=gggggggggggggggggggggggggg= = = = ,s&,o oi=>a. ^ujr7.];ra = = `o^3 mrj3 0,geo,,ai4 = = .]eo1.qi3 = = `o,&`v jv1+7^7<3 = = = =77777777777777777777777707= `o5.]x ,q.]o1 `o5.g;t ^a,g+7 %3,]^s5 ,s&*`mp3 0,! ,se\l ,9/itute4 -------------------------------- ,s&,o oi=>a. ^ujr7.];ra `o^3 mrj3 0,geo,,ai4 .]eo1.qi3 `o,&`v jv1+7^7<3 -------------------------------- *`m;rao5 `o5.]x ,s&*`mp3 0,,ai4^oainohs"rb *`mmrp3 *`m.q ,q.]o1 ,s&*`mp3 0,,ai4 ^oainohs"rb *`mmrp3 `o5.g;t ,s&*`mp3 0,,ai4 ^oainohs"rb *`mmrp3 ^a,g+7 ,s&*`mp3 eo"r%7jb.)">a,o1 *`mmrp3 %3,]^s5 ,s&*`mp3 0,,ai4^oainohs"rb *`mp3 o ^u`u,sw cr+7z *`m.qw `*jr"u,s ,s&h[a^\,ow .];ra`vcz i"! ,miu o/,[bcoi4 d+.n.o #a ------------------------------0i +>a ,s&,o" ^ujr7>a. ,s&,o" .i=;< .m7,o5 `+h=.];ran,s h3,u.m7"ob ,o1j*["u ^ujr7 $;o cu4<.: ^ujr7z i"z `+h=,mi3! o+7j`o .)n ^3i[,o o"ms.ocz `o^(.?q `+h=,mi3oi4 `v`sncz .i=;< .m7,o5w `+h=.];rao ;m.qiys/[c" h3,u.m7"ob ,o1j* i[7w do1+,]["u ^ujr7w $;o$ .r.ue] ^9`u o/i4 on ,i"< cr*`o`v3! o+7j`o h=jr7! iu^u"u .)jv3j":cz .];rai!o e"*iys/i4 ,s&,ocz .n#a;< eo2 .n#b;< ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya! h=jr ^ujr7`=$3w >7.? jva;m7`v ^sb"2.niu .]^o"! mrj3 `o^3! e"*j<:/[e:" .n#c;< `/jya! h=jr o.ncz ^ujr7w .o1.? j>7l7! exd+"u j`u o/i4 +>a #c 82d+ #a;0 ,8,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya0' ;m.q `]`v =gggggggggggggggggggggggggggggg= ;<,m cr+7 """""""""""""""""""""""""""""""" .n#a;< `/jya ,-#bjad-#bjah-' ,-l"<5 .m7,o5 ^ujr7iu,o ,8`s9cz iu,o" ,s&0' `mj* ^1d3 e"*-' .n#a;< `/jya #bjad c* #a;< ,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya ,m"ob .n#a;< `/jya #bjae c* o[5`o1" /' dm7`]`o1 i[7 iu,o5 ^ujr7`o1 .u,] ;a #e ,s&-' .n#c;< `/jya ,-#bjbd`9#bjbh-' #c ir jra,o5 $;o" #bc`r lsb .n,o - 8'`)$7j`n `s9.,0 ,s&ese&`o1 .u,]" m"o i=cn j3 ^fmr i[7 - 8',[eh[j`n" <3.)j`n `s9.,0 ^ujr7. 0,,pm4_/..)`s l7;m7 `v3"o" ^uju`m:a 0,,db4jv i[7 - 8'.!`sb`n `s9.,0 j3$7 .sb`z,] `r,)" hne ^ujr7"u .u,] i[7 =777777777777777777777777777777= ."+"1 ,s&,o iu,o`+h=,o18'^ujr7..)`s`v,0" .n#c;< ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya" #bjbd -----------------------------0ii ^ujr7 .m7 l`u ^1,r7 :.)jo e30<,,,^ujr7jv3`] mrj:bjcz mrjr+q `v3"o do1+ :"s cu":a["u ^ujr7 `+h=l`u le7. ,mcz #bjji c*^mhs $5,u ;m,n"! ^u: #bjbb c*ncz #icc e]["u i[ios #a1jjj e] oj"u ,its.:/i4 ac .);n `+h=l`u le7. ,mw $5,un ^ojr :.)jo #ce0p $ ^ujr7 .m7 ^1,r7j3 l`u"u chc`u o/[e:" ocz `].nj:b":a`r^1`o`m8'0,,oecd,0 d]`%3w #a4i^rn i1j1 .]iu"u cu4z ,m.goi4 on ,i"< o1l7,r7jv1n,s ^ujr7jv3`]! mrj:bjcz <3.) mrjr +q! j+`v.?["u `v3"ojr> j1 ,o.s5oi4 h[ajo ^ujr7>a. irl7" inohs `o^3j3 ^ujr7<3.) .];ra ;m.q! `u":j1 ,ir ^ujr7. `+h=l`u le7. .m7 #fe,n ol7 `u"]..;2 ,lia #g h[mr38'0,digital ,tw9,0 `o,&! h=jr ^ujr7jv3`]! ,oe%1"no,*j<: ^g,?jcz ^7^sbo ir.m7.?["u l+7iy`u o/i4 ,i"<,s ljy^*jvv `o,& ^1.)["u ,r"ub`n i[7.7jcz ^ujr7jv3`] mrjs5 +q! j+`v.?["u `v3"oj`o mrjr ^sb`v .niu"! .]^oj`u" o"! .op3jcz i<>7j3 `vja.? ,oiu"! ;m.qj`on ;y.?w ,o`o"<`u j1 ,m o/i4 ^ujr7>a. `vja.? ^ujr7.];ra `o^3 e"* h=jr ^ujr7`=$3 ^g,?"2.qi3;n`/ .n,o o *`mcz ^ujr7 >a.7! eo;ocz <3.) +,uq ^uiu dx" i3;<" cue* .r.o1" `]lw l7hr"! ;y,uj3w cu":a["u d<4 .7^o"! jv1+7jcz ^7^sb^mhs" o1l7,r7jv1n,s ct"o l+7iycz ,[eh[d(w ,n3,s"! o+7j<: inohs"! ,m.objcz ^7^sb,$.o duj5j<: `[ $c[7,]! ,o1js5j<:/i4 #b,0 0,geo,,ai4 `o^3w ^ujr7`=$3 ^g,?z 0,,mms4 .7^ov ,[eh[d(w i<>7j3 ,n3,s"u^mhs jyai[aj3 inohs"! `=$3 .oc[7 ^g,?! h=jr ;s"oj3i4 o"! h=jr ^uiuw `]l" cue* .r.o1 eo2 d,( .]iu" ^ujr7.o.7e&! .i=["u `s5;&j`u" %j+^uiu dx! d<a,0 +>a #i o1^3qn`n ;q,maj3 ,[eh[d( jv1+7 ^ujr7jv3`] .ul `\`v ,o1+7 $c[7,] jvaq ,[eh[d(! %eu;7 0`&4 ,n3,s oi=;n 0`&4 ,n3,s .ujb %eu;<0`&4,[eh[d( i&,.r" cue* .r.o1z <"r `["o5`v $8o i<>7j3 .r.o1w ^uiu"! oi=je: inohs"! ,m.obj3 jm ,n3,s ,m;ow ^*jv"! ^g,?j<:/i4 ^g,? `\`v" cue*w `s;o1`on ,i"#"< ,)j]$,xiuw ,8l7j ^7j>70' ;ma ,m;ow ^gl3 f[`o$ i1"<.ocz _s! h=jr cue* .r.o1`v i3;< :^m"! j+`v.?["u d+j*j1 ,m o/[5! <1 ,m o/s/i4 82`["o5 #c;0 ,[eh[d( ,n3,s `o^3w cue* .r.o1 `m^g! mrj3 inohs ;mri[a `v.] 8'`["o5 ,r7">a,0 ir"o,? 3o h jr/.oe3" j*.rcz m"oc"a #aa w cue* d,( :^mv ^ujr7.o.7e& h5.o"! .i=["u ^g,?j3 `\`v"! jvaqj1 ,m o/s/i4 82`["o5 #d;0 ^ujr7.o.7e& h5.o eo2 o"! ^3]j3 %j+^uiu dx ^g,? /,o 8'`["o5 ,r7">a,0 ^g,? eo2 .qi3 cr+7 d+;&z 0,*at,,gpt4"! jv1+7j<: ]l7! ^g,?j`u" ^uiu d,( ]:a! ,oa^\j3 `\`v^u`u,s"! ,r7,]jcz ^7,oa["u o"ms.:/i4 o *`mn,scz ^u`u,s .a,] ,o d+.g .o;o5<3! `o^3["u ^ujr7jv3`] .qi3! ,mjr7j`o mrjr ,s&h[a^\,o ^ujr7.];ra`vw ^uiu`=l ,t`/"2,o`= erc%t! `s5,ra .[7$7 `o^sb! h=jr .o,oa .]^u"u `m;maj`u jv1+7j<:/i4 82`["o5 #e;0 .i= ^u`u,s ,r7,] `\`v jve*8'/,o,0 8'`["o5 ,r7">a,0 82`["o5 #f;0 ,oeq;<5:j] ^ujr7jv3`] `r,)8'<3,0 8'`["o5 ,r7">a,0 -----------------------------0vi ,s&,o" inohs `o^3 ^ujr7<3.) .];ra ;m.q mrj3 `o;u."+ .n`=o $c[7 .)`ma ^ujr7"uw ^uiu %em" %j+^uiu dx" `]l" cue* .r.o1 i[7n irj3 ^ujr7jv3`] j*jv7 .ul$ <.oa v3.)j.o <30z l7jv7n,s o *`mcz inohs `o^3 ^ujr7<3.) .];ra ;m.q! mrj3 `o;u."+"! .n`=j1 ,m o/! _s["u `oiriy3i4 h[ajo .n#c;< ^ujr7<3.) eo2 d*w.[7.q `o^(`/jyaw .m+ `v.n .m7 jca #ac ,m.obj1 ,m o/cz f["7 """""""""" #bf#de #a_-^ujr7 cnh[pf[ `m;ma `v3"* *`m """"""""""""""""""""" #bg#gd #b_-0,geo,,ai4`o^3 ^ujr7jv3`] d]$ `v3"* *`m """"""""""" #db#gf #c_-^ujr7`=$3.]^u `o^3 ,o,[hn5 eo2 ,s^o,[ l"/ """"""""" #ed#ahc #d_-,ol.s5 """"""""""" #ee#aba ex;< #ae #jd ^ujr7<3.) `=$3 ,g,? eo2 .qi3 ^7<3 """""""""""""" #fj#abe #a_-^ujr7<3.) `=$3 ^g,?;n`/ `m;ma `r+ """""""""""""" #fj#acb #b_-^ujr7jv3`] `=$3 inohs ,m.ob """""""""""""""""" #fb#ace #c_-0,geo,,ai4 jv1+7 ^ujr7`=$3 ^g,? """"""""""""""""""" #gc#adi #d_-,r7,]j] 0,,ai4 jv1+7 ^ujr7<3.) d]$ """""""""" #hf#afg #je +>a eo2 `oir j+`v """"""""""""""""""""""" #ib#agb #a_-inohs `o^3 ^ujr7.];ra .)">a ,m"obw `o;u."+ `m;ma """"""""""""""""""""""" #ib#agb #b_-,]`v jv1+7 `/jya """"""""""""""""""""""" #ie#agh ---------------------------0viii ;<5`uegj) """""""""" #ih#ahd 0,ab/ract4 """""""" #ajb#aid -----------------------------0ix d+ ex;< 82d+ #b-#a;0 ;y`z #e c* ^ujr7 .m7 `+h=l`u le7. j*jv7 """"" #ac 82d+ #b-#b;0 ^ujr7 `v3"* ^sb.n eo2 .ueg j*jv7 """"""""""""" #ad 82d+ #b-#c;0 `ma$^ujr7<3.) `o^(`/jyaw #e ir ;m.q .)">a eo2 #bj ir ;m.q `v.n """"""""""" #ae 82d+ #b-#d;0 %j]^\ ^ujr7 `v3"* .u"/ j*jv7 """"""""""""""""" #af 82d+ #b-#e;0 ,8,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya0' ;m.q `]`v """"""""""""""""""""""" #ag 82d+ #c-#a;0 ^ujr7 0,,los4 l3.] `o.g """""""""""""""""" #db 82d+ #c-#b;0 0,place ,pulse ,dataset4 ,o1js5 .o:a eo2 d]$ .od+ """"""""""""""""""""""" #df 82d+ #d-#a;0 `m;ma inohs l7,n %j] """""""""""""""""""""""" #fd 82d+ #d-#b;0 i.m7,n3,s oi=;n inohs .7^o """"""""""""""""" #ff 82d+ #d-#c;0 $3`:a `s"on ,i"z d+ ex;< #ag .7i3.s5 """""""""""""""""""" #gc 82d+ #d-#d;0 ^ujr7"u d,( h5.o"! mrj3 iob"sco7 euin1 ,).] """"""""""""""""""""""""""" #hd ------------------------------0x `["o5 ex;< 82`["o5 #a-#a;0 ^ujr7w .m7+,] """""""""""""""""""""""""""" #b 82`["o5 #a-#b;0 ;y`z #e c* i=<3w oi=>a. j*jv7 """""""""" #d 82`["o5 #a-#c;0 0,,oecd4 jyp3`ma `+h=l`u ^o`+ """""""" #d 82`["o5 #a-#d;0 ^ujr7.`o1 ^&d* j*jv7 """"""""""""""""""""""" #e 82`["o5 #a-#e;0 *`mirl7 """""""""""""""""""""""""""" #f 82`["o5 #a-#f;0 ,8^ujr7`=$3 ^g,? eo2 .qi30' ;n`/ """""""" #g 82`["o5 #a-#g;0 *`m j["[5iu """""""""""""""""""""""""""" #g 82`["o5 #b-#a;0 ^u;a.7ju eo2 ^&">7 l7hr ^o%1 """""""" #ea 82`["o5 #c-#bd;0 qiu ^ujr7 ]l7 ^g,? `\`v /,o """""""""""""" #eb 82`["o5 #c-#be;0 0footpa?4ai4w ^ujr7jv3`] ^g,? ,s^o,[ """"" #ec 82`["o5 #c-#bf;0 ^ujr7"u e&"o.? +,u ^g,? """""""""""" #ec 82`["o5 #c-#bg;0 ,[eh[,s&erbw oi=>a. .sb`z,] .]^u.oiu """"""""""""""""""""""""""" #ee 82`["o5 #c-#bh;0 i<>7j3 ^ujr7"u cnh[pf[ `m;ma ^7^sb """"""""""""""""""""""""""" #ef 82`["o5 #d-#a;0 ^ujr7<3.) `=$3 ^g,? eo2 .qi3 `r+ """""""""" #fj 82`["o5 #d-#b;0 inohs ;mri[a irl7.o """"""""""""""""""""" #fa 82`["o5 #d-#c;0 inohs ;mri[a! mrj3 oi=;n %j] """"""""""""" #fb 82`["o5 #d-#d;0 0,,xl -,replica4 .7^o8'.v,0 eo2 0,,mms4 inohs ;mri[a ;<">78'm,0 """"""""""""""""""""""""""" #fc 82`["o5 #d-#e;0 0,,csf4 do1hs"! h=j3 .oe* ;m;& eu,oaiu """"""""""""""""""""""""""" #fc 82`["o5 #d-#f;0 *`mirl7.o .);nw ;<">7 0,,mms4 bb#b `["o5 ex;< #ba `["o5 ex;< #bc inohs """""""""""""""""""""" #fd 82`["o5 #d-#g;0 ;<">7 0,,mms4 inohs8'o1^m,0 """""""""""""" #fe 82`["o5 #d-#h;0 ,n3,s i=`ojv `m,] `r+ """"""""""""""""""" #fg 82`["o5 #d-#i;0 ;mri[aiy3 inohs `pr.? """""""""""""""" #fh 82`["o5 #d-#aj;0 i.m7 ,n3,s oi=;n inohs8'o1^m,0 """""""" #fh 82`["o5 #d-#aa;0 0,s5sor ,lo7]4 jve* """""""""""""""" #gj 82`["o5 #d-#ab;0 0,s5sor ,lo7]4 jv1+7 /,o """"""""""" #gj ----------------------------0xii 82`["o5 #d-#ac;0 ;mri[a inohs8'.v,0 eo2 fen"< du1isw oeo.o o1^m8'm,0 """""""""""" #gj 82`["o5 #d-#ad;0 `]liu ;m;& <1`u"o.[5 """""""""""""""""" #gc 82`["o5 #d-#ae;0 `]l ;m;& `\`v jve*8'.);n,0 """"""""""""""" #gd 82`["o5 #d-#af;0 ,[eh[d( 0,,os4n ,i"z $,xiu ;ma """"""""""""""""""""""""""" #gd 82`["o5 #d-#ag;0 ,[eh[d( ,n3,s inohs"! jv1+7j3 `]l ^g,?8'.= ^7j>7 `]l,0 """""""""""""""" #ge 82`["o5 #d-#ah;0 ,[eh[d( ,n3,s inohs"! jv1+7j3 `]l ^g,?8'jy7 ^7j>7 `]l,0 """""""""""""""" #ge 82`["o5 #d-#ai;0 cue* .r.o1n ,i"z ,)j]$,xiu ^g,? """""""" #gf 82`["o5 #d-#bj;0 cue* .r.o1 ^g,? inohs ;mri[a .qjr7 """" #gg 82`["o5 #d-#ba;0 cue* .r.o1n ,i"z ,)j]$,xiu ;ma^\ d+.gd*;< """"""""""""""""""""""""""" #gg 82`["o5 #d-#bb;0 cue* .r.o1n ,i"z 0,y4;ma ,)j]$,xiu $b'w d+.gd*;< """"""""""""""""""" #gh 82`["o5 #d-#bc;0 ]l7 ^g,? `r+ """"""""""""""""""""""""""" #ha 82`["o5 #d-#bd;0 inohs ;s"o eo2 euin1 ja,[b d["u,n,[ """ #hb 82`["o5 #d-#be;0 ^ujr7.o.7e& h5.o eo2 o"! ^3]j3 %j+^uiu dx ^g,? /,o """"""""""""""""""" #he 82`["o5 #d-#bf;0 0,*at,,gpt4w 8cr 0,,gpt0"u ,s^o,[ `mj* """"""""""""""""""""""" #hg 82`["o5 #d-#bg;0 ,8cr 0,,gpt0' `["o5 ex;< #be ^g,?^u' ,r7,]! mrj3 ,t.] jve* """"""""""""""""""""""""""" #hg 82`["o5 #d-#bh;0 `\`v jve*8'/,o,0 """""""""""""""" #hh 82`["o5 #e-#a;0 ,oeq;<5:j] ^ujr7jv3`] `r,)8'<3,0 """""" #if 82`["o5 #e-#b;0 ^ujr7"u .]