Vasil Penchev. Searching and Classifying

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  • 7/31/2019 Vasil Penchev. Searching and Classifying

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  • 7/31/2019 Vasil Penchev. Searching and Classifying

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    Nqox{n`n knxolic{nx {en chhnq{nk `jkn jf h}nc{oil cik j}kn}oildij|bnkln oi c lovni qn}ojk %n)l) UVOOO hni{~}y/) X~he ci nqox{n`n

    hjcbnxhnx {en xnvn}cb koxhj~}xnx cik cxx~}nx xj`n {eno} hjen}nihn |o{eoi

    ci ~ikn}byoil x{}~h{~}n jf eokkni q}oihoqbnx cmj~{ |ec{ ox dij|bnkln oi

    {en hjixokn}nk qn}ojk) [en |j}k ecx lcoink h~}}nihy f}j` {en F}nihe

    qeobjxjqen} @ohenb Fj~hc~b{" nxqnhocbby eoxBnx `j{x n{ bnx hejxnx

    3

    )Fj~hc~b{ c{{n`q{nk {j xej| {ec{ cik ej| ci nqox{n`n mcxnk ji

    }nxn`mbcihnx cik cicbjlonx eck x~qn}xnknk oi {en 3

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    Xhonihn li}cbn kn bj}k}n

    Ic{~}nx xo`qbnx ]nq}xni{c{ojix hj`qbnunx

    @c{enxox [cuoij`oc

    Cblm}n Xolinx[cmbn 3)

    ;

    Hn s~o }nik qjxxombn bnixn`mbn kn bqox{` hbcxxos~n" hnx{

    kcmj}k bn }cqqj}{ ~in hjiicoxcihn kn bj}k}n) Bj}xs~ob xclo{

    kj}kjiin} bnx ic{~}nx xo`qbnx" ji c }nhj~}x ~in `c{enxox kji{ bc`{ejkn ~iovn}xcbn nx{ bCblnm}n)

    >

    Bj}xs~ob xclo{ kn `n{{}n ni j}k}n knx ic{~}nx hj`qbnunx %bnx

    }nq}xni{c{ojix ni li}cb" {nbbnx s~nbbnx xji{ kjiinx kcix bnuq}onihn/"

    ob fc~{ hjix{o{~n} oin {cuoij`oc n{ qj~} hn fco}n oix{c~}n} ~i xyx{`n kn

    xolinx)6

    ;@)Fj~hc~b{) Bnx `j{x n{ bnx hejxnx) Qc}ox7 Lcbbo`c}k" 3?66" q) 5@)Fj~hc~b{) Bnx `j{x n{ bnx hejxnx) Qc}ox7 Lcbbo`c}k" 3?66" q) 56) \ec{ `cdnx {en

    {j{cbo{y jf {en Hbcxxohcb nqox{n`n qjxxombn ox q}o`c}oby {en }nbc{oji {j c dij|bnkln jf

    j}kn}) \eni kncboil |o{e {en j}kn}oil jf xo`qbn ic{~}nx" jin ecx }n-hj~}xn {j c`c{enxox" jf |eohe {en ~iovn}xcb `n{ejk ox cblnm}c %Fj~hc~b{" @) [en J}kn} jf

    [eoilx) Ci C}hecnjbjly jf {en E~`ci xhonihnx) Voi{cln Mjjdx Nko{oji) In| _j}d"

    3??;" q)

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    Boiicn~x ox h}nko{nk |o{e xn{{oil ~q {en eon}c}heohcb x{}~h{~}n jf

    hbcxxofohc{oji mcxnk ~qji jmxn}vcmbn hec}ch{n}ox{ohx) \eobn {en ~ikn}byoilkn{cobx hjihn}ioil |ec{ c}n }nhdjink {j mn xhoni{ofohcbby }nbnvci{ cx

    voxombn j} c{ bncx{ jmxn}vcmbn xolix j} fnc{~}nx ecx hecilnk |o{e

    knvnbjqoil hjlio{oji" {en f~ikc`ni{cb q}oihoqbnx hji{oi~nx {j mn xjbok) Oi

    Xyx{n`c ic{~}cn %3/ en q}nxni{nk eox hbcxxofohc{oji jf qbci{x" cio`cbx"

    cik `oin}cbx" cik oi Lnin}c qbci{c}~`

    /

    31)

