Emnlp2001

emnlp2001
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Unformatted text preview:     ¨ © ¦ § ¤ ¥ ƒ Š  ý Š ‰¢ ‘ø ­ • ‘ ‰¢ ‘ ™‘†¼ “‡¢ ‘ Ÿ¢ ¢ Œ ‰ ‰ ‡† Pb£…²b ˆ£gˆBg— gb‹›ˆ£ggš…ˆ7gšˆ’Pg…©PŠ ™Š bˆg¢ ƒ  ¤ Š ‰¢‡ • ™ ™ ‘ Ÿ¢ œ Š‡ ¼ “‡¢ Œ ‰¢‘ ‡† b£Â¨ b ˆ”š³ ¡‰™P”‡ P…Ê™”!–g”ˆAPŠ ˆšbv“gˆP¦ ‘‡ † Ÿ ™ Š ˜  Š ‘‡ ¦ ‘ Ÿ¢ ‘ ‰† ‘œ œ Š‡ ½  Š ‰ g”ˆPP4PbPcg”™HPg‹¦ˆ£ˆšˆ ™”!cPb‹ˆ¢ ƒ ‘ ø ­ Œ ‰ ‰ ‡† ƒ  Œ ‰ œ Š ˜ †† ˜  Š†‘ Š  œ Š‡ ‘ ˜ £gˆR'PŠ ™Š bˆ…·¢b£‚PŠ P™Pbg…PgBPgš£™g£0™š(šPg ƒ ‰ ‘ ˜œ †¢ ‰ †‘ ™‡ ™ ‰ Ÿ¢ ¤  Š ‰¢ ‘ ¢ ´‘ Š ‘ Ÿ g ǚ£™ˆ–ggtŠ µš¨”™‹™g'¨yg ˆ£gg…tšPP‚„ ­ó ñ ñ ð • ‡ ¢‘ Š Ÿ  €ë Œ ‰ Š†‡ • ‘ ‰¢ g¨ bg'³¼¡­bš¢PbRg²PŠ ™g”g‘ Çb› ˆ£b‡ Ÿ ‰  Œ ‰ Š†‡ • œ ‘ ‰ ›†‘ ™ ˜ • “‡ ‘  Œ ‰ ‰ ¦ ž  ¢‘ g¢ PŠ ™g”g‘ ‚gg –gšPg— –”g’…PŠ ™Š ™¨£(…šbŒ ƒŒ ˜ ‘  ¼ ‡ † ™ ™‡ †‘ Ÿ¢ Š‡ ‡ œ Š‡ Š ‰ Š‘¢ ‰ Ÿ bPg’™vŸb'gPP”ÇšPgbP”‚”9™”ö b ˆPšg‹™g¢ Œ ‰ • ‘† ¢¼ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††  Œ ‰ ˜¼ ‡ † PŠ –› ¨gšg……p¨P‹Š™Š bˆg·¢g£0g…£gggb£‚PŠ ˆPˆ™vŸb'gP™ ƒ ™‡ ‘ Š  ‘¢‡ • ‡ ›‘ ‘ õ ­ “‡¢ œ ‘ ‰‘œ ‘ Ÿ¢ †‘› P”¹PgHg”™˜ gtšHHʖg”ˆºgg† ˆšˆÿPg¢šb$£ ¢ œ ‘‘ Š ‘ Ÿ¢ œ Š‡ ¼ ‡¢‡ œ œ • ‘ ¦ • ‘¢‡† ˜ ‡ ™‡†¢ g!gšPHPgº™”bˆ”PÆg‘ g”³‡©…”ˆP£šbŽ”ˆ…g ƒ¢   ¦ ¢ œ ‘‘ Š ‘ Ÿ¢ Š‘‘ ¢‘ ¦ ¼ Œ ‰ Š†‡ • œ ‘ ‰ ›†‘ ™ ˜ gbtµg±gšPÃP…yšš’§š¨PŠ ™g”g‹‘ygg –gš¨Pg — –”g’y‹Š™g¢ 9b ˆPšg±P‹Šˆgšgšgt ‰Š ”Çšg”™Š ‚™ •˜ • “‡ ‘  ‰ Ÿ ‰  Š ‰ Š‘¢ Œ ‰¢‘†‘¢ Š‡ ‘¢‡ ‰ ž ƒ ¡•‰ PŠ ™Š bˆg·¢b£©gg£gg…b£'0‹ˆ‡‹—b™ g£bˆP£šb‡ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††  ¤  ‰ • ‡ Š ­ — ‡† ˜ Š º”¨µPŠ ™Š bWg…0P…±PŠ 'ˆ¡œˆP'¡¼™˜˜ˆgš£š™gg¢ ™1¸ ‰ ™‡ Œ Œ ‰ ‰ ‡ ž ‘† ‘ Ÿ¢ Œ ‰ Œ ‰† ¦ • ¤‘ ˜ ‘ ‰ ˜ ‘ ¦ ¢ ‘ › † ™ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††  € ­ Œ ‰ ™ ™‡†¢ ¨9gWšb$gP9PŠ ™Š gˆg·¢b£Âgg£gggg‚®¨PŠ ™P”ˆ…g ƒ¢   ¦ Œ ‰† ˜œ ‘œ ‡ ž † ††‘ ‘ Ÿ¢ ¢ ‘††  ¢ † ¢‡ gbtcPŠ ˆPˆÂˆgW&gb…gš¢Pgµ£gggb£ gbgšˆ¢ ƒ Š Š Š‡ ž ˜ Ÿ ‡ — • ™ ž‘ ¢‡ Ÿ¢¼Ø Ö Öä Û ÒÓ Õ ÛÓÔ bPP”‡ ”W™tȇ$ ™¬g’”™…xš¨•×¨•×g£·ÑY 0·Ô1§Ñ Ñ ÒÓ ¼¢ Š ‰†‡ › ÕÔ Ö ÑÔ ãèÙ å Û äÑÔ ÕÒ â ‡ Ÿ ‰  ž b¶ˆt”¡‡ˆ”ty¤“Ù1 1zpy ˆ·Ôb§1bˆ09¹g¢ 0Êg •‘ ƒ ¦† ™ ‰ Ÿ¢ ‘†œ œ ‡ ‘ õ ­¢ Š‘ ž ‘›† ™ ‰ †‘ Ÿ¢† PbgP& ™g9gšgˆPg¹Hˆtš¬gb$gP¬¡žºšPggP˜˜¤ †‘ œ ‰ Ÿ Œ ‰ ‰ ‡† ƒ  — ¦ œ ‘¢ • ˜ ž ˜ ‡ ‡¢‡ œ œ • ‘ gšˆ™‹Š™¢PŠ ™Š bˆ…·¢b£Ât¥gg”³‡™(™£šg¢ˆ”PHg‘ g¨¦ ƒ • ‘ Ÿ¢ ¤  — •‡ ˜¸ ‘ Ÿ¢ ‰ Š ‰¢‡† ‰†‘¢‘œ ¢‡ Ÿ¢ • ‡ ‘ ”¡‡ÇPgz'0§¢ ³‰b™pÇPgµŠ &b‹ˆ”ˆb‹ˆšgšˆ2š™gB ggb› ƒ‘† Š ‰¢‡ ‰¢‘› ‰ †‘ Ÿ¢† ¤ ¼ Œ ‰ ¤ ‰¢‡ ‰ • ˜‘† ‰ Ÿ šgb ˆ”'Œ ˆgšbtŠ ¬šPggP˜˜‡¨P‹Š7˜—ˆ ˆšˆB ¬¢ ™gšgR‹™g¢ ‘ ¡•™®nˆš‘ ™¬b–šÿg‘ g¨”¡‡©bb³þbbb5b!gPŠ bˆg¢ ‰ Ÿ õ ­ • ™ ž‡ ´‘ œ •‘ ¦ • þþ ¼ððù Š œ‘ ‰‡† †‘ ‰ • œ Š‡  • ™ ž ‡ ´‘ œ • ‘ ¦ • þþý Š  œ ‘ ‰‡† gšP¨ ˆ…”¡‡š9™”‚š‘ ™¬g7š±g‘ g¨”¡‡µbbÂgÇgPŠ bˆg¢ †‘ ‰ • Š‘‘ ¢‘ ¦ † ††‘ ‰ ‘ Š‘†‘ ‰ œ ‘ Ÿ¢ ¿ ¾ gšP¨ ˆ…”¡‡ššš’§š‚bggš©Š º£™šgš7Á PÂP…5gb½ — ¦ ‘ ˜œ ‘† Œ ‰ ‰ ‡† ƒ  ¼ “‡¢ ‰ Ÿ¢ †  ü ­ Š ‰¢‡ ‰ ‡…š£™ˆgg‚PŠ ™Š bˆ…·¢b£v–g”ˆ2 ™g©gx2™b ˆ”š™‹¨ˆ¢ ƒ Š‘ ‰ ‘‡† Ÿ ™ Š ˜ Š ‘‡ ¦ ¤  “‡¢ ‘ Ÿ¢ Œ ‰ ˜ Š ‰ Pšˆ¡œºg”ˆPP©PbP&g”™‚'hgšˆ¢PgHPŠ ˆPhb‹ˆ¢ ƒ‘ ˜¸ — ‰ ¦ •‡  ‘ Ÿ¢ ‘‘†œ œ ‡ Œ ‰ Š†‡ ‘Œ‡ ˜ …šPp§¢ ¡‰¡•™”³‡bšˆHPg&šggšgˆPgÆPŠ ™g”g •‘ bš™bŒ ƒ Š • • ‡† ˜¢‡ Š † ¤ Œ ‰ ‰ ‡† ƒ  ¤  —œ ˜¢ ‘‡ ‰ Ÿ P”¡‡tbˆP…”™Rb˜PŠ ™‹Šbˆg·¢b£¨¨ˆ™gg’g”š(‹™‚„ ­ • ‘ › • ‘ Š‡ ž† ¤†‘ ™ • ¦‡ ˜ ‘ › ‰ ‡  ˆ‹gbš‘ ‚£™”Wˆbeˆš…‘ ™”ˆP…bš‘ ™TŸb²g¢ œ ‘ ‰ ˜¸ ‘† ‘†‡  • ™ ž‡ ´‘ Œ ‰ ‰‡†¢ ¤  †‘ ¦ ž ˜ Š ‘Œ† gg† ™1gg…gšš‘ ™…b7šPŠ ™‹Šbˆg¨2š™‡2bgš¡‡• ‡ Š‘ Ÿ   • ‡  Œ ‰ ‰ ‡† ƒ    Ÿ ¤  Š ‰¢‘ ˜¸ ‘ Ÿ ƚP©‚š‘ bšˆ9PŠ ™Š gˆg·¢b£û$P°'hb‹ˆgšP1cPg¢ ‘ ‰ ‡ † Œ ‰ Š†‡ ‘ Œ‡ ˜ Œ Š • • ‡† ˜¢‡ Š Š   ˜ ¤ † ˜ šg bˆ©PŠ ™g”g •‘ bš™bP”¡‡…bˆPg”™®byP£–˜cPb ¼ •¢ Š‘ ˜¸ ‘ Š € ­ • ™ ž‡ ´‘ Œ ‰ ‰‡†¢ ¤  ¼œ ‘†œ Š ˜ g— ˆ‡šP1ggPb‚¢ˆš‘ ™¬b–š±P‹Š™Š bˆgĨvˆˆggˆ™PtŸ Š‡ Ÿ¢ †‘ Ÿ¢‡†¼œ Š‡ ˜ Ÿ¢¤  œ ‘†œ Š ˜ Ÿ ‘ ‰ ˜¸ ‘† —‘ Ÿ ”™göšPg”ˆˆˆˆ™”ˆPbP…ˆ¨Rˆggˆ™Pt¶…† ™pg……šPg¢ ¢‡ Ÿ¢ ‰ Œ ‰ ‰ ‡† ƒ  Ÿ ‰  Š ‰¢ Š ú Š  ‰ œ ‰ œ ˜¢ ”™g9Š &P‹Š™Š bˆg·¢g£Âg¢ 0«g ˆ£™P“˜Pb£ Š yg‘ P™…g — ˆPb –šgP…‡…”ˆyg ˆ”š™¨ ˆg”¡‡š&P…yg¢ 0y— ™gš™g • ˜ ‰ ›‘† ™  “‡¢ Š ‰¢‡ ‰ • ‘ Ÿ¢ Ÿ ‰  • ™†‡ Ÿ ¢‡†¢ Š   “‡¢ Œ ‰ Š†‡ • ‘ Œ‡ ˜ Œ Š • • ‡† ˜¢‡ Š — Š‡ g”ˆ…‡b£‚tg”ˆ¢PŠ ™g”g‘ «b”™bP”³‡RbˆPg”™&‡šWž ¼ † • ˜ ‰¢†‡ ™ ­¢ Š‘ Š  ™ ž  Œ ‰‘ † ™ ‘ Œ‡ ˜ Œ Š ˆ”¡‡™£¡ ˆ…”™¢ ϊ ˆg‡šPg¬¨£²PŠ ˆgš£7…P©b”™bPš¡‡• ¤ £ ¢ £ ¡ •‡† ˜¢‡ Š Œ ‰ ™ • ‘›‘œ † ¤ œ ‘ ‰ ˜¸ ‘† ‡¢‡ œ œ ‘¢‡¢ Š Š bˆP…”™WPŠ ™b‹gbšˆb˜ygg‹†™pgg…ˆ”P¢gg”ˆbPP”‡ ƒ Š‡ ž ˜ Ÿ ¤  ¢ Š ˜ ž‡ ‘ Ÿ¢ Œ ‰ ˜œ ‘† ¤  • ‡ Œ ‘ Ÿ P”‚™‡0¨ÂtPb¬bŽPgVPŠ š™ˆg…Ǩ¬g¨b®Pg¢ Ÿ ‰  ¼ Œ ‰ Š†‡ • ‘Œ‡ ˜ Œ Š • •‡† ˜¢‡ Š ‰  ž • ¦† g¢ ¢¨PŠ ™g”g‹‘b”™gP”¡‡¢bˆP…”™DŠ Ƭg‹‘™bgP™ ¢ ž ‰ œ ‡†‡ ™ Œ ‰ ‰ ‡† ƒ  ‘ Ÿ¢ • ™ ™ ¢ “‘‘ ‘ gD¨Œ Pbˆš™«P‹Š™Š bˆg·¢g£9Pg— ™P”‡ gcššg¢Hõ ­ Š†‘ Š  • ‡ ‰¢ ‡† ™ — ¦ œ ‘¢‡ ‰¢  ž ‰ — œ ˜¢ ‰ Ÿ ˆPgš£™b£’bš¡ ˆ£gˆP©‡ygg”z› ˆb…& ƈ™gg‚ ™g¢ ¼¨PŠ ™Š bˆg·¢b£7¨B‹ˆ”™ˆbš¡ ˆšgbšPg2Pggg”¨‹Œˆgšbt ‰Š Œ ‰ ‰ ‡† ƒ  ¤  ‰‡ ¦• ‡ ‰¢‘† ‘ Ÿ¢ ‘ Ÿ¢ œ ‘¢‡ ‰¢‘ › ‡ Ÿ ó ù Š ‰¢ ‘ø ‰ œ ‘ ‰†‡ ž ž ˜ ë †‡ ‘‘†  ˜ ‰ ›‘† ”™bµg ˆ£gˆµ‹ŠÃgš÷ ˆšWW™gi¥vŸˆ”ggšgöPb –šgP™ ‘ ¡•™®0bˆšP&PgĨ…©š‘ ––ˆ‡”P™Pˆg…ÃPP–g…”ˆ† ‰ Ÿ õ ­‡¢‡ œ ‘ Ÿ¢ ¤    ‰ › ¼¢ Š‡ œ Š ˜œ ‘† ¢ ˜ ¦ ¼ ‘¢‡ ƒ‡ ™‘ Œ ‰ ˜ ¼‡¢‡ œ œ • ‘ ¦ • Š ˜ ¤  ¢‘ ‘Œ† • ‡ œ Š ”™š…«P‹ŠˆPÄbˆ”P©g‘ g¨”¡‡™PB¨šgWb…”¡‡9©™”‡ ‡¢‡ œ œ • ‘ ¦ • ¤  ¢‘ •‡ ž ‡ ž  ¤ “‡¢ Š ‰¢‡ ‰ ˆ”P9g‘ g¨”¡‡E¨…šg¡•bWˆ0ô'ge†ºg”ˆ&b ˆšš™¨ ˆ ƒ • ‡ Œ ‰ Š†‡ • † ¤ ž ‰ œ ‡†‡ ™ œ ‘ ‰ ›†‘ ™ ˜ • “‡ ‘ g”¡‡š¥PŠ ™g”g‘ ¬b˜À¨Œ Pgˆ”™Ãgg –gšPg— –”g’ ‡ ‰ óòññð • ‘ ‰ î œ Š‡ ž • ìë Œ ‰ ‰ ‡† „ƒ  ‹¢bbbb¡¼¡•gPTˆ¢ 9환 ’gÆPŠ ™Š gˆê…g‚€ dÍ aÎSÍ vYQ  BBRg`  d Ì Ë ­“‡ ˆ‡…”ˆ¢ Œ ‰ Š†‡ • ‘Œ‡ ˜Œ Š • •‡† ˜¢‡ Š ‘ Œ† • ¢ •‡  Œ ‰ ‰ ‡† PŠ ™gšg‘ 2bš™bP”¡‡tbˆPgš™¶gg”¡‡Çg’‘ bšˆ2PŠ ™Š gˆg¢ ƒ  • ‘ Ÿ —‡ ž œ  Ÿ¢‘ ž œ ‘ ‰ ›†‘ ™ ˜ • ‘¢‡†‘ œ  b£Ê™ gP!