Artificial Neural Networks in the Simulation of a Real Scene

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    wlne `bkt~zmeo zln xbzczmbe xnp~azmeo gxbk c `baampmbe! s~mzn bgzne zln caobxmzlk kcfnp c

    gxc~j bg c fmej9

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    ns~czmbep ptn`mgm` zb zln omne bhin`z%

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    hnlcn ecz~xcaa} cej me zln pckn zmkn caobxmzlkp `xnczmeo zlmp ecz~xca+abbfmeo hnlcmb~x

    lcn zb hn pmktan neb~ol zb hn mktankneznj me c xncpbechan ckb~ez bg zmkn cej zlnmx

    xns~mxnknezp lcn zb caabw ~p zb `cxx} b~z pmk~aczmbep wmzlb~z ~ewceznj jnac}p%

    3%8% Tczl+Gmejmeo Caobxmzlkp

    Mepmjn zln conez mktanknezczmbe wn cxn gbx`nj zb kcfn jn`mpmbe pmkmacx zb zln chbn benp%

    Ce mktbxzcez! mg ebz zln kbpz mktbxzcez cptn`z bg zln Cxzmgm`mca Meznaamone`n kbj~an

    mktankneznj cp ce Cxzmgm`mca En~xca Enzwbxf bx me ce} bzlnx wc} mp zb kcfn jn`mpmbep

    chb~z zln obca zln `bezxbaanj bhin`z plb~aj cttxbc`l% Zln jn`mpmbe mp kcjn be zln hcpmp bg

    c``nppmhmamz} cej mktbxzce`n bg zln tbznezmca obcap% Zln mktbxzce`n bg zln obca mp ~p~caa} c

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    zln tczl-%

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    Hnabw M wb~aj amfn zb txnpnez zwb tbt~acx caobxmzlkp ~pnj zb `bkt~zn p~`l tczlp zln gmxpz

    ben mp ncp} zb mktanknez h~z xnaczmna} pabw! zln pn`bej mp gcpznx h~z lcxjnx zb txboxck%

    3%8%3% Gabbj Tczl+Gmejmeo

    Zln Gabbj Tczl+Gmejmeo caobxmzlk zcfnp cjcezcon bg zln oxctl+pncx`lmeo g~e`zmbecamz} bg zln

    Hxncjzl+Gmxpz Pncx`l knzlbj% Zln p~xgc`n zln bhin`z kbnp be mp jmmjnj mezb gmnajp bg zln

    pckn pmyn wlm`l cxn p~hpns~neza} zxncznj cp nxzm`np bg c oxctl% Zln wnmolzp bg `been`zmbep

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    jmggnxne`n bg cazmz~jnp hnzwnne zwb omne gmnajp cej"bx zln s~camz} bg zln p~xgc`n% Mz mp s~mzn

    `bkkbe zlcz mepzncj bg cppmoemeo c wnmolz zb nc`l njon wn jngmen c `bepzcez ca~n gbx zln

    wlban nxzn| zln `bpz bg zxcnameo zlxb~ol zln `bxxnptbejmeo gmnaj% Zlmp pmktamgm`czmbe kc}

    nej ~t me wxbeo xnp~azp% Gbx n|cktan! mg zln `c~pn bg zln lmol kbnknez `bpz mp zln

    jmggnxne`n bg cazmz~jnp hnzwnne zwb gmnajp obmeo ~tlmaa mp kbxn n|tnepmn zlce obmeo

    jbwelmaa wlcz kncep zlcz mz mp zln jmxn`zmbe bg kbnknez zlcz kczznxp! ebz c pmktan gc`z bg

    kbmeo zlxb~ol c tcxzm`~acx gmnaj% Lbwnnx! me kbpz `cpnp! wn `ce `bepnez zb zlmp gacw cej me

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    Jngmemzmbep9

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    zbzca `bpz bg zxcnameo gxbk zln pzcxzmeo tbmez zb zln ebjn%

    c``nppmhan,ebjn- xnz~xep ZX^N mg zln ebjn mp c``nppmhan ,m%n% mg mz mp tbppmhan zb

    zxcna zlxb~ol mz- bxGCAPN bzlnxwmpn%

    btneRampz c ampz bg ebjnp tnejmeo gbx txb`nppmeo%

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    `abpnjRampz c ampz bg caxncj} txb`nppnj ebjnp%

    tczl c tczl hnzwnne zln pzcxzmeo cej zln nejmeo tbmez me c gbxk bg c ampz%

    Zln caobxmzlk9

    Zln caobxmzlk xn`nmnp zln pzcxzmeoRebjn cej zln nejmeoRebjn mc tcxcknznxp%

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    lman zx~n hnome

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    nej mg

    nej mg

    nej gbx

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    nej lman

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    Ebw! zb `bepzx~`z c ampz bg ebjnp hnabeomeo zb zln tczl wn ennj zb txb`npp zlmp pzx~`z~xn

    cej! pzcxzmeo gxbk zln nejmeo ebjn! me nc`l mznxczmbe pncx`l gbx c ebjn `been`znj wmzl b~x

    c`z~ca ben p~`l zlcz zln `bxxnptbejmeo nezx} me zln zbzcaR`bpz pzx~`z~xn lcp zln kmemkca

    ca~n ,h~z ~ejnx zln `bejmzmbe zlcz zln ca~n wcp `bkt~znj h} zln caobxmzlk zlmp mp wl} cz

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    lman zln c`z~caRebjn mp ebz zln pzcxzmeoRebjn hnome

    kmemkcaRebjn ; emakmemkcaRebjn ; &megmemz}

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    nej mg

    nej gbx

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    nej lman

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    n|tacmenj hnabw%

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    zln obca ca~n ,o- mp zln `bpz zb onz gxbk zln pzcxzmeo ebjn zb zln omne ben%

    zln ln~xmpzm` ca~n , l - mp zln npzmkcznj `bpz + bx jmpzce`n + zb onz gxbk zln omne ebjn zb

    zln obca%

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    pabwnx mepnxzmbe% Zln bzlnx tbppmhmamz} mp zb lcn ce ~epbxznj ampz wlnxn mepnxzmbe mp gcpz! h~z

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    Zln tpn~jb+`bjn gbx zln C) caobxmzlk abbfp cp gbaabwp9

    memzmcamyn caa nanknezp bg zln zbzcaR`bpz pzx~`z~xn Qzb ce cxzmgm`mca wca~n mejm`czmeo zlcz zln zbzca Q`bpz gbx zlmp nanknez cp ebz `bkt~znj%

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    "" be zln btneRampz

    lman zln btneRampz mp ebz nktz} hnome

    H 9; onzRebjnRmzlRabnpzRg,btneRampz-

    mg H ; obcaRebjn zlne hxncf gxbk zln lman abbt

    mg zln btneRampz mp nktz} zlnexnz~xe nxxbx9 c tczl `ceebz hn gb~ej

    gbx nwnx} ebjn `been`znj zb H ,febe cp @- hnomemg c``nppmhan,@- ; zx~n zlne hnome

    z 9; H%o & `bpz,H!@-

    mg @ mp be zln `abpnjRampz cej zbzcaR`bpz,@- 5 z zlnezbzcaR`bpz,@- 9; @%o 9; z

    napn mg @ mp ebz be zln `abpnjRampz zlne hnomezbzcaR`bpz,@- 9; @%o 9; z@%l 9; `bkt~znRjmpzce`n,H!obcaRtbmez-

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    @%g 9; @%o & @%lcjj @ zb zln btneRampz

    nej mg

    nej mg

    nej gbx

    nej lman

    Mg zln tczl+gmejmeo wcp p~``nppg~a zln caobxmzlk pnzp zln nezxmnp bg zln zbzcaR`bpz

    pzx~`z~xn zb `bpzp bg zxcnameo gxbk zln pzcxzmeo tbmez zb gmnajp `bxxnptbejmeo zb zln nezxmnp

    lbwnnx! `bezxcx} zb zln Gabbj Tczl+Gmejmeo Caobxmzlk! C) pzcxzp mzp txb`nppmeo gxbk zln

    kbpz txbkmpmeo ebjnp! tcppmeo bnx zln kcibxmz} bx nne caa bg zln ebjnp wlm`l jb ebz

    hnabeo zb zln tczl! pb mz mp nx} txbhchan zlcz mz wmaa gmej zln tczl k~`l kbxn s~m`fa} zlce zln

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    ebjnp wmaa txnpnxn zlnmx cxzmgm`mca ca~n wlm`l zln} wnxn memzmcamynj zb cz zln hnomeemeo bg zln

    caobxmzlk%

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    `lctznx%

    3%0% @baan`zmeo jczc chb~z zln wbxaj

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    3%0%3% _c}tbmezp

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    wmzl jngmenj tbmezp me zln p`nen cej `bezcmemeo megbxkczmbe chb~z p~xxb~ejmeop bg zlnpn

    tbmezp% Zln bhin`zp wc}tbmezp lcn eb tl}pm`ca `lcxc`znxmpzm`p! me bzlnx wbxjp% zln} cxn

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    ebz mpmhan mepmjn zln pmk~aczmbe cej `ceebz meznxc`z wmzl bzlnx bhin`zp! h~z zln} cxn ~pnj cp

    pb~x`np bg megbxkczmbe% Ce conez kc} cpf zln pmk~aczmbe zb gmej mzp `abpnpz wc}tbmez cej

    pnej megbxkczmbe pzbxnj h} zln wc}tbmez zb zln conez%

    Ctcxz gxbk bzlnx jczc c wc}tbmez kc} pzbxn mjnezmgmnxp bg tczlp mz hnabeop zb% Zlcz mp! wmzl zln

    lnat bg c wc}tbmez mz mp tbppmhan zb `baan`z megbxkczmbe wlnxn ce conez `ce cxxmn mg mz gbaabwp

    zln tczl ancjmeo zlxb~ol zlcz wc}tbmez% Zlcefp zb zlmp pba~zmbe zln tczl+gmejmeo caobxmzlk

    ,amfn gbx n|cktan Gabbj Tczl+Gmejmeo! bx C)- jbnp ebz lcn zb txb`npp c acxon `baan`zmbe bg

    ebjnp `xncznj gbx zln tczl+gmejmeo bea}! h~z mz `ce ~pn wc}tbmezp wlm`l caxncj} n|mpz me zln

    pmk~aczmbe cej cxn abbpna} `b~tanj ,m%n% k~`l anpp wc}tbmezp zlce ebjnp cxn ~pnj zb ptce zln

    pckn p~xgc`n-! pb zlnxn mp k~`l anpp zb txb`npp%

    Zln kcme amkmzczmbe bg zln wc}tbmez kn`lcempk mp zln gc`z zlcz wc}tbmezp pzbxn bea} pzczm`

    jczc chb~z zlnmx p~xxb~ejmeop! zlcz mp jczc wlm`l jbnp ebz `lceon j~xmeo zln pmk~aczmbe% Mg

    j~n zb c pbkn fmej bg ce nnez ,gbx n|cktan mg cebzlnx! hmo bhin`z hab`fp mz- c tczl ancjmeo

    zlxb~ol ben bg zln wc}tbmezp `njnp zb n|mpz! zln wc}tbmez wmaa pzmaa pnej megbxkczmbe zlcz mz mp

    tbppmhan zb zxcna zln tczl% Bg `b~xpn! wn `ce mktanknez ce caobxmzlk wlm`l wmaa `ln`f! me

    xno~acx meznxcap bg zmkn! zln camjmz} bg caa wc}tbmezp! h~z mz mp c zmkn+n|tnepmn txb`npp-%

