=gggggggggggggggggggggggggg= = = = `ma"ob`masp3 = = #bjai-ja-ea = = 333333333333333333333333 = = ^1$3i[7"x^)ju"1 = = #aa-acgajbh-jjjgfh-ja = = 333333333333333333333333 = = ameg ^g,? = = e1em7;o `m;ma = = = =77777777777777777777777777= lsb ;rao5. o5,]eu `ma"ob`masp3 o ;raw .s5:a. .m #a4 o ;raz #hj--#ia dno.o$ sb'{e: p3eg `{ir"u .n.aj54 #b4 ~m"x #b" #cw fs5d%hs )scz h=o1}s.s5.an ,i"< ,8`meg ^g,? e1em7;o `m;ma0'n `v3j3 *`m ^u`u,s"! .a,]j<: .n;&jbcoi4 _7 lsb`o$3"1 #bjai c* #jhp1-- #bjbj c* #jbp1 #bjbj c* #jbp1 #jfo1 lsb ;rao5."1 o5,]eu8'.m,oajyl e7irja`+,0 o`=.m8';m7c5irja`+,0 `o5%,sb8'j3"o5irja`+,0 "%^sbeu8'^ml3y`masirja`+,0 `o5ja,m8'$7p3irja`+,0 ----------------------------#j-c #j-b lsb ,mjr7. #e ,q,sq8'j3"o5irja`+,0 c,[7jg8'.)^mairja`+,0 ^=eo`]8'*,nirja`+,0 `o5,)j/8'*,nirja`+,0 `o5,m`]8'*,nirja`+,0 o;<3]8'*,nirja`+,0 ^aj/.q8'*,nirja`+,0 .7*.o8'*,nirja`+,0 ,q<]8'*,nirja`+,0 .].m*8'*,nirja`+,0 .].q`]8'*,nirja`+,0 $7j/"q8'*,nirja`+,0 `o5`+*8'*,nirja`+,0 `o5l7eq8'*,nirja`+,0 `o5.o]8'*,nirja`+,0 .]jr%38'*,nirja`+,0 ;),]ju8'*,nirja`+,0 ^a,s%38'*,nirja`+,0 ----------------------------#j-d ^a.qj*8'j3"o5irja`+,0 o,mj*8'j3"o5irja`+,0 oj3^s58'j3"o5irja`+,0 .)l7ju8'j3"o5irja`+,0 `o5%eo8'j3"o5irja`+,0 o.op38'j3"o5irja`+,0 `o5.r`%38'j3`majr>7irja`+,0 c5`m7]8'j3`majr>7irja`+,0 %3ju8'j3`majr>7irja`+,0 ;yeq,?8'j3`majr>7irja`+,0 ;y+7,?8';m7c5irja`+,0 ^a;)+78';m7c5irja`+,0 u^]im8'j3"o5irja`+,0 jsha,]8'j3"o5irja`+,0 eq.qm8'.)^mairja`+,0 o]jg8'.)^mairja`+,0 j=,[7*8'.)^mairja`+,0 ^a,],oa8'$7p3irja`+,0 ----------------------------#j-e ,q].q8'j3`majr>7irja`+,0 $7o1eq8';m7c5irja`+,0 ^a+j38';m7c5irja`+,0 .]j/.o8';m7c5irja`+,0 .]],?8'j3"o5irja`+,0 u,nz8'j3"o5irja`+,0 jv7,?.m8'j3"o5irja`+,0 $7i=;<38'.)^mairja`+,0 o.=j*8'.)^mairja`+,0 ;yj].g8'.)^mairja`+,0 `o5i5"q8'$7p3irja`+,0 `o5^uz8'$7p3irja`+,0 `o5j=.q8'$7p3irja`+,0 a#j-d lsb ,mjr7. #g u,qj:a8'$7p3irja`+,0 ^al7p38'.m,oajyl iobcn;%"t,0 ^a.],m8'.m,oajyl iobcn;%"t,0 jseq$78'.m,oajyl iobcn;%"t,0 ^a*ju8'.m,oajyl iobcn;%"t,0 ----------------------------#j-f .]i=ju8'.m,oajyl iobcn;%"t,0 ;y.qj:a8'.m,oajyl iobcn;%"t,0 `o5/.q8'.m,oajyl iobcn;%"t,0 o`%i?8'.m,oajyl iobcn;%"t,0 o5,)eq8'.m,oajyl iobcn;%"t,0 =777777777777777777777777777777= ----------------------------#j-g "8`maeg ;u"x01 `meg ^g,? e1em7;o `m;ma ^( lsbz q`= .oc[7 l3sb ^1.)! mrj3 ir`%eu m"oe1 .w `meg ^g,? .o;o5! ;<5`uj<: ^o`+"2 *`mj<:/[e: j3`ma.).h=,q*`mp3 8'0,,etri,0w j3`mas w.( `meg ^g,? $oi["w .o;o5 i[7! ^h7["u `o.( .o;o5w eg.n.s5! ,m.]"2^uv3j3 w.( `meg ^g,? .o;o5! ,m"obj<:/i4 i&,.rcz `meg ^g,? e1em7;o8'#bjj e3 s.t,0 `m;ma["u" `meg ^g,? e1em7;o #j-g `maeg ;u"x #i `m;ma .o;o5! ^h7["u e1em7;o"! `m;maj<:/i4 _0 `meg ^g,? e1em7;o .o;o5 ,m"ob `meg ^g,? .o;o5! ,m"obj`o mrj<: ,8j3`ma.]^uh=,q`o,&j:bjy 8'0,,tta,00' i[7 `v3"* ^g>w `meg ^g,? .o;o5! `s5huj<: `o.( .o;o5w eg.n.s5! ^g,?" ^uv3iy3 .o;o5! .n,oj<:/i4 `o.(w w.( `meg ^g,? e1em7;o .o;o5z .m"u "8#ba,n`o ,n.= `/jya01n,s `m;maiy3 `m `m.u `o^3 `meg ^g,? e1em7;o"! w.( `meg ^g,? e1em7;o"u ^*jv3jcz _sn ;u.s5! ek;ms `r^1iys/[e: on ,i"< w.( `meg ^g,? e1em7;o"! `m;maj`o mrj3 .o;o5z `[ >7.?"2.o1.? ;[ae*n,s ^m.xj<:/i`u j1 ,m o/i4 ^( lsbn,scz j3`ma.]^uh=,q`o,& j:bjy8'0,,tta,0w ,8w.( `meg ^g,? e1em7;o `m;ma! mrj3 w.( `v3`/ hr`[ ,nh[ eo2 w.( `v3`/ ,t.] ^7^sb0'! `o^3["u j<: w.( `meg ^g,? e1em7;o"! `m;maj`o mrj3 ,o1+7.?q .o;o5! `r^1j`u `o.( w.( `meg ^g,? .o;o5n,s ^m.xji`u d3i3iycz cr+7`v /,o"! ^uv3j<:/i4 _0 `meg ^g,? e1em7;o8'#bjj e3 s.t,0 `m;ma `meg ^g,? e1em7;ow `m;ma .t;7irja`+ `meg ^g,? e1em7;o `s5.[7 euin1 """" #bh#ia #b4g4b4 .)^mairja`+ iob "sco7 `o^3 `meg ^g,? e1em7;o `s5.[7 euin1 """""""""""""""""" #cc#ajd #b4h4 .)eg$ .obi3 ,o5;[7 e*.sb 8'0,focus ,gr\p ,9t]view,0 """"""""""""""""""""""" #cf#aji #b4i4 ;y.= `\`ve& l3;& """"""""""""""""""""""" #ch#aae ---------------------------#j-aj .n#c.7 `meg ^g,? e1em7;o `m;ma .o;o5 ,m"ob #a4 .o;o5 ,m"ob `v.] #da#aag #a4a4 `o^( p3;oa """"" #da#aah #a4b4 w.( `v3`/ hr`[ ,nh[ ,t.] ^7^sb """""""""""""""""" #da#aai #a4c4 eg.7 %j]^\ w.( `v3`/ ,t.] ^7^sb """"""""""""" #da#aai #a4d4 ,n^m `m^\ hr`o7 $oi["7.?"2.o1.?["u #a .n#a.7 #a4 #ai ^m.xj<:/[e: i<>7j3 l3sbw `o^3o iy1 ir`%eu )s .7.?["u ,m.g cu4`n `r^1j`o mrj<: i<>7j3 e1em7;o .)eg$ q":a! jv1+7j<: `meg ^g,? e1em7;o"! `m;maj<:/i4 ^( lsbn,scz j3`ma.]^uh=,q`o,& j:bjy8'0,,tta,0 i[7 `v3"* ^g>w `meg ^g,? .o;o5! ;<5`uj<: ,n^m ^g,? .o;o5! ,m"obj`u egs #bjj e3 s.t `%euw `meg ^g,? e1em7;o"! `m;maj<:/i4 j3`ma.).h=,q*`mp3 8'0,,etri,0w j3`mas w.( `meg ^g,? $oi["w .o;o5 i[7! ^h7["u `o.( .o;o5w eg.n.s5! ,m.]"2^uv3j3 w.( `meg ^g,? .o;o5! ,m"obj<:/i4 #b4 lsbw ^s5mr #b4a `meg ^g,? e1em7;o `m;ma .o;o5 ,m"ob `meg ^g,? .o;o5! ,m"obj`o mrj<: ,8j3`ma.]^uh=,q`o,&j:bjy 8'0,,tta,00' i[7 `v3"* ^g>w `meg ^g,? .o;o5! `s5huj<: `o.( .o;o5w eg.n.s5! ^g,?" ^uv3iy3 .o;o5! .n,oj<:/i4 `o.(w w.( `meg ^g,? e1em7;ocz .m"u "8#ba,n`o ,n.=`/jya01n,s `m;maiy3 `m `m.u `o^3 `meg ^g,? e1em7;o"! w.( `meg ^g,? e1em7;o"u ^*jv3jcz _sn ;u.s5! ek;ms `r^1iys/[e: on ,i"< w.( `meg ^g,? e1em7;o"! `m;maj`o mrj3 .o;o5z `[ >7.?"2.o1.? ;[ae*n,s ^m.xj<:/i`u j1 ,m o/i4 ^( lsbn,scz j3`ma.]^uh=,q`o,& j:bjyw w.( `meg ^g,? $oi["aiycz /$ e30[54 7 eg.7 ol7w i3mr" .[a j3 eg.7 <3n :"s `rw eg.7o duj5iycz `]mn irj3 .o;o5 do1+8'h[ajo q+7.t,04 7 ,iws,,[`o" h[ajo e]l`mw ,iws,,[`on ,u`[a.?o54 _0 ,s,&,] e]l 7 ,s,&,] e]l$ .o^r,u$ iy`sc ,s,&,] e]l"u .=`\iycz i[7w eg.7n irj3 .o;o5 ^uv3 do1+ _0 wl ^u.u +7) 7 `masn,s eg^sb.?q `oc[7! jcz wl ^u.u +7)w `m,]o i<>7je["u ex"x ^uv3 do1+ _0 i=l *,x `m,] 7 i<>7j3 i=l *,vrv ^u.u +7) `m,]! `m^gj1 do1+ o/[54 _0 .7j] li= `meg eg.n 7 .7j] li=w `]m ^u.u +7) `m,]oc `meg ^g,?n ]j>7! .m54 7 .7j] li=! ^o"u'j<: eg.7w c(j7 ,o1j*n ]j>7! .mcz `m,]n irj3 .o;o5 e"* do1+ _0 ,8n,s0' .ms q.] eg.n 7 j*.r .i= ^g,? `\`v eg.7w .ms :aj1! jcz ,8n,s0' ,]^go .]jvaj`n ^g,?iy.o <30[54 7 i3;n e]l .ms i[7n irj3 .o;o5 ,m.] eo2 ^uv3 do1+ _0 ^ml.t8'h[ajo q+7.t,0n irj3 `meg ^g,? d+.ow ,neo1iu eg.n 7 ^ml.t eo2 q+7.to o1`v1.?