• Aucun résultat trouvé

A Component-Wise EM Algorithm for Mixtures

N/A
N/A
Protected

Academic year: 2021

Partager "A Component-Wise EM Algorithm for Mixtures"

Copied!
31
0
0

Texte intégral

(1)A Component-Wise EM Algorithm for Mixtures Gilles Celeux, Stéphane Chrétien, Florence Forbes, Abdallah Mkhadri. To cite this version: Gilles Celeux, Stéphane Chrétien, Florence Forbes, Abdallah Mkhadri. A Component-Wise EM Algorithm for Mixtures. [Research Report] RR-3746, INRIA. 1999. �inria-00072916�. HAL Id: inria-00072916 https://hal.inria.fr/inria-00072916 Submitted on 24 May 2006. 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) INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET EN AUTOMATIQUE. A Component-wise EM Algorithm for Mixtures Gilles Celeux, St´ephane Chr´etien, Florence Forbes, Abdallah Mkhadri. No 3746 Aoˆut 1999 ` THEME 4. N 0249-6399. apport de recherche.

(3)

(4) 

(5)     !"$#% &' ()+*,.-/!  02143534687:9,683568;$<>=>?@BADC!EGFIH.6J9,E.KLAD@L146DHM=ONP34QIKL68H.R86SNGQTKLUV687D=GW

(6) UVXGFI353YFIE[Z]\^EGF_X!KL1 `Mabdc:egf,hjilkmconprq'stkvuDw%es uyxzstkvc:kr{|q}s|kmuyw ~ e {|l{€s|bc:e{ ‚uDc:xpvedƒze{ „O |uy†‡es kr{tˆ ‰ŠqyxxIuy |s ~ e |eL‚"aed "‚"ae‹woŒD8ŽBf8hjMuy‘s ’“y“D“gh”ˆ8Žox•q}–De{. —/˜.™šd›'œyšyžPŸ w/{|uyc:e {|k¡stn•q'stkvuDw•{d¢8£V¤¥qypv–Duy tk¡stac¦{|au'§Š{>{€pmu'§¨‚duywl©ye |–Dedw•‚deMx |uDªpmedc«{d¬O­®we®x_u8{|{|k¡¯ ª•pve® |eLqy{|uyw«kr{Osta•q's {‡s"q}w ~ q} ~ x |uz‚de ~ n te{Vnx ~ q'ste stae®x_q} "q}c:ested "{O{€kmcon•p¡s"q}weuyn•{|pvD¬ Ÿ w/s|akr{>x•q}xIed §°e²±³ul‚dn•{,uywµ´•wkvs|e

(7) c,kvƒls|n te

(8) e{€s|kmc:q}s|kmuyw^¬ Ÿ w¶s|a•km{±³ "q}c:ed§°uy t·T¢G§>e²x |uDx_u8{€e

(9) q‚duyc:xIuywewDs|¯4§ kr{|e £>¤¸¢y§ akr‚"a:nx ~ q'ste{!staeŠx•qy tqyc,eds|e t{!{|e¹8nedw8stkmqypvpmy¬.ºe –Dkv©De q}w:kvw8sted tx |edstq}s|kmuyw,u}±Ts|akr{Gx tuz‚e ~ n te qD{gq²x• |uBƒzkmc:qyp!x_uDkvw8soq}pm–yuD |kvs|a•c¥q}w ~ n•{|e,kvs s|u%x tu'©yes|a•e»‚uywl©Ded t–yedw_‚ey¬ Ÿ pvpmn•{€s| "q's|km©ye:wlnc:ed tkr‚dq}p edƒzx_e |kmc:edw8st{G{|au'§µa•u'§µuyn• Oq}pm–yuy tkvs|ac‚duyc:x•qy |eL{stug£V¤¼q}w ~ qg©ye t{|kmuywouy±•stae®izŠ½P£¸q}pm–yuD |kvs|a•c

(10) ¬ ¾2¿8ÀTÁtÂoà ›'Ä.™yž £V¤Åq}pm–yuD |kvs|a•c

(11) ¢_Ægnpvpmª•qD‚"·D¯ÈÇ^ekvª•pve ~ kv©Ded t–yew•‚eD¢_izŠ½P£q}pm–yuD |kvs|a•c

(12) ¢•c,kvƒls|n te eL{‡stk¡¯ c«q}s|kmuyw^¢zx tuBƒzkvc«qypIxIuykmw8s q}pm–yuD |kvs|ac%¬. ÉrÊË|ÌÝÎMË Ï.ÐmÌYÑ4ÒÓ. Unit´e de recherche INRIA Rhˆone-Alpes 655, avenue de l’Europe, 38330 MONTBONNOT ST MARTIN (France) T´el´ephone : 04 76 61 52 00 - International: +33 4 76 61 52 00 T´el´ecopie : 04 76 61 52 52 - International: +33 4 76 61 52 52.

(13)    !"$#%   >   J -²(€ $d  $  ² 

(14)  

(15) .  ™  ž iluDn©yew8s¢^p  qypv–Duy tk¡stac:eo£V¤ ‚duywl©ye |–De pvew8s|edc:ewDsL¬ we ~ e{P "q}kr{€uDw•{®x_u8{|{|kvª•pveL{ ~  nw stedp‚uDc:x_uD €stedc:edw8sMe{€sMpme®s| "q}kvs|edc:ewDs {|kvcnp¡s"q}w  ~ eL{>x_q} "q}c:bst |eL{ uyxzstkvc:kr{€e ¬Pq}w•{M‚de® "q}xxIuy |s¢ w•uyn•{gx tuyxIuD{|uyw_{®n•we:©yed "{|kvuDw ~ e«p  qypv–Duy tk¡stac:e£>¤ x_uDn p  e{€s|kmc«q'stkvuDw ~ e«cpmqyw–yeL{ ~ e«pvuDkm{ ¹8nk st tqB©'qykvpmpve

(16) ‚uDc,xIuD{tq}w8s:x•q} «‚duyc:x_u8{|qyw8s!¬  uyn•{,x tuyn©Duyw•{prq‚duywl©ye |–Dedw•‚de ~ e2‚eds«qypv–Duy tk¡stac:e/ew w•uyn•{±³uyw ~ q}w8s«{€n :{|uywµkmw8s|e |x" s"q'stkvuDwµ‚uDc,c:e

(17) nw qypv–Duy tk¡stac:e/x tuBƒzkvc«qyp5#¬  uyn•{:‚uDc:x•q} tuyw•{opve ‚duyc:xIuy |s|edc:ewDs x "q'stkm¹8ne ~ egwuys| te q}pm–yuy tkvs|ac:e qB©yeL‚®‚dedpmnk ~ e p  qypv–Duy tk¡stac:e®£V¤ eds ~  nwe ©ye t{|kmuyw ~ ePp  q}pm–yuy tkvs|ac:e izŠ½P£Š¬ $~ ePà c šL™Ápmqy w%  –y™ge ž ~ e q}pmpmuy–ykruD{d |¢kvqys|apv–Dc:uy teOk¡st£>a¤¸c:¢e®~ x•kv©D |uBedƒz t–ykmc:ew•qy‚p5e ¬ ~ e>Ægnpmpvª_qy‚"·8¯YÇedkmªpmed L¢Lqypv–Duy tk¡stac:e>izŠ½P£Š¢Be{€s|kmc«q'stkvuDw.

(18)  

(19)  

(20)  ! "#$&%')( "*+-,.0/1"2

(21) # . 3 4 !

(22) -V$. £>{‡stkvc«q'stkvuDw/kmw«´•wkvs|egc:kvƒ8stn te ~ kr{‡st |kmªnzstkvuDw•{>km{>s‡lxkr‚dq}pmpm:qyw»kmw•‚uDc,x•pveds|e ~ q's"qo{€s| tn•‚+stn |e®x tuyªpmedc ±³uD $§ a•km‚"a stae°£V¤ qypv–Duy tk¡stac65 798zkr{.n•{€e ~;: {|ede>±³uy .kmw•{‡s"q}w•‚de<5 ˆ=798&>+¬!`Mae>c,u8{‡s ~ uz‚n•c,ew8s|e ~ x tuyªpmedc uz‚‚n tkvw•–§ kvs|a%stae £V¤ q}pm–yuD |kvs|ac kr{ kvst{ xIuD{t{|kvªpmegpvu'§ {€xIede ~ kvw2{|uyc:e {€kvs|n•q}s|kmuyw•{¬O¤Sqyw8/x•q}xIed "{d¢ kmw•‚dpvn ~ kvw?– 5v’'Ž@8Y¢A5m’B8Y¢C5v’Bˆ98Y¢A5m’“B8Y¢C5v’D’#8!a•qB©ye x tuyxIuD{|e ~ edƒls|edw_{€kmuyw•{ u}±!s|a•eo£V¤ q}pm–yuy tkvs|ac(ª•qy{|e ~ uDw {€stqyw ~ qy ~ wlnc:e |kr‚dqypstu8uDpm{ s|u%{|x_ee ~ n•xSs|a•e:‚duywl©ye |–Dedw•‚dey¬P`Maed teqy |eu}± s|ew e DIeL‚+s|km©yeD¢ªnzsgs|a•ed ~ u²wuysP–Dn•q} "q}w8stede c:uyw•u}s|uDwe,kvw•‚d |eLqy{|eokmwSstae:uyªz†‡eL‚+s|km©ye±³nw•‚s|kmuyw^¬`u

(23) u'©ye t‚duyc:e s|a•km{Px tuyªpmedc%¢ qyp¡sted tw•q'stkv©De{Pª•qD{€e ~ uDw c,u ~ epO te ~ n•‚s|kmuyw : 5 ˆy ˆ 84E¢ 5v’ f 8&>gq}w ~ e F»‚dkvewDs ~ q'stq2qyn–yc:ewDs"q'stkvuDw : 5  84¢ 5 BŽ 84¢ 5 B“ 8YG¢ 5 ˆ HB8YG¢ 5 ˆz#’ 8YG¢ 5 ˆ}B 8YG¢ 5m9’ 798Y¢•{|ede q}pr{|uostae ‚"a•q}xs|ed< 7,uy± 5m@’ IB8&>°a•qB©DeP te‚dedw8s|pm»ªIedew%‚duyw•{|k ~ ed te ~ ¬G`MaeL{€e edƒls|edw_{€kmuyw•{ {|a•qy |es|ae»{|kmc,x•pvkr‚kvs‡qyw ~ {€stqyªkmpvkvs‡ § kvs|a £V¤§ akmpve»{|xIede ~ kvw–%nxJstae»‚uDw8©Ded t–yew•‚eD¬ J u'§>e©ye ¢ qD{»± qy 2qy{

