Â!Ç7¿Tº;ÁÎCÁ!¿0Ã;¿0ÁÍ;¼RÂ!ÁÁÅZËHº;¾!Ë5»7¼ Áå.¿0À1¿+ÅTÆ4ÁÀq¼H¾!Ç7¿ÐÏçæ¼1¿+Ç*Ç7¿0ÀH¼¾Ã;ÅTÁÆ.»7ÃË1¿0ÀH¿0¼1ËË1Á,è¨ÐÍ;Ï!¿0ÀH¼×È»7Ë1º5èêéëæÉ;ì¾ÌºTÐÍ;Ï!¿0À í ¿0Ã;¿0ÀH¾!ËH¿0¼½Í;À1̺;¾¼1¿TÁ!ÀHÅ;¿0ÀH¼¾ËaÀH¾!Ã;ÅÁ!ÎîËH»7ÎC¿0¼U×È»7ËHºZÀH¾!Ë1¿Tïð×.Ⱥ;»7Ç7¿¿0¾Ìº`¼1¿0Ç7Ç7¿0Àñ À1¿0Ì+Á!Ã;¼H»*Å¿0À1¼Tòi¾!Ã;Ån½GÁ!Ë1¿+ÃYËH»7¾!Ç7Ç7Ï8ÀH¿0¼1¿+Ë1¼óô»*ËH¼R½;À1»7Ì0¿,õGöR¾!ËRÀ1¾Ã;Å;ÁÎlË1»7ÎC¿0¼U×;È»7Ë1ºÀ1¾!ËH¿TïYöÉ ¹º;¿RÒ¾!Ç7Í;¿ÁÆqËHº;¿,ÂÁYÁÅ&Ë1ÁTÐ;Í;Ï¿0À í »7¼÷ð·øËHº;¿,Ì0Á¼1ËÁÆq½;ÀHÁYÅÍ;Ì0Ë1»7ÁÃCÆiÁ!À¼1¿+Ç*Ç7¿0À?ñ\»7¼©ù+öÉ ú Ð;Í;Ï!¿+À íû ¼Í;Ë1»7Ç7»7Ë:Ï,Æ4ÁÀË1º;¿RÂÁYÁÅB»7¼¾,ÆiÍ;Ã;Ì0ËH»*ÁÃBÁÆq½À1»7Ì0¿!Ø »kÆõ3÷ð òó Á!ËHº;¿0ÀHÈ»*¼H¿ Ⱥ;»7̺,¼1ËH¾!Ë1¿+¼ËHº;¾!˾RÐ;Í;Ï¿0ÀÁ!Ð;ËH¾!»7Ã;¼½Á¼1»7Ë1»7Ò¿>Í;Ë1»7Ç7»7Ë:ÏR» ÆG¾!Ã;Å5Á!Ã;Ç7ÏR»kÆËHº;¿¼1¿0Ç7Ç7¿0À û ¼>½À1»7Ì0¿»7¼ Ç7¿0¼1¼>ËHº;¾!ÃTËHº;¿?ÐÍ;Ï!¿0À û ¼Ò¾Ç*;!Ë1»7ÁÃ,ÁÆ.Ë1º;¿Â!ÁÁÅWøÁË1º;¿0ÀHÈ»7¼1¿!×ËHº;¿?Ð;ÍÏ!¿0À û ¼eÍ;Ë1»7Ç7»7Ë:Ï,»7¼>Ä0¿0ÀHÁÉ ä`¿,Å;ÁBÃ;ÁËa¾¼1¼HÍ;ÎC¿,ËHº;¾!ËRÐ;ÍÏ!¿0ÀH¼,¾!ÀH¿TÍ;Ë1»7Ç7»7Ë:ÏCÎC¾Ê;»*Î&» Ä0¿+À1¼ø»7Ã;¼1ËH¿0¾!Å`È¿¾¼1¼HÍ;ÎC¿,ËHº;¾!Ë Ë1º;¿+ÏCÌ0ÁÃ;¼1»7Å;¿0ÀË1º;¿R½;ÀH»7Ì0¿0¼?Áå¿+À1¿0Å|ÐÏ&¼1¿0Ç7Ç7¿0À1¼Í;¼1»7Ã;Â5Á!ÿaÁÆ>Ë1º;¿Æ4ÁÇ*Ç7ÁÈ»7Ã;ÂR¼1ËHÀ1¾Ë1¿0»*¿+¼Ø ÷ðeÿÛõ ü ðUò7õó>ýêþ !É Ð;Í;Ï¿0ÀT¼1¿0Ç7¿0Ì+Ë1¼T¼1¿+Ç*Ç7¿0ÀT¾ËÀH¾!Ã;ÅÁ!ÎZ×¾!Ã;ų½;Í;À1̺;¾¼1¿0¼TËHº;¿BÂ!ÁÁÅ»kÆ?Ë1º¿ ½;À1»7Ì0¿\̺¾!À1¿0ÅBÐÏCË1º¾!˼1¿+Ç*Ç7¿0À»7¼Ç7¿0¼H¼Ë1º;¾Ã8ËHº;¿,Ð;ÍÏ!¿0À û ¼Ò¾Ç7Í;¾!ËH»*ÁÃWÉ ;É "!#%$'&(*)+Ð;Í;Ï¿0À5̺¿0Ì-,Y¼TËHº;¿BÁå.¿0À5½;À1»7Ì0¿BÁÆ?¾Ç7Ç>¼1¿0Ç7Ç7¿0ÀH¼×>Å¿0Ë1¿0ÀHÎC»7Ã;¿0¼5Ë1º¿ ¼1¿0Ç7Ç7¿0À,È»7ËHº`Ë1º;¿TÇ7ÁÈ¿0¼1ËR½;ÀH»*Ì+¿!×W¾Ã;Å`½;Í;ÀH̺;¾!¼H¿0¼ËHº;¿TÂ!ÁÁÅn» ÆË1º¾!Ë,Ç7ÁÈ¿0¼1ËR½;ÀH»*Ì+¿C»7¼ Ç7¿0¼1¼TËHº;¾!óË1º;¿BÐ;Í;Ï¿0À û ¼TÒ¾Ç*;!Ë1»7ÁÃWÉò4¹º»*¼TË:ϽG¿BÁÆ?Ð;Í;Ï¿0ÀTÌ0ÁÀ1À1¿+¼1½GÁ!Ã;Å;¼&Ë1Á`ËHº;Á!¼H¿ Ⱥ;ÁTË1¾ ,!¿R¾!ÅÒ¾!ÃË1¾Â!¿?ÁÆq¼Hº;Á!½;ÐGÁ!ËH¼Éó ¹º;¿CÐÍ;Ï!¿0À5½GÁ!½;Í;Ç7¾Ë1»7Á!Ã`Ì0ÁÃ;¼1»7¼HË1¼TÁÆ?¾nÎC»kÊ;Ë1ÍÀ1¿5ÁÆaÐÍ;Ï!¿0ÀH¼¿+ÎC½;Ç7ÁÏ»7Ã;ÂBÁ!Ã;¿&ÁÆ?Ë1º¿0¼1¿ ¼1ËHÀ1¾!ËH¿0Â!»7¿0¼U×GÈ»*ËHº|¾TÆiÀ1¾!Ì+Ë1»7Á!/ à .03Í;¼1»7Ã;Â&Ë1º;1 ¿ 2#3T¼1ËHÀ1¾Ë1¿0ÂÏ|¾!Ã;žTÆ4ÀH¾!Ì0ËH»*Á/ à .4 Í;¼1»7Ã;ÂRËHº;5 ¿ "67!#8$'&(*)+a¼HË1ÀH¾!Ë1¿+Â!Ï×!Ⱥ;¿+À1 ¿ .0:9.4$; ý !"É <Í;Ï!¿+À1¼¿0ÎC½;Ç7ÁÏ»7Ã;ÂË1º¿0¼1¿ À1¿0¼H½¿+Ì0Ë1»7Ò!¿\¼1Ë1ÀH¾!ËH¿0Â!»7¿0¼R¾!ÀH¿RÀ1¿Æ4¿+À1À1¿+ÅZËHÁ¾¼Ë:ÏY½G> ¿ =¨¾Ã;ÅCË:ϽG¿,è Ð;Í;Ï!¿+À1¼É ?@BADCFE7GIH J3KMLN:O-PRQK6ST*GIC GIH>LUIH6QWVQXH6HFGZY7UIO/C6QW[-QA\HFGI]7O^K_LUZU`Y7a\bO^KMH>LXH a(CFGZUZGICFbDN:Lc"GINGId-O^KMH-T PRGICFEWCFE(O L] ]"GICFGIQA(LUe[-QH6CfQJgH6O-LKM[6E7GZA\h:J#QKiCFE(OiUIQPRO-H6C`V K6GI[-ON:L] OO^c"V7UZGI[^GICGZAWCFE(OjY7a(bXO^K a(CFGZUZGICFbJ3a7A\[CFGIQA(H-k@3Al]7QGZA(hH6Q TeCFE\O2H6O-LKM[mE%[-QH6C:J#QK_Y\LKMhXLGZA%E"a7A7C6O^KMHnGIH_C6LS"OMA%C6QYO d-O^KMQ7TRPRE7GZUIOJ#QK_CFE(QXH6OWY a(bXOMKMHWCFE\LCna(H6OCFE(OWLA7bDH6O^UZUIO^K2H6CFKMLXC6OhXbXTRGIC6H_oLUZa\O2GIH1hKMOLXC6O^K CFE(LA_p"q^krRE\ORKMO^UILCFGIQA(HFE GIVWYO-C+PRO-O^A>N5Q"] O^UIHeQJO^c7QXhO^A(Qa(HFUIb1]7O-C6O^KMN GZA(O-]nY7a(bXO^KgYO^E(LoXGIQK LA(]>CFE\OsO^A(] QhXO^A(Qa(H`LV7V KMQLX[6EWPRE GI[6E>GZA\[QK6VQKMLXC6O-HsCFE\Os[-QXH6CgQJGZA7J#QKMN:LCFGIQA2L[-tXa GIHFGICFGIQA LA(]1OMc"V UZGI[^GICFUIbWLUZUIQPfH`J#QKeY a(bXO^Ks]7O-[^GIHFGIQA u+N:LS"GZAhnGIHRJ3a7KMCFE\OMK`O^c"V7UIQKMO-]1GZA8[-QXN V7a(C6LXCFGIQA(LU H6O-C6CFGZA(hXHvGZA>wO^V7E\LKMCxLA\]'yfKMO-O^A7PRLUI]1zZ{|~}+-GZA>CFE(ORO-[-QA\QN GI[-HxUZGIC6O^KMLCFa KMOT"H6O-OXTJ#QKgOMc7LXN V7UIOXT a7KM] OC6CiLA(]1Xa(]7]/zZ|-}*LA\]WGZUI] O5LA(]W"[mE7PRLKMC6dnz X }Fk M33 ~*^M3^j31+^372`M:^> 7M7 7 ¡s¢ '+733"£¤*vX¥ ¡`¦>§ ¥¨*©«ª ¦M¬ ¥ ¡`¦¢ £M ¬ X¥ ¡`¦ nMM7^W"27+ M ®7\\2^\/¯\°WM3 ±\²3s^7M "R2 W3`^M32¯\°W^:" 7^73 ¯° WM M57 ¢ M33³73\\l">^¯° MM3M3®%^332 WM M\^ `M3 ¢ 7lMW33³733\\M7>^3_7 >M3_¨ (_ :-´M ¯° > " 7M3 µ"¶"± ·1¸F¹ §»º ¶ ¹7¶ ¢ 7l¼ ¥ ¡`¦ 7^_^2M7¯7¯3336°½^7 M33:1:^3M ¢ £33:¾¥3¨ ¦ 7^>M>+^7^37s¯° M:£ M1 "737^37 M M36+°/µ"¶n¿À¨ ¢ M ¬ ¥ ¡`¦ § ¹ Á_¼ ¥ ¡`¦ ¾¥3¨ ¦ ±ÂÃ^737^5s®7M 36° ¢ - MÄM32/M73lÅÆ#ÇFÆs¹ Á §ÉÈ ±`Ê "£Ë ¥ ¡i¦ 323\M^M^7MÄ-M^" +7W^33½Ä23M73´M°\^MW£37±iÌ/7^" 7 ¢ M33/7 2M"*23WM-«^7 ¥ ¡`¦`§ ¥3¨Í©Îª ¦ ¼Ï¥ ¡`¦ ¾*¥¨* ¦ ±Âl3MM M +M37¼X¥ ¡`¦ 7о¥3¨ ¦ ^M\^°\± ²DM7¯7¯3336°Ñ¼*X¥ ¡`¦ M7/¯° M/MM37/M/*7^\M37:M3 * 7/M5¯°7 3M^M3¯^ ¥FÒÓÕÔ^ÒÖ ¦ i+733"£¤ ¼ ¥ ¡`¦`§ Ò Ó`×"-Ø Ó ¥ ¡`¦vÙ Ò Ös×"~Ø Ö ¥ ¡`¦ ¥Ú ¦ £^ ×"-Ø Ó ¥ ¡`¦ ×"-Ø Ö ¥ ¡`¦ MMM ¯7¯333M3xM `M33sj3`M3M¯(°1¯° M "R6°(*>Û;7/Á ¢ M^M3 73°\±*²>^7¯ ¯336°W^7W¯°7 "`6°\>Û;M3M: M33>133\>"M_ M^3®/"s^3MÜM3X¤ ×"-Ø Ó ¥ ¡`¦§ÝÈÞ ß ±*ài°7M "6°\WÁ ¢ "£i 7 ¢ M31/M33WW773°Õ: W"^W3"£s^>^ M33^±á' /M ^>¯° MX*MM^7^®73 *7/MnM37^3 7:7^M3®"`M M33^M3 ¢ 337\ 73\MW-*>MF733"£®F^ ¤ âäã XÏ¥ ¥ ¡`¦ 33`MM:\\WW¯*¯*R""gR^M3333M^`-- 7M® ^®73®>®1MW3"^7£sis^^3>M s ½-¢ 33®_j^M ¢ ¢ âæå7 ¡`¦ âæç X¥ ¡`¦ 3^:(W¯i"`^3M-7^®73®W13®7M3>^7 ± Ê"£/¯° >Õ6°\*8ènM3M1½^33_1éÑW31ÅÆ#Ç+Æ ã X¥ ¡`¦:§äê¢ 3£3-l7^W ¯° s^3^>7^M33 `M-M33£3^WM ¯7¯3336° ÈÞ ¥ å Ï¥ ¡`¦\ÙlȦ ±\²^-+7^ ¢ ¥ò ¦ ×"~Ø Ö ¥ ¡`¦`§ X¥ È Øñ å ¡`¦gÙÃÈëì íîï(ð £^ Ø ô/31M/õ:M -³7W3MÄ+M37 ¢ ö(7iM È £ 7W÷ §Ýø¢ 7 ê 7^M£3ë~^ó 7± ²:+M37¾*¥¨ ¦ 7į>~M^Ml i¾¥¨ ¦§úùfû ý ¥ÿ ¦ ÿ ¢ £^ ý ¥6ÿ ¦ 3M M ¯7¯336°lM36°l+M3 «^M3¯3® M33³73üþ \\%^7l®73 7ѯ°77 "73 M37%ÿx± 7-72 ¢ M*7^D^7Mį°7Mj "737^3717^+ M23° 3M^M3¯^2¯*6£i ê 7Wµ ¢ £^Wµ ê MM 3(^®7^7*°\R¾¥3¨ ¦`§;È ©_¨ Þ µ± ²3s7M:£i7iM^3/3½á:^\£s 3 ¢ Ç Æ ZÚ ê ±"¸6M3 ¢ £i5 M^2 µ"¶ § µ +7i73*¯° Mè ¢ 3£37^ ý ¥6ÿ ¦ 3iM 3M7 3M1F^ ¥Fµ:©Îÿ ¦¢ 72M 3(^®7^7v°\33iWMM/+M37о¥¨ ¦` § ¥+µn© ¨ ¦ i+733"£¤ ë ¨ ѵ È ¥ ¦ ¥+µn©½¨ ¦f§ M ^£3M ê !"!$#&%')($*&(,+-#/.021!4356879#&($:<;6=/!61>#?=&@4;81"17<("4AB,:<($*($*/2:91+?#&.:9=&CD!"($10("4C8:<E!4F GHI'JKI6L8I6MNPOQK2I6RSUTWV2RXL6Y?O[Z\I'Y-R2RI6]^ZUTWI8MV_^Ia`bJUKI6R2RcV2HI'JK_ed\V>fSOUL6VNP_-O[gh>f_?K RI6TPTPI6Ki)NPO^VI8K]R_fjVHUIXMNPRV2KNPZSV2NP_-Ok_fjRV2KY?VI6Q?NWI8RY?OMlY?TWSUY-VNP_?ORjmNPVHUNWO^V2HIXZUSn-I6K J\_?JSTPY-V2NP_-OjoqpI6L6Y?TPTWNPOQ^V2HY-V'rs'turf_-K)Y-TPT,ZSn-I8KRvwqY-OMxY-R2RS]yNPOQz6ht{z)f_?K'Y-TPT RI6TPTPI6K2RXi-wUn&NPI6TPMRV2HI)f_-TPTP_mNPOQ\| g h6}P~ t{ }P hz h }W~ Nf h)r _-V2HI6KmNPR2I }- mHI6K2I h }W~ t h }W~ }- >0?-$ ¡)¢j£"¤X¥?¦¥ §"O¨V2HNPR^RI6L6V2NP_-OjwmIyJKI6R2I6O/V[YQ?Y-]Ia©V2HI6_-K2I6VNPLyY-OY?TWn/R2NWRk_f'VHI[JK2I6RL8KNPZ\I8Mª]y_&MUI6T l/NWI8mI6MY?R^Y_?OI4©"RH_?VQ-Y?]I-o «^¬)RRSU]NPOQxRI6TPTPI6KRyY-K2IJUK_dqV]Ye`NW]^N®6I6K2R0wmI[dqKRV RH_m¯VHY?V^VHI6K2I°NPR^O_±JSK2I[RVK2Y-V2I6Q-n²XY?RHI6³/SNPTPNPZKNPS]xwY-OMmI[V2HI6O´L6_?]JSUVI VHI)Rn/]]yI6VK2NPL]yN<`I6MkRV2KY?VI6Q?n²XY?RHyI6³/SNPTWNPZK2NPS]o¬²XY-R2HI6³/SNPTPNPZKNPS]µNPRYkl-I6L8V_-K _fJUKNPL6I6R ~¶y·¸º¹ Y-VmHNPL4HxRI6TPTPI6KRk]Ye`NW]^NP®6I'V2HI6NPKNPOMNPl/NPMSY-T,JK2_d\V2RY-OUM°fK2_-] mHNPL4HV2HI6n[HYl?IO_^NPOL6I6O/V2NWl?IV_yMI6l/NPY-V2I»9¼-½¾o/pI6L8Y-TPTjV2HY-V)¿À >Á NWO[JY?KV2NWL8STPY-K0w VHI>O/S]^ZqI6K,_f\ZSUn-I6K2RNPRÂY?RR2S]I6MkV_'ZqIl-I6K2nTPY-K2Q-I-wmHNPTPIV2HIO/S]^ZqI6Kj_efÃR2I6TPTWI8KRNPR,Y Q-_/_/M^MI6Y?TR]Y?TPTWI8K0o§"OyY-L6L6_?KMY?OL6I'mNPVH^V2HNPRY?RRSU]JV2NW_?Ojw?NWVNWR>KI8Y-R_?OY-ZUTWI)V_kRV2SMn VHIÄRVK2Y-V2I6Q-NPL°MI8L6NPRNP_-O/©"]Y?Å/NWOUQ_efÆV2HI°R2I6TPTWI8KR[Y-TP_-OUI-wR2NWOUL6I°VHUI6NPKK2I6TPY-V2NWl?I6TPn¨R2]Y-TPT O/S]^Z\I8KÂR2SQ-Q?I6RV2RVHY?VVHUIXZqI6HYl/NP_-K_efÃNPOMNPl/NPMSY?TRI6TPTPI6K2RNPOMI8I6MNPO/Ç\SUI6OL6I6R]yY-K2Å-I6V Mn/OY-]yNPL6R0wmHNPTPIV2HIxTWY?KQ?IO/S]^ZqI6K^_efÆZUSn-I6K2RK2I6OMI6K2R°VHUI°I4ÈI6L6VR[_efÆNPOMUNWl/NPMSY?T ZSn?I6KRÉY-L8VNP_-OROUI6Q-TPNPQ-NPZTPI-o GÂK2Y-MNPV2NW_?OY-TI8L6_-O_?]NPL,]_/MI6TPRL6_?ORNPMI8KÂV2HI>L6Y-R2INPOmHNPL4HY?TWT?ZSn?I6KRY?KIZUY-KQ?Y-NPO oq§"OV2HNPRXL6Y?RI-wJUKNPL6I6RY?KIkMKNPl?I6OMU_mO°V_y]Y-K2Q-NPOY?TL6_-R2V Á NPO JY-K2VNPL6STPY?K0w q ¶h tÏzwf$_-KY?TWTRI6TPTPI6KR^i } R2I6I-wf_?KcIa`bY?]JTPI-wÐGNWK2_-TPI°»9Ñ-Ò¾ oq§"O±L6_-O/VK2Y-R2V0w L6_-OURNPMI6K>VHIL8Y-RI)NPO^mHNPLEH^Y?TPTZSn?I6KR>Y-K2IX_fV"n/J\I)ÓÔw]yI6Y-OUNWOUQcV2HY-VVHI6n^K2Y-OMU_-]TPn H/SO/VI6K2R0|,ÊËÍÌ0ËÎwUªt RI6TPI6L8V^YJq_-V2I6O/VNPY-TR2I6TPTWI8K0|>ÊËÎÌËÎwt o§"O¨VHUNWR^R2NPVSY?VNP_-OjwVY?L6NPVÔL8_-TPTPSRNP_-O±Y?KNPRI8R0w NPO´mHNPL4H´Y-TPT'RI6TPTPI6K2R°L4HY-K2Q-IxVHIx]_?O_-Jq_-TPNPRV2NWL[JK2NPL6I-wNPO´V2HIY?ZRI8OL6I¨_efÔI4`JTPNPL6NPV L6_/_-K2MNPOY-V2NW_?O Á NPOJUY-KV2NPL6STPY-Kw q ¶h tÕr\w?f_?KY?TWTURI6TPTPI6KR'i-oÖ×f,JY-K2VNPL6STPY-KNWO/V2I6KI6R2VXNPO^VHUNWR RV2SMn/wH_m>I6l-I6KwjNPR'VHUIMn/OY?]NPL6RX_efØNPO/VI8KY-L8VNP_-O±Y?]