    Eox mjjd x{c}{x my c kn{cobnk nuqbcic{oji jf Vnbcxdnw Bcx

    @nioicx %36>6/" xn}voil cx ci j}oloicb qcoi{oil `j{{j jf Bnx `j{x n{

    bnx hejxnx" m~{ O |j~bk bodn {j x~llnx{ cij{en} oi{n}q}n{c{oji jf {ec{ xj

    fc`j~x mnloiioil7[en qcoi{n} }nq}nxni{oil bnx `j{x n{ bnx hejxnx" j} {en |j}kx cik

    {en {eoilx" cik {eno} hjiinh{oji" ic`nby {en j}kn} jf {eoilx" |cx cx {en

    eokkni" oivoxombn cx {en }ncb fjh~x jf {en hcivcx" cik |ec{ ox `j}n" en eck

    knqoh{nk eo`xnbf" {en knqoh{n}" {en eokkni fjh~x g~x{ cx c bncvoil

    qn}xji" fj}`cbby oi {en mchdl}j~ik" m~{ {en {}~n bole{ hni{n} jf {enqcoi{oil)

    Xhejboc7

    [en }nq}nxni{oil" knqoh{oil" hbcxxofyoil" h}nc{oil {en koh{ojic}y jf

    bnx `j{x n{ bnx hejxnx" oi j~} hcxn Boii" |cx |ej eok eo`xnbf oi{j

    eox h}nc{oji) My cicbjloc ni{ox" |n cf{n} Boii `ole{ x~llnx{" {ec{ {en

    H}nc{j} jf Ic{~}n ecx eokkni Eo`xnbf oi xj`n ic{~}cb {eoilx oi x~he c

    |cy {j ecvn j}kn}nk {en bovoil mnoilx cx [eno} ]ncb Fjh~x %cik ejqnf~bby"

    {j ecvn cbbj|nk fj} Eox H}nc{oji {j mn hbcxxofonk my ~x" qnjqbn/)

    [en H}nc{j} jf Ic{~}n %cik oi qc}{oh~bc}" jf j}lciox`x/ |cx

    ic{~}cb {j ecvn eokkni Eo`xnbf oi {en h}nc{ovn" o)n) }nq}jk~h{ovn

    j}lcix" cik my |eohe {j qn}`o{ fj} Boiicn~x {j hbcxxofy cbb {en qbci{x)

    [}choil {en mcxoh oknc jf c ~iovn}xcb xhonihn jf j}kn} cf{n}

    Knxhc}{nx Bnomiow cik Dci{ ox vn}y oix{}~h{ovn7

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    ]nl~b ck ko}nh{ojin` oilnioo jf Knxhc}{nx %oi {en qni~b{o`c{n

    qc}cl}cqe jf ]~bn OV/ xcyx7 ch q}joikn lnin}cbn` s~cikc` nxxn knmn}nxhoni{oc`" s~cn ok j`in nuqbohn{" s~jk ho}hc j}koin` n{ `nix~}c` i~bbo

    xqnhocbo `c{n}ocn ckkoh{cx s~cn}o qj{nx{" ncikn`s~n" iji cxho{o{oj

    vjhcm~bj" xnk gc` vn{n}c{j c{s~n ~x~ }nhnq{j" @c{enxo` ~iovn}xcbn`

    ij`oic}o" s~jioc` oi ech hji{oin{~} obb~k j`in" q}jq{n} s~jk cbocn

    xhoni{ocn n{ @c{en`c{ohcn qc}{nx cqqnbbci{~})

    33

    [en oknc jf c ~iovn}xcb xhonihn jf j}kn} `ole{ mn `n{ oi `ciy

    qcqn}x jf Bnomiow) Bn{ ~x }n`n`mn} jiby {en fc`j~x cqqncb7 Hcbh~bn`~x#

    %Bn{ ~x hcbh~bc{n fj} o{ {j koxq~{n#/7

    O{cs~n q}jfn}{~} eoh hcbh~b~x s~okc` ijv~x n{ `o}ofoh~x" s~o oi

    j`iom~x ijx{}ox }c{ojhoic{ojiom~x bjh~` ecmn{" n{ s~o iji `oi~x chh~}c{n

    q}jhnko{" s~c` C}o{e`n{ohc c~{ Cblnm}c) S~j ckeomo{j xn`qn} {n}`oic}o

    qjxx~i{ hji{}jvn}xocn s~ci{~` nu kc{ox ncx kn{n}`oic}o qjxxomobn nx{"