(24) §>eJ·lwu'§ ¢ uDwpm s‡§>u eƒls|ew•{€kmuyw_{ : 5 ˆ} f 8YK¢ 5m’B 8&>²§>e |e ~ ed©Du}ste ~ stu¨{|xIede ~ kvw– n•x stae ‚duywl©ye |–Dedw•‚de/kmw staeSc:kvƒ8stn teS‚dqy{|e%§ akr‚"a¨kr{«uDwe2u}±Ps|ae2c:u8{‡s»kmc:x_uD €s"q}w8s ~ uyc«qykvw•{:uy± qyxxpmkm‚q'stkvuDwS±³uy g£V¤¶¬^`Mae,´• t{€sguywLe 5 ˆ} f 8Okr{gª•qy{|e ~ uywq² te{€s| tkm‚s|e ~ e F»‚kmedw8s ~ q}stq

(25) q}n–Dc,ew8stq'stkvuDw {t‚"aec,e»±³uy stae/eL{‡stkvc«q'stkvuDw¸u}±Ms|a•e/x tuyxIuy |s|kmuyw•{P±³uD o·lwu'§ w ~ kr{|‚d |eds|e ~ km{€s| tkvª•nzs|kmuyw•{¬2º akmpve/s|ae {|e‚duyw ~ edƒls|edw_{€kmuyMw 5m’  8!kr{P‚uyw_‚ed twe ~ § k¡sta2s|a•ekmc:xpvec:edw8stq}s|kmuywSuy±Os|ae,O£ N°¤2£ q}pm–yuD |kvs|ac : 5m’d=f 8$> ±³uD c:k¡ƒls|n• |e ~ kr{‡st |kmªnzstkvuDw•{¬ Ÿ w s|a•km{«x_q}xIed :§>e%x tuyxIuD{|ey¢>{‡stn ~  qyw ~ kvpmpvn_{‡st tq}s|e%qJ‚duyc:xIuywewDs|¯4§ kr{|e²£V¤”qypv–Duy tk¡stac : N>£VQ¤ P=R N>uDc:x_uDwedw8s€¯Y§ kr{€e«£V¤ qypv–Duy tk¡stac¥±³uD ¤2kvƒls|n teS{ >gq}kmc:kvw•– q'sou'©Ded "‚uDc,kmw–²s|ae²{€pmu'§ ‚duywl©ye |–Dedw•‚de x• |uDªpveckvw2stae´•wkvs|e,c,kvƒls|n te‚duyw8s|edƒls¬ ­®n Pqyxx tuDqD‚"a

(26) kr{®ª•qy{|e ~ uDw q» te‚dedw8s®§°uy tT· 5 B 8YC¢ 5 ˆ 84C¢ 5m’ 8 § a•km‚"a¶ te‚qy{€st{ s|ae

(27) £V¤ x• |uz‚e ~ n te»kmw¸s|ae²±³ "q}c:ed§°uy t· uy± x tuBƒlkmc«q}pOxIuykmw8s:qypv–Duy tk¡stac«;{ 5 ˆD@Ž 8 q}w ~ 5 ˆ} “ 84¬ Ÿ w ile‚s|kmuyw¨ˆS§>e

(28) x te{|edw8sostae

(29) £V¤ qypv–Duy tk¡stac±³uy ,c:k¡ƒls|n• |eL{,qyw ~ kvst{,kmwDsted tx testq}s|kmuywµqD{q x• |uBƒzkmc:qypMx_uDkvw8s²qypv–Duy tk¡stac%¬ Ÿ w ize‚+stkvuDw ¢°§>e ~ eL{|‚d |kmªIe2uyn »‚duyc:x_uDwedw8s|¯4§ kr{€e2qypv–Duy tk¡stac q}w ~ {|au'§ ¢!kmw ile‚s|kmuyw¸f_¢!s|a•q}skvs,‚dqywµq}pr{|u2ª_e

(30) kvw8sted tx |eds|e ~ qy{oqSx |uBƒzkmc«q}pVxIuykmw8s,qypv–Duy tk¡stac%¬  {|kvw– stakr{/kmw8s|ed tx tes"q's|kmuyw¢Š‚uywl©Ded t–yedw_‚e2u}U± N>£>¤ P kr{/x• |u'©De ~ kmw]ile‚s|kmuyVw 7¬ Ÿ pmpvn_{‡st tq}s|km©yeSwlnc:ed tkr‚dq}p edƒzx_e |kmc:edw8st{ ‚duyc:x•qy |kmw–²s|ae»ªIeda_qB©8kmuy "{gu}±M£V¤¸¢.q%©ye t{|kvuDwuy±>stae²izŠ½P£ qypv–Duy tk¡staW c 5 ¢.BŽ 8>q}w ~ N~>£>¤ P q} teVx te{|edw8s|e ~ kmw,ileL‚+st~ kvuDw¬ N>uyw•‚dpvn ~ kvw•–® tedc«q} t·z{ew ~~ stae°x•q}xIed L¬.~  w~ qyxx_ew ~ ~ kvƒ‚dqy |ed±³npmpv e{t‚ tkvªIe{Os|ae izŠ½P£µc:eds|au kmw»stae c:kvƒls|n teP‚duyw8s|edƒls>kmw»uy ed Vs|ux |u'©lk e edstqykvpme ‚uyc:x•qy |kr{|uyw § kvs|a

(31) stae x tuyxIuD{|e ~ N>£>¤ P ¬ X  z Y:  d  !"$#% &'   +*,.-/!  ºJe ‚uDw•{|k ~ e [q ZT¯È‚uDc,xIuyw•edw8s c,kvƒls|n te km]w \^ h i : 9’ > _a`&bGc d!egf j@n `obac p j e. j2kAl.m. § a•ed testae j  { :oq?r j rts q}w ~ i h j f s >gqy |es|a•e«c,kvƒzkvw•–

(32) x• |uDx_uD €stkvuDw•{gq}w ~ § ae |e kr{»q ~ ew•{|k¡s‡mµ±³nw•‚+stkvuDw m x•q} "q}c:eds| tkxwej2kA~ lumªl p ¬ `Mae2©yeL‚+stuy «x•qy tqyc,eds|e :s|u¸ªIeSe{€s|kmc«q's|e ~. ` m l z{{@{Gz m h z p lBz@{{@{az p h e {. |A|~}@€ƒ‚„. n `&bGc pve km{ dyf.

(33) $$x

(34) ;

(35) x

(36) /=,u %

(37)  %'" o

(38)   gx"2

(39) 

(40) S

(41)  "ƒ

(42) v $@% @% "# f. `Ma•e/x•qy tqyc,eds| tkm‚«± q}c:kvpmkme{u}± c:kvƒ8stn te ~ ew•{€kvs|kme{:qy |e/qD{|{|nc:e ~ s|u ªIe

(43) k ~ ew8s|kv´_q}ªpmey¬ `Makr{oc:eLq}w•{ sta•q's ±³uD Šq}wl:s‡§°u,c:ecoªIed "{Mu}±.s|aeg±³uD |c : ’9>¢. _ `obac d.ey_ `obGc de. kv± q}w ~ uywpm¶kv±KZ f Z  q}w ~ §°e2‚dq}w xIed tconzste

(44) s|aeS‚duyc:x_uDwedw8s"{:pmqyª_epm{«{|uJs|a•q}s j f j  q}w ~ ¢V±³uy  f s z@{{{az ZG¬µ¤2uD{€s:c,kvƒls|n te{,uy± kvw8sted te{€s:qy |e

(45) k ~ edw8s|kv´_m q}ª•pve m : {|ede²±³uy kmn w•`o{€bastqyc p w•j ‚e;e f 5 ˆ=79n 8&>+`&¬ bGc p j  e •uy os|ae

(46) {|qy·ye»uy± {€kmc:xpvkr‚kvs‡y¢G§°e» te{€s| tkm‚sostae/x te{|edw8sqyw•q}pmz{€kr{ stuJ½gqyn•{|{|krq}w c:k¡ƒls|n• |eL{d¢Gªnseƒl¯ stedw•{|kmuyw s|uµc,uD |e2–Dedwe tqyp c:k¡ƒls|n• |eL{»kr{/{€s| "q}km–ya8s€±³uD |§Mq} ~ : qy{»pmuyw•–¶qy{«stae ‚duyw•{|k ~ ed te ~ ~ edw_{€kvs|kme{ qy |e ~ xk DIe |ew8s|krq}ªpme,±³nw•‚+stkvuDw•{gu}±>s|ae:x•qy tqyc«q's|e p >¬:`Maln•{¢ n `&bGc  z e ~ ewu}ste{Ps|a•e ~ edw•{|k¡s‡ u}±°q ½gqyn•{t{€krq}w ~ km{€s| tkmªnzs|kmuyw%§ kvs|a%c:eqyw  q}w ~ ©'q} tkrq}w•‚de®c«q'st |kvƒ  ¬O`Maegx•qy tqyc:es|e °s|u«ªIe e{€s|kmc:q}s|e ~ kr{. d f ` m l z@{{@{Gz m h z  l z{{@{az  hGz l z@{{@{az h e { Ÿ w stae«±³uDpvpmu'§ kvw•–•¢§°e ~ ewu}ste d j f ` j z  j z j e ¢.±³uy  f s z{{@{az ZG¬

(47) ºe/qypm{|u ~ ewu}ste»ªl"!s|ae x_q} "q}c:ested {€x_qy‚e$# ` l z{{@{Gz h z  l z{@{m {az  hGz l z{{@{az h e% q}w ~ ªl&!  stae q F«we {|nªc«q}wkv±³uyp ~ m m + h i + !  ( f '*d ) ! c kAl m f s-, { .0/21. 3547698;:. <>=2?@ABDC4FE. `Ma•eoc:k¡ƒlstn |e ~ edw•{|kvs‡

(48) eL{‡stkvc«q}s|kmuywSx tuyª•pvec(kr{Šs‡lxkr‚dqypvpm%q«c:km{t{€kmw– ~ q's"q«x tuyªpmedc(±³uy P§ akr‚"a2s|ae £>¤qypv–Duy tk¡stacq}x•x_eLq} "{°s|u:I ª_e n_{€ed±³np5¬ ÇeHs G f `&b l z{@{{Gz bI1eJ) \^ ªIe q}w:uDª•{€e |©De ~ {|qyc:xpveM±³ tuyc¦s|a•eŠc:k¡ƒls|n• |e ~ kr{€s| tkvªns|kmuyw _a`&bGc d!e ¬!ºe qD{|{|nc:e®s|a•q}s s|ae ‚duyc:x_uDwedw8s°±³ |uDc§ akr‚"a%eqy‚"a bK q} tkr{€e ~ kr{Mnw·lwu'§ w%{€u,s|a_q'sMs|ae c:kr{|{|kmw– ~ q'stq qy |e>s|a•e pmqyª_epm{ L N¢ M s ¬$ºJe a•qB©yJe L  k¡±q}w ~ uyw•pv kv± gkm{.stae c:k¡ƒlstn |e ‚duyc:x_uDwedw8s!±³ tuyc § a•km‚"a bK q} tkm{|e{¬K ÇeQsf P f z{@{` L {al z z@O {{@{Gz L I e ~ ewu}K steOf staeOc:km{t{|kvw– ~ q's"qR¢ P );S I ¢B§ aed te S f # s z{{@{ z Z % ¬ `Ma•e»‚uyc:xpmeste»{|qyc:xpve«kr{ T § kvs|a L ¬/ºJe»a•qB©D* e T G P qyw ~ s|ae w•uywz¯Ykvwl©Ded |s|kmªpvegst tqyw•{€±³uy tc:q}s|kmuyf &w `VWµU l{|zn•{‚"{@a%{azs|Ua_Iq's e G f W U ` KT e f kr{ `&b s|Kaz eK xe |uy†‡e‚s|kmuyw2u}g± \^ f IY` X zS I e uyw \^ I { `Ma•ePuDª•{|ed t©ye ~ pvuD–}¯Ypvkm·yepvkmaulu ~ kr{ Z. `&d c G ef\[]^H_C` G c d.e z. § a•ed te _C` G c d!e ~ edw•u}s|eL{°s|ae ~ edw•{|k¡s‡²u}±$s|ae uDª•{€e |©De ~ {|qyc,x•pveGO¬ ® {€kmw– : ’B>°pveLq ~ {°stu Z I h `&d c G ef iK Ak l []^ab c` j2i kvl m j n `&b K c  j=z j eedg f {. `Ma•eg‚duyc:xpmeste pvuD–}¯Ypvkm·yepvkmaulu ~ kr{. Z. `odc T efh[]^Hi!` T c d.e z v|. jlk mjon.

