• Aucun résultat trouvé

Mutual information, Fisher information and population coding

N/A
N/A
Protected

Academic year: 2021

Partager "Mutual information, Fisher information and population coding"

Copied!
30
0
0

Texte intégral

(1)Mutual information, Fisher information and population coding Nicolas Brunel, Jean-Pierre Nadal. To cite this version: Nicolas Brunel, Jean-Pierre Nadal. Mutual information, Fisher information and population coding. Neural Computation, Massachusetts Institute of Technology Press (MIT Press), 1998, 10 (7), pp.1731 - 1757. �hal-00143781�. HAL Id: hal-00143781 https://hal.archives-ouvertes.fr/hal-00143781 Submitted on 12 May 2007. HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés..

(2) 

(3)    

(4)    !   " #

(5)   %$ &  & %

(6) 

(7)  '()$%  * +,.-/10.24365798;:=<>0?2@:BACD<E2@:GFIH#,.<E7J7J<+K24A;2@0 L;M9NDOPIM9QROTSUPIVXW4VY"Z\[^]IS`_Ea4VbEQcM9QISU]dQISU_Ea4V W4Vfehgjilknm#kjbDkpo iqrOeUVfmsOPItuMTeUV b>a4v?Vrw PISUVra4PIV xzy4{ PIa|V#LGZ4OTtuO}|W {~€x9|‚ YMTPdSU]„ƒ V

(8) W|V‡†Kˆ €>{4‰ PIMT}4qrVTk V

(9) tuMTSUehŠ|N4Pda4}4V

(10) eŒ‹eUv4]rknVr}4]

(11) kŽP { }@M9W@MTe‘‹e`v4]

(12) k’V

(13) }4]rk’ސPrk “•”D–˜—‡™rš^›œ— Ÿž# ¢¡E£¥¤R¦Jž9 §£R¨ ¦œ©ª^«¬­«œ® £c §£c¬£˜¯¢ ¢°p®f« ¢°±¦Jž«œžE²® ¦²\£˜³|¯§£˜³±£˜¤R ¢°±¦Jž@´\°± °p¯B¦JžE³±µ¶T·E°± §£ ¬¢£˜¤R£˜ž9 ¢³±µ¸ ¢¡E« 6«²E°±¬­£˜¤R •³p°¹ž\º»|£c h¼B£c£˜ž½ ¢¡E£)¾;¿`À­ÁÂcÃu¿UĘÅcÆÃIÇ ÈJɌ¿ŒÆÄ«œžE²½°pž\©U¦œ¬­®f« ¢°±¦Jž  ¢¡\£c¦œ¬¢£c ¢°p¤¶T·E«œž9 ¢°± ¢°±£˜¯¥¡E«œ¯¥»4£c£˜žÊ£R¨¡E°p»^°± §£˜²@Ë>ÌÍ£ ÎJ°±Ïœ£ «œžÍ°pžz §£c¬­ªE¬¢£c ¢« ¢°±¦JžÊ¦œ©; ¢¡^°p¯?³¹°pž\º ¼°± ¢¡E°¹ž% ¢¡\£Ð¯§ ¢«œžE²E«¬­²Ñ©U¬­«œ® £c¼¦œ¬¢º%¦œ©s°pž\©U¦œ¬­®f« ¢°p¦JžÒ ¢¡\£c¦œ¬¢µœËÌͣͯ¢¡\¦r¼Ó ¢¡^« °¹žÒ ¢¡\£ ¤R¦Jžz §£R¨ ¦œ©@ª4¦œª^·E³p« ¢°±¦Jž¤R¦T²E°¹ž\Î\´z ¢¡\£ ®„·E ¢·E«œ³>°¹ž\©`¦œ¬d®f« ¢°±¦Jž »4£c .¼£c£˜ž• ¢¡\£¥«œ¤R ¢°±ÏT°p .µ ¦œ©1« ³p«¬¢Îœ£;«¬­¬­«˜µ¥¦œ©\ž\£˜·\¬¢¦Jž^¯@«œžE²s«"¯¢ ¢°p®„·^³p·E¯| §¦¼¡^°p¤­¡¥ ¢¡\£Bž\£˜·\¬¢¦JžE¯1«¬¢£= ¢·Ež\£˜²s°p¯žE« ¢·\¬d«œ³p³±µ ¬¢£˜³p« §£˜² §¦Í ¢¡\£ÕÔÖ°p¯­¡\£c¬ °pž\©U¦œ¬­®f« ¢°±¦Jž@ËםŸž ¢¡\£Õ³p°±ÎJ¡9 „¦œ©  ¢¡E°p¯X¬¢£˜¯­·E³± ¼B£Õ¤R¦Jž^¯¢°p²\£c¬ ¢¡\£ ¦œªE ¢°p®f°pؘ« ¢°±¦Jž ¦œ©4 ¢¡\£ ¢·^žE°pž\Î(¤c·\¬­Ïœ£˜¯=ª^«¬­«œ®f£c §£c¬­¯B°¹ž ¢¡\£?¤c«œ¯§£?¦œ©ž\£˜·\¬¢¦Jž^¯G¬¢£˜¯§ª4¦JžE²E°¹ž\Î  §¦«f¯§ ¢°¹®„·E³¹·E¯¬¢£cªE¬¢£˜¯§£˜ž9 §£˜²6»Tµ•«œžu«œž\ÎJ·E³p«¬Ï«¬­°p«»>³±£œË ÙBOuMTv4v1VM9PlSU}Ú#ۇÜ^ÝdÞTß"à?ázâXã1Ü>äåÞTä.æåázçè"Oehk ‚ ˆ {|é ]I]Ia|V ~>{ v|a4N4eUS`]IZ4VrW)NE[ÍQIZ4V#ê é Ùëv|PIV

(14) ]d]

(15) k ì¢í^î‡ï9ðrñåî˜òhð‡ñåósîrôhôhðœõ¢ö÷îcòhøIùsúGönòhû#üBý þ"ý ÿý ý "ý ÿý "ý 1þ zî 9ù Jö ‡ødñåôhö’òåönøIô @î˜ñåö÷ô Gî zù @î‡ñhö÷ô . . . !". 

(16)  . ‚. . . . . . . . . .

(17) #. Í)$%%'(

(18)  $. @} M9QIa4PRMTe>ސPRMTtV ?OP #QROf]dQIa4W|[ÕZ4O }|V

(19) a4PdO}4]q

(20) Otta4}4S`qM9QIV { OTPQRPRM9}4]ItS`QS`}|ސOPdtÊM9QISUO} { S`} QRZ|V}|V

(21) P TOa4]]d[^]dQIV

(22) t!S`] SU}|ސOPdtÊMzQRSUOT}KQRZ|V

(23) OP­[ .]dV

(24) VÕVTk 4k eUMTZEa|Q ‚ |{ ƒ O VrP•MT}|W¸ÙlZ|OtÊM9] ‚ >‚ k é } PIVrq

(25) Vr}EQ„[V

(26) MTPI](QRZ4Vfa4]dV#O9ŽSU}>ސOPItuM9QRS`O}uQIZ4V

(27) OTPd[)SU})}4Vra4PIOT]Iq

(28) S`V

(29) }4qrV•Z@M9]stOTQIS 9M9QRVrW)M eŒM9P V}Ea4t•NDVrP;O9Ž ?OP ^] .V9k |kœL=MTa Z4e`SU} ‚ |‚{ LGS`}4] 9V

(30) P ‚ |{ ¥MTPdeUO ¸VrQBMTe ‚ |{ SŒMTe`V sVrQ;MTe ‚ >‚{ 9MT} XM9QIV

(31) PIVr} ‚ \x>{ QISUq ‚ x>{ mXM9W@MTeEMT}4W#YM9P \M ‚ Ty k }4Vra4PIOv|ZE[^]dSUOe`O SU]­Q=OTŽ‘QRVr} MT] ^] SU}ÐM9}ÐSU}|ސOTPItuMTe4]IVr}4]IV Z|O t•a4qcZÐSU}>ސOPItuM9QRS`O}6QRZ4V„]Iv4S TVXQIPRMTS`}uO9Ž;M#]IS`} e`V„}4Vra4PIOT} { OTP OTŽ;M•v1Ov4a|eŒM9QISUO}uOTŽ=}4V

(32) a|PIO}4] { v4PdO ^S`W4V

(33) ]lM9NDOa>QlMT}ÐV˜†^QRV

(34) Pd}@MTeÖ]­QRS`ta4eUa|]

(35) k ‰ OTP?V˜†4M9tuv4e`V { MZ4S TZ MTq‡QRS ^S¹Q§[uO9ŽMՃ  Z4SUv|vDO^qMTtv@MTe}4Vra4PIOT} tuM[ÕQRV