    `ci~ {ci{~` ck hcbc`~` ck`j{c4 ~{ x~ffohoc{ k~jx koxq~{ci{nx j`oxxox

    vn}mj}~` hjihn}{c{ojiom~x xomo oivohn` kohn}n7 h c b h ~ b n ~ x)3=

    33e{{q7**qnkcljlon)ch-{j~bj~xn)f}*qeobjxjqeon*knxh}nl~bcn)e{ 7 {en}n `~x{ mn xj`n

    lnin}cb xhonihn {j nuqbcoi nvn}y{eoil |eohe hci mn cxdnk hjihn}ioil `ncx~}n cik

    j}kn} ij{ q}nkohc{nk jf ciy xqnhocb x~mgnh{ `c{{n}) [eox" O qn}hnovnk" |cx hcbbnk

    ^iovn}xcb @c{en`c{ohx" ij{ c fc} fn{henk knxolic{oji" m~{ jin jf bjil x{cikoil

    |eohe ecx qcxxnk oi{j h~}}ni{ ~xn" mnhc~xn oi {eox xhonihn ox hji{coink nvn}y{eoil ji

    chhj~i{ jf |eohe j{en}x c}n hcbbnk qc}{x jf `c{en`c{ohx) Ho{) oi" cik `j}n cmj~{`c{enxox ~iovn}cbox cf{n} Knxhc}{nx oi7 Gjei C) Xhe~x{n}) Knxhc}{nx @c{enxox

    ^iovn}xbox7 363? =5) - Oi7 Knxhc}{nx7 Qeobjxjqey" @c{en`c{ohx cik Qeyxohx" [en

    Ec}vnx{n} Q}nxx) X~xxnu M~}inx & Ijmbn mjjdx) In| Gn}xny" 3?51" qq) ;3-?6)3=

    Xyijqxox bom}o h~o {o{~b~x n} o{7Oio{oc n{ Xqnho`oic Xhoni{ocn ijvcn Lnin}cboxq}j

    O { {o { C {o X o {o k mbo f bo o{ { %e{{ ** o

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    Bnomiow |}j{n cx |nbb jf oio{oc xhoni{ocn lnin}cbox %q}oihoqbnx jf

    ~iovn}xcb xhonihn/" c`jil |eohe ox c ~iovn}xcb `c{en`c{ohx7OIO[OC XHONI[OCN LNIN]CBOX) HJIXQNH[^X XQNHO@OI^@

    O) @c{en`c{ohc Lnin}cbox" kn @clio{~koin xovn S~ci{o{c{n" n{

    Xo`obo{~koin 3> xovn s~cbo{c{n" kn{n}`oicikox" s~c I~`n}j}~` {c`

    hn}{j}~` s~jx C}o{e`n{ohc {}cko{" s~c` oihn}{j}~` s~om~x Cblnm}c

    jhh~qc{~}" hcbh~b~x j`iox ijvox c}{om~x qn}foho{~}" cmxjbv~i{~}s~n s~cnech{ni~x voxc iji x~i{ oi qj{nx{c{n)

    38

    N{n}icb [}~{e" C}{ jf Koxhjvn}y" cik ci Nihyhbjqnkoc jf cbb {en

    e~`ci dij|bnkln" j} ci chhnxxoji mjjd fj} o{ {j mn hbcxxofonk" c}n {en

    hjixnh~{ovn mjjdx jf eox mcxoh oknc7

    Qc}x O ) Oio{oc Xhoni{ocn Lnin}cbox

    Bom) O) Nbn`ni{c Vn}o{c{ox cn{n}icn " xn~ kn fj}`c c}l~`ni{ciko s~c

    qn}`jk~` hcbh~bo j`inx hji{}jvn}xocn kn`jix{}c{ovn {jbbci{~}

    Bom) OO) Kn C}{n Oivnioniko

    Bom) OOO) Hjixobo~` kn Nihyhbjqcnkoc hjiknikc" vnb~{ Oivni{c}oj

    hjlio{ojiox e~`cicn hjiknikj 3;

    )