(49)  

(50)  

(51)  ! "#$&%')( "*+-,.0/1"2

(52) # 7. § a•ed te i!` T c d.e ~ edwuys|e{°stae Z ~ ew•{€kvs‡»uy±$stae ‚uDc,x•pveds|e {|qyc:xpveTG¬GºJe a•qB©De I `&dc T egf iK Ak l # []^ m  . [ ]N^. n `&bKSc   z   e % {. `Ma•eg‚duyw ~ k¡stkvuDw•q}p ~ ew•{|k¡s‡/±³nw•‚+stkvuDw%u}±stae ‚uDc:xpveds|e ~ q}stq,–ykm©yew. ` c z d.ef _vi.`` TG cc d!d.ee.  T G. s"q}·De{>s|aeg±³uD |c. : ˆ=>. G. : .>. : f!> ` c z d.eOf K Ak l K  `&d.e s Z ~ ewu}ste{Pstae«‚uyw ~ k¡stkvuDw•q}p!x tuyª_q}ªkmpvkvs‡y¢T–Dkv©Dedw GV¢^s|a_q's q} tkm{|e{ ±³ tuyc § a•ed te  stae:c:k¡ƒl K s|j n•`& |d.e»e z ‚duyc:f x_uDzw{ed{@w8{as z § kvs|a ~ edw_{€kvs‡ n ` { c  j z  j e ¬ • |uDc MqBye{ ±³uy tcon•pmq•¢^§>e:a•qBb ©DK eo±³uD eqD‚"a M ` s M O e q}w ~  ` s  Z e j@n + `&b KSc  j z +  j e + { : 7=> K j `od.egf h m  i+ n `&b K c  z  e kAl m `Maln•{»s|ae ‚uDw ~ kvs|kmuyw•qyp edƒlxIe‚stq}s|kmuywuy± s|aeJ‚uyc:xpmeste pmuy–y¯4pmkv·Dedpmkva•u8u ~ –ykm©yewhG¦qyw ~ q¸x ted©lkmuyn•{ eL{‡stkvc«q}s|egu}± d ¢ ~ ewu}ste ~ d  ¢

(53) `odc d  e f  [ ]N^Hi!`&dc T ec G z d   T G. s"q}·De{>s|aeg±³uD |c. . I. + + + I h + : .> `&dc d$e f iK vk l i+ kAl  K `od$e # []^ m  []^ n `ob K c  z e % { `Ma•eo£V¤Åqypv–Duy tk¡stac –yedw•ed "q's|eL{Šq»{|e¹8new•‚eu}±Oq}xx• |uBƒzkmc:q}s|kmuyw•{ s|u»´_w ~ s|a•eoc«q'ƒzkmconcuyª_{€e |©De ~ pmkm·yedpmkmaulu ~ eL{‡stkvc«q'stuy  {€stqy €stkvw•–:±³ |uDc qyw

(54) kmwkvs|krq}p$–yneL{|{ d  ¢_n•{€kmw–«s‡§°u»{€s|edx_{d¬ `Maels|a2kvs|ed "q'stkvuDw%km{ qD{°±³uypmpvu'§Š{  Á ™š ¿ORg> N uyc:xnzste l

(55) `&dc d=e f  []^Hi!` T c d.ec G z d  ¬ $‹Á ™š ¿R .kmw ~ d "! f #%$ ^'&(*,+# - ) 

(56) `&d c d  e ¢ Ÿ w c:qywl

(57) {|k¡stn•q'stkvuDw•{¢_kmw•‚pmn ~ kmw–/s|aec,kvƒls|n te‚qy{|ey¢_s|aeeƒzxpmkm‚dk¡sg‚uDc,x•nzstq}s|kmuywSuy±

(58) `&dc d e kvw s|ae £O¯Y{€s|exkr{gnwweL‚eL{|{tq} t2q}w ~ s|akr{ {€s|edxJ te ~ n•‚de{®s|u²s|a•e»‚uyc:xnstq'stkvuDw uy±Vs|a•e:‚duyw ~ k¡stkvuDw•q}p ~ ew•{€kvs‡  ` T c G z d =e ¬.

(59). |A|~}@€ƒ‚„.

(60) $$x

(61) ;

(62) x

(63) /=,u %

(64)  %'" o

(65)   gx"2

(66) 

(67) S

(68)  "ƒ

(69) v $@% @% "# . •uy  ½gqyn•{|{|krq}w/c:kvƒls|n te{¢zs|a•e{|e®s‡§°u«{‡stedx•{°s"q}·De®staeg±³uy tc  Á ™š ¿ORuy 0M f s z{{@{az2O q}w ~  f s z@{{{az ZJ‚duyc:xnzste . j `&d  e f i+ h m j n + `&b KSc  j z +  j e + { kAl m  n `&b K c   z   e $‹Á ™š ¿ RViles d ! l f ` m l ! l z@{{@{Gz m "h ! l z  "l ! l z{@{{az  h ! l z  "l ! l z{@{{az h ! l e § kvs|a s i I K j `&d  e j "! l f m O K kAl  i I K j `&d  eCb K K kAl   j "! l f i I K j `od  e K kAl . : Ž>. K. : I.>. i I K j `&de`ob K   j"! l e`ob K   j"! l e  l K kAl, {  j "! f i I K j `od  e K kAl .  u}ste®sta•q's q}sŠeqD‚"a/kvs|ed "q'stkvuDw^¢ls|a•eg±³uypmpvu'§ kmw–:x tuyxIed |s|kme{°auyp ~ ±³uD0 M f s z{@{{az Oz i h K j `&d  egf s. j2kAl . qyw ~ i h j f s { j2kAl m .0/ .. . A@0B E(<>= B C 6mA  A6 C < C B2@ . @ C476. 8;:. : “.> <=D?H@ABC4 E. `Ma•e £V¤Åqypv–Duy tk¡stac ‚dqyw2ª_eo©8kmed§°e ~ qD{Šq}wSqyp¡sted tw•q'stkvw•–«uyxzstkvc:kEwq'stkvuDwSq}pm–yuD |kvs|ac : {|ede;5 ˆ}B8Y¢Iuy 5 I 8 kmw

(70) s|ae c:kvƒls|n te ‚uyw8steƒlsS>¬O`MaeP±³nw•‚+stkvuDw

(71) s|u«Z ªIe c:q}ƒzkvc:kEwde ~ stqy·yeL{°s|aeg±³uD |c : @’ H.>

(72) ` z d!e f `&d c T e O` P e P  ` Ce z. v|. jlk mjon.

(73)  

(74)  

(75)  ! "#$&%')( "*+-,.0/1"2

(76) # § a•ed te. ` Cegf.  .   . Ž. ` P e [ ]N^ ` P e P. kr{°s|a•ePew8s| tuyxl«u}±$s|aegx tuyª•qyªkmpvkvs‡ ~ kr{‡st |kmªnzstkvuDw ~ ed´•we ~ uDw»stae c:km{t{€kmw– ~ q's"q:{€edsM§ a•km‚"a

(77) km{ S I kmw»staegc:k¡ƒls|n• |eg‚uDwDsteƒls¬ ®edwuys|kmw–  stae {€eds°uy±$x tuyª•qyªkmpvkvs‡ ~ km{€s| tkmªnzs|kmuyw_{>uDw»staegc,kr{t{€kmw– ~ q'stq {|esL¢q}w%kvs|ed "q'stkvuDw²uy±$£V¤ ‚q}w

(78) ª_e edƒlx• |eL{|{|e ~ qy{°±³uDpvpmu'§Š{R  Á ™š ¿ OR  "! l f #$ ^'&(# )

(79) `  z d  e { $‹Á ™š ¿ R d ! l f#%$ ^' &*,++ #%- ) 

(80) `  "! l z d.e { Ÿ w

(81) stakm{®{€eL‚+stkvuDw^¢§°e x te{|edw8s £V¤Åqy{ q:x• |uBƒzkmc:qypx_uDkvw8s®qypv–Duy tk¡stac§ kvs|aSq«Ægnpmpmª•qy‚"·8¯ÈÇ^edkmªpmed |¯5s‡lxIe xIedw_q}pvs‡y¬G`Makr{>x• |eL{€ewDs"q'stkvuDw«kvw•‚dpvn ~ e{>s|a•ePkmw8s|e |x tes"q'stkvuDw«u}±£V¤qy{°q}w

(82) q}pvs|e |w•q}s|kmw–ouDxzs|kmc:km{tq'stkvuDw qypv–Duy tk¡stac%¬ N>uyw_{€k ~ ed s|a•e

(83) –Dedwe tqypMx |uDªpmedc u}±®c:q}ƒzkvc:Ek wdkmw–Jq ‚duyw•‚qB©ye«±³nw_‚+s|kmuyw  `od.e uyw \¬ `Ma•edw^¢Ls|a•eOx tuBƒlkmc«q}p}xIuykmw8s$q}pm–yuD |kvs|a•c[kr{q}w kvs|e tq}s|km©yeGx tuz‚e ~ n teG§ akm‚"a kr{ ~ e´•we ~ ªl staeG±³uDpvpmu'§ kvw•– te‚dn t |ew•‚eD¢ : ’y9’ > d "! l f#$ ^ &(*,+ #%

(84) )  `&d.e  s  d  d   P { Ÿ w

(85) u}staed M§°uy ~ {¢ystaeguyªz†‡eL‚+s|km©ye®±³nw•‚s|kmuyw  kr{M |e–ynprq} tEk wde ~ n•{€kmw–:q¹8n•q ~ "q's|kr‚®x_ew•q}pvs‡  d  d  P ¬ `Ma•e®±³n•w•‚+stkvuDw . `d' e f&(*,+ #% )  `&d.e  s  d  d   P  kr{$u}± s|ewo‚dqypvpme ~ s|aeM¤2uy teqynz¯OuD{|k ~ qM ted–Dnprq} tkxLw q's|kmuywguy±