    _lcz mp kbxn! wc}tbmezp jb ebz pzbxn megbxkczmbe chb~z kbhman bhin`zp kbmeo me zlnmx

    p~xxb~ejmeop% Zlnxngbxn wn ennj zb mktanknez cjjmzmbeca g~e`zmbecamz} nechameo ~p zb

    jnznxkmen wlm`l bg zln xnkcmemeo kbhman bhin`zp cxn mpmhan zb b~x conez ,zln wc} bg

    mktanknezmeo p~`l g~e`zmbecamz} mp txbtbpnj me zln gbaabwmeo p~h+`lctznx-%

    Zb p~kkcxmyn! `baan`zmeo jczc wmzl zln ~pn bg c wc}tbmez kn`lcempk abbfp me cgbaabwmeo wc}9`abpnpzRc}tbmez;e~aa`abpnpzRc}tbmezRjmpzce`n;&megmemz}

    gbx nwnx} c}tbmez be zln p`nen ,febe cp `~xxnezRc}tbmez- hnomemg `abpnpzRc}tbmezRjmpzce`n 5 `~xxnezRc}tbmezRjmpzce`n zlne hnome

    `abpnpzRc}tbmezRjmpzce`n 9; `~xxnezRc}tbmezRjmpzce`n`abpnpzRc}tbez 9; `~xxnezRc}tbmez

    nej mgnej gbx

    onz pzczm` jczc chb~z p~xxb~ejmeop gxbk zln `abpnpzRc}tbmez

    gbx nwnx} kbhmanRbhin`z be zln p`nen hnome`ln`f mg kbhmanRbhin`z mp wmpmhan

    "" mzl zln `cknxc g~e`zmbecamz}! gbx n|cktan

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    mg mz mp wmpmhan zlne onz jczc chb~z zln kbhmanRbhin`znej gbx

    3%0%8% @cknxc

    Cebzlnx wc}! kbxn xncampzm` gxbk zln tbmez bg mnw bg zln pmk~aczmbe bg c xnca p`nen h~z me

    zln pckn zmkn kbxn pbtlmpzm`cznj mp zb mktanknez ce bhin`z ~pnj cp c `cknxc ,bx n}np- bg

    ce conez% Zln `cknxc bhin`z `bezcmep9

    jczc jngmemeo mzp ab`czmbe be zln p`nen!

    zln jmxn`zmbe mz mp z~xenj zb!

    pbkn `begmo~xczmbe tcxcknznxp jnp`xmhmeo! gbx n|cktan! zln s~camz} bg zln tm`z~xn!

    cej ce caobxmzlk jnznxkmemeo wlcz tcxz bg zln p`nen mp mpmhan zb zln `cknxc%

    Zln `cknxc cpfp zln pmk~aczmbe gbx jczc bg caa bhin`zp me zln mpmhan cxnc cej xnz~xep mz zb mzp

    conez me zln gbxk jngmenj h} zln jnpmoenx%

    Lbwnnx! ce mktanknezczmbe xngnxxmeo zb zln wc} c xnca `cknxc wbxfp lcp pbkn pnxmb~p

    jmpcjcezconp% Zln kbjna bg c xnca `cknxc plb~aj `bepmpzp bg zln gbaabwmeo `lcxc`znxmpzm`p9

    zln lbxmybezca ceoan bg mnw! zln nxzm`ca ceoan bg mnw cej zln s~camz} bg zln tm`z~xn%

    Megbxkczmbe chb~z zln ceoanp nechanp zln caobxmzlk zb `bkt~zn zln cxnc bg zln p`nen mpmhan zb

    zln `cknxc% Megbxkczmbe chb~z zln s~camz} bg zln tm`z~xn mp ~pnj zb jnznxkmen lbw gcmez zlntm`z~xn bg ce conez kc} hn zb hn pzmaa mjnezmgmchan3%

    Zln lbxmybezca cej nxzm`ca ceoan bg mnw anz zln caobxmzlk `bkt~zn zwb ebxkcamynj n`zbxp

    hnmeo zln bttbpmzn njonp bg c `ben wlbpn zbt mp tac`nj me zln tbmez zln `cknxc mp ab`cznj%

    Zb jnznxkmen mg c omne bhin`z mp mpmhan wn `bkt~zn c n`zbx wmzl zln hnomeemeo me zln

    ab`czmbe bg zln `cknxc cej zln nej me zln ab`czmbe bg zln bhin`z% Zlne wn ebxkcamyn zln n`zbx

    cej `ln`f wlnzlnx mz gcaap mezb zln meznxca gm|nj h} zln `ben%

    wn`zbxRebxkcamynj 9; ebxkcamyn,wn`zbx-

    3 _n cpp~kn zlcz mz mp ebz en`nppcx} zb mjnezmg} ce bhin`z i~jomeo gxbk mzp plctn! `bab~x! bx hnlcmb~x% Mg cebhin`z mp mpmhan wmzl p~ggm`mnez s~camz}! cej mp ebz n`amtpnj h} cebzlnx bhin`z! mz mp mjnezmgmnj mkknjmczna} zlcz mp! zln pmk~aczmbe pnejp zb zln conez megbxkczmbe chb~z zln bhin`z! cabeo wmzl mzp mjnezmgmnx% Zlnkn`lcempk bg mjnezmgm`czmbe bg bhin`zp mp ebz zln p~hin`z bg zlmp wbxf%

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    mg wn`zbxRebxkcamynjR| 1; `benRnjon3R| BXwn`zbxRebxkcamynjR| 5; `benRnjon8R| BXwn`zbxRebxkcamynjR} 1; `benRnjon3R} BXwn`zbxRebxkcamynjR} 5; `benRnjon8R} BXwn`zbxRebxkcamynjRy 1; `benRnjon3Ry BXwn`zbxRebxkcamynjRy 1; `benRnjon8Ry zlne

    xnz~xe nxxbx9 zln bhin`z mp ebz me zln wmpmhan cxnc

    Mg zln n`zbx lcttnep zb hn mepmjn zln `ben zln caobxmzlk `ln`fp wlnzlnx mzp aneozl mp pkcaanx

    zlce zln ca~n jnp`xmhnj h} zln s~camz} bg zln tm`z~xn% Mg mz mp ebz! zln bhin`z mp zbb gcx cwc} zb

    hn mjnezmgmchan%

    wn`zbxR| 9; bhin`zRab`czmbeR| + conezRab`czmbeR|wn`zbxR} 9; bhin`zRab`czmbeR} + conezRab`czmbeR}wn`zbxRy 9; bhin`zRab`czmbeRy + conezRab`czmbeRy

    aneozl 9; `bkt~znRaneozl,wn`zbx-

    mg aneozl 5 `bkt~znRkc|Raneozl,tm`z~xnRs~camz}- zlnexnz~xe nxxbx9 zln tm`z~xn bg zln bhin`z mp zbb gcmez

    Mg zln s~camz} bg zln tm`z~xn mp p~ggm`mnez neb~ol! wn `ce kbn zb zln en|z pznt! zlcz mp! zb

    `ln`f mg mz mp ebz n`amtpnj h} cebzlnx bhin`z% Zb jb mz zln `cknxc ~pn ce ABP ,Amen Bg Pmolz-

    caobxmzlk% Me mzp pmktanpz gbxk! zln amen+bg+pmolz caobxmzlk hameja} tnxgbxkp c pnxmnp bg

    n|tnepmn xc}+tba}obe meznxpn`zmbep! zx}meo zb gmej b~z wlnzlnx c omne bhin`z (`baamjnp( wmzl

    zln amen bg pmolz% ]b~ `ce gmej c kbxn pbtlmpzm`cznj cej btzmkmynj pba~zmbe me VCMOT_40[%

    ^p~caa}! knzlbjp bg btzmkmyczmbe hcpn be kmemkmymeo zln e~khnx bg meznxpn`zmbep wlm`l

    ennj zb hn `bkt~znj%

    Ennxzlnanpp! zlmp pba~zmbe mp nx} n|tnepmn%

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    8% Bzlnx knzlbjp bg mktanknezmeo Cxzmgm`mca Meznaamone`n cp

    jn`mpmbe+kcfmeo ~emzp gbx conezp kbmeo me pmk~aczmbep bg c

    xnca p`nen%

    8%3% Gmemzn Pzczn Kc`lmenp

    Gmemzn Pzczn Kc`lmenp ,GPK-! capb febwe cp Gmemzn Pzczn C~zbkczmbe ,GPC- cxn kbjnap bg

    zln hnlcmbxp bg ce conez! wmzl c amkmznj e~khnx bg jngmenj `bejmzmbep bx kbjnp! wlnxn

    kbjn zxcepmzmbep `lceon jntnejmeo be jczc `bkmeo gxbk zln conez/p pnepbxp% Gmemzn pzczn

    kc`lmenp `bepmpz bg : kcme nanknezp9

    pzcznp wlm`l jngmen hnlcmbx cej kc} txbj~`n c`zmbep

    pzczn zxcepmzmbep wlm`l cxn kbnknez gxbk ben pzczn zb cebzlnx

    x~anp bx `bejmzmbep wlm`l k~pz hn knz zb caabw c pzczn zxcepmzmbe

    met~z nnezp wlm`l cxn nmzlnx n|znxecaa} bx meznxecaa} onenxcznj! wlm`l kc} tbppmha}

    zxmoonx x~anp cej ancj zb pzczn zxcepmzmbep

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    C gmemzn pzczn kc`lmen txnpnxnp mzp `~xxnez pzczn wlm`l mp zln xnp~az bg zln acpz pzczn zxcepmzmbe%

    Xn`nmnj met~z nnezp c`z cp zxmoonxp! wlm`l `c~pn ce nca~czmbe bg pbkn fmej bg zln x~anp

    zlcz obnxe zln zxcepmzmbep gxbk zln `~xxnez pzczn zb bzlnx pzcznp% GPK mp z}tm`caa} ~pnj cp c

    z}tn bg `bezxba p}pznk wlnxn febwanjon mp xntxnpneznj me zln pzcznp! cej c`zmbep cxn

    `bepzxcmenj h} x~anp%

    C gmemzn pzczn kc`lmen mktankneznj c``bxjmeo zb zlnpn txme`mtanp mp jnznxkmempzm`! me bzlnx

    wbxjp% gbx zln pckn met~z cej zln pckn `~xxnez pzczn mz xnp~azp me zln pckn pzczn zxcepmzmbe

    ,h~z! `bezxcx} zb cxzmgm`mca en~xca enzwbxfp `lcxc`znxmpzm`p jnp`xmhnj hnabw! c gmemzn pzczn

    kc`lmen kc} hn txboxckknj zb omn jmggnxnez b~zt~z gbx zln pckn met~z jczc pme`n mz

    xnknkhnxp! cej caznxecznp! mzp meznxeca pzczn-%

    8%3%3 @lcxc`znxmpzm`p bg GPK

    Xnaczmna} pmktan zb jnpmoe cej mktanknez + zln jnpmoe mp nx} ncp} zb xntxnpnez be c

    oxctl! kcfmeo mz ncp} zb zxcepgnx gxbk zln jnpmoe tlcpn zb zln `bjmeo tlcpn%

    Txnjm`zchan! omne c pnz bg met~zp cej c febwe `~xxnez pzczn! zln pzczn zxcepmzmbe `ce hn

    txnjm`znj! caabwmeo gbx ncp} znpzmeo%

    Nggm`mnez! j~n zb zlnmx jnpmoe pmktam`mz}%

    Zln txnjm`zchan ecz~xn bg jnznxkmempzm` GPKp `ce hn ~ewceznj me pbkn jbkcmep p~`l

    cp `bkt~znx ocknp cej cxzmgm`mca amgn + zlmp jmpcjcezcon kc} hn cbmjnj h} cjjmeo c

    gc`zbx bg ~etxnjm`zchmamz}! amfn ce cjjmzmbeca met~z `bkmeo gxbk c xcejbk e~khnxp

    onenxczbx%

    Ebz p~mznj zb caa txbhank jbkcmep! plb~aj bea} hn ~pnj wlne c p}pznkp hnlcmbx `ce

    hn jn`bktbpnj mezb pntcxczn pzcznp wmzl wnaa jngmenj `bejmzmbep gbx pzczn zxcepmzmbep%