    Dno`n cik Cibcln cf{n} Dci{ %Qe) Xbjci cmj~{ {en

    mojbjlohcb }jj{x jf Dci{x c q}oj}o/3>

    )

    38%e{{q7**|||)~io-`~nix{n})kn*Bnomiow - McikVO; - [nobmcikC7 Xno{n 3->1?" X)

    86=)/ Nbn`ni{x jf ^iovn}xcb Xhonihn) Ci cqq}juo`c{n von|7 O) ^iovn}xcb`c{en`c{ohx fj} `clio{~knx" j} s~ci{o{onx" cik xo`obc}o{onx" j} s~cbo{onx" {j mn

    kn{n}`oink7 cbb {en hcbh~bc{ojix }ncbown my in| `n{ejkx my i~`mn}x cx founk" |eohe

    c}o{e`n{oh x{~konx" cx oiknfoio{n" |eohe cblnm}c x{~konx" cik my |eohe |ec{ xnn`x

    eo{en}{j o`qjxxombn }nxjbvnx)3;

    %e{{ ** o { k *B om o M kVO; [ obm kC X o{ 3 >1? X 8>?

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    Chhj}koil {j Qe) Xbjci" {en {n}`x Dno`n" hj``jiby }nikn}nk oi

    Nilboxe {}cixbc{ojix cx xnnk" m~{ |eohe O hjixokn} mnx{ }nikn}nk |o{eoio{x eox{j}ohcb hji{nu{ my {n}` ln}`" cik Cibcln" ~x~cbby {}cixbc{nk cx

    koxqjxo{oji" q}nkoxqjxo{oji" cq{o{~kn" j} hcqcho{y) O ecvn xn{{bnk

    ji {en {n}` q}nkoxqjxo{oji cx {en mnx{ hji{nu{~cbownk }niko{oji)36

    [en

    hjiinh{oji mn{|nni Dno`n cik Cibcln - {ec{ mojbjlohcb `n{cqej}" |eohe

    |n `cy foik cx cf{n} Dci{ cx cf{n} Fj~hc~b{" oi {en l}j~ik jfc q}oj}o ox|c{henk oi Dci{xD}o{od kn} }noini Vn}i~if{7

    \o} |n}kni cbxj kon }noini Mnl}offn mox w~ oe}ni n}x{ni Dno`ni

    ~ik Cibclni o` `nixheboheni Vn}x{cikn vn}fjblni" oi knini xon

    vj}mn}no{n{ bonlni" mox xon nikbohe mno Lnbnlnieno{ kn} N}fce}~il

    ni{|ohdnb{ ~ik k~}he nmniknixnbmni Vn}x{cik" vji kni oeini

    cieilnikni n`qo}oxheni Mnkoil~ilni mnf}no{" oi oe}n} Bc~{n}dno{

    kc}lnx{nbb{ |n}kni)387 q) =8=)3" Hbcxxofyoil jf

    ox mcxnk jf mj{e {en `coi qcqn}x jf Hc}jb~x

    Boiicn~x7 ic{~}cn" cik nxqnhocbby

    mj{cios~n)

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    [en}nmy }j~leby" {en nu{nixovn in{|j}d jf n`qo}ohcbdij|bnkln |cx j~{boink7 {ec{ jf iji-s~ci{o{c{ovn j}kn}oilx)

    @cymn c kox{ci{" m~{ qn}xox{ni{ ~io{y jf c ~iovn}xcb{cujij`y |j~bk mn q}j`oini{ fj} {en ni{o}n hbnc}inxx cf{n}

    Boii" |eni en x~llnx{nk {ec{ en |j~bk m}oil {j bole{ {enxc`n kox{}om~{oji cik {en xc`n j}kn} oi ciy hjih}n{n

    kj`coix jf ic{~}n cik xjhon{y)

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    )

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    %q)

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    [j`mx{jin jf Boiicn~x

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    ic{~}cn &

    mj{cios~n

    Boiicn~x ox h}nko{nk|o{e nx{cmboxeoil {enoknc jf c

    eon}c}heohcbx{}~h{~}n jfhbcxxofohc{oji |eoheox mcxnk ~qjijmxn}vcmbn

    hec}ch{n}ox{ohx)