^u ,m.ob .)eg$ lsb ;<5:.i!w j*.7 jv1i= """""""""""""""""""""" #if 82`["o5 #e-#c;0 ^ujr7"u .]^u ,m.ob .)eg$ lsb ;<5:. l.) `+%a jve*8'zd],ocosf!"sb,0 """""" #if ------------------------------#a #ja *`m`r+ #a_-*`m^r`] eo2 ex.? #b_-*`mcr+7 eo2 ^7^sb ------------------------------#b #ja4 *`m`r+ #a_-*`m^r`] eo2 ex.? #a,0 ^ujr7w $;o eo2 .m7+,] jvair _4 ^ujr7z $.7 u"riy3 `+h=,mi3oe:" `s9.o <30`u i"z `+h=,mi3! o+7j1 ,m sb'cz euiz `+h=,mi3 o+7w `o^(o iy5 _4 ,iuj3" ^ujr7z ^o+7.?["u .s":5j`u" .o,x $c[7je:" `)$7j`u" ;qjv3`].?q oi=,mi3o54 0,,eu4cz ^ujr7o #a0km4i7 #j4cg%"uw `].n.? ooa! .n`=je:" ;<">7 o+7z #j4aa%"uw `].n.? ,(,o1! ^1,r7,ofqi`u ^u`uj3 ^ o/[58'0,gossl+ et ;al41 #bjai,0 82`["o5 #a-#a;0 ^ujr7w #a #ja #bg .m7+,] ,'`["o5 ,r7">a,' .ob 8'^ujr7,0 ir.m7`+h= 8'^ujr7,0 sbem_/`+%a_/i.m7,o,t 8'^ujr7,0 ir.m7`+h= 8'^ujr7,0 .ob o1l7,r7jv1 `]"u ."+"1 `);ma`=$3*`mp3_/jr7.]<3.)^m" ^ujr7.7.? jva;m7 eo2 ^sbm .niu"! .]^oj<: ^ujr7iu,o ,s& `o^3! .u,]j<:/[e:" .n#c;< `/jyan,scz ^ujr7w .o1.? j>7l7n .m7.s5! im5 _4 ^ujr7. ;ym,) `+h=;n`/ e"*! mrjr ^s5.]^m `s^sc),["! `m;ma - #bjbb c* #hp1" `mahu^m"2`];<1;] i[7 ^ujr7<3.) `v3"* #i`r .m7<7^m;s eo2 .o^7.;oi3;nv "8.n#a;< `ma$^ujr7<3.) eo2 d*w.[7.q `o^(`/jya ,m"ob01 ,m"ob - #bjbb c* #cp1ncz .m7<7.]^mw `v3`/^m;sv eq$3 .)eg$"u "8.m7<7^ujr7<3.) d*w.[7.qmrp3jy01"! `m,]j`u" .)eg,] $7jv"! mrjr ,8^ujr7jv3`].];ra*`m,n3hs0'"! .o.]j5 _4 ^ujr7. .m7,o5w `+h=<3.) egjv .u,] eo2 ^ujr7<3.) .niu"2qd["< jva;m7 - ^ujr7.$ ;<">7 h=jr7n m,)jcz ,8^ujr7.a. .[7$ ;m;nv :.)j3 ^ujr7 <3.) l$a.oir _4 ;y`zw cu":aniu^&`mj`u o1l7,r7jv1n,s ^ujr7jv3`]! mrj:bjcz <3.) mrjr +,u `v3"o$ do1+j5 _4 "8`+h=>a.a.^sb,001 .n#b.u.n#a jun ,i"[e* `+h=>a.cz .7rq" `u"]." o5l3^m" s"qo" ]%<"! i=^3j3 l"<5 i[7["u .]wj`u o/[5 - ^( *`mn,sw oi=>a.cz `+h=>a.^sbn,s .]wj3 cr+7`v i=o1je:" ^ujr7 ;[ae*! $7.uj3 oi=>a."a.cz `/,x .[7$jcz ;m,no5 - ,8#bjba c* `mahu`+h=^mw `+h=>a. o+7d*w ,o1hr.ul0'n,s oi=>a.cz .);n q`m8'>a #e1afd e3 e],0w >a #cj0p q #a1eea e3 e]["u #bjaf c* ir^o >a #hj e3 e] .[7$jr/[5 ------------------------------#d 82`["o5 #a-#b;0 ;y`z #e c* i=<3w oi=>a. j*jv7 ,'`["rd[ ,r7">a,' ."+"1 .od+cm"o 0e4-c"<.od+8'0www49dex4g4kr4_/,0 " `+h=>a. j*jv7 _4 `].nj:b":a`r^1`o`m8'#j0,,ecd,0w h=`/n ,i"[e* m"oc"< q`m #aj e3 e]i7 ^ujr7 .m7 `+h=l`u le7.cz #b4a e]["u #bi`r`ma .m7 im ^),.r"u cu4[e:" 0,,oecd4 jyp3`ma d]`%3 #j4h e]n ^ojr im ^r ol7o5 - h[ajo #bjbc c* `+h=l`u"u le7j3 s"qow #he4g0p" `u"] le7.a,' c#c #ja #ca ."+"1 j3`maiu"u`+h=`=i3" #bjbb c*d38'#bjbj c* h=`/,0 0,,oecd4 jyp3`ma `+h=l`u ^o`+ ------------------------------#e #c,0 oi=>a. irl7 `vja.? ^ujr7<3.) .];ra do1+ _4 ljy^*jv eo2 `o,&^1.) i[7n ,i"< ,r"ub`n i[7.7jcz ^ujr7jv3`] mrjs5 +q! `v3"oj`o mrj3 ^sb"2.niu .]^ov oi!! `v3"oj`o mrj3 i<>7j3 `vja.? ,oiu .?+7o do1+j5 _4 ^ujr7<3.) .];ra"2lsbn .?+7 $c[7j3 jya`o.?q `vja`o,&w ^1i1 - ^ujr7.`o1 #c0,d4 `ra;n inohs"! `m;maj1 ,m o/cz ",0 `o,&`v ,oe%1"no,*! h=jr ^ujr7jv3`]! ^g,?j1 ,m o/cz io.oht h[mr3 `o,& i[7w ir.m7jv _4 ^ujr7jv3`] .ul i[7 inohsn `o^3j3 ^ujr7.];ra ;m.q - ^ujr7>a.7j3 j]hr"u ^1,r7iye["u ^ujr7`=$3w .]^ujvn `o^3j3 ,).n.? ir[7! mrj<: `=$3 $3w *`\,] jva^u jvaqo do1+j5 - j*.rw ^ujr7jv3`] `r,)z eqp3 i[7n w.(j<: do1+ji`u q.]iycz .o.s5n i3,gjo ^uiu^!"x i[7! `+;njcz i3d*.?q qd["< .]^o"! h=jr ;n`/jviy3 `v3"o$ ^m.rj3 _so j*,o1o5 - ^ujr7`=$3 .]^u"! .o,x.? jva^uj`u l7,o eucohs"o7!,mjr7j5["u,,s ^ujr7jv3`] `r,)! h=jr ^ujr7`]"u <3n euiz ^&d* lj7! jvaqj`u .n`sj`u. cu":ajr> j5 - ^ujr7 `v3"* ."+ 0,,db4 eo2 ,o,[hn5! `m;maj<: `v3"ojcz _so j+%1.?o5 82`["o5 #a-#d;0 ^ujr7.`o1 ^&d* j*jv7 ,'`["o5 ,r7">a,' ."+"1 j3`ma`),t`o,&*`mp3" ^ujr7`=$3.]^u d!"r'du5 `r^1" #bjbb ------------------------------#f a#e #ja #cc #b_-*`mcr+7 eo2 ^7^sb #a,0 oi=>a."! mrj3 `vja.? ^ujr7.];ra `o^3 e"* _4 ;y,uj3w cu":a["u oi=>a.7! .mcz <3.) +,uq ^uiu dx" i3;<" cue*l7hr" `]l i[7! j+`v.?["u d<a,' - .oj;t jv3`o`m eo2 ^ujr7.o.7e& cul7 .?;o"u %j+^uiu dx eojva^u - ^uiu `]ln j,m`m" ^u1"70,,mms" oi=;n0,,mms" ,[eh[d(,0 oi=;n"u inohs ;mri[a 3o b#f #ja #ce 0,geo,,ai4 ^g,? ^g,? cr+7 `]l8'.=i3_/jy7i3,0" i3;<" cue* l7hr" %j+^uiu dx ^g,? ^g,? ^7^sb 0,geo,,ai4 ^g,? ,n3,s inohs ^g,? 3o ,r7,]j] 0,,ai4 `\`v ,r7,] ^g,? cr+7 ^g,? `\`vn irj3 "oduho7 ^g,? ^7^sb 0,*at,,gpt4 jv1+7 .i= ,r7,] 3o ^ujr7>a."! mrj3 `vja.? ^ujr7.];ra `o^3 e"* =777777777777777777777777777777= _4 *`mw `v.]z `macry ^ujr7jv3`] eo2 `v3"* .niuv inohs `o^3w ^ujr7jv3`] ^g,? *`m i=j>7! h=jr *`m d["u,n,["! ,t`/j`u" *`mp3 .m^* ^ujr7"u"! irl7["u ^ujr7 <3.)`=$3 .qi3 ;n`/w $c[7,]! `s5huj3i4 82`["o5 #a-#g;0 *`m j["[5iu =gggggggggggggggggggggggggggggg= *`m`r+ `macr j*jv7.ul `may j*jv7.ul ^ujr7<3.) ^sb.niu j*jv7 ^ujr7<3.) ^sb.niu j*jv7 ,s&,o j*jv7 ^ujr7<3.) lsb j*jv7 inohs `o^3 ^ujr7jv3`] ^g,? i=j>7 ^ujr7`=$3 `m;ma 0,geo,,ai4`o^3 ^ujr7jv3`] d]$ ^ujr7`=$3`o^3 ,o,[hn5_/,s^o,[ l"/ ^ujr7>a."! mrj3 `vja.? ^ujr7.];ra `o^3 ,t`/ ^ujr7`=$3 ^g,? eo2 .qi3 ,'`["o5 ,r7">a,' ^ujr7jv3`] .qi3_/`v3"o,o,[hn5 .n<3 =777777777777777777777777777777= ------------------------------#h b#g #ja #cg ------------------------------#i #jb ^ujr7jv3`] eo2 `v3"* .niu #a_-^ujr7jv3`] #b_-^ujr7 `v3"* .niu j*jv7 -----------------------------#aj #jb4 ^ujr7jv3`] eo2 `v3"* .niu #a_-^ujr7jv3`] #a,0 ^ujr7jv3`] j*jv7 _4 "8^ujr7<3.) eo2 d*w .[7.qn `v3j3 ^sb"%18'^ujr7<3.)^sb,001n ,i"z ,8^ujr7.`o10'" ,8^ujr7jv3`]0'w +7s .]w - ,8^ujr7.`o10'z ^uiu" jy7i3^uju" %a`+" l3;ra"2h5^7"u i[7 ^ujr7.$ `ts icocz `o1 _4 :`o,s ^ujr7.cz %eu;< eo2 iu"u`+h=^sb,ojr7`%;oa .n#b.un ,i"z ,q;n .7rq+7 w."! duj5j5 - ,8^ujr7jv3`]0'z ^ujr7.$ oi=je*,s .sbj`n iycz e&"o"2qeg.? +,uv .ue]" ^7^sb" cr5,r i[7 ^ujr7n ]j>7! eo;ocz .n^3 jv3`] _4 m"oc"< ^ujr7.`o1z ^uiuv ;a,' ."+"1 cno^s `s"o^%" >7.r:a q`z a#aj #jb #ci 82`["o5 #b-#b;0 ^ujr7.a,' ."+"1 j3`maiu"u`+h=`=i3" oe*iu"u ^ujr7. `+h=l`u $5,u ^7<3 _4 .)`ma ^ujr7.`o1w ^ujr7jv3`]8'^uiu %em"2dx i[7,0n irj3 j*jv7.ulcz j*.r,$.o o"ms.o.o <30[5 - ^ujr7. h=jr7ne3 o+7iycz ,g,m qiu dxq ,8%j+"uiu dx0'z ir^m^gw ir"un,s #b0m4 ol7q `o.g! ;m7.xjr/.oe3" ,r7jv1iu"uw `]m #cd0p .]iu$ `o.g! ;m7.xj.o eu'j5 -----------------------------#ab - iu"u eo2 ^ujr7jv3`]w oi=d*w,o,t `o.g .?jb ,t;o%18'.m#a,0z #gg4f0p ,m.go5 .m#a,0 "8`+h=>a.7`v ^ujr7. i[7w i<>7j3 o+7 .m;n$ j(.rje*,s ^ujr7.a,' ."+"1 ,s&,o" .n#b;< ,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya" #bjah #b,0 ^ujr7. `+h=l`u j*jv7 _4 ^ujr7. `+h=l`u le7.8'#a1jah e]" #bjba c*,0cz .o,x $5,u ;m,no5 - j3`maiu"u`+h=`=i3n ,i"[e* ;y`z #e c*8'#bjag`9#bjba c*,0$3 ^ujr7 `+h=l`u le7.cz #f1ege e]" ^ml7.cz #ba e3 #d1bdg e]["u .ob`/iy5 - 82`["o5 #b-#d;0v $8o #bjag a#ab #jb #da c*^mhs *d]`%3 #aa4g0p ,,oa $5,ujr/[5 _4 ^ujr7. `+h=l`u le7.cz .m"u #fe,n ol7 `u"].a,' ."+"1 jr7.]<3.)^m" #bjbc c*iu `ma$^ujr7<3.) eo2 d*w.[7.q ,o1jr7 `/jya .=jb" #bjbc 82d+ #b-#a;0 ;y`z #e c* ^ujr7 .m7 `+h=l`u le7. j*jv78'i3mr"1 e],0 =gggggggggggggggggggggggggggggg= `m^g #bjai c* #bjbj c* #bjba c* #bjbb c* #bjbc c* """""""""""""""""""""""""""""""" .);n `+h=l`u le7. #c1cdi #c1jha #b1iaf #b1gce #b1eea ^ujr7 .m7 `+h=l`u le7. #a1cjb #a1jic #a1jah #icc #hhf `u"] ^ujr7. `+h=l`u le7. #gdc #fbh #fja #eeh #eej s"qo ^ujr7. `+h=l`u le7. #bj #af #aj #ad #ab iu"ujy7i3 .m7 ^ujr7. le7. #gch #egd #eac #ejh #dif emi3jy7i3["u qj3 ^ujr7. le7. #def #ccg #bga #bfe #bed =777777777777777777777777777777= ."+"1 .od+cm"o 0e4-c"<.od+8'0www49dex4g4kr4_/,0 " `+h=l`u j*jv78'le7" ^ml7,0 #b_-^ujr7 `v3"* .niu j*jv7 #a,0 ^ujr7 `v3"* ^sb.niu j*jv7 _4 ^ujr7 `v3"* ^sb.n eo2 .uegz `];<1;]" `mahu`+h=^m" jr7.]<3.)^m"! .m7,o5["u .n.]iys/[5 -----------------------------#ad 82d+ #b-#b;0 ^ujr7 `v3"* ^sb.n eo2 .ueg j*jv7 =gggggggggggggggggggggggggggggg= ,u`v3^m;s `];<1;] a#ac #jb #dc `mahu`+h=^m `mahu`+h=^m `mahu`+h=^m jr7.]<3.)^m """""""""""""""""""""""""""""""" j*jr7^sbe]8'>a;o7,0 ;8iu"u`+h=^sb02 ;8`+h=<3.)^sb02 ;8`+h=>a.a.^sb,0 ;8.o,x$c[7 `+h=e&"% ^1.)^sb028'.o,x$c[7`+h=^sb,0 ;8^ujr7<3.) eo2 d*w.[7.qn `v3j3 ^sb"%1028'^ujr7<3.)^sb,0 ,ojr7 #aifb4 #a4 #bj4 #aigi4 #ab4 #bh4 #bjjf4 #a4 #bh4 #bjji4 #ab4 #aj4 #bjab4 #h4 #bc4 ex.? p3jv1j3 `+h= j["[5 `+h=<3.) .[7.q `+h=>a.7g.). `+h=,o,t ,t;o`v3"o. -- -- ^ujr7. h=jr7 `rc:5 .]w ^uiu `o1 $.7."o`m:a jy7i3^uiu ^ujr7..)+7iu"u -- `+h=>a. oi=d*w,o,t8'.7rq^uiu,0 ^oi=":a"2emh3,u `+h=,mi3 ^ujr7.`o1 ^ujr7jv3`] `ma$`/jya_/.ul -- `ma$`+h=mrp3jy `ma$`+h=mrp3jy `ma$`+h=mrp3jy .m7<7^ujr7<3.) d*w.[7.qmrp3jy -- -- `ma$`+h=<3.) `o^(`/jya `+h=>a. oi=d*w.[7.q `/jya .o,x $c[7 `+h= e&"% ^1.) `o^(`/jya `ma$^ujr7<3.) eo2 d*w.[7.q `o^(`/jya -- iu"u`+h=l`u .ul"2^g,? `+h=<3.) .s5`s5 `+h=<3.) h[a^\ ,o1hr.ul ,o1hr.ul .o,x$c[7,] .uld]$ ^ujr7`+h= ,o1hr .ul -- .o:a`/jya_/.ul -- .o:a `+h=<3.) `o^(`/jya .o^7 `+h=>a. oi=d*w.[7.q`/jya ^ujr7`+h= `r,) `/jya ^ujr7<3.) eo2 d*w.[7.q b#ad #jb #de `o^(`/jya -- -- -- ,o1hr.ul ^ujr7`+h= ,o1hr.ul ^ujr7<3.) eo2 d*w.[7.q ,o1hr.ul .m+ lsb ^ujr7. .)+7iu"u ,t;ov s"qo" cuq" .7rq ^uju`m:a .o.] `v3"o -- ^ujr7m,)`m:a .o.] `v3"o -- ^ujr7. .)+7`o1 .u,]`v ^ujr7jv3`] `r,).o`m .o.] eo2 `r,) lsb =777777777777777777777777777777= ."+"1 j3`ma`),t`o,&*`mp3" ^ujr7`=$3.]^u d!"r'du5 `r^1! ^h7["u cr+7 ;m$" #bjbb -----------------------------#ae _4 "8^ujr7<3.)^sb01z `maeqw ^ujr7`p3! ^sb.?["u `%.]j`u" ^ujr7jv3`] `r,)o `ma$,^ge3 a`v ;= #bj`rw ;m.q `v.n"! i5`u o/[5 82d+ #b-#c;0 `ma$^ujr7<3.) `o^(`/jyaw #e ir ;m.q .)">a eo2 #bj ir ;m.q `v.n =gggggggggggggggggggggggggggggg= ;m.q .)">a ;m.q `v.n """""""""""""""""""""""""""""""" l`u inohs `o^3 ^ujr7. <3.) mrjr +,u .n`s _4 ^ujr7. <3.) ;ym,) `+h=<3.) .niu .]^o _4 `+;<"u"2jy7i3^uiu ^ujr7. ^uju qd["< jva;m7 _4 oe*iu"u ^ujr7.a. ek;m5j] .niu .]^o eo2 qd["< jva;m7 _4 `u"] ^ujr7. ^uju .niu .]^o eo2 jv3`] `r,) _4 s"qo <3.) h=ja"u ^ujr7jv3`] .u,] _4 `+h=>a. du+7 ^ujr7jv3`] eo2 ir.m7`+h= .]^o _4 .o^7 iu"u .m^* e7 $7jv _4 ^ujr7`p3 mrl7 $7jv"! mrj3 ^sb"%1 .]^o ^ujr7 <3.)egjv jv1,]jv eo2 ^ujr7 .m7,o5 q,oa .];7jm `v.n" #bjbc _4 `majyob^sb.ul;s8'#bjbc,0n,scz .n#a;< `ma$^ujr7<3.) eo2 d*w.