    Zlmp kncep zlcz caa pzcznp! zxcepmzmbep cej `bejmzmbep ennj zb hn febwe ~t gxbez cej

    hn wnaa jngmenj%

    Zln `bejmzmbep gbx pzczn zxcepmzmbep cxn gm|nj + zlmp jmpcjcezcon kc} hn bkmzznj wmzl

    cjjmeo g~yy} abom` g~e`zmbecamz} zb zln `bejmzmbep%

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    Jmpzce`n Met~z Xceon

    Jmpzce`n Wca~n

    Plbxz 4%44 + 4%:>Knjm~k 4%0> + 4%?>

    Abeo 4%7> + 3%44

    Jceonx Met~z Xceon

    Jceonx Wca~n

    Abw 4%44 4%>4Knjm~k 4%04 4%?4

    Lmol 4%7> 3%44

    Zbonzlnx! zlnpn met~z xceonp `xnczn g~yy} knkhnxplmt pnzp%

    Zln conez ennjp zb pnan`z c hnlcmbx gxbk mzp ccmachan hnlcmbx pnz ,c zchan hnabw-% Mz `ce x~e

    cwc} gxbk zln bhin`z! `bkn `abpnx zb mz! bx hnlcn cp mg zln bhin`z/p n|mpzne`n lcj eb

    kncemeo%

    Tbppmhan xnc`zmbepX~e cwc}Pzc} en~zxca

    @bkn `abpnx

    Zb `lbbpn zln hnpz hnlcmbx zln G~yy} Abom` Cx`lmzn`z~xn `ln`fp zln lcpl+zchan wlm`l zcfnp

    g~yy} knkhnxplmt pnzp mjnezmgmnxp cp tcxcknznxp cej xnz~xep zln mjnezmgmnx bg hnlcmbx

    cppb`mcznj wmzl zln txbj~`z bg zlnpn pnzp% Zln gbaabwmeo zchan plbwp caa tbppmhan cepwnxp%

    Hnlcmb~x lcpl+zchan

    Jmpzce`n

    Jceonx

    Plbxz Knjm~k Abeo

    Abw Pzc} en~zxca @bkn abpnx @bkn abpnx Knjm~k X~e cwc} Pzc} en~zxca @bkn `abpnxLmol X~e cwc} X~e cwc} Pzc} en~zxca

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    Me zlmp n|cktan zln jmpzce`n mp plbxz cej zln jceonx mp knjm~k"lmol pb C jn`mjnp zb x~e

    cwc}% Mg zln jmpzce`n wcp knjm~k zln conez wb~aj lcn c tbppmhmamz} zb `lbbpn hnzwnne

    pzc}meo en~zxca cej x~eemeo cwc} me p~`l `cpnp zln jn`mpmbe mp kcjn h} `lbbpmeo c xcejbk

    e~khnx cej `bktcxmeo mz zb c txnmb~pa} jngmenj `bnggm`mnez%

    C G~yy} Abom` Cx`lmzn`z~xn kc} `bezcme kbxn zlce ben lcpl+zchan nc`l `been`znj zb c

    jmggnxnez knkhnxplmt pnz% Zlmp wc} ce conez mp chan zb kcfn c e~khnx bg tcxcaana jn`mpmbep!

    gbx n|cktan ctcxz gxbk x~eemeo cwc} mz kc} jn`mjn zb pnej c knppcon chb~z zln jceonx zb

    cebzlnx conez ,bx mz kc} jn`mjn ebz zb pnej ce} knppcon mg zln jceonx mp ebz hmo neb~ol bx mg

    `bejmzmbep b``~x wlm`l xnp~az me xnin`zmeo zlmp tbppmhmamz} zln hcpmp bg gan|mhmamz} bg G~yy}

    Abom` Cx`lmzn`z~xnp mp zln gc`z zlcz p~`l jn`mpmbep cxn hnmeo kcjn me tcxcaana6 zln} cxn ebz

    xnp~azp bg hnlcmb~x `bkmeo gxbk bea} ben pb~x`n-%

    8%8%3 @lcxc`znxmpzm`p bg GAC

    Pmktan! ncp} zb jnh~o%

    Me `bezxbnxpmca pmz~czmbep mz kc} omn ~etxnjm`zchan cepwnxp! zl~p pmk~aczmeo

    hnlcmb~x bg c ammeo bxocempk%

    J~n zb zln chmamz} bg ~pmeo kbxn zlce ben lcpl+zchan mz caabwp zln jnpmoenx zb ncpma}

    jmmjn zln pmz~czmbe mezb tcxcaana `bktbenezp%

    Ebz ~emnxpca g~yy} knkhnxplmt pnzp lcn zb hn jngmenj pntcxczna} gbx nc`l

    cttam`czmbe bg c G~yy} Abom` Cx`lmzn`z~xn%

    Lcxj zb n|tcej `xnczmeo c enw meznxca me c xceon xns~mxnp cjjmeo c enw

    xbw"`ba~ke zb nc`l lcpl+zchan wlm`l ~pnp zln xceon% Gbx zln pckn xncpbe hmo cej

    pbtlmpzm`cznj GAC `ce hn s~mzn knkbx} n|tnepmn%

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    0% Ptn`mgm`p bg mktanknezczmbe bg ce Cxzmgm`mca En~xca

    Enzwbxf cp c jn`mpmbe+kcfmeo ~emz

    Ce Cxzmgm`mca En~xca Enzwbxf! mktankneznj me `bktamce`n wmzl zln Bhin`z Bxmneznj

    Txboxckkmeo tcxcjmok! jxcwp me gncz~xnp bg c hac`f hb|% Ce conez tcppnp zb mz jczc me zln

    gbxk bg c n`zbx bg e~khnxp! pzcxzp zln txb`nppmeo cej! p~hpns~neza}! `baan`zp zln cepwnx!

    capb me zln gbxk bg c n`zbx bg e~khnxp% Zln meznxknjmczn pzcznp wlm`l b``~x j~xmeo zln

    txb`nppmeo bg ce C%E%E% lcn eb kncemeo zb zln conez cej zb zln ~pnx% Nne kbxn! zln} cxn

    cakbpz `bktanzna} ebz ~ejnxpzcejchan% _n cxn chan zb pc} wlcz mp zln kncemeo bg zln met~z

    n`zbx hn`c~pn mz mp `xncznj be zln hcpmp bg megbxkczmbe tcppnj zb zln enzwbxf gxbk zln

    b~zpmjn zln met~z n`zbx mp c xngan| bg zln `~xxnez pzczn bg zln conez cej mzp p~xxb~ejmeop%Capb! wn cxn chan zb meznxtxnz zln cepwnx cej n|zxc`z megbxkczmbe chb~z c`zmbep zln conez

    plb~aj kcfn% H~z wn cxn ebz chan zb jnp`xmhn wlcz jb meznxknjmczn pzcznp knce wlcz jbnp

    zln n`zbx bg pmoecap bg ben bg zln meznxmk mznxczmbep me zln Lbtgmnaj kbjna knce! bx wlcz zln

    en~xbep bg zln lmjjne ac}nx me zln tnx`ntzxbe+hcpnj enzwbxf `bxxnptbej zb%

    Zln jnpmoe bg ce Cxzmgm`mca En~xca Enzwbxf cp c hac`f hb| lcp ben nx} mktbxzcez cjcezcon

    mz mp `bktanzna} mejntnejnez gxbk zln mktanknezczmbe bg zln conez cej zln xnca p`nen% Zln

    `bjn xnptbepmhan gbx `benxpmbe bg jczc mezb zln gbxk ~ejnxpzcejchan zb zln enzwbxf mp

    mktankneznj me zln conez! ebz me zln C%E%E%! cp wnaa cp zln `bjn xnptbepmhan gbx `benxpmbe

    bg zln cepwnx mezb zln gbxk ~ejnxpzcejchan gbx zln xnpz bg zln cttam`czmbe% Be zln `bezxcx}!

    zln `bjn bg zln C%E%E% mzpnag kc} hn ~pnj wmzlb~z ce} `lceonp zb pban nx} jmggnxnez

    txbhankp pzcxzmeo gxbk lcej+wxmzmeo xn`boemzmbe! zb gbxn`cpzmeo bg pzb`f n|`lceon mejn|np!

    zb `bezxbaameo c pmk~acznj! bx c xnca xbhbz"nlm`an%

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    Capb zln Cxzmgm`mca En~xca Enzwbxf ancxemeo caobxmzlk mp mejntnejnez gxbk zln nemxbeknez

    mz wbxfp me% Cecabom`caa} zb ~pmeo ce caxncj} zxcmenj en~xca enzwbxf! zln h~xjne bg

    meznxtxnzczmbe bg jczc ac}p me zln mktanknezczmbe bg zln conez% Zln C%E%E% pmkta} xn`nmnp c

    pnz bg met~z n`zbxp cabeo wmzl cppb`mcznj b~zt~z n`zbxp% Zln zxcmemeo txb`npp zcfnp tac`n

    mepmjn zln hac`f hb|%

    0%3% @bezxbaameo ce bhin`z

    Me k} tctnx M gb`~p be zln acpz bg zln chbn+knezmbenj zlxnn n|cktanp bg ~zmamymeo ce

    Cxzmgm`mca En~xca Enzwbxf9 `bezxbaameo c nlm`an ,me zln `cpn bg k} zlnpmp mz mp c pmk~acznj

    ben-% _mzl zlmp cpp~ktzmbe wn `ce pc} pbknzlmeo kbxn chb~z zln knzlbjp bg meznxtxnzczmbe

    bg `baan`znj jczc cej zln cepwnxp%

    Ctcxz gxbk zln jn`mpmbe+kcfmeo ~emz zln kbpz mktbxzcez nanknezp bg zln conez

    mktanknezczmbe cxn

    pnepbxp c kn`lcempk bg `baan`zmeo jczc gxbk zln nemxbeknez!

    nggn`zbxp c kn`lcempk bg c`zmeo ~tbe zln nemxbeknez%

    ce c``~k~aczbx"neomen `baan`zmeo cej jmpzxmh~zmeo nenxo} wlm`l mp ennjnj zb tnxgbxk

    c`zmbep!