(86) ®¬$`Mae°x tuBƒlkmc«q}p}xIuykmw8s!qypv–Duy tk¡stac §°qD{´• "{‡s {€s|n ~ kve ~ kmw 5 ˆDŽ984¬o`Ma•e,x• |uBƒzkmc:qyp$c:eds|au ~ uDpvuD–y%§°qD{Šstaedw q}x•xpvkme ~ s|u

(87) c«q}wl%s‡lx_eL{®uy±>q}pm–yuD |kvs|a•c:{ qyw ~ km{Š{€s|kmpmpkvw%–y teq}s eDTed t©ye{t‚ew•‚e : {|ede 5 ˆzI ¢Iˆ}“B^8 ±³uD kvw_{‡s"q}w•‚degqyw ~ s|ae pmk¡sted "q'stn |ePstaed tedkmw>+¬ ®{${|au'§ w kmw;5  8Y¢staeV£>¤x tuz‚e ~ n |e>‚dq}w ªIeV te‚qy{€skmwDstu®q x• |uBƒzkmc:qypyxIuykmw8s±³ "q}c:ed§°uy t·T¬^`Makm{$xIuykmwDs. uy±_©lkmed§¨x |u'©lk ~ e{.cn•‚"a:kvw•{|km–ya8sGkvw8s|uPstaeŠq}pm–yuD |kvs|ac¦‚uywl©Ded t–yedw_‚eVx• |uDx_e €stkveL{d¬ Ÿ w,x_q} |s|kr‚nprq} !kvsVa•qy{ qypv teq ~  ªIedew{|au'§ w km[w 5 9ˆ 8ls|a•q}s$–ypmuyª_q}pD‚duywl©ye |–Dedw•‚deGauyp ~ {$nw ~ e $©Ded t®n•w |eL{‡st |kr‚+stkv©DeVqy{t{|nc:xzs|kmuyw•{ :

(88)   § k¡stauynzs ~ -k DTed tedw8s|krq}ª•kvpmk¡s‡/wuy Š‚duywl©yedƒlkvs‡ >+¢zq}w ~ kmw 5  8s|a•q}s {€nxIed tpmkvweLq} ‚uDwl©yed t–yew•‚e®u}±.s|ae kvs|e tq}s|eL{»‚uDnp ~ ªIe uDªzstqykvw•e ~ nw ~ ed »s‡§ kr‚e ~ -k DTed tedw8stkmqyªkvpmkvs‡¨qD{|{|nc:xzs|kmuyw_{d¢Mn•{|n•q}pmpm¨{tq'stkm{€´•e ~ ªl c:u8{‡s°u}±^stae ~ km{€s| tkvª•nzs|kmuyw•{>u}±$kvw8s|e |eL{‡s°ªnzs°s|aegÇqyxprqy‚e ~ kr{‡st |kmªnzstkvuDw/§ au8{€e®pvuD–}¯Ypvkm·yepvkmaulu ~ kr{°wu}s {|c:ulu}s|a¬ Ÿ ws|akr{Gx•qyx_e ¢Bstae x tuBƒzkvc«q}p8±³uD |cnpmq}s|kmuywu}±_£>¤ ±³uD Gc:k¡ƒls|n• |e ~ ew•{€kvs|kme{¢D‚duycªkvw•e ~ § kvs|a stae ~ n•qyp^q}xx tuDqD‚"a»u}O± 5 ˆyB 8Y¢zkm{ qypm{|uouy±$–y teq}s°kmc:x_uD €s"q}w•‚dePqyw ~ q}xxIeqy t{>s|u,ªIe q}w/eL{|{|edw8stkmqyp_stuluypkmw stae ‚uDwl©yed t–yew•‚e®x tu8uy±$uy±s|a•Ke N>£V¤ P qypv–Duy tk¡stac x te{|edw8s|e ~ kmwSile‚s|kmuyw%¬ ºJe´• t{€sgkvw8s| tu ~ n•‚de,qywq}x•x |uDx tkmq}s|eÆgn•pvpmª•qy‚"·%kmwz±³uy tc«q'stkvuDwSc:eqy{|n tey¬ ®{|{|nc:e,s|a•q}s®stae,± q}c:kvpm uy±°x_q} "q}c:est |Ek wde ~ ‚duyw ~ kvs|kmuyw_q}p ~ ew•{€kvs|kme{  ` T c G z d.e § kvs|a d5) ! ~ ed´•we ~ kvw : ! >gkr{ |e–ynprq} gkmw s|ae {|edw_{€e:u}± Ÿ ª "q}–ykmc:u'©2q}w ~ Æga•qy{  c,kmw•{|·lk U† 5v9’ HB84¢$kvw x•qy €stkm‚dnprq}  ` T c G z d.eA` T e q}w ~  ` T c G z d  eA` T e qy |egq}ª_{€uDpvnzstedpm»‚uDwDstkvwlnuDn•{>§ k¡sta

(89) te{|xIe‚+s°s|u:eLqy‚"a/uys|ae °±³uy Šq}wl q}w ~ km;w !¢ T ªIedkmw–,s|ae x• |u ~ n•‚s>uy±IstaegÇ^edªIe{|–yn•eŠc:eqy{|n te q}w ~ s|aeP‚uDnw8s|kmw– c:eqD{€n teŠuDd [w \ I ^ d X  S I ¬O`MAa`e w«s|e a•e®‰Šq ~ uywz¯  kv·Du ~ lc ~ e |km©'q'stkv©De  ` T c G z d  e  ` T c G z d.e eƒzkm{€st{O±³uy °q}pmp d z d  q}w ~ staeŠ±³uDpvpmu'§ kvw•– Ægnpvpmª•qD‚"·D¯ÈÇ^ekvª•pve . |A|~}@€ƒ‚„.

(90) $$x

(91) ;

(92) x

(93) /=,u %

(94)  %'" o

(95)   gx"2

(96) 

(97) S

(98)  "ƒ

(99) v $@% @% "# I. ~ kv©Ded t–yedw_‚ePª_eds‡§>eedw  ` T c G z d  e q}w ~  ` T c G z d.e km{ §°edpmp ~ ed´•we ~ ¢. ` c z d  e c G d   { : ’Lˆ=> ` c z d.e Ÿ w2q ~~ kvs|kmuyw^¢ : ’Lˆ=>°‚q}w

(100) ª_e •n {|e ~ qD{ qc:eLqy{|n |ePu}± ~ kr{‡s"q}w•‚de(ªIes‡§°edew d qyw ~ d  lª /{|es€stkvw•– : ’.>  `od z d  c G eOf `  ` T c G z d  e z  ` T c G z d.e2e { Ÿ w 5 BY8 ¢zs|aeg±³uDpvpmu'§ kmw–x• |uDx_u8{€kvs|kmuyw

(101) km{MeL{‡s"q}ªpmkr{€ae ~ ¬    .  › ÃVà ™ š Ã

(102)   ›  š ¿ œ  Ä ¿ › à  %

(103) *O   ! "#$&%'   "2@,=$    $ 7 "#$&%'~$&% K/1$ 

(104)  ! ƒ

(105) 

(106)    ! #"%$&  (&% Z

(107) ( "# : ’df!> d "! l f #%$ ^'&(*,+# - ) (' `&d;c G e   `&d z d  c G *e ) {  J edw•‚dey¢Ls|a•e>£V¤ q}pm–yuy tkvs|ac ‚dqyw ª_e>kvw8sted tx |eds|e ~ qy{$q –yewed "q}pmkxw e ~ x tuBƒzkvc«qyp}x_uDkvw8s!x tul‚de ~ n• |eO§ a•ed te stae ¹8n•q ~ tq}s|kr‚P¤Suy teq}n¯ Ou8{€k ~ q |e–ynprq} tkxLw q'stkvuDw»km{Š |expmqD‚e ~ ªl²q«Ægn•pvpmª•qy‚"·/kvwz±³uD |c«q}s|kmuyw

(108) c,eLqy{|n te ªIes‡§°edew/staegs‡§°u:‚duyw ~ k¡stkvuDw•q}p ~ ew•{|k¡stkveL{  ` T c G z d.e qyw ~  ` T c G z d .e ¬  u}ste®sta•q'sŠkmw

(109) s|ae c:kvƒls|n te ‚dqy{|ey¢zn_{€kmw– : f'+> ¢kvs ‚uDc,eL{ I  `&d z d  c G e f i ` K+o`&d  e z K,+&`od.e e K kAl   + + I h : ’97=> f iK kAl i+ kAl  K `&d $-e []^.-  K K + `&`&d d! e0e / z § a•ed te ` K,+&`&d  e z K+o`&d.e2e kr{Ts|ae>Ægnpvpmª•qD‚"·D¯ÈÇ^ekvª•pve ~ kv©Ded t–yedw_‚e!ª_eds‡+ §> eedw K+o`&d  e f ` K l `od  e z{@{{az K h `&d  e e qyw ~ K+ `&d.ef ` K l  `&d.e z{@{{Gz K h `&d.e2e ¢z§ akr‚"a

(110) ‚q}w»ªIeg©lkve§>e ~ + qy{>x tuyª•qyªkmpv kvs‡:c,eLqy{|n te{>uyw # s z@{ {{ z Z % qyw ~ s|a•q}s §°e ±³n |s|ae  qy{t{€n•c,egstu»ªIeo{‡st |kr‚+stpv²x_u8{€kvs|km©yeD¬°`Ma•e  {®q} te ~ e´_we ~ kmw : 7.+> ¬MÇ^es ªIegs|a• e O X Z  x tuyª•qyªkvpmkvs‡» c«q's| tkvƒ²§ kvs|a%–yewed "q}pTsted tc K `od.e  ¬MK ‹`&d.¹8e ne{€s|kmuyw%u}±Gkmc:x_uD €s"q}w•‚dePa•ed t e `&d.km{e § a•es|a•ed uy w•u}sMs|aeg±³uDpvpmu'§ kmw–:x |uDx_e €s‡«a•uyp ~ {d¢  : ’.>  `&d z d  c G ef q 1 d  f d { `Ma•km{Mkr{ wuysM–Dedwe tqypvpm:s|a•e ‚dqy{|eg§ aedw d pvkme{Mkmw+\ %{|kvw•‚de ` { e km{Mw•u}sŠkmw'†‡e‚s|km©yey¬ Ÿ w ~ ede ~ ¢l±³uy d q}w ~  d  kvw+\ %{|n•‚"a²s|a•q}s¢z±³uD H f s z@{{{az GZ ¢ m j j ff p j m j  j f  j ` ` c z d  e z  ` T c G z d!e ef .  T G.  T G  []^  T G. v|. jlk mjon.