¤Wºˆ7Pgš…4gg‹7gš¨Pg!‹—gg”ˆšˆ–¬ž † ‰ ‰ œ Š‡ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††  ¢‡ Ÿ¢ ¢‘ Œ Œ ˜ ”¡‡¡•W³žˆ±™”cPŠ ™Š bˆg·¢b£9gg£gggg£‚”™g…ggšgbPg  ˆt— b™”²P¶¢¨PŠ ³‰g”¡‡¡ ˆ”W¨gPšÂPŠ ˆPˆ«ˆbWž ‰ •‡ Š‡ † ˜ É ­ Œ • ‘ ¦ • ‰¢‡ ž ¢ ˜‡ Œ ‰† ˜œ ‘œ‡ ‘ “‡¢ ‰ ž ‘ Ÿ¢ ¢ ‘††  Š‡ ž ˜ Ÿ ‡ ‰ Ÿ  ‰ Œ ‰ ‰ ‡† šb”ˆg‹WÈPgRg£gggg£µ”W™t¶²vŸ³ ™©ÃŠ ÇPŠ ™Š gˆg¢ ƒ  ¤  ¢ Š ‰†‡ › œ ‘ ‰ ›†‘ ™ ˜ • ‘¢‡†‘œ  ž ‡ ‘  ™ † b£R'©‡š¡‡ˆ”z‚g… 7…šPgµ— gg”ˆšˆ7¬¢¥gb¨bgP™ ‘  ¼ ‰ Ÿ¢ ‘†œ œ‡  „ ­¢ Š‘ ž ‘›† ™ ‰ †‘ Ÿ¢† ¤  ’ªˆ ™…¢gšgˆPbÆAˆ‡š…gb$gP¬¡žcšPg…Pe˜g¢ ‘ šbˆ…PbH”¥”µšg‹ˆ”¢ˆ”PÂgPšˆgggg‡¨WPgĨ • ‡¢ ¦ Š‡ ‡ ‘ ‰†‡ ‡¢‡ œ œ ‘ ™ ™‡†¢¢   ¦ ‘ Ÿ¢ ¤ — •‡ ˜¸ ‘ Ÿ¢ ‰ Š ‰¢‡ œ‡†Œ‘œ ¼†‘›‘  Å ­‡¢‡ œ • ¦ §¢ ¡‰b™1µP…yŠ cb‹ˆ”Pbˆgšˆ'ˆšbš’ˆB2bˆ”P¥‘ ™”‡ ƒ ¡•bz¤Ä¡•g¶'«g ˆgšb¢g‘ g”³‡y¹b±gPŠ gˆgŚP¨ ˆ ‰‡ ›‡ • ‡ ¤  Š ‰†‘› œ • ‘ ¦ • ‡ Š œ ‘ ‰ ‡†¢ †‘ ‰ ƒg”¡‡š©g… 7…šPg9— ¡•™˜˜Â™”µgšP‹¨ˆg”¡‡šÂgPŠ bˆg·¢b£  • œ ‘ ‰ ›†‘ ™ ˜ • ¤ œ Š‡ †‘ ‰ • œ ‘ ‰‡† ƒ Š‘‘ ¢‘ ¦ † ††‘ ‰ ‘ Š‘†‘ ‰ œ ‘ Ÿ¢ ¿ ¾ ½ — ¦ ‘ ˜ œ ‘ šš’§š©gggšy‹Š¢£™š…š'‹ÁPµPgÀbbct…š£™ˆgg† Œ ‰ ‰ ‡† ƒ  ¢‡ Ÿ¢ œ Š ¨ ‘  ¼ —œ ˜¢ ‘‡ ‡ ‡ Œ ‰¢ PŠ ™Š bˆ…·¢b£µ”™…«™PW’‚gˆ™ggW…”š9µ”ºPŠ ˆš‘ ƒ‡T“bˆP&g”ˆPP®PbP&g”™HP‹Šˆ°Vˆ gbš‘ º£™”Wž ‡† ¦ ‘‡† Ÿ ™ Š ˜  Š ‘‡ ¦ Œ ‰ » ­ • ‘ › • ‘ Š‡ ƒ† ¤†‘ ™ • ¦‡ ˜ ‘ › ‰ ‡ ¢ ‘ Š‡¢ Œ ‰ ‰ ‡†¢ ¤ ggeˆš¨¢‘ ™”ˆP¢gš‘ ™vŸg¹gµš£™”ˆgP ‰Š PŠ ™‹ŠbˆgB¨ †‘ ¦ ž ˜ Š ‘ Œ† • ‘ ‰ ˜¸ ‘† • ‡ ‰ ™ —¢ ¢‡ Ÿ¢  “‡ ¢ Œ …š™‡µbgš¡‡cg† ™1ggH— ³•bš¡ ™t£”™…0tg”ˆHP ‰Š ƒ‘ † ™ ‘ Œ‡ ˜ Œ Š • • ‡† ˜¢‡ Š Š  Œ ‰ ‰ ‡† ƒ  ¤  † g…š£7gPbš™bP”¡‡RbˆPg”™Hb¢P‹Š™Š bˆg·¢g£¶'…b ‰ ƒ ›‡ Ÿ‘ ¦ Œ ‰ Š†‡ • ‘ Ÿ¢ ‘ ‰ ž‡ ´‘ —œ ˜¢ ‰ Ÿ „ ­ ‡¢‡ t¤™šWPŠ ™…”g‘ µP…šPŠ ‚b7š¢ˆ™…g‹™‚gˆ”Pœ œ • ‘ ¦ • Š ˜ ¤  ¢‘ ‘Œ† • ‡ ‰ › ‡¢‡ œ Œ ‰ ‰‡†¢ œ • ‘ g‘ g¨”¡‡™P'¨(šg…bg”³‡±W³‡7¬ˆ”P²PŠ ™Š bˆ…‚g‹‘g¦ ƒ”¡‡¨±š…°¡•gWˆ«¯¨g˜†®PŠ ™Pšˆgggg‡¨¢š‘ ™”™š‘ • ¤  ¢‘ • ‡ ž ‡ ž  ¤ Œ ‰ ™ ™‡†¢¢   ¦  • ¦‡ Š  ™Ÿ‚5bˆ”‡Pœ ¬bˆ«P…ª¨¢©š‹‘7&g”ˆ”™š…©PŠ ˆP˜ ‰ „ ­‡¢ ‘ ž‡ ‘ Ÿ¢ ¤    ‰ › ‘¢‡†‡ ™‘ Œ ‰ †‘ ‰ • ¢ Œ ‰ ‰ ‡†¢ — ¦ œ ‘† ˜¢ ™‡ “‡¢ Œ gšP¨ ˆg”¡‡šc’§¢PŠ ™Š bˆg9‡yggPgP”š¥ ‰ g”ˆ&P ‰Š ƒ Š†‡ ‘ Ÿ¢ ¤  Š œ Š ˜œ ‘† ‘ Ÿ¢ ‰ Ÿ  ‰ ž ‰ œ ‡†‡ Pg”g‘ •0Pg‡¨W—£™”‡P™Pˆgg(PgvŸ¡ ™(WŠ V¨Œ Pgˆ”™™ Œ ‰ Š†‡ œ ‘ ‰ › ‘  • “‡ ‘  ‡ ‰ Œ ‰ ‰‡† „ƒ PŠ ™gšg‘ •g… 7…†š™P˜gA— –”g’Ž 5PŠ ™‹Šbˆ…b‚€ aG ~ }  7b` $B9| † w ”p €s {d‘ y x ’ wsr‘ up‘s ’ 7ˆ“p“{•”$7¤t$•‘$Wzx•p7‡$v$$ˆ“p7q t srqom l k r‘r j t‡tpny$t7$iuh f ’dsp ’ € – ”p €s geuˆ™˜—7R•”$7¤t…„ p‘€ ’‘‰ spu†q w „ ƒ u€p w srqp ˆ7$“pˆ7ˆx‡7yt…Bt‚x$yxvut7$0i TXEb7¢hgT`7TG¢VE'cPbYWVTSRPHF Q S ` G e X Q f e S d G X a ` XQ U Q I G ¦@§¦§ C @ )%§ £ % E7©©AD27©¢ 271 ) ¡  % § @ @ ) § 6 )  § 8 § % 6 ¦ § 3 %  ) ¡ ¡ § % #"      ¡ ¦ § ¦¡ £¡ 07©B¢A2©©¢9©7©5421¥0¤('&$! ©¨¤¥¤¢ Ø ÖÙÙÔÓÒÑ Ð ÔØ ä è Ø × ä é å äÑ Û ä ç Ö Ù Õ Ò ÛÔ æ å ä Ö Ö ã â á × Ò ÔÓ ×ÔÑÔÚ× Ò à ß Þ Þ Ý Ô Û ÚÒ Ù Ø Ö ÕÔÔÓÒÑ ¨•×11§B1g‡ˆb7vb§t·èb2«“×…bˆb·Ü1&vb•Ó•Ñ'(E9b…¤¨1§11g‚cbbb‚b·Ü0Y©ˆ“×b¤1§BРϊ d ` r Qh G S €V a F ’h ˜%HpHx£Yd6£YHQ w a c G F QV a d1HPHp‚„d%H6%£—YlimYP28P%£YH–P“WyHx–Wl†kyv r q X v F c S vh ‡ j SV F f e F c Sh Q c F ` ‡ Q v S S T S ƒ d w v X g f d d h ‡ ` €h e a G a • € ch ch a G Qw S q F r H'R–™F e™˜£Y'‚yd1“%p%p‚yH4£P—%HQ Qh SV • ” pxp%–PF Qa r d1HQ j Fh PY–’ Q q ch Q vh e S Q ch e F c Sh Qh Q G a • a Q a e e FV F f a V c X e c a P%pHHY'iH–pP%£YHYHHd1—y‚†spPidu'%h%d3PYP2duR'Yh e FV F f a V € c v ` r Qh “'HYHG w S €V a ££Yd£YHd1HPHp‚‘£H¡Y‰HY'x'YHHp%ˆHB"†„‚'HYHG F ’h Q a c G F QV a ` S GI Qh r vh X € ch Q vh e SQ ‡ … ƒ va ` r Qh w S €V a ££Yd'Y'YdyH4xPRv ups'dHpig%db%YWUHRP¡PH88EC € ch ch a G Qw S q tVV F r q Qh f e ca ` XV T SQ G FI FG F D ¨ B Ÿ ¥)¥ ¨žž ¢ m @ A 7 ‹ ( ' ¨ ¡ ( ¥ ¦9  Ÿ ž ¥ ¦  0 1 ¢ ) 3 & ' 7 8 5 6 & 4 ¢ ¥ 3 ƒ‡ • ™ ™‡ ‘ Ÿ¢ ¢ ˜  ¦‡  Š†‘ Š  • ‡ ‰¢ ‡† ™ — ¦ œ ‘¢‡ ‰ ”š¡ ³‰™P”ÈPgBPb¨”2P…š£™b£Pbš¡ ˆ£gˆPÃtgg”t‹›ˆ¢ ƒ  ž ‰ —œ ˜¢ ‰ Ÿ¢¼ Œ ‰ ‰ ‡† ƒ  ¤  ‰‡ ¦• ‡ ‰¢‘† ‘ Ÿ b¬¶ ‚ˆ™ggö ™g”'PŠ ™Š bˆ…·¢b£‡'č ˆ”™¤bš¡ ˆšggšPg¢ ‘ Ÿ¢ ¤   Š ‰¢‡ ‰¢‘ › ‰  ˜ ‰ ›‘† ™ ¢ ¢‡†¢ Š  Pg‚'Pb‹ˆ”¨Œ ˆgšbtŠ ²Pb –šgP9g…g”ˆ…‡b£ÆŠ Ï ­ ‡¢‡ œ ‘ Ÿ¢ ‰ — Š‡ œ Š ˜œ ‘† ‰ • ™ bˆ”P‚Pg¢‹ŠÂ£™”P™PˆggE¢ š¡ ¡‰™…¡ž‰ ŸŒ ˜ Š‘ ‰ ‘†‘ Ÿ¢ ¢‡ Ÿ¢ œ ‘ ‰ ›† ™ ¼ Š  Š “ Š ˜ ‰ • ™ bPbPš’ ‚…šPgB”™…0gˆ¡œ7$gP‡™©$PtPP’ 2¢ ³‰™g ‘† ˜¢‡ ¤ ‰ • ™ ´‘ Š‡ Š‘ Ÿ  Š‘ ›‘ ‘ ‰¢ ‘ Á‘ ‘ ›† ‰¢ gPgšge‘°¢ š¡ ³‰™‡š”µšP©šbšRb› ˆ£g'šRgˆ…P™ ¡•¡•ˆg —‡ ž ¼óþþ þù • ‡ ¢‘ ž ‡ ¤Wtgbbgbb¡¼¡­g’šºg¨ ‰Œ ñ𠕇 ¢‘ †‘¢ ™ ž ‘ bt¡¼¡­bªšvšggP…g¶ ë î ‡ ˜ ¼ ‡¢‡ œ œ • ‘ ¦ • Š œ Š‡ œ • ‘ ¦ • ‘ B ”ATŸ™g¬gˆ”Pg‘ g”³‡™P˜ ™”g‘ g¨”¡‡gP˜ ¢‡ Ÿ¢  ž Ÿ ‰†  • ‡ †‘ Ÿ¢  ¢ œ ‘†‡ ™ ž  Š‘ Ÿ  ¼ „ ”™g¬™g‹¢ˆbbŒ g9šPgghgHgg”™¬'£šP©‚(©€ ¢‡ Ÿ¢ ¢ ˜ ¦ Œ ‰ ‰ ‡† ƒ  ¤  ‘ Š‡ ž† ¤†‘ ™ ‘ Ÿ¢ ¢ ”™g&PPÈ P‹Š™Š bˆg·¢g£Ã¨H£™šWˆb˜ˆšÂPg¢£g˜‘¤ ˜ƒbHgšˆ™Š ¥š‡ˆc£™šˆ™š¨šˆ™ ‰Š š‘ –…”™g±gg…šbŒ ¤ ‡ œ ‘‘œ ‰ ‘ œ ‘ Š‘œ Š‘ ™‘œ  ‰ › ¢‡ Ÿ¢ œ ‘¢‘ ƒŒ ˜ ¢ Š‘ ‰†‘ ™ ´‘ ‰ ‘ Ÿ ­ Œ ‰ ‰ ‡† ƒ Œ ‰ •†‘ bPg9gtš¬¡žˆštš«‹†gP‚„ ¨PŠ ™Š gˆg·¢b£ PŠ 7‹—ˆšˆœ ƒ Š ˜   ‰ › ¤  ‘ Š‘œ Š‘ ™‘œ ‰ • ‡ Š ‰ ‰ œ Š  ¤  ž ˜¢ PP2©š‘ ––'±£™šˆ™š¨šˆ™Š Äg™b ˆ¢ P™g£R¨Ž™…”‡ ƒ†‘ ‰‘œ ‘ Ÿ¢ ¤  Š ‰¢‡ ‰¢‘› ‰ •‡ ‰ ‰ ™ ž ‘ ŸŒ ˜†  Ÿ gšˆ¡œˆšˆ‚Pg‡¨b ˆ”'Œ ˆgšbtŠ ¨bš¡ ˆ† ™…gWbPbggPg¢ ¢ ž ‘ Ÿ¢ œ ‘ ž† ¤†‘ ™ óþ þþùë ‰ Š‡ Ÿ œ Š‡ ž‡ gb¬ÇPg¬g…ˆb˜ˆš'bgbbgP™”™© ™šVb¨ ‰Œ ­ó ñ ñ gb gbð ¼ ‘ ‰ ™‡ Ÿø œ Š‡ œ Š ˜‘†üë ¢  ì‡ œ œ Š‡ Œ ‰ ‰‡† ƒ gg‹†™”™ˆ™”W™Pšgbg’…b‡ÄbPÇ ™”0PŠ ™Š bˆ…·¢b£ ž  ¤ ‡ ‘ ‰ ¤  Š ‰¢‡ ‰ ¦ ž  ‡ Œ ‰ ˜ ¼ ‡¢‡ œ œ • ‘ ¦ ¨g˜†È”gˆ¡œv¨b‹ˆ”™Š ™¨£²PŠ ˆPbbˆ”Pµg‘ gš¡‡• ƒ Š ˜ ‘ Ÿ¢ ¤    ‰ › Š‘‘ ¢‘ ¦ ¢‡ ž ‰ ž ‘ ‰ ‰ ‰ PPµPg‚'0(š‘ 7©šš’§šcvŸˆšWˆ W¥šš÷ W¡ž™‹ŠWž — ˆ£gg† Pµš™g–ˆ…b‡Ä¨RÄW™…¢ ˆbb‹Œb®šHg£™ˆ7…g¢ • ¢ ‘ ‰ œ ¢‡ Ÿ¢ ¼¢   ì  € ¼ ž Ÿ ‰†  • ‡ Š‡ œ ‘ ˜œ † ƒ ‰ —‘ Ÿ „ ­ ‡¢‡ œ œ • ‘ ¦ • Š ˜ ‘ Ÿ¢ Ÿ ‰  • ‰¢‡ ™ ž  PŠ ¹šPR«gˆ”PÂg‘ g”³‡™PWPgHg‹¢‘ ™¦ ˆ”™…¨£ ‘ ¦ • ˜  Ÿ  Š ‰¢ Š ¤ ‰‘ Ÿ¢  ™ — Ÿ ¢‡ Ÿ¢ ¢ Š‘ ž ‘ ‰ ˜¸ ‘ ¨¶¡œ™bPg™Pb ˆ£™P˜˜E ˆšP…bt‡™”™g7‡š…gg† ™1gg† ‘ Ÿ¢ ‘ † ¤ Š‘ • Œ Š †¢ ¢  Š ‘ œ ž Ÿ ‰†  • ‡ „ € ‘ Ÿ Pg…£ˆge™š— ¨PggggEbP©štˆV™g¢ ˆbgŒ b®©ÇPg¢ ¢‡ Ÿ¢ œ ‘ Š†‘ Š  ‘†‘  ó ñ ñ ñ ðë †‘ Œ ‰ ø œ Š‡  •  ”™ggPgš£™b£(…š¶bbbbgg’šgPŠ P…™”°PŠ ¡‰¡•'‚€ ­ ‘ › ¦‡ œ ‘ ‰† ‘œ ¢‡ Ÿ¢ ¢ † ‰ ‰ “‡ ggˆ¨”9g¦ ˆ£ˆšˆÈ”™gWgE”¡‡¡•‚¡žˆWgšˆ¢ Š ‰¢‡ ‰ • ‘ Œ‡ ™ ¦‘  ‡ Š  Œ ‰ ‰ ‡† ƒ  ¤  ‘ b ˆ”š™‹¨ˆg”¡‡š¥b”™&š¶0ºbµPŠ ™Š bˆ…·¢b£R¨2gšPŠ ƒ‘ ‰ ¢ ‘ Á‘ ‘ Ÿ¢ œ ‘¢‡†¢ Š  ž ‘œ —‘ Ÿ¢ ¼ • ‡ ‰ ü ­ ‡¢‡ šb› ˆ£g'šPg±gg”ˆ…gPb¬gˆcšPgg— ¡•g™Š RÃbˆ”Pœ œ • ‘ ¦ • ¤  —œ  ¦ Œ ‰ †Œ ‘ Ÿ¢ ‰ • ‘ ¦ •  • ¤ g‘ g¨”¡‡2¨©ˆ7¨9PŠ $gb&Pg©Š & g¨”¡‡&…”¡‡š2¨ Š ‰¢ ˜ ‰†¢ ‰ œ ‘ Ÿ¢ ‘›†‘‘† ™ ¢ ¢ Š‡¢† ™ ‰ ‰ ‰ ¢‡ Ÿ b ˆPP¦ ˆgg PP…b…šgšgPÅR‡”ˆgb…¡žÈ 2¢ (š™g¢ œ ‘ ‰¢  Š —‘ Ÿ¢¼ ž Ÿ ‰† •‡ „ € ‘ Ÿ¢ Ÿ ‰  ¢ Š‘ ‰†‘ g£¡ ˆgP±šPgbW™g¢ ˆbbŒ b®©‚P…¢g¢ ’gtš¬¡žˆš¨™ ƒ ´‘ ­ Œ ‰ ‰ ‡† ƒ  Ÿ ‰  • ¦‡ Š†‡ • ‰ ‘ ‰  Š Š ‰ tšhŠ Ï ¨P‹Š™Š bˆg·¢g£©…¢ ‘ ™”™gšg‘ ‚ &g‹¨Pyb‹ˆ¢ ƒ‡ ‰ • ž œ Š‡† Ÿ ‰  • ¦‡ Š†‡ • ‰ ¢‡ Ÿ¢ “‡¢ ”š™¨ ˆgš¡‡š'ˆ™”ˆ¢g¢ 0Ñ ™”™…”g‘  ǔ™gµg”ˆ¬‡ ¼ˆPb ˆP¬™gg”0gšPg’šˆ™PR”™ggb$gPWšPRB¡­™˜˜¤  Š ‰¢ ™ ž ˜‡ ‘‘ Ÿ¢ †‘œ Š ˜ ¢‡ Ÿ¢ œ ‘›† ™ —‘ Ÿ „ • ƒ‘ ˜ ‘ ¦ ¢ †‘œ† ‰ †‘ Ÿ¢ ‡ ‘ ¤  ¢ Š‘œ Š‘ ™‘œ š…P¢Hg‚šˆˆbŠ &šPgb©TŸbgB¨µ‡šˆ™š¨šˆ™ ‰Š — ¡•b™g ˆ¢ P™b£ ¢¡œ™bPg…©š‹‘7WP……”™g–P™g£gg • ‡ Š ‰ ‰ œ Š  ‘ ¦ • ˜  Ÿ   ‰ › ‘ Ÿ¢ ¢‡ Ÿ¢ ¼ œ Š  ‘ œ 1™ š ›5 ™ m ˜ m — m ¨ ) ¨ 2 0 1 ¨ ) ( ' & ' & 4 ­ó gˆ ë ‡¢‡ œ ‘ Ÿ¢ ¤    ‰ ›  ¢ œ Š‡ ¼ó ë ‡¢‡ œ œ • ‘ ¦ • Š ˆ”P²Pgv¨(š‘ 7µ’§‚™šÄg µˆ”P9g‘ gš¡‡™P˜ ¤¨šg±gg”¡‡H(gB 9ˆšP©g‘ g”³‡¨šgÄ¡•gWˆ±‡  ¢‘ ‘ Œ† • ‡ ¼ó ë ‡¢‡ œ œ • ‘ ¦ • ¤  ¢‘ • ‡ ž Œ ‰  ˜ Œ ‰ ‰ ‡† ƒ  † ¤ ž Ÿ ‰†  • ‡ „ € • ‘ ‰ PŠ ˆPhPŠ ™‹Šbˆg·¢b£ºb˜n™g‹¢ˆbbŒ gô©9‹ ¡•gPTŸˆ¢ 9î œ Š ž • ì ¤  ‡ ž ‘  ¢ ‡†¢ ¦‡ Š 𠑆 ˜ ‰ ™”‡ ™‹˜¶µ¨º‚gPvŸˆc£bˆggPš5 ®gPgŒ Rü ¦ –) ( ˆ •d—m¡¥'iy”yƒyW'ƒh¡d2m¥¥)%m—p%—| ’ iˆ)%r z s | ox q  r Ž o y ox o  rx “x s v o y } v z { s | z  Š~ yy ˆ •d—m¡¥'iy”yƒyW'ƒh¡d2m¥¥)%m—p%—| m€ z s | ox q  r Ž o y ox o  rx “x s v o y } v z { s | z  ’ ~ ˆ)%r yy $ % ¢ #  ‘¡—m¡¥'2m—%4—¡m1%¡Œ¡d%1d6'‹–¡¡%r vw | ox q  r Ž o n z‡ |x o  rx sw | z q z s Š ~ „ zxx  ‘¡—m¡¥'2m—%4—¡m1%¡Œ¡d%1ds vw | ox q  r Ž o n z‡ |x o  rx sw | z q z € ~ ‹–¡¡%r „ zxx ! "    ˆ ‡z Š… ‰%Ri†yƒ2h%Rim¥¡dp%¡m3¡%pds „ ow ‚ v z Š ~ n o }w | | rx { vw r n ˆ ‡z €… ‰%A†yƒ2h%Am¥¡dp%¡m3¡%pds „ ow ‚ v z € ~ n o }w | | rx { vw r n o v z y xw s v t s r o q o ¥%¥A¡pi)u%yWmpn œ Š‡ “‡¢ Š ‰¢‡ ‰ • ‘ Ÿ¢ Œ ‰ Š†‡ • † ¤ ¢ Š ‰ ˜ ™”t g”ˆ2b ˆšš™¨ ˆg”³‡š2Pg©P‹Š™g”g‘ Egeª‡š‹‘š& g ‘ ¦ • ‘ ‰ • ˜ Ÿ ‡¢‡ œ ‘ Ÿ¢ ¤   ‰ › ‡ ‘ ¢‡ Ÿ¢ ¼¢† ¨g³¤ggg¢ µ¡œ™bPgˆšPPgP¨®š‘ 7µTŸbgB”™…gˆggP¨ ¢ ‰  ™ ¢ Š‡¢†  ™ ‰ • ‡ Š ‰ ‰ œ œ ‡  ¢ ‘œ ‡ —‘ Ÿ gtŠ ¨¨yt”ˆgg¬¡žb™g ˆ¢ PPbŽ’§©ˆbWž šP‚„ ­‘‘  ‰ › ‰ Ÿ  ¤   • œ†‡ Œ‘† ‘ Š‡¢ ‰ Š  ˆššg2 ‰¢ š‘ –«TŸ¡ ™©''©gš‘ Pˆš¨šg£™”ˆgP‹ŠÂ”‡ g¢ • ‘ ¦ • ‘ ž ‡ ‘ Ÿ¢ Š ‰‡ • ˜  Ÿ Š ‰¢ Š ¤ ¢‘ Œ†‡ ¢ ‘ Ÿ gš¡‡È¬bˆ©P…0gŒ ˆg”‚¡œ™bPgb ˆ£™Pe˜ªšbg”ˆ©Pg¢ ¼ ‰ ¢‡ Ÿ¢ ‡¢‡ œ œ • ‘ ¦ • Š ˜ ‘ Ÿ œ Š‡ Š ‰ ¢ Š ¢‘ ˆ «”™g« ˆšP!g‘ g¨”¡‡™P9Pg¢ ™šb ˆ£™Pe˜¤ šbŒ ƒ†‡¢ ‘ Ÿ¢ Š‘‘ ¢‘ ¦ — ‰ ‰¢‡ ™ ž  ¤  ¢ ™‘ Š  ‘ Ÿ g”ˆ&Pg®šš’£š¨9£‹¢¡‰¡•™¦ ˆš™¬¨£…¨¢Pš£™b£ºPg¢ Œ ‰ ˜œ †¢ ‰ ¼ Œ ‰ ‰ ‡† ƒ  ¤  ‰ • ‡ Š‡ • —¢ ƒ € PŠ š™ˆ–ggtŠ …¨PŠ ™‹Šbˆg·¢b£¨¢ ˆt— b™šÂ‘ –§g·‚ ‡ œ ‘¢ Š‘‘† ™ óòñ ñðë • ‘ ‰ î œ Š ž • ì ­ ž Ÿ ‰ !g…‡šgš…PªbbgbgB³•gPvŸˆ‹¢«©™š‡ ™˜ ’!W™…¢ ˆ† ƒ  • „ € ‘ Ÿ¢ ¤  ‘ Š‘ ‰¢ ‘ Á‘ ‘ Ÿ¢ ‘† ˜ Š‘  gbŒ b‡ ©5Pg±¨®gšPšg› ˆ£g7šVPggPgPšAg¢ œ ‘œ ‘‘ Š  Š ‰¢ ™ ž ˜‡ ‘ Ÿ¢ Œ ‰ ‰† • Š¼† • ˜ ‰¢†‡ gˆgšPvPb ˆP…™gg”¬Pg’PŠ 7˜—¡¤ˆš¡‡šµbšˆ”¡‡™£¡ ˆg”™™ Š ™”bW'Œ Pbˆ”™(PŠ ™Š bˆ…·¢b£2Pgˆ'©§¢ ¡‰¡•™”š³ ¡‰™P”‡ ‰ œ Š‡ ¼ ž ‰ œ ‡†‡ ™ Œ ‰ ‰ ‡† ƒ  ‘ Ÿ¢¤  — ‰ ¦‡ • ™ ™ ‘ Ÿ¢ Š œ ‘ ˜ ¤ Œ ‰ ‰ ‡† ƒ  ¤   ‰ œ ˜¢ • ‰ ‰ Pg¹b g…P£7˜¹PŠ ™Š gˆg·¢b£…¨µš‘ P™g…‚b¡‡ˆ‹¢™ ϊ ­†‘ ‰ • “ • ‘ Ÿ¢ ‰ ‡†¢ ¢ œ ‘ ˜ ‘ ¦ Š‡ ˆšP‹¨ˆg”¡‡š PŠ ¡‰‚P…±Š gˆgWgWggP袔š Ù × Û ä å è 㠜 Š‡ ÛÙÔÑ Û Ö ÜÓÑ äÔÙÔÑ ¢ ˜  ¦‡ ‘ Œ‡ ¨b“Ò·Öb¤“ÓÖ 1 ¨‚™šÃ·Ù1§ˆ·Ô“×±ˆ£g¤1§Pb¨”Çšb”™™ ¦‘  ‰ Ÿ  ¼†‘ ‰ • ‘Œ‡ ™ ‘ Ÿ¢ ‰‡†¢ ¢ œ ‘ ˜ ‘ š’W‘ ³•™©–ˆšP‹¨ˆg”¡‡š b”™µPgH‹Šbˆg&g«ggPµ¦ Š‡  “ ÑÒ Ö Õä ⠗ ¦ ¢ œ ‘¢ ‰  ™ ‘Œ‡ ™ ¦‘ ”š‚tPŠ ¡‰• b¤“Ù1 by ®t¢gygg‡‹Š¨šb”™Hš’ ¼ • ™ ž ‡ ´‘ ‘› ¦ ‘ Ÿ¢ Œ ‰ ˜ ‰¢ Š  € ­‡¢‡ œ Œ ‰ ‰ ‡† g‘ ™¬g7šµb$”‡ Pg&PŠ ™‡‹Šˆ‡g‚HbˆšPÂPŠ ™Š gˆg¢ ‹‘™”¡‡¡•bz¤µ šP…b±P…«…²Pb”š¥šP¨ ˆg”³‡š®TŸbg‘ • ¦ ‰‡ ›‡ †‘ Ÿ¢ ‘ Ÿ¢ ¢ œ œ‡ Š‡ †‘ ‰ • ‡ ¼‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¢ • ‘ ¦ • œ ‘¢ ‰ œ ‘† ™ ‰ ‘ Ÿ¢ Ÿ ‰ bˆšPyg‘ g¨”¡‡µP…±g2 g¨”¡‡9gg£¡ PggP(† gPgy…¢  ‘ Š‡¢ ‰ Œ ‰ œ Š  ™‘††  ‘ Ÿ¢ Œ ‰ œ œ ‡ œ Š‡  Š ‰¢ ‰ š£™”ˆ…PŠ ‚PŠ P™b¨gšggb£¬Pg2PŠ PPbٚ’Pb‹ˆ£¡ Pœ ƒ‘† ™ ¢ Š‘œ ¨ Š  ¢  ž  ‰ Œ ‰¢ • ‘ — ì ­ ‡¢‡ œ œ • ‘ šgP’tšˆ™Pb£2…b¬2…¢ ²PŠ ˆ£g‘ gg‚™Ebˆ”P¢g‹‘g¦ ƒ • Š ˜ ‘ Ÿ¢ ¤  ‘ Š‡¢ ‰ † ¤ • ‘ ¦ • ¢ ‰ œ ‘† ™ ‰ Š‘ Ÿ ”³‡™P¶P…x¨Rš£™”ˆgPŠ (b˜( gš¡‡(g£¡ PggPR‹¢&šP‚„ ­‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤   ‰ › ‘ Š Œ ‰ ˜ œ ‘ ‰‡†¢ bˆšP©g‘ g”³‡ÂPg‚'Dš‘ –yPbHP‹ŠˆP«gPŠ bˆ…W ‰ †‘ ‰ • ‡ ­†‘ Ÿ¢  ‡ ‘ • ‘ Ÿ Š‡ ¢‡ Ÿ¢ †‘ ‰ šP¨ ˆ…”¡‡šÂTŸbE ˆšPgg«TŸbg9™ gP&”šš™g…šP¨ ˆ  •  ¢ ‰ ‡†¢ ¢ œ ‘ ˜ ‘ ¦ Š‡ ‡¢‡ œ ‘ Ÿ¢ ¤    ‰ g”¡‡š¥’£‚Š bˆgg0g…P…µ”šˆ”PÇPgz¨’©š‘ –›  ¢ ¢‡ Ÿ¢ ‰ ó 𠑆 ˜ ‰ üë „ € ž Ÿ ‰†  • ‡ Œ ‰ ‰ ‡† ¶§”™g Ãg&gPbŒ R…Ç ©ô™g‹¢ˆbbŒ gÂPŠ ™Š gˆg¢ ƒ  • ‘ ‰ î œ Š‡ ž • ì œ ‰ Ÿ‘ ¦ Š ‰ ‰ ˜¢ ‰ ‘ Ÿ b£ª ³•gPvŸˆ‹¢«‚™”V™˜ ’±™‹Š™šÃg ˆ¢ ™gtŠ ÇP‚„ ­Ñ Ò Ö Õ ä â ¼ • ™ ž‡ ´‘ † gg¤“Ù1 g± vg‘ ™¬b–š©b˜¤ ‘ Œ‡ ™ ‘ Ÿ¢ ¢ Œ ‰¢ ‰  ™  “ • ‰ œ ‘ ‰ ‡ ¢ Š   œ†  b”™µPg&g¢PŠ ˆtŠ ¨¨ÃtPŠ ¡‰Š HgPŠ bˆ‡b£¥ˆˆb’ ‘ Ÿ¢ ó ùë Ù × Û ä å è 㠆  ÛÙÔÑ Û Ö ÜÓÑ äÔÙÔÑ ¼ • ™ ž Pg‡b…‡ ¨b“Ò·Öb¤“ÓÖ 1 ¨Äbv·Ù1§1·Ô¨•×21§b1§zg‹‘™¬b‡ ƒ ´‘ † ¤ ‘ Œ‡ ™ ‘ Ÿ¢ ¤  ¢ ´‘¢ ‘ Ÿ¢ ‰ œ ‘ ‰ ‡¢ Š   œ†  tš’be™ b”™…Pgz'©‡š……Pg±‹Š¢gPŠ bˆtb£Èˆˆb’ ‘ Ÿ¢ ó ðë   ‰ ›  ¢ Œ ‰  • ¤ ‘ Ÿ¢ ¢‘ Œ Œ ˜ —‘ Ÿ Pgb…H ©š‘ –H’§yPŠ 0ˆ‹¡•¨˜cPgWgšbgPg©šPg¢ ¼7gšˆB ™…Rbx’gb”™(¬¨PB‹ šg¬¥£‹¢™£b•‡¥§¢ ˆ “‡¢ ‰ Ÿ¢ †  ü ­ ‘ Œ‡ ™ ‘ ž  Ÿ †‘ ¦ ž ‘ ž — • ˜ ¤ — ‰ ƒ†‘ ‰ Š ˜ ‡ ‰ ‘Œ‡ ™ ¦‘  Š‘ ‰ Œ ‡ ¢  Š † †‘ Ÿ¢‘ Ÿ gšg› ™P¥& ºb”™©š’©šb› '²&gPWbµšPgšP© ‘ ‰ ž†‘¢‘œ ¢ ‰ • ‡ Œ ‘ Ÿ¢ ‰ Ÿ  ‰ ¼ “‡¢ Š ‰¢‡ PŠ ‚ˆšgšˆ&g2 vg¨bPgyTŸ¡ ™©9Š ™7gšˆyb‹ˆ”š™¨ ƒ ˆgš¡‡š‚b”™¢š’¬¥¦ ˆ£ˆšˆBbbgbg7¡•gPTŸˆ¢ 9¢™”‡ ‰ • ‘ Œ‡ ™ ¦‘  ‡ ‘ ‰† ‘œ ó ò ñ ñ ðë • ‘ ‰ î œ Š ž • ì ¼ • ™ ž‡ ´‘ †ü ­ Ö ‡ œ •‡ ‡‘ ¼‡¢‡ ™˜ ’…g‘ ™¬g7šWgxVö “Ô1 !g‘ ¡•gšTŸbg°gˆ”Pœ ‘ Ÿ¢ ¤  ‘† ˜¢‡ ¤ ¤  ¢‘  ¢ ¤  †‘ Ÿ ‰ ‘ ž  ¤ œ ‘ Š†‡ Pgb¨RšgPgšge‘7¨Rgš…’§‡¨RšPg¢ gÿ¨…e†WgP…”g •‘ ‘ ¦ Š‡ “‡¢ ‡ † ¤ ‘‘ Ÿ¢ ™ — Ÿ Š ‰¢‡ ‰ • ‘¢‡ ¨«ššcg”ˆ0Çb˜‚šgšPgb¨‡tyb‹ˆ”š™¨ ˆ…”¡‡šµ…”ˆ† ƒP£šbʚP©yš‘ ³‰™P”n'Œ Pbˆ”™©P‹Š™Š bˆg·¢g£¹P‚„ ˜ ‡ Š‘ Ÿ   • ™ ™‡ ž ‰ œ ‡†‡ ™ Œ ‰ ‰ ‡† ƒ  ‘ Ÿ TdBY7b` ¢9vÍ ~ ™TÍQ  bETSQ ~ v¢e Q dQ G Í e ` d G ` X d Í fGa aG` U S dG fG X`Í 'PYQ  'gWVB7©7PTaQ  bvX ­ Š ‰¢‡ ‰¢Š‘ ™b ˆ”š™¨ ˆtšˆ¡œ‰ Š ˜  Š ‘‡ ¦ † ¤ Œ ‰ ‰ ‡† ƒ  ¤  Š ‰¢‡ • ‡ ›‘ Š‡  ‰ ‡ PbP2g”™’b˜µP‹Š™Š bˆg·¢g£v¨Wb‹ˆ”™˜ bzš¢”2P‹Šbˆ¢    Ä( i ³ ‘ ¸ ¦ % 9 ³ 8 ¼ 2 ¢ % 0 ) ¢ % ¾ x ½ % 0 ” $ ¤ ¥ $ ¥ ² ² kŸ ž ¥ ¨ © @  Ÿ & 4  9 ·Ÿ ¼ l $ % ¢ » º u $ 8 ¤0 %¥ 0 ¹ ¤ ¥ 9 kŸ 9 kŸ 9 kŸ 9 kŸ à p   # Á À ² ² kŸ ² ² kŸ ¶ ³ 2 ¿ x ƒ Š‡ ‘ ž ¼ Œ‡¢ Œ ‰  • ¤ ‘ Ÿ¢ ¤  ‘ Š Ÿ ‰  œ ‘ŒŒ‡ P”g¬™$ b”ˆ…PŠ 0ˆ‹¡•¨˜µPgz'ÃPbµg¢ Ãgbbšˆ¢ ‘ Š‘¢ Š‘ ‡ ¤  œ†   ‡ ‘ ‰ ‘†‘ Ÿ  ¼ ˜ †‡ ‰ £™šgtšg ¢'ÿˆb’ÀTŸbgAŠ ggšP©0ˆP£ˆ”9î œ Š ‡ Ÿ ž ‡ — ¦ œ ‘ ˜œ †¢ ‰ ¼ Š ‰¢‡¢ Š‘‘† ™‘ ™”‡ …™…¬b© tÀg£™ˆ7g…‡Š c™b ˆ”ˆ‡šgš…Pšg† ¢‘ ‡† ¦ Š  Š • ‘  ‡  — • ™ ž ‘ —œ ˜¢ ‘‡ † ˜ šbT“bˆP©$P‡·“‹ƒ¡•g’¶’t$ ™¬gˆ™gg’g”š¬P¶É ­†‘ Ÿ¢ Œ Š ž ‡ ¼óó ñññðë ‡†¢ Š‘ œ Š‡ Œ Š‡ ˆgšPgbPb¬ggggbbbg‚ˆggPšš‘ ™”«P”Pø ­ ­ ë Œ ‰ Š†‡ • œ ‘‡ ƒ —†  ž ‘ ž œ Š‡ ¼óóñ ññðë •‡ ¢ ¨Œ gi‘¥PŠ ™g”g‹‘±ggš™·¦‡gg¬g¬µ™”Pggbgbbg’¡­b¬š‘ Š  ž ‡ Œ† ­ ­ ë Œ ‰ Š†‡ • ‘ Š‘ ˜¸ ‘ œ ‘‡ ƒ —†  ž ‘ b¬b¨… ¨Œ gi‘‚P‹Š™g”g‘ £™šP1gggg”™·¦tgb…g¬ž ¼…gbbbggÈ£ˆš ‰‘ ™”È‘ Pˆ”©t¨Œ gi‘‚PŠ ™…”g‘ £™šP1¸ óó ò ñ ñ ðë ‘ † œ Š‡ ‰ œ†‡ € ­ ­ ë Œ ‰ Š†‡ • ‘ Š‘ ˜ ƒ‘ ‘¢ † ¼óó ò ñ ñ ðë  ˜ †‡ î œ Š‡ ‡ Ÿ ž ‡ ­ ­ šg©ggg¬gggbbbgÿP£ˆ”9V™”í¤™g¬g© ¨‹Œgi‘ë Œ ‰ Š†‡ • œ ‘‡ ƒ Š ‰¢‡ ž† ¤ Š‡†¢ ¼óóòò ñðë † ˜ Ÿ PŠ ™g”g‹‘«g…”™·¦Pb ˆšWˆb˜ˆP”ˆ…'ggbbgbg¹TŸˆPt‚€ ­¨Œ gi‘¥ˆ7P…š¬Ägš¡ ˆg ˆ”ˆg&PŠ P™˜ š™Š E7gšˆ±P…¢g¢ ­ ë œ  Ÿ¢‘ ž • ‡ ‰¢ ‰¢‡¢ Œ ‰ œ • ‰ ¼ “‡¢ ‘ Ÿ¢  œ • ™ ™‡ Š‘‘ ¦ ‘ ›‡ Ÿ œ  Ÿ¢‘ ž œ ‘‡ ƒ ˜ ™†  — Š‡ g‘ ¡‰™PšÂšš…g…™(ˆ7Pgš…ygg”™·¦…PPgb£&t”9î ­ˆ¬gg…‡g¶…bbbb…©¡­b²šW‘ Pˆš©B¨‹Œgi‘ÂPŠ ˆš¶…P”‡  ž ‘¢ — óóþþþùë •‡ ¢‘ ‰ œ†‡ € ­ ­ ë Œ ‰†‘  Š Š ‰¢‘ ˜¸ œ Š‡ óó ññðë •‡ ¢‘ ‡† ‰ î ­ ­ ë •‡ › ‰† b ˆgšPp™”…gg bbgc¡­b²šÇˆ…¢ 9R¨Œ gi‘Ebtš‘ ˆg¢ ƒ‘† Š ‰¢‡ ž† ¤ ‰ Œ ‰ œ • ‰ ¼ ‰ • ‡ Š‡ ‰¢ ‡¢ Š —• ‰ šg…b‹ˆ”Wˆge™Š ‚P‹ŠP™˜ š™Š tˆ ˆt— b™”E¡ ˆ£bˆ‡tg”b³‡ˆ¢ ƒ†‡ ™ — • ™ ž ‘ ¢‡ Ÿ¢  ž ‘¢ — ¤  ¢ Š‘ Š  ™ ž  • ‰ g”™$ ™¬g”™gH…gggtg0¨Â‡šPb¨¬¨£Wg¡‡š ƒ ˜† ‡ ‰ Š ‰¢‡ ‰¢ Š‘ ‰ ‘‡† Ÿ ™ Š ˜  Š ‘‡ ì ­ Œ‡ Pg£&‚ Âb‹ˆ”š™¨ ˆtšˆ¡œ&…”ˆPPHPbPgš¶µˆbšˆ¢ TŸgšg·˜ƒ¨·ggš™Ã† gPgy™”‡ £™šgtšg±P…™'…ˆˆb’ ‘‘ ™ ¤ ƒ¢†‡ ™ ‰ ‘ Ÿ¢ œ Š ‘ Š‘¢ Š‘ ‘ Ÿ¢ ¤  œ†  ‘ Ÿ ž  ‘ Š‘¢ Š‘ ‡ ‰ Pg¢ 'ge†¤ £™šgtšgº5Š ¹ g”™©Pg®PŠ ˆ”š ‘‡ ¦ ‘ Ÿ¢ Œ ‰¢‡ ƒ • ¤  “‡¢ ‘ Ÿ¢ Š ‰¢‡ ‰¢ Š‘ ‰ ‘‡† Ÿ ™ Š ˜ b ¢'Vg”ˆ®Pg ‰ g ˆ”š™¨ ˆ‡šˆ¡œŽgšˆPPAPbPŠ ‘‡ ì ­ • ™ ž‡ ´‘ ¢† Ÿ ‡ Ÿ ‰  g”’A¡óg‘ ™…b7š‚gbPg¥g¢ 0W g”™šg”ˆg¢ ‘‡ ¦ ‘¢‡† ƒ ‰ ‡ù ‘† ˜ ‰ üë ­ gP˜ ¡•¡•‚b‚gPbŒ R…©ˆ Š bˆ‡b£0bPWˆ”™…© ‰ ‡¢ Š  ¢  Š œ ¢‡ Ÿ¢ ­g‘ ¡­2ˆšg”ˆPP©PbP±g› ˆgP£ggPgPW”!gPPšˆœ — ³•b‡ ‰ ¼‘‡† Ÿ ™ Š ˜  Š ‘ ‰† ˜ ‘† Š  Š ‡ œ ‘ Š ¨‘ • ƒPb ˆ¢ PgˆgHgš«ˆ gš™i¦ë šg”ˆPPPbPÂg”’ì Š ‰ ‰ œ ‡†¢ ‘†‡ ó ‘‡ ‘‡† Ÿ ™ Š ˜ Š ‘‡ d Ga dX vTÍQ  PB Q  ¨BS Ì X ~ b` VBv X ~ G G U dÎÍ ­¢Š‡ ‰ ˆ‡šš™¨ ™Š ƒbŒ ˆ2…¤WP…g ª ™gg¢ …P‹Š¡‰bgˆW™”ÇPŠ P™”ˆg ‰ ‘ ¦ —‡ ž ‘ ˜ ‰ ‰ Ÿ¢ Ÿ ‰  Œ •‡ ‘œ œ Š‡ Œ ‰ œ Š‡¢ ƒ†‘œ Š ˜ ¤  œ†‡ ‘† ‘ Ÿ¢ ¢‡ Ÿ¢ Œ ‰¢‘Œ Œ ˜ ¼óóñññ 𠅚ˆ™P™'…ˆˆ”ÈšgµPg…”™g&PŠ ˆgšbgPgê…gbbbggë ‘ Š œ Š‡ Á ‰ ¼ó ýññðë — “ †‡ ­ ­ ë œ  Ÿ¢‘ šPb ™”¥b ¡•© ggbbbgÇtg©$g”( ¨Œ g·‘Eˆ7P…š¬ž Œ ‰ Š†‡ • Œ ‰ ™ ™‡†¢¢  ¦ — Š‡ ž † ¤ ‘ ˜ ‰ ¢ Š‡¢† PŠ ™g”g‹‘ÂPŠ ™P”ˆgggbtc‡”‚µb˜9P…g ‚t”ˆgb¨™ ƒ ‰ Š‡ ‰ ‡¢‡ œ Œ ‰ ‰ ‡†¢ œ ‘¢ • ˜ ž ˜ ‡ • ‡ ‰¢‡ ¬¡ž”² 9ˆ”PºPŠ ™Š bˆg²g…”¡‡™™£šb‹—¡•bš¡ ˆšWž ƒ ¢ ˜‡ ¤  — ‡† ˜ ‡ ‘ Ÿ¢ ¢‡ Ÿ¢ ‘¢  Š ‘  ¼ • ‡ ‰ bgPš¨©£gˆP£šbÂP…W”™g¢ggPy’‚g— ¡•g™Š Rü ­‘ ‰¢ †‘› œ • ˜œ ‘ ¦ —‡ g¬¡žˆ©šgˆ0g‹‘¡•™ˆµ¨W¤Wž 9 Œ ‰ ‰ ‡† ƒ  ¤  ‘ Š‘ ‰¢ ‘ Á‘ ‘ Ÿ¢ ¼ “‡ ¢ Œ ‰ Š†‡ PŠ ™Š bˆ…·¢b£…¨¢gšPšb‹›ˆ£g7šyPg¶ˆtg”ˆhPŠ ™…”g •‘ ‹‘bšˆ·šbgš¡‡9gxÀˆgšP¨ ˆgš¡‡š š‹‘7¢tšPpg…PPg¶¨ •‡ ƒ‘Œ† • † ü ­†‘ ‰ •  ‰ › ¢ Š‘ ˜¸ ‘ ¦ ˜ ¤ — • ‡ ˜¸ ‘ Ÿ¢ Œ ‰¢ ‘ Á Š† ˜¢ ‰ ¼ ž • ¦ † ™ ‡ ‘ ž  ‘ §¢ ¡‰b™1‚PgPŠ ˆ£g7”‡ gPgµŠ 7Wg‘ ™bgP‚¬'£g¦ —‡ ž ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤  — •‡ ˜¸ ‘ Ÿ¢ ‰ Š ‰¢‡ ¤W9ˆšP!g‘ g¨”¡‡cPgB¨9§¢ ¡‰b™1ÂPg©‹Š®b‹ˆ”Pœ ƒ‡†Œ‘œ ¼ “‡¢ ‘ Ÿ¢ Œ ‰ Š†‡ • † ¤ œ ‘ ‰ ˜¸ ‘† ‘†‡ „ € ¤ ”ˆbšˆ7–g”ˆ2PgPŠ ™gšg‘ Èbe¢g…† ™pg…gšÿ(v¨  Š ‰¢‡†‘ ‰ — Š‡ ž ­ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¢ ‘ Š‡ ¢ Pb ˆ”ˆšg¢ ‚t”WP¤ Ï bˆ”Pg‘ g¨”¡‡¬Pg…Äš£™”ˆgP ‰Š œ • ‘ ¦ •¢ ‘††  ‰ œ œ ‡ • ‡ Š ‰‡  —‡ ž †‘ ‰ g‘ g¨”¡‡• — ˆ£gg…b£™Š yPg9— ³•b™b ˆššš7µ¤W…šP¨ ˆ ƒ •  ‰ › ‘ Ÿ¢¼ ‘¢‡† ¦ • ‘  „ ­†‘ ‰ •  ‰ › ‘ Ÿ g”¡‡š š‘ –©Pgˆgg”ˆb”³‡gÃBˆgšP‹¨ˆg”¡‡š š‘ –©Pg¢ — ¦ ‘œ‡ ž ‘“‡¢ ‰ ž ¢ ‘ ˜œ • ‘  •‡  ¢ Š ‰ tHˆb‚cšb”ˆg‹WÆgHPˆ¡¼¡•g’9‘ bšˆ&bP°³•¡• ž Ÿ ‰†  • ‡ „ € ‘ Ÿ¢ ¢‡ Ÿ¢ ¢ ‘ ™ ´‘ ¢ • ‰ ˜ • ™ ‰ ™g¢ ˆbgŒ bï©¥Pg©”™…£g¨‡šW……‘ ™¦ ˆP”³‡™© Ç Ï¢ Ù 1ˆ Ô Hbb1Ú ˆt¥Ô 1 ¤thˆ “Ôb1g©·Ò©¤§“чˆ §Ñ åÔ å ÔÓ ×ä âÑÒ ÑÔã å äÙè Ô ÖÜÓä Û ÕÔ Öè Ô ÔÑ ä Ù å ã â ä