    \eobn {en ~ikn}byoilkn{cobx hjihn}ioil |ec{

    c}n hjixokn}nk {j mn

    xhoni{ofohcbby vcbok,jmxn}vcmbn hec}ch-{n}ox{ohx, ecx hecilnk

    |o{e nuqcikoildij|bnkln" {enf~ikc`ni{cb q}oihoqbn

    }n`coix xj~ik)

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    ic{~}cn

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    Oi Xyx{n`c ic{~}cn %3/ en q}nxni{nk

    eox hbcxxofohc{oji jf qbci{x" cio`cbx" cik`oin}cbx" cik oi Lnin}c qbci{c}~`

    %3

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    Mnhc~xn Boiicn~x |cx {en fo}x{ {j cheonvn c hjixox{ni{

    cik nffohoni{ xyx{n` jf ij`nihbc{~}n" mj{ciox{x cl}nnkoi 3?1> {j chhnq{ eox %= vjbx)"

    38/ cik wjjbjlox{x cl}nnk {j chhnq{ {en {ni{e nko{ojijf eox %35/ cx {en jffohocb x{c}{oil

    qjoi{x fj} xhoni{ofoh ic`nx jf qbci{x cik cio`cbx)

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    [ n Fo}x{ N o{oji j

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    [ n Fo}x{ N o{oji j

    QEOBJXJFOC MJ[CIOHC

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    L}ck~cbby Boiicn~x cbxj knvnbjqnk c hjixox{ni{ xyx{n`

    jf ic`nx" oi |eohe nche xqnhonx jf qbci{ cik cio`cb

    eck c lni~x ic`n fjbbj|nk my c xqnhofoh ic`n) O{ |cx

    hcbbnk Moij`ocb Ij`nihbc{~}n cik Hbcxxofohc{oji)

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    [en Hjc{ jf C}`x

    jf Hc}b vji Boii

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    F}nihe

    Koh{ojic}y

    cmj~{

    bnx `j{x n{

    bnx hejxnx%3651/

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    Bnx `j{x n{ bnx hejxnx

    my @ohenb Fj~hc~b{

    Bnx `j{x n{ bnx hejxnx

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    Bnx `j{x n{ bnx hejxnx 0

    [en J}kn} jf [eoilx %oi Nilboxe/F}ji{oxqonhn

    fj}

    Fj~hc~b{,x

    [en J}kn}jf [eoilx"=5)>- u 3?-"ch}ybohji qcinb"

    3??>)Q}ovc{nhjbbnh{oji)

    Gnff}ny Cm{

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    bej``n inx{ s~~in oivni{oji }hni{n"~in fol~}n s~o ic qcx kn~u xohbnx" ~i xo`qbnqbo kcix ij{}n xcvjo}" n{ s~ob koxqc}c{}c kxs~n hnb~o-ho c~}c {}j~v ~in fj}`n ij~vnbbn

    %q) 3>/)

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    %q) uuoo/)

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    C qc}{o} kn s~nb c q}oj}oeox{j}os~n c-{-ob { qjxxombn kn kfoio} bn l}cikkc`on} knx okni{o{x kox{oih{nx s~o x{cmbo{ x~} bn

    fjik m}j~obb" oikfoio" xcix voxcln n{ hj``noikoff}ni{" knx koff}nihnx: %q) 3>/

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    c q}oj}o

    %q) uuooo/

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    [en fo}x{ nko{oji %3?66/

    O{x @j{{j jf Qcoi{oil

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    O{x @j{{j jf Qcoi{oil

    Ci Oi{n}q}n{c{oji jf

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    q

    o{x Qcoi{oil @j{{j Vnbcxdnw Bcx @nioicx %36>6/

    [en qcoi{n} }nq}nxni{oil bnx `j{x n{ bnx hejxnx" {en |j}kx cik

    {en {eoilx" cik {eno} hjiinh{oji" ic`nby {en j}kn} jf {eoilx" |cx

    cx {en eokkni" oivoxombn cx {en }ncb fjh~x jf {en hcivcx" cik |ec{ ox

    `j}n en eck knqoh{nk eo` eo`xnbf" {en knqoh{n}" {en eokkni fjh~x ))g~x{ cx " fj}`cbby oi {en mchdl}j~ik"

    jf {en qcoi{oil

    X e bo

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    Xhejboc

    [en }nq}nxni{oil" knqoh{oil" hbcxxofyoil" h}nc{oil {en koh{ojic}y jf

    bnx `j{x n{ bnx hejxnx" oi j~} hcxn Boii" ox |ej eoknx eo`xnbf oi{j eox h}nc{oji) Mycicbjloc ni{ox" |n cx Boii `cy x~llnx{"{ec{ {en H}nc{j} jf Ic{~}n ecx eokkni Eo`xnbf oi xj`n ic{~}cb