(111)  

(112)  

(113)  ! "#$&%')( "*+-,.0/1"2

(114) # “. ±³uD o{|uyc:e p q2~ kxDIe |ewDso±³ |uDc + yu w•ey¢.k¡s‚duyc:e{ `&d.eUf `&d  e q}pvs|auDn–ya dft d  ¬LJ u'§>e©yed L¢ : ’.> a•uyp ~ {M§ aedw

(115) stae ‚uDw•{‡st tqykvw8s i+ h f s kr{Š{tq'stkm{€´•e ~ ¬!`Ma•edw^ ¢

(116). Ak l m + + + + I h o` d c de f iK vk l i+ kAl  K `&d.e-[ ]N^ m n `&b KK + cR`&d! e z e + +  I h  i +i K `&de [ ]N^ K `&d!e K kvl kAl   i I i+ h K + `&d e [ ]N^ K + `&de K kvl kAl   + + I h  i i+ K `& d e [ ]N^  K `&d e { K kvl kAl . ®{€kmw– : 7.>+¢§°e ‚dqyw/±³n |s|a•ed Š§ tk¡ste

(117). + + I h + h + i + i i + , `&d[c de f K kvl []^ kAl ' m n `ob K c  z e kAl  K `&de   I `&d z d;+c G e i i+ h K `&de [ ]N^ K + `&de { K kvl kAl  . + izkvw•‚de i+ h K &` d=egf s ¢zk¡s ‚duyc:e{. kAl . + + I h `od c d  e f `&d;c G e   &` d z d  c G e  iK Ak l i+ kAl  K `od  e-[]^  K `&d  e { `Ma•ePprqy{€s s|e |c kvw

(118) s|a•e |km–ya8s€¯Ya•qyw ~ {|k ~ e ~ ule{Mwuys ~ edxIedw ~ uDw d ¬ Z.

(119). : ’BŽ>.  

(120)   &'   +*,.-/!  N>uDc:x_uDwedw8s€¯Y§ kr{€e°c:es|a•u ~ {!a•qB©ye°ª_eedw,kvw8st |u ~ n•‚de ~ eqy |pm kvws|a•eM‚duyc:xnzs"q'stkvuDw•q}pzpmk¡sted "q'stn |eD¬.ile |krq}p ~ e‚uDc:x_u8{€kvs|kmuyw¶uy± uyxs|kmc,Ek wq}s|kmuyw c,eds|au ~ {,kr{:qS§°edpmp°·lwu'§ wµx |uz‚de ~ n te/kmwµwlnc:e |kr‚dqyp°qyw•q}pmz{€kr{d¬ ®{|{|nc:kmw–,s|a•q}s d pmkme{Mkm]w \^¢zstae uyxzstkvc:Ek wq}s|kmuyw

(121) x |uDªpmedc . & %# )  * +

(122) . |A|~}@€ƒ‚„. `od.e.

(123) ’9H. $$x

(124) ;

(125) x

(126) /=,u %

(127)  %'" o

(128)   gx"2

(129) 

(130) S

(131)  "ƒ

(132) v $@% @% "#. kr{ ~ eL‚uyc:xIuD{|e ~ kvw8stu:q«{|ed tkme{°u}±G‚uluy ~ kmw•q'ste¯Y§ km{|e c«q}ƒlkmc:kxwLq'stkvuDw²x tuyª•pvec:{Muy±staeg±³uy tc &(# )  +. `&d l z@{{@{az d j alz z d j ! lz{@{{az d  e { . . M` a•km{ x• |uz‚e ~ n te km{ ‚dq}pmpme ~ q/½gq}n_{|{€¯Èizedk ~ edp^{t‚"aedc:eD¬>`Maeo{€s|n ~ ²uy±$stakr{Šc:estau ~ km{®{‡s"q}w ~ qy ~T: {|ede 5 f 8^±³uD Meƒq}c:xpme9>¬O`Maegx |uBƒzkmc«q}pIc,eds|au ~ q}w ~ stae ½gq}n•{t{‡¯‡ilek ~ ep{|‚"aec:eg‚q}w²ª_e c:ed t–ye ~ ¢l§ akr‚"a pmeq ~ {°s|u,staeg±³uypmpvu'§ kmw–: te‚n• t{|kvuDw^¢ l l b c d j "! f #$ ^ &(+ #% ) '  `&dl z{@{{az dj  Gl z z dj  ! l z{{@{az d  e  P   dj   P , : @’ I.> ` d K"! l fydK z M f   { N>uDc:x_uDwedw8s€¯Y§ kr{€egc:estau ~ {Šq}kmc q}s qB©yuyk ~ kmw–:{€pmu'§[‚uDwl©yed t–yew•‚eg{|k¡stn•q'stkvuDw•{d¬O w%kvw8s|n•k¡stkv©De k ~ eLq,km{ sta•q'sOedƒzxpvuD |kmw–Ps|a•e x•q} "q}c:ested G{|x•qy‚deM{|e¹8new8s|krq}pmpv "q'staed !sta•q}w«{|kvcnpvstq}w•eduyn_{€pm s|ew ~ {!stu x ted©yew8s ±³ tuyc–yeds€stkvw–¶s| "q}xxIe ~ kmw ~ xk F»‚npvs

(133) {|k¡stn•q'stkvuDw•{ :

(134)   weqy ²{tq ~~ pmeSxIuykmw8stS{ >+¬¦­®weSuy±gs|aec,u8{‡s x• |uDc,kr{|kvw–g–Dedwe tqypzxn tx_u8{€e edƒ8stedw•{|kmuyw:u}±£V¤¸¢D–yuDkvw–gkmw:s|akr{ ~ kv te‚s|kmuyw^¢Dkm{!stae®ilx_qy‚ed¯Y p¡sted tw•q'stkvw•– ½Pewed "q}pmEk wde ~ £V¤ : izŠ½P£ >!qypv–Duy tk¡sta6 c 5  84¬ Ÿ c,x• |u'©De ~ ‚duywl©ye |–Dedw•‚deO tq}s|eL{$qy |e° |eLqy‚"ae ~ ªl nx ~ q'stkvw– stae:x•q} "q}c:eds|ed "{ {|e¹8new8s|krq}pmpv2kmw{|c«q}pmp.–D |uDnx•{Pqy{t{€uz‚dkmq}s|e ~ s|u2{€c«qypvp!ak ~~ ew ~ q}stq

(135) {€x_qy‚eL{  "q'staed sta•q}w

(136) uyw•e®prq} t–yeP‚uyc:xpmeste ~ q's"q{|x•qy‚dey¬G`Mae izŠ½P£¨c:es|a•u ~ kr{M©yed t:–yewed "q}pq}w ~ edƒlkmªpmey¬ Ÿ w²s|ae  xxIedw ~ kvƒ¢lc,uD |e ~ es"q}kmpm{°q} teŠ–Dkv©Dedw»kmw»stae c:kvƒ8stn teP‚duyw8s|edƒ8sL¬.¤Suy te®{|x_eL‚kv´_‚dqypvpmy¢l{€kmw•‚deŠs|a•egizŠ½P£ qyxx tuDqD‚"a/kr{ ‚pmuD{|edpm» tedprq'ste ~ s|u:staUe N>£V¤ P q}pm–yuy tkvs|ac%¢§°e ~ e{t‚ tkmª_eD¢z±³uy  ‚duyc:x•qy |kr{€uDw/xn• |xIuD{|ey¢•q ©Ded "{€kmuyw«uy±.izŠ½P£ ±³uy Š½gq}n_{|{|kmqyw»c:k¡ƒlstn |eL{d¬G`Makr{°©ye t{|kvuDw»kr{>w•eq} tpm:q,‚uDc:x_uDwedw8s€¯Y§ kr{€ePq}pm–yuy tkvs|ac edƒ‚edxsGs|a•q}sOs|ae c:kvƒzkvw– x• |uDx_uD €stkvuDw•{!wede ~ s|u ªIe nx ~ q'ste ~ kmw:s|aeŠ{tq}c:e kvs|ed "q'stkvuDw^¢y§ a•km‚"a:kmw8©Duypm©yeL{ stae § auDpve‚uyc:xpmeste ~ q}stq«{€s| tn•‚+stn tey7¬ uD Šstakm{  |eLqy{|uyw^¢•k¡sPc:qB

(137) wuys ª_e,{€km–yw•k¡´_‚q}w8s|pm»± qD{‡sted  s|a•qyw stae{€stqyw ~ qy ~ £V¤ q}pm–yuD |kvs|ac%¬ `Ma•km{®x_uDkvw8s"{ uDnzs staeoc«q}kmwSkmw8s|ed te{€s®uy±Gs|ae,‚uDc,xIuyw•edw8s€¯Y§ km{|e £V¤ qypv–Duy tk¡stac sta•q'sŠ§°e x tuyxIuD{|e®±³uD Šc:k¡ƒlstn |eL{d¬ Šu«kvs|ed "q'stkvuDw%wede ~ {Ms|a•e § auypme ‚uDc,x•pveds|e ~ q}stq«{|x•qy‚de qD{ ak ~~ ewz¯ ~ q'stq/{€x•qD‚eD¬ Ÿ s km{®q:±³npmp.‚duyc:xIuywewDs|¯4§ kr{|eoq}pm–yuD |kvs|ac q}w ~ ‚q}w%staed te±³uD |e ªIeoedƒlxIe‚s|e ~ stu«‚uywl©Ded t–yeŠ± qD{‡sted kmw%©Bqy |kmuyn_{°{|kvs|n•q}s|kmuyw•{¬ ­®n•K N>uyc:x_uDwedw8s|¯4§ kr{€e«£>¤ q}pm–yuy tkvs|ac¼±³uD ¤2kvƒ8stn te{ : N>£V¤ P > ‚uDw•{€k ~ e t{Pstae ~ e‚duyc:xIuD{|k¡stkvuDwJuy± staePx•q} "q}c:ested >©ye‚s|uD d f `&d j z  f s z@{x{E{Ez Z e § kvs|a d j f ` j z  j z j e ¬G`Mae®k ~ eLqokr{Ostun•x ~ q}s|ePuywpm uDwe²‚duyc:xIuywewDs«q's:qSstkvc:eD¢Opveds€stkvw–s|a•e²uys|ae x•qy tqyc:es|e t{onw•‚"a•qyw–ye ~ ¬¸`Mae/uD ~ ed :qy‚d‚duy ~ kmw– stu§ a•km‚"a s|ae2‚duyc:x_uDwedw8s"{,qy |e

(138) ©lkm{|kvs|e ~ c«qB¸ª_e2qy |ªkvs| "q}m ty¢Gx• |eL{|‚d |kmª_e ~ uD ,©'qy |lkmw–Jq ~ q}xs|km©yedpmy¬ •uy  {|kmc,x•pvkr‚kvs‡y¢_kvw2uDn Šx te{|edw8stq}s|kmuyw^¢s|aeo‚duyc:xIuywewDs"{Šq} te nx ~ q'ste ~ {|n•‚d‚de{t{€km©yepvD¢•{€stq} |s|kmw–,±³ tuyc  f s z{@{{az Zqyw ~ tedxIeq'stkvw•–2s|akr{:q'± sted; Zkvs|e tq}s|kmuyw•{¬ `Mae |ed±³uy te«s|a•e

(139) ‚duyc:x_uDwedw8son•x ~ q}s|e ~ q's kvs|e tq}s|kmuyw »kr{ –Dkv©Dedw/ªl : ’!“ >°q}w ~ s|ae ls|a%k¡sted "q'stkvuDw²uy±s|a•e q}pm–yuy tkvs|ackr{ qy{°±³uDpvpmu'§Š{>¬ •uy  : ’.“ >  f   Z Z  sz { ~ edw•u}s|kmw–:stae kvw8sted–ye MM x•f q} |s sz@¢z{kvs {{aq}z pvOs|e¢ |w•q}s|eL{°s|aeg±³uDpvpmu'§ kvw•–,{€s|ex•{  Á ™š ¿ ORgN>uyc:xnzste®±³uD7  `&bKSc    e : ˆ H.> K j `&d  e f hm j n + j z+  j + { . . . . . . . i+. K kAl m  n `&b c   z   e. v|. jlk mjon.