_-OUQZSn?I6KRk_flY-K2NP_-SR'V"n/J\I8R0| ÊËÎÌËÎwkÙ´ >Ú Ù oÛ'O_mNPOQ^VHUY-VZSn?I6KR'_efÂV"n/J\IDÓuY-TP_?OI'KI6R2STPVRXNPO[Y-TPTR2I6TPTWI8KR L4HY-K2Q-NPOQ'VHI)lY-TPSY?VNP_-OkJKNPL6I)r\w/m>INPO&l?I6RV2NPQ-Y-V2IVHI)NP]JY?L6V,_fjZSn?I6KR>_fjV"n/JqIX¿w?_-K RH_?JZq_-VRw_?OVHUI]Y?KÅ-I8VJTPY-L8I-o ÜÝ,Þ/ßXà8á&à8â<ãä$å<äæ-çß4ä"ß2á-è"ß4é^å9áè$Þ?å<ää"ßEê4è$å<ë8áà8æ-æ?â9å<ßEä)è"ë'è$Þ&ßXë8á&ß2ìä$Þ/ë0èíß2çä$å<ë6á[ë6îjë8ï-çð'ëé-ß2âÎñ à8â<è$Þ&ë8ï&ò8Þè$Þ/ßÔä$å<ð×ï-â<àè$å<ë6áçßEä$ï?â<è"ä)çßæë8çè"ß4é°å9áóeß4ê0ô,õDîöëê2ï/äcë8á°çß2æß4à0è"ß4éxä"ßEè"è$å9á/ò0ä4ô÷ß ê4ë6á/ä$å<é-ß2çcè$Þ/ß'øàä$Þß4ùï-å9â9å9ú-ç"åï&ðûë8îÂè$Þ/ßcë8á&ß2ìä$Þ/ë0èòàðcßñ/çàè$Þ&ß2çXè$Þ&à8áå<è"ä>å<è"ß2çàè"ß4éê4ë8ï-á?ì è"ß2ç"æ&à8çè4ñ6îÎë8çÂàèqâ<ßEàä"èjè$ü,ë>çß4à0ä"ë8á&ä4ñå9á&ê2â9ï/éå9á&òþýPåWÿqè$Þ&ßø>à0ä$Þß4ùï-å9â9å9ú?ç"å<ï/ð ë6îè$Þ&ßä"è"à0òßòà0ð'ß æ-â<à8ã0ß4é[çß2æß4à0è"ß4éâ<ãyå<ä×å9áîÎàê4èàÔø>à0ä$Þ°ß4ùï-å9â9å9ú?ç"å9ïðûë6îè$Þ&ß)çß2æß4à0è"ß4é°òà0ð'ßñ\à8á&éxýPå9åWÿ×è$Þ&ß â Ý,Þ/ß4ë6çß4ð´ë8îçß2æßEàè"ß4é'ò0àð'ßè$Þ/ßEë8çãýÎä"ß4ßñîÎë6ç, ß -àð)æ-â<ßñ ï&é?ß2áúbß2çò)à6á/éÝ,å9çë8â< ß a õ öÿ ë6 ä"è"àè"ßEä)è$Þ&àè'íå9çè$ï&à8â9â<ãà8â9â,æ&à6ã ë ä'å9áxàkçßæß4àè"ßEéÄò0àð'ßÔê4ë8ç"çßEä$æë8á&éxè"ë^à^øàä$Þß4ùï-å9â9å9ú?ì ç"å9ï&ðkñîÎë8çä$ ï ê2å<ßá-è$â<ãÄâ<à8çò0ß^í6à8â9ï&ß4äë8îè$Þ&ßkéå<ä"ê4ë6ï?á-è'æ&à8çàðcß4è"ß2ç6ôjÝ,Þï/ä4ñjü,ßå<ä"ë8â<àè"ß^è$Þ&ß ä"è"àò0ßòà0ð'ß)øàä$Þºß4ùï?å9â9å9ú-ç"å<ï/ð àäà6á^ß4ùï-å9â9å9ú?ç"å<ï&ð¯ë6îæ/à6çè$å<ê2ï-â<à8çå9á-è"ß2çß4ä"è4ô !"#$&%#'(*)+"*)$+)+,$)-$/.1032-4658794;:<5!=% '>!?+$@-AB"->CB8DE+GFIH,JJLKNM9OPB"@>*8DEC+QFIHR@ (JJTS#UV()$)JHWXF6$('YVM9J-J8'$VFZ8)$\[E]^`_!abIcedc9fCgcebIhLi ]^VhBj8k^j8l#_mk_Cded-_CgLKGn!o]pgrq_k465R s tvu S`wI""6/)*x'Xy+$>CLJJ-CBKzB0P { K |IJ-FOP">CAYF#A465 s } 0~4#5s 2=xRr24#s5( = OY)JJx%"6ZZ8)J-@XpM %E'JA)JJAJJCAC- tu |IJ-F@O">C/)BRF@H(Z8)J)$ u S`x$1B>)%( 5 2-46s5 74#s :E5 =/0 2T=x,~2T=x2-465 s =0 % V'>!/O/"J@)4#s5 5 2-46s5 74#s :E5 =%6M9 X$X)$/|IJFO">VM9 JJKSI V8'1@""#@)(x'X*+-$@>XJJKCz`0~ { K(@|IJ-FO¡"> mF6A4#5s } 465s t t¡u %E'@-J*)JJAJJ-C*AA|IJFOP"@>*) >)%JJ-CLKY"!M*"> 2=x x24#s5 =01 E5C2-4#s5 u Y4#5s %E$>Y <5C2 u 2!= 74#s :<5 =A0 74#s :E5 =%'@->!A))-$VO/"J6)#4#5s S;x$ u x2 uB1 = \$E)$AC|W@-JF-@O ">¢M9JJ-CKSx$mO,%I$/Y29OYT=`JJ-C>!)|I)J|IJFO£"> >JH,F#CJ-8' >JHYF#J8' %\)$+Q$,,29AO/=VCJ-JB>!)/@$|I)J(|IJFOP"> u SC!M9%6)O/`$@AJJ>!)CX4 u s5Vtu S U$B`@)$+\%@]^_!abIcedc9fgCcebIhLiE]^&d-_!]pk^jpl#_Vk_Cded_gXK*n!o]8gxq_Ck\4#s5 ))JJECJ-JV)$RKVC-V|IJ-F@Ov">) u 2!©= ("p§#FIHB>!)$ 2=!29 u? %I$> E52 u¨ 74#s :<5 =0 =x2 u* =V0£ E52 u tu#¤¥ -Z$ %@JJK¢O/)8O/¦ G x2 u?&¨ = 74#s :E5 =%6MO/)J-Jx%I"6-Z*Z8)J8M SªI% u A$)$G|IJFO«">*M9ACJ-JBKS\xM9JJ8'MOmx'(mFZ8)$ ))|IJ-F@O?%C!)>JHL$XJJXK(`"@>F6J8'Q@FHCZ8)J)$ u %E'@-J*)JJAJJ-CLKCzA0v { K¬AA|IJFO"->C46s5 }(® 5 }¯2 u 74#s :E5 } =0 2!©=&r2 uAG =1°A0± 5 }2 u zx7946s :<5 } =%IM()JJ u z\ u u S& L) %6$>CAQ1°% O/"JHI$m)/)JJV@/JJ-CRKzOY)8OB-¦CBm"8§#/FIH>@)$G"> S u *$|IAMOPpMX"B)H,|IJFO'>!?)$,$mI |IX)()*$JJJ-C²KVC-`"->C²46s5Vtu C-V">C²465s } 0 u S6A">LZ>A24#s5 $@A)m )G|IJFO,S´1@-J u <5C2 uR 7 u $)$R"O/)JE"6$@B 7³T³³!7 u =C%'C$ZC (tuV 02 u 7T³³T³7 u =C%#@8'XZ% $,M9)>C)$G"O/)J&"#$mN46s5 "8§#8MJJKCzX0~ { K)O/)8OB¦+B) JJK%I4#5s 'J)J-J@@XJJKCzX0± { K 7946s :<5 =%6'B46s :<5 4#s5 u u %&$>C -Z$m)XA!VJ8'(µr">+ SEUV$?A>$I)HI%6 <5C2-465s 7 u 7T³T³³!7 u = t Sx$Y")>J)T%J8'(µx">C+/CJ-JKV) $>$IZAY+ZI)S#xVM9JJ-8'(@)C*-V$/"@*)Hy )?C|W@-JF-@O $/@"@"6+R"F6OYI+JxS¶ (+IT%88'(ZT%8!&)HIO/O/C>&O/+)H* )A|IJFO,S·E ¸ 24#=(+C$A"F)FJ-xH*+$@xH*M9$>C$m)>C>+$LB'>!/CJ-JC- |IJ-F@OP"->C%)$+GJB¹*2-46=F6/@/>C"6$+$,>OB@J-)Z*+F$ M9$>C$\SºJ-J8'$»`))$ ¼ ½%T'($)`$B)$M9'>!B``+!§#$@+\% ¹*2-46=A@)B$GOY)*"6$I%$>R'R)GJJ-CB>J++>C),-B">yFWH )$R)F)J-HYOY)JJE)OY$I()$+R¾"6-C$>/)Y+>$I$IV$>C)*$R"8§#S ¿m8ZC%TC)($)"\$*()-+*+F$\%T$>CX'"->C`'(J+ ÀÁEÂÃ!ÄÅÇÆxÃÈÇÉTÊĘ̈ÍCÎ`Ì ÏÐ&Ñ ÏÒӾϾÐÔÑEÕÖ#×Ø&ÙÛÚÜÝ ÞÁEÂÃ!ÄÅÇÆxÃÈÇÉTÊËÌ?Î`ÌϾÐE߯Ñ8àáâ ÏÒ6ÓIÏÐ&Ñ\ÕeãÙYÚÜÝ äåæÅÇÆAçÂèCéWêÃëìÂÃ!ÆxìxÆíë,ìæWÃîïçTÄ!ììæWçTìðÂxÅÇÄ!ÃBÆxÃÈÇÃ!Ä!ìÅÇíCëGÅÇÆAêçñÃLòÅÇìæÅëQç/Ä!íCëìÅë8éWíCéWÆ ÆxìÂçTìxÃèTÉÆðWçTÄ!ÃóIìæWÃ(Ãô8ÅÇÆxìxÃëWÄ!Ãíî@ðéÂÃÆxìÂçTìxÃ!èÉõ(çÆæ*ÃöTéÅÈÅ÷ÂxÅçLçTÆçëLíCéWìxÄ!íTêÃíîðÂxÅÇÄ!à ñ8ÅÇÆxÄÂÃ!ìÅÇø!çìÅÇíCëmÅÇÆXñpÅÇÆxÄéWÆxÆxÃ!ñBÅëBù`ððÃëIñ8Åô/ù Ý þþ-úÿCþüEüþû?þúAû#üþ ÿ!û"#-úþþ úûüEý6þ(ûÿü þBüû$%©üþ&ÿ'(þ)þüúú*-ü!+,þüþ-&ü@þþý/.0úþú*ü ü ÿ û1$#ü324xú*üÿûýýüþüü-ú%-8üþþ5þCúWüüü þþ 6(üþ(û7xÿþ8þþ ÿ /"9(üRÿûýýü:.<;=>@?BAC%DFEHGIKJ2MLþ(ü-ú+NPOQ2MR-SXþAûýüúRüþ#þ+ú û T U.þþ!6VXW þ ÿ#þ üþ yý Y%Z AC%D []\(^ = _@` \(a9;=b>c?8ACSDdE GIJ AFeD fhg 1þO/"ý"iúj+kTþcüüþþ+þO/"þYüü'AHlD8þ-þ+T&mþ 5/"(ÿû1$#ü3- 5þúüþyûü@þ+þ-þonüüþRÿû1$%þo-bûp/ü@þþ'Yúû ú þúIü5þüû+þ5Uüþ-úpAdqDEÿþ!úþRÿ6û-ü5þAÿûýý-ü:.&./þmþO/" ú û1$#ü3-`ûüþ(þ'ü&(û"Qú@ûüBý6þRûÿü+üûpúû+mþ2 @ r ûû(ú*ûú-üûú Z ACSD+[xACy>{zD YSZ AS AHlD-KXþ*þs$#úþRþO/"ý" ÿû1$#ü&tvuwt C D-Pû8ÿþ)C2 ÿ | þ*ÿþþ+5"@þAû(tcúGý#þ&@þ5þ?ý/.'ûúþúRüþ)T&"£ÿþBüü þþ)þ+(ú/üû<þ-.'C/}B2 f ü*üAý6û"ú.U-P?8AC~}D8[=-( ýU. NPOQ2%eYÿþX ü ü Y%Z AC/}D([A=o _ D \(^2Qm û þû 5 þo6 - ü þ!H " ú üûúyt Z ACSD üüú(ü +1T~&5"þ(üÿþ ~ C }[S-./þúþO/"ý"ÿû1$#üt[A=3 _ D:\(^AH>zD2 g û-8ý/.&þüü-ú+AC!>zD YSZ AC%DþO/"6üû*ü5"þ(ú&û5Uú9û?BAC%D-(þûýüúV ?BAC%DP[=> \(^ \ a _! (c/ÿü.*þ$6úþ)Cú@?8AC%D#-ú 1 >*C C8>z AFD +Bû1ûúþ*ú@ûü@þo2 /úCþ?BAC%D#& üþ "&"ü5þÿûýý-ü:.üý"ü-ûú-ü(ûú.+5-úmüþ)@û+ú89û(*ü 5"üûú(ý#þCü:XþþCúú0=2 f (úûüþ/ÿþ5/û"./-üþ"ÿÿ6þý#û"ú.&C+[% !û(þý#û"ú.&(û/ÿ"üþmý/.&þüüú?BAC%DP[¡ú'NPOQ2-/(*./þoV ü þ \ ^ AH>czD AF£D \ a _ ` | /"o-(NPOQ2(p+5jú1üþ<úþC ¢]¤ C ¤ %2 f +8þ5üûúû1Lü +kTþüüþ.*þO/"ý"ÿ@ÿ#þ ú¥búB;X¦R3E2§!þCþú/K-U¨3©ª1«¬;XR3EÿþþúIü C%¢upC+[¡z ` \ ^ 5-û"þúþmüûú(û`ü(/û/þ:2 r9=#AH/DúyA9ý%D-/þÿ#þCü5þ./-þTýü(ÿûüû©üþH"úCüûú(?8AC%Dbú'®AC%D "úþ95./ú+ü-ý"üûúû(ý".þ9üüþþ!¯ú?ÿü"3-ü@þ8Hüûúyû ûÿý6ûü"þ\(aj°'±²=³3²XR´³o²X´/³3² e´³²X£µ¶(ü _ [{´-8[v=-/ú*z([²X´2·þCú ü [ GIQ¸ Tþþ+'ü(üþûj\ a A þOU"(üûp2=oe=!û _ [h´D9 GU¹ºQGIM¸ QAC%DBýYû/:2Qx4 úü& þYþ-PB þüþ+\(a3û _ úþþo-(üþyÿûýýü:. \(a þ þúü:.+ûúþúIüüþAþü@þ »"üVý#þ-û¡%-S(þþ8þþVþTÿ#þü!*+ú(ý"ü û5û"/þ-ûP»"üý6û5þ(C ¢ -(@þþ*üþ.ÛþsT¾ÿ6þü!û¡+ú(ý"ü*5û"/þ(ü* ü þ üüþ û " üûú*ý6þ ûúúþú.*ÿûýýþ2/úþC ¢ üþ¼@þþþ "úþ`üþþ!ûúüûúAdþþNPOQ2£D--üK9û-û(üü`ý6ûüBüþ5þþÿþÿBýU. | þþþü-ûú-ÿ½5þ ý".þPúAüþ5þþ`ÿû$#ü&þúþBý/.!þþPþþþ2 'Yÿþ&-úIüþÿþüüûúKVý".þonb"þmû1ûÿý#ûü&ü./mþ&ûYÿ#þüüûúp/ûú þþo-3ú8/ûþû5þo-3Hüûúû%ûÿý6ûüK"þ "þCû/ÿ6þü-üûú/ûú ú þú/"Bý6þû1½þ-þo2 ¾¿qÀÁKÂ/ÃÅÄ1Æ ÇSÈÉXÊË!̼Í8ÎÏÐÑÎÍ:Í:ÎÒpÓoÍ8ÓÔÕÀUÖ×d̼ØÀ@ØÔÍ:ÎÙXÙ¼ÎÑÚ3Û ÍÍ:ÖÓÙ¼ÓÑ8ÐÑ:̼ÖÎÊSƽÜ̼Ý3ÎÀj×dÞUÓ3× ÐÑØßUÓßÌXÙX̼×dà+Ò1̼Í:×dÑ:ÌXßÕ/×d̼ØÀáÉXÊËKÒÎÍ:ÖÑ:ÌXßÎÍ(×dÞ/Î(Øo×dÞ/ÎÑÍ:ÎÙXÙ¼ÎÑÍÛÎÏÐ~ÎÖ×:ÎÒ8ÐÑ:̼ÖÎÍà Probability Density Functions ç Cumulative Distribution Functions 10 0.9 9 0.8 8 0.7 7 0.6 0.5 f(Price) F(Price) 1.0 wB = 0.9 wB = 0.75 0.4 ãwB = 0.1 5 wB = 0.5 æw 2 æw B B = 0.1 = 0.25 1 0.1 0.0 0.5 â 6 3 wB = 0.25 0.2 wB = 0.75 4 wB = 0.5 0.3 wB = 0.9 0.6 â 0.7 â Price ä 0.8 â 0.9 â 1.0 â è éêSëoì/ëíîoïdð+ñKò3óôXõXôXö÷:ô¼î8øqù÷úûcü1ýFþ!