["u 0,,vp4"u ;s"oiy`u o/czin on irj3 a#f .n#b.7 #b4 #bi hr`[ ,n^gjv `s5hu do1+ _0 +7)w e]lj] ;s"o eg.n 7 +7)w e]lj]w `]m o"! ^\iu"u d+,oj1 ,m o/cz `meg hr`[$ ^m.rj54 7 +7)w e]lj] i[7 hr`[ ,n^gjv$ do1+j3 `]mn irj3 `s5hu do1+ _0 ;n) ,m,oa ^ml eg.n 7 ;n) ,m,oa ^ml"! q.]j<: ^ml$ e]l`m"! ,m,oaj1 ,m o/iu"x j1.o `u": do1+ 7 on irj3 `oc[7 hr`[ c(w do1+ _0 `o^3 e1em7;ow u"% 7 p3 e1em7;ow uh" ,iws,,[`o eg.n i[7o .i= ^g,? `\`vn ]j>7! eo;o54 7 p3^( u"%"! `masp3n ^u`uj`o mrj3 ,o,[hn5 `m;ma do1+4 ------------------------------#g ^( i3`/n,scz mrw .m+ .r7.s5! ^o"u'j<: i<>7j3 .r7.s5! c(wj<: `o.(w hohono8'0,,tta,0 w.( `meg ^g,? .o;o5! ,m.]"2^uv3j<:/i4 ,iuj3 /,o"! .].nj`u ;m$j<: .asb.i!o /,o"! h=jr `meg ^g,? .o;o5! ,(,mrb`n ojrj1 ,m o/iu"x j<:/i4 o i3`/cz ,o1.n .asb eo2 .i= ^g,?w o.) i3`/n o"ms.:> jcz _soc ,o1.n .asbn,s ^1,r7jcz u"% eo2 eg.n.s5i!! ^3]j<: .o,x.?["u ^uv3j<:/i4 ,iuj3 .)eg$ .obi3 ,o5;[7 e*.sb .eg jyw" `masp3`vw j:bw i[7! h=j<: ^g,?w ,n^m .o;o5! ,m.]j<:/i4 ,m.]iy3 ;y.= .o;o5z #c.7n,s `m;n.?["u .n,oj3i4 #b4b4 ,m.asb `s5,m iu`m fs,[hsea,'"1 p3,o eg.7" w.(,u" .o~r,u" j}hr,u~g,?" `meg ~g,?" weo:a ~g,? #a;< `s5,m"! ,mjr7jcz ,m.asb `s5,m ho5p3i!z p3,o eg.7n irj3 .i= `meg ^g,? `\`v"! h=jbj<: ^u:.mcz `s5,m iu`mn,s ^g,? cr+7! jvaqj`u ^1`*j3 u"%"! ,m.]jcz .asb! j`u" #b;< `s5,m `v.]n,scz ho5.7i!o #a;< `s5,m `\`vn eg.n$ sb'cz.o i,o j3^) .s5`s5j3i4 ------------------------------#i ,'.s5:a. .m,'"1 `["o5#b-- `["o5#fw jve*n,s ,)hraiy3 ^m^gz 82 ;0 ["u chcr54 "8`["o5 #b01 ,)hraj3 s.tn irj3 `meg w.( `v3`/ `\`v ,'`["o5 ,r7">a,'"1 ,[7emp3w <3cr ^7,=! i[9`u hr^!"o' 0,,pc4w ,[mr;o"! f:. ixo1 h=,qlq #h .n#b.7 #b4 #cc iuo;nhn1"nfu5w voda,'"1 ,[7emp3w <3cr ^7,=! i[9`u hr^!"o' 0,,pc4w ,[mr;o"! f:. ixo1 h=,qlq iuo;nhn1"nfu5w voda,'"1 `meg^g,? w.( `v3`/$ u1^"z.o jvaqjr .m,n+4 .v;[a hno^!n,s $a s.tn irj3 .o^r,u8'0,,id,0v w.(`v3`/ hr`[8'0,,deprel,0"! f!"oaj<: ,m.]j1 ,m o/,[bcoi4 - w.(`v3`/"! ,m.]je* l7i3n ^uocz w.(`megh["o$ ,o1,o$3["u f#i .n#b.7 #b4 #ci sbinoh[ iybcoi4 - s.t! ,)hraje* :"s `o`v3w .i= ^g,? jm^u"! d\;: ^u1 ,m o/,[bcoi4 - `%;oa `s5l"! h=`vjiu"x 0,,id1 ,,deprel4! .]jvaj`n ob":ajr.m,n+4 =gggggggggggggggggggggggggggggg= =="1 weo """""""""""""""""""""""""""""""" `meg hr`[ 0,,np"1 ;n)8'e]l" ire]l" ,ml,0 0,,vp"1 +7)8'i=l" j]+7l" ^u.u+7),0 0,,ap"1 ^ml`m 0,,vnp"1 `[7.] .o.]l`m8'e]l 5 oi,0 0,,dp"1 `v3j]l`m 0,,ip"1 $5h3l`m8'ju;o7 eo2 irib i[7w d+j*,0 0,x"1 wl `m8'0pseudo phrase" .ul i3ix s.t ,iucz `oju i[7,0 0,l"1 ^mju8'y3,.x `v1ju eo2 ,ia,'"1 ,[7emp3w <3cr ^7,=! i[9`u hr^!"o' 0,,pc4w ,[mr;o"! f:. ixo1 h=,qlq iuo;nhn1"nfu5w voda,'"1 ,[7emp3w <3cr ^7,=! i[9`u hr^!"o' 0,,pc4w ,[mr;o"! f:. ixo1 h=,qlq iuo;nhn1"nfu5w voda,'"1 82`meg^g,? `v3"* egw;0 l+7."1 0"y.-ng4 eg.7 0,,id"1 ,,nwrw #ahjjjjjjcc-jahh-jjja s.t"1 82#e;0 ^["nofs0' eg.7"1 8u1"o5doa<" %jxe"<0 444 e.oea ,8,mc[7 ^["nofs0' c5a,'"1 `%;oa `o~3 %j+,} `s5l ~g,? cr+7! ,m.}j1 ,irei i<{5 `%;oai!! e3.xjcz.o %j+,} `s5l"! jbcoi4 0,v4 ob":aiy3 .o~r,u 0,,id4$ euim ~s5mr cr ,m'."u %j+jbcoi4 0,v4 ob":aiy3 w.( `v3`/ hr`{ 8'0,,deprel,0$ euim hr`{,nh{n .}wiy3 _s{"u %j+jbcoi4 0,v4 euiz s.tw w.(`v3`/$ .o~r,u jmmrp3;oa! .g,mjbcoi4 0,v4 euiz s.tw .o~r,u ,l7o ,s"u `+;a,' iobcn;%"t no jczin $a$aw `s5,m.7l7! iueuj<:/i4 <"rcz ,o1,oj3 `+%aw o1.]oi4 "8d+ #b01 `+%a o1.] =gggggggggggggggggggggggggggggg= `+%a"1 jy;< c1,. irl7 `+%a. ^o`u """""""""""""""""""""""""""""""" #a;<"1 #h_/#be--#bf *,nir .asb. `o5,)j/" o;<3]" ^aj/.q == #b;<"1 #aj_/#be *,nir .asb. `o5,)j/" o;<3] == #c;<"1 #aj_/#bf $7p3ir" j3"o5ir .asb. `o5j3,r5 == #d;<"1 #aj_/#bi .)^mair .asb. o;<3] == #e;<"1 #aa_/#b jr>7ir .asb. o;<3] == #f;<"1 #aa_/#ae *,nir .asb. o;<3]" ^aj/.q ("7j3 ;rct! h=j<: .asb.i!w egw lj7oc u"% ^u`u"! jvaq"2 `v3"oj<:/[e: $a .uw ho5.7z $a .up3w ^g,? cr+7! .m`o.?["u `s5,mj<: .asb.^\ doi[^ra! .n`=j<:/i4 b#ae .n#b.7 #b4 #ec #b4d4 .i= `meg ^g,? `udm5.o1 `meg ^g,? e1em7;o"! `m;maj`o mrj<: ^( lsbn,scz `o`/ ja,[b `o^3w .i= `meg ^g,? `\`v"! jv1+7j3i4 `s5,m.cz .i= `meg ^g,? `\`v"! .o;o5n ,i"< l1d:^ue*,s u"%"! ,m.]j<:/[e:" ,i"<,s cu4z .]jvaiu"! $k;g .i= ^g,? `\`v"! l+7jcz _so e1em7;o `m;ma j+%1! cu4ocz in .m7+j3 :aj1! j3i4 ^( lsbn,scz .i= ^g,? `\`vw .]jvaiu"! ;yirj3 cu4o`o mrjr #e`rw j]hr,u ^g,?`o8'j3`ma.). h=,q*`mp38'0,,etri,0" $7p3ir" .)^mair" ;m7c5ir" j3`majr>7ir,0v #d`rw `meg ^g,?`o -----------------------------#af 8'j3`ma.).h=,q*`mp3" $7p3ir" .)^mair" ;m7c5ir,0w .i= ^g,? `\`v"! jv1+7j<:/i4 ^g,? `\`v h=jb <1`u"o.[5z :"s `o`v3w .i= ^g,? `\`v"! ^o`+j<: $.7 ,q"yiu$ cu4z ^g,? `\`v"! iu;&jcz j]hr"u jca,'"1 j]hr,u ^g,?" `r;ne] q,oa" `meg ^g,?" weo:aq,oa" l7ju;<5.ujr`\" emj]ir+7s^xp3 #b4d4b4 $7p3irja`+ iob "sco7 `o^3 w.( `meg ^g,? euin1 ir+7">7w `udm5.o1 `meg ^g,? e1em7;o"! `m;maj`o mrjr,) `u,]c[7w .i= `meg ^g,?`o"! c#af .n#b.7 #b4 #eg jv1+7jr .i= `meg ^g,? e1em7;o"! .n.aj3 jm o"! l"<5o .oa.sb `s5,mjcz ^7,oao $.7 j+`v.?oi4 j3`mas;s"s5 s,go .<%"ub`u i3sw ,r7">ao ^q^)j3 )sw `]m w.( `meg ^g,?! .?+7jcz _so .?jbji4 w.( `meg ^g,?o"<3 eg.7! `m,]jcz s.ti! $3w w.( `v3`/ .]^u"! ^g,?j<: $a s.tw .o^r,u mr;o"! <1n+,0 `o^3w ^g,?`o"u eg.7 crw s.tw weo"! ,o1,m $b'["u d+j*j`o mrj3 qfuis `/;[78'0,5cod] ,lay],0`v `[ $b'! ^h7["u duqhs cnh[pf[n,s $a s.tw .o^r,u mr;ov w.( `v3`/e]! ;m.]j`o mrj3 iofuis `/;[7 8'0,decod] ,lay],0["u `m,]iy3i4 qfuio7 `/;[7w ob":az s.t i3mrw d+l78'0,emb$d+,0! l+7jr/i4 s.t! `m,]jcz j]hr,ui!w d+l7! jb,]`ub ,q`]e7! h=jr jc7w e1em7;o"u l.) ja,[bj3 i3s d+l7! l+7jr/i4 ,iuj3 )s euin1q n1eu 8'0,emb$d+ f ,language ,model" oj 0,,elm,'o,0"! h=jr egeran ,i"< i1"<.ocz j]hr,uw weoiu s.t d+l7n ^3]jiu"x jr/[e: dm5l .]