(140)  

(141)  

(142)  ! "#$&%')( "*+-,.0/1"2

(143) #. ’D’. $‹Á ™š ¿ROileds. lj"! f s i I K j `&d  e m O K kAl  i I K j `&deb K K kAl   j "! l f i I K j `&d  e : ˆz’9> K kAl  i I K j `&d e`ob K   j"! l e`ob K   j"! l e  l K kAl, z  j "! f i I K j `od  e K kAl  + + qyw ~ ±³uy  f  _¢ d "! l fyd {  u}stegs|a•q}sŠs|aeoc:qykvw ~ kxTD ed tedw•‚de § k¡sta%s|aeiŠ½P£q}pm–yuy tkvs|acx• |eL{€ewDste ~ kmw²staeo xx_ew ~ kvƒ

(144) kr{ sta•q's stae%nx ~ q'stkvw–¶{€s|ex•{:u}±®s|ae2c:kvƒzkvw– x tuyxIuy |s|kmuyw_{,‚q}ww•u}s«ª_e% ted–8q} ~ e ~ qy{:c«q'ƒzkmc,kEwq}s|kmuyw¨{‡stedx•{ uy± s|ae/±³uy tc : =I!+> ¬T>N uDw•{€eL¹8nedw8s|pmy¢.stae

(145) izŠ½P£ {‡s"q}w ~ q} ~ qy{t{€nc:xzstkvuDw•{oqy |e/wu}s{tq'stkm{€´•e ~ q}w ~ q {|xIe‚kv´_‚,‚uDw8©Ded t–yew•‚eoqyw•q}pmz{€kr{®con•{€sPªIe«qy‚"akmed©De ~ ¬ Ÿ s kr{Pª•qy{|e ~ uywSstae,x |uBƒzkmc«q}p.kvw8s|e |x• |edstq'stkvuDw uy±N>£V¤ P –ykm©yew/kmw²stae wedƒ8s {|e‚s|kmuyw^¬  F/21. .     ²o

(146)    .  . <>?A< F  ?HBD<. . ! *»d o¸. M

(147) !  g$d  &]. ?676mA<= B 6

(148). FA@7B2E(<= @ B . . C <=D?@A BC4FE. ®{Onw ~ ed tpvkmwe ~ kmw«staeŠx ted©lkmuyn•{G{|e‚s|kmuyw^¢ys|ae®c:qykvw ~ kxF»‚npvs‡,kvw«x•qD{|{|kmw–gs|u ±³n•pvpm,‚duyc:xIuywewDs|¯4§ kr{|e qyxx tuDqD‚"ae{>km{°staegs| teq}s|c:edw8sŠuy±s|a•e ‚uyw_{‡st tqykvw8s. i+ h + f s { kAl m. `Ma•km{ ~ kxF»‚npvs‡/kr{ n•{|n•qypvpm ~ eLq}pvsM§ kvs|a%ªl»kmw8s| tu ~ n•‚kmw–«q: |e ~ n•‚de ~ x•q} "q}c:ested {|x•qy‚de. : ˆyˆ=> f ' m lBz@{{@{Gz m h al z  l z{{@{az  h z  l z@{{@{az h , z ts ae tedc«q}kmwkmw–x• |uDx_uD €stkvuDw/ªIedkmw:– s| tkv©lkrq}pmpv ~ e ~ n_‚e ~ ±³ tuyc stae Z  s u}staed "{¢8·lwu'§ kmw–,s|a_q's hi+ al + s m h f  kAl m z . . . |A|~}@€ƒ‚„.

(149) ’Bˆ. $$x

(150) ;

(151) x

(152) /=,u %

(153)  %'" o

(154)   gx"2

(155) 

(156) S

(157)  "ƒ

(158) v $@% @% "#. |{ edeQ5 ˆ.798M±³uy okmw•{€stqyw•‚eD¬`Makr{okr{uyªl©lkvuDn•{€pm w•u}s,{tq'stkm{€± qy‚s|uD |Jkvw¶s|ae

(159) ‚uyw8steƒlsuy± ‚uluy ~ kmw•q'ste+¯Y§ km{|e c:eds|au ~ {¬O Çq}–D tqyw–ykrq}w²q}xx tuDqD‚"a/{|ededc«{°c:uy te q}xx tuyx• |krq'stey¬!`Maegpvkmweqy ‚uyw_{‡st tqykvw8s i+ h f s kr{MeqD{€kmpm»a•q}w ~ pve ~ ©8krq:Çqy–y "q}w–De ~ n•qypvkvs‡»ªlZ /‚duyw•{|k ~ ed tkvw–s|a•eg±³uypmpvu'§ kmw– @"  !=V ±³n•w•‚+kAstl kvm uDw . h + s i + `&d z  egf `&dc e    kAl m   { G. `Ma•e uy tkv–Dkvw_q}p^‚uDw•{€s| "q}kmwe ~ c«q'ƒzkmconc(pvkm·yepvkmaulu ~ x |uDªpmedc(‚q}w%ªIeo te ~ n•‚de ~ s|u»s|ae ±³uDpvpmu'§ kmw–«nwz¯ ‚duyw•{€s| "q}kmwe ~ x tuyªpmedc ` 

(160) e    `od z  e z : ˆ}. > *,+-  +. § a•ed te ! f # ` l z{@{{az h z  l z{@{{Gz  h z l z{{@{Gz h e% ¬ Ÿ w ~ ede ~ ¢>§ a•edw¨s|aeS‚duyw•{€s| "q}kmw8st{:q} te%wu}s {tq'stkm{€´•e ~ ¢ls|ae ©'qym pvnegkmw :m ˆ}! >>km{  ¬  n_q}pmxk wkvw–_¢§°ePuDªzstqykvw²s|a•e c,kmwkmc:xk wLq's|kmuyw%x tuyª•pvec  `  e : ˆ'!f >  +  *, +- `&d z  e {  p¡stauyn•–ya §°edpmpy·lwu'§ w^¢Ls|a•e>Çqy–y "q}w–Dkmqyw  tedx te{|edw8s"q's|kmuywgkr{^ "q} tedpm c:edw8stkvuDwe ~ kmw s|a•eV£V¤ pmkvs|ed "q'stn te uy±Gc,kvƒls|n teoeL{‡stkvc«q}s|kmuyw^¬ Ÿ sgq}xxIeqy t{Šs|u»ªIeon_{€ed±³np.±³uy  n•w ~ ed "{€stq}w ~ kvw•L– N>£V¤ P q}w ~ e©yew2£V¤¸¬Tºe x• |uz‚ee ~ kmws|a tede,{‡stedx•{¬ ºJeo´• "{€sg‚duyw•{|k ~ ed gq²Ægnpmpmª•qy‚"·%x tuBƒzkvc«q}p.xIuykmwDsgx tuz‚e ~ n |ekvwuy ~ ed ®s|u {|uypm©ye!staeVc«q}ƒlkmcon•c pmkm·yedpmkmaulu ~ x• |uDªpvec ©8krqMstae>Ç$q}–y "q}w•–ykrq}w®±³uy tconprq'stkvuDw^¬ Šedƒls¢'§°eOk ~ edw8s|kv±³gs|ae £>¤q}pm–yuD |kvs|ac qy{^{|n•‚"a q x• |uBƒzkmc:qyp}x tuz‚e ~ n |eGkmw „O tuyxIuD{|kvs|kmuyw ˆz ¬ $kmw•qypvpmy¢B§°eV{€a•u'§kmw „O tuyxIuD{|k¡stkvuDw sta•q's N>£V¤ P km{Šq:‚du8uD ~ kvw•q}s|ed¯4§ kr{€e®©ye t{|kvuDw/uy±$stae Ægnpmpvª•qD‚"·«x tuBƒlkmc«q}pTxIuykmwDsŠx• |uz‚e ~ n tey¬ `Ma•egÆgn•pvpmª•qy‚"·/x |uBƒzkmc«q}pT |e–ynprq} tEk wq'stkvuDw»§°egZ ‚duyw•{|k ~ ed kr{ ~ e´_we ~ ªl. ` d! egf!*, +- ' `&d c G e   o` d z d[ c G e*) {. `Ma•ePx• |uBƒzkmc:qypTx_uDkvw8sŠkvs|ed "q'stkvuDw

(161) qD{|{|uz‚krq'ste ~ stu:Z s|akr{ŠÆgnpmpmª•qy‚"·« ted–Dnpmqy |kEwq}s|kmuyw»kr{ –Dkv©Dedw/ªl. d  ! l f#%$ ^'& *,+#%- ) ' o` dc G e   `&d z d  c G e ) z n•w ~ ed s|ae»qD{|{|nc:xzs|kmuyws|a_q'so{|n•‚"a¸q%c:q}ƒzkvc:kEdw ed edƒzkm{€st{¢§ akr‚"aJ§ kvpmpVªIe»{€eedw prq's|e qy{ q%w•q}s|n "q}p qD{|{|nc:xzstkvuDw²kmw%s|ae £>¤ ‚uyw8steƒls¬V xxpmlkvw–:stakr{ Ægnpmpvª_qy‚"·»x tuBƒzkvc«qypk¡sted "q's|kmuyw²s|u:stae Çqy–y "q}w–De tedx• |eL{€ewDs"q'stkvuDw : ˆy.>> u}±$s|ae ‚duyw•{€s| "q}kmwe Z~ c«q'ƒzkmconc pvkm·yepvkmaulu ~ x tuyª•pvec

(162) ¢z§°eguyªzs"q}kmw + " h + i l d "! f #%$ ^ &(*,+# - )  +  `odc G e   `&d z d  c G e    kAl m  s $# {  u'§ ¢ ~ n•qypvkEdw kmw–«qy{Mkmw : ˆ'f'+> ¢z§°eguyªzs"q}kmw/stae wedZ § Ægnpmpvª_qy‚"·«x tuBƒzkvc«q}pTkvs|e tq}s|kmuyw " h + s i + l l G  G    `  "! z d "! e f #$ ^ &  + #%$ ^'&(*,+# - ) `odc e  `&d z d  c e    kAl m   # : ˆ=7=> v|. jlk mjon.