ûÿoýÅû 0 0.5 å 0.6 å 0.7 å 0.8 å 0.9 å 1.0 å Price ü î ÿ3ý ü1ý ü1ý üý "!#$%!&'&(")+*,%("-&.0/213$4!65(8795;:=<?>$@BADCEFG!#794!675H5""(7"1 ',)5"7"7I5")J)-&K 5LCENMPO#QSRDT795B5L!&)$U#K$!)$-&1V/&U&1("5)+W,D12',X3(")-("7/&U&7-&K ")Y59("5SZ#'&(")+*,"5?F[$"!&)U&K$!H"!&\$U&$].&75""(7/&U&"7)-%)^W)-2"("7/&U#"7)$-&5_W`(")$ab/&U&1("5 )^W,D12'[X6I25SQ^/#U&1$(5)^WcD12',de75B-&)L5)$-#4fg57.&.Y$5B7B$'&'[("5SQRD-Y("$7D1F?/&U&1("5 )^WBD1'[VX0("V4!&$(K$.;95"5"!#$-8hY)$-H^I$($K$F2$-&.8/&U&1("5)+WLD12'[Jdi$("V4!&("K$. a%)("!&$-Yj)-Y^I$($K$F?$"!&)U&K$!")"&'&(")+*,"5B("k2U&7I^$-2B")VG!&B"!&1G_)$U&. /,Y7lW"!&Y5("5J'#("$"7.m',(nWo'&(79%.&75"("7a%7-&"7)$-pQ2q_U&1("5)^WD12',HXrtsu(" -&K$"7I4s&"(-&$7"75)-Y/&U&1("5_)^WpD12'[ d%F/21v($7-&KJ5"U#("'&U&5_'&(")+*,"5TWo)(5"(5SQ w x_y2z,{]yu|~}"|p 6!&-5U2%7-2"1G7.&5'&("$..&)$'#"7)$-)+W 5"!&)'&/,)"5/21 /&U#1$(5Wo)$(55"("5Y) /,)$aH a%)(")$aH',7"7I$$F27_75971Y"!&5"("5G7c("5"'[)$-&.G7!!&V("$"7))^W&[o4?=!&$B$U#")$aH$79$1 5"'&("757-$"a%'#L)Va%^s&7aY7B'&(")+*,"/&779D12QRD 5"a%5U&-#("975"7$F!&)^GI$(?F$)J4s&',"!&'#("7/[)$5G7&5"7aH'&1)$a%'#U&"J$5! k2U&779/#("7U&ab$-&.;*&s '&(75J)$(.&7-&K$12Q[!&v($T/&U&5"7-&5"5G)(".75Wo("U&K$!2VG7"! U&-&(""7-75SFBU&-#.&("aH7-&7-&K8"!&HI^$7.&7D1)+W "($.&7"7)-&$_K$a%4fD"!&)$(""7Y$-&155S 5"(5=;',(nWo\-#)^G9.&K$)^W/#U&1$(\.&a%-&.&5?F,-&.!&1!&^I$$-7-&)$a%'#9" U&-&.&("5"$-&.#79-#KJ)^Wp!&7()$a%'[79)$(5SZ^5"(""K75SQ2RD-Y)(".&()J/[ .&a%.Y'&()^*,$/&$F '&("7/,)"5 G7[-&.)Y$(-YWo()$ab$-&.H$.&'&")Y4!&-&K$7-&Ka%("$)-&.&7"7)-&5SQ RD-"!#7955""7)$-]FBG87-2"(")2.&U#85"(75%)+W '&("7/[)$Y5"($"K$75SFT$-&.mG!&74!G_ $"(5"7aYU&$79-8)(".&(")Y)a%'&(""!&J(5"U#97-&KY'&("7\$-&.8'&()^*,.&12-&a%75_G7"! "!&YK$aH4fg!&)("79k2U&77/&("7U&aQ&RD-3<S$&Fp_)U&("-#)$V5"!&)^G_.!&$J!&Y)$U#")a%)^W $(-&7-&KI27 57a%'&/,5DfD("'#91m.&12-&$aH7Y795\ '&U#("85"("$K$1m 5"!kU#797/&(79U#a 7-%k2U&-7D1$fD5"""7-&K8aH).#p)+W.&U&)',)91?"Q[-1Fca%'&7("7c5"U&.&75J)+Wa%)(" 5")'&!&75"79$".("-&7-&KYK$)$(7"!&aH5!&^I$V(I$."!#$$(-&7-&K"-&.#5)Y)$-2I("K ")J'#U&("5""($K$1 5"!%kU#797/&(79V7-K$$aH5BWo)(BG!&7=!Y5U&4!%k2U&77/&("7V4s&75"V<S?"Q? 5 "!&(".&)25 -&) 4s&75"%'&U#("5""($K$18 5"!kU#797/&(79U#a¡7-8"!&5"!#)$'&/[)$a%)2.&DF27 75)+W¢'#$("7U&$(_7-("5" )Y5"U&.&1%!&J)U&")a%)^WL.&$'#"7I$V'&(7979-#Kv5=!#a%5?Q £¤¥¦$§#¨"©ª&¤«B¨"¤¬$¤«$®&¯&«©¥©§&°V¨"±"«$±¤°$©¤¨?²^¤$¥4³¦^´,µ³#©9¥4³J¶H$·¤¨pª&©l¸c¤«"¤§±Bª&¤¶%$§#ª&¨ ¦$§H±"³&¤J«¤¹2º&©«"¤ª8®¤¬¤®p¦+´L©§2´o¦«"¶%±"©¦$§#$®&§&ª%¥¦¶%¯&º#±"$±©¦$§&®,¯[¦^µ¤«¦^´L°$¤§2±¨S» ¼8½¿¾³&¤ ÀÁ^ÂYÃÄ"ÅÆ&Ã4Ç+È=Ã?ÅÉoÊ8¨±"«$±"¤°$Ë6©¨Yª&¤¨©°$§&¤ªÌ±"¦«¤¯&«¦ª#º&¥¤±"³&¤¶%©lÍ&¤ª¨±"«$±"¤°$Ë Î ¨"³%¤¹º#©9®©Ï&«©9º#¶ ÐÑD±_±"³#¤«"¤4´`¦$«"¤V°¤§&¤«$±"¤¨J¯&«"©¥¤V¥4³&¦¨"¤§H$±«$§&ª&¦¶i$¥¥¦«"ª&©§&° ±"¦J±³&¤ ¯#«"¦$Ï#$Ï&©®©±D˪#¤§&¨"©±DË´oº#§&¥±"©¦§Yª&¤«"©¬¤ª%©§±"³&¤¯&«"¤¬2©¦$º#¨¨¤¥±"©¦§p²$¨"¨º&¶%©§&° ©±"¨¥¦$¶H¯,¤±©±"¦$«¨Jº&±©9®©Ò¤Y°$¶%¤tÓg±³&¤¦$«¤±"©¥Y¯&«©¥©§&°$¨µ_¤®®g²~$§&ª¶H$·2©§&°Y´oº#®9®_º&¨¤ ¦^´©§2´`¦$«"¶H$±©9¦§Y$Ï[¦$º&±±"³&¤\Ï&º&Ë$¤«¯[¦$¯#º&®$±"©¦§pÐ,ÔV¾Ì©¨ H¥¦$§&¨±"§±´oº#§&¥±"©¦§±³&$± ©°$§&¦«"¤¨³&©¨±"¦$«©¥$®c¦Ï&¨"¤«¬^$±©9¦§&¨SÐ ÕÌÖ×¾³&¤V¶YË$¦¯&©¥$®®ËV¦$¯&±©9¶H$®D²?¦$«ÂvØ$ÇtÙÚÅÛÉÂYÁ^Ü"²2ÝV¯&«"©¥©§&°¨"±«"±"¤°ËÞo¨¤¤$²u´o¦$«_¤4Í&$¶H¯&®¤$² ßà^á^âoã º&¨"¤¨Y©9§u´o¦$«¶%$±©¦$§$Ï[¦$º&±Y®9®_±"³#¤Ï&º&ˤ«Y¥4³&$«$¥±¤«"©¨"±©¥¨8±"³&±J´o¥±"¦«Y©§±¦ ±"³&¤8Ï&º#Ë$¤«Hª&¤¶%§&ª´oº&§#¥±"©¦$§]²B$¨Yµ_¤®®$¨Y¥¦¶%¯[¤±"©±"¦«"¨?äB¯&«"©¥¤¨?²Ï&º#±Y¶%$·¤¨§&¦ $±±"¤¶H¯&±V±"¦8$¥¥¦$º&§2±V´o¦«V¥¦$¶H¯,¤±©±"¦$«¨Säc¯#«"©¥©§&°8¨"±«"$±¤°$©¤¨?ÐpÑD§#¨"±"¤$ªp²]©±©¨JÏ#$¨"¤ª ¦$§H±"³&¤V$¨¨"º&¶H¯&±"©¦§%¦^´p¨±"±"©¥V¤4Í&¯,¤¥±"$±©¦$§&¨?»&¤¬¤§©l´p¦$§&¤V¨¤®®9¤«©9¨_¥¦§±¤¶%¯#®9±"©§&° 8¯&«"©¥¤H¥=³#$§&°¤Yº&§&ª&¤«\¶YË$¦$¯#±"©¶Y$®c¯&«©¥©§&°,²c±³&©¨J¨"¤®9®¤«\ª&¦2¤¨J§&¦±J¥¦$§#¨"©ª&¤«J±³&$± ±"³&©¨µ©®®,¤®9©¥©±Y«¤¨"¯[¦$§&¨¤V´o«¦$¶å©±"¨¥¦$¶%¯[¤±©9±¦$«¨SÐ ¾³&¤%¶Y˦$¯&±©¶%^®B¨"¤®®¤«YæHº&¨"¤¨Y®®^¬^©9®Ï&®¤v©§2´o¦«"¶H$±"©¦§$§&ª±³&¤8$¨¨"º&¶H¯&±"©¦$§ ¦^´¨"±$±©9¥\¤4Í&¯,¤¥±"$±©¦$§&¨V±"¦Y¯[¤«n´o¦$«¶ç$§8¤4Í&³&$º#¨"±"©¬¤J¨"¤«"¥4³8´o¦« ±³&¤J¯&«©9¥¤ è,êV é ±³&$± ¶%+Íu©¶Y©Ò¤¨©±"¨J¤4Í&¯[¤¥±¤ª6¯&«¦^ë,±Jì ê Ðp¾³#¤Y¥¦$¶H¯&º&±"±"©¦$§#$®Bª&¤¶H$§&ª&¨V¦+´íHî¡¥§ Ï,¤\«"¤ª&º#¥¤ª°$«"¤$±"®ËY©l´±"³&¤V¯&«©¥¤J¹2º&$§2±º&¶ðïTñ×±"³&¤\¨"¶%®®9¤¨"±¶%¦$º#§±_Ï2Ë%µ³&©¥4³ ¦$§&¤¨"¤®9®¤«\¶%^Ë%º#§&ª&¤«¥º&±$§&¦±"³&¤«ñò©¨V¨"ºuó%¥©¤§2±"®Ë¨"¶H$®®Þ`¨"¤¤Yô¯&¯[¤§&ª&©lÍô ã Ð õ §&ª#¤«J¨"º#¥=³m¥©«"¥º#¶%¨"±$§&¥¤¨S²]±"³&¤Y¦¯&±"©¶H$®c¯&«©9¥¤vè,éꩨV°$º#$«"§2±"¤¤ª±¦Ï[¤Y¤©±"³&¤« ±"³&¤¶%¦§&¦$¯[¦$®©¨"±©¥¯#«"©¥¤Vè2öå¦$«JïÏ,¤®9¦^µ÷¨"¦¶%¤J¥¦¶%¯[¤±"©±¦$«Sä ¨¯&«"©¥¤$²[®©¶%©±"©§&°±"³#¤ ¨"¤«"¥4³8´o¦«è éê±"¦%øm¯[¦$¨¨"©Ï&®¤V¬^$®º&¤¨?Ð2ÑD§¦º&«¨"©¶Yº&®±"©¦$§&¨?²^µ_¤¥4³&¦2¦¨"¤vïùÌú&ûúú à Ð ü8ýb¾³&¤Vþ$ÃÈÉÿ^Á$ÅÛÉÿÃÄÇ+ÜÜ9ÇÉÀ¨"±«"±"¤°ËJ©¨L®¤¨¨B©9§u´o¦$«¶%$±©¦$§&® ®Ë©§2±"¤§&¨"©¬$¤_±"³#$§¤©±"³&¤« ±"³&¤H¶YË$¦¯&±"©¶Y$®]¦$«J±³&¤%°$¶H¤4Óg±³&¤¦«"¤±©9¥Y¯#«"©¥©§&°¨±"«"±"¤°©¤¨SÐBÑD§m¯&$«±"©¥º&®$«?²c±"³#©9¨ ¨"±«"$±¤°$ËH¥$§HÏ,¤Vº&¨¤ª8©§%±"³#¤Ï&¨"¤§&¥¤J¦+´p$§2ËY·2§&¦^µ®¤ª&°$¤¦$«_$¨¨"º&¶H¯&±"©¦$§#¨Ï,¦º&± ¦$§&¤ä ¨]¥¦$¶H¯,¤±"©±"¦«"¨p¦«p±³&¤Ï#º&Ë$¤«Bª&¤¶%$§#ª ´`º&§&¥±©9¦§pÐômª&¤«©9¬^±"©¬$¤¢´o¦$®®¦^µ¤«,¨©9¶H¯&®Ë ¤4Í&¯,¤«"©¶%¤§2±¨µ©±"³©9§#¥«"¤¶H¤§2±"®&©§&¥«"¤$¨"¤¨ Þ`¦$«ª&¤¥«"¤¨"¤¨ ã ©§¯&«"©¥¤$²¥¦§±©§º#©9§#°±¦ ¶%¦^¬¤L©±¨p¯&«©9¥¤©§J±³&¤¨"¶%¤Bª&©«"¤¥±"©¦$§º&§2±"©®$±³&¤_¦$Ï&¨¤«"¬¤ªY¯&«"¦+ë,±"Ï&©®©9±DË®¤¬$¤®´o®®9¨?² $±]µ³&©¥=³V¯[¦$©§2±c±"³&¤_ª&©«"¤¥±"©¦$§\¦^´&¶%¦^¬¤¶%¤§2±&©¨]«"¤¬¤«"¨¤ªpÐ^¾³&¤T¯&«"©¥¤©§&¥«"¤¶H¤§2±©¨ ¥4³&¦$¨¤§Y«"§&ª&¦$¶H®Ë ´`«"¦$¶eV¨¯,¤¥© ë[¤ª%¯&«¦$Ï&Ï&©®©9±DËVª&©¨±"«"©Ï&º#±"©¦$§?©§±"³&¤¨©9¶Yº#®9±"©¦$§#¨ ª&¤¨¥«"©Ï[¤ª ³#¤«"¤J±³&¤Vª&©¨"±«"©Ï&º&±©9¦§8µ¨º&§#© ´`¦$«"¶ Ï,¤±Dµ_¤¤§ú&Ðú $§&ªú#Ð ú à Ð ¾³&¤,ÇHÈ4ÃgÀ+È=Ã?Å_¯&«"©¥©§&°Y¨±"«$±"¤°$©¤¨V$«¤J¯&«"¦Ï&$Ï#©9®©¨"±©¥®¤«"§&©§&°Y®°$¦$«©±"³&¶H¨µ³&©¥4³ ¨"¯[¤¥©l´oË8±"³#$± ¯#®9^ˤ«"¨JÃtÙ,Ü9Ç+È=ñ"³#¤J¨"¯&¥¤J¦+´¢¥±"©¦§&¨ Ï2Ë%¯#®9^Ë2©§&°$®®c$¥±"©¦$§&¨µ©±"³ ¨"¦¶%¤§&¦$§2ÓDÒ¤«¦8¯&«"¦Ï&$Ï&©®©±D˲#$§&ª6ÃtÙ,Ü9Ç+ÉoŨ"º&¥¥¤¨"¨n´oº&®$¥±"©¦$§&¨VÏ2Ë©§&¥«¤$¨©§&°±"³#¤ ¯&«"¦Ï&$Ï#©9®©±D˦^´J¤¶H¯&®¦^Ë2©9§#°±³&¦$¨¤$¥±"©¦$§&¨H±"³&±Y°$¤§#¤«"±"¤³&©°$³3¯&«"¦+ë,±"¨?ÐÑD§3±"³#©9¨ ¨"±º&ª&Ë2²cµ¤¥¦§2ë,§&¤Y¦º&«J$±±"¤§2±©9¦§ ±¦8±"³&¤Y§&¦8¤4Í&±¤«"§&®«¤°$«¤±J®9°¦$«©9±³&¶çª&º&¤Y±¦ ß á^â $§&ªH±"³&¤§&¦©9§2±¤«"§&®c«"¤°«"¤±®°$¦$«©±"³&¶÷¦^´#¦$¨±"¤«§&ª &«¤º&§&ª8§&ª2¥4³&¯&©«"¤ ¦$³#«" ß àâ Ð \ô ¨\±"³&¤H§&¦«"¤°$«"¤±Y$®°$¦«"©±"³&¶H¨ «"¤Y©§&³&¤«¤§2±"®Ë§&¦§2Ógª#¤±"¤«¶%©§&©¨"±©¥$² ±"³&¤Ë%$«¤J¥§&ª&©ª&$±¤¨_´o¦«®9¤$«"§#©9§#°v¶H© Í&¤ªY¨±"«$±"¤°$Ë8¤¹2º&©®©9Ï#«"©,Ð "!$#&%')(* +-,./0132405.,.#&67,.&8970:":5,.#$5!&;<0:=+?>5)@,.)>),5,.A@5+B#&:CD+-67,5 ,.)H72;<A7;&I#$%"01:'J KML*NOI+?PDQ$),?8RH7,501=0:DEG)04 V=W +?,F1/+&%"H725) :5:8G =AR5#?042:=+-> !<:587,.#& :5=#-2!$+-,50 ),SI#?T&6 #-70;$U %':#-,.FH7,.:5)75A<04YXZH7H[U \FU +&FEG:5( ] ^F_.`ba=c.dfeI_.gihj kmlBn.oqprGsqtRu.l?vt7wxl?y?zRwGz7p{}|=oqu.~$7R<GrG{Rl?.nBtRwGv *rGwGsql?n)n'z7u.~ l?.|=oqn.ln)l-y?ol?v< G.oqy?l-zRu.n$fl?p}GsqzO{ oqwG}u.~Gl}tO*zR.l?p}l?wIu.oqz7w l?v .oqy?oqwGn)u..tRu.l?Roql?n$D5wmu)~Gl@n)opr stRu.oqz7w n vGl?Goqy?u)l?vl?sqzO|BZl?t7y~GrG{7l-$ nOt7sqrGt7u)oqz7wzBu.~Glx7zIzIvbRit7w vl?t7y~n.l?sqsql?& n G.zIvGr y?u.oqz7wmy-z7n.u< [=~Gl@p}o Gu)rG.lBzGrG{Rl?Bu5{Il-n¡oqnBn)l?u¡tRuB¢=£b ¤RG¥*¦§&¦ ¤7R¨©tR.l"Gt7)7t7oqw}~ r w u)l?.n&GzRSn)~Gz7G[z7uFrGn)l?.n&=~ ln.oqprGsqtRu.oqz7wGnD|Fl?.l'tRn.{IwGy~G.zRwGz7r n$ª [email protected])l?ItB rG{7l?Fz7Zn.l?sqsql?F|StRni.tRwGvGz7p}sq{«n)l?sql?y?u)l?vu.zBy?tR.){z7rGuitRwt7y?u)oqz7w /§&¦¬R¦[GrG{IoqwG@tRwoqu.l-pz7')l?n.l?u)u.oqwGt}G.oqy?l&?f=~Gl¡y~GtRwGy?lu)~Gt7u't7oq7l-wtR7l?wIu'|StRn n.l?sql?y-u.l?v®*z7Dt7y-u.oqz7w|Ft7nDvGl?u)l?.p}oqwGl?vI{Boqu.ni)t7u)l7¯Ou.