Ô Ø Ö Ö ä Û ÚÒ ÑÔ â è × ÔØÑ å ä × Ô Ü §b¢ˆÔ '(g1 &“ד×b§·Ñ«Yµ1 t&1§bä ÂÿˆbR Ô b¤µ“ד×b§·ÑTÛ 11gï b©P™b£gˆWˆ‡gšˆ¢ å äÓÙ Ø Ö Ö ä ÒÓ ÙÔÒ Õ Ò Ü ¼ œ Š  ‘ø ­  “‡ ‹‘bšˆ·šbgš¡‡’ge¬Pgg ¬Pgˆ¨©b‹ˆ”¨Œ ˆgšbtŠ 2PtŠ ˆtb£ •‡ ƒ‘Œ† • † ¤ ‘ ˜ ‰ ‘ Ÿ¢¤  Š ‰¢‡ ‰¢‘› ‰ ‘ ˜ ‰¢ Š ¢ • ¦‡ ‰‘œ ‰ ¼†‘›‘  Ÿ Š ‰¢‡ ž† ¤ ¢ Š‡ g‘ ™”ˆ‹†ˆšˆ¹ ‰ ¢ µˆšbš’$PÇ b‹ˆ”Wˆge™ ‰Š t”Pœ ƒ Š ˜œ ‘† ‰‡¢ Š ¢ œ ‘ Š ‰‘œ “‡¢ Š ‰¢‡ ‰ • PPˆggŠ bˆ‡b£ gÿgPbŒ ˆšˆV…”ˆïb‹ˆ”š™¨ ˆ…”¡‡š ¢ ´‘¢ ‡ † ¤ ¼ Š ‰¢‘ ˜¸ ‰ Ÿ¢ ¢ †‘  Š‡ ‘ ‰¢‡ ž† tšg¥²b˜™b‹ˆgšP1¢‹™g9gWš’gP”&g› ˆ”WˆW ‡ œ ‘ •‡ ˜¸ ‡ ¢‘ ŒŒ ˜ —œ ˜¢ ‰ Š‡ Ÿ œ Š ž‡ gP¨ ¡‰b™1H²ggšgbPgˆ™gg ™”™© ™”‡ b¨ ‰Œ Ù Ö Û Ö Ù × Û ä ÖÑ ÛÓ äÚ å äÑ Û ä × Û è Ò Ö Ù â R “Ô1 ·Ò¨•×¨b•Ò·Ög¤ ¤g·Ò1b1gb§‡·èg…tbb·Ü“ÛR 1 åÔ ÒÑ ã Ø Ö ×Ñ ä å Û Õ å ã ã Ô Ø Ö Ö ä Ò × ä §¨ÿ¨•×¨¤bÔ ·Ò5¤“ÔÖ ¨b”ä ¤ “ד×b§·ÑTÛ Ó bÓ ¼ˆgg† R¹W¨Œ Pgˆ”™9PŠ ™Š bˆg·¢b£cPgB¨9§¢ ¡‰¡•™”³‡bšˆ ¢ ‰ ü ­ ž ‰ œ ‡†‡ ™ Œ ‰ ‰ ‡† ƒ  ‘ Ÿ¢ ¤  — ‰ ¦ • ‡ ‘ Ÿ¢ ¢ ˜  ¦‡  Š ‰¢‘ ˜ ‘ Š ‘ ˜œ †¢ ‰ Œ ‰ Š†‡ PgÂPb¨”ÆPb ˆ…šPp¸ šP©š£™ˆ7…g‡‹ŠAPŠ ™…”g •‘ ‘ Œ‡ ˜ Œ Š • • ‡† ˜¢‡ Š Š   ˜ ¤ † ˜  ¼ •¢ Š‘ ˜¸ ‘ Š  b”™bPš¡‡vbˆP…”™9b…P£7˜ÇPb'g— ˆtšPpg…Pb‚€ ­ • ™ ž‡ ´‘¤ ˆš‘ ™¬g7š¨ œ ‘†œ Š ˜ Ÿ Œ ‰ ˜ œ ‘ Š†‡ ‘ ¦ Š‡ “‡¢ ‘ Œ‡ ™ ¦‘ ˆg…ˆ™P‡ÂPŠ ˆP«gPgšg •‘ ©”šg”ˆ¢g”™!š’ ‘ Ÿ¢ ‰ Ÿ  ¼ • ™ ž ‡ ´‘ Œ ‰ ‰‡†¢ ¤  œ Š‡ ˜ Ÿ¢ ¤ Pgc‘ ¡•™©Ãˆš‘ ™¬g7š¹PŠ ™Š bˆ…¬¨9ˆ™”ˆPbP…¬¨ œ ‘†œ Š ˜ Ÿ ‘ ‰ ˜¸ ‘†  ž • ¦† ˆg…ˆ™P‡W…† ™pg……¬g‘ ™bgP™ — Š‡ ž ¼ œ Š  ‘ t”W’P™b£gˆø ­ˆ©š‹‘7BbˆPgš™ïvŸ™…«g…™¢gP©…‚c‡gšˆ¢   ‰ › •‡† ˜¢‡ Š ˜ ‘ ›‡ Ÿ ¢  Š —‡ ž  “‡ †‘ Ÿ¢ ‰ Ÿ  ¼  ‰ › “ • œ Š‡ ‘Œ‡ ™ ¢ •‡† ˜¢‡ šPgb‘ ¡•™©ˆ©š‹‘7µPŠ ¡‰9™”¥b”™Wgt ‰Š — ¡•bˆPg”™Š gbg£b“‡…”ˆ9b”™ïš’9Pg©ˆgg† R5¨PŠ ™Š bˆg·¢b£ † ¢ ¤ “‡¢ ‘ Œ‡ ™ ¦‘  ‘ Ÿ¢ ¼¢ ‰ ü ­ Œ ‰ ‰ ‡ † ƒ  Š “†   ˜ ‰ ›‘† ™ ‰ œ ‰ œ ˜¢ “‡¢ Š ‰¢‡ ‰ • b9gb’Pb –šgPŠ hg‹‘P™gg9g”ˆ9b‹ˆ”š™¨ ˆ…”¡‡š ‘ Œ‡ ™ ¦‘  ‘ Ÿ¢ Ÿ ‰   —‡   ¢ ‰ ¢‡†¢ Š   “‡ b”™©š’µPgh…¢ Ãt¤Èy’§hŠ ¥g”ˆ…‡b£¥‡…”ˆ¢ —Š‡ î ­ t”9gó ¥PŠ ™g”g‹‘…g”™bP”¡‡¨bˆPgš™W ‰Š ë Œ ‰ Š†‡ • ‘ Œ‡ ˜Œ Š • •‡† ˜¢‡ Š  ž • ¦ † ™ ¢ Œ ‰ Š†‡ • œ ‘ ‰ ›†‘ ™ ˜ • “‡ ‘  ¤  Š ‰ ¬g‘ ™ggP±…±PŠ ™…”g‘ Hgg‹7gš¨Pg¢— –”g’'¨yg ˆ¢ ²² ©·Ÿ ²² ©·Ÿ ¦ — ­ ‘ Š‘¢ Š‘ ‘ Ÿ¢ ¤  œ Š‘ †  Œ ‰ Š ‰ Œ‘ ¦ ‘ Ÿ¢ ¢‡ ‘† ˜¢‡ ¤ Œ ‰ ‰ ž ‘¢‡ ‰ œ ‰  “ ‰†‘¢ ­¢‘ g£™šgtšg…Pg¨W™š¶g±PŠ ™P‹Š¨š…Pg’”0šgPg”g˜‘²PŠ ˆg ‚‚g”š¡ P™Š Ètg ˆš…g ˆšg Œ‡¢ “ Š‡ ¦‘‘† „ Š Š ‘ Ÿ¢ ž  ¤ ‘†‡ Œ‡¢ ‘‘ ™ ¤ ƒ¢†‡ ™ ‘ Ÿ „ • ‘ ¦ ì  ‰ œ Š‡ ¼Œ‡¢ ‘‘ ™ ¤ ƒ¢†‡ ”ˆ9P”™ššgPš‘ Pgʨg˜†²g”‚bšˆhTŸgš…·eƒ¨·…g”™WP‚¢³­g”¡‡• …É Ï g‹¢H™”Bˆb”ˆHTŸgš…·eƒ¨·…g”™™ Ÿ ‰  œ†   ¢ ´‘¢ Š   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gWˆ™ggšg…b£ûš‘ 7±WP g« ¨…e†©gtšˆœ ¢ œ Š  ™‘††   ‰ › ‡ ó ¢ ž  ¤ œ‘´‘ ƒ ‰  Œ‡¢ ‘‘ ™ ¤ ƒ¢†‡ ™¤  † ¢ ‘ ë ‘ Š‡¢ ‰ ì PŠ Eg”ˆvŸgš¨g·˜ƒ¨·gg”™1¨ögbg£ggi›Eš£™”ˆ…PŠ h…É Ï ‘ Ÿ¢ †  ü ­  ‰ › ¢ ‰ œ ‘† ¢ ¤ ‘ ¦ ¢† ¨ ¢ ˜ ž “‡ Pg…bbWˆ©š‹‘7µgtŠ ygggg£b“‡&…g…PgPcgšˆ¢ Š ‰¢‡ ‰ • b ˆ”š™‹¨ˆg”¡‡š gš™…Pgˆ¨PŠ ™Š gˆg·¢b£&‹—™P”µ„ ‘‡ ¦ ‘ Ÿ¢¼ Œ ‰ ‰ ‡† ƒ  • ™ ™‡  Ì vÍ TdBY7b` ¢e ` X ~ Gf ` Q dQ G Í ~ B Q ˆ~ Y¢e ­óý ‘†‡ ‘†‘ Ÿ¢ ‰ Ÿ …b¨ g”‚…šPg¢vŸ³ ™© ¤¨·”ˆVTŸgš…·eƒ¨·…g”™vŸbg&b˜Âš‘ ™¬gˆ±™ššg ë Œ‡¢ ‘‘ ™ ¤ ƒ¢†‡ ™ ‡ ‘ † ¤  • ™ ž ‡ ó Š‘‘ ƒPPi˜b™gg† –!P‹ŠP™˜ š™Š Ž‡¹§¢ ¡‰¡•™”™ggP©PŠ ™Š bˆg¢ Š ë •‡ ˜¢ ‰ › Œ ‰ œ • ‰ — ¦ — ‰ ¦‡ ¦ † ™ Œ ‰ ‰‡† ‘Pg…šPgg‡¬ˆ0…”W¡žˆ…š… ™‚µbˆ”Pœ PŠ ™Š bˆgPg¢ Ÿ¢ ‘ Ÿ¢   ž ‘¢‡ ‰¢‘ ‰ Ÿ „ ­‡¢‡ Œ ‰ ‰‡†¢ ‘ Ÿ Š ‰¹ tšbš–¨&£™šPpg…e†²Pg…šggPšˆ©ö ë gšBÅ ¢ Š‘ ›‘ ¤  — Š‘ ˜¸ ‘ ¤ ‘ Ÿ¢ ‘¢  Š‘œ ó ‘†‘ ý ' ·ó ë ·ó ëÍ ð © ·ó ëÍ ­ Š ‰¢‡ ‰¢ ƒ Ÿ ‰  ¼ œ†  Š ™b‹ˆ”W¡žˆgš·‘¬ž g¢ z…ó ˆb’¢b·ë gbbš…”š —†Œ‘¢‡ ß É ß Í ž† ¤ ‘Ÿ ˆb˜‚Pg¢ ‘›‡ Ÿ Œ ‰ ŒŒ‡¢ ì † ¤  • ™ ž‡ ´‘ Œ ‰ ‰‡† „ ­ Š ‰ b¤™¢PŠ ¨bšˆ4…É Ï ge¥š‘ ™¬b–šyPŠ ™‹Šbˆ«™g ˆ¢ ƒ‡¢ Š‘‘† ™‘† Œ‡¢ ì ‘ Ÿ¢ Œ ‰   Ÿ ¼ ‘ Š‘¢ Š‘ • ”ˆtšgšgPšg&”ˆ4…É Ï Pg&PŠ $Pg‚g£™šgtšgµ‘ ™™ ƒ ž‡ ´‘ ‘ Ÿ¢ ¢‡ ‘ ™‘† ¦ù ‘† ˜ ‰ ü ­ “‡¢ Œ ‰ Œ Œ‡¢ œ† ¬b–š©PgEg”gš…W”ÈgPbŒ R’–g”ˆ2PŠ ¨g”ˆˆb’ ‡ ¢ ‰ œ ‘ ž† ¤ Š‡†¢ ‰ “‡¢ Œ ‰¢‘ ‡† ¦ ‘ Ÿ¢ ¼ ˜ Ÿ ²gtŠ ±g…ˆb˜ˆP”ˆg( &g”ˆÃPŠ ˆšgv“bˆP…PgzˆPt‚„ ­ˆšbT“bˆP®šP¶©¨•×¤ ˆb’©Pgˆg‹‘¡­Pˆg¶PŠ Pg£ ¢‘ ‡† ¦ ‘ Š ‡ Ù ÖØÔ œ†  ‘ Ÿ¢­ ‰ ¼ œ†   Œ ‰ œ ‘ ƒ‘† ™ ‘ Ÿ¢ ‡ ¢‘ ‡† ¦ ‘ ž‡ ‘ Ÿ¢ ¢  Š ¢ ˜ ¦ ¼¢‘ ‡† šgPµPgWšµšbT“bˆPµ¬bˆ¢P…0gPWPPĈšbT“bˆP¦ ‡ ‰ Ÿ ‰  ‰ œ†  ‘ Ÿ¢ Œ ‰ Š‡‘ ž ¼ † óÔ Ö ûŠ ™g¢ 0! Aˆb’ïP…ÀPŠ ™”g…yµ bh gb•ÕÙ Û èÒë ¢‘ ‡† ¦ ‡ ‰ Ÿ ‰  ¢ Š ‰ œ†  ‘ Ÿ¢ Œ ‰ Š‡ ‘ ‡bšbT“bˆP¬cŠ ™…¢ ©bP( ±ˆb’ÃPgWP‹Š™”g¬ž ¼ ó Ô ÖÙ Ö ¢‘ ‡† ¦ ‰ Ÿ ‰  ‰ œ†  ‘ Ÿ¢ Œ W gb“Õ¤¨•×¤ë šbT“bˆP¥‡ Š ™g¢ 0± ©ˆb’yPgÂP ‰Š Å 3m ¨ ¦ B —( “' ¦ — ‘ µ Ö — ž ¥ Ö #ú — 9 kŸ ¶ 9 žž ¥¥ °6 ž ž ¥¥ ž ³ Ÿ    — ¨ ' ¤  — ‡† ˜ ‡ ‘ Ÿ¢ Œ ‰ › † ™ ‰ Œ ‰ ‰ ‡ † ƒ  ¤  ‘ 'W£bˆP£šb0Pg…PŠ –ˆ…P¬¡ž‰ Š ‚PŠ ™Š bˆg·¢b£7¨’gšPŠ ƒ‘ ‰¢ ‘ Á‘ ¤   ž†‘¢ ‰ ¼ Œ ‰¢¢‘ ¢‘ ¦ ‘ Ÿ „ ­ þ ¢ šb› ˆ£g7š¨©¬ˆšgyŠ ™¨PŠ ˆgš…gš¨ÃP‚(bbý g¬ð ž  ¤ ó ‘ ‰ Ÿ¢ † ë A Š‘ Ÿ¢¼ þþþý ¢ þþù ž  ¤ ó ‘ ‰ ¨g˜†vgš÷ ˆg(ˆ…biŒÇIšPg”gbbb…‚bbï'ge†™gš÷ ˆ •   ë 9 Š‘ Ÿ¢¼þ þþý ¢ þð ž  ¤ œ ‰†‡ › 󇢇 œ œ • ‘ ¨ti™«"šP…pbgbbÇg¶b¨g˜†0g‹‘ˆ”tPbˆ”PWg‹‘g¦ ƒ • ¤  ¢ Š ˜ ž‡ • ‰ ‰ ‰ë ‘ •‡ › • ‰ • ˜ ž Œ ‰¢‘ ”¡‡v'BtPb¬b¨b¡‡ˆ¢ ™‹Šg© šP˜ bz‘ ™‹™ˆ¢ ™µPŠ ˆgšg¢ — ¦ ž Ÿ ‰† •‡ „ € ‘ Ÿ¢ ¤  †‘¢‘ ž‡†‡ ™ ‘ Ÿ¢ † ¤ Œ ‰ t™…¢ ˆbb‹Œb®©‚Pgz¨’gš…š¬bˆ”™2Pg’b˜²PŠ ˆ¢ ƒ¢‘ ¢‘ ¦ ‘ Ÿ¢ œ ‘ ‰ ž†‘¢‘œ ‘ õ ­ • ‘ ¦ • ¢ ‘††  ‰ ‘ Ÿ gšgögšRP…ªgPŠ Wˆšgšˆ(H–ˆ g”³‡E£gggb£¶† gPg¢ Š‘ ‰ Œ ‘†‡ ‡¢‡ Œ ‰ ‰ ‡†¢ ‘ Ÿ¢ ¤  ‘ Š‡¢ ‰ ¢† šb› ¨gš¢ˆ”Pœ PŠ ™Š bˆ…0P…–¨š£™”ˆgPŠ Æ ggP¨ ‘ Ÿ¢ ¼ ‡¢‡ œ œ • ‘ ¦ • • ‰ ‰ ‰ † ­  ‰ › ¢ Ÿ ‰ ¤ Pg¶gˆ”P!g‹‘g”¡‡(b¡‡ˆ¢ ™‹Š9bbü ¡óš‘ –‡b‹Œˆ† ˜¢g •‘ œ ‘ ‰ ¦ ž  ‘ Ÿ¢  ž† ¤†‘ ™¢ ˜  • ‡ ˜¢ ‰ Ÿ  ¼ ‡¢‡ gPŠ ™¨£ÇPg’¬ˆgeˆš¨gPb— ¡•g™g£b‡ vŸ¡ ™(ggˆ”Pœ ‘ Ÿ¢¤   ‰ › ¤ • ‘ Ÿ¢ ‘ ˜ †‘ ‰ • • ‡ Œ ‘ Ÿ¢ ¢ Š‘ Pgb¨Âš‘ 7R˜¢g‘ ÈPgEšgPRšP¨ ˆgš¡‡š‡g¨b’PgRgtš¬ž ƒ ˆštšBPbµ ϊ ’bˆ”P‚PŠ ™Š bˆgx¡•™˜˜ÇPg‡¨Wb ˆgšb› ‰†‘ ™ ´‘ † ˜ ë ­‡¢‡ œ Œ ‰ ‰‡†¢ • ¤ ‘ Ÿ¢ ¤  Š ‰†‘ œ • ‘ ¦ • •¢ ‘††  ‘ Ÿ¢ Š  œ ‘ ‰ ‡†¢ †‘ ‰ • ì g‘ g¨”¡‡¹‹—ˆ£gggb£cP…©b«gPŠ bˆ…0šP‹¨ˆg”¡‡š5…É Ï œ ‘ ‰ ›†‘ ™ ˜ ‡ ¤  ‘ Š‡ ž† ¤†‘ ™ ‘ Ÿ¢ ¿ ­ ý ñ ¤ gg‹7gš¨Pg«…¨H£™šWˆb˜ˆš9Pgµ ‰ g ¡ðbb¨ — ‡† ˜ ‡ • ‡  Œ † ˜ É ­ ˜ ¤ ‘ Ÿ¢ ¤  ¢ Ÿ ‰† œ Š‡ ¤ £bˆP£šbRg¨bP¶HˆP£–e«PgĨÃtbŒ ˆ¢™”µ˜¢g •‘ ‘ Ÿ¢ ¢  Œ‡¢ ‘‘ ™ ¤ ƒ¢†‡ ™  ¢ ¤  ¢ ´‘¢ Š  Ÿ ‰ Pg‚g©b”ˆ«TŸgš…·eƒ¨·…g”™W’§'¨©gtšgtb£Â…¢  Œ Š • ‡ ¼ œ†    ˜ ¤ ‡ † ¤ • ‘ ¦ • ì œ Š‡ Œ‡¢ ‘‘ ™ Pb gbPˆb’öP£7˜¶betgš¡‡h…É Ï ™”0”ˆvŸgš¨g eƒ'·gg”™¬'«… ˆPb£¹š£™šˆgP ‰Š PŠ ™Š bˆ„ gbgbbð ¤ ƒ¢†‡ ™ ¤  ¢ ‰ Š  ‘ Š‡¢ Œ ‰ ‰ ‡† ­ó ½ ñ ñ ¼¡¡­b‡ š4P£ˆ”9gAPP…b£hg™gPb ššggˆH³•b¹õ • ¢‘  ˜ †‡ îë  ˜ ™†  • ‡ Š† ˜ ¢‘‘†¢ ø • ‡ “ Š‡ ¦‘‘† Š Š ‘ Ÿ¢ ¤  ó‘ Š‡¢ ‰ ½ ¼ ‡¢‡ P”™ššg„ Pš‘ Pgª¨Wˆš£™”ˆ…PŠ © b gˆ”Pœ ¢‘ ë þ ù œ Š‡ ó‘ Š‡¢ ‰ ù ð ð ù ¼ ‡¢‡ œ Œ ‰ ‰ ‡ † gšg·¢«gh™”ˆš£™šˆgPŠ & b bg©bˆ”PºPŠ ™Š bˆgi¢ë ò ð Gý  Š ‰¢ ‘ ž   ˜ †‡ œ Š ‡ Ÿ ž ‡ b¨Hbð Pb ˆ£g… ¨g˜†¤ P£ˆ”9î ™”‡ ¤™g…b© — ¦ œ • ¦ ž ‘ ¢‘ ‡¢‡ œ œ†‡ œ Š‡¢ ‡ Œ ‰ ˜ Š ‰ t!g‘ ™ggg”‡ šgHˆ”Pˆ”P™”ˆ… ŽPŠ ˆPïg ˆ¢ ƒ‡ ‰ • ì † ¤ Œ ‰ ‰‡† ƒ ‘¢‡ •‡ › ‘ ”š™¨ ˆ…”¡‡š …É Ï b˜¯PŠ ™‹Šbˆg·¢b£ g”™‹˜btš‘ Hõ dÍ G fG vYQ  ETÎ77I F E ­½ ‘† ˜ ‰ ü ‰ œ ‘¢ Š‘ b‚gPgŒ RcŠ ¢ggtšg ƒ‘† ™ ‰ ž Ÿ ‰† •‡ „ € œ ‘ ‰ œ  ž ‘ Ÿ „ ­ œ ‘œ œ‡ œ Š šgP( A™g¢ ˆbgŒ b©ygP¨ P–¬¥P‚ÃPgˆPb&™”‡ œ • ‘ ¦ • ‘†‡ ‘ Š‡¢ ‰ ‡ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ‰ • ‘ g‘ g¨”¡‡…”Èš£™”ˆgPŠ ¬”È”P±g‹‘g”¡‡ÇPgW‹Š…‹g¦ ƒ • ¤  Š ‰¢ ˜ ‰†¢ ‰ œ ‘ Ÿ¢ ‘ ›†‘‘† ™ ‘† ˜œ ‘ † ™ ‰ Ÿ ”¡‡ö¨Wb‹ˆPP¦ ˆg… P‚Pg©šb…šgšgPÅPˆg£7gP( ™‚„ ­ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¢ œ • ‘ ¦ •¢ Š‘ œ ¨ Š  ¢  bˆšP«g‹‘g”¡‡«PgygÄ g‹‘g”¡‡• — ˆ‡šˆ™Pb£‚…b¬ž Ð œ 1™ š y5 ™ » ˜ é — ¡ ¦ — ¦ 6 A 6 ˜ é ­  ‰ › ‘ Ÿ¢ ˆ©š‘ –ÃPgª œ Š‡ ¼‡¢‡ ™š'gˆ”Pœ œ • ‘ ¦ • Š ˜ ‘ Ÿ¢ ¼‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ‰ ¼ ž Ÿ ‰† g‘ g¨”¡‡™P2Pgÿ bˆ”Pµg‘ g¨”¡‡ÇPgB © W™g¢ ˆbbŒ ƒ b¨b™Š ¨Œ ˆbÃPg¢‹Š ™CC g¨”¡‡ö¨±g ˆPP¦ ˆ…g Pœ •‡ •‡ ‰ ‰† ‘ Ÿ¢ ‰  ­ D B • ‘ ¦ • ¤  Š ‰¢ ˜ ‰†¢ ‰ ‘Pg………PŠ Pˆb£šb‚gg£g‘ ggb ˆ”ˆšg¢ 2š¨Bš£™”ˆgP ‰Š Ÿ¢ ¢ Œ ‰ œ†  ‡ œ ‘¢ • ‘ Š ‰¢‡†‘ ‰ †‘ ™ ‘ Š‡ ¢  g¨”¡‡µ™”v‚@š÷ ˆz¨ê8 ¨‡¨ˆ”P2PŠ gˆ‡‹ŠbWž •‘ ¦ • œ Š‡ ¼ 9 ‘ ‰¤ 7 •  ™ ‡¢‡œ ‡  ‰‡¢ ‰‡ ž Ÿ ‰†  • ‡ Œ ‰ ‰ ‡† ƒ  œ ‘ ‰ œ  ž ‘ Ÿ „ ½ ‘† ˜ ‰ ™g¢ ˆbgŒ b¹PŠ ™‹Šbˆg·¢b£®gP¨ P–¬ºP‚© …PbŒ Rü ( ¥ ˆ ”ds z  ‰    z n‡ ox q  r Ž o %p4u¡¥'2m†1 y ox o  rx m¡mW'¡”¡piy¥¥¥'m‰p%"m4d)%dps “x s v o y } v z { s | z  n o‡ | v r n 5 4 z s 3 vw y n z { { 6"dƒ)d%ym%r   z y v r n s r 1 x o  rx s { ox o %¥)%dŒ%†2mW'¡umm¡mp| | o w s m¡d30'mWydn ) sro qo  ¡—m¡¥%2mA¡%Œ%¯—ƒyW'ƒ—¡p%1dø–¡¡%r vw | ox q  r Ž o xx r n z‡ |x o  rx sw | z q z s ~ „ zxx  'Š % ~# ! ~ nz (i~ &€ %$""'4‡    xw s v t   z s ƒ¡d2¥A•d‹ %p4‡ zn | ox q  r Ž o m¡¥%2mˆmdym¡md¡%)¥%p—m4d)%dps y o s { ox o | “x  z y v r n n o‡ | v r n ˆ ‡z Š… %“i†m¡23%“i6m¥¡pd%¡mh¡%dps „ ow ‚ v z Š ~ n o }w | | rx { vw r n ˆ ‡z €… %‰A†m¡23%‰A6m¥¡pd%¡mh¡%dps „ ow ‚ v z € ~ n o }w | | rx { vw r n o v z y xw s v t s r o q o ¥%)Aƒp2¥u'mWydn ƒ Š‡ Š‡ ž ˜ Ÿ ‡ ‘›‡ Ÿ ¢ ‰ ž • ¦† ™ ‰ Ÿ¢ ¢ Š ‰¢ P”¹šW™‡W&b¤™y…Í ¥g‘ ™bgP… ™…yg9b ˆP •˜ ƒ œ†‡ † ¤¢ Ÿ ‰‡†¢ ­ Œ ‰ ‰‡†¢ † ¤ ‡¢‡ œ — •‡ ˜ bgp”Ègb˜ˆtbŒ bˆgg ¨PŠ ™‹Šbˆg’b˜ˆ”P²§¢ ¡‰b™1¸ †‘†   ™ • ‘ ‰‘ ˜ ‘ ˜ †‘ ‰ •  ‰ › ‘ ‰‘ šgg‡¨©— gb› ˆ…š£š™g9gPWgšP¨ ˆg”¡‡š š‘ –yb› ˆgš£ ƒ ˜ ‘ ˜‡ ‘ ¦ Œ ‰ ‰ ‡† ƒ  † ¤ ž • ¦ † ™ — ‰ ¦ • ‡ £™…ÃgP”šg¨ÃPŠ ™‹Šbˆg·¢b£0be5g‘ ™bgP£‹¢¡‰¡•™”¡‡gšˆ ‡ ‘ ˜œ †¢ ‰ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤  Š ‰¢‡ œ ‡† Œ‘œ ‘ Ÿ (š£™ˆ–ggtŠ 2ˆ”Pg‘ gš¡‡ÈPgx¨…g ˆ”PbˆbšˆÈPg¢ ¼gb$”‡ ©$Pg92 f2¦bc¦baYW¡TRupsrphYTRP ‘ › ¦ Š  Ÿ  e d ` ` XV US Q P t gq i gVV Q ­ Œ ‰ ‰ ‡† ƒ  † ¨PŠ ™Š gˆg·¢b£Èb˜¤ — ‰ ‰ ‰ Š‘ †‘¢‘ ž‡†‡ ™ œ Š‡ Š ‰¢‡ œ‡†Œ‘œ ‡¢‡ œ ¤ §¢ 7‹›ˆ¢ ˆPšg‚šgš¬bˆš™«™”®g ˆ”PbˆbšˆHˆ”P(¨  ž • ¦ † ™ ‘ Ÿ¢ ‘†œ œ ‡ ‘ ¼ Š ‰¢ ‘ ¢ ´‘ Š ‘ Ÿ¢ ¬g‹‘™bgP©PgEgšgˆPb0¶ˆˆPb ˆ£ggE‡šP(Pg±Š Ï ­óý ‘† ˜ ‰ üë ‘¢‡† ‰†‘¢‘œ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ‘† ¤ ‘ gbÇgPbŒ RgȚgšˆb ˆš…šˆ0ˆ”Pyg‘ g¨”¡‡‚Pg……beg¨¦ — ‡† ˜ ‡ •¢ • —†‘ › ‘¢ ˜ ‰†¢ Š  Œ ‰ ‰ ‡† ƒ  ¢‡ Ÿ £bˆP£šbȑ ˆ…¢ ¡‰²gšbEšgPP¦ ˆgtb£‚PŠ ™‹Šbˆg·¢b£(š™g¢ ‘ Š‘ ‘ Ÿ¢ ‰ ¼ ‘¢‡† ˜ ‡  ¢ ‘†‡ —‘ Ÿ¢ ¼ þ þ þ …Pšg±P…hŠ ’ggšˆP£šbÂtgµg”¹šP…™gbbbð Ÿ ‰  ‰ Ÿ ¼ Œ ‰ ‰ ‡† ƒ  ‰ ‡¢ ˜ ¢ Ÿ Œ ˜  Š‘ ‘¢‡† ˜ g¢ ’‘ ¡•™(p¨P‹Š™Š bˆg·¢g£¢‹ŠbˆgPg2gWgPbPšBgšˆP£ ƒ ‘ ¦ ¢ ¢  Š †‡ ‘ ™ ™‡ †‘ ‰ • Œ ‰ ‰ ‡† ƒ  ‘ Ÿ £b‡ &gÃbP”gPšµgšP¨ ˆg”¡‡šcPŠ ™‹Šbˆg·¢b£«Pg¢ þþù bbï g¢ zg‹‘™¬b–š¶gx’ˆbPŠ ˆgšg’šgš¬bˆ”™™ Ÿ ‰  ¼ • ™ ž‡ ´‘ † ü ­Œ ‰¢¢‘ †‘¢‘ ž‡†‡ „ ‘ Ÿ¢ ¢ ‘ ‰ ‰ Š‘ ‘ ‰ ˜¸ ‘ ¦ ¢  ž ‘‘ Š ‰¢‡ ©€ Pg9gWg› ˆ¢ ˆPš…±g‹¢™pc¨ygW…gšgHb ˆ”š™¨ ƒ ˆtšˆ¡œ‰ ‰¢Š‘ ‘‡ ¦ † ¤ Œ ‰ ‰ ‡† ƒ  ¼ ‘†  ž†‘ Ÿ¢† ˜ …”™ge&P‹Š™Š bˆg·¢g£Äggg¬ˆšPggPbü ­Œ ‰ ‰‡† ¨PŠ ™Š bˆg¢ ƒ  ž  ¤ ¢ Š‘ ž ‘ › † ™ ‰ †‘ Ÿ¢† ¤ †‘œ ‰ Ÿ — • ‡ ˜ b£¯¨g˜†9tš¬gb$gP…¡žcšPggP˜˜cgšˆ™Š ™Â§¢ ¡‰b™1¸ ‡¢‡ œ œ • ‘ ¦ • ‰ œ ‘¢ ‘ ™ ´‘ ‘ ¦ • ˜   ‡ ¼ ‡¢‡ œ œ • ‘ ˆ”PWg‹‘g”¡‡P³¤±gg£g¨‡š(ª³œ™b’R”Pbˆ”Pg‘ g¨¦ ƒ • ‘ Ÿ¢ ¤  — ‡† ˜ ‡ • ¦‡¢ ‘ Ÿ¢ Š‡ Ÿ¢ †‘  • ‰ ¦ ”¡‡«Pg–¨9£bˆP£šb&‘ ™”ˆgWPgHš™gš’$ ¥¢ ™0‡ ¢ ‰  ™ ¢‡ ‘ ‰ ¦‡¢ †‘ ‰ • ‘ Ÿ¢ ¤  — ‡† ˜ tŠ ¨¨²‡ ”&šš÷ ³‰¡•™”ˆgµšP¨ ˆ…”¡‡š Pg¶¨©£bˆP£šb‡ ‘ Ÿ¢ ¢‡ Ÿ¢ ‘¢ ­ ¿ ñ œ Š ˜ †‡ ¢‡ Œ ‰ ‰ ¦‡¢ ‘† ¤ ‘ PgR”™…©gb W¨ W™Pgg”(”ÇPŠ g÷ ¡‰³•™”ˆg©…beg¨¦ — ³•Pbggg9šg”g…£gˆV£gˆP£šb!ˆ”P4g‹‘g”¡‡cš™g¢ ‰ œ ‡ ‘¢ ‘‡ ‘† ‘œ — ‡† ˜ ‡ ‡¢‡ œ œ • ‘ ¦ • ¢‡ Ÿ Œ ‰¢‡ ‰ œ ‰ ¼ ¦ ‘† ˜ ‰ ü — ¦ œ ‘¢† ™ ™ ˜ ‰ ‰‘ Ÿ¢ ™ — PŠ ˆ”š³ P™Š ‡™g gPbŒ R‚tgggb¨PPgv E‹ˆšPgb¨‡tŸ  ™R0gˆ”P9g‘ gš¡‡²Pg'¨¢§¢ ¡‰b™1²Pgy‹ŠÂb ˆ”Pœ ‰ Ÿ „ ­ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤  — •‡ ˜¸ ‘ Ÿ¢ ‰ Š ‰¢‡ ƒ‡† Œ‘œ ¢ ‘ ˜œ ‰ ‘ • ‘ ‰ Ÿ¢ ¢‡ Ÿ¢ ‘ ‰‘ Ÿ¢ ™ — ”ˆgšˆ¹g9Pˆ9‹ÂPŠ ¡‰šgˆœ  ™g‚”™gyš‹÷ˆšPgb¨‡tŸ ‘ õ ­ ¿ ­ ùñ œ Š ˜†‡ ¢ Œ ‰ ‰ ¦‡¢ ‘† ¤ ‘ ¦ ¢‡ Ÿ H!Wb¡ýgb!