    {eoil oi x~he c |cy {j j}kn} %cik ejqnf~bby" {j cbbj| fj} EoxH}nc{oji {j mn hbcxxofonk my ~x" qnjqbn/ {en bovoil mnoilx cx [eno}

    ]ncb Fjh~x)

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    [en H}nc{j} jf Ic{~}n" cik oi qc}{oh~bc} jf

    qbci{x" ox ic{~}cb {j eokn Eo`xnbf oi {en

    h}nc{ovn" o)n) }nq}jk~h{ovn j}lcix" cik my

    |eohe {j cbbj| fj} Boiicn~x {j hbcxxofy cbb {en

    qbci{x)

    @c{enxox ~iovn}xcbox

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    cf{n} Knxhc}{nx

    }nl~b OV

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    %{en qni~b{o`c{n qc}cl}cqe/

    {en}n `~x{ mn xj`n lnin}cb xhonihn {j

    nuqbcoi nvn}y{eoil |eohe hci mn cxdnk

    hjihn}ioil `ncx~}n cik j}kn} ij{ q}nkohc{n

    jf ciy xqnhocb x~mgnh{ `c{{n}) [eox" O

    qn}hnovnk" |cx hcbbnk ^iovn}xcb@c{en`c{ohx" ij{ c fc} fn{henk knxolic{oji"

    m~{ jin jf bjil x{cikoil |eohe ecx qcxxnkoi{j h~}}ni{ ~xn" mnhc~xn oi {eox xhonihn ox

    hji{coink nvn}y{eoil ji chhj~i{ jf |eohe

    j{en}x c}n hcbbnk qc}{x jf `c{en`c{ohx)

    @c{enxox ~iovn}xcbox cik {en j{en} }~bnx jf

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    {en

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    f{ B om o

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    cf{n} Bnomiow

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    B N [ ^ X

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    H C B H ^ B C [ N #[en}n ox knbovn}nk c hn}{coi in| cik |ji-kn}f~b hcbh~bc{oji" |eohe

    ecx }nbc{oji {j cbb j~} }nfbnh{ojix cik |eohe ox q}jhnnknk ij{ bnxxchh~}c{n {eni C}o{e`n{oh cik Cblnm}c) Cx cqqbonk {j hji{}jvn}xojix"

    {eny hci {n}-`oic{n cb|cyx cx {eny c}n xjb~mbn ji kc{c g~x{ my

    q~{{oil qni {j qcqn}4 o{ ox x~ffohoni{ fj} {|j koxq~{n}x j`o{{oil

    vn}mcb qbnckoilx {j xcy nche j{en}7 bn{ ~x )

    OIO[OC XHONI[OCN LNIN]CBOX)

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    HJIXQNH[^X XQNHO@OI^@O) " kn @clio{~koin xovn

    S~ci{o{c{n" n{ Xo`obo{~koin 3> xovn s~cbo{c{n" kn{n}`oicikox"s~c I~`n}j}~` {c` hn}{j}~` s~jx C}o{e`n{ohc {}cko{"

    s~c` oihn}{j}~` s~om~x Cblnm}c jhh~qc{~}" hcbh~b~x j`iox

    ijvox c}{om~x qn}foho{~}" cmxjbv~i{~}s~n s~cn ech{ni~x voxc

    iji x~i{ oi qj{nx{c{n %q) 86=/

    Nbn`ni{x jf ^iovn}xcb Xhonihn

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    O) fj} `clio{~knx" j}s~ci{o{onx" cik xo`o-bc}o{onx" j} s~cbo{onx" {j mn kn{n}`o-

    ink7 cbb {en hcbh~bc{ojix }ncbown my in| `n{ejkx myi~`mn}x cx founk" |eohe c}o{e`n{oh x{~konx" cx oiknfo-

    io{n" |eohe cblnm}c x{~konx" cik my |eohe |ec{ xnn`xeo{en}{j o`qjx-xombn }nxjbvnx)

    Qc}x O )