~ l.tRu.l=°R±it7ui|=~ oy~<tB7oqRl?w¡ rG{7l? ² t7u.u)l?p@ u.n=u.z}GrG)y/~ t7n.l<u.~ lB7zIzIv|Ft7n=n.l-u«u)z RGRI|=~Goqsl'u)~GlB.tRu.l<° ³"t7u"|=~Goqy~t 7oq7l-wn.l?sqsql?=.l-y?z7wGn)oqvGl?.n"oqu.nFG.oqy?l"|StRn´ R7R7µ¶*l Gy?l-Gu|=~Gl-.l'z7u)~Gl?.|=oqn)l«n)l-y?ol?v- ·Dt7y~n.oqprGsqtRu.oqz7w<|StRn=oqu.l?)t7u.l-v@z7B$RBp}oqssqoqzOw<u.oqp@l"n.u.l-Gn$ ¸9¹»º É ¼½¿¾'ÀOÁ5ÂOÃIÄiÅ[ÆÈÇ oqprGsqt7u)ozOw n7l-.o*{Bu)~Gt7u&7o9t77l-w u)nit7)l«Ê' n.u).t7u)l?7oqn)u.n$Iu)~Gly-rGprGsqt7u)oRlivGoqn.u).oqGrGu)oqz7w zO'G.oqy?l?n}y?sqz7n)l?sq{.l-n.l?pGsql?n}u.~GlËvGl?.oqRl?vÍÌ<qή*u.zm|=oqu)~GoqwÏn)u.tRu.oqn.u)oy-t7sl-..zR/-StRwGv p@zR.l?zORl?$Ru.~Gl¶u.oqp@lÐ5tO7l-.t7Rl?vG)zOuÑ*z7Fl?t7y~n)l?sqsql?oqn<Ó Ò G4Rµ77FÔG47R7Õ 7|=~Goqy~ oqnSwGl-t7.sq{}u.~GlBu)~Gl?zR.l?u)oy-t7sOtRsqrGlzG4Rµ77 GÖzRu=n.~GzO|=w4 ¸9¹q× ØÙÚ¾'ÀOÁ5ÂOÃIÄiÅ[ÆOÇ Ûfo[7µIt DoqsqsqrGn.u).tRu.l?niy-{ y-soqy?tRs .oqy?l|Ft7)nSu)~Gt7uZu5{ u.~GlFp{7zRGu.oqptRs$G)oqy?oqwGn)u..tRu.l?R{ oy-t7sqsq{BzIy?y?rGF|=~Gl?w'G.oqy?l-zRu.n=rGn)l RÜ=l?Rt7.v sl-n.nDzOu)~GlFow ou)oqt7s7OtRsqrGlizO[u.~GlFG.oqy?lF7l-y?u.zR$ tGt7u)u.l?)wÝIrGoqyÞIsq{@l?p}l?.Rl?noqw|=~Goqy~G.oqy?l-n«tR.lB[z7n)oqu.oqz7wGl-vwGl?tRu.~ l¡p}z7wGzRzRsoqn)u.oqy G.oqy?lxÍßRiz7sqsqzO|Sl?v I{Ït sqz7wG l?Goqn.zIvGlxvGrG)ow |=~Goqy~G)oy-l?zRu.nn)rGy?y?l-n.n.oqRl?sq{ rGwGvGl-.y?rGu}z7wGlËt7wGzRu.~Gl?}I{Ïà&iá"rG.oqwGmu)~GoqnstRu.u)l?@G~ t7n.lRSw zmu5|SzxG.oqy?l-nv oâ9l?} p@zR.l=u.~ t7wxäãæåÏ$)à&It7wGv}u.~Gl'G)oy-l?n=*tRsqssqoqwGl?tR.sq{¡|=oqu)[email protected]}l7 ·7l?wIu.r t7sqsq{ { R|=~Gl?wu.~ l sqzO|Sl?n)u5Ð5G.oqy?l-vn.l?sqsql?ioqnD|=oqu.~GoqwàitRzORlSu)~GlOtRsr lçÎ[è=Í RÕG&µ7G-u.~Gl=w l GuSn)l?sqsl-DwGvGn oqu¡rGw G.zu.tRGsqlu)zmrGwGvGl-.y?rGu&itRwGvow n.u.l-t7v.l?n)l?u.noqu.n .oqy?lu.zmÚRi=~GlzRu.~Gl? G.oqy?l-zRu.nZ*z7sqsqzO|n)rGoqu$RrGwIu.oqstRsqsGGrGuFu.~Gl"sqzO|Sl?n)u5Ð5G[email protected]sql?=tR.l"y/~ t7.RoqwGB¡é7Oê=u u.~GoqnB[z7oqwIu$ëu.~GlsqzO|Fl?n.uìÐäG)oqy?l?vn)l?sqsql?B[wGvGnBu)~Gt7uBoquBy-t7wmp@tRoqw u)t7oqwoqu.n¶p@t7)Þ7l?u'n)~Gt7)l GrGu"ow y?.l?tRn.loqu.n'G)zOu'vG)t7p}t7u.oqy?tRsqs{<íß*)z7pîÎ[è=åÍ4<ïG47Õ $µ7<u)z "åà"íð { .tRon)oqwG¡oqu)n=G.oqy?lBu)zFåñà&GÖ"zn.zIz7w l?u)~Gt7wu.~ lBsqzO|Sl?n)u5Ð5G.oqy?l-vn)l?sqsql?)t7oqn.l?n"oqu.n=G)oy-l vGzIl?n'u.~Gl<wGl Gu'n.l-ssql?¶u.z@)l?n.l-u¡oqu.n"G.oqy?lr wGvGl?)y?rGu$ëu.~Gl?)l?I{oqRwGoqu.oqwGu.~ l¡wGlM òu¶y?{Iy?sql zODu.~Gl'G)oy-lB|StR$ Ûoq[SµIn)~GzO|=n@u)~Glxn.l?sqsql?.n&FG.zu.ntO7l-.t7Rl?vvGr .oqwGu)~GloqwIu.l?)Ot7sqn@[l?u5|Fl?l?w n.rGy-y?l?n.n)oq7l)l?n.l-u.u.oqwG<zO[G.oqy?l?n&7=~ l=rGG[l?Sy-rG.Rl=.l?G)l?n.l-w tO7l?)t7Rl« .zO[ut7u)u.tRow l?v u)n=t'soqwGl-t7DvGl?y?)l?t7n)l'ow<u.~ l {u)~GlBsqzO|Sl-n.u5Ð5G)oy-l?vn.l-ssql?"t7n"G.oqy?lBv l?y?.l-t7n.l-n$f|=~Goqy/~ l?7l? n.l?sqsql?iu)~Gt7uZ~Gt7G[l?wGn=u)zB[l77=~ lsqzO|Sl-çy-rG.Rl.l-G.l?n)l?wIu.n"u.~Gl"tO7l?)t77l= .zO[uStRu.u.tRoqwGl?v I{mn.l?sqsql?.n}u.~GtRut7)lwGz7uy-rG.)l?wIu.sq{u.~GlsqzO|Fl?n.uìÐä .oqy?l?v¯ZwGl?tRu.~Gll-wGvzO'u.~GlËy?{Iy?sql u.~Gl-{n)rIâ9l?"*.zRpózRu.~sqzO|p@t7)Þ7l?u=n)~Gt7)l¡tRwGvsqzO|Íp}t7.RoqwI=~GlBl G[l?y?u)l?vmtO7l?)t7Rl G.zuy-t7w[l¡y-z7p@ rGu.l?vI{tO7l?)t7Row u.~GlB .zO[u«Roq7l?wI{·DÝIn$9tRwGvôzO7l-z7w l G.oqy?lMÐä|Ft7=y?{Iy?sql7ª Ó9³õÑö ã ÷ µ «øÎ è få)ù /$R üG ý?ÿ=ûGÿ!) ü"#. ü$&)% ÿ#'(!").ýû*.û ü( ü) ûGüi $)ÿqþ,+-)ûGÿ/.7ÿ%0Rÿ*1%$324*1[ÿ%*)ü("}ÿ5.ÿ61mü( 7 ú=û üýûxü98:#*$/.7ÿ6%;5ú=üqý?ÿ.û ÿ /.7ÿ%0Rÿ;1%$/24<$=7üGÿ>. ü?.ûGÿ@0"}ÿ:AB.ûGÿ$%.ÿ)üqý;1%)üý-ü('0%)ÿ07þC D üG ý?ÿ*1)% üqý?ÿ5E4 # ý#. ÿ?$/7 . ÿ%<. ü@ " ÿ 7 ü= ü&$3i F ü(C) ÿ.% ÿ*} $ ý$">1#) ÿ&)ûGÿ?1%$==Güqü5þ Gü.% ü=#) ü($)$3FG1'.% üqý?ÿ,f H ü04 JI CKLG ÿG 1 üqý;. û ÿBý#"#. ü7 . ÿ!G ü.% ü=#'. ü$>FM# ý. ü$>FM$% "þ$1. ü"'1.% üqý?ü0-4=û ü(<@ " ÿ#)% ÿx ý#"#) ü7 . ÿ; ÿ. ü5 þNFO#G ý) ü($ û ÿ:P7 ý6qþQ. û ÿ @ " ÿDÿ1-7 $ üC-R4S 'T *U V W. û$. ÿL$/F. ûGÿL. û ÿ$)% ÿ. üqýX"}üYò P ÿ6&%. ÿ67 0 þ ÿZCG # üqü(='.% ü#" 7 =#?. ûGÿ>qü( ÿ%*) û[ 1 ÿN = ÿ65 úSÿ?ÿ6[) û$) ÿ@ÿ'14R $ üX I ú=ûGüqýû\.% ÿ] E ÿ?ý). û ÿ qü( ÿ%L1.% üqý?ÿ¶ú^%_Z K ü(!ZCG # ü) ÿ& üa9 ` ÿ)% ÿC!FM%$î " ú=û= ü!G ü1Oþ7ÿ6@ übf H ü04 3I XK6 ú=ûGüqýû¡þIüqÿ ý pm 0.9 m 1.0 0.4 0.8 0.3 Probability 0.8 0.5 p Price Price Myoptimal Pricebots Myoptimal Pricebots Myoptimal Pricebots 1.0 0.2 0.7 0.1 0.6 nπ p* 0.5 c 0 2 d 4 6 Time (Millions) f e 8 0.0 10 g 0 h 2 i j 4 6 Time (Millions) l k 8 10 0.6 0.4 0.2 0.0 0.5 0.6 0.7 o 0.8 0.9 1.0 Price qrs-t_u'tLvxwzyw{C|}v~Jy<Ba:?w{C|N 6X5|{Xw;a::W:OJ::Oaax 6?Ba:~ B:^vxy W awOaT<|/aBOB~ Oa {Q -Ba::! 6~XBT:|?~:M:{Oa5:<_5w6{X|N:T5<a {- N ¢¡5£/¤B¥/¦C§¨-©/ª H ü(0- CI CK<. ûO f $ ú!5. û ÿ1.% üqý?ÿG þC@ " üqý<. û&)% ÿ#'(¶ú=ûGÿ G ÿ)% ü(./. ü7 . ÿ@FM$($OúFÿ%<)% ÿ 1Gü)ÿ«07ü$GÿQ$)ûGÿ%^¬=ÿ-ý;)û>Gÿ%)ü(./.ü.7ÿ>FM$($Oú=ü01%.üqý?ÿ=-$N$\$ =) ÿ5. ûGÿ?ü%<1.% üqý?ü0G ÿ-ý?ü. ü$!$NI þ@üCFM$%">. ü$®) û< 1 ÿ%R ü(';$$. ûGÿ6%!7 0 ÿ6X ü .ûGÿ!) þC. ÿ6"¢¯°G ÿ?ü. ûGÿ6%1.% üqý?ÿ6=4$T±1)% üý-ÿ:A²) ÿ) ü0*. ÿ6G ÿG ý-üÿ6!$%=G # þRÿ%±1'.% ÿ:*F ÿ6.% ÿG ý-ÿT ³ $G ÿ. û ÿqÿ 7 ) ûGÿ?ü%5 = ÿ?û'/. ü$%&) ÿ@O $ úL%'« ú=û'' ü« üx ÿ:9 ` ÿ?ý?@ ý$(#) ü7 . ÿ?. ÿü ú=ûGüqýûb´3µxµ41) % üqý?ÿ=-$Z ý/û'%R 0 ÿ!G ÿ%qþ*. û ÿ!")$'$1-$qü. üqýW1.% üqý?ÿY¶·L=ûGüD ü97 ý?üD ý$(#) ü$ <G ÿ:24G ÿ6 7 FM$= % ÿ:P")1'ÿ 7 üQ=ü%$ÿ¸ z¹7 Q$/5A ýqÿQ[ = ÿ?ý#. ÿ) ûGÿ?7 0 ÿ6X5$)$ ý$">"#G üý) ÿ^^(-$) ûGÿ)% ÿ«üF ý$'. ÿZCG # ÿCþN$. ûGü¶ 0 ü(qÿ0=4$#^) ûGÿ?ü= % ý$(#) ü7 . ÿ =ÿ-û/I . ü($%T-F º þÿ:G P ûGüG = ü) ü('0) # ý/û}[ = ÿ?û/I . ü$% 7 G ÿ)% ü./. üR . ÿ*FM$($OúFÿ%;7 ý-ý#"#) ÿ*0)% ÿ) ÿ% úSÿ6.û«) û " þ$1. ü"^$%b0} " ÿ:A²) ûGÿ$.% ÿ) üý1.% üqý?ÿ=-$T!" » ý?ý$%G ü0«$[f H ü04 CI =4K 7 1.% üqý?ÿ6=4$*) û5)% ÿý#%.% ÿCqþ}$OúFÿ¼A²1)% üqý?ÿx ým ÿ:P[ 1 ÿ?ý?½/7 . ÿ%R 0 ÿ®1%$/24@$/F $ 7 ú=ûGüqÿ5. ûGÿ@$. û ÿ%' ý ÿ]PJ[ 1 ÿ?ý5%$#R 0 ûqþ). û ÿ*0@ " ÿ:AB. ûGÿ6$.% ÿ6. üqý*1%$/24!$3F »;R . ÿ%7 0 ü0*$/R . ÿ%^) ûGÿ5!¾ @ " üü$*. ü@ " ÿL) ÿ1 I < $ ÿqü@ " ü. ÿL%. üqÿCF ÿ:9 ` ÿ?ý:K 7 úFÿ 24) ûL. ûGÿ</7 . ÿ%R 0 ÿ!1%$324^[ 1 ÿ%L. ÿqÿF % ü ¿3À4 /=ûGü./#Gÿ=ü'$ÁFM%$3`)FM%$"Â. û ÿ =$#) ÿý$(#) ü7 . ÿ5qü(} " ü9$3F I:TÃÄ K I U?ÅÇÆK È'( ÉOÊ;Ë ;ÌCwT?Oa<awBa½~:{\ ~CBT:|½~QÍ ¼ÎÐÏÑ!ÒÓaÔÁÕ Ö6×6Ø^OÌXw*|BawOa)x 6a ®B{X| B w6|: 6 Oa5~ÌCwa 6!{)& /|a^ 6 B{X | 6J 6a pm 0.9 m 1.0 0.4 0.8 0.3 Probability 0.8 0.5 p Price Price Derivative Followers Derivative Followers Derivative Followers 1.0 0.2 0.7 0.1 0.6 c 0 Ù 2 Ú d e 4 6 Time (Millions) f π 0.0 8 10 0.4 0.2 p* 0.5 0.6 g 0 2 j 4 6 Time (Millions) k 8 10 0.0 0.5 0.6 0.7 0.8 0.9 1.0 Price ÛÜÝ-Þ_ß'Þ!àxá/â;á6ãXäåàæJâ<çéèBêaë_ìá6ãXäíèî6ïXð@äñãXáò<êaë:ó:ôõèì:óOíì:ë_ðOêaöì÷añôøùî6è®ú>û^üåíèBêaë:ìæîTðBó:ý!àxëâ þWÿ ò ÿ ÷aáðOêaöTì<ä/êaóBðOèBêæ ÿ ðOêaîãQîø-íèBêaë:ì:ó!î6æXóBìèöTì:ä?æì:ð ì:ìãðOêaò5ì: ó 5á6ãX ä 5ò<ê÷÷êaîã-ý ! "" #$%'&()*+, .-$ ""/021345&56 7&5"87*-$$9: %; <'=8%>?-$79"@ A)++)+),7-$@?%B%/-C56D)&2-$%3@E%9*"F)5=G+AHIDJ!EK$H L@C$%7-?%M;C* #$$;$%"6OND/""$G;&24D)+/7D?5)%?&( @"4$"6 C)P* @)E?P$)*%HRQD/*77A %2ST)VUW5C2X# " #%XYX7-$V7-$9A % $)++P)2&()ZY[7*-$ ?MHA\%%/&( SV] % ST% D )V/)*$-$/*%,U_H3L@C*%`6E$"%'7 aA% 7A 7/" )5 RX6D7: g 7-$O%')""659: ,U(] %;:9/*^C ! '%$""$ Sb 9)$. &cC*($)D d9/6%@C*"'@%@" ?$eY[7-$$8;*)2 &f%@%C 9/6$%""8C /+C /H*h i%/7*7A % RX6D7: Uf/*)$-$/%'SV;:9/@% E )!$Sj+) /)-$/%@U(HL@C%R6D"*%R7 kaA%F R%$""$?SW )-+), 9)$, &C*$)D 7A 7/" ) RX6D7A,dl9/6%'/)*+(C*O7:$ Dm)@C-C%'" #XYX7-$$G;A) g &%#%C' 8X6D7A $%@ ko7- 9/6$%@"":C* /*+C /HDnX)2 C*$@# %M;D+)5$ND/"$)D pq/%&($)DF ?9A C7-$9A %M;A&24$R%C &()ZYX7-$5?