[7.q `o^(`/jyaw j>7jm `v.n"! i<[5`v $8o .n,oj5 - `ma$v .o^7.;oi3;nw l7ju ^uv3.? :aj1 ^gi5 - `ma$v .o^7 `o^(`/jyaw .]jb,] .n`= - inohs `o^3 ^ujr7<3.) .];ra ;m.q _4 ^ujr7<3.) .];rai!o ,o1.o1.?q `r,) j+`v"! `sim`o mrjr,scz ^ujr7.a. ^ujr7 :`) `r,) _4 ^ujr7 eo2 `+h= <3.)egjv jv1,]jv _4 ^ujr7jv3`]`r,)mrp3jy `m,] eo2 `oc[7 i[7 #bdc`)"1 ,s&h[a^\,o `m"u`m_/,]i=`m_/i=ireg`m i[7" <3l3,o" `v;),o" j5>7`g" `o5du,o" ul3,o" c(l3,o" j=,]`g i[7 ^ujr7<3.) eo2 d*w.[7.q _4 ^ujr7<3.)"2d*w.[7.q ,o1hr.ul _4 ^ujr7<3.) eo2 d*w.[7.q `o^( `/jyaw ,m"ob eo2 cr+7 _4 ^ujr7jv3`] `r,).o`m .o.] eo2 ^ujr7jv3`] `r,) lsb ,ojr7d]$ _4 ^ujr7>a. ^ujr7 :`) `r,) _4 ^&^sb,o,te& m,) .]^o _4 `=`=,o,te& i[7 h=jb,t;oj:bwjy `m,] eo2 `oc[7 #cba`)"1 ,s&h[a^\,o" ,s&h[a^\,o $7i=`m" cup3`m" .="u`m" zd]`m i[7" `v7.m,o" $d]`g" <3,],o" w"]`g" j5<3`g i[7 jy7i3^uiu >$3 ^ujr7. <3.),o,te& ,t;o _4 jy7i3^uiu eo2 <3.),o,t .]w _4 ,t;o irl7.o ,o1hr.ul _4 <3.),o,t ,t;o `/jya ,m"ob _4 <3.),o,t ,t;o .7,u eo2 ^7^sb j:b":a;n`/ `m;ma #hb`)"1 `o5jr,o" q;),o c5i=`m" ;],=`g" ;<7p3,o" <3i=,o i[7 =777777777777777777777777777777= ."+"1 .;o^sb`%.]^u,o,[hn58'0http3_/_/w ww4ehs4g4kr" `s5,rao1"1 #bjbd4 b#af #jb #ea #aa4 #ah4,0 _4 ^ujr7`p3 jva^u eo2 ^ujr7jv3`] `r,)n `v3j3 .u"/ - `v7:a.;oi3;nv `o;u.;oi3;n"! duj5jr $.7 e30z .o.;ni!n,s ,ojr7j`u o/cz .u"/ - ^ujr7jv3`] `r,) lsbw ,n^m ;m.q ^7<3`v lsb ,ojr7 jm ,o,t .s5`s5 eo2 %.o `v3"o" ^ujr7. <3.),o,t ,t;o" fvr.?j3 ^ujr7`=$3 jvair eo2 ^ujr7m,)`m:a .o.]n irj3 cr+7! i"m`u o/[e: ^ujr7jv3`]`r,)mrp3jyw `m,]`v mrp3jyw `oc[7! .n,oj`u o/[5 -----------------------------#ag _4 ^ujr7<3.) eo2 d*w.[7.qn `v3j3 .u"/ - ^ujr7<3.) eo2 d*w.[7.q ,o1hr.ulw ,n^m ,o1,o ^7<3`v on ,i"z `o^(`/jyaw ,m"ob eo2 `[ cr+7 - ^ujr7jv3`] `r,).o`m"! .o.]j`u ^ujr7jv3`] `r,) lsbw ,ojr7`v d]$n irjr .o.;n$ .]jcz cr+7! .n,o _4 jy7i3^uiu 8'>$3,0^ujr7. <3.),o,te& ,t;on `v3j3 .u"/ - #bjah c* ojm e30z .o^7.;oi3;nn,s jv1^1jo .n.]iys/[e:" jy7i3^uiuv <3.),o,t! .]wj`u <3.),o,t ,t;o irl7.on `v3j3 ,o1hr.ul eo2 ,t;o `/jya ,m"ob`v ,t;o ^7^sb! .n,oj`u o/[5 #c,0 ,s&,ow `o^(`/jya _4 ,s&,ocz ,8,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya0'! h=jr ^ujr7iu,o ,s&w `o^3`v ^ujr7w .o1.? j>7l7! ,`yj5 82d+ #b-#e;0 ,8,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya0' ;m.q `]`v =gggggggggggggggggggggggggggggg= ;<,m cr+7 """""""""""""""""""""""""""""""" .n#a;< `/jya ,-#bjad`9#bjah-' ,-l"<5 .m7,o5 ^ujr7iu,o ,8`s9cz iu,o" ,s&0' `mj* ^1d3 e"*-' a#ag #jb #ec .n#a;< `/jya #bjad c* ,8.!`sg ^ujr7;qjviu,o ,s&0' .u,]! mrj3 #a;< ,s&,o ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya ,m"ob .n#a;< `/jya #bjae c* o[5`o1" /' dm7`]`o1 i[7 iu,o5^ujr7`o1 .u,] ;a."! mrj3 .o;o5`v j5,`n ^x.o,o,t %co^s,tio.7j3 l+7.`gw jv1i= ^3`]! `o^3["u ,m;o.? `o.g! .]wj`u o/[5 82`["o5 #b-#e;0 ^ujr7>a.a,' ."+"1 ,s&h[a^\,o %co^s,tio.k,0" `=`=`).mae&8'0public build+s,0 ,n $.o j7ex["u ccmre:" ^uiuv `v3"*iy3 cr+7z ^ujr7<3.)`=$3" ^u;<`+jr7 `m$3" ^ujr7.7;[aw ;[a^7 :% dx #j4c0m4"! .nyj3 #b4j0m4 ol7w %j+ dx jva^u"! .n,oj54 e3>a #a4e0m4^ui .ubz ^ujr7"uw `]m jy.) `m$3ei `+jr7 `m:a! ,t;ojr> j3icz ir<3 `p3`u lj7iu duj5j`u o/[5 - jmr1;ns l+7.7! ^9[54 on %co^s,tio.7w .=$3 `o&`ov jy7i3 `o&`on irj3 .o;o5! `p3`uj5 _4 .=i3 #a_/#bd eo2 jy7i3 #a_/#ej oj je:" ^&$j1 `]m .sb`z $c[7j3 mjy i=,)oc <3cr,o,t! ,t;ojr> j5 - i3; je:" `m;n.?q eo,`["s5 ^7.o ,]c[7 .od+"! .n,oj5 - ,iuj3" ^ujr7"u .m^* `=$3! ;a,' `/jyap3;oa _4 ,oeq`v ,s&,o"! ^7egjcz euiz l"<5i!o d*<3j`u <3.)j`n h=jr7j1 ,m o/iu"x fvr.?j3 ^ujr7 `=$3["u .u,] _4 s"qo" cuq" jmr1;ns l+7." b#ai #jb #ei %<;< l+7." .o5! g^3jcz l"<5 i[7 cm`mc <3.)j`u *,xiy3 ^ujr7o $c[7j3 ^ujr7 `=$3 .u,] %j+dx _4 ,o,t o+7 h[a,] i[7! `u":j<:" jmr1;ns i[7w `+jr7o $c[7jiu"x ;m7^gj3 %j+dx jva^u _4 #a4e0m4^ui .ubz ^uiu$ *,xiycz `]m #ej0m4 ocr eo2 `\.)8'jy.),0 `m$3ei `+jr7 `m:a! ,t;o jmr1;nsw h=jr7! mrj3 ;y,u dx"1 #a4b0m4 ol7 jmr1;nsv ^ujr7.7 _4 ^ujr7! .m7,o5["u iu,ow b#bj #jb #fa .m+j3 `=$3`v ;n`/"! .r`m,]j`o mrj3 cu":az .m+ iu,ow .];ra.? `o.u"u ."o .b`u o/[e: i<>7j3 ^ujr7 `v3"* lsb`v .];rao ;m.q .m7o5 _4 ]`ma"1 0,ox=d ,/reet ,p$e/rianisa;n ,plan4 - ]`ma ")i)w x,[dsi[ ,[h["oh[8'0,ox=d ,/reet,0cz %e] ^rajv.s5i!`v l7.s5i!" .m+ jyli!o ."o .b`u o/cz ")i)w .m7,o5`s"o"u" ")i),ocz x,[dsi[ ,[h["oh["! ^ujr7. mr.m"u .)e* `rd*j`o mrjr ^ujr7 lsb! ,ojr7j5 _4 x,[dsi[ ,[h["oh[w ^ujr7 lsbz `+h=l`uv `+h= j(.b eo2 ir`ou:5 $5,u"! ex.?["u ^s,["2hra,o"2..)`sw h=jr7,$.o euim `[5.o _4 %"sb .o:an,s euim$ o+7j1 ,m o/cz iu"u`=$3["u .u,]jcz lsb -----------------------------#ba `v %l _4 `o.(w cx,ra`+h=.o`m `rc:5n,s j3 i3`/ is .q^uj<: `m:a .);n"! ^ujr7 .)+7 `s"o"u .u,] `/jya _4 ]`ma"1 0,h1l? ,/reets = ,london4 - ]`ma ")i)z i3,gj3 e&"o.?q ^ujr7jv3`] `r,),^ge3 4"! .];ra.?["u jv1+7 _4 cnit"<3i["1 0,woon]f8'^(n1d[,0 - ^(n1d[cz cnit"<3i[s"u ,8l15w ei70'o"7["u^mhs e7w ;y`u ,xiu"! #cj0km_/h4"u `%.njcz ,r7jv1`p3:a! e1j5 _4 ;y`u ,xiu"! #cj0km_/h4"u .nj3 o%"1 o ,xiu"u .mjr7 ,o ^ujr7.4n,scz iu"u ,t`/ erc%tq "80,global ,/ret ,design ,guide1 #bjag01! ^1$3j<: ;<"uv ^ujr7" ..)`s i[7 h=jr7 .m;ni!w ]:a! e]jvaj`n `m^gj`u .)^3.?q iu"ujv3`]! `r,)jiu"x `%.] - ,iuj3" `o.(w `+h=,mi3,^ge3 7j3 ,[eh[ eu^o1"oho8'0,sm>t mobil;y,0 i[7! ,m+7j<: i<>7j3 `+h=,mi3! er,`["sb`n *`\j`u" iu"u `=$3! i<>7j3 ,mi3o `=%j1 ,m o/cz ^7^sb! .n,o _4 o1^(n,scz ^ujr7. <3.)`v .7re& sb'cz ^ujr7jv3`]! ^u.7j`o mrjr :"s ^sb.? `o.go e"*iys o/[54 .m+ ^sb"%1"ucz ^r"osd["o^sb8'0,b>ri]-,free ,act,0`v `+h= .sb`z,] `r,)^sb8'0,transporta;n ,a3essibil;y ,improve;t ,law,0o o/[e:" o ^sbi!z ^ujr7. <3.)`v .sb`z,]! j>7l7j`o mrj3 ,n^m.?q .o;o5! duj5j`u o/[5 - ^r"osd["o^sbz #bjjf c*n .n.]iys `u"].a.$ <3.)j`n oi=j1 ,m o/cz jv3`]! .op3je:" o1^( .):aw .m+ `+h=,o,t`v iu"un -----------------------------#bc o $8z ^r"osd["o ,o,to jvair .?+7iy`u o/[5 - `+h= .sb`z,] `r,)^sbz #bjjj c*n iuobiys j"m d]`%3 #e1jjj e] ol7w ,[7`rao o+7jcz .m+ `+h=,o,t`v `=`= iu"un ^r"osd["o jv3`]! `m;majiu"x +`mj54 o ^sbn ,i"< ^ujr7. iu"ucz cu4o ;7 ,xiu"! .nj3j`u" ^ujr7 ,qjuv 0,,l$4 ,qjui[7! `r,)je:" iu"u dx! jva.7jcz i[7w `+h=<3.) ir;ra! ,ojr7j54 o `m:az .o:aljyv j:b":aj<: g]iye:" ^ujr7. <3.)! ;ym,)["u `u":j3 jv3`]! .u,]j`u o/[5 _4 .m7`man,scz ^ujr7. <3.)`v ^ujr7"u ,t`/"! mrj3 ^sb.? `o.go "8.m7jvqeq`=jv`ma iu"u`+h=<3.)^sb01n duj5iys o/[e:" o ^sbz ^ujr7.7 $3 <3.)! ^u.7j`u ^ujr7jv3`]! `r,)jcz _s! exd+"u j54 .m+ cr+7ncz ^ujr7.7" ^oeuhs ;<">7" ^ujr7.<+7 iu"u"u `m^giy1 `]m $a$aw ;<,) eo2 ^uiu"! e]jvajo `m^gjr ^ujr7.7 ,xiu .nj3" au ^ujr7 ,qjui[7 ,t;o"! h=jr <3.)j3 ^ujr7jv3`]! .u,]jiu"x .o;o5! e"*jr/[e:" o yniu ^ujr7.7 h=jr7! .nj3j`u" `+;<"uncz em.7r ,t`/w ^ujr7,o,t! ,t;ojiu"x .o;o5! .n,oj`u o/[5 _4 <"[jn3hoc7l7,ofo1 ,m b#bc #jb #fg o/iu"x cu":aj`u o/[5 -----------------------------#bd #f,0 ,u`\ _4 #bjaf c* ,s&,o %co^s,tio.7! eo;ocz +,un irj3 `m;n.?q ,m;o.? `o.g! .n,oj<: ^ujr7<3.) `=$3! jva^uj":cz ,oiui!o c!sc`u o/[5 _4 ac ,o1.n ^ujr7jv3`]o o"sj3 `v3"* .o;o5! .1 ,i"[`u o/cz.o"! .m`o.?["u eucohs"o7j`oncz `o,&.? ^o+7.? j3`/$ .(.rj5 _4 ^ujr7<3.)! mrj3 o $8z `v3"* .o;o5z erm ^x.bj`u ,neo1j`n ,t.]iys o/[e:" euiz .o;o5n irjr cu4z ojriu"! $.q i,mw .)eg$$ .) .o:a! .m`o.?["u iu1ao .(.rj5 _4 0,,ai4v i<>7j3 ,n3,s `o,&! ^o"u'j3 i<>7j3 #d;< l3sb `o`m `o,&w ^1.)o o"sj3 j3`/.s5! `[a^xjr .& ,m o/! _s["u d3i3j54 h[ajo" .o"o`=$3.]^u$ crduiy3 0,geo,,ai4 `o^3w .]eo1 .qi3 `o,&z cu4z .]eo1iu"! +`mjcz ^ujr7jv3 `] ^g,?n .?jbj3 `o,&o5 _4 ;y`zncz i.= inohs"! o+7j<: ,o1.n ^ujr7,s^o,[n,s jv1+7 $c[7j3 ,m.gw ^ujr7"u cnh[pf["! `m;majcz `o,&o .n<3iycz i[7" ^ujr7jv3`] ^g,?`v ^ujr7,s^o,[w `o^3 qd["<$ iycz ^ujr7"u cnh[pf[w `o,&.? ,m.giu .[7.qiy`u o/[5 a#bd #jb #ga -----------------------------#be #jc inohs `o^3 ^ujr7jv3`] ^g,? *`m i=j>7 #a_-^ujr7 cnh[pf[ `m;ma `v3"* *`m #b_-0,geo,,ai4 `o^3 ^ujr7jv3`] d]$ `v3"* *`m #c_-^ujr7`=$3.]^u `o^3 ,o,[hn5 eo2 ,s^o,[ l"/ #d_-,ol.s5 -----------------------------#bf #jc4 inohs `o^3 ^ujr7jv3`] ^g,? *`m i=j>7 _4 j*.r inohs `o^3 ^ujr7jv3`] ^g,?! mrj3 ^ujr7 qd["< `v3"* inohs `m;maz erm eo.qj3 l7jv7o54 ^ujr7"u cr .(.rjcz i<>7j3 iu"u,o,te&,^ge3 7j3 +qz ^ujr7"u cnh[pf[ `m;maw s":m5! o1[fo5 - .) ,n`/.?["uiu io.ohtjviy3 ^ujr7"u cnh[pf[$ ^m.xje:" ^ujr7"u cnh[pf[ inohs$ .(.rjis"7jm <3.)j`u `s9`u ,o4z ^ujr7"u$ .m7,o5o iycz .o,x $c[7j3 iu,o `m;ma! mrjr jv1+7 $c[7j3 ^ujr7"u cnh[pf[w `m;ma ^7^sb`v `m;ma i=j>7! .ulj5 - ,iuj3" ;y`z i.= ,n3,s `o^3 a#bf #jc #gc inohs ,m.ob `o,&`v 0,,ai4 ^g,? `o,&w ^1.)n ,i"< inohs `o^3w ^ujr7jv3`]! ^g,?jcz `o,&`v l"/"! ^g,?j5 - o $8z ^ujr7"u cnh[pf[ eo2 inohs `o^3 ^ujr7jv3`] ^g,? i=j>7! .ulj5["u,,s" ^( *`mn,scz `m7`[a.?["u j*.r ^ujr7jv3`]`v `v3"*iy3 `o,&.? ,m.g`v j3`/.s5" au ^ujr7jv3`] `v3"on,s j>7jm ^ujr7`=$3.]^u eo2 0,geo,,ai4 ^g>w :aj1`v ,ol.s5! ^u`uj`u. j5 -----------------------------#bg #a_-^ujr7 cnh[pf[ `m;ma `v3"* *`m _4 ;<">7 .m7,o5w j*ir iu,ocz ,o5$aj3 `+h= j(.b`v jv3`]u:5 eg.n"! o1[f:/[e:" on ,i"< .o,x $c[7,]`v ,oeq l15w .o1 ;[ae*n,s ^ujr7n irj3 j*ir iu,ow `v3,o5o erm cu4<.o5 _4 `["s5niu ^&`mj`u ^ujr7"u cnh[pf[w `m;maz i<[5`v $8z s":m5["u qjr eo.qj3 ,o1.]o58'0,rhoads et ;al41 #bjbc,0 - 8'#a,0 ^ujr7"ucz o1^3.?q ;<">7 .m7,o5w iu"uv i1"o ;<,) eo2 `+h=,qjuv $8z jyao1jviy3 h=jr7 `%;oao sb's e]jvaj3 ^7j>7,]`v `+h= eo1iu"! l3;&jr cr`o s":m5 - 8'#b,0 cui[w `o.go iycz `]"u ,)hra .o.s5o `]"ul7 sc[ `u'n,sc .(.rj1 ,m o/[e:" jc7j3 ,x,] .]^u$ `=.(j1 ,m o/[5 - 8'#c,0 ^ujr7"u l7ncz oi=`v ^ujr7<3.)! .sjrjcz i<>7j3 j]hrw e&;ni!o .(.rj5 - 8'#d,0 ^ujr7,o,te&`v ^x.bj3 ^ujr7jv3`]! ^3]j3 `]"u <3cr ,s^o,["! ^ujr7.7j3 s":m5o .(.rje:" ;<">7 .m7,o5w `o.( iu,o dr"sia,' ."+"1 0,rhoads et ;al41 ,sidewalk net"ws1 #bjbc 82`["o5 #c-#b;0 ^ujr7"u cnh[pf[w cm"a,' ."+"1 0,rhoads et ;al41 ,sidewalk net"ws1 #bjbc _4 ^ujr7 cnh[pf[ `m;ma ^7^sb"( - ^ujr7 cnh[pf[cz ^ujr7 $c[7j3 `m:a! cui[v "o7f["u o"ms.q `["rd[ j]hr"u chcr3 inohs"! weoj5 - ^ujr7 cnh[pf[ `m;man,sw jra,o5z ^x.bj`n `m,]iys o/cz ^ujr7"uw e&"o.?"2jv3`].? +,un irj3 .]^u"! ;mri[aj`u" ;mri[aiy3 .]^u"! inohsjv -----------------------------#bi j<: cnh[pf[ ,r7,]n ^3]jcz in o/[5 - on ,i"< ^ujr7"un irj3 i<>7j3 inohs"! ;mri[aj`u .].nj<: ^nahs `["rd[ j]hr"u ^*jv3jcz ^7^sb"(i!o .n<3iy`u" ,o1.n ^ujr7"u cnh[pf[ `m;man jv1+7iys v/[5 - ^ujr7jv3`]n irj3 .]