(36) e`e (S¹QRZ O^O^WÐv4PIVrq

(37) S`]ISUOT} (Z4V

(38) PdVfMPRM9Q SU]¥S`} MT}Vr} >S`PIO}|tuVr}EQ

(39) k é }|ސOTPItuM9QRS`O}KQIZ4V

(40) OP­[v|PIO ^SUW4Vr]tÊMzQRZ4VrtÊM9QISUq

(41) MTeGQRO^OeU](ސOPXtVM9]Ia4PdSU} QRZ4S`] SU}|ސOPdtÊMzQRSUOT}ÖgDOTP ]dV

(42) eUVrqrQIS ^S`Q§[1g¹ŠG]IS T}@MTeU]MTPIVÕqcZ@MTPIMTqrQIV

(43) PdS

(44) VrWÑN\[¸MÍv4PdON@MTN4S`eUS¹Q§[W4S`]dQIPISUN|a|QRS`O} { MT}4W)QRZ|V#]dv4S 9VQIPRMTS`}KOTŽMÕ}4V

(45) a4PdO} { OP(OTŽMv1Ov4a4eUM9QRS`O} { S`]lqcZ@MTPIMTqrQIV

(46) PIS

(47) VrWN\[ Mv4PdON@MTN|SUeUS¹Q§[ W4S`]dQRPdSUN4a>QRSUOT} q

(48) O}4W|S`QRS`O}4VrWN\[ QIZ4V"]IS T}@MTeåk

(49) ÙlZ4V„â6Ü^ä.Ü4ÞTßEæ‘ç ázݘâÞTähæåázçsN1VrQ ?V

(50) V

(51) }#QRZ4V"]IS }@MTeEM9}4W QRZ|V„}4Vra4PRM9e@PIV

(52) v|PIV

(53) ]dV

(54) }\QcMzQRSUOT}ÊSU]QIZ4V

(55) }ÊMtVMT]da4PIV(OTŽDQRZ4V(]­QcM9QISU]dQISUq

(56) MTe@W4V

(57) v1V

(58) }|W4V

(59) }4q‡[NDV‡Q VrV

(60) }ÐQRZ|V ]IS }@MTeÖMT}4W)QRZ4Vf]Iv|S TV QIPRMTS`} .] k PIVreŒM9QIV

(61) W½W|OtÊM9SU} { (Z4S`qcZ MTeU]dONDVreUO} ]#QIO%SU}|ސOPdtÊMzQRSUOT}ÒQIZ4V

(62) OTPd[ { SU]•QIZ4V @VreUW½O9Ž(]dQcM QRS`]dQISUqM9eÖv@MTPIMTtuV‡QRVrPsVr]dQISUtuM9QRS`O}֊|Z|V

(63) PIV#O}4V Q§[^v4SUq

(64) MTeUe¹[ÐZ@M9]XMÕ]RMTtv4e`VO9ŽON4]dV

(65) P TMzQRSUOT}4](W4PRM (} ސPIOTt MuW4SU]­QRPIS`N4a|QISUO} (Z4SUqcZ%W|V

(66) v1V

(67) }4W4] OT}%MÊv@MTPIMTtVrQRVrP { OPMu]IVrQOTŽv@MTPIMTtVrQRVrPI] { QRZ4M9QO}|V (SU]dZ4V

(68) ]„QROÐVr]dQRS`tÊMzQRVTkÙlZ4V6ƒ PRMTtV

(69) P sMTOÊS`}4V

(70) _Ea@MTe`S`Q§[ÍQIZ4V

(71) }QIV

(72) e`eU]sa4]XQRZ4M9QXQIZ4V•tVMT}]I_Ea@MTPdV

(73) W V

(74) PdPIOP„OTŽ"MT}\[Ka4}EN4SŒM9]IV

(75) W%Vr]dQISUtuM9QROP(OTŽQIZ4V•a|}4W4V

(76) Pde`[^SU} Ðv@MTPIMTtuV‡QRVrP .] S`]„e`O ?V

(77) P„NDOTa4}4W4VrW%NE[ QRZ|VS`} V

(78) Pd]IVuOTŽ¥MÍ_Ea@MT}\QIS`Q§[ (Z4S`qcZÑS`]W|V @}4VrW½MT] QIZ4V "æ @ۇÝ6æ‘ç ázݘâÞTähæåázç eUMTZEa|Q ‚ k ÙlZ4S`]•tVMT}4]QRZ@MzQ•QRZ|V ‰ S`]IZ4VrP#S`}|ސOPItuM9QISUO}ÒSU]#MtVMT]da4PIVuOTŽ(Z4O ?V

(79) eUeO}4VuqMT}vDO]d]IS`N4e`[ V

(80) ]­QRS`tÊM9QIVfM6v@MTPRM9tuV‡QRV

(81) P¥ŽPdOt M9}KON|]IV

(82) P 9M9QRS`O} (S`QRZ M S V

(83) } v4PdON@MTN4S`eUS¹Q§[ueUM fk4ÙlZEa4]XS`}ÐQRZ4S`] ]IVr}4]IVS`Q(S`](MTeU]dOMT} S`}|ސOPItuM9QISUO}Ög^_Ea@MT}\QRS¹Q§[k é }Ñ]dv4S`QIVÕOTŽ?QIZ4VÕ]IS`tuS`eŒMTP„SU}\QRa4S¹QRS VtVMT}|SU} ] O9Ž?QIZ4V

(84) ]dVQ ?O_Ea@MT}\QIS`QRS`V

(85) ] { MT}¸V‡†>v4eUS`q

(86) S¹Q PIV eŒMzQRSUOT}4]IZ4S`vÒNDV‡Q VrV

(87) } QRZ4V ‰ SU]dZ4V

(88) PSU}>ސOPItuM9QRS`O}¸MT}4WÑSU}|ސOPdtÊMzQRSUOT}ÒQIZ4V

(89) OTPIVrQISUq_Ea@MT}\QRS¹QRSUVr]•Z@M9] O}4e¹[ NDVrV

(90) }W|V

(91) PIS VrWPIVrq

(92) V

(93) }\QIe`[ åƒ eUMTP 9VMT}4W ¥MTPIPdO} ‚ ˆ { (SU]d]RMT}4Vr} ‚ ‡{ S`}QRZ|VKe`SUtS`Q OTŽ¥M)eUMTP TV6}^a|tNDVrP#O9Ž¥ON4]dV

(94) P TMzQRSUOT}4]

(95) kGÙlZ4S`]feUSU} Z@MT]fN1V

(96) Vr}V‡†>Z4S`N4S`QIV

(97) W @PI]­Q•S`}%QRZ4Vq

(98) O}\QIV‡†^Q OTŽv@MTPIMTtVrQRVrPV

(99) ]­QRS`tÊM9QISUO} åƒ eUMTP 9V6MT}4W ¥MTPdPIO} ‚ ˆ ސOP„QIZ4V6qMT]dV6OTŽ]dQRM9QRS`]dQRS`qMTe`e`[)S`}4W4V v1V

(100) }4W4Vr}\QMT}|W¸S`W4V

(101) }\QISUqM9eUe`[KW4S`]dQRPdSUN4a>QRV

(102) WÒON|]IV

(103) P 9M9QRS`O}4]

(104) k×ÙlZ4V

(105) }ÑS`Q Z@M9]N1V

(106) Vr} TV

(107) }4VrPRMTe`S

(108) VrW%QRO M N4PdO\MTW4VrPqrO}\QRV˜†>Q (S`QIZ4SU} QIZ4V͎PRMTtV ?OP OTŽ]­QRO^qcZ@MT]dQISUq)q

(109) OTtuv4e`V‡†>S`Q§[ { (S`QIZ M9]uM%PdV

(110) ]Ia|e`QuM PIV @}4VrW dtSU}4S`ta4t W4Vr]Iq

(111) PdSUv|QISUO})e`V

(112) } TQIZ Õq

(113) PdS`QRVrPIS`O}ЎOPltO>W4VreÖ]IVreUVrqrQRS`O} (SU]d]RMT}4Vr} ‚ k ÙlZ4V 4PI]dQ O\M9eGOTŽQIZ4SU]sv@MTv1V

(114) PsSU]lQRO]IZ|O QIZ@M9Q { (S`QRZ|SU})QRZ4VfސPRMTtV ?OP ÍOTŽS`}|ސOPItuM9QISUO} QRZ|V

(115) OP­[ { QRZ|SU]leUS`} ÊtuMT}4S¹ŽV

(116) ]­QR]lS`QI]IVre`Ž VrPd[)}@M9QIa4PRM9eUe`[uSU}ÍQIZ4Vfq

(117) O}\QRV˜†^QXOTŽB}4Vra4PRMTeGqrO>W|SU} 4Š %. &. ('. )&. *. )00. ,+. .-. /. )*. )0121. 5*. 43. (-. 6&. *. )00. '. <;. 7+. 8-. -. %. )020. ='. '. ('. 901. /. )0121. (-. )00. )00. )&. 4&. 9010. %. >3. /. :'. -. 5'. -. 4*. ?-. %. 5*. &. >*. @-. @&. )*. A. A. 5*. -. ?-. ?B. ?'. 5B. ?-. 9C. D&. 5-. D&. 5-. ?'. +. %. 3. &. E-. GF. 4H. I*. 9&. J&. &. HK. E-. >*. L&. F. )+. @M. ?N=O. 4&. 3. 9C. P+"/. )0121>3. )&Q&. I*. R&. S-. *. 9&. A. *. -. D&. H. D&. *. T+. (-. ('. U/. I*. 900. X+. E'. ('. Y/. K. )002V>3. WF. )00.

(118) H. 3. I*. [&.

(119) F. ]\. <F. &. -. _-. Z-. ('. &. ^. Z+"K. 4&. '. ?B. *. &. &. 900V>3. '. x. -.