%( &()%Far$/)+ C%(4D)8HRL@CD/%M;RCP )"6V9")s-$ &(7/*)+m7 kaA%% 7-$;8"$D)+(7*-$$9: %5@CPC()-$)D5 )-$%%O7-$$%,&( O k)VC) ) MHML@C@$)*$)-$65 kt'% E-X6 8<'=7-$9A %? '$-C5),&()D)'C+C 7-$$% %#uA$-$$m)C'-$/&5/"@%9/ )2/)- )8;D%C @))_=G+AHIDJ!-K$H v3wZx yz|{'}~[kDRA =G)*""6E;?#7*$%$)DR%&5/" )$%/*"%> oX? )* ^$+$R7-$)+'%$+$%M;)&2$"6 ) r$)"$+$Jh' RK,)) m)D$)"?$+$.JhnK$HG\%5*$%-$9A$)MM; C_m)D/&59:$ 7&("ZX6 '"$))+"+ C&(%'C*5%%X!6VC2) Pqr$)*"$+$ -$$ )mJ;=* %$)R C3)*=*/))QD-C75$kKB %&(""6;:C2) P)D)"@$+$2 7&2"X6-$$ )s%,%%Xa:$s9E6V"+ C&2% / 9: C_=* %$?)5R C2MMA)(#)(%eYe? "$""8MHnX)2C%R%$-$ )8; #%-$/%%2%&5/" )%' 7-$9A %m h' Rl7-$9A %m =*$/)*)QD-C7)* hn =* %$5)* F CAHR@C5C) - )%*$_¡.7-$9A %(%59: ; #`"&2? /*^$)D ) (&2$$"65h'¢7-$$9: %;3%)-$,C,6D)&2-$%@ £2%/-C 7-$9A %R-$ )D$+$%R&2 o$*"6 C), D$%>C*> t¡*HM\%R) $+$F"+ C&2%3 )C$$)D"65) )Y[$&()%-%@?$""3%@&56 7-;C$62'-$)$%¤ ?"$))+ &(Zr$5%$+6_NE/*"9` o%+ +&(%H ¦ Learning No External Regret 1.0 © Learning No Internal Regret No External Regret Responsive Learning pm pm 1.0 1.0 0.8 0.8 0.8 0.6 Probability 0.9 ª Price Price 0.9 0.7 0.7 wB = 0.9 ¨w B = 0.75 ¨w B = 0.5 0.4 wB = 0.25 wB = 0.1 0.6 0.5 p* 0¥ 20 40 60 Time (Thousands) 80 100 ¥ 0.6 0.5 p* 0¥ 20 40 60 Time (Thousands) 80 100 ¥ 0.2 0.0 0.5 § 0.6 § 0.7 § 0.8 § 0.9 § 1.0 § Price «R¬:®¯:®R°±²@±³E´m°µ²?¶¸·X¹º»O´¼M³E±M½¹º¾¿À$·^Á,Â?Ã8ÄÅ·X¹º»µÀÆX¾'Ç>¹Æ!ÈÉ»±·X³¹³EÊ2·±MÆX»@Ë ÌiÍÎÏMÐ ±$³D´OÑ ÌÒͱ³E´5Ñ ÌVÍÎ ÍMÍÍÏMз»¾!Å»ºÆ!¹ÓM»É¼MÔG°ºq²>Õ>Ö?×3¾RÊM»³E»·±ÆX»´`¿·À½Ø¾!¹½¤ÙɱMÆ!¹À$³ÆX±$Å»@À¿¸Á £ÚÄmÅ·X¹º»µÀÆX¾@ÇÛ¹Æ!ÈÜÆ!ÈD»À·»Æ!¹º±$É8Â?±¾!È(»ÝMٹɹµ·X¹Ù½À$Ó»·Xɱ$¼M»´Ô Þßàáâãäá2àáå`æâ5åçàå$èæéßGèå$äèå$à'éßäâèêàáëâìRíèå$ãæîéæîïDðáéñ*êèå'áéò@ó:å$å$æ âóòå$èôå$îàâ5ð$âæDôå$èäå'àâ5õéòáå$öDãêßêóèêãëêæäéë(å$òRâkìÛ÷,éð$àêâæ*òøùúûúüDàáåOïDéæEàé ú $ üDõØñ*èêð$å$ó:âàò^ðEðßå,åçñ:âæå$æDàêéßß êæàáåPñ*èå$òð$èêó:å$î ë2âEî*å$ßXüRþ@áêðáå$æDàåèàéêæòT÷ ñAâòòêó*ßåéð$àêâæòøòå$å í8êä!*øé"#$X % æ ìéð$àMüàáå'âãàð$âë2å@âì>ñßéOâkì8õ&ñèêð$åóAâàò êæàáå5òáâñ*óAâà äéë(å êò'èå$ë2êæêòð$å$æDà'âì@àá*å5âãàð$âë2å âì@óAâàáVõ¢ ßåéèæ*êæ*ä_éæî 'Að$àêàêâãò?ñßé5êæ_àáå ïDáéñßå$( äéë(åüé5äéë(å@âkì), ( òàèéàå$äêå$ò@ìâè@þ@áêðá_àáå$èå êò@æâ ñãèå(òàèéàå$ä*õéòáså$öDãêßêóèêãë øòååPý'èåå$æDþ#éßîGü#ùMÿú+,.- 8 íGêä/*øó0` îå$ñ*êðàò òêë5ãßéàêâæòGâì3õ& ñèêð$åóAâàò?êæ5þ@á*êðá2þ#å@êæDàèâEî*ãð$å'é èåòñ:âæòêôå$æå$òòñéèéë(å$àå$è þ#å$êäáEàò>àáå@âóòå$èôå$î5á*êòàâè8D üå:t9 å$ðàêôå$ß,, ßêë2êàêæäRêàò 1325476 ? àáéàoåqçñ:âæ*å$æDàêéßß,' ßå$æäàáàâ5àáå3A ' æêàå ôéßãå;.< 4 ü:àáåèå$ó éßßâþ@êæä,õ& ñèêð$åóAâàò'àâ2ë(âèå'èå$éîêß èå$òñAâæî(àâ å$æDôDêèâæ*ë(å$æDàéßðáéæ*äå$ò!X % æDàåèå$òàêæäß,D üàáååë(ñêèêð$éßìèå$öDãåæð$( âkìtñ*ßé îãèêæ*äàá*å$òå=A ' æ*êàå#ðE ðßåòRë(êë5êð$ò:àáå@ò#E ë2ë(å$àèêð8ë2êZçåî òàèéàå$ä!` õéòáOåöEã*êßêóèêã*ë âì>àáå'òàéäå äéë(å! > àáêò?èå$òãßàþ@êßß3óAåìã*èàá*å$èåçñßâèå$îêæé ìã*àãèå ñãóßêð$éàêâæ/ ? å#æâþsêæDôå$òàêäéàå@àáåñèâñ:å$èàêå$ò#âkì8æâ'êæEàå$èæ*éß:èå$äèå$àøõ+%8@> ßå$éèæêæä êæ,âãè ë(âDîå$ßâkìòáâñóAâàò>éæ*î ñèêð$åóAâàò.¸ A å$éèæêæäéßäâèêàáë(ò:àá*éà8òéàêòeì' àáåFæâêæDàå$èæéß èå$äèå$à?âñ*àêë(éßêàB@ ð$èêàå$èêé`éèå+DC æâþ@æOàâ ð$âæEôå$èäå@àâ ðâèèå$ßéàå$î(å$öDãêßêóèêéD ÷üE ÷F üé òãñ:å$èòå$àRâkìAàá*å#òå$à>âìAõéòá,å$öDãêßêóèêé@þ@áêðá éßßâþ@ò:ìâèoî*å$ñAåæîå$æðåéë2âæä?ñßé åèò.G òàèéàå$äêå$òI H å$òñêàå2òå$ôå$èéß#æåäéàêôå5àá*å$âèå$àêð$éß@èå$òãßàò,âæVàá*å5èéàêâæéßRßå$éèæêæä âì>õéòáå$öDãêßêóèêé(øùúûúüí*âòàå$è@éæîK# J âãæ*ä,.(F üõéðáDóéèL ÷!-F üéæîý'èå$åæEþ?éßîVùMÿ úM $ ükêæ2ñèéð$àêð$åüæâ,êæEàå$èæ*éß:èå$äèå$àßåéèæ*êæ*äN é ì!âèëâkìoó:âãæî*å$îß,5 èéàêâæéß ßå$éèæêæäT N òå$å$ë2òRàâ'ßå$éèæOõéòá5å$öDãêßêóèêé0$X% æ5âãè>ñèåòå$æDà?òêë5ãßéàêâæò3þ?å#âóòå$èôå ð$âæDôå$èäå$æð$å@àâ^àáå?ò8D ë(ë2å$àèêð>ë2êçå$î'òàèéàå$ä*O õéòáOå$öDãêßêóèêãëO$ íGêä$*øð.G îå$ñ*êðàò íå`óéèñèâóßå$ëPüDòå$å(ý'èåå$æDþ#éßîGü8ùMÿ ìèâëTñ*èêð$å àâsñèêðå àáåð$ãë5ãßéàêôå?îêòàèêóãàêâæ5ìã*æð$àêâæò#äå$æå$èéàå$î2ìèâëfòêë5ãßéàêâæ àéñ:å$ò@âì8àáå'æâ QPRâáèéQ,÷F 8R%XæVàá*å$òå êæEàå$èæ*éßRèå$äèå$àOßå$éèæêæäéßäâèêàáëlîå$òêäæå$îó Pí*âòàå$è`éæî ÷ õ@%8i ñèêðå$óAâàòMü3éæî.þ#å ßå$à'óãSå$èîêòàèêóãàêâæòèéæäå 1SZ !V 1RZ\[ ?àâPø]TUV8TWX+Ylø 1SZ\[ V 1RZ .^@áå$òå2ñßâàò^ðßâòå$ß,ë2éàðá àáåàáåâèåàêð$éß3õéòá(å$öDãêßêóèêé'äêôåæ(÷ òå$ßßåèòüDþ@á*êðá5éèåâôå$èßé å$î5êæ(àá*êò)A' äãèå! _B_=` »ºXȳ¹º±$ÉɼMÐÆ!ÈE»·»G¹¾:±#ºÀ³Æ!¹³ÙÙE½À$¿Å·X¹º»¾:¹³^ÀÙ·8½'À´»ÉÔ×DÀ·tÆ!ÈD»3ÅÙ·XÅÀ¾X»>À¿E¾!¹½¤ÙɱMÆ!¹³EÊ ³EÀ·»Ê·»ÆÛÉ»±·X³¹³DÊÐ:Æ!ȹ¾?ºÀ$³Æ!¹³ÙÙE½Ç>±¾R´k¹¾Xº·»Æ!¹b a »´5¹³ÆXÀ ÏÍMÍ'»ÝMÙD±$Éɼ2¾!¹ba »´,¹³ÆX»·Ó$±É¾Ô òêë5ãßéàêâæòMüþ?å TUV#TWX@Y ìèâë|ø ð$âæòêîå$è ø c dKeXf)g8hij8fkfmlOnpo@fq@rLfsiRtvuIk+wxyRj8zM{mrLfsiRt |Q}~Rv8}$,8, s 8R}=8, #R! #*~L,~SE!,!}=8}$,,}$8R 8,,,$}X #R}=D!!S 8,;R#,$,~R 8 #8! #}$!*RR =X}+!,,5!~S}@/ #R}8}$,,}$#X ##}$8}$ +, 8R#,$}+0!}+ 8,;}$!R,E! !,R #R}! 8S}$8RR}$#}R8,$}R~R*;,$*8},,R# 8#! 8};,~;m"$ @=,~m,0¡]"$ X}¢}E£R0}$#,}$~R$}vR8,$}Q=!#.¤=,~¥ 8R,$*8}!SX}$*}$.= #R}$¦!8}O!$}$,}$8* 8}$m@R,E ,D!RR*8}$~ #!§ 8R}¢~S$8}$*8}7,~¨ 8S}7~RD0}©ª"}; 8S! ;$R;RS8,~RQ 8S} 8,DR,! #,!~Q8S~/R#!« 8S}¬,~RR,,RR*R8©0 $R8*}$.R,®~¦/,X]0KR}$R,$ $RDR,* 8,!}KR8©0 88* 8R} #R!~¦,~R8 #!~ 8*~R}$*R;R#0 #.=}7~R* 8,$}O 8R* 8R}¢!# D!*R 8,D!m!*}$~ *R 8*~S#RR8 #!~ 8,*,O;*8}R8©0 D 8R*~5 #R};* 8R}$#D0}$!R#}7, R~RR}8$R #*;;*8}] 8}$~¦ 8R*~¥, ;, 8#}$¯,R~RR}$#$R @~R*,"#,;,}$,R; #R! 8S} }E£R0}$ 8}$vR8©0 **,!}$~OD!*R 8,D!M#}$,,}$°DS#}$8} 8 #LR#}$L! 38! #}D±"² !#8RK~SL!,M! #R}$#}$,}8@*8}D!*R 8,D*³,!=]!,,.´ ±² ¼!¼ µM²¶@· ¸²$s¹»º½¾¼ ¿ÀÁ  8² à ± ²#à ¿Ä)Å º*¡ ¼ Æ Á ¸0ÇmÈÊÉ Å ËsM ¼!¼ R#}$R,$ #7!}$#!*}QR8©0 87© ¼*¼.Ì*Í!Ì!Î*Ï ¹ ÏRÐ,¼ ¡©Ñ Ï ! 8S}O!# 78}$,,}$7*~R ÒÑ Ì!Î*Ï ¹ ÏRÐ\Ï Ò*Ñ¢! 8S}¬#=}$K!~R}$!,R};R,EÓ!;S!8}¢8}$*8!~S!R,¨X} , 8Í!7 #R!#}D!R #!,~R}$O7!}$#!*~S;!}& #R}D,!# $*;R,}$ #}L$$,}$X #R}DR#} X*.~R*;}$, Ï ¼!¼*¼!¼ *~R Ï Ï Ò* ¼ 8}$#0}$ 8,!} ¼.Ï Ô Ú 1 Fast Myoptimal Pricebot 1.0 1 Fast Myoptimal Pricebot pm 1000 0.9 Profit (Thousands) 800 Price 0.8 0.7 0.6 600 400 200 p* 0.5 c 0 2 d 4 6 Time (Millions) e 8 0 10 Õ 0 Ö 2 × Û Ø 4 6 Time (Millions) Ù 8 10 ÜÝ,Þß$àSßMáãâFäsâå"æá,çRäsèMéBêbëEì+â$åæLí*é8î$ïðXæ · "å â ¶ êbëEñEòé8ìEñ]íRìEëð]êbóì#ô · ò0õsêbð]ö7÷øâ.ñBðùDúQí!éBêbëEì#çRî.ðEû ËsS}$~ 8,"sD*!R #,;=R8,$}$! #8 8*~R¥ #5!*,~üv8}$#}$ 8 #~Sü #R}$,R8,$}* !# 8}$#! 8S}$ 8R*~ü#,X}$#! 8}.=R!# 8,$R,*8,5R}~¥Q,!8*}7R#!!8 #,!~¨L 8S} RR*}$/!RS* 8,!~+,/8S!R! þý³*88,# 8}$K#}$}pË)ÿ ¼!¼ $ ]¨R8,$}0* 8sX}8} #@8}R8,$} 8R}*"R3 #¬}!}$þý³,~R$#}$!#,~R#}$R}$~R$m#!# L!#;@#!$}D=!SOR}$*}$,!/ ,}$!R,~R #¬*8R, 8#!#,¢!# S8,$}EýBX*"}.sR,!R#}$8* 8,!~v3~R! 8}$$¯07 # D!*R 8,D!!*}$~ 8 B~O!SR, 8,!~R*M8,DR,! #,!~RX}R!}3!R#}$8*}$Q8 ;}~" #,!# ¨R8,$}0* 8R7!S 8!,~O 8R}DSR0}R*~RQ!}&#,X}$3R}$8,* 8,!}3!,,,~R;*~R D!*R 8,D!!!}~" #. B~L 8R}!R#}$~R$}=R!~+ 8R#! 8 #,~S;}$ER*~R,8¬#, /,M!S!~ 8*!}$*R !=R#}$0* 8+ 8D8}:ý³R#,$}L 8S}$,!R!R,ED*0*8#S}* "!##$"&%')(+*,-/.0!132"."41"13 /"1""25!-76389,:,"3+;<>=?-6"#7.0!1"2 2!$21"#$@!!73+4A")(B131")=C%D!=.0!1"2#31"!!71" !E6"$F!>=&6F+6#!6""2G9H"8!H%!!H%I+;36!6F!2 "JB(KF(L@"M6!"$1"=N6"$!;3O.0!+132P"1""Q-"%D!"!E$! R$S6F!6+1""!?=."4<!+132M$86+42M%D!T!I;)(UN9<! 1"3V1"W=6+"$F!;3S.0!+132MX"7V!H.1"2;8!H%"I!6F3!)YF6")( ZI!H.[.0!+1326:,!\:]2"%D!"!7$F8!$"2F^8_!`!6+$!)=+!H%N!a b["4<131"V";!#4:,638"6!W2+@%D-3!6"!)= !6$F!#.0!+132EX"4V1"E$!-!H91"!22P.3GX)(0*,;"#53! "O.+34-1";61"H1"3V8cHdcefgh4if\d.8!8R%D!131"!H.";8"61"I6+"4: ";8;j9<k)lm">=H+$"&n"1"1""!!&!/X"0!8!I!&! !6$F!-o'!p%D!#4J"1"-"2[$Gqdcefg0h4if\d+r=+[4;Gk-1" s-""7t6+"<2[!s4[31"a&B"-+/u4!$P!H%8+!6$F!" !5XP"2"932+101"1"7%D!76")=0"/.0!1"2E"ss6#"713!2P$4VG! qd+cefg0hvif\d?Y I!6F"!>(?w!\%I6"";MX#2#$51"1"#!1"2 "13R2.,%@IN."v#""1"?X.0!1"27$20$/8$+)= $-1"""";I86F!W"1!H%N!6$F!