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    meznxeca pnepbxp + c kn`lcempk bg `baan`zmeo jczc chb~z zln meznxeca pzczn bg zln conez%

    Z ln jn`mpmbe+kcfmeo ~emz xn`nmnp megbxkczmbe chb~z zln pmz~czmbe bg zln conez! me bzlnx

    wbxjp% chb~z zln `~xxnez pzczn bg zln tcxz bg zln pmk~acznj p`nen zlcz mp mpmhan ,jczc `baan`znj

    ~pmeo zln n|znxeca pnepbxp! gbx n|cktan c `cknxc- cej chb~z zln meznxeca pzczn bg zln conez

    ,gbx n|cktan! ckb~ez bg nenxo} pzbxnj me zln c``~k~aczbx-% Zlmp jczc mp gmaznxnj cej

    `benxznj zb ce met~z n`zbx wlm`l mp p~hpns~neza} tcppnj zb zln En~xca Enzwbxf% Zln

    enzwbxf `bkt~znp zln cepwnx wlm`l mp acznx be `benxznj zb zln mjnezmgmnx bg c xnc`zmbe zln

    conez plb~aj kcfn% Zln xnc`zmbe mjnezmgmnx mp tcppnj zb zln conez cej xnp~azp me9

    `baan`zmeo gxbk zln c``~k~aczbx nenxo} ennjnj zb tnxgbxk ce c`zmbep

    tnxgbxkmeo ce c`zmbe jnp`xmhnj h} zln mjnezmgmnx

    0%8% Zln n|znxeca knkbx}

    Mz wb~aj ebz hn zln hnpz pba~zmbe zb omn zln En~xca Enzwbxf ce met~z n`zbx jnp`xmhmeo zln

    pmz~czmbe bg zln conez jmxn`za}% Gmxpz! mg zln conez mp ~tjcznj ,pnn Jngmemzmbep `lctznx!

    c`z~camyczmbe bg ce conez- bgzne neb~ol zln pmz~czmbe xcxna} `lceonp hnzwnne zwb p~hpns~nez

    z~xep% Cej mg zln pmz~czmbe jbnp ebz `lceon zln met~z n`zbx mp zln pckn pb ce Cxzmgm`mca En~xca

    Enzwbxf ,cpp~kmeo zlcz mzp mktanknezczmbe jbnp ebz ~pn xcejbk e~khnxp onenxczbx zb caznxzln pmoecap- wmaa omn zln pckn cepwnx cp me zln txnmb~p z~xe% Zlnxngbxn mz wb~aj hn

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    xnknkhnxnj ben mg zln pmz~czmbep cxn mjnezm`ca zlnxn mp eb ennj zb ~pn zln En~xca Enzwbxf%

    Pn`bej! ~p~caa} zlnxn cxn bea} c gnw bhin`zp me zln p~xxb~ejmeo bg zln conez zlcz cxn mktbxzcez

    zb mzp txb`npp bg kcfmeo jn`mpmbe% Me p~`l pmz~czmbe tcppmeo caa jczc chb~z zln p~xxb~ejmeo zb

    zln En~xca Enzwbxf! cej gbx`meo mz zb gmaznx mktbxzcez megbxkczmbe h} mzpnag! mp ce nebxkb~p

    wcpzn bg xnpb~x`n! ebz zb knezmbe zlcz zln txb`npp bg zxcmemeo c En~xca Enzwbxf zb wbxf

    ~ejnx p~`l `bejmzmbep wb~aj hn nx} lcxj mg ebz mktbppmhan%

    Zln pba~zmbe zb zlmp txbhank mp zb gmaznx b~z ~emktbxzcez jczc wmzl zln ~pn bg ce n|znxeca

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    `bt} bg megbxkczmbe chb~z zln p`nen% Zln conez `baan`zp jczc gxbk zln p~xxb~ejmeop cej

    `ln`fp mg `bxxnptbejmeo nezxmnp bg zln n|znxeca knkbx} ennj zb hn ~tjcznj% Mg }np! zln ~tjczn

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    mp tnxgbxknj cej zln conez pnzp c gaco mejm`czmeo zlcz zln pmz~czmbe lcp `lceonj cej mz mp

    ennjnj zb ac~e`l zln Cxzmgm`mca En~xca Enzwbxf% Zlne zln caobxmzlk n|zxc`zp gxbk zln

    n|znxeca knkbx} megbxkczmbe chb~z bhin`zp mktbxzcez zb zln txb`npp bg jn`mpmbe+kcfmeo

    cej hcpmeo be zlmp jczc zln met~z n`zbx mp `xncznj%

    Zb mktanknez ce n|znxeca knkbx} wn ennj c zwb+ bx zlxnn+jmknepmbeca cxxc} wlbpn nezxmnp

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    xntxnpnezczmbe bg zln p`nen% Zln `bbxjmecznp bg zln nezxmnp `bxxnptbej zb `bbxjmecznp bg gmnajp

    bg zln pmk~acznj p`nen ,zln p`nen mp cxzmgm`mcaa} jmmjnj mezb c oxmj nc`l gmnaj me zln oxmj mp

    jnp`xmhnj h} ben nezx}-% Mg zln p`nen mp pkcaa! zln n|znxeca knkbx} cxxc} kc} ptce zln wlban

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    p`nen mezb cxncp mg zln conez ancnp zln cxnc! zln `beznezp bg zln knkbx} cxn nxcpnj cej zln

    `bbxjmecznp cxn xnjngmenj%

    0%0% Znc`lmeo ce Cxzmgm`mca En~xca Enzwbxf

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    ennj zb txntcxn c zxcmemeo pnz `bepmpzmeo bg tcmxp bg jczc ,pmz~czmbe! xnc`zmbe-% Cgznx txntcxmeo

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    n`zbxp cxn tcppnj zb zln Cxzmgm`mca En~xca Enzwbxf cej zln txb`npp bg zxcmemeo pzcxzp%

    Gxbk zln tbmez bg mnw bg c jn`mpmbe+kcfmeo ~emz! ce Cxzmgm`mca En~xca Enzwbxf mp c lnznxb+

    cppb`mczmn knkbx} zlcz mp! gbx c omne met~z mz zxmnp zb gmej ce b~zt~z n`zbx `bxxnptbejmeo

    zb ce met~z tczznxe ,xnknkhnxnj j~xmeo zln zxcmemeo txb`npp- wlm`l mp zln kbpz pmkmacx zb zln

    omne met~z% Zln xnknkhnxnj met~z tczznxe cej zln xnknkhnxnj b~zt~z n`zbx jb ebz lcn zb

    hn mjnezm`ca%

    Zln knzlbj bg zxcmemeo ce Cxzmgm`mca En~xca Enzwbxf jntnejp be zln ~pnj C%E%E% kbjna%

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    0%:% Txbtbpnj Cxzmgm`mca En~xca Enzwbxf kbjnap

    0%:%3% Zln Lbtgmnaj kbjna

    Zln Lbtgmnaj kbjna wcp txbtbpnj h} Ible Lbtgmnaj bg zln @camgbxemc Mepzmz~zn bg

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    wnmolz kczxm| cp gbaabwp9

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    _lnxn9

    _f + zln f+zl tczznxe wnmolz kczxm|

    \f+ zln f+zl met~z n`zbx

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    t

    _f

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    C jnzcmanj jnp`xmtzmbe bg zln zxcmemeo cej jn`mpmbe+kcfmeo txb`npp `ce hn gb~ej me VENZ40[%

    Zln bhin`z+bxmneznj mktanknezczmbe bg hbzl knzlbjp mp n|tacmenj me zln txc`zm`ca tcxz bg zln

    zlnpmp%

    Tancpn ebzn zlcz zln Lbtgmnaj kbjna wbxfp ebz cp c lnznxb+cppb`mczmn h~z cp ce c~zb+

    cppb`mczmn knkbx}! me bzlnx wbxjp% mz xn`xncznp c tczznxe hcpmeo be c pmkmacx met~z n`zbx!

    h~z mz jbnp ebz xnknkhnx mzp `b~eznxtcxz! zlcz mp zln xnptbepn% Zb c`lmnn zlmp g~e`zmbecamz}

    wn ennj zb mktanknez c jm`zmbecx} bg c pbxz c pnz bg tcmxp ,pmz~czmbe! xnc`zmbe- ~pnj cgznx

    zln jn`bjmeo txb`npp zb mjnezmg} c xnptbepn cppb`mcznj zb zln jn`bjnj tczznxe% Me mzp pmktanpz

    mktanknezczmbe zln jm`zmbecx} mp ce cxxc}! xnp~azmeo me amencx zmkn `bktan|mz} B,t- wlnxn t mp

    zln e~khnx bg tczznxep! h~z wmzl amzzan nggbxz mz `ce hn txboxckknj cp c hmecx} zxnn wlnxn

    p~hpns~nez annap bg ebjnp `bxxnptbej zb p~hpns~nez ca~np bg zln tczznxe n`zbx! bx c lcpl+

    zchan! xnp~azmeo me zln `bepzcez zmkn `bktan|mz} ,jntnejnez bea} be zln aneozl bg zln n`zbxp-%

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    J~xmeo jn`bjmeo! zlnxn cxn pnnxca p`lnknp zlcz `ce hn ~pnj zb ~tjczn zln b~zt~z bg zln ~emzp%

    Zln ~tjczmeo p`lnknp cxn p}e`lxbeb~p! cp}e`lxbeb~p! bx c `bkhmeczmbe bg zln zwb%

    ^pmeo zln p}e`lxbeb~p ~tjczmeo p`lnkn! zln b~zt~z bg zln ~emzp cxn ~tjcznj cp c oxb~t

    txmbx zb gnnjmeo zln b~zt~z hc`f zb zln enzwbxf%

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    bxjnx ,n%o% xcejbk bx pns~nezmca- cej zln b~zt~z cxn zlne gnj hc`f zb zln enzwbxf cgznx

    nc`l ~emz ~tjczn%

    ^pmeo zln l}hxmj p}e`lxbeb~p+cp}e`lxbeb~p ~tjczmeo p`lnkn! p~hoxb~tp bg ~emzp cxn

    ~tjcznj p}e`lxbeb~pa} wlman ~emzp me nc`l p~hoxb~t ~tjcznj cp}e`lxbeb~pa}% Zln `lbm`n bg

    zln ~tjczmeo p`lnkn mp ~t zb zln jnpmoenx%

    Gxbk zln tbmez bg mnw bg mktanknezczmbe! ben kbxn gncz~xn bg zln Lbtgmnaj kbjna mp

    mktbxzcez9 Zln kc|mk~k e~khnx bg tczznxep zlcz `ce hn pzbxnj me zln Lbtgmnaj kbjna bg E

    en~xbep hngbxn zln nxxbx me zln xnzxmnnj tczznxe hn`bknp pnnxn mp cxb~ej 4%3>E% ,Mz `ce hn

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    0%:%8% Zln K~azm+Ac}nxnj Tnx`ntzxbe kbjna

    Zln K~azm+Ac}nxnj Tnx`ntzxbe kbjna ,KAT- mp c ecz~xca n|znepmbe zb zln pmeoan ac}nx

    tnx`ntzxbe zlcz wnxn nx} tbt~acx me zln 3=74/p% Zln KAT kbjna mp chan zb bnx`bkn zln

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    caobxmzlkp gbx gmejmeo p~mzchan wnmolzp kcjn k~azm+ac}nxnj tnx`ntzxbep wmjna} tbt~acx + wmzl

    cttam`czmbep me gmece`n! `lnkmpzx}! tacez `bezxba! c~zbebkb~p nlm`an pznnxmeo! cej cxmb~p

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    Zln kbpz tbt~acx wc} bg zxcmemeo zln KAT enzwbxf mp `caanj hc`f+txbtcoczmbe% Hc`f+

    txbtcoczmbe enzwbxfp! `bezxcx} zb zln Lbtgmnaj kbjna! lcn jmpzme`z met~z! b~zt~z! cej lmjjne

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    x~an cej zln wnmolz ~tjczn ,ancxemeo- kn`lcempk cxn kbxn `bktan|%

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    Zln gmo~xn hnabw txnpnezp zln cx`lmzn`z~xn bg hc`f+txbtcoczmbe enzwbxfp% Zlnxn kc} hn ce}

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    h} zln KAT enzwbxf wmzl bea} ben lmjjne ac}nx%

    C jnzcmanj jnp`xmtzmbe bg zln zxcmemeo ,~pmeo zln hc`f+txbtcoczmbe knzlbj- cej jn`mpmbe+

    kcfmeo txb`npp `ce hn gb~ej me VENZ4:[% Zln bhin`z+bxmneznj mktanknezczmbe bg hbzl

    knzlbjp mp n|tacmenj me zln txc`zm`ca tcxz bg zln zlnpmp%

    ^eamfn zln Lbtgmnaj kbjna! zln K~azm+Ac}nxnj Tnx`ntzxbe mp ebz c xn`~xpmn enzwbxf! me

    bzlnx wbxjp! zb `bkt~zn zln xnp~az nc`l en~xbe lcp zb hn c`zmcznj bea} be`n% Cjjmzmbecaa}!

    zln KAT kbjna mp c lnznxb+cppb`mczmn knkbx} pb zlnxn mp eb ennj gbx cxzmgm`mca pzx~`z~xnp

    amfn c jm`zmbecx} ~pnj zb `lceon zln Lbtgmnaj kbjna gxbk ce c~zb+cppb`mczmn zb c lnznxb+

    cppb`mczmn enzwbxf% Me zlmp pmz~czmbe bea} ben zlmeo pzmaa ennjp zb hn jmp`~ppnj9 zln e~khnx bg

    en~xbep bg ce KAT kbjna%

    ^egbxz~eczna}! zlnxn cxn eb `be`xnzn mejm`czmbep cp zb zln e~khnx bg lmjjne en~xbep ennjnj

    gbx ce} omne g~e`zmbe zb hn cttxb|mkcznj% Cp p~`l! zln kbpz `bkkbe cttxbc`lnp cxn nmzlnx