^u$ .m7+j`n .a+7jcz `meg ^g,?w h[a,]! `u":jr j]hr,u dm5l d+l7iu j5,`n l+7jr/i4 qfuis `/;[7n,scz >7^7j>7 ,gjv3 ,q`]e78'0,bidirec;nal ,recurr5t ,neural ,net"w,0! l+7jr,s >7^7j>7w egera .]^u"! ^3]jr/i4 qfuio7 `/;[7w ;&":az etho jni[ .mw .ob.m7 `/;[78'0,multi-h1d ,att5;n ,lay],0n,s weo `v3`/ ^g,?n .m7+j3 s.tw mr;ov weo .]^u"! ^m$aj`u `[ .]^u"! iofuis b#ag .n#b.7 #b4 #ei `/;[7n .)i1j<: w.( `meg ^g,?n ium5! .miu"x j<:/i4 iofuis `/;[7n,scz duqhs cnh[pf[ 8'0,po9t] ,net"w,0"! h=jr $a s.tw .o^r,u -----------------------------#ah mr;o"! ;m.]jr/i4 duqhs cnh[pf[cz .mw .ob.m7 ^7^sb8'0,att5;n ,me*anism,0! 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`\`v"! s9! ,m o/[c #ajj0p w .]ib $b'! `oirj`o s":b`o ,iregn .)eg$w ,m.asb `s5,m"! h=j<: o"! ^uv3j<:/i4 ^( lsbn,scz .i= `meg ^g,? `\`v"! ^h7["u #ajj0p ,m.asb `s5,m"! h=jr `meg ^g,? e1em7;o"! .o1.?["u j>7l7,ofo1 ,m o/iu"x .asbj<:/i4 .i= `meg ^g,? `\`vcz .asb iu`m d!"r'du5! h=jr .asb.i!n`n eg.7 i3mr"u j1i7iy3 -----------------------------#bh i4 .asb.i!z .asb iu`m"! h=jr ^g,? irl7 eg.7! jvaqj`u .i= `meg ^g,? `\`v"! `s5,mjcz ^7,oa["u .asbj<:/i4 o,ir ^g,?n eg.n$ o/cz `]m .asb iu`m i[7! h=jr ^u`uj1 ,m o/i4 .asb.i!z ;= #d`r .u"u d*,]iys/[e: $a .ucz i5i7 `+,m #a e]" ho5.7 #a e]" .asb. #g-h e]["u `m,]iys/i4 ho5.7! duj5j3 .asb.i!z .asb iu`m"! h=j<: $a eg.7n irj3 `meg .i= ^g,? `\`v"! `s5,mje: ^g,?n s":m5o o/cz `]m .asb iu`m i[7! h=j<: ho5.7n`n ^u`uj<:/i4 ,iuj3 .asb iu`mn,s ^1,r7jcz u"%c .asbw d*w"! mrj<: `r,)o do1+j3 ^m^g! .asb.i!o ho5.7i!n`n .oa.sb ^u`uj1 ,m o/iu"x j<: o"! .asb iu`mn ^3]j1 ,m o/iu"x j<:/i4 au `meg ^g,? .asb .m7n ^1`*iycz j]hr,u ^g,? u"%" p3,o e1em7;ol7w u"% i[7! ,q`uj1 ,m c#bg .n#b.7 #b4 #hi o/iu"x j<: o"! eu< `masp3 ;[an .)i1j1 ,m o/iu"x j<:/i4 #b4f4 ho5.7 eo2 `+,m.q `s5,m 8'#b;< `s5,m,0 ho5.7 eo2 .u^\ i5i7 `+,mcz $a .up3o .n;&j3 ^g,? 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e1em7;o o1`v3,] `s5l `%;oa_/euin1 3o #7 .asb v3"+ eg.7 3o #8 0,f1ture ,g5]a;n4 3o #9 ^g"% `%;oa_/euin1 3o #10 0,"o-class ,anomaly ,detec;n ;w ,,dl3 ,sup]vis$ t1m+ "<,mature ,/age"> "9 ,h1d3 ^w ,h1d3 tag ;w ,dep5d5t3 ^w ,dep5d5t3 tag ;w ,4t.e btw h1d & dep5d5t4 "8`["o5 #ai01n,s ^ucz ^ly /age,0 ,irncz .)eg$$ .oa.sb `meg ^g,? e1em7;o"! `m;maj<: e1em7;ow ,q"y,]! jva^uj3i4 ocz `m;ma iu`mn wjr,s `m;maiy3i4 ac ;u`o ja,[b ojmncz ^g"% euin1n wjr,s `meg ^g,? u"% jm^u"! .n,oj<: e1em7;o `m;maw ,r7l3":a! j>7l7,ofo1 ,m o/i4 #b,0 ..o1 ,r7,]8'0f1ture g5]a;n,0"1 `]js5.? .o,oa 8'0exp]i5tial k,0["u ..o1! ,)hraj`u ,r7,]j<: `meg ^g,? e1em7;ow ,q"y,]! jva^uj3i4 d]$ inohs .objb8'0te/ -----------------------------#cj data set,0n irj3 ;m"(8'09f];e,0 ojm o1`v3,] `s5l`on,s chccz `meg ^g,? u"%"! ^g,?j<: ..o1! ;m$j3i4 ^( *`mn,scz "8`["o5 #bj01`v $8z `meg ^g,? h["o"! ^h7["u "8`["o5 #ba01`v $8z ..o1! ;m;&j<: jca,'"1 d!"<,[hoa["u - e3iz - ,>^nh[`ocz8'0n,0 - 0,,np.- ,,sbj4 - ir^m^goi48'0n"-#a,0 - 0vnp4 - 0root"4 ,mobdm5o8'0n,0 - 0,,np.- ,,sbj4 - ir^m^goi48'0n"-#a,0 - 0vnp4 - 0root"4 "8`["o5 #ba01 `meg ^g,? `s5.[7 ,o,[hn5w ob":a ..o1 .objb ,'`["o5 ,r7">a,'"1 0,,np.- ,,sbj4 - 0root8'0^w;5n"-#b,0 - 0,,vnp8'0,dep,rel;5n"-#b_\ n"-#a,0 - ir^m^goi4 8'0^w;5n"-#a,0 - ,>^nh[`ocz 8'0^w;5n,0 - #b 3o #ffj 0root8'0^w;5n"-#b,0 - 0,,vnp 8'0,dep,rel;5n"-#b_\n"-#a,0 - ir^m^goi48'0^w;5n"-#a,0 - ,mobdm5o8'0^w;5n,0 - #a 3o #ffj "8`["o5 #ba01`v $8o `meg ^g,? egera d+l7n,scz #b i3`/ mr 8'0n"-#b,0w .o^r,uw i3s 8'0^w;5n"-#b,0v #a i3`/ mr 8'0n"-#a,0w .o^r,uw i3s 8'0^w;5n"-#a,0" au im .o^r,u $3w w.( `v3`/8'0dep5d5cy r1la;n,0 8'0,dep,rel;5n"-#b_\n"-#a,0" j*.r i3s8'0^w;5n,0" e.oea["u j*.r i3sv 0n"-#a4 i3svw `s"o 8'04t.e,0.]^u8'0,dis;5n"-#a_\ n,0;= #e`r"! duj5j3i4 $a i3scz #bjj;4oi4 :`o,s 0,n4z ..o1 ^nahsw ,mo`u" 0,k4cz `g.obw ,mo`u" 0,d4cz ..o1 ^nahsw f[`ooe:" 0,i4cz ^3^x jy',moi4 ,i"<,s ..o1 ^nahsw ; j3i4 ^( *`mn,scz .`o^mjujv`o 8'0auto-5cod],0"! o+7j<: ;a,'"1 0,9put ,lay]" ;\o ;h ;\o ,\tput ,lay]"4 0,9put ,lay]" ;\o ;h"1 qfuis8'0,5cod],0 0h ;\o ,\tput ,lay]""1 iofuis8'0,decod],0 "8`["o5 #bb01n,s .`o^mjujv`ocz ob":a;[7w f[`o"! #ffj" zcoa;[7w f[`o"! #ajj" ;&":a;[7w f[`o"! ob":a;[7`v i=o1j3 #ffj["u ,t.]j<: .`o^mjujv`o"! ja,[b,of: l+7j3i4 o"s0`n eo"o ja,[bj3 .`o^mjujv`ow ^mju^m8'05cod],0 ^m^g! l+7j<: ,o1,o$3["u egera d+l7w ;7o ;m7^gj.o <30! ,ir l+7j3i4 `g.objv <1`u"o.[5z inohsn d+.o 8'0label,0$ ^m8so/.o <30z ja,[bq ^o.oiu ja,[b8'0unsup]vis$ le>n+,0["u o1`v3,] `s5l`on,scz jca,'"1 $m,o<3 ^gdu a#ca .n#b.7 #b4 #ig 3o $m,o<3 j(jb ^gdu #e,0 wl `\.] cem8'0,deci.n ,tree,0"1 ^( *`mn,scz i7;u ,sduh[ ^nahs8'0support vector,0"! o+7j<: u"%"! ;m.]j":`u jr/[c .o.o ^nahs^ui o1^3.?["u ,]c[7o is .u0z _s["u <1":.q <7l7^!8'05semble,0 euin1! l+7je: `[ `o^( `m.ucz "8`["o5 #bd01v $8z -----------------------------#cb wl `\.] cem"! ^h7["u j3i4 "8`["o5#bd01 wl `\.] cem"! o+7j3 w.( `v3`/ ^g"% euin1 ,'`["o5 ,r7">a,'"1 .u`) 0,a4 3o / 3o .u`) 0,b4 3o / 3o `\`v 0a4 .u`) 0,a4 3o / 3o .u`) 0,b4 3o a,'"1 0,x3 data ;\o ;,x ;\o m#a ;\o ,y#a ;\o ;,y ,x3 data ;\o ;,x ;\o m#a ;\o ,y#a ;\o ,x7 ;\o m#b ;\o ,y#b ;\o ;,y ,x3 data ;\o ;,x ;\o m#a ;\o ,y#a ;\o ,x7 ;\o m#b ;\o ,y#b ;\o ,x77 ;\o m#c ;\o ,y#c ;\o ;,y4 "8`["o5 #be01cz :.)jo ^g"% a#cb .n#b.7 #b4 #ii euin1oi4 ov $8z ^7^sb["ucz .);n e1em7;ow u"%"! `s5.[7j1 ,m sb'i4 vrc>je* .);n"! ja,[b e1em7;o"u l+7j`o ,iregoi4 ,i"<,s ^( *`mn,scz e1em7;ow o1^m"! ja,[b["u j`u ces.on irjr,s u"%"! `s5.[7jcz `+;< `s5.[78'0cross valida;n,0! l+7j3i4 ^( *`mn,scz "8`["o5 #bf01`v $8o ,n ^m^g["u ccms u"%"! `s5.[7j1 _soi4 `+;< `s5.[78'0cross valida;n,0 #an,scz 0;,,ab4"! ja,[bj`u 0,c4n irjr,s u"%"! `s5.