^u"! ;mri[ajcz ^7^sbn ,i"< j*.7.ul eo2 io.oh4 .]^u `o^3" f["4n,scz ir`%eu j7`= l.q! h=jr ^ujr7"u `m:a! ,mi= io.oh7j3 ^ujr7 +,ui!o jmr1;ns l+7.i!w oi=n .n>a! .& ,m o/[5! .o.?je: %3`va" ^:a" `)e& lo h="u" i3;<" `[b`]l" d+e* %j]" `oim7 i[7`v $8z i<>7j3 ^ujr7 +,ui!n irj3 .o"o.]^u"! j*.7.ul"! h=jr d<4 ["u^mhs ;m;&iy3 `uiu .]^u"! .].nj<: jv1+7j<:/[5 - `]l"ucz i3;<$ .(.rjcz `m:an,s oi=w .n>ao .(.rjcz jmr1;ns l+7."! mrj3 ^ujr7,o,te& .m7 jc"u 0,,dem4o"4cz c%+a,ow `o^( .oiu `m;ma" ^rdu" %.o `v3"o"! ex.?["u .m`o.?["u io.ohtjviy3 .]l ^nahs .oiuq 0,,nyc ,planimetric ,database4 "! `m;maj`u o/[58'.m#d,0 .m#d,0 0https3_/_/gi?ub4com_/,c;y,(,new ,york_/nyc-planimetrics - 0,,nyc4 `o^( .oiucz iu"u" jr<3,)" `)e&! ^o"u'j3 i<>7j3 `ra;ni!! duj5je:" $a `ra;ncz 0,,asprs"<,am]ican ,society = ,photogrammetry & ,remote ,s5s+">4w f!"r,[ ;n`/"! ,i"< .]wiys/[5 _4 0,,nyc ,planimetric ,database4 ^ujr7"u f!"r,[ - ,80,sidewalk0'v ,80,sidewalk ,l9e0'o"a,' -----------------------------#ca _4 0,sidewalk4ncz ,80r[ sidewalk0'v ,809t]ior sidewalk0'"4"! `o.g["u `m^giys/[e:" 0,,r[4n duj5iycz ]:a! 0r[4"u" 0,,r[4n duj5iy.o <30cz ]:aw ^ujr7"u"! 09t]ior4"u .]wj<:/[5 - ,iuj3" ^ujr7"un o1,o.?["u ,t;oiy3 ,o,te&o o/! ,ircz `o.( inohsn `o^3j<: ^ujr7"u"! `r7,qj.o <30iu"x je:" +7iun ,i"< `)e& <4n o/cz `v7jv1j3 `=$3z `v7.7["u ^g"%j5 _4 0,sidewalk ,wid?s ,,nyc4 d["u.nah[n,scz o $8z 0,,nyc ,planimetric ,database4 .m7 0sidewalk4 f!"r,["! jv1+7j<: ^g,?! ,mjr7j3 l"/o58'.m#f,0 .m#f,0 0,sidewalk ,wid?s ,,nyc ,project" - 0,,nyc ,planimetric ,database4w 0sidewalk4 du1"o`(ncz ^ujr7"u `ra;n^\ e*.?`v `o1on irj3 ,x,] .]^u$ duj5iys o/[e:" o"! jv1+7eu ^7#a: ^ujr7 "uw dx! `/l3j<:/[5 - `/l3iy3 dx! ^h7["u ljy.? `s"oim`ow $c[7iu"! ^3]j3 ^ujr7 .oiu"! ,o$ajvj<: .n`=j5 82`["o5 #c-#d;0 0,,nyc ,sidewalk ,wid?s4 d["u.nah[ ,'`["o5 ,r7">a,' ."+"1 0,sidewalk ,wid?s ,,nyc" -----------------------------#cb 8'#c,0 ,[dnq ^"[,n1"uca,' ,geometry process+ #a4 ,data collec;n"<,,qgis">3 usabil;y #b4 ,d5sifica;n"<,po/,,gis">3 process+ spe$ #c4 ,voronoi diagram"3 se$ 4t.e #d4 ,wid? calcula;n"<,po/,,gis">3 process+ spe$ #e4 ,skeleton"<,po/,,gis">3 spatial 9dex spe$ ,net"w def9i;n #g4 ,attribute transf]"<,po/,,gis">3 spatial 9dex spe$ #h4 ,slope calcula;n"<,,grass">3 bicubic 9t]pola;n #i4 ,net"w co/s"3 flexibill;y #aj4 ,build topology"3 process+ spe$ #aa4 ,regul>iza;n"3 flexibill;y ,net"w metrics #ab4 ,c5tral;y"3 process+ spe$ #ac4 ,m]ge co9cid5t"3 flexibill;y #ad4 ,wid? 4tributon"3 graphic 3trol #ae4 ,slope 4tribu;n"3 graphic 3trol #af4 ,critical wid?s"<,,qgis">3 c>tographic 3trol b#cb #jc #he =777777777777777777777777777777= ."+"1 0,valls`&,clua1 ,model+ ,b>celona sidewalks1 #bjbc _4 `o.(w iu"u.m7,o5,) `o^3w ^7,oan `maj3j.o <30`u" ^ujr7 $c[7 `m:a! du1"o`( j]hr"u `m;maj<: ^ujr7"u cnh[pf[w jva.7,]! jva^uj<:/[e:" ^x.bj3 iu,o `m.u crw ^ujr7"uv `v3"*iy3 i<>7j3 d" ,sidewalk ,net"w ,data ,pilot ,project _4 eo`ma eocn,uh.mw ir.m7`+h= g]sb;nq enh["u h["r3.o'8'0,metro ,transit,0z dc,map ,net"w ,analy/ ,ext5.n8'.m#g,0 jv1+7j<: .]jvaj3 ^ujr7 $c[7 `m:a! `/l3j5 .m#g,0 0https3_/_/www4esri4com_/ko-kr_/ >cgis_/products_/>cgis-net"w-ana ly/_/ov]view - ^ujr7`]"u ^g,?! mrjr o d["u.nah[n,scz `+;<"u"! `o.g["u cui["! .o.]j`u $a `+;<"u low ^ujr7"u"! "o7f["u .]wj<: ^ujr7"u cnh[p f["! `m;maj5 _4 ,iuj3" ^ujr7`]"u `/l3 ,o ,o1.n ,qju ir`o ,o$3! duj5j<: `]ju ,o$3! `/l3j<:/[e:" iu"u^\ ^ujr7 h[a,]! ^3]j<: ^ujr7 ,xiun ; j5! .n<3j5 -----------------------------#cd 82`["o5 #c-#f;0 eo`ma eocn,uh.m" "u^q,[ino1w ^ujr7"u cnh[pf[ `m;ma `\`v ,'`["o5 ,r7">a,' 82`["o5 #c-#g;0 eo`ma eocn,uh.m" eocordu1"o,[w ^ujr7"u cnh[pf[ `m;ma `\`v ,'`["o5 ,r7">a,' -----------------------------#ce #b,0 `o`m;ma iu"u cnh[pf[ inohs jv1+7 _4 <4,s l1d:^( ,mi= io.ohimi & ,kasemsuppakorn1 #bjac2 ,kim et ;al41 #bjji2 ,tang1 #bjjd,0 a#cd #jc #hi 82`["o5 #c-#h;0 iu"u cnh[pf["! jv1+7j3 .i=jviy3 ^ujr7"u cnh[pf[ `m;ma ^7^sb ,'`["o5 ,r7">a,' ."+"1 0,k>imi`&,kasemsuppakorn1 ,p$e/rian net"w map g5]a;n approa*es & recomm5da;n1 #bjac -----------------------------#cf _4 .i=jviy3 ^ujr7"u ;m;&! mrjr .m"u `ma$^\"u `o `m;maiy3 .o.?iu" iu"u eo2 `+h=.oiu" ,m;o.oiu i[7w `o^( `=$3.]^u$ jv1+7iys/[5 _4 `o `m;maiy3 `o^( `=$3.]^u"! jv1+7j<: iu"u.m7,o5,) eo2 `)e& `]`/v $8z ^u jr7"u .m^* qd["aje: ,q,xj`n ^ujr7"u cnh[pf["! `m;maj1 ,m o/[54 o ,^ge3 4 o .(.rj58'.m#h,0 .m#h,0 0https3_/_/www4op5/reetmap4org_/ _?map33#g_/ce4idh_/abg4gcf - 0,,osm4z `!"u^t ,[fno1w f["7j3 `ra;nn irj3 .o"o`=$3.]^u$ l+7.7w .o"o`=$3.]^u$ ,o1,o$3["u 0,,osm4 .oiu i.m7 "nosn cm.?iys inohsjviy`u o/[5 _4 #bjjd c*^mhs ,o.aiy3 0,,osm4 d["u.nah[cz 0,,gnss" eu^7 ^7j>7,0e3! chcr`u o/s ,o1.o1.?q ^g,?n j3`/$ .(.rj5 _4 on .):a.?["u `m;maiy3 0,,osm4 inohs"! .].nj<: .;n.?["u .]eo1jr.q ^ujr7"u cnh[pf["! `m;maj`u ^ujr7jv3`] ^g,?n jv1+7jcz d["u.nah[i!o ,mjr7iy3 ^ o/[5 82`["o5 #c-#i;0 0,,osm4w 0sidewalk4 `ra;n ,'`["o5 ,r7">a,' -----------------------------#ch _4 0,op5,side,walks8'.m#ab,0cz #bjaf c*^mhs 0,univ]s;y ( ,wa%+ton4w 0,task] ,c5t] = ,a3essible ,te*nology"<,,tcat">4n,s `r^1j3 ^ujr7 .oiu .n.a d["u.nah["u 0,,osm4 inohs"! `o^3["u ^ujr7`=$3w ,n^m ,x,]i!! erdo7jcz ,o,[hn5! `r^1j<: ^rduj`u o/[5 .m#ab,0 0https3_/_/www4op5sidewalks4com_ / _4 h[ajo" `o.( 0,,osm4 inohsw ^ujr7"u .o"o.]^uw j3`/.s5! `[a^xj`u. fs^[ "r5d[" d+e*" `]l i[7n irj3 ^m$.?q ^ujr7jv3`]! inohsn duj5,ofo5 _4 ^ujr7`=$3 ,x,] .]^ucz f["a,' _4 0,saha et ;al4"<#bjai">4 n,s ,u`riy3 0,project ,sidewalki#d,0cz f[" https3_/_/sidewalk-*icago4cs4wa% +ton4$u _4 ;u`o euin1n,scz p,o7h) 0,d4,c4 .):an `t;: ;mri[aiy3 ir">7w `m`! ,[h["oh[ ^%8'0,,gsv;2 ,google ,/reet ,view,0 oeo.o"! `o^3["u ^ujr7"u .sb`z$c[7,]! d]$j<: `r^1j3 ^7^sb"(! `s5.[7j<:/[54 o `v.]n,s p,o7h) 0,d4,c4 .):an `t;q ;= #ae1jad`rw `s"o ,n`[e)h[$ `m;ma"2d]$iys/[5 82`["o5 #c-#aa;0 0,project ,sidewalks4 irl7 .o:a eo2 iu"u ,n`[e)h[8'p,o7h) 0,d4,c4" eo`ma,0 ,'`["o5 ,r7">a,' _4 ojmncz .o,x.?q f["7o erdo7iys/[e:" ;= #hc1haf`rw "no^!o `m;maiys/[5 _4 0,projec4 sidewalks4cz a#ci #jc #ig .o,x.?q f[" ,,mms"<,mobile ,mapp+ ,sy/em"> _4 0,,mms4cz oi= .m7n ;<">7oc i["(n .7;7j3 ,n3,s"! o+7jr .m^* jv3`]! ,o1,o$3["u ;[a.]j`u #c0,d4 .oiu"u `o"xjcz ,o,[hn5o5 - 0,,mms4cz .m"u "a,' ."+"1 0,elha%a% et ;al41 #bjbb_/cno^s"rb,[ ju5dno.o8'0https3_/_/www4nav]lab s4com,0 8'#b,0 i.= inohs %7jb `o^3 _4 ;y`zncz i.= inohs"u^mhs ;mri[aiycz i;4w ^ujr7"u cnh[pf["! erdo7j`o mrj<: p3`:a h5l `o^3 j7`= ]l7" `o `m;ma iu"u cnh[pf[ inohs" ^ujr7. 0,,gps4 .]^u" "a,' ."+"1 0,hosseir1 et ;al41 ,mapp+ ! walk1 #bjbc 82`["o5 #c-#ad;0 j7`= ]l7`v i.= inohs `o^3 ^ujr7"u cnh[pf[ a#da #jc #aja ;m;& `\`v ^o`+ ,'`["o5 ,r7">a,' ."+"1 0,hosse9i et ;al41 #bjbc1 ,mapp+ ! walk4 -----------------------------#db #b_-0,geo,,ai4 `o^3 ^ujr7jv3`] d]$ `v3"* *`m _4 i<>7j3 e&"o.?"2jv3`].? +,ui!! crdujcz ^ujr7jv3`]z ^ujr7.7! eo;o5 _4 `macry ,)jr7 *`mi!n,scz iu"un,sv e;<3$.o"u ^ujr7.7! `o^3["u .]wiy54 ir^m^g ;<"u +7">7 ir^o `+h=">7w ^o"! h=jr 0,,los4"! l3.]jcz ; ,o3upi$ ,space"<;m^#b_/p]son"> ,d5s;y ( ,p$e/rian" ,spe$ ( ,p$e/rian" """""""""""""""""""""""""""""""" ,a #bj #c4c #j4c #ge ;,b #cb #b4j #j4e #gb ;,c #df #a4d #j4g #fi ;,d #gj #j4i #a4a #fb ;,e #ajf #j4ch #b4f #dj ;,f - `< #j4ch `> #b4f `< a#db #jc #ajc #dj =777777777777777777777777777777= ."+"1 j3`maiu"u+7">7d*"<5" #bjac _4 o,qjr8'#bjab,0w *`mn,scz ;<">7w 0,,los4 l3.] ^7,oa! ,i"[cz j3`maiu"u+7">7d*"<5 `o^3w ^ujr7 0,,los4 ;[a.] ^7,oaw j3`/.s5! .o.?je: ^uiu jv3`] +,u"! ^3]j3 ,r"ug 0,,los4 .qi3 ^7^sb! .n,oj<:/[5 - h[ajo" ^uiuw %j+ dx! l3.]j`u ^uiu %j]! ,n^gj<: 0,,los4 l3.]n ^3]jcz ^7^sb"(! .n<3j<:/[5 - ^ujr7 0,,los4 ^g,?! mrjr +o1^\ ^ujr7">7 ."+v ^uiu cr .7re& .="% eo2 -----------------------------#dc .7re& dx" ;a,' ."+"1 o,qjr" ,s&,o ^uiuw ^ujr7 0,,los4 .qi3 eo2 ^g,? ^7^sb `r,)n `v3j3 *`m" #bjab _4 j*irn i!s ^ujr7z i3,gj3 oi= ,mi3 ol7w $;o"! .oco`n iys/[54 .o,x $c[7j3 iu,ov iu,o ,oeq l15w .o1 j>7l7 ;[ae*n,s ^ujr7w .m7+,]z isma ^m$aiys/[e:" i3,gjo ^ujr7 $c[7,] eo2 .sb`z,],^ge3 a,' _4 `r^1iy3 euin1n,scz l+7.$ i<>7j3 `m`! ,[h["oh[ ^%8'0,,gsv;2 ,google ,/reet ,view,0 oeo.o"! ^u`u ^ujr7"u .sb`z $c[7,]! .oa.sb d]$jiu"x j5 _4 d!"r'du5 l+7.cz ^ujr7"u .sb`z $c[7,] "no^!"o7! mrjr fs^[ "r5d[" .7re& i[7n irj3 i<>7j3 "no^!! ,)hraj<: .o.]j1 ,m o/[e:" ^ujr7 $c[7 :^m -----------------------------#de "! #e i3`/w .od+"u d]$j`n iy5 82`["o5 #c-#ag;0 0,,gsv4 `o^3w ^ujr7 .sb`z $c[7,] d]$ d["u`["r58'0,project ,sidwalks,0 ,'`["o5 ,r7">a,' _4 0,dubey et ;al4"<#bjaf">4w *`mn,scz 0,,gsv4 oeo.ov oeo.o^\ ^ujr7jv3`]n irj3 .],].? d]$ `\`v$ duj5iy3 0,place ,pulse ,dataset4! `m;maj<: .n`=j<:/[5 _4 0,place ,pulse ,dataset4z .) ,n`/ $a ir"%aw .m+ iu,o"! ;v1]j3 0,,gsv4 oeo.o"u `m,]iys b#dd #jc #ajg o/[e:" $a$aw oeo.oei ^ujr7jv3`]n irj3 0,safe1 ,lively4 ,b1uti;l1 ,w1l?y1 ,depress+1 ,bor+4`v $8z .],].? `o.g i!! l7ird]$j`u o"! .od+jvj<: j5,`n .n`=j5 _4 ov is^&s o *`mn,scz `m;maj3 inohs,n'! jv1+7j3 ^no,["7jvj`u. j5 -----------------------------#df 82d+ #c-#b;0 0,place ,pulse ,dataset4 ,o1js5 .o:a eo2 d]$ .od+ " ,/ati/ics on ,images =gggggggggggggggggggggggggggggg= ,3t95t _?,cities _?,images """""""""""""""""""""""""""""""" ,asia #g #aa1cdb ,africa #c #e1jfi ,au/ralia #b #f1jhb ,europe #bb #ch1fcf ,nor? ,am]ica #ae #cc1fia ,s\? ,am]ica #g #af1afh ,total #ef #aaj1ihh =777777777777777777777777777777= "<;b"> ,/ati/ics on ,pairwise ,comp>isons "<,,pc"> =gggggggggggggggggggggggggggggg= ,"q _?,,pc _?,p]-image ,,pc """""""""""""""""""""""""""""""" ,safe #cgj1acd #g4fg ,lively #bfh1did #e4eb ,b1uti;l #aff1hbc #c4df ,w1l?y #acg1fhh #b4hg ,depress+ #aad1gee #b4dg ,bor+ #aaa1ahd #b4dj ,total #a1afi1jgh #af4gc =777777777777777777777777777777= 82`["o5 #c-#ah;0 0,place ,pulse ,dataset4w iob"sco7 `o^3 ^ujr7jv3`] .],].? d]$ `\`v _4 `macrn,siu :a,o ,[h["oh[ ^% oeo.ov 0,,ai4 euin1! o+7jr `s9`o .u0z iu"u"! d<a,' #b,0 ^oainohs eo2 iob"sco7 `o^3 _4 o.o%3 y8'#bjbb,0w *`mn,s ^ujr7jv3`] ]l7w weo"(.? ^gj18'0semantic seg;ta;n,0 z `s"o^% oeo.o ^g,?n,s .m"u jv1+7iycz `o1" jc!" cem" `)e&" ^uiu" ^:a" &h"o" l"<5" cx.o" `=hs" l3" ;<">7" `oim7 i[7w f!"r,[$ .]wiys/[e: ird+.?q weo"(.? ^gj1 euin1q 0,deep,labv#c"! jv1+7j<: ^g"% `\`v"! iu;&j<:/[5 - .).m,o"! irl7["u .],].? d]$"! ^g,?j3 `\`v ^ujr7"u" $"ui[7" `o1" .3io" cemcz ^ujr7`v >7w l7`v3,]! ,,["n`oh=" l3" h["?" i5^:"7! .mcz .od+i!! iu;&j`u" euin1 `o^3w ^ujr7jv3`] ^g,?w $c[7,]! jvaqj`u. j<:/[5 -----------------------------#dh 82`["o5 #c-#bj;0 .).m,o 0,deep,labv#c `o^3 weo"(.? ^gj1 `\`v ,'`["o5 ,r7">a,' _4 o yniu i<>7j3 *`mi!n,s a#dg #jc #aaa iob"sco7 euin1! jv1+7jr `ujrl7iuw ,[h["oh[^% oeo.o"! ^g,?j`u o"u^mhs ^ujr7jv3`]! ^g,?jcz ^7^sbi!! .n<3j<:/[58'0,li & ,ratti1 #bjah2 ,wang et ;al41 #bjai2 ,zh\ et ;al41#bjai2 ,li et ;al41 #bjbj2 ,nagata et ;al41 #bjbj,0 _4 0,nagata et ;al4"<#bjbj">4w *`mn,scz ,o1js5.a.