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    bhzcmenj%

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    Zln txc`zm`n9 Mktanknezczmbe bg ce n|cktan pmk~aczmbe

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    bxmneznj tcxcjmok wlcz xnp~azp me zlcz zln cxzmgm`mca en~xca enzwbxf wbxfp cp c hac`f hb|9 mzp

    `bkt~zczmbep cxn lmjjne gxbk zln xnpz bg zln txboxck% Zlmp wc} zln enzwbxf hn`bknp c nx}

    gan|mhan cej ~emnxpca zbba wlm`l `ce hn ~pnj zb pban c oxncz cxmnz} bg txbhankp%

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    Zln pmk~aczmbe kbj~an

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    tbmez! c``npp megbxkczmbe jngmenj me zlnpn `acppnp%

    Bhin`zp

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    pmk~aczmbe%

    Zln conez kbj~an

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    Zln Cxzmgm`mca En~xca Enzwbxf mktanknezczmbe

    Jnp`xmhnp me jnzcmap lbw zb jnpmoe cej mktanknez zwb bg zln cxmnz} bg kbjnap bg

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    %

    Nc`l `lctznx pzcxzp wmzl ce ^KA jmcoxck jnp`xmhmeo lbw caa bg zln `acppnp bg zln omne

    kbj~an meznxgnxn wmzl nc`l bzlnx cej zlne kbnp zb c hxmng n|taceczmbe bg zln kcme

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    txboxck! wlm`l txnpnezp ce n|cktan mktanknezczmbe bg zlmp jnpmoe! jbnp ebz gbaabw zlmp

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    txboxck ~p~caa} ~pnp camcpnp bg jczc z}tnp% Gbx n|cktan! me tac`np wlnxn zln tctnx jnp`xmhnp

    zln meznonx e~khnx z}tn cp /mez/ zln mktanknezczmbe kc} ~pn /mez/! /J_BXJ/ ,ce camcp zb

    /~epmoenj abeo/- bx /wpmyn/ ,ce camcp zb /~epmoenj mez/-% Pmkmacxa}! zln gabczmeo+tbmez

    e~khnxp cxn jnp`xmhnj me zln tctnx cp /gabcz/ wlnxncp zln mktanknezczmbe ~pnp hbzl /gabcz/

    cej /jb~han/% Capb! zln gbaabwmeo jnp`xmtzmbe bg zln txboxck jbnp ebz jmp`~pp abw+anna

    g~e`zmbecamz}! cp gbx n|cktan mktanknezczmbe bg txmbxmz} s~n~np ~pnj zb pbxz jczc me zln conez

    kbj~an! bx zln Pmeoanzbe `acpp ~pnj cp c p~tnx`acpp bg zwb kcme `acppnp bg zln txboxck9

    _bxaj cej KcznxmcaCxxc}%

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    3% Zln pmk~aczmbe kbj~an

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    `acpp _bxaj6

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    0?

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    Cp mz wcp knezmbenj me zln zlnbxnzm`ca tcxz! kce} caobxmzlkp! cp gbx n|cktan tczl+gmejmeo

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    zln `lcxc`znxmpzm`p bg caa jnzcmap mepmjn ben ps~cxn"`~hn wnxn ~emgmnj% Me gc`z! zln txb`npp bg

    jmmjmeo zln p`nen me zlmp wc} mp pb `bkkbe zlcz mz wcp jn`mjnj zlcz zln txboxck wb~aj

    mktanknez zln p`nen cp caxncj} jmmjnj mezb `~hnp% Zlmp pba~zmbe kcfnp tbppmhan zb pmktamg}

    oxncza} zwb nx} mktbxzcez caobxmzlkp ~pnj me zln txboxck9 zln C) tczl+gmejmeo cej zln

    `ca`~aczmbe bg kbnknez bg bhin`zp ,m%n% tl}pm`p bg zln p`nen-% Cp c pmjn+nggn`z! zln pba~zmbe

    kcfnp mz ncp} zb jmptac} zln kct bg zln p`nen me zln `bepban wmejbw! ~pnj cp zln kcme ~pnx

    meznxgc`n bg zln txboxck%

    CTM

    Kcme lcxc`znxmpzm`p9

    Zln `naap cxxc}

    C 0J cxxc} bg `naap + nc`l `naa jnp`xmhnp zln `lcxc`znxmpzm`p bg mzp `beznezp% Zln

    `beznezp `ce hn cmx! oxb~ej! bx ce bhin`z%

    Zln bhin`zp cxxc}

    Ce cxxc} bg bhin`zp ,m%n% mepzce`np bg zln `acppBhin`z- `~xxneza} me zln pmk~aczmbe%

    Zln conezp cxxc}Ce cxxc} bg conezp `~xxneza} me zln pmk~aczmbe%

    Cxzmgm`mca bhin`zp9 zln p~xgc`n cej zln b~zpmjn

    Zln p`nen jngmenp zwb cxzmgm`mca bhin`zp ,pb+`caanj pnezmenap- zb pmktamg} pbkn bg zln

    caobxmzlkp% Cp zlnmx ecknp p~oonpz! zln p~xgc`n bhin`z mp ~pnj wlne ce caobxmzlk!

    wlman pncx`lmeo gbx ce bhin`z me c omne `naa! gmejp zln p~xgc`n bg zln p`nen! cej zln

    b~zpmjn bhin`z mp ~pnj wlne zln caobxmzlk wcezp zb pncx`l gbx ce bhin`z b~zpmjn zln

    p`nen%

    Zln oxcmz} `bnggm`mnez

    C `bepzcez jnp`xmhmeo zln oxcmz} me zln p`nen% Mz mp ~pnj zb `bkt~zn zln gbx`n t~plmeo

    ce bhin`z jbwe zln pabtn bg p~xgc`n%

    CEE+mznxczmbep+tnx+zm`f

    C `bepzcez jnp`xmhmeo lbw abeo ce Cxzmgm`mca En~xca Enzwbxf plb~aj btnxczn me ben

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    z~xe hngbxn ommeo zln `bezxba hc`f zb zln conez% Mg mz mp pnz zb 4! zln en~xca enzwbxf mp

    gxnn zb wbxf cp abeo cp mz ennjp zb `bkt~zn mzp xnp~azp% Gbx c kbxn jnzcmanj jnp`xmtzmbe

    pnn Zln p~ptnepmbe kn`lcempk jnp`xmtzmbe me Zln Cxzmgm`mca En~xca Enzwbxf

    mktanknezczmbe `lctznx%

    Kcme knzlbjp9

    mez p~xgc`ncz,mez |! mez }-

    Zln p`nen mp bxmneznj me c p~`l wc} zlcz zln| cej zln} `bbxjmeczn jnp`xmhn lbxmybezca

    jmxn`zmbep wlnxncp zlny`bbxjmeczn jnp`xmhn zln cazmz~jn% Zln /p~xgc`ncz/ knzlbj

    zcfnp cp tcxcknznx zln lbxmybezca tbpmzmbe ,|!}- me zln p`nen cej xnz~xep zln cazmz~jn bg

    zln p~xgc`n bg zln p`nen cz zln omne tbpmzmbe%

    wbmj pamjmeogbx`n,mez tbpmzmbeV0[!gabcz nmolz!gabcz gbx`nV0[-

    Zln knzlbj `bkt~znp cej xnz~xep zln gbx`n wlm`l t~plnp ce bhin`z bg zln omne

    wnmolz jbwe zln pabtn bg zln p~xgc`n cz zln omne tbpmzmbe%

    gabcz gxm`zmbenggn`z,mez tbpmzmbeV0[!gabcz nmolz-

    Zln knzlbj `bkt~znp cej xnz~xep zln `bnggm`mnez bg gxm`zmbe bg zln p~xgc`n cz zln omne

    tbpmzmbe! hcpmeo be zln pabtn cz zln omne tbpmzmbe cej zln wnmolz bg ce bhin`z% Acznx

    zln `bnggm`mnez mp ~pnj zb `bkt~zn zln xnj~`zmbe bg zln nab`mz} n`zbx bg zln ,kbhman-

    bhin`z%

    gabcz nenxo}`bpz,mez tbpmzmbeV0[!gabcz jmxn`zmbeV0[!gabcz nmolz-

    Zln knzlbj npzmkcznp lbw k~`l nenxo} mp ~pnj zb kbn zb zln omne tbpmzmbe gxbk

    zln omne jmxn`zmbe gbx ce bhin`z bg zln omne wnmolz% Zln xnp~az mp zlne ~pnj h} zln

    tczl+gmejmeo caobxmzlk zb `bkt~zn zln zbzca `bpz bg kbmeo gxbk zln pzcxzmeo zb zln

    omne tbpmzmbe%

    wbmj zm`f,wbmj-

    Zln kbpz mktbxzcez + }nz nx} pmktan + knzlbj bg zln pmk~aczmbe% Zln /zm`f/ knzlbjpmkta} `caa zln /~tjczn/ knzlbj gbx nnx} bhin`z me zln bhin`zp cxxc} cej! cgznx zlcz!

    zln /~tjczn/ knzlbj gbx nnx} conez me zln conezp cxxc}%

    0=

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    Tpn~jb+`bjn jnp`xmhmeo zln /bmj _bxaj99zm`f,bmj-/ knzlbj9

    gbx nnx} bhin`z me zln bhin`zp cxxc} bhin`z%~tjczn,-

    gbx nnx} conez me zln conezp cxxc} mg zln conez%`cehnn|`a~jnjgxbk~tjczn ;; gcapn zlne

    conez%~tjczn,cee+mznxczmbep+tnx+zm`f-

    Gbx zln n|taceczmbe bg zln /`cehnn|`a~jnjgxbk~tjczn/ txbtnxz} tancpn ob zb Zln Conez

    kbj~an `lctznx%

    :4

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    3%8% C `naa

    `acpp @naa6

    Jmcoxck

    CTM

    Kcme lcxc`znxmpzm`p9

    Zln jngc~az kcznxmca

    Zln jngc~az kcznxmca! ~pnj wlne eb bhin`z b``~tmnp zln `naa%

    Zln c`z~ca kcznxmca

    Mg eb bhin`z b``~tmnp zln `naa zlmp `lcxc`znxmpzm`p mp zln pckn cp zln jngc~az kcznxmca%

    Bzlnxwmpn mz mp zln kcznxmca bg zln bhin`z%

    C xngnxne`n zb ce bhin`z

    Zln xngnxne`n zb ce bhin`z! bx c tcxz bg ce bhin`z ptceemeo zln `naa% Mg zln `naa mp ebz

    `acmknj h} ce} bhin`z zln xngnxne`n mp pnz zb E^AA%

    Ben `ce zlmef chb~z zln xnaczmbe hnzwnne c `naa! c kcznxmca! cej ce bhin`z cp chb~z c

    pmkmacx xnaczmbe me zln xnca wbxaj9 c `naa mp ce chpzxc`z `~hn me ptc`n% Zln ptc`n `ce hn

    znktbxcxma} b``~tmnj h} ce bhin`z + c wcaa! c `lcmx! bx c l~kce hnmeo% Zln kcznxmca bg

    zln `naa mp nmzlnx zln kcznxmca bg zln bhin`z bx c jngc~az kcznxmca! gbx n|cktan cmx bx

    :3

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    pbma! ~pnj wlne eb bhin`z b``~tmnp zln `naa%