[7j`u `+;< `s5.[78'0cross valida;n,0 #bn,scz 0;,,ac4"! ja,[bj`u 0,b4n irjr,s u"%"! `s5.[7je: `+;< `s5.[78'0cross valida;n,0 #cn,scz 0,,bc4"! ja,[bj`u 0,a4"! `s5.[7j<: euiz e1em7;on -----------------------------#cc irjr,s u"%"! `s5.[7j3i4 "8`["o5 #bf01 u"% `s5.[7! mrj3 `+;< `s5.[7 ,'`["o5 ,r7">a,'"1 - 0,cross ,valida;n #a3 ,a ,tra9 ;,b ,tra9 ;,c ,te/4 - 0,cross ,valida;n #b3 ,a ,tra9 ;,b ,te/ ;,c ,tra94 - 0,cross ,valida;n #c3 ,a ,te/ ;,b ,tra9 ;,c ,tra94 #f,0 .s5.q.? jva.78'09cre;tal expan.n,0"1 "8`["o5 #ai01n,s ^uq ^ jcz ^g">7! ;y,ujvj1 ,m o/[e["u ,r7l3,]! f[`n j>7l7,ofo1 ,m o/! _soi4 #g,0 `\`v ^g,?"1 "8`["o5 #bf01z `meg ^g,? e1em7;o `s5.[7 `\`vw /,ooi4 u"%$ o/i`u d3i3iye* ;s' .&`v im ^),.r .&ncz eg.7^)ju 8'0s5t.-id,0v p3ego .?jqi4 `[ ojm^mhscz u"%$ o/i`u d3i3jcz w.( a#cc .n#b.7 #b4 #aja `v3`/w ,,np.-,,sbj"<'#j4ded">4 0_? s5t.-id "7 ,,nwrw#ahjjjjjjba-#jbgg-#jjab 0_? s5t.-id4 33 m^s5,)z #ahie c* #aj p1 #ho1 .mj3 o1^(`=l eom"< `u"uw .ojmrj ,,np"<#j4cie">4 0_? s5t.-id "7 ,,nwrw#ahjjjjjjba-#jbif-#jjbj 0_? s5t.-id4 33 ,80god0' f(,sh[c ,u1"u f(,sh[n,s> ,o1,m"! jriu dr3i!o cs`["sb`n ^v.m`n/.oe3" e%.oft emir" ,,np"<#j4cie">4 0_? s5t.-id "7 ,,nwrw#ahjjjjjjba-#jcgh-#jjjb 0_? s5t.-id4 33 #bjjg c* #dp1 <,o ,,np.-,,ajt "<,d4#dga">_\4 c#cc .n#b.7 #b4 #ajc #b4g4b4 .)^mairja`+ iob "sco7 `o^3 `meg ^g,? e1em7;o `s5.[7 euin1 -----------------------------#cd `meg ^g,? e1em7;o `s5.[7z .i= `meg `\`v jxz ,m.asb["u `m;maj3 `meg ^g,? inohs ,nh[n irjr,s eg.7^\ jxz i3s i3mrw hr`o7 dm5.o1! /;[ajiu"x jcz iob "sco7 `o^3w `meg ^g,? hr`o7 dm5.o1 `s5.[7_/`+.]`o"! `r^1jcz _s! exd+"u j3i4 .n<3j3 iob "sco7 `o^3 `meg ^g,? e1em7;o `s5.[7 ^7^sbz #a,0 c%"t euin1n `o^3j3 `s5.[7 euin1`v #b,0 ^no.o<3 euin1 ^&jva,o1,]n `o^3j3 `s5.[7 euin1" im $.o `s5.[7 ^7^sb! .n<3j3i4 `["rd[ c%"t euin1n `o^3 j3 `s5.[7 euin1z c%"t euin1! h=jr `meg ^g,? dm5.o1! /;[aj`u ^no.o<3 euin1 ^&jva,o1,]n `o^3j3 `s5.[7 euin1z n5,o i["uba,'"1 a3 ,m.g! cu4o1 ,m o/i4 a3 _/ ,m.g! 3o cu4o1 3o ,m 3o o/i 3o 0,,root4 3o 0,,mlp4 3o o1;o_/^&o1;o 0,,,root ;\o vp ;\o np.-sbj ;\o vp.-mod ;\o np.-obj ;\o ap4 e).s" /;[aiy3 `\`v"u^mhs a#cd .n#b.7 #b4 #aje h["o"! `m,]j3 jm `m,]iy3 h["o"! 0,tree-,,lstm4! h=jr $a cui["! .,oa["u^mhs ^meu"u .)i1jcz ^7,oa["u sbinoh[j3 jm ;y.= qfuio7iy3 0,,root4 d+ -----------------------------#ce l7n 0,,mlp4"! .?+7j<: `m,]iy3 h["o$ .]ib h["ov o1;ojcz.on irjr o.q ^g"%"! ,mjr7j3i4 #b,0 i3s i3mr `s5.[7 euin1 - jb,] `o^3 "8`["o5 #bh01 i3s i3mr `s5.[7 euin1 .m7 jb,] `o^3 ^7,oa ,'`["o5 ,r7">a,'"1 0,,lstm4 3o 0,h1d_/,de,p4 3o jb,] 3o 0,,mlp4 3o o1;o_/^&o1;o i3s i3mr `meg ^g,? `s5.[7 euin1z ,m.asb["u hr`o7iy3 fuds,[ jxz euin1! h=jr /;[aiy3 `\`v$ .ms.:/! ,ir $a i3s8'w.(,u,0n irjr /;[a .o^r,u$ .]ib .o^r,u$ ekcz.o d3^\jcz euin1"u mrw `["o5n,s ^ui['o ob":a eg.7n irjr,s 0,,lstm4! h=jr,s $a$a 0,,mlp4"! h=jr w.(,u8'0,dep,0v /;[a .o^r,u8'0,h1d,0n irj3 d+l7! s9`u o"! jb,]j<: 0,,mlp4 ;[7! h=jr $a w.(,un irj3 .o^r,u$ u1^"[`n hr`o7iys/cz.o :^m"! d3^\j`n iy3i4 jb,]jcz ^7^sbz e).s" im d+l7! `\jb 8'03cat5ate,0j3 jm nd[n3n3 8'0,,fnn,0! h=jr jb,]jcz #a,0 f(fr'nd[n3n38'0,3cat,,fnn,0 ^7^sb`v mrw "8`["o5 #bh01n,sw n,[nd[%8'0,,sfu,0 j5,m"! h=jr jca,'"1 0,lay]-wise ,loss ;\o ,l#a1 ,l#b1 ,l#c4 0,decord]1 ,,gnn ,lay]1 ,,rnn ,5cod]4 - ^no.o<3 euin1 `o^3 ^( *`mn,scz n5,o i["ub7n irjr c(wj<:/i4 #a,0 .obi3 ,o5;[7 e*.sb ;<5,? .)eg$ eg,[7;t8'j3`maj7`=ir" h=l"(,0 a#cf .n#b.7 #b4 #aji j=egd+8',]`%3`v3ir" .)l3)sja,0 %j/p38'i3`mair" h=l"(_/`meg ^g,?,0 #b,0 hu"( cr+7 _7 q+7eg ;s"o #1 `]`/v `oc[7w eg.n -----------------------------#cg 7 p3,o e1em7;o$ ,qeg `ol"7jm ^3]j1 do1+$ o/[54 #2 s.t ^gj1 7 j*.r `meg ^g,? e1em7;o ^g,? .asbz p3,o e1em7;ow s.t i3mr"! ^3i[,o `[ir"u %.oj`u isol7 ^g,?j.o <30czicz ir.).n"! $.o`u o/[54 on ,i"< ,8--c[,`:.qi0' ,8e*,s0'v $8o l7oj3 i3mr$ `\jbj3 s.t! jc j54 _7 ,8oi" `oj54 - ,8oi0'"! ^\iuw ,s,&s"u ;s"ojcz inn isj<: ,8^3iroi,8"%v $8z ,s,&si!w ex"x! e"*j<: `m^gjr> j54 _7 ^ml.tw ;s"o ^ml.t hr`[cz 0,,vp4"ue3 iys a#cg .n#b.7 #b4 #aaa o/s,s" eg.7 e.oea ,s,&sv ^ml.t 8'.sb,x,0o hr`[ l7["u `m^giy.o <30cz eg.n$ o/[54 *`v3iy3 eg.n"u <"rw eg.7;s"s5 q+7ego im `r c j.oe3 ^( `meg ^g,? e1em7;o `m;ma `v.nn,scz ^g,?w o1`v3,] eo2 `].n,]! `oj`o mrj<: ^mlcz ;n)! .oa.sb ,m,oaj1 ,m sb'cz _s["u o1`v1 ;s"ojcz ^7,oa! ;rhraj<:/czin o"s0`n `oc[7! ^*^\j.o <30cz eg.nn irjr j>7jm is `ueqj1 :.o$ o/[54 #2 ^( lsbn,s `m;majcz e1em7;o$ ,qeg `olq `v3`/"u i,mw eg.7o c#cg .n#b.7 #b4 #aac ,i j54 _7 `v1juc `oju i[7["u ^m8s,s chc3 s.tw ;s"o ,qeg `olw h[a,]oe*,s s.t ^gj1o .nir"u iy.o <30z `\`vo`oiu jc" `v1juc `oju <4imrn `=^rao sb's j3 s.t"u emaa: ;s"oiycz `]m `meg" weo:a ^g,?n euim s":m5o o/`u .asb.ei ;s"ojcz ^7,oao i"! _s["u ^uo54 o"sj3 `]mw .m,?n irj3 `m;n.?q .o;o5! e"*j1 do1+$ o/[54 _7 +7)w e]lj] ;s"o .o;o5 `m;njv +7)w e]lj]w `]m `v3j]j]" ^mlj] i[7`vcz i1"o e]jvaj3 hr`o7 p3;oao .n,oiy.o <30< .asb.^\"u i"[`n .?+7j1 $c[7,]o cu4[54 +7)w e]lj] %j]! `s5huj<: .o;o5n ^3]j1 ,m o/!.on irj3 c(w$ do1+j54 _7 i3mrw eg.n jb,] +7)`v `m `m^g eg.n" ,iws,,[`o eg.n"! .o;o5l7n,s ^g"oj`u `m;n.?q `o.g! e"*jr> j1 do1+ o/[54 #b4i4 ;y.= `\`ve& l3;& `meg ^g,? e1em7;o `m;maw ;y.= i3`/cz #b;< `s5,m"! e;q `meg ^g,? e1em7;o"! .no,z8'0,,json,0 j],oa["u ^*jv3j<: ;y.= `\`ve&! l3;&jcz _soi4 o,ir #b;< `s5,m `v.]n,s ,m.obiy3 jm;s"o$ do1+j3 inohs"! ,m.]jcz `v.]o duj5iy3i4 .no,z8'0,,json,0 j],oaw `o^( -----------------------------#ci `m.uv /,ocz ^m"xn,s .n,oj<:/i4 b#ch .n#b.7 #b4 #aae ,iuj3 ^( lsbw ;y.= cbdm5 jm `masp3w doi[^ra! ^3]j<: j. ^u,m `o$3o .qjr7iy1 /.]oi4 -----------------------------#dj .n#c.7 `meg ^g,? e1em7;o `m;ma .o;o5 ,m"ob -----------------------------#da #a4 .o;o5 ,m"ob `v.] `meg ^g,? e1em7;o `m;ma .o;o5z `o^(.?