(163)  

(164)  

(165)  ! "#$&%')( "*+-,.0/1"2

(166) #. ’L. n•w ~ ed os|ae

(167) qy{t{€n•c,xs|kmuyw s|a_q's stae²qy |–Dc,kmw eƒzkr{‡s"{d¢!§ akr‚"a¶§ kmpvp>ª_e

(168) {€au'§ w¸ªIedpmu'§ ¢!q}w ~ § a•ed te«s|ae w•u}stq}s|kmuyw #%$ ^ &  #$ ^'&(# ) {‡s"q}w ~ {P±³uD Ps|ae»‚duynxpme:u}±°c,kmwkmc:kxwkvw–Bc«q'ƒzkmc:kxwkvw–

(169) ©yeL‚+stuy "{®kmwJs|ae &  &(# ) uyxIed "q's|kmuyw¬ Šu'§ ¢.±³ tuycs|ae²e¹8nkm©'q}pmedw•‚de»ª_eds‡§>eedw¸stae²Ægn•pvpmª•qy‚"·Jx tuBƒzkvc«q}p>{‡stedx : ˆ=7=> qyw ~ s|ae c«q'ƒzkmc:xk wLq's|kmuyw%{€s|edx%uy±$£V¤ : {|ede „V |uDx_u8{€kvs|kmuywJ9’ >¢z§>eguyªstq}kmw

(170) s|aeP±³uDpvpmu'§ kvw•–,kvs|e tq}s|kmuyw. h + s i + #$ ^'&(#%) `&dc d  e   kAl m   # { *,+®e´_wegs|aeg±³n•w•‚+stkvuDw " h +  `ef&(*,+# - )

(171) `odc d  e    i+  s  # { : ˆ}.> kAl m ‰Šedxprqy‚dkvw–

(172) `odc de ªl»kvst{ ©'q}pmne ~ e ~ n•‚e ~ ±³ |uDc : !+> ¢§°eguyªzs"q}kmw²sta•q'sL¢•q'sMstae uyxzstkvcnc mk w : ˆy.>+¢ + i I K + `&d  e   : ˆDŽ> f m K kAl  ±³uD Šq}pmp f s z@{{{az GZ ¬O`Maed te±³uD |eD¢z§>ega•qB©De + + + I I I h h  `egf i i+ K `&d  e [ ]N^ K kAl  K `&d .e    +i  K kAl  K `&d =e  s   z  K kAl kAl  kAl  `  ! l z d "! l e f#%$ ^'&  +  . ".

(173). § a•ed te km{®q« tedc«q}kmw ~ e Šs|e |c kmw ~ edxIedw ~ edw8sgu}±  ¬ Šu'§ ¢T{€kmc:xpve,‚dqypm‚dnpmq}s|kmuyw%–ykm©yeL{ staeo©'q}pmne uy±  c,kmwkmc:kxwkvw–  ¢ I h + + i i l K `&d  e {  "! f K kAl kvl  + + + izkvw•‚de K `&d=e km{Šq:‚duyw ~ kvs|kmuyw_q}px tuyª•qyªkmpvkvs‡y¢  h kAl K `&d.e f s ¬!`Maln•{¢z§°e yu ªzs"q}kmw/sta•q's    "! l f O. ±³uD »q}pmp ¨kmw

(174) °¬ . kvw•qypvpmy¢°staeSÆgnpmpvª•qD‚"·µx tuBƒzkvc«qyp°kvs|e tq}s|kmuyw q}x•xpvkme ~ stu s|ae Ç$q}–D tqyw–ykrq}w ~ n•q}p ªIe‚duyc:e{ " h + s + i l

(175) : ˆ I.> d "! f #$ ^ & *,+#%- ) `&dc d  e  O  kvl m   # { Ÿ w¨x•qy €stkm‚dnpmqy ¢Os|ae2Çqy–y "q}w–Dkmqyw¶q}xx• |u8qy‚"a¶x tu'©lk ~ e{,q}w q}pvs|ed tw•q}s|km©ye/kmw8s|e |x tes"q'stkvuDwµu}±®s|ae%£V¤ qypv–Duy tk¡stac¦±³uy °c,kvƒls|n te{¢l§ aed teŠstaePx•q} "q}c:ested O km{°wuys|akmw–ªnzsMs|aegÇqy–y "q}w–De conpvs|kmxpmkve qy{t{€uy¯ ‚dkmq}s|e ~ stu:s|ae x tuyxIuy |s|kmuyw

(176) ‚uDw•{‡st tqykvw8sL¬. |A|~}@€ƒ‚„.

(177) $$x

(178) ;

(179) x

(180) /=,u %

(181)  %'" o

(182)   gx"2

(183) 

(184) S

(185)  "ƒ

(186) v $@% @% "#. ’f. %

(187) *O  ! "#$&%')( " U-,./1"ƒ

(188) #*

(189) /1R x

(190)  Ou $u

(191) "  0o   &  › à Và ™ š à › Ã^ à t¬  tuyc : ˆDŽ=>>qyw ~T: f•¬m’9>¢§°ePa_qB©ye.       . + I s i  m f O K Ak l  K `od e ±³uD Oq}pmp f s z{{@{az ZG¢y§ a•km‚"a«‚uDkvw_+ ‚k ~ e § k¡st+ a,s|aeŠ©'qypvneL{Guyªstq}kmwe ~ § kvs|a:staeŠ£V¤q}pm–yuD |kvs|a•c

(192) ¬O­®w,s|ae uys|ae a•q}w ~ ¢zkvw%©lkmed§[uy± : ˆI.>¢  q}w ~  c«q'ƒzkmc,kEdw e

(193) `od z de ¢edƒqy‚+stpv²qy{°kvw%£V¤¶¢kvw ~ edxIedw ~ edw8s|pm uy±stae ‚uDw•{‡st tqykvw8sL¬

(194) ºJe wu'§[s|n tw/stu N>£V¤ DP ¬ %

(195)   "2

(196)

(197) /1"S#o ;

(198) /1 R x

(199)  v 

(200) S9 " $ u

(201) 

(202) O!

(203) 

(204)  "    9

(205)   "2@,=$      › $Ã VG à ™"2 š

(206) ƒ

(207) Ã/1"2

(208) K  (* $%

(209) ! ƒ

(210) P Z " h + s  i + l : ˆ}“.> G d  ! f #%$ ^ *&(+#-)  `od;c e  O ` kAl m  e  d z d  cBb  # z A%

(211) "ƒ

(212) !  &%

(213)   "  

(214) 

(215) "

(216)   (*&%

(217) ( "# + + ! ! cBd fyd  z f   ,  f ' d ) $&%  f   h Z  s   › Ã^à t¬GÇ^uluy·lkmw–oq's>s|aePc«q'ƒzkmc,kEw q}s|kmuyw»{€s|ex•{ : ˆz’BO> q}w ~Q: I!O> qyw ~ n•{|kvw•– ±³uy tcon•pmq}s|kmuyw : ˆ=I.G> ±³uy °£V¤¸¢ §°e ‚dqyw²eLqy{|kvpm ~ e ~ n•‚egsta•q'sL¢q'sŠkvs|e tq}s|kmuyw »uy± >N £V¤ P ¢ d j ! l kr{ e¹8n•qypTs|u,s|aeFysta%‚duyc:xIuywewDs uy± + " h + i s #$ ^ &(#%)

(218) `&d;c d  e  O ` *,+kAl m  e # { + h + i `Ma•edw

(219) k¡s kr{Medw•uyn–Da/stu,w•u}s|egsta•q's

(220) `&d;cBd  e  O `  s e ‚dqyw²ªIe ~ eL‚uyc:xIuD{|e ~ kvw8stu kAlm + + i+ h -

(221) `&d c d  e  O ` +  Z s e / z : =H.> m A k l + + + + + I § a•ed t+ e

(222) `od c!d =e f i K `&d e [ ]N^ n `ob K c'p e { £>qy‚"a2sted tc uy±Gs|ae:{|nckvw :+ =H! > uDwpv ~ ex_ew ~ { uDw d {|u

(223) s|a•q}s l c«q'ƒzkvc:KkEkvdw kml w – : .H.®> kmw m d kr{ eL¹Dn•kv©'q}pmedw8sgs|u2c«q}ƒlkmc:kxw kvw•–2kvwJs|a•e d  { kvw ~ edxIedw ~ ew8s|pmy¬ `Ma•ed te±³uy te d j "! kr{Me¹8n•qypTs|u:staeFys|a2‚uDc,xIuyw•edw8s u}± " h + s + i

(224) #$ ^ &(#%) `&d;cBd  e  O ` kAl m  e # { *,+- +. . v|. jlk mjon.

(225)  

(226)  

(227)  ! "#$&%')( "*+-,.0/1"2

(228) #. ’B7. ®qD‚"{€akmwkmed– ©ye : ~’'Ž{|>+kv¢w_:‚ˆ}eP“.±³>Ouykm {°eLqy{|kv_pm ¢N>~ e£V~ ¤ n_‚P e ‚~ pme±³qyuy | °pm»s|a•{|e q}ys|krs|{‡a%´_e‚{ uDc:: ˆyx_“.uD>w¬ edw8s°qyw ~ staePx |uluy±u}±^staePx |uDx_u8{€kvs|kmuyw/

(229) km{ f. F/ .. . A@   6mAC B26"@. J. . C 4F6F= = <

(230) N6QE(B.