@!#1""!Vx%D""!>( y ,6"1!1""!G!5ECz{-225%'!8!6$F!#9".!1"2E$%D! !6$F!!s4;<6+"$F!-%D!6"5"%D!"!|(wN!W2+HW=x!6$!-2}! V#E1""9W";5$G1"13";52+9"";E65!s"#bE$s6;)(xw"66 !E$F<s2X<$"-!W2+1!E1"!+;E#XW+<<2$G>( y ;)=+!H.09>=8.01"!!$F7O88+!"~2 $E293W)N#1">=&;7O3$1"E!1"2s!74z1"22 "W"!+1"1"W(+E4;";M%D!8"%D!"!<9"#P6!H9"2=|!6$F! .!1"2/$FI!!"131":,#!"9>28;>=";/I6+!6F0""9!82 4zI22|=2.1"!";8$+"%D!`!I;>( +!6$F!x$;"/!S4;0%D!N633+;S"%'!3!?=4"?.0!1"27++1 %D!1"1"| x1!H.N!H%02"27"%D!"!0 !@139?4; !6$F!|%D!N6""%D!"!?(4*,8%'>=H1"1"&!+1327!%D!!H%6"$F! !82+W+"1"136"I""%D!"!?(>w"&3!7"1"13++!H.[@2%D! ;7!5231"1"O6+"-3#9"!+132PX"vV1"56!1"-!;s "x!+!#I!\%!H%',.&;>(>w1"39N3@1"2!H.02x!I!H91"!2 ."4E!1"2E!+/8;7$!#!/69H1"7!E*,>(&1"R!H% "X%D!1"1"!H.2<9!13+W31"-!2H5$.0$EH.1"72E1"2G6!;# !+132$R61"2#"-+Sp%D!0!6""9@29H;( xIFI& 4:,!"81"W"I!H%0O!21?!\%-"6+13!!W2+3,#V@$1""2 XW""91""!"6<$F,.E72;#!\%+!6$F!@;7!;#$ 2R2;!H%6"!6""!!+;1"1">(w+3|!"9H2S!6+"9 28!\%9H3!FD4)4 ¡¢1";!"?1"13&3;61"!HI"8/4£!N!I;" 2;"#V&"-."46#!\%¤!6$F!"2<2; !H%N!6""!?( ¥¦§¨©"ª«¬F®¯°0«¨«R¯±H°²<®¬F«8ª³§³¬´"«8\µ&©3²+¶·ª©"²¸§¨©"ª«8°0³¨¯)¹Fº«®I«»«²<¯ ®±«º#«³¨²§¨H¼®¯®±³®³¨«I°0«´"´³¬FH»«®±¯«Hµ¤½¾[¯®¨³®«¸©"¯®¯)¿ÀÁM§¨©"ª«¬®¯°0«¨« ¬¯«¨»«¶-®#«4±©"¬©"®0®³ª©"®ª´"´"·¯©"²?¹´"«³¶©"²¸7®7ª³¨®«´ÄÃ,´3«»«´|§¨\¼®¯>¿Á|©"²³´"´"ºW¹\¸³Å«4à ®±«¨«®©"ª«Æ·©"´"©"¬¨©"³³¨¯«#¶º²³Å©"ª³´3´"º³¯8®±«·®ªÅ«7Hµ¨«§F«³®«¶s§´"³Hº<³Å²+¸ ª«¨®³©"²8ÇÈ5§¨©"ª«¬®¯)¿>É,²8¨«´"³®«¶8°0¨ÊRËD¯««SÌÎÍÏ>ÐDѹ°«x«4§´"¨«x®±«&¶+ºW²+³Å©"ª¯FHµ§¨©"ª«¯ ³²¶5§¨H¼®¯8³Å²¸#§¨©"ª«¬F®¯7®±+³®8·¯«#²²{Ã]Å#º§©"ª´"«³¨²©"²¸-³´"¸¨©"®±Å¯)¹+¯·ª4±E³¯ Ò Ã]´"«³¨²©"²¸F¹³²+¶8°«0¶©"¨«ª®´"º8ªÅ§³¨«N®±+«§¨\¼®³¬©"´3©"®,º@Hµ»H³¨©3·¯?§+¨©"ª©"²¸I¯®¨³®«¸©"«¯ ¬ºS¯©"Å#·´"³®©"²¸x±«®«¨¸«²«·¯&ª´"´3«ª®©"²+¯?HµF§¨©"ª«¬F®¯)¿HÉ,²mµD·®·+¨«0°¨Ê¹>°«&©"²®«²¶/® ¯®·¶º#®±+«S¶+ºW²+³Å©"ª¯xHµ¤Å³¨Ê«®¯©"²°±+©3ª4±Å¨«¯§±©"¯®©3ª³®«¶O¯±§+¬®¯¬³¯«®±«©3¨ ¯«³¨ª4±E²5§¨W¶+·ª®8³®®¨©"¬·®«¯8³¯8°0«´"´N³¯8§+¨©"ª«¹³²¶5©3²5°±©"ª4±§+¨©"ª«¬F®8¯®¨³®«¸©"«¯ ³¨«S«CÂ{®«²¶«¶<³ªª¨¶+©3²+¸´"ºW¿ ÓsÔÕÖI×¢ØEÙÚ?ÛÜ0ÝÚ|Ö&Þß ¾±«³·®±+¨¯7³¨«-¸¨³®«4µ'·´®àÁ+¨«¶¨©"Ê5¦S¸¸«µD¨8±+©3¯7ª³¨«4µD·+´¨«³¶©"²¸\µS³²E«³¨´3©"«¨ »«¨¯©"²s\µS®±+©3¯§³§F«¨>¹&©"²s°±©"ªv±s±«M©3¯´"³®«¶G¯Å«O¯«¨©"·¯#á³H°¯#©"²P®±«<¨©"¸©"²³´ ³²³´"ºW¯©"¯)¿4âI²º¨«Å³©"²©"²¸0«¨¨¨¯N³¨«x¯·¨«´"ºS®±«xµD³·´"®\µ{®±«&³·®±¨¯>¿)É,²R³¶¶©"®©3²?¹4®±+« ³·®±¨¯®±³²+Ê#âI¶³Å`ã³´"³©µ'¨0¶©"¯ªH»«¨©"²¸7ª«¨®³©"²-§·¨«¯®¨³®«¸º#Ç@³¯±-«Æ·©"´"©"¬¨©"³ ©"²®±+«S¶+©3¯ª¨«®©"䫶<Ŷ«´,¹°±+©3ª4±©3²+¯§©"¨«¶O®±«³²³´"ºW¯©"¯§¨«¯«²W®«¶<©"²â@§§F«²¶©ÄÂOâ7¿ åsÚFæ)ÚçÚ|ÖIÔÚ|ß è>éê¢é¤ëxìWíîï&ð@éñNí4ò,óôDõ|ö÷óøù,úöûïü@é¤ýîíìøþï&óøWþGÿ é ù,úWóöÎîí>é0ó ÎöÎø5öÎøGó-î,ö)í4þ ù4ó>ò'öÎøNúí8ó)þ)íîò,óî,ö÷ó ì 'öÎô'óîí4þóøþHöî ÷í/é ø !#"$%&%'(*)+,-"#.0/1%234/51 6 ))789:;=<?>",(*7<@")BAC"7)C'484/*(D"),"#.EF"<?>C7/D%!G:H$I(J%I)H$&%4ïWó>ívòLK4M=MINOKKè)éNëñQP ê¢îí4ò,ò4ïWð>íRSíîèT=T4UHé M\éÿ é?ë&ìóøøé ìOVívù'ö>öXWóøWþ5ùî,îí& ÷ó'öøPöÎøîóøWþ=@öY4í4þEò#'îó=,íö÷í4ò4é[Z4"7!)C89\"#. ] 84/1%<84/*(D$89^\$&")C"<-(D$,ïè= _O`IN4T=_ïèT4`aé Kéë@é)õNóø>ò4éHbxøcWò,íìWþ)óí4ò4édC1% 6 ))C89e,"#. ] 84/51%<f84/*(D$&89=:C/D84/*(*,/*(D$,,ïKTÄèRTKOMINèRTaOU\ï èT_=gé aéih@é)õj ÷ó>ù#klNí& e ûéë&øIóøWó -m'úWíQ@öÎøöón0'úWíîíomDîF>ívù#îFWóWp{ò4éq\84$I( rQ$QZ4"7!&)C89 "#. ] 84/1%<84/*(D$,ï4_÷è&NOgïFèRT4U_é U\éiséõ|ìîþí#óøþ-sét?éu>ìþþ+éOvjw>ìöe Îöeî,ö÷ìxî,ö÷ù4í¤þ\ö÷òXíîò'öøéq^\$&")C"<f%/*!&(D$8>ïRU\è=yDa4z& T4UUN T_Tïu>ì WèRTgKé _éëxø'úøWñ|úó)íY@óøþ#êó=#'ö÷ícP#ó)í4ò4é{só>òXWóú|óøó=>íøióî#kíX ÷ó>ù4ícmJî{ìW>öÎø#óøWþ ò,í& e ÎöÎø0=4Hþò4é|"ø}j!~"$&%%&'()+,"#.?/1%QAF(*!,/q#)H/%!)C84/*(D")89E").%!#%)C$%{")L/1%Q!#84$/*(D$&89 6 >4>C9e(D$84/*(D")-"#.Q#)C/D%I99e(+4%I)H/ 6 +4%)C/*,\8)C' ] 79/*(* 6 +4%)C/qd%&$1)C"9"+;>ït|øWþøFï@é sé÷ïë?î,öe èTT=_é `\éë@é)ñQìî,ø=4é \%&$1%!#$1%,q,7!F9%,j!(*)C$( >%, ] 84/1%I<f84/*(D$,F'4%j98dH1%&"!(D%Q'4%Q98? \(D$1%I,,R%Cé ó>ù,úWí#,í>ïFèRgK=gé géiuéõ|îó>þ4mDîþh0ít|ø#óøWþëIéCP7ö÷ù úWó>í& ýî4ckHöÎøé0NúíøWí&n@ívùø-Wo"øhí&Cîóú ìî# ÷íW>ïNõ?î,ö÷óøsóúöÎøïNóøWþ ó i?óî,ö÷óøïNívþ\ö#îò4ï#)C/D%I!)C%/Qj79e(*,~1(*)+}8)C'{%;O")C'4 dC1%^Q$")C"<-(D$,Q"#.Qi(+(D/D89#).R"!&<f84/*(D")8)H'S#)C/D%9*9%$7/D89!#"&>%!R/J;)éPê¢îí4ò,ò4ï\ñó=@ô î,ö÷þ>í>ïCP#ó)ò,ò,ó>ù,úHìò,íR#,ò4ï|èRTTgé Téih0ó>ö÷þv¢ö÷ù,úSóøøFéfvj'úö÷ù4ó lNí&Oó>íø,ò4é"øB!#"$%&%'(*)+,i"#./1%c:C%$")C'L"!9'B0(D'4% L%LE").%!#%)C$%L ] ",8(J$8)C'/1%%4ïèTT=aé Ri44 ¢¡¤£#e¥#¥#¦q§O¨?©&ª=¥Q«qe¦¦¬§4¦¯®±°=¬&£#4¬&£\4¦¥#¦|C²*¦³J£ =´X¦¦ce¦´#¬&£=©´X¦0e¦ µ £#4¬R´®O¶©¬Q·¸´#¹Q£¥F¦¶C¬&¦fº=¬&¦´X»D¼=¥#¬c f£#4¬R´qe¦³*£=¥#´X£#½©R´X½£¬²*¦0¾j¿~ÀÁÂÂ&ÃÄ*űÆOÇ À#ÈÉ5ÊÂËCÂÁ&ÀÅHÃÌqËÍÎÏÑÐÓÒÀ¿~ÔÇ#ÊÀ&ÕÀÅ}ÍÖÂÁÉ*¿~ÀÅÄDÁc×ÀØcØf¿#ÁÂI§¨°¬R S¼C¬£cRÙÙ=Ú =iÛcC«=¥#´#¬&£i¦ÜÝÞ£{ߣ¦= cà´X¦£#½ª¬c³D£i¥#¬&ª¬R©´Xe¦ºL³J£¬©=¥#´#¥0áâÕ¿#ã4É*ÄDÀÅÇ ä ÂÇRÂ&ã¿~Á&ʧOåæDåOç&èeéåêé=Ù§FRÙÙë Iì±iÛc{«=¥#´#¬&£¦oÜQÝÞ£íÜ{¬º£¬´Ge¦´XÞ¬¦»ªee¦¬¬©&¥X¦î¶£¼ª¬R Lðï{ãØfÂÇ}ãÅCà ÍQÁÀÅCÀØ-ÄDÁñ{ÂÊãòÄDÀ¿&§±ì±è åêó=ó±§qRÙÙOé± RëiÛc«¥#´#¬&£i¦}ôFõj½¦º\ö÷Þ¬&¦}£´X¦ªFª¬£#¦e¦º0³Deª¥ µ ¬§FÙÙ=ø Råiõc=«£¬&½¦¦0ÜO®±©#Þ¶e£¬=Fù= ¬Q´XÞ¬£ú§O¦»ªee¦¬¶£¬±©R´X¦|§¦-¼C4¥#´Xe¦º²J¦}¾¿#Àû Á&ÂÂ&ÃÄÅÆÇÀ#È-ÉÊÂü4ÉÊLýÅÅþãÖF×FÀÅIÈ¿#ÂÅCÁÂcÀÅ×FÀØ{ÕCþÉã4É*ÄDÀÅHãÖÿCÂã¿&ÅÄÅÆ HÊÂ&À¿ §¶=º¬¥ µ ô¤£¬R¥#¥§ µ ú}ÙÙ=Ú ë4ìóê4ë=ë4ì±Cß Ió±iÛc«½¬&¦4¼C¬&£º0¦} Qe£ª¬fï{ãØ CÊÂÀ¿ = µ ² ôF£¬¥#¥§ Q ¼£#º=¬§FÙ=Ù RÚißc|ù?£¬¬&¦¹\ªC}ÿCÂ&ã¿ÅÄ*űÆGÉDÀL¾Öã LÎÂÉ À¿~Ôï{ãØÂÇôFÞÛ¢´XÞ¬¥X¥§ ½£¦´-²J¦¥#´X´X½´#¬ ³ µ ´XÞ¬ =´X©ª\®4©&¬&¦©¬¥§|¨¬R¹ õj£# {¦°=¬&£¥X´Xú=§C¨¬¹õj£#C§ µ ú}RÙÙÙ Ié±ißcOù?£¬¬&¦¹Qªâ§4¡{=«£#¬ ¦|§¦0®HO®Þ¬&¦4¬£ q¬£#¦e¦ºSe¦f¦¬´Ñ¹Q£#f©¦´#¬ ´#¥è4Ü{¬¥X½ª´#¥ ³*£ ¬ 4¶C¬&£# f¬&¦´#ª{¥X ½ª´X¦¥ï{ãØfÂIÇ-ãÅHÃGÍ\Á&ÀÅCÀØ-ÄDÁñ{ÂÊãòÄDÀ¿ CËÕÂ&ÁÄDãÖCÏ#ÇÇ&þÂ-ÀÅ ÍQÁÀÅCÀØ-ÄDÁÇãÅHÃý¿É*Ä QÁÄDãÖÏ#ÅCÉDÂIÖÖeÄÆ4ÂIÅHÁ#ÂI§«£´XÞ© ce¦ºRÙÙ=Ù Røißcù?£¬¬¦¹QªC§ µ ¥XÞ£§Q¦BÜFôF£#e4Þq QÞ¬®4¦´#«¬¯¼£f¶£¼ª¬ £¬°¥X´#¬Cè Þ¬£¬´X©ª¦G¶£©´X©Rªq -¶ªe©=´X*¦¥{ôF£¬¥#¬&¦´#¬RL´iËCÉDÀÅ ¿#ÀÀÔ CÂÇRÉJÄòãÖÀÅï{ãØf CÊÂ&À¿ qÏ#ÅHÉ¿~ã4ÁÉ*Ä*ò= ÅHãØcÄDÁÇiãÅCÃcÿHÂ&ã¿ÅÄ*ÅƧ4½ªúRÙÙø RÙißc ÜS\ù?£¬¬¦¹Qª ¦B c ¬&¶Þ£´ ®Þ¶¼H´#¥0¦÷¶£#©¬&¼C=´#¥²J¦¾¿#ÀÁÂ&ÂÃÄ*ÅÆÇfÀ#È ËÄ 4ÉDÂ&ÂÅCÉÊSÏ#ÅHÉ¿ÅCã4É*ÄDÀÅãÖ 4ÀÄÅCÉF×FÀÅÈ¿#ÂÅCÁÂQÀÅfý¿É*Ä \ÁIÄJãÖÏ#ÅCÉDÂÖ*ÖeÄÆ4ÂÅCÁ#§°ªe½ ¬§=¶=º¬¥ óÚêó4§Cß{½º½¥#´-Ù=ÙÙ ìißc ÜS¤ù?£¬¬&¦¹Qªâ§ c ¬&¶Þ£´§F¦ ùc F¬¥#½£®±´X£=´#¬º©0¶£#©¬¼C´0ú¦= c©¥ ²J¦í¾¿#ÀÁ&ÂÂÃÄ*ÅÆÇ0À#È FÄ*¿ÇÉiý× ×FÀÅÈ¿~ÂIÅHÁ&Â}ÀÅ ÍÖÂ&ÁÉ*¿#ÀÅÄDÁ×FÀØ-ØfÂI¿~Á&§ Fß?¶¶C¬£§ ¨°¬ ¼C¬&£fÙ=ÙÙ ì4i ¦¦¦|{ß?¶¶£ 4 f´X¦ ´# \ú=¬¥?£#¥X}e¦}£¬¶C¬´#¬RL¶ªú4¥ ²J¦ µ Û{£¬¥XÞ¬&£§Cßc öo q½©#4¬&£§¦ôFqöªe³D¬=§F¬4´#£¥§×FÀÅHÉJ¿Ä þÉJÄJÀÅÇÉDÀÉ5Ê CÊÂÀ¿ }À#È}ï{ãØÂǧC°ªe½ ¬ë§ ¶=º¬¥iÙ4éIêë=ÙCôF£#e¦©¬R´#¦ ?¦°¬£¥X´Xú}ôF£¬¥#¥§qRÙ4óé4 ì=ì± ®H £´f¦Bßc µ ¥ Qª¬&ªeªDߥX c¶ª¬¶´X°¬}¶£4©¬4½£¬}ª¬4e¦ºB´#©£#£¬&ª=´#¬ ¬ ½eªee¼£#½ L F¬R© Þ¦©Rª-£¬&¶C£´§ Q¬&¦´#¬£L³D£}Ü{´X¦ªe´Xúí¦î²*¦´#¬&£©R´X°¬Ûi¬©&¥X¦ Þ¬£ú§qRÙÙ4é4 ìë ®H ?½© C§ ?» ¨i£ ¦¦|§¦} £º ¬©#Þ¥#¥Xª¬£ q¬R£#¦e¦ºe¦©½£#¦´i±½¶HªúLê0¦ ¬ 4¶C¬&£# ¬¦´ ?¦¶½¼ªe¥XÞ¬ µ ¦4½¥#©£#e¶´§|½ªú}RÙÙ4é4 ìåi c ¬&¶Þ£´§=¡{ ¦¥#¦|§=Ûc=öo q¬R°e¦¬§ ¨c=ù?£=¥#³#§==®±e£ ¬R¥XÞq§4Ü =®4¬º=ªD§ ¦}®Üö÷Þ´#¬Ûú¦ -©¥³F¦0e¦³D£ f´X¦ ª´#¬&£#e¦ºL¬©R¦ -ú²J¦¾¿#ÀÁÂ&ÂÃÄ*ÅÆÇ\À#È É5ÊÂËCÂÁ&ÀÅHÃSÏ#ÅCÉD¿ÅCã4É*ÄDÀÅCãÖFÒÀ¿#ÔÇ~ÊÀ&ÕÀÅ×FÀÀ&Õ¿#ã4É*Ä*ò=Â?Ï#ÅÈRÀ¿&Øfã4É*ÄDÀÅ0ýQÆ4ÂÅCÉ*ǧRÙÙø ì=ó±i c ¬&¶Þ£´c¦ß- Üù?£¬¬&¦¹Qªâ®OÞ¶¼C´0¬©R¦ c©¥²J¦ ¾¿#ÀÁÂ&ÂÃÄ*ÅÆÇÀ#È FÄ ÈRÉ5Ê Íjþ¿#À&ÕÂãÅ×ÀÅÈ¿#ÂÅCÁÂÀÅ0Ë =Ø ÀÖeÄDÁãÅHà jþãÅCÉ*ÄDÉDã4É*Ä*ò=ÂFýÕ4ÕC¿~Àã4ÁÊÂÇ\ÉÀ ä ÂãÇÀÅÄ*ÅÆ FÄDÉÊ ÌqÅCÁ¿ÉDãÄ*ÅCÉ =§¶=º¬¥ ìøêì=ì§C½ªúRÙÙ=Ù ìÚ £#½ª¹Q©#Þq QÞ¬ Q£ºe¦«qe¦¬&£¯º¬¦´è = c¶£#¥#¦¶£#©¬¥XÞ¶¶e¦º}¦´XÞ¬²*¦´#¬&£#» ¦¬´i²*¦}ö÷eªeªe f¥§F¬4´#£§|ýQÆ4ÂÅCÉ*Ç |ñ{À4É*ÇãÅCÃ}á\É5Ê¿Ï#ÅCÉD¿ÅCÂÉqñ{Â&ãÇRÉ*ÄDÂÇ&§¶º¬R¥-ìóéê ìÚëC®4ß µ ® ¨i¡ ¶½¼ªe¥XÞ¦ºæ µ © µ eªeª¦Cç&§QRÙÙ=Ú Ü q¥èÞ´#´X¶qè ¼³~ ©¥#´#£ =© © ¼³~§ Þ´#´X¶qè ¹?