    Zln pabtn bg zln p~xgc`n

    Mg zln `naa `bepmpzp bg zln p~xgc`n bg zln p`nen! nezxmnp bg zlmp zwb+jmknepmbeca n`zbx

    jnp`xmhn mzp pabtn% Bzlnxwmpn mz mp ~ejngmenj% Zln megbxkczmbe mp ~pnj zb `bkt~zn zln

    gbx`n wlm`l t~plnp bhin`z jbwe zln pabtn j~n zb zln oxcmz} bg zln p`nen%

    :8

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    3%0% C kcznxmca

    `acpp Kcznxmca6

    Jmcoxck

    CTM

    Kcme lcxc`znxmpzm`p9

    3% Zln gxm`zmbe

    8% Zln jnepmz}

    0% Zln mjnezmgmnx

    :% Zln `bab~x

    :0

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    3%:% Zln cxxc} bg kcznxmcap

    `acpp KcznxmcaCxxc}6

    CTM

    Kcme lcxc`znxmpzm`p9

    3% Zln cxxc} bg kcznxmcap

    Tl}pm`p bg zln wbxaj! cp wnaa cp zln ~pnx meznxgc`n! mp bgzne me ennj bg megbxkczmbe

    chb~z zln kcznxmca hnmeo c tcxz bg ce bhin`z bx zln p~xgc`n bg zln p`nen me c omne

    tac`n% Mepzncj bg pncx`lmeo zln omne kcznxmca me zln p`nen/p `naap cxxc} mz mp k~`l

    gcpznx zb mjnezmg} zln kcznxmca me zln cxxc} bg kcznxmcap cej zb pzbxn c xngnxne`n zb zln

    omne kcznxmca me ce cxzmgm`mca pzx~`z~xn ,gbx n|cktan9 zln P~xgc`nMegb `acpp

    jnp`xmhnj me zln Conez kbj~an-%

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    8% Bhin`zp

    8%3%Ce bhin`z

    `acpp Bhin`z6

    Jmcoxck

    Zlmp mp zln `bkkbe p~tnx`acpp gbx caa bhin`zp tbt~aczmeo zln pmk~aczmbe% Mz txbmjnp zln hcpm`

    :>

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    g~e`zmbecamz} zb9

    jnp`xmhn cej mjnezmg} ce mkkbhman bhin`z me zln pmk~aczmbe

    ptn`mg} mzp tbpmzmbe

    Tancpn ebzn zlcz9

    c `naa kc} lbaj bea} ben bhin`z cz zmkn

    ce bhin`z kc} ptce kbxn zlce ben `~hn

    zln n|c`z tbpmzmbe bg ce bhin`z mp ptn`mgmnj h} zln pmyn bg mzp plctn cej mzp bggpnz zln

    nezx} me zln bhin`z/p plctn cxxc} wlnxn mzp `nezxn bg wnmolz mp ab`cznj%

    ce bhin`z mp mkkbchan6 bea} p~h`acppnp bg zln Bhin`z `acpp txbmjn g~e`zmbecamz}

    gbx kbnknez%

    CTM

    Kcme lcxc`znxmpzm`p9

    Zln pmyn%

    C 0J n`zbx bg tbpmzmn meznonxp lbajmeo zln pmyn bg zln plctn cxxc}% C txboxckknx

    c``nppnp zln plctn cxxc} mc zln BHIKCZ,|!}!y-kc`xb wlm`l xnz~xep c tbmeznx zb

    c kcznxmca bg zln ptn`mgmnj nezx}! bxE^AAmg zln nezx} mp nktz} + me bzlnx wbxjp% mz

    hnabeop zb zln plctn cxxc}! h~z mz jnp xmhnp c gmnaj wlm`l mp b~zpmjn zln plctn! gbx

    n|cktan c lban% Zln plctn jbnpe/z lcn zb hn xn`zceo~acx pb zln plctn cxxc} kc} lbaj

    nktz} ptc`np%

    Zln `nezxn bg kcpp%

    C 0J n`zbx bg tbpmzmn meznonxp lbajmeo zln tbpmzmbe bg zln `nezxn bg kcpp bg zln

    bhin`z%

    Zln bggpnzC 0J n`zbx bg tbpmzmn meznonxp lbajmeo zln bggpnz%

    Zb `ca`~aczn wlm`l `naap bg zln p`nen cxn zcfne h} zln bhin`z wn ennj zb febw zln pmyn

    bg zln bhin`z cej zln tbpmzmbe bg zln `naa zln bhin`zp plctn cxxc} pzcxzp cz% Zb `ca`~aczn

    mz wn ~pn zln `neznx bg kcpp cej zln bggpnz% Zln pzcxzmeo tbpmzmbe bg zln plctn cxxc} mp9

    pzcxztbpV|[9;`nezxnRbgRkcppV|[+bggpnzV|[6

    :7

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    pzcxztbpV}[9;`nezxnRbgRkcppV}[+bggpnzV}[6pzcxztbpVy[9;`nezxnRbgRkcppVy[+bggpnzVy[6

    Mg! gbx n|cktan! zln pmyn mp ,>!:!0- ,> `naap me|! : `naap me}! 0 `naap mey-! zln `neznx bg

    zln bhin`z mp cz zln V34!34!34[ cej zln bggpnz mp V8!8!8[ wn `ce `ca`~aczn zlcz zln bhin`zptcep gxbk V

    zln nezxmnp bg zln plctn cxxc} kc} hn nktz}%

    Zln kcpp

    C gabczmeo tbmez e~khnx jnp`xmhmeo zln kcpp bg zln bhin`z% Nnx} nezx} bg zln plctn

    cxxc} mp nmzlnxE^AAbx lbajp c tbmeznx zb c kcznxmca% Nnx} kcznxmca lcp mzp jnepmz} +

    zln kcpp bg ben `naa bg zlmp kcznxmca% Zln kcpp bg ce bhin`z mp zln p~k bg kcppnp bg

    `naap zln bhin`z ptcep%

    Zln plctn cxxc}

    C 0J cxxc} bg tbmeznxp zb kcznxmcap% Zln cxxc} jnp`xmhnp c hb| `bezcmemeo zln bhin`z%

    Mzp nezxmnp kc} hn nmzlnxE^AAbx kc} lbaj tbmeznxp zb kcznxmcap% Mg zln nezx} mp E^AA

    mz kncep zln `naa mz mp xngnxxmeo zb mp ebz c tcxz bg zln bhin`z%

    Kcme knzlbjp9

    h}zn abcj,`bepz `lcx ) gmaneckn-

    Abcjp ~t ce bhin`z + mzp plctn! tbpmzmbe cej bzlnx `lcxc`znxmpzm`p + gxbk c gman% Xnz~xep

    3 mg mz p~``nnjp! 4 bzlnxwmpn%

    wbmj ~tjczn,wbmj-

    ^tjcznp zln bhin`z/p `lcxc`znxmpzm`p% Zlmp mp c mxz~ca g~e`zmbe bnxxbjn h} nnx}

    p~h`acpp bg zln Bhin`z`acpp% _lne zln pmk~aczmbe `caap zln ~tjczn knzlbj bg ce

    bhin`z me mzp bhin`zp cxxc}! zln txboxck gmejp cej n|n`~znp ce ~tjczn knzlbj

    nxpmbe `bxxnptbejmeo zb zln xnca z}tn bg zln bhin`z% Gbx n|cktan! gbx ce mkkbhmanbhin`z zln ~tjczn knzlbj jbnp ebzlmeo! wlnxncp gbx c kbhman bhin`z mz `ln`fp wlcz

    gbx`np wbxfp ~tbe zln bhin`z cej ~tjcznp mzp tbpmzmbe cej zln nab`mz} n`zbx! cej gbx

    c nlm`an zln ~tjczn knzlbj ~pnp zln nlm`anp neomen zb `xnczn gbx`n wlm`l kbnp

    zln nlm`an me zln jnpmxnj jmxn`zmbe%

    h}zn memz,pmyn |!pmyn }-

    :?

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    Tac`np zln bhin`z bezb zln p~xgc`n bg zln wbxaj! me bzlnx wbxjp!% mz tac`np zln `neznx bg

    kcpp bg zln bhin`z cz zln ,|!}!y- `naa! wlnxn y mp zln p~xgc`n bg zln wbxaj cz zln ,|!}-

    lbxmybezca `bbxjmecznp%

    h}zn znantbxz,pmyn |!pmyn }-

    C txmkmzmn knzlbj! `xncznj gbx znpzmeo t~xtbpnp% Mz kbnp zln bhin`z b~z bg zln

    wbxaj! `lceonp mzp tbpmzmbe! cej kbnp mz hc`f mezb zln wbxaj% Gcpznx zlce

    jnpzxb}meo zln baj bhin`z cej `xnczmeo mzp n|c`z xntam`c me cebzlnx tac`n%

    :

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    8%8% C kbhman bhin`z

    `acpp KbhmanBhin`z6

    Jmcoxck

    Zlmp mp zln `bkkbe p~tnx`acpp gbx caa bhin`zp zlcz `ce hn kbnj h} n|znxeca bx meznxeca ,m%n%

    neomen- gbx`n% Mz txbmjnp g~e`zmbecamz} gbx9

    Jncameo wmzl tl}pm`p bg zln wbxaj! me`a~jmeo zln oxcmz} cej zln gxm`zmbe bg zln

    p~xgc`n! gbx`np cttamnj zb mz cej `baampmbep%

    Nechameo zln txboxckknx zb t~pl zln bhin`z! zl~p txbmjmeo zln gb~ejczmbe gbx zln

    nlm`an/p g~e`zmbecamz}%

    Cjjmzmbeca amkmzczmbep9 Kbhman bhin`zp cxn cawc}p bg pmyn ,3!3!3- ,ben `naa abeo! wmjn! cej

    lmol-

    CTM

    Kcme lcxc`znxmpzm`p9

    :=

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    Zln nab`mz}

    C 0J n`zbx bg gabczmeo tbmez e~khnxp jnp`xmhmeo zln nab`mz} bg zln bhin`z% E~khnxp

    cxn gxbk +3%4 zb 3%4 cej jnebzn wlcz tcxz bg c `naa me zln omne jmxn`zmbe zln bhin`z `ce

    kbn h} tnx z~xe% ,Zln n`zbx `ce zcfn enoczmn e~khnxp pb mz jbnp ebz znaa ~p bea}

    chb~z zln nab`mz} h~z capb chb~z zln jmxn`zmbe zln bhin`z mp kbmeo me-% Ebzn zlcz

    hn`c~pn wn capb febw zln kcpp bg zln bhin`z! zlmp mp ns~ca zb febwmeo zln kbknez~k

    bg zln bhin`z%

    Zln plmgz

    C 0J n`zbx bg gabczmeo tbmez e~khnxp znaameo ~p chb~z zln n|c`z tbpmzmbe bg c kbhman

    bhin`z% Ce mkkbhman bhin`z cawc}p lcp zln plmgz ; V4!4!4[! m%n% mzp `nezxn bg kcpp mp

    cawc}p me zln `nezxn bg c `naa! h~z c kbmeo ben kc} hn (`c~olz( wlne mz kbnp gxbk

    ben `~hn zb cebzlnx% Gbx n|cktan! mg zln tbpmzmbe bg zln kbhman bhin`z mp ,3!3!3- cej mzp

    plmgz mp V4%>!4!4[ mz kncep zlcz zln bhin`z mp n|c`za} me zln kmjjan gxbk ,3!3!3- zb

    ,8!3!3- %_lne zln plmgz me`xncpnp zb 3%4! bx jn`xncpnp zb +3%4! zln tbpmzmbe bg zln bhin`z