["u j3`ma.]^uh=,q`o,&j:bjy 8'0,,tta,0n,s `m;maj3 ,8w.( `meg ^g,? e1em7;o `m;ma! mrj3 w.( `v3`/ hr`[ ,nh[ eo2 w.( `v3`/ ,t.] ^7^sb0'8'oj ,8hohono 8'0,,tta0' .o;o50',0! `o^3["u jiy" ,o1.n .asbn,s chc1 ,m o/cz eg.n.s5i!! jr`\j`o mrj3 lj7 eo2 `m;n.?q /,o i[7! ^3]jcz ^7,oa["u o"ms.qi4 hohono .o;o5z j3`mas"! irl7["u j<: .n,oiy3 d+.g.?q .o;o5["u,sw .omr"! $.o`u o/[e:" h[ajo j]hr ^g,? eo2 weo:a ^g,? hr`o7`v p3jv1j`n jujv3iy1 ,m o/iu"x j5! ex.?["u j3icz .s5n,s ^( lsbn,s `m;majcz e1em7;ow jv1+7! +7oj`n j3i4 #dj .n#c.7 #a4 #aag ac `o.( hohono .o;o5ncz ,m.]o do1+j3 u"%$ .?.o <30`n .(.rj1 ,^ge3 7j3 l"/"! duj5j5["u,,s ,o1.n `m;ma `v.]n,sw .]jva,]`v o1`v3,]! `oj`u. j<:/i4 :`on,scz ^( lsbw `m;ma .o;o5w $a .7n,s ;m$"2^uv3iy3 lj7! .m7,o5["u l1d:^uiu"x j3i4 #a4a4 `o^( p3;oa ^( .o;o5w ,8`o^( p3;oa,8z hohono .o;o5w ,8#e4 w.( `v3`/ hr`[ ,nh[ eo2 w.( `v3`/ ,t.] ^7^sb0'w `o^( p3;oa ^m^g! `o^3["u je:" o"u^mhs fz ,m.] lj7z sb'i4 #a4b4 w.( `v3`/ hr`[ ,nh[ ,t.] ^7^sb ^( .o;o5w ,8`o^( p3;oa0'z hohono .o;o5w ,8#e4 w.( `v3`/ hr`[ ,nh[ eo2 w.( `v3`/ ,t.] ^7^sb0'w ,8w.( `v3`/ hr`[ ,nh[ ,t.] ^7^sb0' ^m^g! `o^3["u je:" o"u^mhs fz ,m.] lj7z sb'i4 #a4c4 eg.7 %j]^\ w.( `v3`/ ,t.] ^7^sb eg.7 %j]^\ w.( `v3`/ ,t.] ^7^sbn,scz h[ajo ^xeg" .[a crduegw ^g,?o jra,o5.?q ^m^go iy3i4 hohono .o;o5n,scz crdueg! e]l.t crdueg" `v3j].t crdueg" ^ml.t crdueg" ,s,&.t crdueg" .oa.sb q+7.t crdueg" $3.sb q+7.t crduegw :,s' $.o %j]["u ^g"%j<:/`u" ^( .o;o5n,siu o :,s' $.o %j]n jri7jcz eg.7i!w ^g,? ^7^sb! .o;o5n -----------------------------#db duj5j<: `o,&j<:/i4 b#da .n#c.7 #a4 #aai =gggggggggggggggggggggggggggggg= - crduegz e]l.t" `v3j].t" ^ml.t" q+7.t crdueg["u f[`n ^g"%j<: ^g,?j3i4 63333333333333333333333333333334 crduegw %j]^\ /egz <"rv $8i4 - e]l.t"1 m"ocz ,oeqw `v3.) hriuiu `[e3f[5 ,],majr/[5! ok.o e1<> j3i4 - `v3j]l.t"1 cr$ .u07["u ,g,sir"u w.( `v3`/"! ,t.]j<: ^g,?j3i4 - ^xegw jr,?o .m7w.?o1 ,irncz $c[7j3 weo .m7n,s $.7 $,$on jmjr7jcz .tn w.(j3i4 63333333333333333333333333333334 82/,o;0 `o5eqo i(! .1 ,,s,s es'.q ,)^r"u h=j3i4 `o5eqo 3o 0,,np.-,,sbj4 ,,s,s i(! 3o 0,,np.-,,obj4 ,,s,s .1 3o 0,,ap4 ,,s,s ,,s,s 3o 0,,vp4 es'.q es'.q 3o 0,,vp.-,,mod4 ,)^r"u -----------------------------#dc ,)^r"u 3o 0,,np.-,,ajt4 h=j3i4 h=j3i4 3o 0,,vp ,,root4 h333333333333333333333333333333j - ^xegw jr,?o i3o1j3 ,irncz jri7 jr,?n ,i"< `m.u"! ^g,?j3i4 63333333333333333333333333333334 82/,o;0 `o5eqz ,q.an,s d3h.ow ^o.m7z .&o`u ljy"! ^od3j3 cr+7! ^m$ajr/i4 .&o`u 3o 0,,vp4 ^m$ajr/i4 h333333333333333333333333333333j =777777777777777777777777777777= j3`mas eg.7 `meg ;s"on,s fz eg.n$ iycz _s .m7 jccz ^"u o"z^ o.m7 .msegoi4 i<>7j3 >7l7["u chccz o.m7 .mseg! o1`v3.?["u ;s"oj1 ,m o/iu"x `v3"* .o;o5! ;m$j<: .n,oj<:/i4 =gggggggggggggggggggggggggggggg= #c4b4e4 o.m7 .mseg ^g,? ^7^sb - o.m7 .msegz $a `m,] ,]^g^\"u i=o1j3 ,s,&sn w.(jiu"x ^g,?j3i4 - o,ir o1^3.?q o.m7 .mseg,^ge3 7j3 %j]w ^mju$ ;&j*j3i4 h[ajo ,iws,,[`o i[7w eg.n"u ^mju$ ^\iuw s.t"u ;s"oiy1 `]mncz on irj3 hr`o7 $oi["60 0up">6 ;\o ,,np ,,root4 h333333333333333333333333333333j - y`ma eg._/y`mascz ^"u i<[5 +,un w.(jiu"x ^g,?j3i4 63333333333333333333333333333334 82/,o;0 a `]miu e;<3$.oo54,0 - p3"r s.t cr^mn,scz i<[5 ^gj1 s.tn w.(j`u" p3"r s.tw ^gj1 s.tz .o^r,u s.t8'w ;y.= ^gj1 s.t,0n w.(j3i4 63333333333333333333333333333334 82/,o;0 e<[5 ,,o $ .m7+ji4 e<[5 3o 0,,np4 ,,o ,,o 3o 0,,np4 $ $ 3o 0,x.-,,sbj4 i4 .m7+j 3o 0,,vp4 i4 i 3o 0,,vp ,,root4 h333333333333333333333333333333j =777777777777777777777777777777= #a4e4 ,n^m %j]^\ $oi["7j3 ]:an,s hr`o7w `o.go eujuj3 l7jv7o ^1,r7j3i4 ,i"<,s .o;o5w #e.7n,scz .asb .m7 jvaqiycz ^m^gi!n irj3 hr`o7 p3;oa! .o,x.?["u ;m$jr c$`u o"! .asb.i!n`n ,`m.gjo `+%aj5["u,,s `meg ^g,? `s5hu .asbo o1`v3.?["u o"ms.o1 ,m o/iu"x j3i4 =gggggggggggggggggggggggggggggg= #e4a4 w.( `v3`/ hr`[ ^m;7 `v3"* d+j*w .m,? - ,o$3oc `s"o i[7 ,m">7oc i3mr"! chcrcz e]l`mn ex.?`:a .ul ,8!_/"!0'o ^m8z `]mncz ex.?s"u ^g,?j3i4 63333333333333333333333333333334 82/,o;0 ccz ja`+,$.o i,s' ,o$3! `ts/i4 -----------------------------#ej ccz 3o 0,,np.-,,sbj4 `ts/i4 ja`+,$.o 3o 0,,np.-,,ajt4 `ts/i4 b#di .n#c.7 #a4 #ada i,s' 3o 0,,dp4 ,o$3! ,o$3! 3o 0,,np.-,,obj4 `ts/i4 `ts/i4 3o 0,,vp ,,root4 h333333333333333333333333333333j - ,8!_/"!0'o `\jbj.o <307_/jy',m_/,o$3_/`s"o d+j*w `]m 0,,obj4"u ^g,?j3i4 63333333333333333333333333333334 82/,o;0 cui=.i!w l15! i5`o mrjr #b c*n `t;: #e^)8'3o 0,,np.-,,obj4 ^7egjr/i4,0 ^7egjr/i4 82/,o;0 gi=.7! ,n ^fmr8'3o 0,,np.-,,obj4 ,imrs/i4,0 ,imrs/i4 h333333333333333333333333333333j #e4a4d4 dm5lv eg.7 ,]^go o1;oj.o <30cz `]m - dm5l"ucz ^mlc jv1+7j] i[7o ,,[:/.oe3 eg.7 crn,s q+7o iy3 _s;s"s5 ,,[q `]mncz jri7 eg.7 ,]^g! `o.g["u `oc[7 hr`["! ^m:jiy" `meg hr`[ ^g,?z i3sw ^("r dm5l"! `o.g["u j54 ie3 j]hr,uw o1^m$ .1"q `]m eoi[7.rs"u ^u< 0,,np4"! ^m:j3i4 63333333333333333333333333333334 82/,o;0 ,8`s,`m"u0'cz ,8`s,`m0'v ,8"u0'"u ^g,?j1 ,m o/!,$8 ,8`s,`m"u0'cz 3o 0,,ap.-,,obj4 ^g,?j1 ,8`s,`m0'v 3o 0,,np.-,,cnj ,8"u0'"u ,8"u0'"u 3o 0,,np.-,,ajt4 ^g,?j1 ^g,?j1 3o 0,,vp.-,,mod4 ,m ,m 3o 0,,np.-,,sbj4 o/!,$8 o/!,$8 3o 0,,vp ,,root4 h333333333333333333333333333333j #e4b4 w.( `v3`/ ,t.] ,n^m %j] $oi["7 `v3"* d+j*w .m,? #e4a4d4 eg.7 ;s'es"on ca ,n^m %j] $oi["aiy`sc ^u.ul 0,,jx4"u d+.oiy3 e]l`m ,iucz on l7[7jcz +7)`mv .tiu ,s,&s `m egh!n ,i"< ^u`:a .ul"u ir;o $c[7je* 0,,cmp4"u ^g,?j3i4 8'$,0 `[$ iu18'0,,vnp,04 - j1escocz `?.]o,:/i 8'0,,vnp,04 #e4 `meg hr`["1 0,,dp4 $4 weo `v3j]l`m c4 /,o - ^t,,s ,r8'0,,dp,0 ja`o$ iys/i4 - j38'0,,dp,0 ejz8'0,,dp,0 l1,.[5 iys ^uqi4 #e4 `meg hr`["1 0,,ip4 $4 weo $5h3l`m8'ju;o7 eo2 irib i[7w d+j*,0 c4 /,o - 7ow `v3`/4 =777777777777777777777777777777= - w.