¹{¹ º¬4©&´X¬R¥ ©= Ü{¬¥#¬R£©#Þ q£#¦Cºª¬ Ù=åë4 ì=é±i¨i©#Þ4¼£ô¤£¬4©´X¦q§|¶´X cà=´X¦|§q¦Lª¬£#¦e¦ºGe¦£¬&¶C¬=´#¬}º= ¬¥{Í\Á&ÀÅCÀØfÂÉ*û ¿&ÄDÁã§Ú4ó4èeì=éóIêOë=Ù§FÙ=Ù4é4 ìøi¨=¥XÞq¨i¦»X©R4¶C¬&£=´X°¬º= ¬R¥QýÅÅHãÖeÇ{À#È ã4ÉÊÂIØfã4É*ÄDÁÇ&§OóåèeìøÚêìÙOó±§FRÙ4ó±= ìÙ ùc F¬¥#½£¦ c ¬¶Þ£´ ô¤£#©&e¦º÷e¦=º¬&¦´¬©¦= c¬¥L½¥Xe¦º ½ª´Xe»Ñº=¬&¦´ »ª¬R£#¦e¦ºi²J¦¾¿#ÀÁÂ&ÂÃÄ*ÅÆÇ{À#È FÄ ÈÉÊGÍjþ¿#À&ÕÂãÅ×FÀÅÈ¿#ÂÅCÁÂÀÅLË Ø &ÀÖeÄDÁãÅHà jþãÅCÉ*Ä*û Éã4É*Ä*ò=Â{ýQÕ4ÕC¿#Àã4ÁÊÂIÇÉÀ ä Â&ãÇRÀÅÄ*Å±Æ FÄDÉÊBÌqÅCÁ¿ÉDãÄ*ÅHÉ §¶=º¬¥ é±ê4øÚ§½ªúRÙÙÙ %$ 1 )* 3* 6! 7" :! ;" " AA 1 + * ) 2 3* 4 = ? ' '( , , . > 7 .9 ; 7A , @ B( B 8 < A ) - 5 ! 7 7* ! ?" ! #" / & ! '" 0 D AA 3 C A < E6FHGIJKML/NO:PQMR%J6GSTUSTUVWXYV[ZB\[]^_`baDWc-de;f?WDghd]3c%iMdac-V]3G'Nj3Jlk/m-Non#PJp[pqrK6sBtP[O%uHv6Jq k.wlq'xbyz6zHG ExGk{GN|p[}6J~[Q7}7K~6qk{G;|O:LHO-q#Gk.QMt3Kpj3JP7q#K7Lu/'G O%J8Q7|pO-GCk.wk.wlKML/K6vJL~ tK6p[Ju}O:P~K7R'sCKMP[Jb~-Q7PJR%J~PQMLO%Q6s,s,JPJ6G;e:c-U^ Wac c-de6\[]a-Uee:c%gU]Uqxy6yG E8hGlG@KMP[O%K7L'G;ws,QuJRQM;p[K7R%JpG#CUWc-d],)V]Vlc- U7c-U# d3UW` d]^ ?W¡VMUU^c]hg8`q MFH¢-£8¤ ¥8¦hx§¥¦7yHq;¨J©3~[JsBtJP,xbyzFG E6EHGª?Gª@G«O:R%uJKML3uwlG8¨h[jKMP~[¬6G;rQ6sl©3KMP[O%p[QMLpjQ7©H©O:L3v®K6p?KpO%sR%~[KML3JQM3ps,Q7}6J|v6Ks,J6G V]V=c-¯V_HW]de:qxbF:¦7¥+§h¦M¥6yHq#xy6yG ° ± ²B³;´¶µ·³;¸?·´¹ º¼»½¸¾3¿ÁÀ{²BÃ[Ä[Ãųø ÆÇÈÉ=ÊHËË;ÌMÍÎÈÐÏ ÑÌ7ÒÈÉÈÓÉ,ÓÇÌ0Ì+ÏÈÉÓÌ7ÍÔMÌ.ÕÖË×ØÑÌÉÓÑÊÓÌ7ÙÚ ÛlÊÉÇÌ7Ü×ÈÝÈÞÑÈÊ{ß[àÛCá âlÈÍ ÓÇÌ«ËÑÌ7ÉÔ7ÑÈÞ'Ì7ζã/ÕÎÌMÝÕÖÉÇÕHËÞ'ÕÓÉäÊÍÎåËÑÈÔ7Ì7Þ'ÕÓÉ{æÇÌ7ÍÌ7ÒHÌ7Ñ çåèêéëìéíîèðïñ ò[Ó,ÇÊÉËØÑÌ7ÒÈÕ×ÉÝÚ Þ;ÌMÌ7ÍóÌ7ÉÓÊHÞÝÈôÉÇÌ7ÎõßÉÌ7Ì{öÌ7Ôñ@÷Hâ,ÓÇØÊÓ,ÍÕàÛ,á½ÌÏÈÉÓ,æÇÌ7ÍËÑÈÔ7Ì7É ÊÑÌÉÌ7ÝÌ7ÔMÓÌ7ÎøÖ4ÑÕãÁÊäÔ7ÕÍÓÈÍ×ÕH×É=ÉÓÑÊHÓÌ7ÙHÚ ÉËØÊÔ7Ìñ'ùlÌ7ÑÌúæÌÊÉÉ×ãäÌCÓÇÊÓ,ËÑÈÔ7Ì7É,ÊÑÌ ÔÇÕÉÌ7ÍoÖ4ÑÕHãûÊøÉÓÑÊHÓÌ7ÙHÚóÉËØÊÔ7Ì{ÓÇØÊÓÈôÉÎÈÉÔMÑÌ7ÓÌ ÑÊHÓÇÌ7Ñ.ÓÇÊÍoÔ7ÕÍÓÈôÍ×ÕH×É6ú?ÊÍØÎóæÌ ÎÌ7ÑÈôÒHÌ=ÓÇÌ=ÉÌ7ÓÕhÖ@Ë×ÑÌCÉÓÑÊÓÌMÙÚ.Û=ÊHÉÇäÌ7Ü×ÈÝôÈÞÑÈÊ;ñÆÇÈÉ ÉÌ7ÓÈÉ ÉÚãäã/Ì7ÓÑÈÔÈÍ.ÓÇÌ=Ô7ÊHÉÌ ÕÖ üÉÌ7ÝÝôÌMÑÉ6ú'Þ×ØÓÈôÉÕhÖ4ÓÌMÍ/ÊÉÚã/ã/ÌMÓÑÈÔÈÍ{ÓÇÌ,Ô7ÊHÉÌÕhÖýoþÿüÉÌ7ÝÝÌ7ÑÉñ Ì7Ô7ÊHÝÝÖ4ÑÕHã öÌMÔñüøÓÇÊHÓ.ÓÇÌ ËØÑÕ 'ÓÉ.ÖÕÑ.ÉÌMÝôÝÌ7 Ñ «ÊÑÌ ÎÌ7ÓÌ7ÑãäÈÍÌ7ÎõÊÉÖ4ÕHÝÝôÕæÉú ÊÉÉ×ãäÈôÍØÙ Ö4ÕÑÊHÝôÝ#ÞØ×ÚÌ7ÑÉ úÊHÍ Î BÖ4ÕÑÊHÝôÝ'ÉÌMÝôÝÌ7ÑÉ ß Mâ !ß â ÈÐ"Ö $# ßbï6üHâ ß â ç ÕÓÇÌ7ÑæÈÉÌ æÇÌ7ÑÌ ï é í ï ß! âõé ë ßbï6÷Hâ ý % ' !ß â % )ï (+*, -/.1032 4 & Ì 6CÑÕÍÌM9Ô 8HÌ7Ñ ( Ö4×ÍØÔ7ÓÈÕÍ?ú 5 ( ÈÉÓÇ7 8 ß ! â È ÉÓÇÌ,Í×ã.Þ'Ì7ÑÕÖÉÌ7ÝÝÌ7ÑÉ=ÔÇÊÑÙÈÍÙÊ.ÝÕæÌ7ÑËÑÈôÔMÌÓÇÊH Í HúÊHÍÎ 5;: ß â È É Ó Ç Ì Í × . ã ' Þ 7 Ì Ñ Õ @ Ö É 7 Ì Ý Ý 7 Ì Ñ É Ô Ç H Ê Ñ H Ù ô È Ø Í Ù Ó Ç Ì É Ê ä ã Ì Ë Ñ È 7 Ô = Ì H Ê É úhÌÏÔ7Ý×ÎÈÍ<Ù BÈôÓÉÌ7ÝÐÖbñ 5 ' ÆÇÌÌ7Ü×ÈÝÈôÞØÑÈ×ã¶ÎÌ7ÑÈÒÊÓÈÕHÍ0ÓÇÊÓ?Ö4ÕHÝôÝÕæÉ?Ô7ÕÍÔMÌ7ÑÍÉÓÇÌÔ7ÊHÉÌÕÖ#ÎÈÉÔMÑÌ7ÓÌCÉÓÑÊÓÌMÙÚ ÉËÊHÔ7Ì7ÉúÔÇÊÑÊÔ7ÓÌ7ÑÈ =7ÌMÎ ÞÚ.ÉÕãäÌ=ËÊHÑÊHã/Ì7ÓÌ7?Ñ > þ çØúæÇÈÔÇ/ÎØÈôÔMÓÊÓÌ7É=ÓÇÌ,ÉÌ7ÝÝÌ7Ñ+É @ÉËØÊÔ7Ì ÕÖÉÓÑÊÓÌ7ÙÈÌ7É,ÊÉÖÕÝÝÕæ+É BA CDAFEHçGì >ìbü >6Iì HIH+H JØñòÖæÌÊHÉÉ×ã/Ì |ã/Õ<Î >)¶çúÓÇØÌ7Í ÓÇØÈôÉ ÉÓÑÊÓÌ7ÙÚÉËØÊÔ7ÌÔ7ÕHÍÓÊÈÍÉ|ËÑÈÔ7Ì7ÉÕÖ#ÓÇØÌÖ4ÕÑF ã LKMNPODQR>6úæÇÌMÑÌ QSTEUDSVWA UXZY>9JØñ [ÕHÑÔMÕÍÒÌ7ÍØÈôÌMÍÔ7Ìú'æÌ=Ö×ÑÓÇÌ7Ñ=ÊHÉÉ×ã/$ Ì ã/Õ<Î >)ÿç/ñ \ ] ÆÇÌ/ÎÌMÑÈÒÊÓÈôÕHÍÕÖ=ÓÇÌ{ÉÌ7ÓÕÖ=Ë×ØÑÌ{ÉÓÑÊÓÌ7ÙÚoÛ=ÊHÉÇóÌMÜ3×ØÈôÝÈÞÑÈôÊ{ÈÉÞÊÉÌ7ÎóÕHÍóÓÇØÌ Ö4ÕÝÝÕæÈÍÙÕÞÉÌ7ÑÒÊHÓÈÕÍØÉ6ú7æÇØÈôÔÇÎØÈôÔMÓÊÓÌ ÓÇØÌ ÉÓÑ×Ô7Ó×ÑÌÕÖÈÓÉ#ÌMÝôÌMã/Ì7ÍÓIÉ 7ÊHÓ#Ì7Ü×ÈÝôÈÞÑÈ×ãú ïñÛ=Õ.ÉÌ7ÝÝôÌMÑÔbÇØÊÑÙHÌ7É=ËØÑÈÔ7Ì K & þ 'ñ üñÛ=Õ.ÉÌ7ÝÝôÌMÑÔbÇØÊÑÙHÌ7É=ËØÑÈÔ7Ì K# ñ ÷)ñ ^ÓÝÌ7ÊÉÓÓ[æÕ.ÉÌ7ÝÝôÌMÑÉÔÇÊÑÙÌËØÑÈÔ7Ì77É _ è K` è ;ñ a;ñÆÇÕÉÌÉÌMÝôÝÌ7ÑÉæÇÕ.ÔÇÊÑÙÌ,ËÑÈôÔMÌ7 É l_ è LK ` è .ÔÇÊÑÙÌÌ7Ü×ÊHÝ#ËÑÈÔ7ÌMÉ6ñ b3cd ~j3JPO%p[J q eO%p@J}JPj3JPJ|PJ©HR%K6Ju,t$ e1fhgjiLklmGn+oPqTp r O:L0~j3JuO%p[p[pO%Q7L/~jK6~DQMR:R%Q7 pG stPu7vxwzy {7{R|}D}1~PyzuZw { }1y }!}| w }{ztPu 1Z{${ tP{{ztPu<w }v{ y7}1~P{z1PuZ~h GtP1wz1P7{ tPu$}P}1}17Pw Zu$<w uyz{ w Z{zWx}y { 1u|tPuZwzuZ1y{ztPuPwz}vx{zy}~P{ PuZ ~LGtPw !uZ{ tuZwBL`7}1wL`w u)ZuZw }{uZ1yz{M{R|)}yzuZuZw yGtP1wz1u$& y PZu 3¢¡/MyzuZuZw y|)uZwzuW{ } GtP1wz1uWx£y uZuZw<¤¥|}¦P§y {z1P_{z}1§~L§Pyz{ uZ GtP1wz1P W¨©ª y y ¦P§©WW¨&¡71P`3«¡¬}1!}1PuWyzuZ!uw<|)uZw uD{ }§GtPw u _ `xL{ztPuZª W¦Py {uZ®L¦P1¨§©I1D|tP9tDZ1yzu{ztPu7}1{ tuZwyzuZuZw y|)}1¦PWyz{ 1 { }$117~LGtP1wz1P$¯¨°1© y yz¦PP°©)&±¨Z¡Z1²±P!LG/xy uZuZw¤³h|)uZwzu{ }GtPw u ªF³ ´¯|t!uªy uZuZw<¤ª|)uZwzuGtP1wz1P WF NP³ µx±{ tPu_y uZuZw<¤³|)}1¦P Pw u¶ uZwPwzZu{z}Pwz!uP³ PLP{ tP{BP³ yP}{1ªuZ®L¦P!~w ¦P´w Zu1stPuZwzuG }1wzu1 ·¸¹º1wzuy {zw ¦P{ ¦PwzuZ y ¦PGt { tP{»j¼&°y uZuZw y)GtP1wz1u)L¯3}1w½ª`¾N ¨¡ ¿1©IL|tPu { tPu7wzuZ!!<À¨Á»jy uZuZw y$GtP1wz1u7{ tPu}1}1}1Pwz!ux  1uZ{ztPuPwzuZy Zwz~xuZDy {zw ¦PZ{z¦Pw uL{ tPu)uGÃPy { uPZu}Ä"¦Pw uyz{ w { uZ¸y tWuZ®L¦P~Pw yuZy ¦PwzuZÁ|tuZPuZuZw{ztPu7 }!}|P7Z}PP{ }1yw uyz1{ yÅvxuZ¯Æ }1w)1By u!uZwzy¤ Ç1)¸}È!}|)ÉRPwz!uZy u!uZw GtPw 1P`ÈÊÁË`Pw uG3uZw y§{ztPuj}1}1}1Áw ZujxÆ Ì Í¢ÎIÍ¢PÏBÐILÑ¡¬¼FÏBÐZ3h¡B|tPuZwzuWÏ"Ð!Å¡ÒyZ}P¦P{zuZ§y y ¦PLyGtPw 1uÁ~L§» }|)ÉÑPwzZuZ y uZuZwzy+x¹MÃ1PPPª{ t!y}1PP{z!}uZPy{ }W{ztPu7 }!}|PÆ 3¨¡ ÓÔ À Ó ÔÕ×ÖØ ÓÙ ¾Ñ©Ò¼ stPyZ}1P{ }1D!DPuZy{ t1{ MÛ Õ ¾Ñ©)_xÜLy Pu»j¼&°P 9ÇZÚL¡ ÖRÝ °P)¸}$y uZuZwGtP1wz1P7PwzuG uZwzy{ }$¦PPPuw Z¦P{{ tPu)}|)ÉÑPwzZuZyzuZ!uw yGtP1wz1P P GtP1wz1u7 RÞ Æ±Ì ÍßÎ+Í¢Ï Ð 3h¡7¼NÏ Ð RÞ ¡|tPuZw uªÏ Ð ! ÑÞ ¡w uª{ tPuªPwz}vx{zy}~P{ PuZ /"yzuZ!uw?¤Ò!yÖ { tPu¦P!®L¦Pu1}|)uZy {ÅÉÑPwzÖ ZuZWy u!uZwIh¹MÃ1PÖ PP{ tPyZ}PP{ }<LuZPy+Æ ¨àZ¡ Ó Ô ¼N ¾±¨áÇI¡ © 9Ç+â¡ À Ó ÔÕ ÓÙ ²P}w¾ Û Ç{ztPyZ}1P{ }1 w uP¦PZuZy7{z}WÏ"Ð L¡¼`ÏBÐZRZ¡ Û P ½ L|tPGt y{ 1¦{ }1}1Z1Rã tPuZPu{ tPyZ}Py {zw !L{$!y)}1!W}Ä!L{zuZw uZyz{|tPu¾äÇ åP)¸}W}|)ÉRPw ZuZy uZuZwGtPw !LPwzuG uZwzy7{ }W¦PPuZw Z¦{{zyZ}1tP}w {zy~LD9t1w P LRÞ ÆÌ3Í¢Î+ÍßÏBÐZL ¡j¼ËÏ"Ð!RÞ ¡|t!GtP!uZL{ 1àyD!DPuZ_~Láæ)}PPyIÇÚ 1P§ Ö ÇIâPstPyLuZPyZ}Py {zw Ö !L{)}1W{ztPu!¦u}B¾3}1wyz{ { uZ }1{ztPuZwz|!yzu1»¯¡ }w |tPGtT·ç¸¹ÈuGÃPy {+P1DuZBÆ ¾ ¼ ¾B¨Ç À ÓÔ Õ Ó Ù À Ó Ô Õ×ÖØ ÓÙ 9Ç+è¡ éBê1u7{ztPu7Pw uZL}1¦yZ}1P!{z}1¯L{ztPyZ}1Pyz{ wz1L{!y}PW1P!Z~Pu|tPu¾äÇ s}11u{ tPuZw7æ)}1Py+ÇZÚMÇIâP1PàÇIèWw uD1{ tuZ{ Z1Byz{ { uZDuZL{ y}Ä{ tu<Z}PP{ }Py }1w){ tuuGÃPy { uPZu}ÄMP¦Pwzuy {zw { uZ¸$1yztu®h¦!~Pwz!}{ tPu7PwzuZy w ~xuÁyz{ w ¦Z{ ¦Pwzu1 ë3ìíîLïðZñòôóhï$õZöL÷øù1ïzúRûðIïGùªûôüþý±ÿ ö«õú3îhïGõü3ûôüóhõóGñ Rïûñòôû9ñ1òï$ûôü3îhï)ùûzú ïRï G ñ Rï ó1üòï 7õ ù ûô ü îûRî 9ñRï$ûú ï!1òñ9ïGù"#$%Lûôüý±ÿ '& RïGï(Lõõ *),+-! .0/13254762138!9;:;<*6=9>?8!/=:;@A/=8B25CD/,EF>HGI3JA/=8K>8!8;<3GL@M1*N$I3:;2O3<*6=9;@A21P6=2H8;9@A8QRTS*U V*K W 3 < XH/=:;8Y3>5ZH/6=2138!9;>H19BZ5>JA<3>H9;@A2138\[?R^]HK>13OP_`aRbS3UdcHV$>H13O_efRbS3UdgV*hi1*@M9!@A>JAJAXK 4j/ 62138!@MO*/=:?9!Y3/ 6=>H8;/@A104Y3@A6YfklRmc3hnioCpRq]HKn9;Y3/1srutvl/E3@A8;9$4Y*/=13/=ZH/=:w'x _`yo[z{Q|jRbS3UA] cHV3}@CnpDR~c3K59!Y3/=1rutv/E3@M8!9@S3UdSHcV w7S3UdSHg3]=c*}=Y3254/=Z/: K5@C pu c*K39!Y3/=1P132rutvf/,EF@A8!98;@A136/2H13Oh] :;/=<3@A:;/89;Y*>9 x_ ` c_ e R]UdgV*K 4Y3@A6Y$@A8@AGI28!8;@ W JA/nC2H:@A19;/=NH/=:uZ5>JA<3/=825Cpu7c3hY3/\6=2GLI3JA /=9; /8!/=9u25CrtvC2:ukaRbc @A8JA@A8;9!/=O@M1u> W JA/$'hnt2H9;@A6=/'9;Y3>H9?rutv76=/>8;/L9;2P/E3@A8;9$4Y*/=1 ¢¡3}*C2H:$kTR¤£3K rutv6=/>8;/P9!20/E3@M8!9?4Y*/=1^ L\¥] c*}u@A1fN/13/=:;>HJKrutv6=/=>H8;/¦9!2a/,EF@A8!9 4Y3/=13/=ZH/=: \¨§;] pª©«A] yo_ ej¬ _ ` |,yªk ¬5 |ª®°¯¦4Y3/=:!/¦pª©±@A8 9;Y3/±G>5E3@AG'<3Gq@A19;/=NH/=:Z5>HJA<3/p 8;>H9;@A8CX@A13N?2H13Oh] 3K4Y*@M6YL6=>1 W /$:;/=>H:;:!>13NH/=O¦9;2 NH@AZ/>H1P<3I3I/=: W 2H<313OP21Pph ² ³² Á È Ê Ì É Î Ë Ò Ó Áà ´uµ·º »n ¶¸3º ¹ ¸F¼  ÃHÅ É ÃHÅ ÈÉ ÃHÍÁ Î ÃHÅÁ=ÈÉ ÃHÅÁ ÃHÍ ÃÒ Ê ÃHÅ Ã5ËÁÌ ÃHÅ ÃÎ5È É ÃHÍ Ã É ½ à ¾¿jÀ ÄÁÅ ÃHÆ3ÁÅ Ã5Ç ÄÁÅ ÃHÆ3ÁÅ Ã5Ç Ä°ÃHÅ ËÉ5ÆHÃÅdË ÉÇ Ä°ÃHÅ Î5Ë5ÆHÃÅ ÎÏËÇ Ä°ÃHÅ Î5È ÉÆÃHÅ Î5È ÉÇ Á Á Á Á Ð Ñ ¿ À Ñ j Ä°ÃH¿jÅ ÎÀ Ì ÊHÆÃHÅ ÎÌ Ê5Ç Ä°ÃHÅ Î5È ÉÆÃHÅ Î5È ÉÇ Ð È È Ð Ñ ¿jÀ µ ÔÕÖn×AØ ÙÚÛuÜÝÞÝßàá á°àâjã Þ ßäåæHÞuá°à=âæà5ÝÞuåà ß\Ý;ç5èÞß Æ èéêHëìèdåí'ßoÜÝåà=å Ð ÈÅÑ Ý!