$ c[,`ocz ^ujr7jv3`]n irj3 .],].? d]$"! ^g,?j`u. j5 - ^ujr7"uw e&"o.? h[a,] ;m;&! mrjr,scz iob"sco7 `o^3w weo"(.? ^gj1 `o^sb! jv1+7j<:/[5 - weo"(.? ^gj1 `o^sb! h=jr ;m;&iycz ^ujr7jv3`] +,uncz ,oa,r7" iu"u" `)e&" ^:a" jc! i[7o .(.rj54 $a f!"r,[n jri7jcz ]:a! ,n`[e)h["u ^gj1j`u $a oeo.o cr f!"r,[w ^o%1! l3;&j<: `v3`/,] ^g,?n jv1+7j5 - o *`mn,scz iob"sco7 `o^3w e&"o.? +,u ;m;& `\`vv cuqw ^ujr7jv3`] d]$ `\`v $3w l7`v3`v3`/"! ^g,?j<:/[e:" `m7`[a.?["u e&"o.? +,u -----------------------------#di "! ^h7["u ^ujr7jv3`]! ;m"(j1 ,m o/cz 0,,ai4 euin1! `r^1j<: .n<3j<:/[5 82`["o5;0 #c-#ba;0 0,,gsv4 weo"(.? ^gj1 `\`v8'0,nagata et ;al41 #bjbj,0 ,'`["o5 ,r7">a,' _4 #bjba c*ncz iu"uw i<>7j3 ,o,te&^\ d,(! h5.oj`o mrj3 oeo.o `o^3 inohs,n'q "8^ujr7 <3.)! mrj3 iu"u ,o,te& inohs018'.m#af,0$ `m;maiy3 ^ o/[5 b#dh #jc #aac .m#af,0 0https3_/_/www4aihub4or4kr_/aihu bdata_/data_/view4d8curr,m5u33#a ae`&top,m5u33#ajj`&data,set,sn33 #eac - 0,,ai4 `o^3w ,o,te& `v3"o .i=jv ,ud[h[prs `r^1! exd+"u iob"sco7 euin1 ja,[bn do1+j3 inohs,n'! `m;majcz _s! exd+"u j5 - ,o,te& .="%"ucz #c.=w ;<">7 ^7ju <3.),o,t8',[hnq"o,[ ^u1"7+7 ^7ju &h"o,0" .7rq <3.),o,t8'h? ck;m`o" `]l"u" .s5.^!"x,0" iu"u ^m,x,o,t8'.o.m" ^uiu" ^uiu^!"x" ..) -----------------------------#ej `s iu"u" *,?" emi3jy7i3 ^7.o &h"o" er3ju1" ^ujr7. `/i3,0" `+h=<3.),o,t8'j*.7 ,qju .ns`o" ,o$a.7rq+7 [5j>7,qju`o" `v,x^7.oh?" jy7i3^uiu" `up3,oa jy7i3^uiu" h=jb d+.o" .].m,oa eo2 ^m;a,' - ;= #ajb4e e3 .7w oeo.o inohs"! .;n.?["u ;mri[aj<:/[e:" inohs ,m.ob ,o ,o,te&^\"u jrl7iu" ;v1] $aiu i[7w `m;n.?q ;v1] $oi["! -----------------------------#ea `m;maj5 - $a ,o,te&n irj3 ^7ju eo2 ^&">7 l7hr$ .o.]iys o/[5 - >7jucz y`v3 eo2 `oc[7,] .]l7 l7hr"! weoje:" ^&">7z ,t;o ,ov i1"o d,(iy`sc ^*j]iys ^u,m eo2 `+;n$ do1+j3 l7hr"! weoj5 - o inohs,n'! `o^3["u ja,[biy3 jb,]`ub ,q`]e7 `o^3w ^no,["7 l7hr"! d3i3jcz euin1"u .;n .n.aiy3 inohs,n'! `o^3["u 0,fl-score4"! .od+"u jcz .]">7 d]$iu ,mjr7j<:/[5 82`["o5 #c-#bc;0 ,o,te&^\ >7ju eo2 ^&">7 l7hr ^o%1 ,'`["rd[ ,r7">a,' _4 "8qiu ^ujr7 ]l7018'.m#ag,0z 0,,ai4"! jv1+7j<: .7rq ^ujr7! .sjrjcz +,ui!`v iu"uw d,(! h5.oj`o mrj<: `m;maiy3 ja,[b+7 inohs,n'o5 .m#ag,0 0https3_/_/aihub4or4kr_/aihubdat a_/data_/view4d8curr,m5u33#aae`& top,m5u33#ajj`&aihub,data,se"7r1 lm 0`&data,set,sn33#ahi - .7re& `ra;n h5.o" cue* ^g"%" `o4o$5 .oiu ,r7,]" ,n $.ow hn,[f["! mrj3 ja,[b+7 inohs,n'! `m;maj<:/[e:" #c i3`/ dm5.o1 `s5,m ;n`/"! `o^3["u inohs,n' dm5.o1! jva^uj`u. j<:/[5 -----------------------------#eb - `ra;n h5.o"! mrj3 .7re& .="%"ucz oi=;n8'..)`s" ^s,[" ,[7+7;<" "osf" `u>7o" `r" uhu^a,' b#ea #jc #aag _4 0,footpa?4ai8'.m#ah,0cz iob"sco7 `o,& eo2 ^ujr7 .m7,o5w ,[h["oh[ ^% inohs"! jv1+7j<: ^ujr7jv3`] ^g,? ,s^o,["! .n`=jcz jylo54 ju.mn,s 0,univ]s;y ( ,new ,s\? ,wales4w 0sp9\t4 d["u.nah["u ,o.aiys/[e: ,oi[co" en1^s"z" ^["o.[^) i[7w .m+ iu,oi!n irj3 ^ujr7 oeo.ov ^g,? `\`v"! ^u%j`u o/[5 .m#ah,0 0https3_/_/footpa?4ai4 - `o.( ^ujr7"u cnh[pf[cz iu"u.m7,o5,) eo2 `)e& `]`/,)! `o^3["u ,r7,]iy`u o/[c ,o1.n ^ujr7.$ `:aacz ^ujr7jv3`]`vcz $3`[ao o/[e:" o"! jr`\j`o mrjr ^ujr7. ,o,)n,s ;mri[aiy3 #cfj iu fen"< ]l7! jv1+7j<:/[5 - .n`=jcz jra,o5 ,s^o,[cz f[`n ,n $.o"u `ujrl7iuw #cfj iu ^ujr7"u oeo.o" 0,geo,,ai4 `o^3w ^ujr7"u oeo.o ^g,?8'weo"(.? ^gj1,0 `\`v" ,o1.n `t! ,m o/cz ^ujr7"u cnh[pf[ eo2 .oiu inohs$ o/[5 -----------------------------#ec 82`["o5 #c-#be;0 0footpa?4ai4w ^ujr7jv3`] ^g,? ,s^o,[ ,'`["o5 ,r7">a,' - ,iuj3" i3o1 ,n3,s `o^3w `o4o ;m.] <1`u"o.[5! .?+7j<: dcu"a,' b#eb #jc #aai -----------------------------#ed #c_-^ujr7`=$3.]^u `o^3 ,o,[hn5 eo2 ,s^o,[ l"/ _4 ^ujr7`=$3.]^u `o^3w i<>7j3 ,o,[hn5 eo2 ,s^o,[ `r^1 *`m$ .qjr7 .m7o5 _4 ^ujr7jv3`];[a.],o,[hn58',s&,o"ob ir,08'.m#ai,0z `/;[7^g,?^sb! o+7j3 prb `o^3w 0,,gis4 ^ujr7jv3`];[a.],o,[hn5! `r^1j<: iu,o cr ;q^ujr7jv3`] .]iu"! ;[a.]j`u o"! ,o$ajvj1 ,m o/cz prb `o^3 0,,gis4 ,o,[hn5! ,s^o,[j5 .m#ai,0 .m+7.q y" #bjba" `/;[7^g,?^sb! o+7j3 prb `o^3 0,,gis4 ^ujr7jv3`];[a.],o,[hn5 `r^1 _4 `u"]. ^ujr7cr^o`no,* ,s^o,[8'*,nir,08'.m#bj,0cz `u"]w o1l7.?q ^ujr7 h[a,]`v l+7 `]js5 era"a. ek;m5j] oi= `]js5 `=%.op3,o,[hn58'j3`ma`+h=*`mp3,0 8'.m#ba,0z h=jr7 .7r ]j>7 +q eo2 oi= `]js5 `=%"! mrj3 `=$3 eo2 ,x,] .]^u"! ^g,?j<: `+h=>a. j]hr"! ^3]j3 `+h=>a. ^ujr7jv3`] euj]! `r^1j<:/[e:" `+h=>a. ek;m5j] oi= `]js5 `=%.op3,o,[hn5! `r^1j5 .m#ba,0 j3`ma`+h=*`mp3" #bjah" `+h=>a. ^ujr7 0,,db4 `m;ma"2jv1+7 eo2 ^ujr7 qd["< ,t`/ d]$ `o,& `r^1 _4 `+h=>a."! mrj3 f!"a."! mrj3 f!"7j3 ,s^o,["! ^ujr7`=$3 `o^3["u .n`=j`u o/[c" i3d*.?o`u *`m`r^1 ,m.gn `[;: .o,x.?q ,s^o,[ .n`=`v *`m ^1.)o o"ms.o.o <30[5 _4 ,[eh[,s&erb oi=>a. .sb`z,] .]^u.oiu8',s&,o,08'.m#bd,0cz oi=>a. i[7 ,oeqo ,s&,o ,o,tn ^7egj`o .) d*w,o,t! <1<^u1 ,m o/cz .oiu ,s^o,[o5 .m#bd,0 ,[eh[,s&erb8'0https3_/_/map4se\l 4g4kr,0 -----------------------------#ee - o+7.cz .oiun,s $`u ,o4z ,o,t! ,)hra"2`s5,rajr ,8^ujr7"u .]^u0'"! cm"[e* q.sb8'#ejj0m,0 .oj;t:an,s jri7 ,o,t,$.o jmr1;ns i[7["u .sb`z $c[7 :^mv ;yi3 `]"u i[7! jvaqj1 ,m o/`u" ,8`)e& .]^u0'"! ,)hraje* ,m%,o1"2.7rq jv.7,o1 i[7o o/cz.o i[7iu jvaqj1 ,m o/[5 - irl7 ,o,tz `u;?,[fa."! mrj3 .]^u .n`=o do1+ji`u d3i3iycz `u'! ,).]jr ,s^o,[ .m7o5 82`["o5 #c-#bg;0 ,[eh[,s&erbw oi=>a. .sb`z,] .]^u.oiu c#ed #jc #abc ,'`["o5 ,r7">a,' #d_-,ol.s5 _4 ^ujr7"u cnh[pf[w `m;ma ^7^sb`v ^7^sb^\ `m;ma l"/i!" au ^ujr7jv3`] d]$ ^7^sb`v inohs `o^3w ^ujr7"u <3.) ^g,? l"/i!! ^g,?j<:/[5 _4 ^ujr7"u cnh[pf[ `m;ma ^7^sbz ,mi= io.oh7j3 ^ujr7"u cnh[pf[ `m;ma ^7^sb ,'`["o5 ,r7">a,' ."+"1 0,hosse9i et ;al41 #bjbc1 ,mapp+ ! walk4 _4 `o.( ^ujr7"u cnh[pf[ `m;maw j3`/.s5"1 - ,o1.n ^ujr7. ,s^o,[n jv1+7iy1 ,m o/cz `u,m.gw ^ujr7"u cnh[pf[ inohs$ ^m.xj5 - $a iu,o eo2 d["u.nah[^\"u ^\iuw ^ujr7"u cnh[pf[$ `m;maiy`u o/s d+.gjviy3 ^ujr7`=$3.]^u$ sb'[e:" ^ujr7"u cnh[pf[w d+.g`v `m;ma `o.go .(.rj.o <30[5 - .]eo1j3 ^ujr7"u cnh[pf[ `m;ma! mrjr,scz ,mi= io.oh je:" ocz e30z ,o$3`v ^o+7o ^1,r7j54 .i=jviy3 ^7^sb"(oc f["7! eo;ocz %j+ dx" .7re&" i3;<" `]liu" ^uiu d,( i[7w e&"o.? +,u"! ^3]j3 ^ujr7`=$3 .]^ucz ^m.xj5 _4 ^ujr7jv3`] ^g,?z ^ujr7 0,,los4 l3.]" ^ujr7"uw .],].? a#ef #jc #abe d]$" ^ujr7<3.) ^g,? i[7w `v3.s5n,s ,mjr7iys/[54 h[ajo" mr,] ]l7" j7`= ]l7" "a."! mrj3 ^ujr7<3.) eo2 `]"u <3cr ,s^o,[$ `r^1iy5 _4 ^ujr7jv3`] ^g,?w j3`/.s5"1 - ^ujr7 0,,los4 l3.] ^7,oaz ;<">7 0,,los4 l3.] ^7,oan `o^3j<: `m;maiy5n ,i"< ,o1.n ^ujr7w ,s^o,[ ,m.g! .]jvajo ^3]j.o eu'j5 - ^ujr7n ]j>7! eo;ocz e&"o.? +,u8'^u1"a."! mrj3 ^ujr7,s^o,[$ `r^1iys/[c `o^3 inohs `m;man ,o$3.?"2^o+7.? j3`/$ o/s `ma.o.?q ,m.gw ,s^o"! .n`=j`sc ^ujr7 <3crw .]eo1iu$ ^m.xjicz j3`/.s5o .(.rj5 _4 ,s&,on,scz ,ocr ^ujr7. iu"un irj3 cui[ eo2 "o7f["u o"ms.q `["rd[ `o^3w iu^u cnh[pf[8'.m#be,0"! `m;maj<: ^rduj3 ^ o/[5 .m#be,0 0https3_/_/data4se\l4g4kr_/data, li/_/,,oa-#babjh_/,s_/#a_/datase t,view4d4 - #bjbb c*n ^rduiys/[e:" 0csv4d7! eo;ocz +,un irj3 `m;n.?q ,m;o.? `o.g! .n,oj<: ^ujr7<3.) `=$3! jva^uj":cz ,oiui!o c!sc`u o/[5 _4 ac ,o1.n ^ujr7jv3`]o o"sj3 `v3"* .o;o5! .1 ,i"[`u o/cz.o"! .m`o.?["u eucohs"o7j`oncz `o,&.?"2^o+7.? j3`/$ .(.rj54 ^ujr7<3.)! mrj3 o $8z `v3"* .o;o5z erm ^x.bj`u ,neo1j`n ,t.]iys o/[e:" euiz .o;o5n irjr cu4z ojriu"! $.q i,mw .)eg$$ .) .o:a! .m`o.?["u iu1 ao .(.rj5 _4 0,,ai4 v i<>7j3 ,n3,s `o,&! ^o"u'j3 i<>7j3 #d;< l3sb `o^3 `o,&w ^1.)o o"sj3 j3`/.s5! `[a^xjr .& ,m o/! _s["u d3i3j54 h[ajo" .o"o`=$3.]^u$ crduiy3 0,geo,,ai4 `o^3w .]eo1 .qi3 `o,&z cu4z .]eo1iu"! +`mjcz ^ujr7jv3`] ^g,?n .?jbj3 `o,&o5 - ;y`zncz i.= inohs"! o+7j<: ,o1.n ^ujr7,s^o,[n,s jv1+7 $c[7j3 ,m.gw ^ujr7"u cnh[pf["! `m;majcz `o,&o .n<3iycz i[7" ^ujr7jv3`] ^g,?`v ^ujr7,s^o,[w `o^3 qd["<$ iycz ^ujr7"u cnh[pf[w `o,&.? ,m.giu .[7.qiy`u o/[5 a#eh #jc #abi _4 on ,i"< <4["ucz i.= inohs"! 0,geo,,ai4 `o,&"u %7jb ^g,?j<: ^ujr7.a."! mrj3 ^ujr7<3.) `=$3 ^g,?.qi3z i<[5`v $8o `m,]j1 ,m o/[5 - #a,0 .]j] eo2 ^o.]j] inohs ,m.ob"1 ^ujr7jv3`] inohs ,m.ob - #b,0 0,geo,,ai4 jv1+7 ^ujr7`=$3 ^g,?"1 ,n3,s inohs ^g,?! h=jr ^uiuw `]l" cue* .r.o1 i[7w l7hr" i3;<" ^ujr7.o.7e& .i= `s5;& eo2 %j+^uiu dx d<a,' _4 8'#a,0 inohs ,m.ob i3`/"1 ,o1.n ^ujr7`=$3w e&"o.? jv3`] d<7w jv3`]! `mj*j3 a#fj #jd #aca ,mi=w oi=;nv ,[eh[d(w ,n3,s inohs .]^u"! jv1+7j5 -----------------------------#fa - ^ujr7jv3`]w inohs ;mri[az ^ujr7"u"! oi=je*,s jyai[aj`n iy54 o,ir ,o1$5j] inohs ;mri[a! mrjr ct"o l+7iy`u o/cz ;<">7! o+7jcz ^7^sb`v ,o1.n ^ujr7"u"! oi=jcz ^7^sb["u oi=;n"! `m^gj1 ,m o/[5 - ^( *`mn,scz `ul>7w oi=;nn,s ;mri[aiy3 inohsv ,[eh[d( ,n3,s .]^uw jv1+7 $c[7,]! `s5huj5 _4 8'#b,0 ;mri[aj3 ,n3,s.]^un,s ^ujr7`=$3w e&"o.? jv3`] .[a `]l" cue* .r.o1" i3;<" %j+^uiu dxw .i= `s5;& $c[7,]! `s5huj5 _4 "<#c"> 0,*at,,gpt4"! o+7jr ob":aiy3 ^ujr7jv3`]w ^ujr7<3.) `=$3 `o.gn ,i"z d3i3`v `[n ,i"z "oduho7 d["no5! ,t`/j5 _4 j*.7 ,o1js5 ^s5mr - *`mirl7.ocz ,s;u `m"ob j3m"o.]^uegjv,n3hsn,s ,s&*`mp3,$.o os.ocz ^ujr7"u"! ,)hraj5 - `["o5n,s ;<">7 0,,mms4"u ;mri[aj3 `m$38'.s5,),0z #'bd c* #fp1 iu"u"! ,i"< oi=jr/[e:" fh[v %eu;<"! o+7jr oi=j3 `m$38',o1,),0z #'bd c* #gp1 ^ujr7"u"! ,i"< oi=;n"! ,mi=["u oi=,ofoe*,s .]^u ,m.ob 82`["o5 #d-#b;0 inohs ;mri[a irl7.o ,'`["o5 ,r7">a,' -----------------------------#fb #b_-^ujr7jv3`] `=$3 inohs ,m.ob _4 oi=;n^\ ^ujr7jv3`] inohs ;mri[a - .]eo1iu"u .oiu eo2 io.oht h[mr3 `m;man ir.m7.?