(120) é }QIZ4VÊe`SUtS`Q O9ŽsMKeŒM9P V}Ea4tN1V

(121) P•O9Žl}4V

(122) a|PIO}4]•q

(123) O^W4SU} ސOP#MKeUO W|SUtV

(124) }4]dSUO}@M9e]­QRS`t a4e`a4] vDOv|a4eŒM9QISUO}Kq

(125) O^W4SU} QIZ4V6ta|QIa@MTe;SU}|ސOPdtÊMzQRSUOT}KN1VrQ ?V

(126) Vr}ÑQRZ|V6MTqrQIS ^S`QISUVr]XOTŽ"QRZ|V }4Vra4PIOT}@MTevDOTv4a4eŒMzQRSUOT}ÕMT}4WÕQRZ4Vs]dQISUta4e`a4]N1V

(127) q

(128) OTtuVr]?Vr_^a4MTe@QROfQRZ4V(ta|QIa@MTe@S`}|ސOPItuM9QISUO} N1VrQ ?V

(129) Vr}QRZ|V ]­QRS`ta4eUa|]6MT}4WMT} V q

(130) S`V

(131) }\Q M9a4]I]dSŒMT} V

(132) ]­QRS`tÊM9QIOP { a4}4W4VrPMTv4v4PdOv4PISUM9QRV qrO}4W4S¹QRSUOT}4] { W4V‡QcMTS`eUVrWuS`}Ðb>VrqrQISUO}  k „V

(133) PdV V qrSUV

(134) }\Q

(135) g>tVMT}|]QIZ@M9QQRZ4V 9MTPISUMT}4q

(136) VsOTŽDQRZ4S`] Vr]dQRS`tÊMzQROP(PIV

(137) MTqcZ4Vr]QRZ4VՃ PIMTtV

(138) P „M9OuN1Oa4}4W×kGb>S`}4q

(139) VQRZ4S`] 9MTPISUMT}4qrV#S`]XPIVreŒM9QIV

(140) WQIOÊQRZ|V ‰ S`]IZ4VrPSU}>ސOPItuM9QRS`O} { QRZ|V)MTNDO TV

(141) tV

(142) }\QRS`O}4V

(143) W Vr_^a4MTeUS¹Q§[v4PdO >S`W4V

(144) ]ÕM%_Ea@MT}\QIS`QcMzQRS TVÐeUS`} N1VrQ ?V

(145) Vr}ta|QIa@MTeGMT}|W ‰ S`]IZ4VrPlSU}|ސOTPItuM9QRS`O}4]

(146) k ÙlZ4S`]fV

(147) _Ea@MTe`S`Q§[ÒSU]MTe`]IO)]IZ|O (}ÑQRO Z4OeUWҎOPfM ‡æ‘ç TßUۍqrV

(148) eUeS`}¸QIZ4VqMT]dVuOTŽ¥M fMTa4]d]ISUMT} }4OTSU]IV (S¹QRZ 9MT}4S`]IZ4S`} TM9PISŒM9}4q

(149) V { SU}Kb>VrqrQRS`O} y ÙlZ4V(ta>QRa@MTe|SU}|ސOPdtÊMzQRSUOT}•N1VrQ ?V

(150) V

(151) }QRZ4V(]­QRSUt•a4eUa4]MT}4WuMT}ÕV q

(152) S`V

(153) }\Q MTa|]I]ISUMT}ÕV

(154) ]­QRSUtuM QIOPBPdVMTqcZ|V

(155) ]QRZ|V ta|QIa@MTe^SU}|ސOTPItuM9QRS`O}fNDV‡Q VrV

(156) }Õ]dQISUta4e`a4]BMT}4W•QIZ4V }4Vra4PIOT}@MTe>MTqrQIS ^S`QISUV

(157) ] MT]­[^tuv|QIOTQRS`qMTe`e`[ՎPIOTt N1V

(158) eUO fk é }ÍQRZ4Ve`S Z\Q OTŽGQRZ4S`]¥PIVreŒM9QISUO}|]IZ4S`vÊN1VrQ ?V

(159) V

(160) } ‰ S`]IZ4VrPlMT}4WÍta>QRa@MTeDSU}|ސOTPItuM9QRS`O}4] { ?VQRZ|V

(161) } V‡†|MTtSU}|V„S`}Íb>VrqrQRS`O} € ]IV TV

(162) PIMTe×S`]I]Ia|V

(163) ]¥PdV

(164) eŒMzQRV

(165) WQROv1Ov4a|eŒM9QISUO}Õq

(166) O^W4Vr] { a|]ISU} •}4Vra4PIO}|]¥q

(167) O^W4SU} ސOPXMT}ÒMT} a|eŒMTP TM9PISŒM9N4eUV (S`QIZÒMÊQRPISUMT} a|eŒMTP(OPN1V

(168) e`e Ÿ]IZ@MTv1V

(169) WKQRa4}4S`} Ðqra4P TVTk;b>a4qcZÒ}4Vra4PIOT}4] MTPdVlq

(170) OttuOT}6SU}6tuMT}\[}4Vra4PRMTe@]­QRPda4qrQIa4PIVr]

(171) k>ƒ V

(172) e`eU]OTŽ1QRZ|VlvDO]­QR]da4N4SUqra4eUa|t .ÙBMTa4N1V(VrQMTe ‚ ˆ MT}4WKMT}\QRVrPIS`OP QRZ4MTeŒMTtSUq„}Ea4q

(173) e`V

(174) S .ÙBMTa4N1V ‚ \€ OTŽ;QRZ4VfPRMzQsMTPIV QRa|}4V

(175) W)QROÕS`QI]lZ4VM9WKW4S`PIVrqrQRS`O}Ök ƒ V

(176) e`eU]„SU}ÒêKÙ qrOPdQIV‡† åêMTa|}4]IVreUeM9}4WèMT}%i]I]dV

(177) } ‚  OTŽQIZ4VtO} 9Vr[MTPIV•QIa4}4VrWQROÐQRZ|V W4S`PIV

(178) q‡QRS`O} OTŽsvDVrPIqrV

(179) S TV

(180) W tuO9QRSUOT}Ökƒ VreUe`]6SU} tOTQROP#q

(181) OP­QRV˜† OTŽsQRZ4VÍtO} 9Vr[ fVrOP OTvDOa|eUO] VrQÊMTe ‚ x MTPIV)QRa4}|V

(182) WQIOÑQIZ4VKW|SUPIVrqrQISUO} OTŽQIZ4VM9PIt k V ]dQIa4W|[ QRZ4VKqMT]dVOTŽMT}M9PIPRM[ OTŽ }4Vra4PIO}|] { @PdSU} ÐMT]fMÍYBOS`]I]dO}%v4PIO^q

(183) Vr]I]fSU}PIV

(184) ]dvDOT}4]IV6QRO)M9}ÒMT} a4eUMTPX]­QRS`ta4eUa|] (S`QIZÒM ސPIVr_Ea4V

(185) }4q‡[W|V @}4VrW%N\[ QIZ4V#QIa4}4S`} Êqra4P TVOTŽQIZ4V•}|V

(186) a4PdO} { SU}M9}SU}\QIV

(187) P 9MTe=OTŽW4a4PRMzQRSUOT} ˜k é } tuMT}\[)qMT]dV

(188) ]Y;OSU]d]IO} v4PdO>qrV

(189) ]I]dV

(190) ] M9PIVq

(191) O}4]dSUW4VrPIVrWKQRON1V#PdVMT]dO}@MTN4e`V•M9v4v4PIO†>SUtuM9QISUO}4] OTŽQRZ|V @PdSU} Õv4PdO>qrV

(192) ]I]sOTŽBq

(193) OP­QRS`qMTeD}4V

(194) a4PdO}4] .]dV

(195) VVTk 4k1b>OTŽ‘Q E[ÍMT}4W O>qcZ ‚  k V„qMTe`q

(196) a4eUM9QRVlQIZ4V ‰ S`]IZ4VrP?S`}|ސOPdtÊM9QISUO} (S¹QRZÊMT}ÐMTPdN4S`QIPRMTP­[6W4Vr}4]IS¹Q§[uO9ŽGv4PIV‡ŽV

(197) PdPIV

(198) WÐMT} e`V

(199) ]

(200) k m„V˜†^Q ?VÊM9W4W4PIVr]I]QRZ4VÕ_Ea4V

(201) ]­QRS`O}OTŽQRZ|VuOv>QRSUtS

(202) M9QRS`O}O9Ž QRZ|VQIa4}4SU} qra4P TV

(203) ] { tuM ESU} )a4]dV OTŽ=QRZ|VeUS`} uN1VrQ ?V

(204) Vr}Kt•a|QRa@M9e×SU}>ސOPItuM9QRS`O}uMT}4W ‰ S`]IZ4VrP¥SU}|ސOTPItuM9QRS`O}Ök\ÙlZ4VfOv|QISUtuMTeW4V

(205) }|]IS`Q§[ OTŽGv|PIVrސVrPIPdV

(206) WÍMT} eUVr] Såk’VTkQRZ|VXO}4V(QRZ4M9Q tuMz†>SUtS rV

(207) ]QRZ|V„ta>QRa@MTeS`}|ސOPItuM9QISUO} SU]qMTe`q

(208) a4eUM9QRVrW MT]•MKސa4}4q‡QRSUOT}½OTŽlQRZ|VÐW4SU]­QRPdSUN4a|QISUO}¸OTŽsMT} eUVr] { SU} b^V

(209) qrQISUO} € k x k ]]IZ4O (} N\[ b^V

(210) a4} ÒM9}4W b>Otv1OeUS`}4] \[ { QRZ4V ‰ SU]dZ4V

(211) PsSU}>ސOPItuM9QRS`O} { SU})QRZ4VeŒM9P V eUSUtS`Q { W|S VrP Vr] (Z4Vr}QRZ|VQIa4}4SU} (SUW>QRZ)OTŽ;QRZ4Vf}4Vra4PIO}|] TO>Vr](QIO

(212) V

(213) PdO4k ÑV]dZ4O S`}b^V

(214) qrQISUO} € k  QRZ@MzQsM 4}4S`QIVQRa4}4S`} (SUW|QIZ ]dQIV

(215) t] ސPIOTt OTv|QRS`tuS M9QISUO}6qrPIS`QIV

(216) PdSŒM (Z|SUqcZÐqrO}4]IS`W4V

(217) P¥M @}4S¹QRVX]­[^]dQRVrt S`} (Z4S`qcZÍO}4e`[M#]ItuMTeUe (-. `. a+. -. E-. )&. aH. D&. 3. D&. b. 5*. Gc. A b. 6;. d*. IHDK. _*. )*. )*. 5*. '. D&. 4&. `. g&. R*. LN. -S*. 6e. fc. h. D&. `. b. 7c. H. D&. 5*. )&. ?-. D&. &. *. -. i*. E-. j&. -. H. -. E-. *. k+. l+. )00. )01. '. 3. 5*. '. n+"c. (-. po. 3. rq. F. -. -. F. F. -. -. _&. *. u+. *. .-. o. ('. tv. )00. ts. 3. w&. -. <&. ?B. '. 3. 23. m+. )01. )00. E-. *. 2'. -. D&. E-. g+. ?B. 3. %. E-. ('. (-. &. i-. 5B. aB. o. xq. )&. x&. 5*. (-. SF. <F. . )&. y&. -. _&. E-. -S&.