    `lceonp%

    Kcme knzlbjp9

    wbmj ~tjczn,wbmj-

    C``nppnp zln tl}pm`p bg zln pmk~aczmbe zb `ca`~aczn zln gbx`np wbxfmeo ~tbe zln

    bhin`z! me bzlnx wbxjp% zln gxm`zmbe bg zln znxxcme! zln pabtn bg zln znxxcme cej zln

    oxcmzczmbeca gbx`n% P~hpns~neza}! mz `ca`~acznp zln enw nab`mz} bg zln bhin`z cej ~pnp

    mz zb `lceon mzp plmgz cej"bx mzp tbpmzmbe%

    wbmj ctta}gbx`n,wn`zbx0J ' gbx`n-

    Nechanp zln txboxckknx zb t~pl zln bhin`z% Zln cttamnj gbx`n mp ~pnj zb `ca`~aczn

    zln enw nab`mz} bg zln bhin`z%

    wbmj `baampmbe,Bhin`z ) mzlRbhin`z-

    @ca`~acznp c `baampmbe hnzwnne zwb kbhman bhin`zp ,`ca`~aczmbe bg c kbhman bhin`z

    lmzzmeo ce mkkbhman ben mp lcejanj pntcxczna} j~n zb btzmkmyczmbep- cej ~tjcznp zlnmx

    nab`mzmnp%

    >4

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    Zln `baampmbe/p caobxmzlk

    Ce caobxmzlk pbameo c `baampmbe hnzwnne zwb kbhman bhin`z mp c nx} pmktamgmnj nxpmbe bg

    zln caobxmzlk plbwe me zln zlnbxnzm`ca tcxz% Hbzl bhin`zp cxn cpp~knj zb hn bg zln pckn pmyn

    cej plctn cej zln `baampmbe mp cpp~knj zb hn menacpzm`%

    f 9; bhin`z3%kcpp " bhin`z8%kcpp6 "" kcpp `bnggm`mnezgbx caa jmknepmbep ,febwe cp j- hnome bhin`z3%nab`mz}Vj[ 9; + bhin`z3%nab`mz}Vj[ ) ,3+f-",3&f- & bhin`z8%nab`mz}Vj[ ) 8",3&f-6 bhin`z8%nab`mz}Vj[ 9; bhin`z8%nab`mz}Vj[ ) ,3+f-",3&f- & bhin`z3%nab`mz}Vj[ ) 8",3&f-6nej

    >3

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    8%0% Ce nenxo} pb~x`n

    `acpp Nenxo}Pb~x`n6

    Jmcoxck

    C pkcaa p~h`acpp bgKbhmanBhin`z! ~pnj cp zln eckn p~oonpzp cp ce nenxo} pb~x`n gbx

    nlm`anp% Zln nenxo} c``~k~acznj me zln pb~x`n mp cpp~knj zb hn megmemzn%

    CTM

    Kcme knzlbjp9

    gabcz onznenxo},gabcz ceznj-

    Zln knzlbj pmkta} xnz~xep zln wceznj ckb~ez bg nenxo} ,zn`lem`caa}! zln e~khnx

    tcppnj zb zln knzlbj cp zln tcxcknznx /wceznj/-%

    >8

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    8%:% C jczc pb~x`n

    `acpp JczcPb~x`n6

    Jmcoxck

    C pkcaa p~h`acpp bgKbhmanBhin`z! ~pnj cp c jczc pb~x`n gbx nlm`anp `bezxbaanj h} conezp%

    CTM

    Kcme lcxc`znxmpzm`p9

    Zln jczc%

    C gabczmeo+tbmez e~khnx jnp`xmhmeo zln jczc lnaj me zln jczc pb~x`n% Zln e~khnx mp

    gxbk +3%4 zb 3%4%

    Kcme knzlbjp9

    gabcz onzjczc,wbmj-

    ^pnj zb jn`acxn zlcz c nlm`an c``nppnp zln jczc `bezcmenj me zln jczc pb~x`n%

    P~hpns~neza} zln knzlbj xnz~xep zln e~khnx mz lcp `bezcmenj%

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    8%>% C nlm`an

    `acpp Wnlm`an6

    Jmcoxck

    C p~h`acpp bgKbhmanBhin`zn|znejnj h} zln g~e`zmbecamz} nechameo ce bhin`z bg zlmp `acpp

    zb kbn h} mzpnag! me bzlnx wbxjp% zb ~pn mzp neomen zb onenxczn gbx`n t~plmeo mz me c omne

    jmxn`zmbe%

    Zln ~p~ca wc} bg ~pmeo bhin`zp bg zln Wnlm`an`acpp mp zb t~z zlnk ~ejnx `bezxba bg conezp!

    h~z c nlm`an `ce capb btnxczn hnmeo ~ejnx `bezxba bg c l~kce ~pnx%

    CTM

    Kcme lcxc`znxmpzm`p9

    Zln neomen

    Zln nlm`an `ce jxcw nenxo} gxbk ce nenxo} pb~x`n cej pzbxn mz me zln neomen ,wlm`l

    capb wbxfp cp ce c``~k~aczbx- zb acznx ~pn mz zb `xnczn gbx`n zlcz (t~plnp( zln nlm`an

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    me c jnpmxnj jmxn`zmbe% Zb jxcw c jnpmxnj ckb~ez bg nenxo} gxbk zln neomen! zln

    nlm`an ~pnp mzp knzlbj / wbmj Neomen99pnztbnx,gabcz `bnggm`mnez- / wlnxn

    zln `bnggm`mnez mp c xnca e~khnx gxbk 4 zb 3 jnp`xmhmeo lbw k~`l bg zln neomenp

    tbwnx ,c txbtnxz} pnz j~xmeo zln memzmcamyczmbe- plb~aj hn ~pnj zb txbj~`n zln nenxo}%

    Zlne zln nlm`an c``nppnpgabcz Neomen99onznenxo},wbmj-zb jxcw zln nenxo}% Mg

    zln neomen x~ep b~z bg nenxo} zln nlm`an `ceebz kbn ce}kbxn%

    Zln `cknxc

    Zln g~e`zmbecamz} bg c `cknxc nechanp ce conez zb xnzxmnn jczc chb~z zln p~xxb~ejmeo

    bg zln nlm`an mz mp `bezxbaameo% Zln nlm`an mzpnag lcp eb ~pn bg c `cknxc%

    Zln ab`fnj nab`mz}

    ^pnj h} zln c~zbtmabz + zln ab`fnj nab`mz} jnp`xmhnp zln nab`mz} cej zln

    jmxn`zmbe zln nlm`an plb~aj kbn me%

    Zln kc|mkca nab`mz}

    Jngmenp wlcz mp zln kc|mkca nab`mz} bg zln nlm`an% Mg zln ~pcon bg nenxo}

    xnzxmnnj gxbk zln c``~k~aczbx xnp~azp me zlcz zln nab`mz} bg zln nlm`an me`xncpnp

    chbn zlmp amkmz! zln nab`mz} mp abwnxnj zb zln kc|mkca nab`mz} cej zln xnpz bg zln

    nenxo} mp abpz%

    Kcme knzlbjp9

    bmj ~tjczn,bmj-

    Zln knzlbj n|znejp zln /~tjczn/ knzlbj jngmenj me zln KbhmanBhin`z`acpp wmzl

    c``nppmeo zln neomen bg zln nlm`an ,eckna}! zln knzlbj gabczNeomen99onznenxo}

    ,wbmj--% _mzl zlmp `caa zln nlm`an xnzxmnnp ce ckb~ez bg nenxo} ,knzlbjp bg zln

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    nenxo} plb~aj hn xnzxmnnj me ben z~xe- cej ~pn mz zb t~pl zln nlm`an me zln

    jmxn`zmbe mz mp z~xenj zb%

    bmj c~zbtmabz,gabcz jmxn`zmbeV0[! gabcz nab`mz}-

    Zln knzlbj lnatp zb `bezxba zln nlm`an h} c~zbkczmymeo zln txb`npp bg kcmezcmemeo c

    `bepzcez nab`mz} cej jmxn`zmbe bg kbnknez% Me nc`l z~xe tl}pm`p bg zln wbxaj caznxp

    zln kbnknez bg c nlm`an zln gxm`zmbe bg zln znxxcme pabwp mz jbwe cej zln pabtn cej

    zln oxcmzczmbeca gbx`n `lceonp mzp nab`mz} cej jmxn`zmbe bg kbnknez% Zln c~zbtmabz

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    pzbxnp zln tcxcknznxp mz mp omne ,zlcz mp! zln jnpmxnj jmxn`zmbe bg kbnknez cej zln

    jnpmxnj nab`mz}- cej! me nc`l z~xe! `lceonp zln n`zbx bg gbx`n `xncznj h} zln nlm`an

    p~`l zlcz zln xnp~az nab`mz} cej jmxn`zmbe wnxn cp `abpn cp tbppmhan zb zln jnpmxnj

    benp%

    P~xgc`nMegb ) zcfncplbz,bmj-

    Zlmp knzlbj wbxfp cp c gc`cjn gbx zln `cknxc% Mz pmkta} c``nppnp /P~xgc`nMegb )

    @cknxc99zcfncplbz,wbmj-/ cej xnz~xep zln xnp~az cxxc}%

    gabcz onzjczc,bmj-

    _lne zln nlm`an ~pnp zlmp knzlbj mz p}khbamynp zln c`z bg c``nppmeo jczc gxbk c jczc

    pb~x`n ,bx gxbk jczc pb~x`np- me ben ,bx pbkn- bg gmnajp p~xxb~ejmeo zln tbpmzmbe bg

    zln nlm`an% Zln knzlbj c``nppnp zln gabcz JczcPb~x`n99onzjczc,bmj-knzlbj

    cej xnz~xep zln jczc bg zln jczc pb~x`n mz lcp c``nppnj%

    gabcz onznenxo},wbmj-

    ^pmeo zlmp knzlbj zln nlm`an jxcwp nenxo} gxbk ce nenxo} pb~x`n ,bx nenxo}

    pb~x`np- me ben ,bx pbkn- bg gmnajp p~xxb~ejmeo mzp bwe tbpmzmbe ,zln gmxpz nenxo}

    pb~x`n gb~ej mp ~pnj-% Zln knzlbj c``nppnp zlngabcz Nenxo}Pb~x`n99onznenxo}

    ,gabcz wceznj- knzlbj! wlnxn wceznj 9; `ctc`mz} c``~k~acznj%

    Tpn~jb+`bjn gbx zln /wbmj Wnlm`an99~tjczn,wbmj-/ knzlbj%

    c``npp zln KbhmanBhin`z g~e`zmbecamz} zb `bkt~zn zln `lceonp Q me zln nab`mz} n`zbx kcjn j~n zb zln oxcmzczmbeca gbx`n

    mg zln nlm`an mp encx ce nenxo} pb~x`n zlne jxcw nenxo} gxbk zln nenxo} pb~x`n zb zln neomen

    mg zln nlm`an mp encx c jczc pb~x`n zlne jxcw jczc gxbk zln jczc pb~x`n

    mg zln c~zbtmabz mp be zlne hnome c`z~caRkbknez~k 9; nab`mz}Rn`zbx ) kcpp jnpmxnjRkbknez~k 9; c~zbtmabzRRn`zbx ) kcpp gbx`nRn`zbxRennjnj 9; jnpmxnjRkbknez~k c`z~caRkbknez~k

    nenxo}Rennjnj 9; 4%4 gbx caa jmknepmbep jb nenxo}Rennjnj 9; nenxo}Rennjnj & gbx`nRn`zbxRennjnjVjmknepmbe[

    mg neomen%kc|Rtbwnx 5 nenxo}Rennjnj zlne neomen%pnztbwnx, nenxo}Rennjnj " neomen%kc|Rtbwnx - napn neomen%pnztbwnx, 3%4 -

    >7

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    nenxo} 9; neomen%onznenxo},-

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    nej mg

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    >?