["u l+7j`u o/cz ;<">7! o+7jcz ^7^sb`v ;a,' ;<">7 0`&4 ,n3,s oi=;n 0`&4 ,n3,s .ujb %eu;< 0`&4 ,[eh[d( #a,0 ;<">7 0,,mms4 jv1+7 _4 .7^o `m,] - 0,,mms4cz oi=j] "7n .7;a #aj0cm" ."+cz 0;,,tm4 .m7^m .vd+`/" 0,,las"<,lid> ,,la,'s]">4 d78'm,0 ,'`["o5 ,r7">a,' _4 0,,mms4 ."+ ,m.ob `v.]z 8'#a,0 inohs ;mri[a" 8'#b,0 #a;< inohs ;m;&" 8'#c,0 j7`= "4 do1hs"! jv1+7j5 - 0,,csf4 do1hs"<3 #c;a,' ."+"1 0,sabirova et ;al41 ,gr.d ,pr(ile ,recov]y f ,a]ial #c,d ,li,,d>-bas$ ,maps1 #bjai -----------------------------#fd _4 `m;ma inohs l7,n %j] 82d+ #d-#a;0 `m;ma inohs l7,n %j] =gggggggggggggggggggggggggggggg= %j] cr+7 """""""""""""""""""""""""""""""" #b0,d4 fen"< oeo.o .)^7mr oeo.o" "7w #c;7_/,xiu inohs gjr7 "u`[ inohs p3,o inohs ;mri[a ;<">7w .="%" gjr7 .o:a" gjr7 c1,." ,o$3" c1,,o" .uiu i[7w gjr7jv3`] inohs =777777777777777777777777777777= 82`["o5 #d-#f;0 *`mirl7.o .);nw ;<">7 0,,mms4 inohs ,'`["o5 ,r7">a,' -----------------------------#fe 82`["o5 #d-#g;0 ;<">7 0,,mms4 inohs8'o1^m,0 ,'`["o5 ,r7">a,' -----------------------------#ff #b,0 oi=;n 0,,mms4 jv1+7 _4 ;<">7 0,,mms4cz iu"u"! .m7,o5["u inohs ;mri[ao $c[7jicz `=$3.? .n>ao o/s ^( *`mn,scz *`mirl7.o cr inohs ;mri[a! mrj3 i.m7 ,n3,s oi=j] .u"ob;n"! `m,]j5 a#fd #jd #acg _4 inohs jyai[a .7^o `r+ 82d+ #d-#b;0 i.m7,n3,s oi=;n inohs .7^o =gggggggggggggggggggggggggggggg= j7ex cr+7 cr+7 """""""""""""""""""""""""""""""" .7^o "1 ,applanix lv #abe1 ,mobilte* sc-#djj ,m.ob inohs .="% "a,' ,m.ob inohs /,o 8'l.q ,r7">a,0 fen"<" "4 inohs ;m;&o $c[7j5 - oi=;nn,s ;mri[aiycz i=.a inohs"! `o^3["u u;< vr`x ^u.] $c[7j5 82`["o5 #d-#h;0 ,n3,s i=`ojv `m,] `r+ ,'`["o5 ,r7">a,' _4 ,8"78'^*jv3 jr7"\,0! .]eo1j`n .u.]j<: h=jb inohs"! o1`v3iy`n .]"\jcz `v.]8'.m#bg,08'.m#bh,0 .m#bg,0 0https3_/_/d>kpgmr4ti/ory4com_/# cb .m#bh,0 0https3_/_/adio%un4gitbooks4io_/ a#fg #jd #aci geometry_/3t5t_/coord9atesy/em4h tml4 - ocz ,n3,s $3 .vd+`/"! h=o1j`u" ;[a.] u;<"! ;y,ujvj<: .]jvaj3 `=$3 .]^u"! jyai[ajcz in do1,m.?oe:" o1^3.?["u ^u.] irl7z y^m fr1"o^["no,*8'l7ir mr;o eo2 .,n,0`v cr^m fr1"o^["no,*8'`r^\ ,n3,sw h[a,] .u.],0["u ccmr5 _4 i.m7 ,n3,s oi=;nw ;mri[a inohs -----------------------------#fh 82`["o5 #d-#i;0 ;mri[aiy3 inohs `pr.? ,'`["o5 ,r7">a,' 82`["o5 #d-#aj;0 i.m7 ,n3,s oi=;n inohs8'o1^m,0 ,'`["o5 ,r7">a,' -----------------------------#fi #c,0 ,[eh[d( jv1+7 _4 ,o1js5 .7^o - l5,].). `r1"?,o 0,s#bc l+7 - ,[eh[d(w $,xiu" .4 ,n3,s - ,r7;n q,oa ,n3,s"1 ,o5^a`/" .oeg q,oa" j=;r q,oa _4 0,s5sor ,lo7]4 rbw .op3 ,n3,s eo2 ;[a.]$b'8'o1^m,0 a#fi #jd #ada - .7;o $,xiu8'$,xiu`/" p3 ."+ eo2 ^u.] ."+,0 - .m7":a ^nahs8'$,xiu`/,0 - .7;o jy.) ,xiu8'.78'.omet],0 - 0,,gps4 .vd+" `uiu" ,xiu eo2 ^7j>7 - fen"< oeo.o8'.)e* eo2 jme*" .)`]e3,0 - fen"< ^oiou8'.)e* eo2 jme*" .)`]e3,0 -----------------------------#gj 82`["o5 #d-#aa;0 0,s5sor ,lo7]4 jve* ,'`["o5 ,r7">a,' ."+"1 0http3_/_/tszhei*oi4com_/s5sorlo 7] 82`["o5 #d-#ab;0 0,s5sor ,lo7]4 jv1+7 /,o ,'`["o5 ,r7">a,' ."+"1 0http3_/_/tszhei*oi4com_//ories 82`["o5 #d-#ac;0 ;mri[a inohs8'.v,0 eo2 fen"< du1isw oeo.o o1^m8'm,0 ,'`["o5 ,r7">a,' -----------------------------#ga #d,0 ,u`\ _4 0,,mms4 jv1+7j3 ^ujr7`=$3 ,m.obw ,ol.s5 - oi=>a.i!! mrj3 .]eo1j3 .oiu"! .n.aj`o mrjr 0,,mms4 .?+7! ,oiuj54 0,,mms4cz cu4z .]jvaiuw `=$3.]^u"! ,m.obj1 ,m o/[e:" oi=>a.i!o .oae*jcz i<>7j3 iu"u l7jv7`v .7re&n irj3 ,o1.o1.?q inohs"! .n`=j54 o"! h=jr oi=>a.a. a#gj #jd #adc ek;m5j] .]^u"! .n`=j1 ,m o/[5 - oi=>a.$ ,o1.n"u `:aa! ,m o/cz ^ujr7jv3`]n irj3 ,o$a.?q .]^u"! .n`=j<: l.)n .7re&! q.oj`u ir[7j1 ,m o/iu"x iuv.m5 - ac eu^a. .oiu"! .n.ajcz in jv1+7j`o mrjr,scz i<[5`v $8z e:2 $.o j3`/v `u":j1 cr+7o o/[5 _4 0,,mms4 ;<">7w .sb`z,] .nj3" inohs ;s"ov `v3"o i[7["u qj<: ,m.obiy3 inohscz `[ >7o ^7irje["u o"! j+`v.?["u ;s"oj`u `v3"oj`o mrj3 `o,&.?" qd["<.?q .op3o do1+j5 - `\"(.?["u" 0,,mms4"! jv1+7j3 oi=>a. `=$3.]^u ,m.obz ^ui .]eo1j`u ,o1+7.?q .oiu"! .n.aj1 ,m o/cz .5.r":a! $.o`u o/[54 ov `v3"*iy3 j3`/v `u": lj7! l1d: o"! `[a^xj`o mrj3 ;m$.?q *`mv `o,&.? .op3o o"ms.qie* oi=>a.a."! mrj3 `=$3 0,,db4w .m7+,]`v ,m+"! `u":j1 ,ir 0,,mms4 jv1+7z oi=>a.7l7jcz in `o:j1 _s["u .)e7iy5 _4 i.m7 ,n3,s %7jb `o,&! jv1+7j3 oi=>a. .op3 0,,ai4 ,o,[hn5 `m;ma $c[7,] - i.m7 ,n3,s %7jb `o,&w ^1.)z 0,,ai4 `o^3 oi=>a. .op3 ,o,[hn5w $c[7,]! f[`n jva.7,ofo`u o/[5 - ^( *`mn,siu ,o1js5! .qjr7j3 "7j3 ,n3,s$ ,m.obj3 inohs"! %7jbj<: ^ui .]eo1j3 jv3`].]^u"! ,o1,o$3["u .n`=j1 ,m o/`o ,irego54 o i.m7 ,n3,s `o^3 inohscz iu"uv qiuw l7 -----------------------------#gb hr"! d<a.$ <3.)j`n oi=j1 ,m o/iu"x iubcz ja,[b+7 inohs,n'! `m;majcz in `o:j1 ,m o/[5 - "a.a. 0,,mms4 inohs jv1+7j3 `]l ^g,? _4 #c;a,' _4 h[ajo $a iu"u cnh[pf[ "o7f[n ob":aj1 `]liu inohs l3;&! mrjr,scz ;m;& $3`:a ,t.]o .m7+je: ^( *`mn,scz #e0m4 $3`:a["u ,t.]j5 - `]liu ;m;& $3`:ao `q `]m" ,o1.n iu"uw `&`xn .(.rjcz `]l"! ,neo1j`n ^3]j`o$ s":b.oe3 inohsw +7">7o `]">7jviycz .7.s5 .(.r - `]liu ;m;& $3`:ao .ueo1j3 `]m" ,o1.n iu"uw `&`x! ;yirj3 .]jvaj`n ^3] $c[7j.oe3 inohsw +7">7o fs.o`u ;mjm h ,s^o,[ i[7n,s jri7 inohs ;s"on ^mi5 +q 82d+ #d-#c;0 $3`:a `s"on ,i"z .7i3.s5 =gggggggggggggggggggggggggggggg= $3`:a .7.s5 i3.s5 #aj0m4 inohs `]">7jv `[b`]l `m$3" `v,x^7.oh? i[7 ^3] ^&$ #e0m4 prb ^%s i[7n,s ,o$ajv $c[7 - #a0m4 `v,x^7.oh?" `/i3 i[7 iu"u `&`x! .]jvaj`n ^3] $c[7 cui[ `r,m$ erm e30<8',me3 i3mr,0 prb ^%s i[7n,s ,o$ajvj1 ,ir erm c[":.o5" iu"ul7w e&;n ,iucz cuo.[ inohs i[7["u <1`u"o.[5 `o^3w .]jvaj3 `]liu l3;& s":m5 =777777777777777777777777777777= -----------------------------#gd 82`["o5 #d-#ae;0 `]l ;m;& `\`v jve*8'.);n,0 ,'`["o5 ,r7">a,'2 _4 ^( *`mn,scz oi=>a."! mrj3 iu"uw .= ^7j i( iu;& $c[7,]! `s5huj54 0,,mms4 .7^o"! jv1+7j<: ,r7,]iy3 0,,las4 inohs"! `o^3["u qiuw dx`v jy7 ^7j>7 `]l c3oiu"! ;m;&j1 ,m o/[5! jvaqj5 8'#b,0 ,[eh[d( inohsw _4 .m7":a$,xiu $b'! o+7j3 `]l `/l3 - <3i["uoi[d(w $,xiu ;ma! b#gc #jd #adi `o.g["u .=_/jy7 ^7j>7 `]l ^g,? _4 .= ^7j>7 `]l 33 0>ctan" * 8'#ahj_/.p,0 _4 jy7 ^7j>7 `]l 33 0>ctan" * 8'#ahj_/.p,0 82`["o5 #d-#af;0 ,[eh[d( 0,,os4n ,i"z $,xiu ;ma ,'`["o5 ,r7">a,' -----------------------------#ge 82`["o5 #d-#ag;0 ,[eh[d( ,n3,s inohs"! jv1+7j3 `]l ^g,?8'.= ^7j>7 `]l,0 ,'`["o5 ,r7">a,' 82`["o5 #d-#ah;0 ,[eh[d( ,n3,s inohs"! jv1+7j3 `]l ^g,?8'jy7 ^7j>7 `]l,0 ,'`["o5 ,r7">a,' #b,0 cue* .r.o1 ^g,? _4 cue* .r.o1 ^g,?w oi=>a. ^ujr7n ^&d*! ;u"rjcz cujmj`sc d,(iy3 ^uiuw .]^o eo2 `v3"o;n`/ `m;ma! ex.?["u j5 - ,[eh[d(w ,n3,s inohs"! ^g,?j<: cue*w .r.o1 eo2 ^uiuw d]h3iu ,m.g! d<a,' -----------------------------#gg 82`["o5 #d-#bj;0 cue* .r.o1 ^g,? inohs ;mri[a .qjr7 ,'`["o5 ,r7">a,' _4 ^g,? `\`v" ,)j]$,xiu $b'o cue*w `s;o1`on ,i"< ^gl3w f[`o$ i"[`n chc5! jvaq - h[ajo" l7j ^7j>7w m5.oao5o cue*w `s;o1`o"! .1 d+j*j`u o/[5 _4 d+.gd*;<"! o+7j<: cue*w `s;o1`o .]">7jv $c[7,]! jvaqj<:/[c oi=;nv ,[eh[d(w .="%n ,i"< eq$5iu$ i"[`o ,iregn i<>7j3 ,o1js5! h=jr .tir $b'! iu;&jcz a#ge #jd #aea *`m$ ;m$"u do1+j5 _4 ,iuj3" ,)j]$,xiu$ `[b^*jcz .o.s5! .m7,o5["u fen"< ]l7 ^g,?! h=jr h[ao.s5! ;m;&j1 ,m o/[e:" on irj3 0,,ai4 euin1 `r^1o $c[7j1 _s["u d3i3iy5 82`["o5 #d-#ba;0 cue* .r.o1n ,i"z ,)j]$,xiu ;ma^\ d+.gd*;< ,'`["rd[ ,r7">a,' -----------------------------#gh 82`["o5 #d-#bb;0 cue* .r.o1n ,i"z 0,y4;ma ,)j]$,xiu $b'w d+.gd*;< ,'`["rd[ ,r7">a,' #c,0 0,geo,,ai4 ]l7 ^g,? _4 0,geo,,ai"<,geospatial ,>tificial ,9tellig;e">4cz .o"o`=$3 inohsv q`=.oc[7! `\jbj<: i<>7j3 .o"o.? eo2 jv3`] `v3"* eg.n"! jr`\jcz in .m7.s5! ig `o,& - 0,geo,,ai4cz i<>7j3 mr;o_/`=$3 inohs"! ^g,?" ;s"o" ,o$ajvj<: isma c7z q`=.oc[7`v .o"o.? inohsw `\jb! h=jr i<>7j3 l3sb ^g>n,s j:a,q.?q ^*jv"! o,`!scr`u o/[e:" eo"rw e30z eg.n"! jr`\jcz in .m7+j3 :aj1! j1 _s["u `oiriy5 - `=$3 inohscz ir+7">7o o1^3.?oe["u 0,,ai4 `o,& jv1+7n j+`v.?o5 _4 0,geo,,ai4 jv1+7n ,i"z .7.s5z i<[5`v $8[5 - 8'.]jva,],0 ir">7w inohs"! ^g,?j<: cu4z .]jvaiuw /;[a eo2 ^g,? `\`v .n`= - 8',o1,o$3,],0 ,o1,o$3 inohs"! ;s"oj<: .[a$a.?q ir[7 eo2 wl`\.] $c[7 - 8'j+%1,],0 ^3^x.?o`u ,o$3o u"r `t"ocz .asb! .i=jvj<: ,o$3`v ^o+7 .t$5 _4 0,geo,,ai4w .m+ `m,] +,uv [7+7 ^g>cz `=$3 inohs" q`=.oc[7 `o,&"u `m^g -----------------------------#gi - `=$3 inohscz mr,] ]l7" a#gh #jd #aec 0,,gis4 inohs" i["( inohs i[7w .vd+$ duj5iy3 inohs"! jv1+7 - q`=.oc[7 `o,&z `o`/ja,[b" iob"sco7" fs5d%hs ^o.)" .<*s ;s"o8'0,,nlp,0 i[7 .?+7 8'#a,0 iob"sco7 `o,& `r+ #1 ,fa/] ;,r-,,cnn"<,region-,bas$ ,3volu;nal ,neural ,net"w"> _4 0,fa/] ,r4-0,,cnn4z 0,region ,proposal ,net"w"<,,rpn">4v 0,fa/ ;,r-,,cnn4! `\jbj3 `m.uo5 - 0,,rpn4z ob":a oeo.on,s `ra;n$ o/! $c[7,]o cu4z ]:a! ,r7,] - 0,fa/ ;,r-,,cnn4z o ]:a! l+7j<: `ra;nw mr;ov f!"r,[ "no^!! /;[aj5 - .);n cnh[pf[cz i3o1 0,,cnn4["u `m,]iys 05d-to-5d4 ^7,oa["u jg"* _4 0,fa/] ;,r-,,cnn4z `ra;n h5.o ,]c[7n,s erm m,mj3 `\`v"! ^uoe:" h[ajo .]jva,]`v ,xiu e*n,s `r,)iy3 ,]c[7! .n`= #2 ,pri?vi _4 0,pri?vi4 euin1z 0,,ibn4`v 0,,nasa4ho5o `r^1j3 ;y;uw ,o`=$3 ^o.) ^*jv38'0,temporal ,vi.n ,trans=m],0 _4 eo`ma .):aw 0,h>moniz$ ,l&sat ,s5t9el #b"<,,hls">4 inohs"! l+7jr l.) jg"* - o euin1z .$ .oiu ja,[b ^7,oa["u ^oiou j],oaw p3`:a $5.o inohs"! ;s"oje:" ,o$3.? .mw enfsco.[5! h=jr i<>7j3 i7j3 p3`:a $5.o .asbn irjr m,mj3 ,]c[7! ^1jmr - euin1w l.) jg"* eo2 ;m"( ,[f["obh[cz 0,hu7+ ,face4v 0,git,hub4n `=`riys o/[e:" o"! h=jr l+7.cz i<>7j3 jv3`]n,s euin1! eo,n .u.]j<: l+7 $c[78'0,hu7+ ,face,0 b#gi #jd #aee -----------------------------#hj #3 ;,u-,net _4 0,u-,net4 euin1z wja oeo.o ^gj1! mrjr `r^1iy5 - i<>7j3 iuenqw .m,?o i1"q inohs,n'! l+7j<: jg"*j`u inohs .[7$7 `o^sb! l+7j<: euin1w o1^3jv ,]c[7! j>7l7 _4 0,u-,net4z 0,u4 .j] `m.u"u f)h["raho7 `]"uv jva.7 `]"u"u `m,] - f)h["raho7 `]"ucz 0,,cnn4! l+7jr h[a.o7! ;m;&j`u" jva.7 `]"ucz sb,r5d!"o7! h=jr p3^( jrl7iu"u ^xp3 - $a i3`/n,s ,[fob *`\! h=jr ,neo1j3 h[a.o7! %.o _4 0,u-,net4z .]jvaj3 ^gj1 ,]c[7 .n`=o $c[7j5 - h[ajo" w"+ ]l7n,s m,mj3 `\`v"! ^uo`u" .]jvaj3 `]`/v ,neo1j3 `m.u^gj1n jv1+7 #4 ,,yolo"<,y ,only ,look ,once"> _4 0,,yolo4cz i3o1 ,q`]e7! h=jr oeo.on,s `ra;n"! h5.ojcz p3,[hno.o `ra;n h5.o <1`u"o.