(218) }Ea4tN1V

(219) P?OTŽG]Iv|S TVr]¥Z@MT]?NDVrV

(220) }ÐVrtuS¹QIQIV

(221) WÊN\[ÕQRZ|V (Z4Oe`V„v1Ov4a|eŒM9QISUO}Ök ÑVXS`eUe`a4]dQIPRM9QIVlOa4P PdV

(222) ]da4e`QI] a4]dSU} 6QRPdSŒMT} a4eŒM9P?QRa|}4SU} Õqra4P TV

(223) ]XS`}Kb>V

(224) q‡QRSUOT} € k y k ?'. -. _&. E-. z. -. *.  "• \• . . }|. {. €‚ ƒ. o. ~. „f ‡†ˆ ‰‹ŠŒŠ†nŠ!ŽŒˆI‰‹ Œˆ‘7’“ ’g”“•u‘r•–—I Œ‘7’™˜š‘d”jI’g›. é }ÕQRZ4V Vr}4V

(225) PIMTe@q

(226) O}\QIV‡†^Q O9Ž dv4MTPRMTtVrQIV

(227) PVr]dQRS`tÊMzQRSUOT} { O}4V (SU]dZ4V

(228) ]QROfVr]dQRS`tÊMzQRV(M v@MTPIMTtuV‡QRVrP ސPIOt M]dVrQ?OTŽ ON4]dV

(229) P TMzQRSUOT}4] (Z|V

(230) PIVsQRZ4V §g’]"tuS Z\Q"NDV(W4S`]IqrPIVrQIV ‚ OPfq

(231) OT}EQISU}Ea4Oa|] k tÊM[%qcZ@M9PRMTq‡QRV

(232) PdS rVÐM)tuO^W4V

(233) e (Z4S`qcZ½SU]fV‡†>v1V

(234) q‡QRV

(235) WÑQRON1VuM O^O^W W4Vr]Iq

(236) PdSUv|QISUO}ÕOTŽDQRZ4V(]­QRO^qcZ@MT]dQISUqsv4PIO^q

(237) Vr]I] V

(238) }|V

(239) PRMzQRSU} fQIZ4V(ON4]dV

(240) P 9M9QISUO}|] Ek é }uQIZ4V(]ISUtv4e`V

(241) ]dQ qM9]IV { QIZ4V Ÿg’]„M9PIVfSU}4W|V

(242) v1V

(243) }4W4Vr}\QXPdVMTe`S MzQRSUOT}4] OTŽ;QRZ|V]IMTtVPIMT}4W4OTt 9MTPISUMTN4e`V { M9}4W d-. œ\. . q. 3. I*. ^. œž)Ÿˆ ¢¡¤£. . ¥. ¡9¦5¦¦¡=qY§¨ªŸW © +«&. ¬y+9Ÿ‡ © ­ . ?B. l-. Ÿˆ . œ&. œŸˆ . 5-. &. 3. t-. E-. *. dž)Ÿˆ ®§. ?B. ¬y+)Ÿ‡ © ­ . ¯*. ± °. ¥. 3. +«Ÿˆ  ­ . ‚. + )3. 3. o NDVreUO} T] é Q¥tuM[ÕNDVsQRZ4V„qMT]dV N4a|Q QIZ4SU]SU]?}4OTQ?}4V

(244) qrV

(245) ]d]RMTP­[ QRZ@M9Q?QRZ4V#ähݘÜ@Ûv4PIO^q

(246) Vr]I] QROuQRZ4VŽ.MTtuS`e`[Êa4}4W4VrPq

(247) O}|]ISUW|V

(248) PRMzQRSUOT} { ]IOÊQIZ@M9Q (Z4VrPIV S`]„QRZ|VÊä.݇Ü@Û 9MTeUa4V OTŽ;QRZ4Vfv@M9PRMTtVrQIV

(249) P

(250) k é } QRZ|Vq

(251) OT}EQIV‡†^QÐO9Ž ]IVr}4]IOP­[ qrO>W|SU} { MT}|W tOPIV ]Iv1V

(252) qrS @q

(253) MTeUe¹[ vDOTv4a4eŒMzQRSUOT} qrO>W|SU} .]IVrV VTk 4k=b^V

(254) a4} )M9}4WÑb>OtvDOe`SU}4] \[ ‚ |{ b>}4S`v4vDV ‚ SU] MÐ]­QRS`ta4eUa|] .V9k |kÖMT}ÒMT} eUV ‡{ M9}4W QRZ|VS`}|ސOPdtÊM9QISUO}ÊMTN1Oa|Q(QRZ4S`]l]dQISUta4e`a4]¥S`]sqrO}\QcMTS`}4V

(255) W)S`})QIZ4VMTqrQIS ^S`QISUVr] #OTŽ ‚ Muv1Ov4a|eŒM9QISUO} OTŽ"MÊeUMTP TV}Ea4t•NDVrP OTŽ}4V

(256) a4PdO}4]rk é }QIZ4V•]dSUtv4eUVr]dQsqMT]dV PdV

(257) v4PdV

(258) ]dV

(259) }\QR] QRZ|V MTq‡QRS ^S¹Q§[OTŽ1QRZ4V hQIZu}|V

(260) a4PdO}uO9ŽDQIZ4V(Oa|QRv|a|QeŒM[VrPO9ŽGMŽV

(261) VrW|ސOP MTPdWÊ}4V‡Q OP (S`QIZ}|O#eUM9QRVrPRMTe q

(262) OT}4}4V

(263) q‡QRS`O} { ]IOÕQRZ4M9QlQRZ4Vfv4PdON@MTN|SUeUS¹Q§[ÊW|V

(264) }4]dS`Q§[Ўa4}|qrQRS`O} .vÖk’WÖkŽ¢k SU]¥Ž.M9qrQROTPIS rV

(265) W֊  ³². ´. iµ. [µ. +«Ÿ. ´. +«Ÿ. 3. +«Ÿ‡­ :· 3. ¥. -. '. 5F. 900. )00V>3. -U+. . S+. 5*. (-. 5*. 8-. }ž)Ÿˆ D¡¤£!¥. gq. E-. 3. ¡9¦5¦¦¡=qY§. uŸˆ . i£. &. Z+. ¬G+9Ÿ‡ © ­ . i*. ´. ¶. -. .-. ´ˆ¶. :·. &. -. 3. ± °. ¥. 3.  +«Ÿˆ (­ . 3. 3. D&. ¬y+9Ÿ‡ © ­ . 'w&. ?B. 3. x. ¦. + 23. o „VrPIV S`] QRZ|V .}4Vra4PIO})W4VrvDVr}4W4Vr}EQ vÖknW×k’Ž¢k4O9Ž;QIZ4VfMTq‡QRS ^S¹Q§[ ;M9Q¥}4V

(266) a4PdO} (Z4V

(267) })QRZ|V SU}|v4a|Q(]dQISUta|eUa4]¥QRM TVr]sQIZ4V TM9eUa4V k é ŽÖQRZ|V(QRMT] 6O9Ž×QRZ|V„}4Vra4PRM9e1]­[^]dQRVrt SU]QROON|QRMTSU}M TO>O^WÕV

(268) ]dQISUtuM9QRVlO9Ž×QRZ|V„]­QRSUt•a4eUa4] 9MTe`a4V { QRZ|Vsv|PION4e`V

(269) tÓSU]"M v@MTP­QRSUqra4eŒM9PqMT]dV(OTŽ×v4MTPRMTtVrQIV

(270) PVr]dQRS`tÊMzQRSUOT} (Z4V

(271) PdV(QIZ4V

(272) PdV„W|O>Vr]V‡†>SU]­Q M6ä.ݘÜÛ 9MTeUa|V QRZ4VfO}4V (Z4S`qcZ TV

(273) }4VrPRM9QIV

(274) W)QRZ4VfON4]dV

(275) P V

(276) WMTqrQIS ^S`Q§[ =k  ³². ´.  D+«Ÿˆ ¤­ . ;. [+. 3. ´. 2'. 5*. 3. *. <-. p*. w&. _µ. &. J£p&. . ('. *. yŸˆ . ¸-. y. I*. 5*. ,Ÿ ©.

(277) €‚D€. ¹Xºgм»X†ˆ ‰‹Š†½¿¾] ‡‘ÁÀu‘r–’g”. OTŽ ŽPIOt é } Vr}4V

(278) PIMTe×OT}4VXq

(279) MT} @}4WÊW4S DV

(280) PdV

(281) }\QlMTe OPdS`QRZ|tu]ސOPq

(282) Otv4a|QISU} •MT}ÊVr]dQISUtuM9QRV QRZ|VOTN4]IVrP 9M9QRS`O})OTŽ Bk é ŽQRZ|VqcZ|O]IVr}V

(283) ]­QRS`tÊM9QIOP hM9e OPdS`QIZ4t SU]la|}^N|SŒMT]dV

(284) W { QIZ@M9QsSU]lS¹Ž @-. GF. *. 5Â. 5-. f à +9Ÿ ©. -. Ã. xŸ ©. ÄUÅ. ŸÆ¬y+9Ÿ‡ © ­ . +. 3  à +9Ÿ ©. ?-. 3.  ¥. 3. . 3. ¡. °. QRZ|V 9MTPdSŒMT}|q

(285) V OTŽ;QRZ4VfVr]dQRS`tÊMzQROP j*. ǍÈ. È:Î. à Ì͝ ¥ËÊ6+ g É. ¡ 3 É. SU} (Z4S`qcZ W4Vr}4OTQIV

(286) ]lQRZ4VfS`}EQIV PIM9QRS`O}ÐO VrP Tæ Tۇç hM6]da4t SU}ÐQIZ4VfqMT]dVfOTŽM6W4S`]IqrPIVrQIV d] QRM9QRV TV