™Pb…”&”‡ PŠ g÷ ³‰¡•™”ˆg&gb˜gWš™© ƒ‘ ž  ‘ • ‘œ Š‘ Ÿ¢ ¼ “‡ ‘ ™ ‘ Š‡ ž† ¤†‘ ™ ¼†‘ Ÿ¢‡ š¬¨…šPŠ ³‰šgˆÂšPgzˆ‡”g¨Ã£™”‚ˆb˜ˆš‡ˆšPgšˆ† ‘‘† Œ † ™ Œ ‰ ‰ ‡† ƒ  ‡ ‘ ˜ ‰¢ Š  ¢  Š ‘ œ — ‡ šggš…bbgP©P‹Š™Š bˆg·¢g£E”(PtŠ ˆtb£’gPĚtˆ£gˆ† ƒ ˜ ‡ ¢‘¢ ‰ ¢ Š‘ ž ‘ › † ™ ‰ ‘ Ÿ¢ ¼ • ‘¢‡ Š ˜¢† ¤ Š P£šg2gšg‚Š (‡š…gb$gP¬¡žÇPgxg‹—gg”™Pggge™B» ­†‘ ‰ • •‡ Œ ‘ Ÿ¢ œ Š‡ †‘ ‰ • Œ ‰ ‰‡† ƒ ˆšP¨ ˆgš¡‡š7b¨bPg0™”šP¨ ˆg”¡‡š¥PŠ ™Š bˆ…·¢b£ ‘ Ÿ¢ Š‘‘ ¢‘ ¦ † ††‘ ‰ ‘ Š‘†‘ ‰ œ ‘ Ÿ¢ ¿ ¾ ½ — ¦ Œ PgHšš’§š2bg…š«‹Š¢£™š…š'‹ÁP¢P…ÊbbÂtµP ‰Š ƒ ˜ œ ‘† ¼ Š ‰¢‡†‘ ‰ þ ¾ ð ¢ ˜  ¦‡ †‘ ¤ ‡ †‘ ‰ • • ‰ £™ˆg…êˆPg ˆ”ˆš…¢ ±gbµPb¨”‚šg˜¢bǚP¨ ˆg”³‡šÄb³‡ˆ¢ ƒ ™Š ºPgWšb$©£bˆP£šb&gšg¹Š &tš¬gb$gP¬³žÆ ‰Š ‰ ‰ ‘ Ÿ¢ †‘ ›  — ‡† ˜ ‡ ¢‘¢ ‰ ¢ Š‘ ž ‘ › † ™ ‰  • ˜‘† Œ ‰ ‰ ‡† ƒ  ¼ Š   Ÿ  ­ ‘†   •¢ Ÿ • g¢ ™gš…ÃPŠ ™Š gˆg·¢b£7™©$Pg’2 ³ógggb’Ë—ˆ‡gŒ ¡‰ˆE ‰ ‘ Š‡ ž† ¤†‘ ™  ‰ ¢ ˜ ¦ ¼ ¤ • ‘ Ÿ¢ ¢ •† ‰ ‰ ‘ ›‡ £™”Wˆbeˆš2g¢ ‚PPˆe¢g‹‘¢P…±g‚— ˆ”¡‡³•W¡žˆ2šb¤™Ÿ ƒ‘ ¦ †‘ ‰ • ¢ ´‘¢ Š  ¢ Ÿ ‰† ‘ Ÿ „ë ­ ‡¢‡ œ œ • ‘ ¦ š¨šP¨ ˆg”³‡šµtšg‡g£¢tbŒ ˆ±P‚…©bˆ”PÂg‘ gš¡‡• ‘ Ÿ¢ † ¤ ‘ Š  œ Š‡ †‘ ‰ • ¢ ´‘¢ Š  ¤ • ‘ Ÿ¢ † Pg¢b˜¹Pb!™”cšP¨ ˆg”¡‡šctšgtb£ce¢g‹‘¹Pg¢b˜¤ ‘ Š  ¼‘ ›† ˜ ‘ ‰¢‡¢ Š‘‘† ™‘†  ¢ ¢ Š‘‘† ™ ‘† Pbˆšb…P£©g› ˆ”ˆtšgšgPš…©¶§¢gtšgšgP¹ gP˜ ƒ ‰ ü ­‘ Œ Š‡ — ‡† ˜ ‡ †‘ ‰ • ‘ Ÿ¢ ‡ Œ ‰ ‰ ‡† bŒ R©ˆšgP”™vŸ«£bˆP£šb¬šP¨ ˆg”³‡š‚Pg’”‚PŠ ™Š bˆg¢ ƒ  ¤  ‘† Œ † ™ ‘ Ÿ¢ Œ ‰¢‡ ‰ œ ‰ ¼ ‘ ›† ˜ Œ ‰ Š†‡ • b£E¨…šgbbgPPgµPŠ ˆšš¡ P™Š BgggP£9P‹Š™g”g‘ µ‡ ¢ ‰ ™‘œ ¢ œ ‘¢¢ • ™ ‘ ¦ Š‡ ¢ Š‘ ž ‘† ˜‡ ‘ ž ‘‘ Ÿ £¡ ™šˆÿg«gggb‹™y¹”š g‡š…ggPg”g¬c…šP‚„ ­bˆ”PÂg‘ g¨”¡‡’¨Âˆ7¨¢PŠ $gbµPg‚¨9£bˆP£šb‡ ‡¢‡ œ œ • ‘ ¦ • ¤  —œ  ¦ Œ ‰  † Œ ‘ Ÿ¢ ¤  — ‡† ˜ ‘ Ÿ¢ œ†  ‘†  • ‡ ‘ õ ­ ‡¢‡ œ ¢‘¢ ‘ Ÿ¢ †‘ ›  †‘ Pg!ˆb£gg©… bHbˆ”PºgšgÂPgyšb$&gšP¨ ƒ ˆg”³‡šÂPŠ ™Š gˆg·¢b£ Pg‚¨c£bˆP£šbcPgv™b ˆšˆš‘ ‰ • Œ ‰ ‰ ‡† ƒ  ‘ Ÿ¢ ¤  — ‡† ˜ ‡ ‘ Ÿ¢ ¼ Š ‰¢‡† ƒ ‰ ‡ ‘ ¢‡ ¼ Œ ‰ ‰ ž†‘¢‘ — ¦ ‘ † ™ Œ ‰ ‰ ‡† ƒ  g¢ vŸbg…šB¨PŠ ™‹ŠWˆšgšˆœ tÃgš£–gPµPŠ ™Š bˆ…·¢b£ ‘ Ÿ¢ ¤  ‘† Œ † ™ ‘ Ÿ¢ ‘ ›†‘ ¦  ‘ e d ` ` XV US Q Pgz'BgšggbgP2Pg©bgš…Pbcõ f2¦bc¦baYW¡TRP ­ ‘ ‰ †‘ Ÿ¢ œ ‘¢ Š  • Š ˜ Š ‰ gg 0gšPgbWggbP©gš‹‘™P±b‹ˆ¢ ƒ‡ • ‡ ›‘ ‘ Ÿ¢ ¢ ˜ Ÿ Œ ˜† Ÿ¢ œ ‘ ˜ ‘†‡ ‘ • ‡ › ‘‘ Ÿ ”™˜ gtšyP…±PbPgPbgPgHggPygš9šP˜ gty…šP‚„ ­ bý A gbbð 9 bbý þþþ þþ ‡  ¼†‘ ‰ • ‘ Ÿ š…BˆšP¨ ˆg”¡‡šºPg¢ Ö š Ö ¹ š Ö ï‰ — d F ’h Q a c G F QV a vh r Q F Q a ™£YHd1HPHYd"p%H—Hd1X wV a ’ Yd'PF QSc Se F £%R'‰éj Q X f ¢ Q G S F F r Q F q X e F G S Q v F q c a Q v ch e FV F '%%£Hx2¡—%H"P%%PH"H‰PP%dyH%p·PYP2f … w a V gV Q q F G G S q ch e G a q vh e gV • `h v S vV a du“YHPPHHxP'YkH‚™HY'“Y%“pHuHYd•Y%£P·d˜%–Œ%r eV X S q c a ` X r F x ¦ ­ Œ ‰ ‰‡†¢ † ¤ œ ‘ ˜ œ Š ¨P‹Š™Š bˆg’b˜yg…P0™”‡ œ • ‘ ¦ • ‘¢‡ ‰ • ˜ ‡¢‡ œ ¤  ¢ Š ˜ ž‡ ‘ Ÿ¢ ¢ Š ‰ g‘ g¨”¡‡• — gg”‚¡žˆ¢ ™±ˆ”P(¨‡Pb…bcPg9gHb‹ˆ¢ ƒ† ™† ™ ‰ •‡ ž  ‰‡ ž ‘† †¢‡¢ Š Š Š‡ ž ˜ Ÿ ‘ Ÿ gb¨bgP9Š v³•bWˆ2PŠ bWg…b…”ˆbPP”‡ ”‚™‡Pg¢ ¤¨Bgš™©PgµbBgg'š(Pg’šbxbˆ”PWg‘ g¨”¡‡ÇPg‡¨  ¢†‡ ™ ‘ Ÿ¢ Š ¢†  Á‘ ‘ Ÿ¢ ¢‘—¼‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤ — • ‡ ˜¸ ‘ Ÿ¢  ‰ ‡¢ ‰‡ ž ¼ œ  Ÿ¢‘ ž  œ ‘ ‰ ›†‘ ™ ˜ • ‘¢ §¢ ¡‰g™p(Pg7PŠ gˆ‡‹ŠbWtP7Pgš…agg‹7gš¨Pg©— g…”‡ ƒgšˆ–¬”€v¨PŠ ™‹Šbˆg·¢b£9gg£g…gb£ÇP‡‚Pg‘ gš¡‡• †‘ œ  žy ‡ ¼ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††   ˜ Ÿ „ ­ œ • ‘ ¦ — ˆ£gggb£™Š ‚…š¶’”™…(g¨ Pb”²PŠ ˆ£gggb£&‹—™b • ¢ ‘††  ‰ ‘†‘  ¢‡ Ÿ¢ þ ý ¢ ˜  ¦‡ Œ ‰¢ ‘††  • Š ¢ ˜ ¦ ¼‘ Š‡¢ ‰ þ þ þ ò †  ¼ Š ‰¢‡†‘ ‰ †‘ ™ ‘ Š‡¢ PP‚ˆš£™”ˆgPŠ 9bgb²b–™b‹ˆ”ˆšg‹¢&šš£™”ˆ…P ‰Š þð Œ ‰  ‰ ›‘† œ ‘œ • ‰ ‘›‡ Ÿ • ˜  ¢ Š‘ ž ‘›† ™ b²PŠ š‘ –šg0gˆ™˜ š™‹Šb¤™Ã¡œ™b’Btš¬gb$gP…¡ž‰  ™g2bš‘ ™TŸbµ…Bgb7š2Pgˆˆb…”ˆbPP”‡ ”W™txggg† ‰ Ÿ¢ ‘› ‰ ‡ ¢ ¢† Á‘ ‘ Ÿ¢¼†¢‡¢ Š Š Š‡ ž ˜ Ÿ• ‡ ‘ ‡ †  ü ­ Š ‰¢‡†‘ ‰ þ þ ò †‘ ¤ ‡ — ‡† ˜ ‡ • ‡  Œ ‘ Ÿ¢ ¤ gx2ˆPb ˆšˆšg¢ Wgbšg˜¢bc£bˆP£šgvb¨bPg¨ ¿ ­ þ ¢ ˜  ¦ ‰ Ÿ ‰  ¢ ‰ œ ‡ ‘¢ Œ ‰‡ ‘† ‰ œ ‡ ‘¢ b¡ýb‚Pg”‡ Š ™g‹¢¢gy‹—¡•Pbggg¢P‹Šˆ”gg£™Š 9bg…g ƒ ‰ ¼ ‘‡ ‘† ‘œ †‘ Á ˜ †‘ Œ Š •  Š — ‡† ˜ †‘ PŠ gg”gg£gˆ©‡ gš7PgµšbPb ÆP¹£bˆP£šb‡ šP¨  “ Ö — — ( ¥ ƒ ˆgš¡‡šÂPgPgš÷ ˆšPgbtt±2 ˆ‡š…¡žˆštšµ ™g¢ ‰ • ‘ Ÿ¢ ¼ œ ‘ ‰‘ Ÿ¢ ™ — Ÿ  ­¢ Š‘ ‰†‘ ™ ´‘ ‰ Ÿ ¤   • ˜‘† ‘ Ÿ¢ ¢ Š‘‘† ™ ‡ ¾ ‘† ˜ ‰ ü ­‡¢‡ œ œ • ‘ '±g‹¢™gšg9Pgµg‡š…šgP²gÂgPb‹ŒRÀbˆšPÿg‹‘g¦ ƒ • ‘ Ÿ¢ ¢ œ ‘œ œ ‡ ‰ ‰ ‡ ‘ Š‡¢ ‰ œ • ‘ ¦ • • ‘ ”¡‡¥Pg±…‚gˆPg 0¢ šµ£™”ˆ…PŠ 9g‘ g”³‡c— šPŠ TŸbg’PŠ ˆ£gg…b£— ¡•gš¡ ˆ”W'gP”LJ7bgšˆbPP”¥”Wž ‡ ‘ Œ ‰¢ ‘††  • ‡ ‰¢‡ ž ¢ ˜‡ — ¦ † ¢‡¢  Š Š‡ Š‡ ƒ ˜ Ÿ ‡ ‘¢ • ˜ ‰ ‘ ¼ — ‰ ‰ ™ ‰ Ÿ¢ ‘¢‡ • ‡ ›‘  Pt¶Èg”¡‡™¡žˆ’’1g£‹¢¡‰¡•™¦ ˆ…bE ™g’g”™˜ gtšÃ„ ­ Œ ‰ ‰ ‡† ƒ  † — ‡† ˜ ¨PŠ ™Š bˆg·¢b£b˜¤ £bˆP£ ƒ ‰ ‘ • ‘œ ‘¢‡ ‰ • ˜ ‘ Ÿ¢ ¢ Š‘ ›‘† ™ ¢ ‘ ™  Ÿ ‘ £b‡ Š «PŠ ¡‰šgˆµ…”W¡žˆ‹¢™WPg…tšbšgP¢gµbP’ ¼bˆšP«g‹‘g”¡‡²Pgv¨yg ˆ”ˆg ˆšgšˆ²PgµPŠ ˆgš…g”‡ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤  Š ‰¢‡† ‰†‘¢‘œ ‘ Ÿ¢ Œ ‰¢‘†† — ì ­†‘ ‰ •  ‰ › ‘ Ÿ¢ — ¦ œ • ‘ ¦ • ‘ Š‡ ¢ Änwvˆ…šP¨ ˆg”³‡š š‘ –yP…©‡Hg‘ g”³‡9š£™”ˆgP ‰Š Œ ‰¢ ‘††  œ Š‡ Œ ‰  ‰ ›‘† — ¦ ‘ Š‘ ›†‘¢ ‰ † ¢‡¢  PŠ ˆ£g…gb£!