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    8%7% C `cknxc

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    CTM

    Kcme lcxc`znxmpzm`p9

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    Zln wmjzl bg zln xn`zceoan%

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    `acpp-! zln mjnezmgmnx bg zlmp bhin`z cej zln e~khnx bg zln z~xe zln pectplbz wcp

    zcfne%

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    0% Zln conez kbj~an

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    # Pznt @acpp Knzlbj3 Xnzxmnn jczc @cknxc P~xgc`nMegb ) @cknxc99zcfncplbz,wbmj- ""

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    0%3% Zln conez

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    CTM

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    C xngnxne`n zb c nlm`an

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    jn`mpmbe%

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    cxzmgm`mca en~xca enzwbxf wbmj CEE99ancxe,gabcz )met~zpnz!gabcz

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    txnmb~p z~xe cej ebzlmeo ennjp zb hn `lceonj

    nej mgnej mg

    anz zln CEE txb`npp CEERmznxczmbepRtnxRzm`f en~xbep

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    mg met~zRn`zbx mp ln pckn cp txnmb~pRz~xeRmet~zRn`zbx zlne xnz~xe gcapn9 zln n`zbxp cxn zln pckn

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    cee%gnnj,met~zRn`zbx-

    xnz~xe zx~n

    Tpn~jb+`bjn bg zln wbmj Conez99tbpztxb`nppmeo,wbmj- knzlbj9

    caab`czn knkbx} gbx zln C%E%E%p b~zt~zRn`zbx

    cee%onzxnptbepn,b~zt~zRn`zbx-

    xnc`zmbe 9; meznxtxnznx%`xncznxnc`zmbe,b~zt~zRn`zbx-

    jmptcz`l,xnc`zmbe-

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    mg xnc`zmbe mp ns~ca zb9PZBT9 z~xe bgg zln c~zbtmabz bg zln nlm`an pnz tbwnx bg zln nlm`an zb 4nej `cpnABBFCXB^EJ9 gbx m me 3 %% : jb hnome pectplbz 9; nlm`an%zcfncplbz,-6 ceca}ynx%ceca}ynjczc,pectplbz-6 z~xe zln nlm`an zb zln angz

    nej gbxnej `cpnOBZBNENXO]PB^X@N9 npm 9; ceca}ynx%onz`abpnpzNPM,-6

    mg c`z~caRobcaRtbpmzmbe #; npm%tbpmzmbe zlne hnome

    c`z~caRobcaRtbpmzmbe 9; npm%tbpmzmbececa}ynx%pnztczl,nlm`an%tbpmzmbe!npm%tbpmzmbe-6nej mgen|zRpznt 9; ceca}ynx%en|zpznt,-6gbx nnx} jmknepmbe ,febwe cp j- jb

    jmxn`zmbeRn`zbxVj[ 9;en|zRpzntVj[ + nlm`an%tbpmzmbeVj[

    z~xe be zln c~zbtmabz bg zln nlm`anpnz zln jnpmxnj ptnnj bg zln nlm`an zb kc|mk~kpnz zln jnpmxnj jmxn`zmbe bg zln nlm`an zb

    jmxn`zmbeRn`zbxnej `cpnOBZBJCZCPB^X@N9 jpm 9; ceca}ynx%onz`abpnpzJPM,-6

    mg c`z~caRobcaRtbpmzmbe #; jpm%tbpmzmbe zlne hnomec`z~caRobcaRtbpmzmbe 9; jpm%tbpmzmbe

    ceca}ynx%pnztczl,nlm`an%tbpmzmbe!jpm%tbpmzmbe-6nej mgen|zRpznt 9; ceca}ynx%en|zpznt,-6gbx nnx} jmknepmbe ,febwe cp j- jb

    jmxn`zmbeRn`zbxVj[ 9;en|zRpzntVj[ + nlm`an%tbpmzmbeVj[

    z~xe be zln c~zbtmabz bg zln nlm`anpnz zln jnpmxnj ptnnj bg zln nlm`an zb kc|mk~kpnz zln jnpmxnj jmxn`zmbe bg zln nlm`an zb

    jmxn`zmbeRn`zbx

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    nej `cpnnej mg

    Tpn~jb+`bjn bg zln wbmj Conez99ancxe,`bepz `lcx )ancxemeoRgman- knzlbj9

    onz zln e~khnxRbgRn|cktanp gxbk zln ancxemeoRgman

    caab`czn knkbx} gbx met~zRn`zbxpRcxxc} hcpmeo be Qzln e~khnxRbgRn|cktanp cej zln met~zRn`zbx pmyn

    caab`czn knkbx} gbx b~zt~zRn`zbxpRcxxc} hcpmeo be Qzln e~khnxRbgRn|cktanp cej zln b~zt~zRn`zbx pmyn

    gbx nnx} n|cktan me zln ancxemeoRgman jb hnome`xnczn c pmz~czmbeRxnc`zmbe bhin`z hcpmeo be zln n|cktan

    "" zln pmz~czmbeRxnc`zmbe bhin`z `bezcmep jczc chb~z hbzl"" zln pmz~czmbe cej c xnc`zmbe zb zlmp pmz~czmbe

    caab`czn knkbx} gbx zln C%E%E%p met~zRn`zbxmeznxtxnznx%`xncznmet~zn`zbx,met~zRn`zbx!pmz~czmbeRxnc`zmbe-6cjj zln met~zRn`zbx zb zln met~zRn`zbxpRcxxc}caab`czn knkbx} gbx zln C%E%E%p b~zt~zRn`zbxmeznxtxnznx%`xncznb~zt~zn`zbx,b~zt~zRn`zbx!pmz~czmbeRxnc`zmbe-6cjj zln b~zt~zRn`zbx zb zln b~zt~zRn`zbxpRcxxc}

    nej gbx

    cee%ancxe,met~zRn`zbxpRcxxc}!b~zt~zRn`zbxpRcxxc}!e~khnxRbgRn|cktanp-6

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    0%8% C pmz~czmbe

    `acpp Pmz~czmbe6

    Jnp`xmhnp zln pmz~czmbe me zln m`memz} bg zln conezp nlm`an! cp wnaa cp zln meznxeca pzczn bg

    zln nlm`an% Caa ca~np pzbxnj me ce bhin`z bg zln `acpp Pmz~czmbe cxn me zln s~cezmgmnj gbxk

    zlcz mp! zln} cxn jnp`xmhnj h} `bepzcez tbpmzmn meznonxp%

    Zln kcme `lcxc`znxmpzm`p9

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    Zln camj ca~np bg zlnpn cxmchanp cxn9 WNX]ACXON! ACXON! KNJM^K! PKCAA!

    CAKBPZYNXB! bx ^EFEB_E mg zln conez jbnp ebz febw zln tbpmzmbe bg ce} jczc

    bx nenxo} pb~x`n me zln p`nen%

    Ckb~ez bg nenxo} me zln nlm`anp neomen

    Zln camj ca~np cxn9 LMOL! KNJM^K! AB_ cej CAKBPZYNXB%

    Xczmb bg zln e~khnx bg `naap me zln m`memz} bg zln nlm`an wlm`l cxn febwe zb zln

    conez zb zln e~khnx bg caa `naap me zln m`memz}%

    Zln camj ca~np cxn9 LMOL! KNJM^K! AB_ cej CAKBPZYNXB%

    Zln xnc`zmbe cppb`mcznj wmzl zln omne pmz~czmbe%

    Zln camj ca~np cxn9 OBZBNENXO]PB^X@N! OBZBJCZCPB^X@N!

    ABBFCXB^EJ cej PZBT%

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    0%0% Zln ceca}ynx

    `acpp Ceca}ynx6

    C tcxz bg zln conez jnjm`cznj zb ceca}yn cej gmaznx jczc wlm`l `bkn zb mz me zln gbxk bg c

    P~xgc`nMegb bhin`zp/ cxxc}! cp wnaa cp megbxkczmbe chb~z lbw k~`l nenxo} mp c``~k~acznj

    me zln nlm`an/p neomen% Zln ceca}ynx ne`ctp~acznp c gnw pzx~`z~xnp cej cxmchanp wbxfmeo cp

    zln n|znxeca knkbx} bg zln conez + zln kbpz mktbxzcez bg zlnk cxn n|tacmenj hnabw% Zln

    xnp~az bg zln ceca}ynx/p wbxf mp c Pmz~czmbe bhin`z wlm`l mp p~hpns~neza} zxcepgbxknj mezb

    ce met~z n`zbx gbx zln cxzmgm`mca en~xca enzwbxf%

    CTM

    Zln kcme `lcxc`znxmpzm`p9

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    zln `naap bg zln p`nen/p p~xgc`n + zln tbpmzmbe bg zln omne P~xgc`nMegb me zln kct

    `bxxnptbejp zb zln tbpmzmbe bg zln omne `naa me zln p`nen% Nnx} zmkn c enw pectplbz

    bg zln nlm`anp m`memz} mp tcppnj zb zln ceca}ynx zln kct mp ~tjcznj% Zln ~tjcznj

    nxpmbe bg zln kct `ce hn p~hpns~neza} ~pnj zb `ca`~aczn jmpzce`np hnzwnne zln

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    xnknkhnxnj h} zln conez-! cp wnaa cp zb pnz c tczl hnzwnne zln nlm`an cej zln jczc bx

    zln nenxo} pb~x`n wlm`l zln conez wcezp zb cttxbc`l zb%

    Zln nenxo} pb~x`np/ mjnezmgmnxp s~n~n

    Zln jczc pb~x`np/ mjnezmgmnxp s~n~n

    Zwb txmbxmz} s~n~np ~pnj zb pzbxn mjnezmgmnxp bg nenxo} cej jczc pb~x`np wlm`l wnxn

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    zln conez%

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    cej ceca}ynp zln `~xxnez pmz~czmbe wlcz xnp~azp me xnz~xemeo ce bhin`z bg zln z}tn

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    gabcz jmpzce`n,mez gxbkV0[! mez zbV0[-

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    /gcapn/ mg zln tczl `ceebz hn jnznxkmenj% @ca`~aczmbe bg jmpzce`np hnzwnne zln `~xxnez

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    Zlnpn knzlbjp pmkta} xnz~xe zln mjnezmgmnxp bg zln `abpnpz pb~x`np + nenxo} pb~x`np

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    mez s~cezmg}nenxo},gabcz -

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    nej mgnej gbx

    nej gbx

    "" zln pn`bej tcxz bg zln caobxmzlk pncx`lnp zlxb~ol zln pectplbz gbx"" nenxo} cej jczc pb~x`np cej t~z zlnmx mjnezmgmnxp me zlnmx"" `bxxnptbejmeo s~n~np

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    gbx nnx} nezx} me zln pectplbz hnome

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    tbpmzmbep bg zln mjnezmgmnx cej B cxn ebz mjnezm`ca zlnexnkbn zln mjnezmgmnx gxbk zln n%p% mjnezmgmnxp s~n~n

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    mjnezmgmnx 9; `xnczn ce mjnezmgmnx bg Bcjj zln mjnezmgmnx zb zln n%p% mjnezmgmnxp s~n~n

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    mg B mp c jczc pb~x`n zlne hnome

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    xnz~xe pmz~czmbe6

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    0%:% Zln meznxtxnznx

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    Cjjmzmbecaa}! zln meznxtxnznx n|tbpnp ben kbxn knzlbj gbx `lceomeo c Pmz~czmbe bhin`z

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    J~xmeo zln ancxemeo txb`npp zln conez ~pnp zln meznxtxnznx zb zxcepaczn zlbpn Pmz~czmbe bhin`zp

    mezb tcmxp ,met~z n`zbx! b~zt~z n`zbx- cej zlne gnz`lnp mz zb zln bmj CEE99ancxe,gabcz )

    met~zpnz! gabcz ) b~zt~zpnz! mez e~khnxRbgRn|cktanp- knzlbj%

    CTM

    bmj `xncznmet~zn`zbx,Pmz~czmbe ) pmz~czmbe! gabcz ) met~zn`zbx-

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    mez `xncznxnc`zmbe,gabcz ) b~zt~zn`zbx-

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    zln jn`mpmbe%

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  • 7/31/2019 Artificial Neural Networks in the Simulation of a Real Scene

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