(287) q‡QROP (S¹QRZQIZ4V%vÖk’WÖk’Ž¢k ˜{ S`]ÐNDOTa4}4W4VrW N1V

(288) e`O TM qrq

(289) OPdW4SU} ½QRO åƒ PIMTtV

(290) P „M9O N1Oa4}4W { ]dV

(291) VVTk 4k eUMTZEa|Q ‚ Š ‚  R&. ZϦ6Ð. Ó*. :-. É. ‚¬G+9Ÿ‡ © ­ . &. 3. .-. )*. ˆ/. RŸL © e. (Z4VrPIV. uÕY+  3. )0113. 4&. ?N=O. E-. n+. IHDK. ǍÈ. + 3. ÕW+ . S`]¥QRZ4V "æ @Û‡Ý æ‘ç ázݘâÞTä.æåázç@Š wM. +. 3. ÉxÔ. &. . ÒÑ. 3. 9C. È. eU}. d¬yÈ +9Ÿ‡ © ­ . ÕW+  3. ̋×. ¥QÖ. 3. y. Ø ¦. + >3.  É. ×. ‰ OPMKta4e`QISUW4S`tuVr}4]IS`O}@MTev4MTPRMTtVrQIV

(292) P { i_k  SU]#PIVrv4eŒMTqrV

(293) W N\[ M9}½SU}4Vr_Ea@MTeUS¹Q§[ҎOP#QIZ4VÐq

(294) O 9MTPISUMT}4qrVtuM9QIPIS¹† { (S¹QRZ ‡{ QRZ4V ‰ SU]IZ|V

(295) PfSU}|ސOTPItuM9QRS`O}tuM9QRPdS¹† { N1V

(296) S`} ÍQRZ4Vr}V‡†>v4PdV

(297) ]d]IV

(298) W SU}KQRV

(299) Pdtu]XOTŽQRZ4V6]dV

(300) qrO}4WÒW4V

(301) PdS 9M9QIS Vr]OTŽ"e`} eUMTZEa|Q ‚ k ‰ OPX]dSUtv4eUS`q

(302) S¹Q§[ V (S`eUe PIVr]dQIPISUq‡Q QIZ4VW4S`]Iq

(303) a|]I]IS`O}ÊQIO•QRZ4V„qMT]dVOTŽ;M]IqM9eŒMTP?v@MTPRM9tuV‡QRV

(304) P { MT}4WÍq

(305) OT}4]IS`W4V

(306) PQRZ4V]­QRPIMTS Z\QdސOP MTPIW V‡†^QRVr}4]IS`O}KQIO6QRZ4Vfta4e¹QRS`W4SUtV

(307) }4]dSUO}4MTeqMT]dVS`})]IV

(308) q‡QRS`O}  k x k } Û ‡æåۇç@ä×V

(309) ]dQISUtuM9QROTPlSU](MT} V

(310) ]­QRSUtuM9QIOP (Z4SUqcZK]RM9QIa4PRMzQRV

(311) ]lQIZ4V#N1Oa4}|WÖk@ÙlZ4VtÊMz†>S`ta4t eUS TVreUSUZ|O>O^W hêL Vr]dQISUtuM9QROP SU] E}4O (}KQION1VfV q

(312) S`V

(313) }\Q„SU}ÐQRZ|VeUMTP TV e`SUtS`Q

(314) k œ+ >3. *. ZÕW+ . &. H. a^. 3. 5*. ^. d¬G+9Ÿ‡ © ­ . 5*. 3. +"/. -. @&. )0211>3. ?-. w&. IH. &. %. «ÙÛÚ. 5'. L+. ‚&. œ'. 3. )&. b. (-. jq. •   Tu" 

(315)  • %$   !   Tu" 

(316)  Ü. ݜ ƒ. Þ. I’™†ˆŠŽ–—¢Œ. ÑVÍ}4O S VÐQRZ|V S`}\QRV

(317) Pdv4PIV‡QcM9QISUO} O9ŽsQIZ4VKƒ PRMTtV

(318) P sMTON1Oa4}4W S`} QIV

(319) Pdtu]6OTŽsS`}|ސOPItuM9QISUO} q

(320) OT}EQIV

(321) }\Qk ‰ S`PI]dQ { O}4V]IZ|Oa4eUW }4OTQIVQIZ@M9Q(QRZ|V "æ @ۇÝfæ‘ç ázݘâÞTä.æåázç { i_1k y SU](}4OTQ { S¹QR]dV

(322) e`Ž { MT} SU}>ސOPItuM9QRS`O}Í_Ea@MT}\QRS¹Q§[kÙlZ4VQRV

(323) PdtuS`}4Oe`O T[ÐqrOtV

(324) ](ސPIOt MT}KSU}\QRa|S`QRS VfSU}\QIV

(325) PIv|PIVrQRM9QRS`O} OTŽQRZ|V N1Oa4}4W֊EOa|P E}4O (e`V

(326) W V dS`}|ސOPdtÊM9QISUO} M9NDOa>Q M]dQISUta4e`a4] SU]"eUS`tuS¹QRV

(327) WMTq

(328) qrOPIW4S`} fQROfQRZ4S`] N1Oa4}4WÖkDÙlZ4SU]„_Ea@MTeUS¹QcM9QIS TV#]­QcM9QIV

(329) tV

(330) }\Q Z@MT]XNDVrV

(331) }QRa|PI}4VrW¸S`}\QROÐMu_^a4MT}\QRS`QRM9QRS V]­QcM9QIV

(332) tV

(333) }\Q S`} åƒ eUMTP 9VsMT}4W ¥MTPdPIO} ‚ ˆ { (SU]d]RMT}4Vr} ‚ k V TS V(Z4VrPIVsM W4S DV

(334) PdV

(335) }\Q"v4PdV

(336) ]IVr}\QcM9QISUO}N@MT]dV

(337) W o. )&Á-. *. HK. aM. ?N=O. 9C. + 3. -. l'. )&. -. w+:\. E^. *. . 3. -. +. 5*. ('. [/. )00. K. *. 900V>3. 2o. €. œ-. 5*. 5Â.

(338) O}#Ms]­QcMT}|W@MTPIWSU}>ސOPItuM9QRS`O}XQIZ4V

(339) OPdVrQISUq"vDOTSU}\Q;OTŽ ^S`V { (Z4SUqcZ#SU]GPdV

(340) eUV 9MT}\Q;ސOTP;]dV

(341) }4]dOPd[qrO>W4S`} { PRMzQRZ4VrP(QIZ@MT}͎PIOTt QRZ4Vfv1OSU}\QlO9Ž ^SUV OTŽBv@MTPIMTtVrQRVrPlV

(342) ]­QRSUtuM9QISUO})MT}|WKtO>W|V

(343) eÖ]dV

(344) eUVrqrQISUO}Ök VÕqrO}4]IS`W4V

(345) P QIZ4VÕta|QRa4MTeSU}|ސOTPItuM9QRS`O}N1VrQ ?V

(346) Vr}QRZ4VÕON|]IV

(347) P 9MTN4eUV ½MT}4WÒQRZ4VÕ]­QRSUt•a4eUa4] k é QÍqM9} NDV%W4V @}4VrW TV

(348) P­[ }@M9QIa4PRMTe`e`[ S`} QRZ4V%qrO}\QRV˜†>Q)O9Žf]IV

(349) }|]IOP­[ q

(350) O^W4SU} ½NDVrqMTa|]IV S`] S`QI]IVre`ŽM½PRM9}4W4Ot _^a4MT}\QRS`Q§[ { Vr}4V

(351) PIM9QRVrW (S¹QRZ ]IOTtuVv×knWÖkŽ¢k (Z4S`qcZ qcZ4MTPRMTq‡QRVrPIS rV

(352) ]ÍQRZ|V V

(353) } ^SUPdO}4tV

(354) }\Qk@ÙlZ|V#ta>QRa@MTe×SU}|ސOPdtÊMzQRSUOT}ÊSU]lW|V @}4VrWN\[ ?eŒMTZEa|Q ‚ Š *. *. &. &.

(355) *.

(356) &. o. D&. .

(357) F. I*. ‚߯+ . n&. F. àâá . ÄäÅ. ¡6Ÿˆ © ãR¥. Å . Ÿå߯+ . +9Ÿ © 3. &. 3. Z+"/. ¬y+9Ÿ‡ © ­  3. ?B. )0211>3. eUO. ¬y+)Ÿ‡ © ­ . €. 3. -. 3. °. æ. . E-. >*. (Z4VrPIV. PŸ ©. Û*. -. &. -. + 23 æ. +9Ÿ © 3. S`]¥QRZ4VfvÖk’WÖkŽ¢k@OTŽ BŠ jŸ ©. æ. +9Ÿ ©. Å Ä. ¥ 3. . ߯+ . © ­  3 ¬G+9Ÿ‡. ¦ 3. + V3. RQ Z4VrPtuV

(358) MT]Ia|PIV

(359) ]O9Ž1QIZ4Vl]dQRM9QRS`]dQISUqM9e>W4VrvDVr}4W4Vr}4qr[ÕN1VrQ ?V

(360) Vr}uS`}4v4a|Q"M9}4WÕOa|QRv|a|Q"q

(361) Oa|eUW6N1V¥q

(362) O} ]IS`W4V

(363) PdV

(364) W { N4a|Q¥QIZ4V ta|QIa@MTe1SU}|ސOPdtÊMzQRSUOT}uS`] QRZ4V OT}4e`[O}4V a4vÐQROÕM#ta4e`QISUv4e`SUq

(365) M9QRS V(q

(366) O}|]dQcM9}EQ ]RMzQRSU]­Ž‘[^SU} M6]IV‡Q„O9ŽBސa4}|W@MTtV

(367) }\QcMTeGPdV

(368) _Ea4S`PIV

(369) tV

(370) }\QI] hb>Z@MT}|}4O}KMT}4W V

(371) M TV

(372) P ‚ Ty k b>a4v4v1O]dVQIZ4V

(373) PdVV˜†>SU]dQI]sMT}Ka|}^N|SŒMT]dV

(374) W V q

(375) S`V

(376) }\QXVr]dQISUtuM9QROP k é Q(Z4MT](tuV

(377) MT} M9}4W 9MTPISUMT}4qrV ‚ kGÙlZ4VMTtOa4}\QfOTŽ?SU}>ސOPItuM9QRS`O} MTSU}4VrW¸MTNDOTa|Q SU}%QRZ|VqrOtv4a|QcMzQRSUOT}OTŽ QRZ4M9Q(V