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    Bom) O) " xn~ kn fj}`cc}l~`ni{ciko s~c qn}`jk~` hcbh~bo j`inx hji{}jvn}xocn

    kn`jix{}c{ovn {jbbci{~} Bom) OO) %q) 8>?/

    Bom) OOO) " vnb~{Oivni{c}oj hjlio{ojiox e~`cicn hjiknikj %q) 861/

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    Dci{x

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    [en fo}x{ nko{oji [en xnhjik nko{oji

    Qe) Xbjci cmj~{ {en mojbjlohcb }jj{x jf Dci{x

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    c q}oj}o

    cik cf{n} Dci{

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    %q) =8=/ {en {n}`x " hj``jiby }nikn}nk oi Nilboxe

    {}cixb{ojix cx xnnk" m~{ |eohe O hjixokn} mnx{ }nikn}nk

    |o{eoi o{x eox{j}ohcb hji{nu{ my {n}` ln}`" cik "

    ~x~cbby {}ci-xbc{nk cx koxqjxo{oji" q}nkoxqjxo-{oji"

    cq{o{~kn" j} hcqcho{y) O ecvn xn{{bnk ji {en {n}`

    q}nkoxqjxo-{oji cx {en mnx{ hji{nu{~cbownk }niko{oji)

    F}j` Dci{x %{}cixb) my

    Qe Xb /

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    Qe) Xbjci/

    [en fj~ikc{ojix TL}iknP |eohe bon oi {en ic{~}n jf j}lcioh

    mjky %qbci{ j} cio`cb/ fj} c kn{n}`oic{n ~ifjbkoil Tmnx{o`{ni

    C~x|ohdnb~ilP c}n hcbbnk ln}`x TDno`nP |eni {eox ~ifjbkoil

    cffnh{x xqnhofoh qc}{x) M~{ |eni o{ cffnh{x jiby {en xown j} {en}nbc{ojix jf {en qc}{x {j jin cij{en}" O hcbb {en` ic{~}cb

    q}nkoqjxo{ojix Tic{}bohen CibclniP)

    F}j` Dci{x %{}cixb) my

    Qe Xb /

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    Qe) Xbjci/

    Oi mo}kx jf {en xc`n hqnhonx" |eohe ecqqni {j bovn oi

    koffn}ni{ hbo`c{nx" bon ln}`x fj} {en ~ifjbkoil jf c in|

    bcyn} jf fnc{n}x" of {eny bovn oi hjbk hbo`c{nx" |eohe |obbmn x~}q}oxnk |eni {ny }nxokn oi {n`qn}c{~}n

    Thbo`c{nxP)

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    %jq) ho{) q) =;1/

    O``ci~nb Dci{) D}o{od kn}}noini Vn}i~if{ %Ec`m~}e7

    @noin}" 3?51/" X) ;88;8>)

    Nko{j}7 Gnix [o``n}`ci

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    \nii `ci kclnlni ci kn` Vn}{nokoln}

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    kn}Nqolninxox kni l}jni Vj}w~l" kni n}oi Cixne~il kn} N}fce}~ilxl}ikn w~`Mn|noxn xnoin} [enj}on vj} kn` n}x{n}ni

    ec{" lbnohe iohe{ dniin{n7 xj |}kn kon Vn}i~if{ kjhe xheji w~` vj}c~x f} xnoin N}db}~ilxc}{ `o{ vj}wlbohen} L~ix{ noilnij``ni xnoi" |nob xon kon Ic{~} oi Cixn

    e~il kn} Koiln" |nbhen `ci ~}xq}ilbohei~} iche kn} Dc~xcbo{{ kn} W|nhdn xohe cbx

    `lbohe vj}x{nbbni dcii

    kjhe |niolx{nix" |cx kon Fj}{

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    qfbciw~il mn{}off{" cbx xnbmx{ en}vj}m}oilnik" iohe{ mbj cbx ni{|ohdnbik"mn{}che{n{" ~ik xj kjhe `o{ kn` dbnoix{`lboheni C~f|cikn knx mn}ic{}bohenicbbnx Fjblnikn vj` n}x{ni Cifciln ci kn}