[5 - ob":a oeo.o"! :"s ,n1 `["oi["u ccm`u" $a ,n1o `ra;nw ^7j3 ^s.)w 0,,yolo4 euin1z $a$a ,xiuv .]jvaiu ;[ae*n,s ;y.?jviys o/[5 - h[ajo" .az `ra;n h5.ov i<>7j3 ,[fno1n,sw `ra;n h5.on,s ,imrsc3 ,]c[7! ^uo5 #5 ,,cnn"<,3volu;nal ,neural ,net"w"> _4 0,,cnn4 euin1z oeo.o inohs,n'! l+7jr ja,[b - o1^3.?q inohs,n'["ucz 0,image,net1 ,,cif>-#aj1 ,,mni/4 i[7o o/[e:" oi! inohs,n'z oeo.ov jri7 f!"r,[ "no^!! duj5 -----------------------------#ha _4 0,,cnn4z f)^u1"m,* "nos" d&"o7 "nos" v3.) *`\ "nos"u `m,] a#hj #jd #aeg - f)^u1"m,* "noscz oeo.on,s h[a.o7! ;m.&j`u" d&"o7 "noscz h[a.o7 erbw ;7j3 fs5d%hs ^o.) .asbn,s cu4z ,]c[7! ^uo5 - h[ajo" oeo.o ^g"% .asbn,s m,mj3 .]jvaiu"! i1,] "<#b"> 0,geo,,ai4 ^ujr7jv3`] ]l7 ^g,? _4 i<>7j3 ,n3,sn,s ,m.obiy3 inohs"! 0,geo,,ai4 `o,&! jv1+7j<: ^g,?j`u" ^uiu l7hr"! .]eo1j`n .qi3j5 82`["o5 #d-#bc;0 ]l7 ^g,? `r+ ,'`["o5 ,r7">a,' - 0,,ai4 euin1z ^uiu" .7re&" cem i[7 ^ujr7`=$3 cr i<>7j3 +,ui!! .i=["u q,oaj`u ^g"%j<: ^uiu `%3\" .7re& eo2 cujmjviy3 ^m^g! ,^"[`n ,oa^\j1 ,m o/[e:" o"sj3 .]^ucz ,o$a.?["u d+,oiys eg.n `m:a! e]jvaj`n d<7 - 0,geo,,ai4"! l+7j<: ,m.obiy3 inohs"! `o^3["u ^ujr7`=$3! ^g,?j`u" ^uiu l7hr"! .]eo1j`n .qi3jcz _so ex.?o5 - 0,,ai4$ ^ujr7`=$3! `m^gj`u .7re&`v ^uiuw l7hr"! .i=["u $5.oj<: $a `=$3! ^g"%jcz `v.]! h=jr oeo.o crn,s ^uiu" cem" .7re& i[7w +,ui!o ^g"oiys ,oa^\o $c[7jr.o5 - o"sj3 inohs"! `o^3["u `%3\" .7re&" ,(l7iy3 ^uiu i[7w eg.n"! ,oa^\j<: e]jvaj`n d+,oiy3 .qi3 b#ha #jd #aei `\`v"! .n`=j5 _4 ^ujr7`=$3 ^g,? eo2 .]eo1 .qi3! mrjr i<[5! ,mjr7j<:/[5 - ^uiuw d,( h5.o"! mrj3 iob"sco7 euin1 ,).]! mrj3 d]$ j7ex["ucz ,q,x,]8',o1,o$3 ;s"o"! mrj3 ^g,? `\`v iu;& $c[7 .]iu,0" .]jva,]8'.]jvaj3 iu"u d,( h5.o $c[7 .]iu,0! `u":j<:/[5 - ^uiu d,( `v3"* ,o1js5! mrj3 ]l7z *`mirl7.o oyn 0,,kict8'j3`ma`),t`o,&*`mp3,0 du1h[ju1 ;v1] l.q ."+8'#'bc c* #d`9#ajp1,0"! jv1+7j<:/[5 82`["o5 #d-#bd;0 inohs ;s"o eo2 euin1 ja,[b d["u,n,[ ,'`["o5 ,r7">a,' _4 0,us] ,data"1 l+7. inohs$ ob":a["u .n`= _4 0,data ,preprocess"1 inohs$ .);s"oiys euin1 ja,[bn .?jbj3 j]hr -----------------------------#hc "u ^*jv3 _4 0,category ,analysis"1 inohs$ ^g"% euin1n .?+7iys" "no^!o .o.]iy3 inohs"u ccp.o5 _4 0,split ,data"1 inohs"! jg"* inohsv hn,[h[ inohs"u ^g"o _4 0,prompt ,5g9e]+"1 l+7. d["u5d[h[ eo2 v3"+ .asb! h=jr euin1 ob":a! .g^o _4 0,regres.n ,model"1 ^g"% euin1"u "<^n1"o7iy3 inohsv jy`mr euin1! l+7j<: /;[aiy3 inohs"! ,r7,] _4 0,model ,evalua;n"1 euin1w ,]c[7! d]$j<: `r,) :^m"! d3i3 _4 0;,,llm ,pre-,tra9$ ,model"1 l.) jg"*iy3 ir`%eu )s euin18'0;,,llm,0! l+7jr o5^nio7 ;s"o"! .qjr7 _4 0,emb$d+s ,model ,process"1 o5^nio7 euin1 d["u,n,["! h=jr hna,[h[ inohs"! ^nahsjvje: ;s"o _4 0,cu/om ,f9e-,tun$ ,model"1 l+7.7l7 _4 0,5semble ,le>n+"1 :"s a#hc #jd #afa euin1w `\`v"! `\jbj<: ,]c[7! ;y.?jv jcz <7l7^! ja,[b! .?+7 _4 0,s]vice"1 ;y.= euin1o ,s^o,[n ^rduiys l+7. j5 - .]jva,]"1 .]jvaj3 ^ujr7"u d,( h5.o$ $c[7jr> j5 - +7o,]"1 ja,[b inohsw `m;ma eo2 jyai[ao +7ojr> j5 - inohs ,m.ob ^7^sb"1 ,[eh[d( eo2 fen"<" 0,,cctv" mr,] ]l7" i["(_/j7`= l.q i[7 ja,[b inohsw ,m.ob ^7^sb! `u":j<: ,).]jr> j5 82d+ #d-#d;0 ^ujr7"u d,( h5.o"! mrj3 iob"sco7 euin1 ,).] =gggggggggggggggggggggggggggggg= euin1 ,q,x,] .]jva,] +7o,] fen"<8',[eh[d(,0 0,,cctv4 mr,] ]l7 i["(_/j7`= l.q jb`/ """""""""""""""""""""""""""""""" ,fa/] ;,r-,,cnn #b #c #b #c #c #b #b #ag ,pri?vi #b #b #c #a #a c#hc #jd #afc #c #c #ae ;,u-,net #a #c #c #b #c #b #a #ae ,,yolo #c #b #c #c #c #b #b #ah ,,cnn #a #c #a #c #c #b #b #ae =777777777777777777777777777777= _4 ,).] ^7,oaz l7" .m7" j"u `m^gj<: $a$a #c" #b" #a.s5! ^m:j5 - .],].? d]$ `\`v 0,,yolo4 euin1o $.7 cu4z .s5,m"! ^9[5 _4 ^ujr7iuw d,( h5.o$ .oa.sb.? irl7 iob"sco7 euin1! ; jcz ^7,oa`v isma .]eo1j3 ^g,?! +`mj1 ,ir on ekcz iob"sco7 <1`u"o.[5w ,)hrao do1+jr ^uo5 - ja,[b inohsw ;mri[a eo2 "<^n1"o7! `m;maj`u inohs,n'! `m;maj5n d,(w i<>7,]`v .7re&`v $8z e]jvaj3 ^g"% `o.go .(.rjr> j5 -----------------------------#he _4 /"! i!s" ^ujr7.<+7 ha,' -----------------------------#hf #d_-,r7,]j] 0,,ai4 jv1+7 ^ujr7<3.) d]$ _4 0,geo,,ai4 ^g,? jm" ,r7,]j] 0,,ai4 "! jv1+7j<: ^uiu l7hrn irj3 .i= ^u`u,s"! .a,]j5 - 0,,ai4cz ^g,? `\`v"! ^h7["u ^uiuw ,(l7 %j]" mr;o au .?jbj3 ^u,m ^7^sb! .n<3jcz ^u`u,s"! .i=["u ,r7,]j5 - o"sj3 ^u`u,scz iu,o `v3"o.$ %.o ^u,m m,),gmr"! `\.]j`u" j+%1.?q ^u,m `/jya! ,m"objcz in fz ium5! .m5 - .i=jviy3 ^u`u,s .a,]["u `v3"o sbem$ $3,ujviy`u" ,^"z wl`\.]o $c[7jr.o5 _4 ,r7,]j] 0,,ai4"! jv1+7j3 .i= ^u`u,s ,r7,] ^7j>7 - 0,geo,,ai4 ^g,? jm" ,r7,]j] 0,,ai4"! jv1+7j<: ^uiu l7hrn irj3 .i= ^u`u,s"! ,r7,]j<: %.o ^u,m eo2 `v3"o wl`\.]n jv1+7iy5 - .i=["u ,r7,]iy3 .qi3 ^u`u,s /,o$ duj5iys o/[e:" ^u`u,scz i<[5`v $8z .]^u"! duj5j5 _4 mr;o"1 eg.n ^1,r7 .7,uw `m;n.?q .]^u8'/"1 .m,u ,iucz .vd+,0 _4 ,(l7 %j]"1 ^uiuw ,(l7 l7hr8'/"1 `%3\" .7re& i[7,0 _4 ^u,m ^7^sb"1 eg.n$ iy3 ^uiun irj3 ^u,m ^7^sb! .n<3jczin /"! i!s ,8.7re& .n`s0'c ,8^uiu^!"x `+;n0'v $8z jr`\ ^7<3 .n,o _4 j+%1,]"1 o .i= ^u`u,s ,r7,] ,o,[hn5! h=jr `v3"o sbem$ $3,ujviy`u" ^u`u,s .a,]`v jr7.] sbem$ isma ,^"[`u j+%1.?["u .qjr7iy1 ,m o/[5 _4 ,r7,]j] 0,,ai4"! jv1+7j3 .i= ^u`u,s ,r7,] ^7j>7 - 0,*at,,gpt4w ,8cr 0,,gpt0' a#hf #jd #afg `oc[7! o+7j<: ^u`u,s"! ,r7,]j<:/[5 - .]eo1 .qi3 ^u`u,s ,r7,] ,o" d+.g .o;o5<3! `o.g["u ^ujr7jv3`] .qi3! ,mjr7j`o mrjr `s5,ra .[7$7 `o^sb! `s;q ,s&h[a^\,o ^ujr7.];ra`vw ^uiu `=l ,t`/ ,o`= erc%t! `o^3["u .o,oa.]^u"! `m;ma eo2 jv1+7j<:/[5 -----------------------------#hg 82`["o5 #d-#bf;0 0,*at,,gpt4 w ,8cr 0,,gpt0'"u ,s^o,[ `mj* ,'`["o5 ,r7">a,' 82`["o5 #d-#bg;0 ,8cr 0,,gpt0' ^g,?^u' ,r7,]! mrj3 ,t.] jve* ,'`["o5 ,r7">a,' -----------------------------#hh 82`["o5 #d-#bh;0 `\`v jve*8'/,o,0 ,'`["o5 ,r7">a,' _4 `\`v jve*! +>aje* ]l7 ^g,?! h=jr ^uiu^!"xw d,(iy3 ]:a! ,oa^\j`u" ,o$a.?["u d+,ojczin `[ .m+ i3`/cz i<[5`v $8[5 - oeo.o `v3;<1"1 sb"ui[iy3 oeo.o"! ,o$a.?["u `v3;<1j<: ^uiu^!"xw ,(l7iy3 ^m^g! d<a.?q oeo.ow doa,n1 mr;o"! `o.g["u j<: .v;[a" m;[a" l7;[a" j;[a `]`/"! ,t.]jcz ^7,oa["u .vd+"! ,t.]j5 - ^a,[ `["o`o"1 ,t.]iy3 .vd+"! l+7j<: oeo.on ,^1$3,ra ^a,["! ;m$j<: d,(iy3 ]:a! ,o$a.?["u $7.uj<:/[5 _4 o `v.]z oeo.ow doa,n1 .]^u"! ^h7["u je:" h[a.] ^m^gw .vd+"! ,t.]jcz ^7,oa["u ,mjr7j<:/[5 - .oa.sb.?q ^g,?o"<`o^uicz ,o$a.? `v3;<1! `o^3["u j3 ir">a.?q `m:a ,t.]n $,$m5 a#hh #jd #afi - .i=jviy3 `ra;n q,oaoc l7,n ^g,? <1`u"o.[5o l+7iy3 _sz a eo2 `oir j+`v #a_-inohs `o^3 ^ujr7.];ra .)">a ,m"obw `o;u."+ `m;ma #b_-,]`v jv1+7 `/jya -----------------------------#ia ^q ^no.o -----------------------------#ib #je4 +>a eo2 `oir j+`v #a_-inohs `o^3 ^ujr7.];ra .)">a ,m"obw `o;u."+ `m;ma _4 ^ujr7z j*ir iu,ow do1,m.?q `+h= +,u"u" iu,o `s.meqw oi=`p3! ^u.7j`u jv3`] .o,x $c[7,]! $7jvjcz in o/s .m7+j3 :aj1! j54 ac .o`[5,$.ow ^ujr7.];raz ir^m^g .],].? d]$v .nj3iy3 ,o1hr.uln w.(jr v/[e:" on ,i"< ,o1j+,] o/cz .];ra ,m"ob`v ,o1jr7n j3`/$ o/s/[54 ,i"<,s inohs `o^3w .sb`z ^7,oa! h=jr o"sj3 eg.n"! jr`\j`u" ^ujr7.];raw `vja.? `o^3! e"*j`o mrj3 ,o^1.s5! #ij #je #aga .n<3j5 _4 `macry .m+ iu,ow l"/"! l1d:^ue*" inohs `o^3 ^ujr7.];raw .m7+,]o .s5.s5 $7.uiy`u o/[54 eo`ma`v %"sb o1^m iu,on,scz io.oht h[mr3! jv1+7jr ^ujr7jv3`]! ,oe%1"no,*j`u .];ra j+`v"! `s5.[7jcz ,o,[hn5! g]j5 _4 ^( *`mcz io.ohtjviy3 ^ujr7 ,o1hr.ul"! h=jr ,s&,o$ ;m.q .m7 q"8.n#c;< ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya01w .m+ `v.nv .oa.sb.?["u *`v3iye:" h[a ^ujr7jv3`] .i= d]$ ,o,[hn5 `m;man ,o1.o1.?q `o;u."+"! .n`=j1 ,m o/[5! ^u:.m5 _4 inohsw .o,x.? ,m.ob`v jv1+7! h=jr ,s&,ocz iu,o cr ^ujr7<3.)! $7jvj`u" .)^3.?q ^ujr7jv3`]w .o1.? j>7l7! o"mcz in f[`n `o: $c[7 _4 ,iuj3" *`m `\`vcz ,s&,o"! cs5s `macr .);nw ^ujr7jv3`] `r,)! mrj3 .];ra.? `o^3! e"*jcz iniu `o:j1 ,m o/[54 h[ajo" ,[eh[d(`v 0,,ai4 `o,&w `\jb! h=j3 inohs `o^3 .sb`z^sbz j>7jm iu,o `+h=.];ra .)^3n `t;: .?+7 $c[7,]! jva.7,ofo1 ,m o/! _s["u `oiriy5 -----------------------------#ic #a,0 io.ohtjviy3 ^ujr7 ,o1hr.ul"u .o,x.?q eucohs"o7 ;n`/ e"* _4 uc!c1 iu,ojv3`]n,s ^ujr7jv3`]w .o1z i<>7j3 +qn wjr ]j>7! ^9[54 ^uiu dx" `]l" cue* .r.o1" ^ujr7.o.7e&" .7rq eo2 cu>a."! mrj3 d*w,o,t i[7w +,ucz euim ^ujr7<3.)`v .oa`\iy54 j.oe3 o"sj3 +,u"! .o,x.?oe: ;n`/.?["u .ulj`u `v3"oj`o mrj3 inohs `o^3w qd["7j3 ^m$ $;o"! .n`=j5 - .]jva,] $7jv"1 ,n3,s `o^3w inohs ,m.obz `o.( ,m.asb ^7,oaw .ul^ui cu4z .]jva,]! ^u.7 - ,o1,o$3 eucohs"o7"1 io.oht ,o,[hn5! h=jr inohs"! ,o1,o$3["u sbinoh[j`u" ,o,o$a$a ^*jvjcz ^ujr7jv3`]n irj3 ir[7":a! $7jvj1 ,m o/[5 - /;[a $c[7,]"1 ;ma.?iy3 inohs"! ^g,?j5["u,,s ^ujr7jv3`]w mrjs5 +,u"! l.)n /;[aj`u" l`u /^7! mrj3 ,).n.? .u;o"! e"*j1 ,m o/[5 - .];ra ^3]w j+%1,]"1 inohs `o^3 ^g,? `\`vcz .];ra ,m"obw `z`s"u jv1+7iye:" ^ui jb"o.?o`u j+%1.?q .];ra ,o1jr7! $c[7j`n j5 #b,0 io.ohtjviy3 .ulv `v3"o;n`/w ,t`/ _4 ^( *`mcz ^ujr7jv3`] inohs"! io.ohtjvj<: .ulj`u `v3"oj1 ,m o/cz ;n`/"! ,t`/j54 o ;n`/cz f[`n inohs ,m.ob" ^g,?" jv1+7o" 0,geo,,ai4 inohs ^g,? - ,m.obiy3 inohs"! 0,geo,,ai4 `o^3 `o,&"u ^g,?j<: ^uiuw `]l" cue* .r.o1" %j+^uiu dx" b#ic #je #age ^ujr7.o.7e& i[7w .]^u"! .]">7jvj5 - o"! h=jr .o:a^\"2,o$3^\ ^ujr7jv3`]w l7hr"! e]jvajo d<7.? .qi3["u du+7.? ,s&,o ^ujr7.];ra ,m"ob _4 io.ohtjviy3 ^ujr7jv3`] inohscz .];ra ,m"obw `o;u."+"u jv1+7iys" i<[5`v $8z j+`v"! `oirj1 ,m o/[5 - ^ujr7jv3`]w .]">7.? .qi3"1 ^ujr7jv3`]w .o1.? l7hr"! ,m'."u d]$j<: eg.n.s5! e]jvajo d<a.7j3 lsb euin1"u ^1.),ofo1 $c[7,]! \s .& ,m o/[5 _4 h[ajo f["7jm .<%1.mjr7 "u^u' b#id #je #agg i[7w `o,&`v %7jbj<: iu,o`=$3 `v3"ow j+%1,]! `[airjvj1 ,m o/[5 - ,oeq ;<5: .[7ir"1 cm`mc ;<5: $c[7j3 f["a,' 82`["o5 #e-#b;0 ^ujr7"u .]^u ,m.ob .)eg$ lsb ;<5:.i!w j*.7 jv1i= ,'`["o5 ,r7">a,' 82`["o5 #e-#c;0 ^ujr7"u .]^u ,m.ob .)eg$ lsb ;<5:. l.) `+%a jve*8'zd] ,ocosf!"sb,0 ,'`["o5 ,r7">a,' _4 ^ujr7>a."! mrj3 ek;m5j] ,s^o,[ b#ie #je #agi - jmr1;ns .sb`z $c[7 `]"u" s"qo ^uju `m:a cr <3.)j3 `]"u ;m;) `oc[7 .n`= _4 `osb eo2 `o`v3`vw j:bsb euin1 - `),t eo2 ,t`/ ^g>"1 ^uiu ,t`/v ,o`= ,o" inohs"! `o^3["u cue* .r.o1" `]l" dx i[7! ;y.?jvj3 ,t`/ `o.g e"* - eu^o1"oho `osb"1 `rqj] oi= ,mi38'0,,pm,0`vw l7;m7 `m$3! ^g,?j<:" `=% 0,,pm4w ^r;ov oi= `]"u"! j+%1.?