(378) ]­QRSUtuM9QIOP¥SU] ~ (Z4VrPIV =SU]¥QRZ|VVr}\QRPIOTvE[)O9ŽBQIZ4VfV

(379) ]dQISUtuM9QROTP { YP e`}lYP ç. D&. 6H. [+. -. *. u+. Jo. Ã. b. *. 4é. ÕL+ . )*. ¥nèu+)Ÿ ©. àá . ¡ˆ à ã¥ÛêZáI à ã. Å. Ä. Ì. >03. . 3. . f-. 3. )0. 3. . ߯+ . 3 êZáI Ã. ­ . ã. + 23. jêZáI à ã. &. êZáI à ã¥. Å. Ä. Ì. Ã. 4+¿ à 3. )+¿ à 3. MT}4W ;S¹QR]sV

(380) }\QRPdOv\[ TS Vr} kÙlZ4V•eŒM9QdQRV

(381) P { ސOPsVMTqcZ { S`](]ItuMTeUe`V

(382) PlQRZ@M9}KQRZ|V•V

(383) }\QIPIOv\[ OTŽ M M9a4]I]dSŒMT})W4S`]dQRPdSUN4a>QRSUOT} (S`QRZÍQIZ4Vf]RMTtV TM9PISŒM9}4q

(384) V ‚ k@ÙlZ4SU](S`tuv4e`SUVr] ‚ e`} x x b>SU}|q

(385) Vfv4PIO^q

(386) Vr]I]dSU} uqMT}4}|OTQsSU}4qrPIVM9]IVfSU}|ސOTPItuM9QRS`O} .]dV

(387) VVTk 4k eUMTZEa|Q ‚ >{ v4vÖk ‚J€ ‚J€ ‡{ QRZ|VS`}|ސOPdtÊM9QISUO} q

(388) OT} TVr[TV

(389) W½N\[ MTNDOTa|Q SU]fM9Qfe`VMT]­QfV

(390) _Ea@MTeQIOÍQRZ4V6O}|VqrO} V‡[V

(391) W N\[ÐQRZ|VVr]dQISUtuM9QROPrŠ hk ‰ OP QIZ4VfV q

(392) S`V

(393) }\QXVr]dQISUtuM9QROP { QIZ4SU]ltVMT}|] ‚ e`} x x é }ÒQRZ4V6e`SUtS`Q„SU} (Z4SUqcZÒQRZ|V6W4SU]­QRPIS`N4a|QISUO}%OTŽQRZ|V6V

(394) ]dQISUtuM9QROTPSU] ]dZ@MTPIv|e`[%v1VM 9V

(395) WÑMTPIOTa4}4WÒS`QI] tVMT} 9MTeUa4V { .S`} v@MTPdQISUqra4eŒMTPÐQIZ4SU]ÍS`tuv|eUSUVr] ‚ ‡{ QIZ4VÑVr}\QRPIOTvE[ O9Ž•QRZ|V¸Vr]dQISUtuM9QROP têZáI Ã. ­ . ã. ¸-. [c. . 5*. . @&. *. àá . ¡ à ã. êZáI à ã. Ô. 4é. . ߯+ . të. 3. W+. ¡Ÿˆ © ã. àá . *. ¡Ÿˆ © ã. àá . Ô. ¡Ÿå © ã. ¡å à ã. Ô. +. 3)î. å/. )011. . ïŸ ©. àá . .-. 21. H. 203. >*. b. êZá  à ã. Ì. ÄUÅ. ìí. . ߯+ . ë. 3. + 03. ÕW+ . L&. Û*. + 13. ÕY+ . -. ¸àá . 3. ìí. Å. Ä. Ì. ÕL+ . 3. î. 2'. JÕW+ . V. 3Zð. )3.

(396) N1V

(397) q

(398) OTtuVr]•SUW|V

(399) }\QRS`qMTeQIOKQRZ|VÊV

(400) }\QIPIOv\[¸OTŽ¥QIZ4VÊ]­QRSUt•a4eUa4]rkGÙlZ4VÊPrknZ×kn]#SU}ÒQRZ4VÊMTNDO TVÊSU}|V

(401) _Ea@MTe`S`Q§[ N1V

(402) q

(403) OTtuVr](QIZ4V

(404) } V

(405) _Ea@M9e=QIO lv4e`a4]¥QRVrPIt]sO9ŽOPdW4V

(406) P ‚ lW4V 4}4V

(407) WMT] ˜{ (S`QIZ ‚ eU} x ‚ˆ x é })QRZ4VMTN1O VfV‡†>v4PdV

(408) ]I]dSUO} QRZ4V @Pd]dQ(QRVrPIt S`]¥QRZ4VfVr}EQIPIOv\[)OTŽ;QRZ|V]­QRS`ta4eUa|] { eU} ‚‚ ‰ OP"M W4SU]dq

(409) PdVrQRV(W4S`]dQIPISUN|a|QRS`O}•QRZ|SU] ?Oa4eUWN1V¥QRZ4V(SU}>ސOPItuM9QRS`O} MTSU}ÕPIVr]Ia4e¹QRS`} ŽPIOt M vDVrPdސV

(410) q‡Q E}4O (eUVrW VsOTŽ k\ÙlZ4V(]IVrq

(411) O}4WQRVrPIt S`]"QIZ4V(V

(412) _Ea4S O^qM9QISUO}ÕW4a4VlQIOQIZ4V MTa|]I]ISUMT} @a4q‡QRa@M9QISUO}|] OTŽ>QRZ4V"V

(413) ]­QRS`tÊM9QIOP=MTPdOa4}4WS`QI];tVM9} 9MTe`a4VTk ÑV"QRZEa4];Z@M V { SU} QIZ4SU]=eUS`tuS¹QÖOTŽ|M O>O^WfV

(414) ]­QRSUtuM9QIOP { ‚Jx ÙlZ4VSU}4Vr_Ea@MTeUS¹Q§[ ‚œx ‡{ (S¹QRZ S V

(415) }KN\[ ‚ ˆ ˜{ S TV

(416) ]lQRZ|V#Vr]I]IVr}4q

(417) V•OTŽQIZ4V#e`SU} uNDV‡Q VrV

(418) } ta|QIa@MTe4S`}|ސOPdtÊM9QISUO}•MT}4W ‰ S`]IZ4VrPSU}|ސOTPItuM9QRS`O}Ök é Q"PIVr]Ia4e¹QR]ސPIOt MT}6V

(419) e`V

(420) tV

(421) }\QcM9Pd[ÕMTv|v4eUS`qM9QISUO} OTŽQIZ4V]IS`tuv|eUV N4a|QXސa4}4W@MTtV

(422) }\QRMTe QRZ4VrOPIVrt OT}%SU}|ސOPdtÊMzQRSUOT} v|PIO^q

(423) V

(424) ]d]IS`} { M9}4W%OTŽQRZ|V ƒ PRM9tuVrP sMTO6N1Oa4}4W×k m„O S`Ž^QRZ|V¥ƒ PIMTtuVrP „MTO(N1Oa4}4W ¥M9]BQROsN1V?a4}|W4V

(425) Pd]dQRO^O^WMT]BMs]­QcM9QIV

(426) tV

(427) }\QOT}#S`}|ސOPItuM9QISUO} q

(428) OT}EQIV

(429) }\Q { q

(430) OTa4eUW}4OTQ?NDV(]­QRPIS`qrQIe`[6eUMTP VrPQRZ@M9} S¹Ž×}4O9Q?QIZ4V

(431) PdV ?Oa4e`WuN1VXM Mœ[ QRO V‡†^QIPRMTq‡QސPdOt tOPdV6SU}|ސOPdtÊMzQRSUOT}QRZ@M9} ‡k sV

(432) }4qrVuQRZ|VuM9NDO VSU}|V

(433) _Ea@MTe`S`Q§[ ?Oa4e`W N1VS`}͎.MTqrQsMT})Vr_^a4MTeUS¹Q§[ { QRZ4M9Q(SU]rŠ ‚ eU} x e`} ‚œ x „O ?V TV

(434) P { QRZ4V Ž.M9qrQQIZ@M9Q;QRZ4V V

(435) _Ea@MTe`S`Q§[f]IZ|Oa4eUW•Z4OeUW#SU]B}4OTQOTN ^S`Oa4]

(436) ŠJQRZ|Vlƒ PRM9tuVrP sMTO„NDOa|}4W W4O^V

(437) ]}4OTQfQRVreUea|] (Z4V‡QRZ4VrP E}4O (eUVrW VO}¸OTQRZ4VrPfq

(438) a4ta|eŒMT}\QR] QIZ@MT}ÑQIZ4V 9MTPISUMT}4q

(439) VÕqrOa4eUW¸N1V ON|QRMTSU}|V

(440) WÖk é }|W4V

(441) VrW { S`Ž1QRZ4V(V

(442) ]­QRS`tÊM9QIOPZ@M9]?Mf}4O} fMTa4]I]dSŒMT}ÕW4S`]dQIPISUN|a|QRS`O} { QIZ4V(SU}4Vr_Ea@MTeUS¹Q§[ (S`eUe N1VÐ]dQIPISUq‡Q { MT}4W ?V (SUeUe S VÍM9} V‡†|MTtv4eUVÐS`}½]IVrqrQISUO} y (Z|V