ç5èÞßÝ;åîÝ?àáêïHâ;Ý?Þßoâ;¾ äß¿jÝí À ì ä ÞoÜÝðïHèdëdèd¿ ñâÀ èAä Æ äëßoÜàïíÜòßoÜÝ$Ý!ç5èÞßÝ!åîÝ =à áéèdçÝæÞßoâ;ä ßÝíì Ýðïèdëdèdñâèä'èÞÝÞßä=ñHëdèÞoÜÝæLèdå ¿ äÞoܦó ÈÒ=ôoÅ ¿ t254l6=2H138;@AO3/=:>PJA>:!N/=:B1<*G W /=:B25Cj8!/=JAJA/=:;8}C2:B6=21*6=:;/=9!/=13/=8!8 Ku8!>5XakRõ]SS*h3.0/ ö ;: 8!9uJM/9pDR]K4Y3@A6Y?JA@AG@A9;82<*:6=2H136=/=:!1 9;22H13Oh]=h=i9÷C2JAJA2548C:;2HGl9;Y3@A86=213O*@M9!@A21 9;Y3>H9j4Y*/=1P9;Y3/B1<*G W /=:25Cu8;/=JAJA/=:!8@M8JA>:!N/Krutvø/E3@A8;9/Z/=1LC2H:j8!G>JAJ3Z5>HJA<3/=825CDw8;2 JA213N'>8 @A8>JA8!2 8;G>HJAJªhi1¦I3>:!9;@A6=<3JA>H: K@C Rlc'9!Y3/=1artv/E3@A8;9Co2:wBx7S3UdSSH££3]H]} 8;I/=6=@ ö 6=>HJAJMXK5@CDwRbS3UdSS £KH9;Y*/=1>H1 >8;XGLG/=9!:;@A6j8!2JA<39!@M2H1?>H:;@A8;/8j@A1 4Y3@A6Y 8;/=JAJA/=:!84Y32 6Y3>:!N/I3:;@A6=/Bù /=>:!1¦I3:!2 ö 9!825C:;2H<3NY3JAXS*U SHS3]c3K4Y3@AJM/8!/=JAJM/:;84Y*2 6Y*>:;NH/I3:;@A6=/$[ /=>:!1òS*UdSS3]cV*h39$9!Y3/ 29!Y3/=:$/E39!:;/=GL/Kn@C Rú] SHS3K9;Y*/=108;XGGL/=9;:!@A6?rutvb/,EF@A8!9$@ wx7S3UA] cHV3}9;Y3/8;/$/=<3@AJA@ W :;@A>/E39;/13OP9;Y3/B9;2IPV8;2HJA<39;@A21*8JA@M8!9;/=OL@A1 D> W JA/7Co2:kaRbc 9;29;Y*/j6=>H8;/2C]SS8!/=JAJA/=:;8høC<3JAJ:;>H13N/25Cn/=<3@AJA@ W :;@A>/,EF@A8!9D4Y*/=1 pDRl]\C2H:u9;Y3/Z5>HJM<*/=8 25Cw8;I/=6=@ ö /=O W X21*Ohn]='9;Y3>H9>:!@M8!/BC2:Z5>HJM<*/=8j2C :;>H13N@A13NC:;2HGûc9;2¦]SS*h ü 9;@AJAJ>H8;8;<*G@A13N >PJA>:;NH/$1<3G W /=:2Cj8;/=JAJA/=:!8 KnJA/=9pBý]Hhþÿ/=8;9!>9;@A13N¦2H13Ohu] ">8> W 2H<313OL21 >13OL9;> @A13N$9!Y3/JA@MGL@A9D>H8 k TKH4/ ö 13OP9!Y3>9 fp ¬ ypnzf]|sc* h j<39 8;@A136=/ x c">9B/=<3@AJM@ W :!@A<3GaK@A9Co2JAJA25489;Y3>H9>9>H1X¦rutv7/,EF>H6=9;JAX¦c 8!/=JAJA/=:;8$6Y3>H:;NH/ I3:;@A6=/ù hNH>@A1¦:;/4:;@A9;@A13NP213Ohu]3K9;Y3@A89;@AGL/>H8> W 2<313O21±p>13O9;Y3/1a9!> @A13N 9;Y3/ JA@AG@A9>H8? k bKn4/ >JA8;2 ö 13O0@A91*/=6=/=8!8;>:!Xf9!Y3>9$p ¬ y z ]|$ c3hY<38 K C2:\8; < 6=@A/=19!JMX JA>H:;N/B1<3G W /:;82CD8;/JMJA/=:!8 K3rutv0/E3@A8;9@A1 4Y3@A6Y/,EF>H6=9;JAXcJA25 4 ªI3:!@A6=/=O 8;/=JAJA/=:!8j6Y3>H:;N/I*:;@A6=/j ù K W <39\132?rutv0/E3@A8;9@A1 4Y3@A6Y >1X'8;/=JAJA/=:!8j6Y3>H:;N/ù C2:pu7c3h !"#%$&')(+*,-#'-./0.'1324,-563798;:<,=2>'% $?',@.-AB0)+CD$FE4GH.IJE4KL.*B0IJ'*A*,4*'46M.B0ON+PI' .IHE4GRQTSUWVXY.IHE4KZQTS,U :XN\[]=2^$&'/_RQ`:<a.b(*#'*BT.'/ 2456dcbQe:<f7gQ^X,<.Ih%Q^SUWSi j<f.BJk3lmS,UWno pq6SUWn,o pOrN\s]A3PItNFoOp<2 ..E Gdu o<7vv#*,IIw.#=>]kx#k0l&y%zY{r|hO}-J'2C'IO<A (*-#,'*B^'5%')>=.N"~]3,'%.I<,.E Ku o<c#*,II.#=> k/#k0_<B0,-kA%,.4B0'].IwB0']']'$?'56.'A1=2'5)N e\"\tt"49 4.")IM3I5)'#")1xJ'A'%.'A0.A'BJC24563.'1-B/*,-.I 5NXN N4,'4.'42@,@'A'v5''-.!=$\-'<.BJk%6M'."'A' .IJx-'.'A'NPB0,*...'Ax'5I)'41I,\'5 #")2C)0,6M5)I,.=k=\v.v.'4.5,-)>IJ#+kx,4'.A4'5)'#")I#kx. A>).-A'-Bd<).v5)B0,.')I1].=kD.v5*,-I/#4.56>I/#k.k' MI(*)5=$@I,5,<aw2'5.N&$@wI'5#2C), 2Cx*,B044A-A-#,-<1.A'B^M ,-#,-%¡"¢w£¤¥&£¦¡§=¨¦6£©=¦6£¥Nª«.'kJ 6M'.,'A'v.A'BJ\..'I/1¬-.56+2\® =¯<°]..®W:,o6¯<.I¬.,4®WjO¯N ± .BJa'C²,'v.I³'.®o:´¯ *I,k..-',.>CBJ.*'=$"2'µm5. ")'$?'B0.5N&$a%I\')5x#"215)*B/*.->4.=kD,.4.'%.56>)I #k.4)(+*,54D$ '.)AaA,'.Ix#[email protected]>%.A'B%5BJ.'-]24-1, 5*B/*.>.=kD,.5*IJ#"].56>)I#k/.x'BJ.I/(*5x=$'.)A -A 5.+O<\,w.A'BT-x.I6M#0¡"¢·¶¸¡"¥&£¦)¡"§=¨¦£©D¦£O¥N¹mº/[] +',.\')A')B0v,/6M'.t'A'ON 4v]'A'a.A'B0.''))Ix$?'Bv=$>2=$.@I,->I*. .=k'O<.$.x.=k'x2'w.=kAw.dA.B0x.A..*'<a24'w.*'w .wJ#"!./5AB0)'.0D$v.\N"²,'B»'")5><\¼=¾ ½ IJJ.=kD1#.I#kd0,-.=k'1D$-'.B0!¿À>.3'.Ak7N ÁwMId'.)Ak2CA+1.%-BJ1¿%.'/A>#k3,0'#.#-kw>)5'/l?E ¾ ½ r<$?' o]ÂL7aÂ_<24'Ã_·4%*B/#'4=$a'.AON Ä/ÅÇÆ ÈJÉbÊ4Ë\ÌOÍÎ=ÏFÐ,ÑgÒÓÍ+ÔÎ=ÍÌÃÕÍÐÎ=ÏaÖ?ÏaÔ ²'*Ix.,I56.,-'@®o)=¯+I,'>.x.A'B.a.5,-)>a]6M'.'A'v>. B/*5).>F*,"I.AN=4'v.-A'-BvII,4x]5*B/*.>v.=k=\ .56>I0#k/.'.AO<5*I,-,A1]*'B0)I0.=k=\CD$F'.A-)4245J.' .=k)INJ.'5*.'<-)C× ¾½ I)@5)*B/*.->4.=kD#.Û IJ'*A B0x¿/>.d'.Akb76<v2456b/5B0*,IH.x$?-=24OØ× ¾½ QÚÙ ½Û´Ü\Ý ¼ ¾ Na[=2Þ, 2C)-AC.AIw/'.Akw7v.B09¿fßào<$?'aá8LS,<-4A>w#k\Ø lovßávrã6äå loVr Ùæ Ü l6ovßdávr ã èä ç ¹ é&ê4ëìí6îOï+íð+ñ6í4òìóí6ô%õöö í6÷xòWøaù&ú+íóíòìCõ%ô%õ)ööòWðûÃüÓýøù&úíìù&óõOùí6ûþ1ì&öõñ6í9òWðùý%òùìíÿWø ø¸ýóí6õOñú1ý=ñ6ñïóóíð+ñ6ívý)øìù&óõùí6ûOþ,òWð1ù&ú+íaýóòû)òWð+õ)ÿ\ìíîOïíð+ñ6í ´ù&úíaô@õ)ööí6÷1ìù&óõOùí6ûþ% ü õ)ööí6õóìòWð0ù&ú+íóí6ô%õööí÷/ìí6îOïíðñ6í E ¾ ?½ â ¹ Q ! "$#%&'()!+*#%&,-/.&-% '%$,0,21435#%&6(,78"$#%,09+:;65*=<+>*6?9$"$6%; #(! "$#%9,;,#% '%A@&$&,-(@BC>.&A"$6(D$&/#FE(6HGI ,KJ6(.;#(6(,L @,!6(:#F'F#(#(9(B 9A.&#%&>.0&L6(,! EM#FE%6FGN,5J6%.&D#(&6%,;O5,6FC,I#%;APA @A#(AC"Q$.&#(,@ &6R&M@&.&#%&$-%ENC"SCT#%@2,UJ#("$>;6FE(>*V#(L&;WPXY5"S#Q'F#%.&#(,506HJ&! @ &Z">#(&'%?*#(,-M#(-(6%.&&[#(!+$#%.&@0,I\/$.B^]:$@&#H_a`:#(,"bB^c!.&>,*^B)#%,* Y5"#(! .Qd7e&XfbL.&$D#(,@06I+>.bJ6%.&g@ ! #%&6(,!@?6FJ?@0,#% '%#(-(6%.&&!h,V6(. ;65*$6FJ4@&6%96(&@/#(,*D.&"$>9+6%&@X i jk lDmNno^pq5rFo4stTuq5vrFq5p2wq5srFo4xyo4v zVA,6FC{*$@"$.&9#(,I#% -%6(. |*!26}c!6(@&$.A#(,*~6(.#Id7e4C"I#("$'%$@A,6 ,$.&,!#(4.&$-%.&$B^#%,*R#}@;A;$D$,5&#(6(,;*!26M?#(.0#(,!*M#%@b_&]:6($Td %e&X )$#%.&,,-L'5#2/J6(6FC,-A,6,$.&,!#().&>-(.&>?#(-%6(.&;@">6(,5'($.-($@/&6L"$6(..&$#%&$* $35 9!.&d B$7e&X A.&$-%.&$/J$95E;#! #FE%$.#(;:P?@:J6(.#($*#(@0*=G)$.&$,!"$29$bC:$$, &#FE(6HG@/6(9#(,$*R95E}!& > ,!-@&&.#($-(EIL#FE($. @@&.#(&>-(EI6HJT"6("$(B@#FEIB #(,*&#FE%6FG)@?#(A"$6%*Q#F'%09$$,V#("$'%$*R#(*R@&.&#($-(EV 9$$,V! #FE%$* ,@&$#(*^ ) $ y V 7 C$. @A,*"$#(6(.J,"$6(,^B)C! "R#(@A'F#% !}7L=JT@&.&#%&$-%EQ/ @A$D6FE($* #(L&;LPB4#%,*N!#(@'F#(MI6%&>.&C@&(X¡ ?6FC|M"$#%&'(.$-(.$ ¢ @&! @&D;#%&6F,26HJ.&$-%.&[email protected](|6L2&!.&6(!-(M&;/£0 ¢ ¢¤ ¥ ¦)§ fb,5&$.,#().$-(.$A @:*<,$*I#%@:J6(6FC@ 7¨ ¤© ¢ ¢ &ª ( C$.0« ª ¬M®¯° «I±(²!Xc³ ,!#(EB%&"$#('(,5&$.,#(³.&$-%.&$J$:J6(.! #FE5,#(^6%&>.?@&.&#%&$-% >@09J6(./,6(/#F'5 ,!-;#FE(>*}@&.#(&>-(EM;.&6%-(6%?L"$6(.@& 6FJ4#2-%#(;/@-('($,D95E ´ ¥ ©¤ ¢´ © ¢ 7 ¦³µ ¶ '($,L&/#(96F'(:*<+,! 6(,@B("$6%,@&*>.&/"$#(@?6HJ#2·_a@&.#(&>-(EL ,KJ6(.;$*0-%#(D(B C&S@&.&#($-($@M«¸#(,!*º¹MX!I,6V,5&$.,#(A.&>-(.&>;$#(.,,-V#(-%6(.&g*#($@ &L"$6%;6(,$,5@?6FJ:&LCT> -%5?'(>"$&6%.B),#%;$ED» ª µ #(,*» ª µ B#("$"$6%.&*,-D&6M&! J6(6FC,-/J6(.#((BHC"M.¾+$"$A"$!#(&'%:J$$¼,-(@:6FJ4.&$-%½ .&$ © ¼A½ © ½A¼ #(,*À» ½ ª µ » ¼ ª µ ( © ©¤ ¼A½V¿ © ½4A¼ ¼ A½¿ © ½A¼ fyJ;.$-(.$J6(.A#F'5,-M#FE($*R@&.&#%&$-%ER}.&#%&>.2#(,V@&.&#%&$-%EQA@A@&-(,!Z<"$#(,5B &>,&#% -%6(. {*#($@:CT$-%@4@&";#(4?.6(9#%9 bEA6HJ#FE5,-?@&.#(&>-(E ÁÂÃTÂÄÅ>Æ&Ç$È%Ã&Ç$É^ÊËbÄMÌ(Ç>ÄÇ$Æ&È%ÍbÎÂ=ÏÐÃÑ&Æ&È%Ñ&Ç$Ì%Ò;ÁÂÃÓÍÈFÒ%Ç$ÉMÈ(Ñ:Ñ&ÂÔ;ÇÕÎ Ö à×Ø³Ù Û Ö ×س٠? Ö/Ú ×س٠g á Ú È%ÄÉ ? æaç(è%é Û Ý Ü Þ¤ß à× :Ü âNãÚ(å ä à Ú êë Ç$ÆÇ Ý ÂÃÈÄì(ÆÔ;È%Í Âí$ÂÄÌAÑÇ$Æ&Ô[Ñ ë È%ÑÂÃÅ ë ì(Ã&Ç>ÄVî$ïðïñ ÈHö × ÝRò æ$ó ôó é Ô; æaçFù5é âõÜ ÚH÷Hø Þß àáÚ ú ë ÂÃTÌ%Ç$ÄÇ$ÆÈ(ÍÂí$Ç$ÉIÈ%ÍÌ(ì(ÆÂÑ ë ÔûÂÃÉüÇAÑ&ìý/È(ÆÑÈ(ÄÉIþMÈ%Ãbÿ :ì(ÍÇ$ÍÍ ç%ç Ê )Â(ÇÑ ë ÇAÄì0ÇöÑ&Ç>Æ&ÄÈ%Í^Æ&Ç>Ì(Æ&Ç>ÑÈ(ÍÌ(ì%Æ&ÂÑ ë Ô ìF Ï !Æ&Ç$ü!ÄÉ;È%Ä É 5Å ë È%ÓÂÆ&Ç ù ÎFÑ ë ÇAÈì(Ç ÄìAÂÄÑÇ$Æ&Ä!È(ÍÆÇ$Ì(ÆÇ$ÑTÈ%ÍÌ(ì(ÆÂÑ ë Ô{ÉÇ>Ó+Ç$Ä!ÉÃTì%Ä2Å>ì(Ô;Ó!Í Ç>Ñ&Ç:ÓÈFÒ(ì ; ÄKÏì(ÆÔ;È(ÑÂì(Ü ÄAÈ(Ñ4È(ÍÍ5Ñ&ÂÔDÇ$à ÕÎ)ÂÄÅ$ÍüÉÂÄÌDÂÄ5Ïì(ÆÔ;È%Ñ&Âì(ÄMÑ ë È(ÑAÓ+Ç>Æ&Ñ&È%ÂÄÃ2ÑìMÃ&Ñ&ÆÈ(ÑÇ$Ì(ÂÇ$ÃLÑ ë È%Ñ ê Ç$Æ&ÇÄì%Ñ0Ç$ÔDÓÍìFÒ(Ç$ÉIÈ%Ñ Ñ&ÂÔ;Ç:ÕÊ5ú ë ÇÄ!ì Ä5ÑÇ$Æ&ÄÈ%Í)Æ&Ç$Ì%Æ&Ç$Ñ/ÍÇ$È(ÆÄÂÄÌ2È%ÍÌ(ì(ÆÂÑ ë Ô ë È%ÃÈ(ÍÃ& ì +Ç>Ç$ÄMÃ&Ñ&ü!ÉÂÇ$ÉIÂÄ;ÄÈ% (Ç Ã&Ç$ÑÑ&ÂÄÌ%ÃÎ êë Ç>Æ&ÇVÅ$ì%Ô;ÓÍÇ$ÑÇQÓÈFÒ%ì {ÂÄ5Ïì(ÆÔ;È%Ñ&Âì(Ä Â ÃMÄì%ÑMÈ FÈ(ÂÍÈ ÍÇ æ ÃÇ$ Ç !ì(ÃÑ&Ç$ÆIÈ%ÄÉ ì ë Æ& È È%Ä É AÆ&Ç$Ç>Ä ê È(Í É é Ê%ËbÑ?ÆÇ$Ô;È% Ä!ÃTÑìÃ&ÂÔüÍÈ(ÑÇ?Ñ ë Ç0ÄÈ( % Ç FÈ%Æ&ÂÈ(Ä5Ñ:ìFÏÑ ë Ç ÄìL Ä5ÑÇ$Æ&Ü%ÄÜ È%Í^ÆÇ$Ì(ÆÇ$Ñ?ÍÇ$È%Æ&ÄÂÄÌLÈ(Ü ÍÌ(ì%Æ&ÂÑ ë Ô ÂÄMì(ü!ÆÔ;ì5ÉÇ$ÍìFÏ4à ë ì%Ó +ì%Ñ&Ã/È(ÄÉMÓÆ Å>Ç +ì%Ñ&ÃÊ