( `v3`/ ,t.] eo2 w.( `v3`/ hr`[ ^m; j3i4 a#eg .n#c.7 #b4 #afc - `v3j]l.t"1 cr$ .u07o o/i =777777777777777777777777777777= - ,8-`n iyi0'cz ^u.u +7) `m,]["u ;s"oj.o <30`u" i"z ,8-`n0' ^ml.t`v i=o1j`n ,8`n0' ,]^go i3o1 s.toe* 0,,vp.-,,ajt" ,8-`n0' ,]^go i j3i4 m"ocz 3o 0,,np.-,,sbj4 ok.o ,oeqw 3o 0,,np.-,,mod4 `v3.)hriuiu `v3.)hriuiu 3o 0,,np.-,,sbj4 ,],majr/[5! `[e3f[5 3o 0,,ap4 ,],majr/[5! ,],majr/[5! 3o 0,,vp.-,,obj4 ok.o ok.o 3o 0,,vp4 e1<> e1<> 3o 0,,vp4 j3i4 j3i4 3o 0,,vp ,,root4 -----------------------------#fj 82/,o;0 `[$ iu1aiy3 `]m" crduegw ,]^gz crduegw $.7 e.oea s.tn *`\j`u" crduegw $.7 e.oea ,]^g! euegw ,s,&sn *`\j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 ccz `v."!" i=,r7z ,^7! e?s/i4 ccz 3o 0,,np.-,,sbj4 `v."! `v."! 3o 0,,vp.- ,,obj4 e?s/i4 i=,r7z 3o 0,,np.-,,sbj4 e?s/i4 ,^7! 3o 0,,vp.-,,obj4 e?s/i4 e?s/i4 3o 0,,vp ,,root4 82/,o;0 ho,:;[cz #bjjb c* #aejj e3.7" #bjjf c* #ajjj e3.7oc d1":c$/i4 ho,:;[cz 3o 0,,np.-,,sbj4 #aejj e3.7" #bjjb c* 3o 0,,np.-,,ajt4 #aejj e3.7" #aejj e3.7" 3o 0,,np.-,,sbj4 d1":c$/i4 #bjjf c* 3o 0,,np.-,,ajt4 d1":c$/i4 #ajjj e3.7oc 3o 0,,np.-,,sbj4 d1":c$/i4 d1":c$/i4 3o 0,,vp ,,root4 =777777777777777777777777777777= - e]l`m .sb,x `m.uv j(i=iycz `]m$ o/czin" ^o,['j3 `m.un,s ,8v_/`v0'"u os.q .sb,x e]l`me3 ,80,,cnj0'8'e]l`m .sb,x,0"u ;s"oj5n %wj3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 #bjjf c* *`mv #bjjh c* *`mn,scz *`mho5w .m.7o %.oiys/i4 #bjjf c* 3o 0,,np4 *`mv *`mv 3o 0,,np.-,,cnj4 *`mn,scz #bjjh c* 3o 0,,np4 *`mn,scz b#fj .n#c.7 #b4 #aga *`mn,scz 3o 0,,np.-,,ajt4 %.oiys/i4 *`mho5w 3o 0,,np.-,,mod4 .m.7o .m.7o 3o 0,,np.-,,sbj4 %.oiys/i4 %.oiys/i4 3o 0,,vp ,,root4 =777777777777777777777777777777= -----------------------------#fa #c4b4a4c4 eueg`v crduegw .ms$ $8`u" ,s,&s$ i"z `]m - `o^( p3;oa 8'#i,0n ,i"< eueg`v crduegw `v3`/n ,i"< .msw .o^r,u"! `\.]j3i4 - e]l.t" ^ml.tw `]m" .ms$ crduegw ,s,&s"! .o^r,u"u $.oiu"x ^g,?j3i4 - crduegw ,s,&scz ,m,oajcz euegw s.tn w.(jiu"x ^g,?j3i4 - e]l.t" ^ml.t /egz <"rv $8i4 =gggggggggggggggggggggggggggggg= 82/,o;0 `[cz exd+"! o"ms/[5n erm $5ljr/i4 `[cz 3o 0,,np.-,,sbj4 o"ms/[5n exd+"! 3o 0,,np.-,,obj4 o"ms/[5n o"ms/[5n 3o 0,,vp.-,,ajt4 $5ljr/i4 erm 3o 0,,ap4 $5ljr/i4 $5ljr/i4 3o 0,,vp ,,root4 82/,o;0 en1" j5n %wjr> j3i48'ac `+;< `[5.o .n>an jri7jcz `]m eueg ,s,&sn w.(j1 ,m o/[54,0 =gggggggggggggggggggggggggggggg= 82/,o;0 `o5 wp3z8'3o h=jr,0 #aeo1 ,o.] .o1w"! h=jr 8s":g `].n:`)`v #ajjj? p3 ol7 i[cz >`m.7 ,q;mao s":bie* `o.( emi[7`]`o.7 >`m.7! "oeuin1"o7jcz ^7<3! `s5hujr> j3i0`u .m.7jr/i4 =777777777777777777777777777777= #c4b4b4 `v3j].t crdueg ^g,? ^7^sb -----------------------------#fb #c4b4b4a4 eueg`v crduegw .ms eo2 ,s,&s$ i"z `]m - e]l.t" ^ml.t eo2 $3.sb q+7.t crdueg ^g,? ^7^sb`v i=o1j`n ^g,?j3i4 - euegw .mscz euegw ,s,&s"u" crduegw .mscz crduegw ,s,&s"u *`\j3i4 - crduegw ,s,&scz ,m,oajcz euegw s.tn w.(jiu"x ^g,?j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 cr$ .u0a$3 im,`sg eaoi4 ,ndu^:az 3o 0,,np.-,,sbj4 eaoi4 ,oae& 3o 0,,np4 ,nduw ,nduw 3o 0,,np.-,,mod4 ^,$8;[7! $.7 3o 0,,ap4 ^,$8;[7! ^,$8;[7! 3o 0,,np.-,,obj4 np,l`u np,l`u 3o 0,,vp4 o/cz o/cz 3o 0,,vp.-,,mod4 eaoi4 >a$3 3o 0,,ap4 im,`sg im,`sg 3o 0,,vp.-,,mod4 eaoi4 eaoi4 3o 0,,vnp ,,root4 82/,o;0 en1"7["u ,g,sir"u w.( `v3`/"! ,t.]j<: ^g,?j3i4 - ^xegw jr,?o .m7w.?o1 ,irncz $c[7j3 weo .m7n,s $.7 $,$on jmjr7jcz ,s,&sn w.(j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 `o5eqo i(! .1 ,,s,s es'.q ,)^r"u h=j3i4 `o5eqo 3o 0,,np.-,,sbj4 ,,s,s i(! 3o 0,,np.-,,obj4 ,,s,s .1 3o 0,,ap4 ,,s,s ,,s,s 3o 0,,vp4 es'.q es'.q 3o 0,,vp.-,,mod4 ,)^r"u ,)^r"u 3o 0,,np.-,,ajt4 h=j3i4 h=j3i4 3o 0,,vp ,,root4 =777777777777777777777777777777= - ^xegw jr,?o i3o1j3 ,irncz jri7 jr,?n ,i"< `m.u"! ^g,?j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 `o5eqz ,q.an,s d3h.ow ^o.m7z .&o`u ljy"! ^od3j3 cr+7! ^m$ajr/i4 .&o`u 3o 0,,vp4 ^m$ajr/i4 =777777777777777777777777777777= #c4b4d4 q+7.t ^g,? ^7^sb - `o^(.?["u eg.7 ^mjun wj<: `m^giy3 i3mr"! .g,mj<: ^g,?j3i4 - q+7 ^mju$ o/cz .oa.sb q+7egz eueg`v crdueg! q+7 ^mjun wjr,s `m^gj1 ,m o/[e["u" euegz eueg `m.u crw .msv ,s,&s $3w w.( `v3`/"! *`\j`u crduegz crdueg a#fc .n#c.7 #b4 #agi crw .msv ,s,&s $3w w.( `v3`/"! *`\j<: ^g,?j3i4 - ^usw ^s5mr"! s5`:aj`n .nj3j`u o/`o ,iregn8'`o^( p3;oa 8'#g,0 ;<5.u,0 `oc[7 hr`["u 0,,cmp4"! ^m:jcz q+7.tw ^s5mrn %wj<:> j3i4 - q+7 ,&s8'eueg ,s,&s,0$ "8d+.g`masirl.)01n,s ,8-`u0' ,]^g! `:ah!"u .n,oj`u o/cz `]m"1 `oc[7 hr`["u 0,,cmp4"! ^m:j54 - q+7 ,&s$ "8d+.g`mas irl.)01n,s ,8-`u0' ,]^g! `:ah!"u $.o`u o/.o <30z `]m"1 `oc[7 hr`["u 0,,ajt4"! ^m:j54 - ,8-i`u0'"% .to o%"! chcrcz *`\ seoq `]mncz8',s"u .1 j5n %wj3i4 ,iuj3 jzjo ,xi5`v $8z `v3+7`m -----------------------------#fd "! q+7jcz `]mniu8'$.o e30z cem ^"<5 .1 c1 sb'i`u m"o ^meuco5 e<[5 d*j1 c1o sb'[,:/.o4,0 o1^3 ^ml.t"u ;s"oj3i4 #c4b4d4a4 $3.sb q+7w ;s"o - $3.sb q+7z ,i`u_/.`u_/"<`u0'"u q+7iy3 _s["u" ^ml.t`v i=o1j`n ;s"ojiy q+7 ,&s8'euegw ,s,&s,0$ "8d+.g`masirl.)01n,s `:ah! .]^u"u ,8-`u0'"! $.o`u o/! `]mne3 `oc[7 hr`["u 0,,cmp4"! ^m:j`u" `:ah! .]^u"u ,8-`u0'"! $.o`u o/.o <30z `]mncz 0,,ajt4"! ^m:j3i4 - /egz <"rv $8i4 =gggggggggggggggggggggggggggggg= 82/,o;0 `[c:$ `[ o1! jr/i`u ,[,["u e1jr/i4 `[c:$ 3o 0,,np.-,,sbj4 jr/i`u `[ 3o 0,,dp4 o1! o1! 3o 0,,np.-,,obj4 jr/i`u jr/i`u 3o 0,,vp.-,,cmp4 e1jr/i48',8e1ji0'w `:ah!n ,8-`u0' o/[5,0 ,[,["u 3o 0,,ap4 e1jr/i4 e1jr/i4 3o 0,,vp ,,root4 82/,o;0 j]l$ +7w.`u ,qegj`u a#fd .n#c.7 #b4 #aha o/s/i4 j]l$ 3o 0,,np.-,,sbj4 ,qegj`u +7w.`u sion 3o 0,,np.-,,ajt4 o/s/c[c>`u o/s/c[c>`u 3o 0,,vp.