(443) PIV ?VÐW4S`]Iq

(444) a|]I]6QRZ4VÊqMT]dVÍOTŽsM ]IS`} e`VÊOa|QIv4a|Q6qrV

(445) e`e ‚ k é } QRZ4VÐeUMTP TV eUS`tuS¹Q { Z|O ?V TV

(446) P { QIZ4V

(447) PdVÐV‡†>S`]dQR]ÕM9} V q

(448) S`V

(449) }\Q V

(450) ]­QRS`tÊM9QIOP QIZ4VutuMz†>SUt•a4t eUS TVreUSUZ|O>O^W ‡{ MT}4WÑPIVreUV 9MT}\Q#v4PIOTN@MTN4S`eUS`Q§[W4SU]­QRPdSUN4a|QISUO}|]N1V

(451) qrOtV q

(452) e`O]IVfQRO fMTa4]I]dSŒMT} W4S`]dQRPdSUN4a>QRSUOT}4] { ]dOuQIZ@M9Q„O}4VqMT}KV‡†>vDVrqrQ ‚œ QIOuN1VQIPIa4VSU})QRZ4M9QseUSUtS`Q

(453) k ÙlZ4S`]¥SU]?SU}4W4VrV

(454) WÐQIZ4V qMT]dV { MT}4W (Z@M9Q¥SU]¥v4PdO V

(455) W)S`} (SU]d]RMT}4Vr} ‚ (S`QIZ4SU}uQRZ4VXސPIMTtV ?OP OTŽ ä¢á |Þ ‡ä.æ à?ázâXã1ßUÛ æ‘ä { a4}4W4VrP„]da4S`QRMTN4eUVXN4a|Qs}4OTQ VrPd[)PdV

(456) ]dQIPIS`qrQRS V Z\[^vDO9QRZ4Vr]IV

(457) ]rk é } v4v1V

(458) }4W4Sp† { Vf]dZ4O { a4]IS`} Õq

(459) Otv4eUV‡QRVre`[uW4S DV

(460) PdV

(461) }\QlQRVrqcZ4}4SU_Ea4Vr] { QRZ4M9Q(i_k ‚œ Z4OeUW|] v4PdO ^S`W4V

(462) W)QRZ4V ސOe`eUO (SU} q

(463) O}|W4S`QISUO}4](M9PIV ]RMzQRSU] @V

(464) W׊ )*. aà:ñ ³òôó

(465) õôö. 4é. àñ ³ò"óõ"ö¥ÛêZ+®÷. &. 3. . ߯+ . Å. Ä. Ì. ¥. 3. . ߯+ . œßÆ+ . 3. +. 3. +. 43. +. 3. î. 3. p&. )&. 3. F. êZ+ . '. F. të. 3. ÕW+ . )*. tàñ ³ò"óõôö. ìší. ÄUÅ. Ì. 3. ÕL+ . u-. . -. -. *. x*. :o. àâá . Y+. 3. &. tà:ñ ³òôóõ"öd-. gµ. _c. ¡6Ÿˆ © ã. *. Sø. 9*. d-. àñ ³ò"óõôö. Ô. Z+. -. 3. 5*. '. šµ. D&. -. IHK. )&. IHDK. àá . x&. ¡Ÿˆ © ã. (-. Ÿ©. yàñ ³ò"óõ"öµ. Zàñ ³ò"óõ"ö. àá . Å. Ä. Ì. ¡Ÿˆ © ã¥. . ߯+ . œßÆ+ . 3. 3. Ì. Ä. i&. ;. Å. )*. )&. f&. ìí. . ߯+ . të. 3. +. ÕW+ . ;. *. u'. )&. IHK. -. S*. Gc. X&. -. @&. -. +"q. <&. *. ¥. &. (-. 43. y+. 5'. @q. 4&. Gc. lù. )Ú=O. %. 4*. N. R&. *. S+. ®Ú. ú. &. )&. E-. )*. W+"K. ôû. )&. b. *. 3. @&. >3. 34î. *. x&. &. )00V3. d*. -. 5Â. IF. ~. >3. &. &. *. !+. >3. ('.

(466) e`} (S`QIZÑPdV

(467) ]Iv1V

(468) q‡Q#QIO QIZ4V]dQRS`ta4e`a4] M9PIVÕOTŽ ‚ k Ue eW4VrPIS TMzQRS TV

(469) ]OTŽ OPdW4V

(470) P(O}|V OTŽDOPIW4VrP ÍOTŽ   x k(ÙlZ4V(qra4ta4eUMT}\QR] (S`QRZÕPdV

(471) ]Iv1V

(472) q‡Q"QROQRZ|VlW4SU]­QRPIS`N4a|QISUO} MTPdV OTŽOTPIW4VrP ‚  o ސOTP(MTeUe  k ÙlZ4VÒtVMT}4S`} ½OTŽfQIZ4V%eŒMT]­QÍq

(473) OT}4W4S`QISUO} S`]ÊQRZ4M9Q { M9Q M S TV

(474) } 9MTeUa|VOTŽ { QIZ4V%q

(475) a4t•a4eŒMT}\QI] ]IZ|Oa4eUWÍW|V

(476) q

(477) PdVMT]dVf]Ia q

(478) S`V

(479) }\QRe¹[ÐPIMTv4SUW|e`[ (S`QIZ k4ÙlZ|SU]¥S`]¥SU}Ðv4MTPdQISUq

(480) a|eŒMTP"QRPda4V (Z4V

(481) } S Vr} MTPdVlSU}4W4VrvDVr}4W4Vr}EQ { MT]ސOPtO>W|V

(482) e x ‡{ N4a|Q"Z4Oe`W4]"MTe`]IO SU}QIZ4VltOPIV Vr}4V

(483) PIMTe4q

(484) MT]IV (Z4Vr}QIZ4V MTPdVsqrOPIPdV

(485) eUM9QRVrW { v4PdO ^S`W4V

(486) WQRZ4VsMTN1O Vsq

(487) O}4W|S`QRS`O}4]Z|OeUW { M9] ?V(]IZ4O V˜†>v4eUS`q

(488) S`QIe`[#SU} v|vDVr}4W4S¹† a4]dSU} MT} V‡†|MTtv4eUV O9ŽqrOPIPdV

(489) eŒMzQRV

(490) W §k %. *. œüy+9Ÿ‡ © ­ . 5*. d¬G+9Ÿ‡ © ­ . ¨. 3. . qý&. 3 é. h. S¬y+9Ÿ‡ © ­ . d+Ò&. q. 4é. âÿå¡. X-. S&. 5*. ]*. Rþ. g&. RŸˆ -. œ-. )*. -. ü. É. É. <q. š+ 3. 4*. âÿü. ¡(þ. -. Eb. pþ. 3 3. &. . *. œ&. ‚Ÿˆ . %. )&. RŸˆ . 

(491). ݜD€. dŒEŠ. . ’gŽEI‘r’gŽU ’g”. †ˆŠ!‰‹ ‡†. iŽ.  8B0J,ŒF;247J2<œ<E7u-2@3

(492) <24:BA/GA=<^0 3

(493) <^0<^-J,./1:. é QS`]B]­QRPRM9S Z\QIސOTP MTPIW•QIOV‡†^QIV

(494) }4Wi_k ‚Jx RQ O„QRZ4V?qMT]dVlOTŽ1M W4S`tuVr}4]IS`O}@MTeE]dQISUta|eUa4] (S`QIZ vÖk’WÖkŽ¢k ‡{ MT}4WKQROÊW|V

(495) PIS VfQRZ4V#V

(496) _Ea@MTe`S`Q§[ i _k ‚œ ސOP ¸kDÙlZ|V ‰ S`]IZ4VrP„S`}|ސOPItuM9QISUO} tuM9QRPdS¹†ÊSU]lW4V @}4V

(497) WMT] eUMTZEa|Q ‚ eU} " ! $#   ! ?-. ߯+ . ©. &. å+. . 23. *. 3.

(498) F. p+. <+"/. ©. &. q. >3. )0121>3. È. Ÿl © ­ . d¬. . Õ . ©. . ÙlZ4V_Ea@MT}\QRS¹Q§[. .  . ×. ©. Ø. . ×. Ì. ¥‹Ö. ×. É. ¥ŽOP¥QIZ4Vfta4e¹QRSUW|SUtV

(499) }4]dSUO}@M9e1q

(500) MT]IVfS`]¥QRZ4Vr} ‚ eU} x % % &% e`} ‚y x 4W V‡Q ÙlZ4VÕ]IVrq

(501) O}|W¸QIV

(502) PIt SU] }4O V

(503) _Ea@MTeQIOÍQRZ4V6Vr}EQIPIOv\[ÒOTŽ?M fMTa4]I]dSŒMT} (S¹QRZÒq

(504) O 9MTPdSŒMT}4qrVtuM9QRPdS¹† k é }QIZ4VeUMTP V eUS`tuS¹Q ' (( ˜{ O}4V VrQI] o ˜{ M VrPRM VrW%O V

(505) P (S`QIZ%vÖknW×k’Ž¢k MT]lސOP$ ‚ QRZ4VfVr_^a4MTeUS¹Q§[ rk }4VXq

(506) MT}Ê}4O9QRV(QRZ@M9QސOPdta4eŒM9V ‚œ MT}4W ‚y M9PIV„MTeU]dO#tVMT}|SU} Tސa|e@SU}ÕQRZ4VstuOTPIV V

(507) }4VrPRMTe q

(508) OT}EQIV‡†^QO9Ž@v@MTPIMTtuV‡QRVrP;Vr]dQISUtuM9QRS`O} { V V

(509) } (Z|V

(510) } SU];}4OTQ¥Þ?ã1݇æåázݘæ\MsPRMT}|W4Ot 9MTPISUMTN4e`VTŠ (S¹QRZ4S`} QRZ|V ¥M[Vr]ISŒM9})ސPIMTtV ?OP åƒ eUMTP 9V MT}4W MTPIPdO} {ׂ ˆ ˜{ S¹Q¥S`] }@M9QIa4PRM9eDQRO•SU}\QRPdO>W4a|q