™š¹PŠ š‘ –šg‡&PšbgšgtŠ ²bgšˆbPŠ Ö gR — ² ( ) ­þþþð gbbbï ™i¦ë ó ¼þþù bbbÆ bgE ˆ”PWg‹‘g”¡‡tb¡‡ˆ¢ ™Š 'Rg‡Pg¬b‚PŠ –g”zWg¢ 2PŠ ™Š gˆg·¢b£(b˜2šggP£µPŠ ™…”g‘ ……PbŒ Rü ó ‡ë ‡¢‡ œ œ • ‘ ¦ • • ‰ ‰ ‰ ¤  ¢ Š ˜  ž ‡ Œ ‰ —†‡ › Ÿ ‰  Œ ‰ ‰ ‡† ƒ  † ¤ ‘ ›† ˜ Œ ‰ Š†‡ ý ‘† ˜ ‰ ó ™i¦ë 0.86 0.87 0.88 0.89 Accuracy 0.91 0.92 0.93 0.94 0.95 0.96 0.9 Accuracy 8 ­ Š ˜† ‘ › ¨ †‘ ›  ‘ Œ‡†‘ ›‡ ‘†‡ ‘ ›† ˜ Ÿ¢  ì ­ Œ ‰ ‰ ‡† ƒ  ¤  ‘† ˜  ‘ Ÿ¢ †‘ › ˆPPg…gP©šb$’šb”ˆšb¤Çg”ÇšbgP£cgg™E¨PŠ ™Š gˆg·¢b£ö¨…ggPg£µPg’šb$ ‡¢‡ œ œ • ‘ ¦ • ‘ Ÿ¢ ¤  — ‡† ˜ ‡ ‘ Ÿ¢ ‰ ó ë Ÿ ™‡† ­ ‡¢‡ œ Œ ‰ ‰ ‡†¢ ‘¢ • ™ ž  ‘ Ÿ¢ ¤  Š ‰†‘ › œ • ‘ ¦ • ‡ Š ˆ”P9g‘ g¨”¡‡µP…'¨¢£bˆP£šb²Pg2 ©™·¦ÂP”ˆ© bˆ”P&PŠ ™Š gˆgŚ‘ ™¬¨£¥Pg'¨¢b ˆgšb±g‘ gš¡‡±ºb œ ‘ ‰ ‡†¢ †‘ ‰ • ‘ ž ‡ ‘ Ÿ¢ ¤  ‘ Š‡ ž† ¤†‘ ™ • ‡  Œ ‘ Ÿ¢    Ÿ ‘ • œ ‘¢¢ œ ‘ Ÿ¢ ‰ Ÿ  ¼†‘ ‰ • ¢ ´‘¢ Š  gPŠ bˆgšP‹¨ˆg”¡‡š«¬bˆPgv¨W£™”Wˆbeˆšb¨bWP……©$PgPŠ ¡‰9gggbˆ«Pg‘ ¡•™©'ˆšP‹¨ˆg”¡‡š‚tšgtb£ e¢g‹‘µPg¨¢£bˆP£šg‚Pg©šg”š³ P™Š ©bgc‹ŠµbgP£¢³œ¡‰¨g…P‚(¨PŠ ™Š bˆg·¢b£b˜ÇšbgP£&PŠ ™…”g‘ …PbŒ Rü ¤ • ‘ Ÿ¢ ¤  — ‡† ˜ ‡ ‘ Ÿ¢ ‘¢‡ ‰ œ ‰ ó ‡ë ‰ ‘ ›† ˜ •  ‘ Ÿ „ ­ Œ ‰ ‰ ‡† ƒ  † ¤ ‘ ›† ˜ Œ ‰ Š†‡ ‘† ˜ ‰ ² ( ¡ ó ™i¦ë 0.925 0.935 0.945 0.955 0.92 0.93 Accuracy 0.94 0.95 0.96 0 0 100 100 200 200 300 300 Accuracy of Left Classifier (L = 200) 400 500 600 Iterations of CoTraining Accuracy of Left Classifier 400 500 600 Iterations of CoTraining 700 700 800 800 900 900 1000 1000 0.94 0.95 0.96 0.97 0.98 0.99 0.86 0.87 0.88 0.89 Accuracy 0.91 0.92 0.93 0.94 0.95 0.96 0.9 1 0 0 100 100 200 200 300 300 Accuracy of Left Classifier (L = 1000) Accuracy of Labeled Data 400 500 600 Iterations of CoTraining 400 500 600 Iterations of CoTraining 700 700 800 800 900 900 1000 1000 ó‡ bgë ó‡ b…ë d j SV F f e F v v F G e e a vh F X v vh vh "yYP2iPHHPH%'‚BY¡%HHpWp%r FV Q QhV S S Q pHHYYh–H3HYh rQ j Qa rQ "‚†HÇHPs'xPq cGFq cS … d ívaQ F rQ IS F€aGF’Sq FQa W)Hdy°'H%£éxdyPxmPéHd1X V a c Sh Qh e e a d1£YHp%'‚ýdkpRHP%r c a vh F G F … … w F e a F ’ Fh r q a S Q FV f a F f Q S c g a ` € ch ch a G Qw S q ‡ a Q a e V a h Qh c P'‚6£PY%p‚˜H—p%d6i©x'Re˜“%Y'YdyH4£s%£y‚†¥‚eHY'Yh „ ¨ A ( ' Ÿ ( 4 ˜ 1 Ÿ ƒ bg…¢ c£g7šºgg† ˆšˆÿP‚…bbbb¨hbgggP‹Šgë • ‡ ‘† ‰ ¢ ‘ Á‘ œ ‘ ‰‘œ ‘ Ÿ „ ­ó þ þ þ ð ¤  œ ‡ ‘¢ ‰ þþ ¢ ¢‘ 9 ‰ Ÿ  ‰ ¢ Š‘ ‰†‘ ™ ´‘ Œ ‰ ‰‡† ƒ bbð g©šg2 ‰ —TŸ¡ ™©&Š LJš¬³žˆštšPŠ ™Š bˆ…·¢b£ œ ‘¢ ‘††  ‡ ¤   • ˜‘† ‘ Ÿ¢ ¢ Š‘‘† ™ ¦¾ ‘† ˜ ‰ gg£gg…b£¢B¨……¢ ™gšgPg…gtšgšgPc”µgPgŒ Rü ³óˆšb”ˆ… Wž ‡”‚bšWž ­‘“‡¢ ‰ —Š‡ ž ‘“‡ ¼ˆš‘ ™¬g7š©‹‘™”¡‡¡•bz¤v¨‡¨t2Pgz¨2š÷ ˆˆ¡•gWˆ2Pg¢  • ™ ž ‡ ´‘ • ¦ ‰‡ ›‡ ¤  •   ™ ‘ Ÿ¢ ¤  ‘ ‰ • ‡ ž ‘ Ÿ — ¦ œ • ¦ ¦ Ÿ ¼†‘ ‰ •  ‰ › ‘ Ÿ¢ Š‘›‘  • ‡ ‡¥g‹‘™PbPêˆgšP¨ ˆgš¡‡šAš‹‘7Pgv¡¤‰ šbš…š‘ ¤™–  ‰ ‡ ž ‘† ‡¢‡ œ œ • ‘ ¦ ‘ Ÿ¢ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††  PŠ bWg…‚ˆ”Phg‹‘g”¡‡• Pg&PŠ ™Š bˆ…·¢b£Hgg£gg…b£ Ÿ ‰  ¢ ˜ ¦¼ Œ ‰ ‰ ‡† ƒ  ¤  Š ‰¢ • ˜ ž† ¤ • ‡ ‰ ‰†  ‘ Ÿ g¢ EPPp¨P‹Š™Š bˆg·¢g£¨b ˆ”³‡™(ˆbegb™Š ¨Œ ˆb’Pg¢ † ¤ — Œ‘¢‡†¢ • ‰††‘¢ ‡ ‰ ‰ Ÿ¢ ¢‡ Ÿ¢ ‘¢ ë ­ • b˜©gšg”ˆg…±‘ ™‹¦ˆgšg±² µ‹™g”™gWgg ©ˆš‘ ™™ ƒ ž ‡ ´‘ Œ ‰ “  •ƒ† ‰ ž ¤ ž  ¤ • ‘ ‰ • ´‘ Œ ‰¢ ¬b–šPŠ –b‡‹…g”¡‡¡‰³•Wb“‡ô¨g˜†Â— gb‹›ˆP˜ š–š±PŠ ˆ£g •‘ ƒ‘ ž  ¤ †‘ ‰ •  ‰ › ‘ Ÿ¢ ¢ Š‘›‘† ™ ‘  • ‘ ¦ •  šgï¨g˜†(gšP¨ ˆgš¡‡šš‘ –2PgBtšbšgP©’b¡¼g”³‡‚g¢ ‘ ™”¡‡¡•gt¤&š‘ ™¬g7š¶¨µš™tyPg9PŠ ˆ¢ W¡ž¡‰Äì • ¦ ‰ ‡ ›‡  • ™ ž ‡ ´‘ ¤  †‘ ¦ ž ˜ Š ‘ Ÿ¢ Œ ‰ ‰ • — ­ ‘ ‰  •   ™ • ‡ ž ‡ Œ ‰¢¢‘ — ¦ • ‘ ¦ • ¢ ‘ Š‡¢ gš÷ ˆ–¨t¡•bWˆÇcPŠ ˆ…šg9‡vg”¡‡ºg…š£™”ˆ…P ‰Š ¼¡™˜˜ggP…gg¬9‹—¡•b¡‡ˆtšgb¨©¢ g¨¦ bö™Š bˆgš£Çgš‘ 0£g •‘ • ¤ ‘ ˜ ‘†  ž • ‰¢ Š‘¢  ™ ‰ ‘ • ‡ ¼ ‰ ‡¢†‘  • ¢ ƒ‘ ¢ ž ‘ Ÿ¢ ‘ † ¤ •¢ ‘ ‰ œ ‰ Š‡ ‘  7 •   ™ ‡¢‡ šg2gÿgPgE£ˆb˜‚— ˆ£gg† P™‹Š¢šš2’ˆ·¼• ¨‡¨°ˆ”Pœ ‘ Ÿ ž  ¤ • ‘ ¦ • ¢ ‘ Š‡¢ ¢ • ‘ ¢ ˜ ž †‘ ‰ Pg¢ ¨g˜†g¨”¡‡¹…¢š£™”ˆgP ‰Š £g‘ gg‚gP9gšP‹¨ˆ ƒ •  ‰ › ‘ Ÿ¢ ‘ ‰ ø ­ ‘ ˜ ‰ ‰ Ÿ¢ ‘† • ™ ´‘ •¢ ‘ g”³‡š¥š‘ –¢Pgy£™Š PÆgPgg &‹™g¢gb ™tšH— ˆ£gg† ƒ P™Š ÿgWP©$ ¡•b¥™g¢ ˆgbŒ bD(ÂPgB¨!”šgš‘ ‰ œ ‰ ¢  ˜   •‡ ž Ÿ ‰†  •‡ „ € ‘ Ÿ¢ ¤  9 †‘¢ ƒ¬bˆ”™ê'‡¨¬ˆ”P²Pg'g£™šˆ¡œš™‹Š¨£ÂtP”™¢Äì ž ‡ †‡ ™ •   ™ ‡¢‡ œ ‘ Ÿ¢ ¼ ‘ Š‘ ‰ ‰  — ™ ™‡ Ÿ — ­ “‡¢ ‘ Ÿ¢ ¤  ¢†‡ ™ Š†‡ • • Š †‘ ‰ • Œ ‰ ‰‡† –g”ˆ…Pg¨©…”™¢g”g‘ «— ™b©gšP‹¨ˆg”¡‡š¥PŠ ™Š bˆg¢ ƒb£bˆ”Pïg‹‘g”¡‡º‘ ˆg‹¢¡‰Æ‡…!g¢ 0ªˆˆˆg¶¢šP…b  ¼ ‡¢‡ œ œ • ‘ ¦ • •¢ •  ¢ Ÿ ‰  ¼œ†   †‘ Ÿ¢ Š Ï –g”ˆPgê'g£g¨g”‡ šPWPŠ ™gšg‘ b˜v™˜˜™™ gPŸ ­ “‡¢ ‘ Ÿ¢ ¤  ¢ ‘ ™ ‘ Š Œ ‰ Š†‡ • † ¤ • ¤ • ‘ Š‡ Ÿ¢ †‘ Ÿ¢‡†¼†‘ ‰ • ‘ Ÿ¢ ¢ † ‰ ž ¤ ‘ ‡ ™ “‡ ”™göšPg”ˆpˆ…šP¨ ˆg”³‡š…P…g™”¡‡¡‰¡•‚b•‡È£b™…gšˆ¢ ‘ Ÿ¢ ¤  ¢†‡ ™ ‘ Ÿ¢ ¤  ‘ ‰¢‡¢ Š‘‘† ™‘† • ‘ • ¢  ž ‘† Pgz'¶…”™…Pgz¨(b› ˆ”ˆ‡šgš…PšgW— gb‹“¡‰2gg¬…”‡  • ™ ž ‡ ´‘ ‘‘ Ÿ¢ ¼ Š ‰¢ ‰ œ ‘† ™ ‰ ‘ Ÿ¢ ‘ Š‘œ ¨ Š  š‘ ™…b7š‚gšPg'ˆPb‹ˆ£¡ PggP† gPg9 ‰Š £™šˆ™Pb£ †‘ Š†‡ • ‘ Ÿ¢ Š  œ ‘‡ ¦ œ • ‘ ¦ • œ Š‡ œ ‘¢ • ‘ ‘† gšPgšg‘ ²Pg9b¥gg”™±g‘ g¨”¡‡9™”Hg…£g‘ ggŔ‡  • ™ ž ‡ ´‘ œ • ‘ ¦ • Š ˜ ‘ ‰ ¼ • ‘ ‰ ‘† ™ ‘†  î ­ • š‘ ™…b7š¢g‘ g”³‡™PW£™Š ˆvg— gg šggPgg‚¢ˆš‘ ™™ ƒ¬b–šªg‹‘g”¡‡™P1™˜˜ggPąb¬2P…ª™P2— ¡•ˆ”ˆgš£gPŠ ž ‡ ´‘ œ • ‘ ¦ • Š ˜• ¤ ‘ ˜ ¢  ž ‘ Ÿ¢ œ Š ¨ ‰†‡‘ ‘ ¢  Š ‘  Œ ‰ ‰ ‡† ƒ  ¢‡ Ÿ¢ ‘ ‰‘ Ÿ¢  ™ — Ÿ ‘  ¼ ‰ Ÿ bPštˆœ 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–0P……šgP'P™”™Ÿ †‘ Ÿ¢  ‘ Ÿ¢ Š  ¼ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘††  € ­ ‰†‘ ˜¸ Œ šPgb2Pgµbx'PŠ ™Š bˆ…·¢b£Wgg£gg…b‚©ˆš‹‘ˆšPp¥P ‰Š ƒ Š†‡ • ‘ ‰¢ ‡ † ¤ ‘¢‡ ‰ œ Š‡ ‘ ‰† ™ œ ‘†‘ ‰ Š  ‘† Pg”g‘ (g› ˆ£b°b˜Ešg”P³œP™”š(¬¡žˆP©ggšˆ¡œˆPg£(g”‡ 󢑍 Š ‰¢ Š‘¢ Š  ‘ Ÿ ë †‘ ‰ œ †‘ ‰ •  ‰ › ‘ Ÿ¢ — ˆšgb‹ˆ‡š…‡b£ÈPg·¢(š'‹ÁP(gšP¨ ˆgš¡‡šÆš‘ –¶P…0t¦  Š ‰¢‡ ‰ • ‘ Ÿ   • ™ ž ‡ ´‘ • ‘ ¦ • ¢ †¢‡¢ Pb ˆ”š™‹¨ˆg”¡‡šÇgbP(Bš‘ ™¬g7šÄ g¨”¡‡²gRbgšˆbPŠ ƒ Š‡ Š‡ ž ˜ Ÿ ‡ † ¤  • ™ ž‡ ´‘ ‰¢ Š‘ ‰ ¢ Œ ‰ ‰‡† ƒ P”¥”W™t‚Eb˜ªš‘ ™¬b–š˜—¡¤ˆtšˆ¡œ…©PŠ ™Š bˆg·¢b£ ž  ¤ ¢ ™‘ Š  — ‰ ‰¢‡ ™ ž  ‘ Ÿ¢  • ™ ™ Œ ‰ ¢‘ ¨g˜†&Pš£™b£º§¢ ¡‰¡•™¦ ˆ”™¬¨£ Pgš‘ ¡‰™P”‡ PŠ ˆgšg¢ ƒ  ¼ ‘ ‰ ‘† ™ ‘†  ‘ ¦  „ ­ Œ ‰ Š†‡ • ‘ ‰¢ ‘ b£…g… šggPy…b¬ž HV¨PŠ ™…”g‘ Âg› ˆ£b‡ šgP˜ ¢‡ Ÿ¢ ‘ † ™ Œ ‰ ‰ ‡† ƒ  ‡ ‰ Œ ‰ ‰ ‡† ƒ  œ ‘¢ ‘ ”™ggš£–gP±P‹Š™Š bˆg·¢g£y‚ cPŠ ™‹Šbˆg·¢b£cgg£gg† ƒ†  ‡ ‘†‘ Ÿ  ¼ Œ ‰ ‰ ‡† ƒ  ‘ ˜ ¢‡ Ÿ¢ ‘ † ™ Œ gb£¥”ggšP©'¨P‹Š™Š bˆg·¢g£¢š…P…”™gŚ£7gP&P ‰Š ƒ Š†‡ • ‘ ‰¢ ‡ Š‡ ‰ Œ ‰¢‘ ƒ  ¢‡ Ÿ¢ —‡ ¢ Ÿ ‰ Pg”g‘ b› ˆ£b5”¹ ŽPŠ 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