-,,ajt4 ,qegj`u8',8,qegji0'w `:ah!n ,8-`u0' sb'[5,0 ,qegj`u 3o 0,,vp4 o/s/i4 o/s/i4 3o 0,,vp ,,root4 =777777777777777777777777777777= #c4b4d4b4 .oa.sb q+7w ;s"o - .oa.sb q+7z ,i60"<`u ,u"o;:/i4 `[cz 3o 0,,np.-,,sbj4 ,u"o;:/i4 8^&o>60"<`u 3o 0,,vnp.-,,ajt4 ,u"o;:/i48',8,u"o;oi0' `:ah!n ,8-`u0' sb'[5,0 ,u"o;:/i4 3o 0,,vp ,,root4 =777777777777777777777777777777= -----------------------------#fe - ,iuj3" q+7iy3 ^m^go e]l"u c#fd .n#c.7 #b4 #ahc ,`[8ccz `]m 0,,vnp4$ j5n %wjr> j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 `[cz 8_000lcz `["mb crn,s $.7 .m7+j3 lsb.7 .m7 jc0"7o ,imrsc`u `r^1`v io.7iu ;m7^gjo $k;m`u o/s `["mbw eo"rniu fz ]j>7! eo;o1 _s0o"<`u8'0,,np.- ,,cmp,0 d]$jr/i4 =777777777777777777777777777777= - ,iuj3 ,8--i0e:0'"u q+7iy3 .tz ,8--i`u je:0'$ .&siz _s["u ^u`u o1^3.?q ^ml.t`v i=o1j3 p3;oa["u ;s"oj3i4 8'#c4b4a4c4 ;<5.u,0 =gggggggggggggggggggggggggggggg= 82/,o;0 <4,s ,s d3lcz 8iue7;o1 m":$ o/i0e: .oc3i1 #aao1 `m,x].7! ^1^mjr/i <4,s 3o 0,,ap4 ^1^mjr/i4 ,s 3o 0,,np4 d3lcz d3lcz 3o 0,,np.-,,sbj4 o/i0e: 8iue7;o1 3o 0,,vp.-,,mod4 m":$ m":$ 3o 0,,np.-,,sbj4 o/i0e: o/i0e: 3o 0,,vp4 ^1^mjr/i4 .oc3i1 3o 0,,np4 #aao1 #aao1 3o 0,,np.-,,ajt4 ^1^mjr/i4 `m,x].7! 3o 0,,np.-,,obj4 ^1^mjr/i4 ^1^mjr/i4 3o 0,,vp ,,root4 =777777777777777777777777777777= #c4b4e4 o.m7 .mseg ^g,? ^7^sb - o.m7 .msegz $a `m,] ,]^g^\"u i=o1j3 ,s,&sn w.(jiu"x ^g,?j3i4 - o,ir o1^3.?q o.m7 .mseg,^ge3 7l`m$ *i1< chccz `]m" e]l`m <4w ,m,oascz e]l`mn *`\j`u e]l`m$ ,m">7l`mn w.(jcz _s["u ;s"oj3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 ^u%j`u o/cz ,u^7jn1`ocz #aiie c*n `mobj38'3o a#fg .n#c.7 #b4 #ahi 0,,vp.-,,mod4 #hq,[7,0 #hq,[7 #a ir,^g =777777777777777777777777777777= #d4b4 e]l`m .sb,x %j] ^g,? - ^x,m `rw e]l`m$ .sb,x ,iucz c<\iy3 `]m" $.7 e.oea e]l`mn w.(jiu"x ^g,?j3i4 - o,ir" .sb,x .ul"u q.]jcz _sz "8d+.g`masirl.)01 `o.g["u #ab`roi4 8'`u#bd_/o`u#e" `v#ab _/v#c" c#i_/oc#b" co#a_/oco" i#d_/oi#d" "<7#d_/o"<7#b" e:#a_/ oe:" e*#i_/oe*#c" n#d" o">#b" j`u#e" je:,0 oi! .ul$ 8i4 jr`m^uicz 3o 0,,np.-,,ajt4 ctb`u dxo 3o 0,,np.-,,sbj4 ctb`u -----------------------------#fi ctb`u 3o 0,,vp4 >8i4 >8i4 3o 0,,vp ,,root4 =777777777777777777777777777777= #d4c4b4 ^(+7) 5 ^u.u +7) - ^(+7)`v ^u.u +7)o *,xj<: im `r ol7 c604 0up">6 ;\o ,,np ,,root4 82/,o;0 a `]miu e;<3$.oo5,0 - p3"r s.t cr^mn,scz i<[5 ^gj1 s.tn w.(j`u" p3"r s.tw ^gj1 s.tz .o^r,u s.t8'w ;y.= ^gj1 s.t,0n w.(j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 e<[5 ,,o $ .m7+j i4 e<[5 3o 0,,np4 ,,o ,,o 3o 0,,np4 $ $ 3o 0,x.-,,sbj4i4 .m7+j 3o 0,,vp4i4 i 3o 0,,vp ,,root4 =777777777777777777777777777777= -----------------------------#gd #e4 ,n^m %j]^\ $oi["7 `v3"* d+j*w .m,? - ,o$3oc `s"o i[7 ,m">7oc i3mr"! chcrcz e]l`mn ex.?`:a .ul ,8!_/"!0'o ^m8z `]mncz ex.?s"u ^g,?j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 ccz ja`+,$.o i,s' ,o$3! `ts/i4 ccz 3o 0,,np.-,,sbj4 `ts/i4 ja`+,$.o 3o 0,,np.-,,ajt4 `ts/i4 i,s' 3o 0,,dp4 ,o$3! ,o$3! 3o 0,,np.-,,obj4 `ts/i4 `ts/i4 3o 0,,vp ,,root4 =777777777777777777777777777777= - ,8!_/"!0'o `\jbj.o <307_/jy',m_/,o$3_/`s"o d+j*w `]m 0,,obj4"u ^g,?j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 cui=.i!w l15! i5`o mrjr #b c*n `t;: #e^)8'3o 0,,np.-,,obj4 ^7egjr/i4,0 ^7egjr/i4 82/,o;0 gi=.7! ,n ^fmr8'3o 0,,np.-,,obj4 ,imrs/i4,0 ,imrs/i4 =777777777777777777777777777777= #e4a4d4 dm5lv eg.7 ,]^go o1;oj.o <30cz `]m - dm5l"ucz ^mlc jv1+7j] i[7o ,,[:/.oe3 eg.7 crn,s q+7o iy3 _s;s"s5 ,,[q `]mncz jri7 eg.7 ,]^g! `o.g["u `oc[7 hr`["! ^m:jiy" `meg hr`[ ^g,?z i3sw ^("r dm5l"! `o.g["u j3i4 ie3" j]hr,uw o1^m$ .1"q `]m eoi[7.rs"u ^u< 0,,np4"! ^m:j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 ,8`s,`m"u0'cz ,8`s,`m0'v ,8"u0'"u ^g,?j1 ,m a#ge .n#c.7 #b4 #bji o/!,$8 ,8`s,`m"u0'cz 3o 0,,ap.-,,obj4 ^g,?j1 ,8`s,`m0'v 3o 0,,np.-,,cnj ,8"u0'"u ,8"u0'"u 3o 0,,np.-,,ajt4 ^g,?j1 ^g,?j1 3o 0,,vp.-,,mod4 ,m ,m 3o 0,,np.-,,sbj4 o/!,$8 o/!,$8 3o 0,,vp ,,root4 =777777777777777777777777777777= #e4b4 w.( `v3`/ ,t.] ,n^m %j] $oi[",0 jr> j1 o1! i<[5 c1"u eo"ms,scz <3 iy3i4 =777777777777777777777777777777= #e4g4 ,&s ,r7">a ,n^m %j] $oi["aiys/i`u d3i3iycz `]m crduegw d+;[7n chc3 e.oea s.tn ,)jr7jcz ,]^gi!! w.(j`n j`u e.oea s.t! euegw ,s,&sn w.(j`n j3i4 - crduegw ,s,&s$ ,r7">aiy3 `]m j]hr `o.g8'.ul,0["u ^g,?j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 ]jw$ ;t,m"! .u`)["u 8'j<:,0 er.7! o5,o"u ,t;oj<:/i4 ]jw$ 3o 0,,np.-,,sbj4 .u`)["u ;t,m"! 3o 0,,np.-,,obj4 .u`)["u .u`)["u 3o 0,,np.-,,ajt4 ,t;oj<:/i4 82/,o;0 ccz :,s' l1" o"[5z ;t,m-/+4 ccz 3o 0,,np.-,,sbj4 l1" -----------------------------#gi :,s' 3o 0,,dp4 l1" l1" 3o 0,,np4 ;t,m-/+4 o"[5z 3o 0,,np.-,,sbj4 ;t,m-/+4 ;t,m-/+4 3o 0,,vnp ,,root4 =777777777777777777777777777777= 3o `/l ,8oi0'$ ,r7">aiycz `]m j]hr"! `o.g["u ,8l1"0'! 0,,np4"u .m,?j<: jmjr7.t ,s,&sn *`\iyiu"x j3i4 - euegw ,s,&s$ ,r7">aiy3 `]m j]hr `o.g8'.ul,0["u ^g,?j3i4 =gggggggggggggggggggggggggggggg= 82/,o;0 `v`s j`/ u1"o5doaw .],oa .=ex["u ekcz _sz88'0,,np.- ,,sbj,0 82/,o;0 ^b!48'0,,np.-,,obj,0 82/,o;0 ;t,m$8'0,,np.-,,sbj,0 ^b!48'0,,np.-,,obj,0 c#gh .n#c.7 #b4 #bai ;t,m$ 3o 0,,np.-,,sbj4 ^b!4 ^b!4 3o 0,,np.-,,obj ,,root4 =777777777777777777777777777777= -----------------------------#hj .n#d.7 `\"( -----------------------------#ha ^( lsbz q`= .oc[7 l3sb ^1.)! mrj3 ir`%eu m"oe1 .w `meg ^g,? .o;o5! ;<5`uj<: ^o`+4 *`mj<:/[e: j3`ma.).h=,q*`mp3 8'0,,etri,0w j3`mas w.( `meg ^g,? $oi["w .o;o5 i[7! ^h7["u `o.( .o;o5w eg.n.s5! ,m.]"2^uv3j3 w.( `meg ^g,? .o;o5! ,m"obj<:/i4 i&,.rcz `meg ^g,? e1em7;o8'#bjj e3 s.t,0 `m;ma["u" `meg ^g,? e1em7;o `m;ma .o;o5! ^h7["u e1em7;o"! #hj .n#d.7 #bba `m;maj<:/i4 _0 `meg ^g,? e1em7;o .o;o5 ,m"ob `meg ^g,? .o;o5! ,m"obj`o mrj<: ,8j3`ma.]