    Ic{~} mn}b{ %jein cmn} mn} konxnin}x{ni Cifcil" ci kn` kon Qeyxod

    mn}ec~q{ xheno{n}{" xon `cl nx `o{ noin}Dn{{n kn} ^}xcheni vn}x~heni" `o{ |nbhen}

    xon |jbbn" n{|cx w~ mnx{o`{ni/)

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    Chhj}koil {j Dci{" {en {enj}y jfnqolninxox hjixokn}nk ic{~}n ij{ jiby cx knvnbjqoil"

    m~{ cbxj cx xnbf-lnin}c{ovn ic{~}n

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    Fjblbohe mbnom{ i~} kcx w|no{n m}ol%lbnohexc` noi Xyx{n` kn}

    Nqolninxox kn} }noini Vn}i~if{/7kc i`bohe kon Dc{nlj}oni vjixno{ni knx Vn}x{ciknx kon L}ikn

    kn} @lbohedno{ cbbn} N}fce}~ilmn}ec~q{ ni{ecb{ni)

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    Hjixns~ni{by" ij{eoil }n`coix m~{ {j ckjq{ {en

    xnhjik cb{n}ic{ovn %|eohe q}nxni{x ~x |o{e c xyx{n`"

    cx o{ |n}n" jf {en nqolninxox jf q~}n }ncxji/" ic`nby"

    {ec{ ji {en qc}{ jf {en ~ikn}x{cikoil {en hc{nlj}onx

    kj hji{coi {en l}j~ikx jf {en qjxxomobo{y jf cbb

    nuqn}onihn)

    |||)ob{)hjb~`moc)nk~*chckn`oh*kolo{nu{x*dci{*q~}nZ}ncxji*q~}nZ}ncxji){u{

    Dci{x

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    X) 5;

    Kn} {}cixwnikni{cbni Cicby{od

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    Kon Cicby{od kn} Mnl}offn\o} |n}kni cbxj kon }noini Mnl}offn mox w~ oe}ni n}x{niDno`ni ~ik Cibclni o` `nixheboheni Vn}x{cikn vn}fjblni"

    oi knini xon vj}mn}no{n{ bonlni" mox xon nikbohe mno

    Lnbnlnieno{ kn} N}fce}~il ni{|ohdnb{ ~ik k~}he

    nmniknixnbmni Vn}x{cik" vji kni oeini cieilniknin`qo}oxheni Mnkoil~ilni mnf}no{" oi oe}n} Bc~{n}dno{

    kc}lnx{nbb{ |n}kni)

    [}cixbc{nk my G) @) K) @nodbngjei

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    \n xecbb {en}nfj}n fjbbj| ~q {en q~}n hjihnq{ojix nvni {j

    {eno} ln}`x cik mnloiioilx oi {en e~`ci ~ikn}x{cikoil" oi

    |eohe {eny bon" ~i{ob {eny c}n knvnbjqnk ji jhhcxojix

    q}nxni{nk my nuqn}onihn" cik" f}nnk my {en xc`n

    ~ikn}x{cikoil f}j` {en n`qo}ohcb hjiko{ojix c{{cheoil {j

    {en`" c}n xn{ fj}{e oi {eno} ~icbbjynk q~}o{y)

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    UVOO hni{~}y" {en hni{~}y jf Boii

    qcxxnk ~ikn} {en xoli jf hbcxxofohc{oji) O{|cx xcih{ojink my c bncvoil Eox H}nc{oji

    H}nc{j}" ej|nvn} yn{ }n`coioil {en fjh~xjf {eoilx" {en j}kn} jf {eoil cx c xqnhofoh

    qc}{ jf {en |j}bk cbbj|oil fj} qnjqbn {j

    hbcxxofy cbb {en qbci{x cik cio`cbx

    [|j hni{~}onx bc{n}" @ohenb Fj~hc~b{

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    "

    c{{n`q{nk {j hbcxxofy cicbjlohcbby cbb{en dij|bnkln ij{ my o{x

    hj}}nxqjiknihn {j {eoilx" m~{ my o{xhjen}nihn |o{e o{xnbf) [en eokkni

    fjh~x jf eox ij{oji jf nqox{n`c" jf{ec{ hjen}nihn jf |j}kx |o{e

    {en`xnbvnx" {~}ink j~{ Boiixq}oihoqbn jf hbcxxofohc{oji

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    Hjiinh{oil {j `n

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    vcxobkoinvAl`cob)hj`e{{q7**vcxob