(511) V Mã1ݘæåázÝ W4S`]dQRPdSUN4a>QRSUOT}6O}6QRZ4V(v@MTPIMTtVrQRVrP]Iv@M9q

(512) V { k\Ù"[^v4SUq

(513) MTeUe¹[ { QIZ4SU]W|SU]dQIPIS`N4a|QRS`O}6SU]qcZ|O]IVr}ÐMT]QRZ|V M9QdQRVr]dQvDOT]I]IS`N4eUV6OT}4V (Z4SUqcZÒQcM 9V

(514) ]SU}\QRO MTqrq

(515) Oa|}EQ•MT}\[%v4PdSUOP E}4O (e`V

(516) W VÕOP qrO}4]­QRPRM9SU}\QO} QRZ|Vlv@MTPRM9tuV‡QRV

(517) P]Iv@MTqrVTk\ÙlZ4Vr} fQRVreUe`]a4]Z4O ?V

(518) e`e q

(519) MT}ÕNDVle`O>q

(520) MTeUS

(521) V

(522) W (S`QRZ|SU}•QIZ4Vlv@MTPIMTtuV‡QRVrP ]Iv4MTq

(523) VfސPIOt QRZ4VfON|]IV

(524) P 9M9QRS`O})OTŽBQIZ4VfW@M9QRM ;k S`QIZ4SU}QIZ4VlސPRMTtV ?OP #OTŽÖ*ê ) L tuS`}4SUta|t W|V

(525) ]IqrPIS`v|QRS`O}ÕeUV

(526) } TQRZ sS`]I]IMT}4V

(527) } ‚ QRZ|V }@M9QIa4PRM9e>v4PdSUOP;SU];QRZ4V?O}4V (Z4SUqcZ6tuMz†>SUtS rV

(528) ]GQRZ4V ta|QRa4MTe>S`}|ސOPdtÊM9QISUO} { Såk’VTkœQRZ|V¥O}4V?PIVM9eUS rSU} Rà:ñ ³òôóõ"ö. Å. Ä. Ì. à:ñ ³òôó

(529) õôöl¥. . ߯+ . ©. ©. ‚߯+ . 3. Å. Ä. Ì. 3. . ߯+ . ©. + ìí43. Jë. 3. +. ÕY+ . )&. + . Õ. ©. 9*. 3. 2-. tc. ©. . )*. ¥. ÆßÆ+ . &. RàS¥. x+. ('¸+. Ó+. >3.

(530) *. &. ('. S&. 3. î. )*. x+. q. -. <-. 3. ï*. 900. :&. 3. 3. 2'. '. . )&ä&. I*. i-. . J/. yà. o. uq. >3. w&. ߯+ . ø. (-. 3. 3. àñ ³ò"óõôö. ç. /. ©. Ó&. ©. )&. 5B. -. <&. XŸ ©. &. ('. l&. X+. E-. ?B. 3. +ôK. )020V>3. 1. ?B. -.

(531) QRZ|VÕb>Z@MT}|}4O}%qM9v@MTq

(532) S¹Q§[kÖêMz†>SUtS rSU} (S`QIZPIVr]Iv1V

(533) qrQ QIO { O}|V @}4W4]QIZ@M9Q„QRZ4S`] Ov|QISUtuMTe×S`}4v4a|Q(W|SU]dQIPIS`N4a|QRS`O}ÐS`] TS Vr})NE[ÍQIZ4Vf]I_Ea@MTPdVfPIO^OTQ(OTŽ;QRZ4V ‰ S`]IZ4rV PlSU}|ސOPdtÊMzQRSUOT}֊ ?B. i-. -yàJ¥. à:ñ  ò"óõ"öi&. Rß. uF. 5*. ߯+ . , ¥. 3. + Å. ÕW+ . +. . 3. ÕW+  3. ŽOTPÐQRZ4V%ta|e`QRS`W4SUtV

(534) }|]ISUOT}@MTe(qMT]dV { SU}QRZ|VÑM9NDO VÒV˜†|v|PIV

(535) ]d]IS`O} Z4MT]ÍQRO N1V¸PdV

(536) v4eUMTq

(537) VrW EN [ W4V‡Q kÙlZ4SU]sq

(538) OPdPIVr]Iv1O}4W4]sQROuQIZ4V]dQRS`ta4e`a4](W4SU]­QRPIS`N4a|QISUO}͎OP (Z4S`qcZQRZ4V}4Vra4PRMTe;]d[^]­QRV

(539) t `S ] N1V

(540) ]dQ„MTW4MTv|QRVrWÖk +. Õ. Õ. )*. œ&. 3. 65 ,2@3

(541) <^A <^3-J,.2/œ/7z3 ÙlZ4VÕv4PdV

(542) q

(543) VrV

(544) W4S`} W4SU]dq

(545) a4]d]ISUOT}4]fqMT}¸NDV6V

(546) MT]IS`e`[V‡†^QRVr}4W4V

(547) W¸QROÍQRZ|Vq

(548) MT]IVÕOTŽ?N4SUMT]IVrW¸Vr]dQISUtuM9QROPd] { QRZ4M9Q SU]„ސOPV

(549) ]­QRS`tÊM9QIOPI] (S`QR0 Z ( 1 32 54 k×ÙlZ4Vuƒ PRMTtV

(550) P sMTOÐN1Oa4}4W%S`}%]Ia4qcZÑM qM9]IVfPIV

(551) MTW4] ‚ ‚J€ -. L Ã. “ Ã. &. Y+ . ¥. É. Ç. . ¥. 3. HK. È. È. É. 686 7 !. +. Ô. ÕW+ . 3. 3. ÙlZ4S`]S`]MҎOPdt OTŽsQRZ4V N4SUMT] TM9PISŒM9}4q

(552) VÐqrOtv4PIOtSU]dVTk }4V qM9} QIZ^a|] (PdS`QRV MT} SU}|V

(553) _Ea@MTe`S`Q§[ ]IS`tuS`eŒMTP(QRO)i_k ‡{ PdV

(554) v4eUMTq

(555) S`} N\[ 2 k é }%QRZ4VÕeUS`tuS¹Q (Z4V

(556) PdVÕQIZ4VÕV

(557) ]­QRSUtuM9QIOPXS`] :9 ]IZ4MTPIv4e¹[ÕvDV

(558) M TVrWÐMTPdOa4}4WuS`QI]tVM9} 9MTe`a4V$2 ˜{ O}4V(Z@MT] { MT}4W 9 2 ‡{ ]IOÕQRZ4M9Q eUO 2  ;„v1O}S`}4]IVrPdQISU} >SU}#QRZ4V¥PrknZ×kn]O9Ž@QRZ4V?SU}4Vr_^a4MTeUS¹Q§[ ‡{ QRZ|V QRVrPIt] 6<6 7 q

(559) MT}4q

(560) VreåkzÙlZ4VlN1Oa4}4W { i_k ‚Jx ˜{ SU]¥QIZ^a|]„M9eU]IO 9MTe`SUWÍV TV

(561) } (Z4V

(562) } QRZ4V E}4O (}KV q

(563) SUVr}\QXVr]dQRS`tÊMzQROP¥S`]lN4SŒM9]IV

(564) W×k ÙlZ4Vƒ PRM9tuVrP sMTO#NDOa|}4WÍqMT})M9eU]IO•NDVa|}4W4V

(565) Pd]dQIO>O^W)MT]lMN1Oa4}4WЎOTP?QRZ|>V =Tæ ‡Ý˜æ‘â6æ‘ç1Þ ?

(566) æ‘Aß @ æ‘ä Ga|]IV

(567) W¸SU}%v|]d[^qcZ4Ov4Z\[^]IS`q

(568) ]ސOPqcZ@MTPIMTqrQIV

(569) PdS

(570) S`} Ðv1V

(571) P­ŽOPItuMT}4qrVSU}ÒMÐW4S`]IqrPISUtSU}4M9QRS`O} QRMT] N1VrQ ?V

(572) V

(573) } M9}4W CB ]IV

(574) V6V9k |k PIV

(575) Vr}ÒMT}4WÒb V‡QR] {‚ k ]W4S`]Iq

(576) a|]I]IVrWÑS`} åb^V

(577) a4} )M9}4W b>Otv1OeUS`}4] \[ {D‚  ED B ‚ + (S`QIZÐV

(578) _Ea@M9eUS`Q§[6ސOTP¥MT}ÐV q

(579) SUVr}\QlV

(580) ]­QRSUtuM9QIOP { MT}|W (S`QRZ 4v4PdOvDVrPIe¹[u}|OPItuMTeUS

(581) VrW (S¹QRZÐPdV

(582) ]Iv1V

(583) q‡Q QRO6QIZ4VfN4SŒMT]rŠ  B F6<6 7 ! ‚J~ É. IH®*. l+ 13. ç. È. -tÕ. 2'. YÕ. +. é. Å. é. Y+ . [*. Å. . [&. d&. 3. l߯+ . 3. 3. Å. . ¬G+¿ à 3. Å. Ã. ä Ã. Y+ . 3. Å. êZáI Ã ãÆ¥nêZá . Å. ã. Ä. . ߯+ . -}êZáI à ã. -­. 3. Å. ­. . @+ 1>3. É. !+. S*. 3. *. t&. j'. )&.

(584) b. IHK. ?N)Ú. Å. ôû. D&. ?B. . . ('. )00. . +. 8-. šc. ('. &. 90VV>3. %. Í+. -. 3. Å. &. -. .

(585) b. ÕY+ . + )V>3. 3. Å. @&. 5B. [&. È. Å. È.  Ç. È. ¥. 0. É. É. ¦. +. 3.

(586) H  's• Õ  

(587) *ur  % G I. J.  ƒ. LK. ˜š‘r’7ŒˆI’d–g‘7–gŽä’gŠ!–g†ˆ‘7’. LM. äDŒº. ‡ ’ŽºI’g›¯‘r–_Œ•–_Œ]’g‘rIŽŠ. ÑVÍq

(588) O}4]dSUW4VrPQRZ4VÊqMT]dV O9ŽXM]dSU} TeUVÊ}|V

(589) a4PdO} qcZ@MTPRM9qrQRVrPIS

(590) V

Références

Documents relatifs

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des

L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des