^uh=,q`o,&j:bjy 8'0,,tta,00' i[7 `v3"* ^g>w `meg ^g,? .o;o5! ;<5`uj<: ^o`+"2 *`mj<:/[e: ,8j3`mas `meg $oi[" ^g,? .o;o5! `s5huj<: `o.( .o;o5w eg.n.s5! ^g,?" ^uv3iy3 .o;o5! .n,oj<:/i4 `o.(w w.( `meg ^g,? e1em7;ocz .m"u "8#ba,n`o ,n.=`/jya01n,s `m;maiy3 `m `m.u `o^3 `meg ^g,? e1em7;o"! w.( `meg ^g,? e1em7;o"u ^*jv3jcz _sn ;u.s5! ek;ms `r^1iys/[e: on ,i"< w.( `meg ^g,? e1em7;o"! `m;maj`o mrj3 .o;o5z `[ >7.?"2.o1.? ;[ae*n,s ^m.xj<:/i`u j1 ,m o/i4 ^( lsbn,scz j3`ma.]^uh=,q`o,& j:bjyw w.( `meg ^g,? $oi[" ,build+ a ,kor1n p>s$ corpus ,! purpose ( ? project is to build a p>s$ corpus to meet ! dem& = l>ge-scale ,kor1n language res|rces 9 ! ,,ai 9du/ry4 ,9 addi;n1 ? project al aims to set up annota;n guidel9es = compil+ a dep5d5cy- p>s$ corpus 9 ,kor1n4 ,? project has two ma9 "ps4 ,! f/ is e/abli%+ dep5d5cy p>s+ guidel9es = a ,kor1n corpus4 ,we comp>$ & analyz$ s"eal guidel9es ( relat$ fields s* z 8,dep5d5cy tag sets & dep5d5cy rela;n e/abli%;t me?ods = 3/ruct+ dep5d5cy ta7$ corpora0 ( ! ,na;nal ,telecommunica;ns ,te*nology ,associa;n "<,,tta">1 : we correct$ & improv$ to ma9ta9 ! 3si/5cy acr ! p>s$ corpus4 ,! second is 3/ruct+ a #ie 0,ab/ract4 #bbg p>s$ corpus ( ,kor1n4 ,! corpus 3ta9s two million ^ws : 7 select$ f ! na;nal corpus ( writt5 ,kor1n 3/ruct$ 9 #bjah by ! ,na;nal ,9/itute ( ,kor1n ,language4 _4 ,e/abli%+ a guidel9e = a dep5d5cy-p>s$ corpus ,to e/abli% dep5d5cy p>s+ guidel9es1 we comp>$ & review$ p>s+ guidel9es s* z ! ,8,telecommunica;ns ,te*nology ,associa;n "<,,tta">,04 ,we pres5t an improv$ v].n ( guidel9es bas$ on ! problem analysis4 ,mo/ dep5d5cy-p>s+ guidel9es focus on 3v].n ( an old 3/itu5cy-bas$ p>se tree 3/ruct$ 9 `<#bast ,c5tury ,sej;g ,plan`> 9to a new dep5d5cy-p>s$ corpus4 ,"!=e1 ! guidel9es = 3/ruct+ -----------------------------#if dep5d5cy-p>s$ corpus 7 9su6ici5t 9 t]ms ( quant;y & qual;y4 ,9 ? project1 bas$ on ! ,korea ,telecommunica;ns ,te*nology ,associa;n "<,,tta"> dep5d5cy p>s+ guidel9e1 we su7e/ m practical & detail$ guide = 3/ruct+ a dep5d5cy-p>s$ corpus ) 3t5ts & examples comple;t+ :at 0 9su6ici5t 9 ! orig9al v].n4 _4 ,3/ruct+ a dep5d5cy-p>s$ corpus " ,! 3/ruc;n proc$ure is z foll{s4 ,e/abli%+ p>s+ guidel9es ;\o ,cu/omiz+ manual 9spec;n tools ;\o ,rese>*] tra9+ ;\o ,automatic p>s+ ;\o ,manual analysis "<#ast 9spec;n"> ;\o ,t1m l1d] & faculty 9spec;n "<#bnd 9spec;n"> ;\o ,deep le>n+-bas$ p>s$ corpus valida;n ;\o ,produc+ ! f9al result ,bas$ on ! dep5d5cy p>s+ guidel9es1 a dep5d5cy-p>s$ corpus 3ta9+ two million ^ws 0 compil$4 ,! corpus is compos$ ( texts f newspap] >ticles4 ,9 ? project1 s5t;e-by-s5t;e a#if 0,ab/ract4 #bbi p>s+ 0 3duct$ = ! writt5 corpus provid$ by ! ,na;nal ,9/itute ( ,kor1n ,language4 ,al1 p>s+ 9=ma;n 0 annotat$ to ea* ^w & ! f9al \tput 0 submitt$ 9 ,,json =mat4 ,at ! 9itial /age ( ! 3/ruc;n1 multiple automatic p>s]s 7 us$ = ! 3v5i;e & ! 3si/5cy ( ! "w4 ,!n1 rese>*]s manually review$ ! results4 ,! details ( ? process >e z foll{s4 ,f/1 we divid$ ! giv5 raw corpus 9to s5t;es & 3duct$ ! automatic p>s+ 9 a s5t;e level4 ,:5 multiple automatic p>s]s give -----------------------------#ig ! same results1 ! results 7 submitt$ af a f9al 9spector's *eck4 ,:5 automatic p>s]s g5]ate di6]5t results1 di6]5t rese>*]s review ! s5t;e 9 ! f/ & second 9spec;n1 & ! f9al 9spector wd review ! s5t;e4 ,! rese>*]s 7 organiz$ 9to f\r gr|ps1 9clud+ ! pr(essor 9 *>ge & t1m l1d]s 9 ea* t1m4 ,rese>*]s 9 a gr\p wd review s5t;es f/1 & ! pr(essors & t1m l1d]s wd review ! results4 ,! f9al results 7 submitt$ af ! second 9spec;n foll{$ by po/-process+ & file =mat 3v].n4 ,! automatic analysis 0 p]=m$ us+ dep5d5cy analyz]s ( ,,etri1 ,kangwon ,na;nal ,univ]s;y1 ,jeonbuk ,na;nal ,univ]s;y1 & ,*ungnam ,na;nal ,univ]s;y4 ,we us$ di6]5t analyz]s f di6]5t organiza;ns to improve ! cr$ibil;y ( \r project by cross-analyz+ & 9tegrat+ ! results4 ,9 ! process ( automatic p>s+1 3si/5cy 0 v]ifi$ by deep le>n+ me?od4 ,keywords3 ,syntax /ructure1 p>s+1 dep5d5cy p>s+1 corpus1 dep5d5cy-p>s$ corpus ,project ,director3 ,yim ,se;gmo"<,m9ds,lab"> a#ig 0,ab/ract4 #bca -----------------------------#ih "8^m"x #a01 .no,z 8'0,,json,0 j],oaw `o^( `m.u =gggggggggggggggggggggggggggggg= #a,m.g #b,m.g #c,m.g #d,m.g #e,m.g h j5 0metadata4 == == == == 0object4 99 d4 == == == 0/r+4 99 ;&d3c*iu == 0note4 == == == 0/r+4 99 ^m$ ,te]4 ,r5d!"o7 ^7,oa i[7 `oh .]^u #ih ^m"x #a #bcc 0docu;t4 == == == == 0>ray"4 99 eg,s .]^u == 0id4 == == == 0/r+4 99 eg,s 0,,id 99 ,8p3,oe1em7;o dray"4 99 ^g,? ;[7mr 8'^x,m c<\,0 99 p3,o" j]hr ^g,?" `r;ne] ^g,?" sjmr weo ^g,?" l7ju;<5.u jr`\" emj] ir+7s ^xp3" `meg ^g,?" weo:a ^g,? == == 0note4 == == 0/r+4 99 ^m$ ,te]4 `ms l+7 era"ray"4 99 eg.7 == == 0id4 == == 0/r+4 99 eg.7 0,,id4 99 ,8eg,s 0,,id4 eg,s cr eg.7 ,g,s0'"u `m,]4 eg,s cr eg.7 ,g,scz #a^mhs ,o.a == == 0=m4 == == 0/r+4 99 eg.7 .]^u == == 0^w4 == == 0>ray"4 99 s.t .]^u == == == 0id4 == 0numb]4 99 s.t 0,,id4eg.7 cr ,g,s"u #a^mhs ,o.a -----------------------------#ii == == == 0=m4 == 0/r+4 99 s.t == == == 02g94 == 0numb]4 99 s.tw eg.7 cr ,o.a mr;o b#ih ^m"x #a #bce 8'0,,utf-#h eg. mr;o"u #j^mhs ,o.a,0 == == == 05d4 == 0numb]4 99 s.tw eg.7 cr ,`[8 mr;o 8'0,,utf-#h eg. mr;o"u #j^mhs ,o.a,0 == == 0,,dp4 == == 0>ray "4 99 `meg ^g,? .]^u == == == 0^w.-id4 == 0numb]4 99 s.t 0,,id4 == == == 0^w.-=m4 == 0/r+4 99 s.t == == == 0h1d4 == 0numb]4 99 s.tw .o^r,u .]^u8's.t 0,,id,04 s.to ;yl7mr .o^r,ue* 9#a == == == 0label4 == 0/r+4 99 `meg hr`[ == == == 0dep5d5t4 == 0>ray"4 99 s.tw do.o^r,u .]^u 8'do.o^r,ui!w s.t 0,,id4 ,m'. ^r\,0 =777777777777777777777777777777= ----------------------------#ajj "8^m"x #b01 .no,z 8'0,,json,0 j],oaw /,o ""=;;; 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