(231) B NC <    6 . N>uDw•{|k ~ e s|a•e²¹8n•q}w8stk¡s‡  G ~ e´_we ~ kmw : ’B7=>¬2izkvw•‚de»stae/Ægnpmpvª_qy‚"·8¯YÇedkmªpmed ~ km©ye |–Dedw•‚de kr{,{‡st |kr‚+stpv¸‚uDwl©yeƒ¢!wuDwwed–8`&dq'stz kvd ©D e/c q}w e ~ km{Kwde |u ª_eds‡§>eedwµk ~ ewDstkm‚q}p ~ kr{‡st |kmªnzstkvuDw•{d¢ ©'q}wkr{€a•e{   ¬ JŠu'§°ed©Ded L¢zs|a•eouyxIed "q'stuy ~ ed´•we ~ ªl km{ wu}sPkvw}†‡e‚+stkv©De uyw%staeo§ a•uypmeox•qy tqyc,eds|e {|x•`od qD ‚eOeyf ¬`M `&ad.ede te±³uD |eD¢_stae«Ægnpmpvª•qD‚"·%kvwz±³uD |c«q}s|kmuyw ~ u8eL {P` { e wu}s K "#o "# ª_ea•qB©ye,pvkm·ye:q ~ km{€stqyw•‚e,kmwJqypvp ~ kv te‚s|kmuyw•{°u}±s|ae x•qy tqyc:es|e °{|x•qD‚ey¬ Ÿ w/s|aeg±³uDpvpmu'§ kvw•–opmedc:c«q¢z§°e®x tu'©ye s|a•q}s km{ ‚du8uD ~ kvw•q}s|ed¯ § kr{|e kvw}†‡e‚+stkv©Deo§ akr‚"a qypvpmu'§Š{ staeÆgnpmpmª•qy‚"·²c,eLqy{|n te s|u²edw'†‡u'%{€uDc:e ~ kr{‡s"q}w•‚de¯Y pv`km·y{ e e x• |uDx_e €stkveL{ q's pmeqD{‡s uDw

(232) ‚du8uD ~ kvw•q}s|e {|nª•{|x•qy‚de{¬ >¿ #¶œ "  T$ # s z{{@{ z Z % $%

(233) KS

(234) " u" `&d lBz@{{{ z d GlBz{Ez d lBz@{{{az d h e *$ 

(235) 

(236) 

(237)  !  › Ã^ à t¬ $kvƒ  kmw # s z@{{{az Z % ¬«Ç^ed s  f `  z   z    e q}w ~  f`  z   z  e ª_e,s‡§°u%x |uDx_u8{€e ~ ©De‚s|uy "{>±³uy Mstae  s|a2‚duyc:x_uDwedw8sŠ{|n•‚"a

(238) s|a•q}s m m . ®e´_we qyw ~. . `&d l z{{@{Gz d  al z  z d  ! l z{{@{Gz d h e f  `&d l z{{@{Gz d  al z  z d  ! l z@{{@{az d h e { . . d  f `&d l z@{{@{az d GlBz  z d ! l z@{{@{az d h e  . d f `od lz{@{{az d! al z  z d! ! lz{{@{az d h e  qyw ~ ` j z  j z  j e : te{|x^¬ ` j z  j z  j e >+¢Gstae%‚uyc:xIuywew8st{ uy± d  : |eL{€x^¬ d > ±³uD  f s z{@{{az ZG¬ `Ma•edw^¢zm ±³uD Šq}wl   f   ¢z±³uy 0m M f s z{@{{az2O ¢ K j  `&d  ef K j  `od e { izkvw•‚deF  f   ¢s|a•e w8n•c,e tq}s|uD t{°u}±.ª_uys|a

(239)  s|e |c«{ kmw

(240)  s|ae prqy{€s e¹8n•q}s|kmuyw2q} te®eL¹8n•q}p4¬O`Maln•{d¢_{€u«q} tePs|ae ~ edwuDc,kmw•q}s|uy "{¬.`Mae |ed±³uy te i h j n `ob K c  j z  j egf i h j n `&b K cR j z j e { j2kAl m j2kAl m izkvw•‚de,qypvp$s|e |c«{g‚uD | te{|xIuyw ~ kmw–«stu* f   q} teoeL¹8n•q}p.kvw s|ae«{|nc«{®qyª_u'©Dey¢Tkvs®±³uDpvpmu'§Š{®{€s| "q}km–ya8s|±³uy |¯ §Mq} ~ pm:s|a•q}s ±³uy 0M f s z@{{@{a2z O  n `&b KgRc   z   e f  n `&Nb Kgc   z   e { m m •uy 2½gq}n•{t{|kmqyw[c:k¡ƒlstn |eL{d¢Pq}w ~ ±³uy

(241) c:uD{€s

(242) c:kvƒls|n te{

(243) u}±,kvw8sted te{€s : eƒzx_uDwedw8stkmqyp5¢®ªkvw•uyc:kmqyp5¢P„!uykr{‡¯ {|uyw¢ {{@{ +> ¢$s|aeL{€e»eL¹8n•q'stkvuDw•{gkvc:xpms|a•q}s#"  qD{ {€uluDw qD{ O  ¢.edw•{|n tkvw•–²sta•q'sos|ae»uDx_e tq}s|uD . |A|~}@€ƒ‚„.

(244) $$x

(245) ;

(246) x

(247) /=,u %

(248)  %'" o

(249)   gx"2

(250) 

(251) S

(252)  "ƒ

(253) v $@% @% "#. ’L. kr{ kmw'†‡eL‚+s|km©yeD¬ •uy ½gq}n•{t{€krq}w2c:kvƒls|n te{¢•±³uD  edƒzqyc:xpveD¢•stakr{P‚duyc:e{ ³± t`ouyd clBz{@st{a{Ge z ±dqD ‚+as°l s|za•{Ez q}dsM !qolBx_zuD{@pv{l{awz uDd c h e u}±uD ~ e °ˆ km{>s|a•e®wlnpmp•±³n•w•‚+stkvuDw²qy{°{|u8uDw/qy{>kvs°a•qD{Vc:uD |e s|a•qyw»s‡§°u tulu}s"{d¬

(254) • |uDcstakm{®pmedc:c«q»q}w ~ staeoÆgnpmpmª•qy‚"·8¯ÈÇ^edkmªpmed ~ km©ye |–Dedw•‚degx |uDx_e €stkveL{d¢•s|aeopvec,c«q«ªIedpmu'§ ±³uypmpvu'§Š{ {€s| "q}km–ya8s|±³uy t§°qy ~ pmy¬ >¿ #¶œ  %

(255) * #

(256) S

(257)   .

(258) (S/1

(259) 0o  `&d z d  c G e   O

(260) #&%

(261) ($x $ 'K "ƒƒ

(262) "#0o

(263) # .  o` d z d  c G e q ("  $ d    d $ !  $  ( d   d      <

(264) "$ T

(265) $

(266) ƒ9 "  $ u

(267)   `od z d  c G eOf q $< -o

(268) # d  fyd  .   . .  M.o °  &[ —²™™   š  Ã

(269)  d S

(270)    $ O$. . . . . *. %

(271)  g&%

(272) Z x

(273) B

(274) G

(275)  f ' d  c `&d  c G e `&dc G e , !  Z. . .  S

(276)  <

(277)   Çes `&d[c G e ª_egstaegc,u ~ kv´•e ~ pmuy–y¯4pmkm·yedpmkmaulZ u ~ ±³nw•‚s|kmuyw%–ykm©yew²ªl h + s + i G G `od[c egf `&d[c e  O ` kvl m  e { . . `Ma•km{»±³nw•‚+stkvuDw´• "{€s²q} tkm{|e ~ kmw staeÇ$q}–y "q}w•–ykrq}w ±³ tqyc,e§>uD |· u}±ileL‚+stkvuDw f•¬m’y¬ Ÿ s

(278) km{²kvw ~ ede ~ s|ae Ç$q}–D tqyw–ykrq}w²±³nw•‚s|kmuyw  `&d z e stqy·yedw2q}s s|a•eo©'q}pmne  f O ¬ŠºJeow•u'§ eL{‡s"q}ªpmkr{€aSq»{|ed tkme{ uy±O |eL{€npvst{ ‚duyw•‚ded twkmw–ostaKe N>£V¤ Pgkvs|e tq}s|kmuyw•{¬  › à Và ™  š  à   %

(279) 

(280) /

(281) 

(282) ƒ

(283) # `&d c G e% +   u

(284)  2=

(285) 

(286) "2

(287) B#$ !e    0 

(288)   : 9’ > `&d "! l c G e  `&d  c G e  `od "! l z d  c G e {  › Ã^ à t ¬  tuyckvs|e tq}s|kmuyw : ˆy.“ >+¢z§°ega•qB©ye. . .

(289). . . . `&d "! l c G e  &` d  c G e  `&d "! l z d  c G e   o` d  z d  c G e { `Ma•ePx• |uDx_u8{€kvs|kmuyw²±³uypmpvu'§Š{>±³ tuyc  `&d  ! l z d c G e q q}w ~  `od z d c G egf q ¬ >¿ #¶œ  %

(290) 

(291) /

(292) 

(293) S

(294) d  ) +  S/1 =

(295)    0 O

(296) # '  h s  [& i  j2kAl m j f { (*$ 5N $0o   # `od 1c G e %  +  S /1 .

(297) (S"2 Nƒ B

(298)  [  &  d "! l  d   f q {  . . .

(299). . .

(300). . . .

(301). . : Dˆ=> : y.> v|. jlk mjon.

(302)  

(303)  

(304)  ! "#$&%')( "*+-,.0/1"2

(305) #. ’'Ž. › Ã^ à t¬/`Mae:± qD‚+s s|a_q's ' d)  + km{ ª_uDnw ~ e ~ km{ {€s| "q}km–ya8s€±³uD |§Mq} ~ ±³ tuyc „O |uDx_u8{€kvs|kmuywJf2q}w ~ ®{‡¯ {|nc:xzstkvuDwJ’D¬ `$u {|au'§ `  e ¢!§°e/‚uDw•{|k ~ e stae²{|e¹8new•‚e;#  j2h kAl j %  + qyw ~¸~ edw•u}s|e²ªl #  j2h kAl j  %  + q ‚duywl©ye |–Dkvw•–{|nª•{|e¹8nedw_‚ey¬°Ç^eds# d  %  + ªIeoq:‚m uDwl©yed t–ykmw–:{€n•ª•{€eL¹8nedw•‚de u}± # d m %  + § kvs|a d k¡s"{ pmkvc:kvsŠx_uDkvw8s¬ ®{€kmw– : ˆ9’ >¢k¡sŠkr{MeqD{€»s|u«‚"ae‚"·»s|a•q}s¢z±³uDH  f s z{@{{az ZG¢ .

(306). .  .

(307).   .  .

(308).

(309) . mj. . [ &. . ±³ tuyc § akm‚"a

(310) kvs ±³uypmpvu'§Š{ ~ km te‚+stpv»s|a•q}s. . ih j j2kAl!m.

(311).

Références

Documents relatifs

Dans chaque ville et pour toutes les lignes de tramway considérées, il faudrait disposer des trafics avant et après ouverture d’une ligne et de plusieurs projections d’évolution

Le fait d’écrire à partir d’une oeuvre d’art visuelle ressemble à une forme de contrainte; nous croyons par ailleurs que cette pratique a eu un effet durable sur l’écriture

variables d'ordre psychologique: soit f.amiliale ou personnelle, soit so- ciale, soit professionnelle, soit une combinaison de ces facteurs. Ce patient a récupéré

For the two coolest objects in Figure 3.6, HD 4539 and PG 1716+426, both at Ta &lt; 27, 000 K, there is a good match between the predicted synthetic spectra and the FUSE data: the

lui inculquer le registre li'lquistioue, les l1abitudes alimen- taires et vestimentaires ainsi que le comportement des bour- geois de Québec. Pierrette Paul doit

La conciliation emploi-famille : des mesures à développer dans les milieux de travail Tableau 4 : Les dispositions favorisant la conciliation travailfamille dans les

Figure 2.4 Predicted (continuous lines) and observed values (filled circles: stands aged from trees with root collar; open circles: stands aged from trees without root collar)

Cette posture permet de dégager deux idées centrales : le poids des milieux professionnels locaux dans l’intermédiation et le transit des idées, modèles et pratiques