["u `v3"ojcz in jv1+7 -----------------------------#ig - ^ujs5l"1 ^ujr7l`u mrjs5 .o:a inohs"! jv1+7jr ^ujs5"+ j1.[7 `o.g! `r,)j`sc mrjs5 .o:a `r,)n `o:jcz ljy.? ;rao5 jv1i= .)`r _4 f["7j3 inohs"! ,m.obj1 ,m o/[5 _4 ^ujr7jv3`] .s5`s5 "u^u' jv1+7 - "$3w simg `u1ex i[7,0 inohs ,m.ob $c[7 a#ig #je #aha _4 "u^u' `o^3 ^ujr7jv3`] `v3"o ,s^o,[ - ,g;<1 "u^u'"1 ^ujr7"u"! ,gjyje: .7re&8',,["n`o" d,(iy3 ^uiu i[7,0! $5.oj`u" o"! `v3.n ,n3hs"u ^u`uj`sc $3i3j3 ;s"o"! .i=["u ,mjr7jcz "u^u' - ^ujr7>a. .op3 "u^u'"1 .o5 g^3" `/i3 oi= ^u.u i[7 `oc[7 .n`= - .rc3 ir[7 "u^u'"1 ^ujr7"uw ^*jv"! ,o1,o$3["u eucohs"o7j<: `q`[b l7jv7n,s irdo `]"u"! ,t.]j`sc .rc3 ^x`m"! .op3jcz "u^u' _4 ,[eh[,oho"uw h=jb - 0,io,t4 `o^3 iu,o `v3"o ,o,[hn5`v "u^u'"2inohs h=jb - ^ujr7"u `v3"o" `+h= j["[5 ;y.?jv" ,oeq <3.) $7jv .op3 - ncs.o j+%1.? iu,o ,t`/ .op38'.ue] eo2 eo,ne).o `v3"o i[7,0 -----------------------------#ih ;<5`uegj) `);ma`=$3*`mp3" #bjbb" "8^ujr7.a. o+7d*w ,o1hr.ul *`m014 `mahujr>7^m" #bjac" "8j3`maiu"u+7">7d*"<5014 `o5.]j*" #bjjb" 8^ujr7. ,o,t ,s^o,[ ,m.g l3.]n `v3j3 *`m0" "8irj3`+h=jajy.o01" #bj8'#a,0"1 #adg`9#aef4 ^r.rj*"2o,="o5" #bjbc" 8.n#a;< `ma$^ujr7<3.) eo2 d*w.[7.q `o^(`/jyaw .m+ cr+7 eo2 j>7jm `v.n0" "8o,%v c(.s501" #bjhc" `majyob^sb.ul;s4 ,s&h[a^\,o iu,o`+h=,o1 ^ujr7..)`s`v" #bjbd" "8.n#c;< ^ujr7<3.) eo2 d*w.[7.q `o^(`/jya01 ,s&h[a^\,o iu,o`+h=,o1 ^ujr7;qjv`ojya`v3" #bjah" "8.n#b;< ,s&,o ^ujr7<3.) eo2 c#ig ;<5`uegj) #ahc d*w.[7.q `o^(`/jya014 o,qjr" #bjab" 8,s&,o ^uiuw ^ujr7 0,,los4 .qi3 eo2 ^g,?^7^sb `r,)n `v3j3 *`m0" "8irj3`+h=jajy.o01" #cj8'#c,0"1 #g-#ae4 o.o%3"2$7]x"2`o5.o*"2^a.o]" #bjbb" 8`o`/ja,[b! o+7j3 ^ujr7jv3`] .],].? d]$n ]j>7! eo;ocz `s"o]l7 h[a,] ^g,?0" "8j3`ma.o"ojajy.o01" #aa8'#c,0"1 #cge`9#cia4 .om,?" #bjji" 8^ujr7.jv3`],m.gw d]$^7^sb `r^10" "8irj3`+h=jajy.o01" #bg8'#b,0"1 #g`9#ad4 j3`ma`),t`o,&*`mp3" #bjbb" "8^ujr7`=$3.]^u d!"r'du5 `r^1014 jr7.]<3.)^m" #bjbc" "8#bc c*iu `ma$^ujr7<3.) eo2 d*w.[7.q ,o1jr7`/jya .=jb014 ,b1le1 ,l41 ,field1 ,k41 ,bri7s1 ,d41 ,picton1 ;,p4 & ,mat!ws1 ,h41 #bjjf1 8,mapp+ = :eel*air us]s3 ,r\te naviga;n 9 urban spaces01 ,! ,c>tographic ,j\rnal1 #dc"<#a">3 #fh`9#ha4 ,dixon1 ;,l4 ,b41 #aiif1 8,bicycle & p$e/rian level`9(`9s]vice p]=m.e m1sures & /&>ds = 3ges;n manage;t sy/ems01 ,transporta;n rese>* r]ecord1 #ech"<#a">3 #a`9#i4 ,dubey1 ,a41 ,naik1 ,n41 ,p>ikh1 ,d41 ,rask>1 ,r41 & ,hidalgo1 ;,c4 ,a41 #bjaf1 ,deep le>n+ ! c;y3 ,quantify+ urban p]cep;n at a global scale1 ,9 ,comput] ,vi.n-,,e3v -----------------------------#ii #bjaf3 #adth ,europ1n ,3f];e1 ,am/]dam1 ,! ,ne!rl&s1 ,octob] #aa-#ad1 #bjaf1 ,proce$+s1 ,"p ,i #ad1 ,spr+] ,9t]na;nal ,publi%+1 #aif`9#bab4 ,elha%a%1 ,m41 ,albanwan1 ,h41 & ,q91 ,r41 #bjbb1 8,a review ( mobile mapp+ sy/ems3 ,f s5sors to applica;ns01 ,s5sors1 #bb"<#aa">1 #dbfb4 ,elias1 ,b41 #bjjg1 ,p$e/rian b#ih ;<5`uegj) #ahe ,naviga;n`9,cr1t+ a tailor$ geodatabase = r\t+1 ,9 #bjjg #dth ,"w%op on ,posi;n+1 ,naviga;n & ,communica;n1 ,,ieee1 #da`9#dg4 ,gossl+1 ,s41 ,*oi1 ,a41 ,dekk]1 ,k41 & ,metzl]1 ;,d1 #bjai1 8,! social co/ ( automobil;y1 cycl+ & walk+ 9 ! europ1n union01 ,ecological ,economics1 #aeh3 #fe`9#gd4 ,l&is1 ;,b4 ,w41 ,vattikuti1 ;,v4 ,r41 ,ott5b]g1 ;,r4 ,m41 ,mc,leod1 ;,d4 ,s41 & ,gutt5plan1 ;,m1 #bjja1 8,model+ ! roadside walk+ 5viron;t3 p$e/rian level ( s]vice01 ,transporta;n rese>* record1 #aggc"<#a">3 #hb`9#hh4 ,li1 ;,x4 & ,ratti1 ;,c1 #bjah1 8,mapp+ ! spatial 4tribu;n ( %ade orovi.n ( /reet trees 9 ,bo/on us+ ,google ,/reet ,view panoramas04 ,8 `9ore/ty `& ,urban ,gre5+1 #ca3 #aji-#aai4 ,li1 ,y41 ,yabuki1 ,n41 ,fukuda1 ,t41 & ,zhang1 ,j41 #bjbj1 ,a big data evalua;n ( urban /reet walkabil;y us+ deep le>n+ & 5viron;tal s5sors a case /udy >.d ,osaka ,univ]s;y ,suita canpus1 ,9 proce$+ ( ! #chth e,,caad,'e 3f];e1 ,,tu ,b]l91 ,b]l91 ,g]_m1 #cai`9#cbh4 ,hosse9i1 ,m41 ,sevtsuk1 ,a41 ,mir&a1 ,f41 ,ce> ,jr1 ;,r4 ,m41 & ,silva1 ;,c4 ,t41 #bjbc1 8,mapp+ ! walk3 ,a scalable comput] vi.n approa* = g5]at+ sidewalk net"w datasets =m a]ial imag]y01 ,comput]s1 ,5viron;t & ,urban ,sy/ems1 #aja3 #ajaiej4 ,kadali1 ;,b1 ;,r4 & ,lgiri1 ,p41 #bjaf1 8,review ( p$e/rian level ( s]vice3 ,p]spective 9 develop+ c.tries01 ,transporta;n ,rese>* ,record1 #beha"<#a">3 #cg`9#dg4 ,k>imi1 ;,h1 ,a41 & ,kasemsuppakorn1 ,p41 #bjac1 b#ii ;<5`uegj) #ahg 8,p$e/rian net"w map g5]a;n approa*es & recomm5da;n01 ,9t]na;nal ,j\rnal ( ,geographical ,9=ma;n ,sci;e1 #bg"<#e">3 #idg`9#ifb4 ,kim1 ,j41 ,p>k1 ,s41 ,bang1 ,y41 & ,yu1 ;,k4 1 #bjji1 ,automatic d]iva;n ( a p$e/rian net"w bas$ on exi/+ spatial data sets1 ,9 ,proce$+s ( ,san ,antonio #bjji ,,asprs_/,,mapps ,fall ,3f];e4 ,nagata1 ,s41 ,nakaya1 ,t41 ,hanibu*i1 ,t41 ,amagasa1 ,s41 ,kiku*i1 ,h41 & ,9|e1 ,s41 #bjbj1 8,objective scor+ ( /reetscape walkabil;y relat$ to leisure walk+3 ,/ati/ical model+ approa* ) semantic seg;ta;n ( ,google ,/reet ,view images01 ----------------------------#ajj ,h1l? `& ,place1 #ff3 #ajbdbh4 ,rhoads1 ,d41 ,rames1 ,c41 ,sole-,ribalta1 ,a41 ,gonzalez1 ;,m4 ,c41 ,szell1 ,m41 & ,borge-,hol?oef]1 ,j41 #bjbc1 8,sidewalk net"ws3 ,review & \tlook01 ,comput]s1 ,5viron;t & ,urban ,sy/ems1 #ajf3 #ajbjca4 ,saha1 ,m41 ,saug/ad1 ,m41 ,maddali1 ;,h4 ,t41 ,z5g1 ,a41 ,holl&1 ,r41 ,b[]1 ,s41 444 & ,froehli*1 ,j41 #bjai1 ,project sidewalk3 ,a web-bas$ cr{ds|rc+ tool = collect+ sidewalk a3essibil;y data at scale1 ,9 ,proce$+s ( ! #bjai ,,*i ,3f];e on ,human ,factors 9 ,comput+ ,sy/ems1 #a`9#ad4 ,tang1 ;,y4 ;,f4 ,m41 #bjjf1 ,algori?mic develop;t ( an optimal pa? computa;n model bas$ on topographic map f1tures4 ,valls1 ;,f4 & ,clua1 ,a41 #bjbc1 8,model+ ,b>celona sidewalks3 ,a hi< resolu;n urban scale assess;t ( ! geometric attributes ( ! walkable net"w01 ,plo,s "o1 #ah"<#g">3 ;e#jbhdfcj4 ,wang1 ,r41 ,liu1 ,y41 ,lu1 a#ajj ;<5`uegj) #ahi ,y41 ,zhang1 ,j41 ,liu1 ,p41 ,yao1 ,y41 & ,grek|sis1 ,g41 8,p]cep;ns ( built 5viron;t & h1l? |tcomes = old] ,*9ese 9 ,beij+3 ,a big data approa* ) /reet view images & deep le>n+ te*nique01 ,comput]s1 ,5viron;t & ,urban ,sy/ems1 #gh3 #ajachf4 ,wat]cott1 ,c41 #bjai1 ,sidewalk ,net"w ,data ,pilot ,project1 ,metro ,transit1 ,transit ,ori5t$ ,develop;t4 ,zh\1 ,h41 ,he1 ,s41 ,cai1 ,y41 ,wang1 ,m41 & ,su1 ,s41 #bjai1 8,social 9equalities 9 nein+ te*nologies to facilitate h1l?y c;y plann901 ,su/a9able cities & society1 #ej3 #ajafje4 #bjbc4 #a4 #ab4" 8#bjbb c*iu `ma$ ^ujr7`+h= ,o1hr.ul `\`v ^1d+0" `mahu`+h=^m ^uiu."+4 0https3_/_/www4molit4g4kr_/,,usr _/,,news_/m.-#ga_/dtl4jsp8lcmspa ge33#a`&id33#fiejhggge #bjba4 #ab4 #ad4" 8iu"u`+h=`=i3" 0,,oecd4 jyp3`ma `+h=l`u ^o`+ `\`v ^1d+0" j3`maiu"u`+h=`=i3 ^uiu."+4 #bjbb4 #e4 #b4" 8`macr `+h=l`u le7. #c e] .m7 #a e] ^ujr7.444^u;y_/9dex4html8',s&h[a^\,o %co^s,tio.k ,sun"y"2,yun ,sungbum ,z ! value ( walk+ 9cr1ses 9 ! 3text ( c>bon neutral;y1 ! %ift f c>-c5tric transporta;n policies to p$e/rian-focus$ "os has ga9$ mo;tum4 ,walk+ is a funda;tal transporta;n mode t prec$es ! use ( o!r transport modes1 & xs signific.e is 2+ 9cr1s+ly recogniz$ 9 response to ! ne$ = su/a9able1 eco-frly mobil;y4 ,policies h be5 develop$ to 5c|age ! 3v].n ( %ot-4t.e trips f 9t]nal combus;n vehicles to walk+4 ,9 ,se\l1 ! #ast & #bnd ,pe$e/ran ,safety & a#aja 0,ab/ract4 #aic ,3v5i;e ,5h.e;t ,plans h laid ! gr.d"w = exp&+ p$e/rian spaces & ref9+ relat$ laws & regula;ns1 :ile ! #crd ,plan focuses on 5hanc+ ! quaki;y ( ! walk+ 5viron;t4 ,despite ^! ef=ts1 p$e/rian safety 3t9ues to 2 a major 3c]n1 ) a significant numb] ( p$e/rian fatalities / o3urr+4 ,9 #bjbb1 p$e/rian tra6ic fatalities dropp$ 2l #a1jjj = ! f/ "t s9ce #bjji1 b p$e/rians / a3.t = #ce.0 ( all tra6ic d1?s1 : is #a4i "ts hi<] ?an ! ,,oecd av]age4 ,giv5 ^! /ati/ics1 x is ess5tial to e6ectively manage safety risks 9 p$e/rian 5viron;ts4 ,! ne$ = data-driv5 p$e/rian safety policies t>get+ vuln]able p$e/rians1 s* z ! eld]ly & *n1 is m press+ ?an "e4 ,) ----------------------------#ajc ! ongo+ *all5ges pos$ by l[ bir? rates & an ag+ popula;n1 9novative solu;ns >e requir$ to protect ^! gr|ps4 ,rec5t adv.e;ts 9 sci5tific te*nologies1 s* z ,li,,d> = #c,d p$e/rian pa? data cr1;n & digital tw9 te*nology = simulat+ p$e/rian 5viron;ts1 provide new opportunities = p$e/rian safety manage;t4 ,^! te*nologies 5able m a3urate analysis & risk manage;t1 :1 comb9$ ) legal & 9/itu;nal re=ms1 make x an optimal "t = imple;t+ data-driv5 p$e/rian safety /rategies4 ,? /udy proposes a sci5tific frame"w = p$e/rian safety policies t>get+ vuln]able gr|ps1 ) a focus on p$e/rian pa? analysis & diagnosis4 ,! propos$ frame"w 3si/s ( ?ree key /eps3 "<#a"> ,data collec;n "? /ructur$ & un/ructur$ data1 utiliz+ multiple s5sors on mobile plat=ms1 9clud+ sm>tph"os commonly ws$ 9 "ey"d life4 a#ajc 0,ab/ract4 #aie "<#b"> ,geo,,ai-bas$ p$e/rian space analysis to detect sidewalk slope1 surface mat]ial1 damage1 & ob/acles :ile assess+ e6ective p$e/rian wid?4 "<#c"> ,automatic result g5]a;n us+ g5]ative ,,ai to report f9d+s & propose improve;ts bas$ on safety guidel9es4 ,! /udy al explores ! f1sibil;y ( us+ sm>tph"os = p$e/rian 5viron;t surveys1 ) s5sors s* z a3el]omet]s1 gyroscopes1 ,,gps1 & cam]as4 ,! results %[ t sm>tlh"o-d]iv$ data c e6ectively e/imate sidewalk slope & analyze surface mat]ial 3di;ns by detect+ v>ia;ns 9 s5sor data1 (f]+ a pracricla1 cre{d-s|rc$ me?od = xont9u|s data collec;n4 ,by l"eag+ adv.ed ,,ai te*nologies l ,geo,,ai & g5]ative ,,ai1 ? /udy demon/rates ! pot5tial to analyze & report on p$e/rian 5viron;ts1 3tribut+ to saf] & m e6ici5t urban mobil;y4 ,! /udy utilizes ,,ai ,hub's datasets to analyze video footage1 id5tify+ surface damage & ob/acles1 & automates ! g5]a;n ( diagno/ic reports bas$ on /&>d guidel9es4 ,f9ally1 ? rese>* provides valuable f.da;nal data = ,se\l's data-driv5 p$e/rian safety policies1 3tribut+ to ! ongo+ ef=ts 9 ! #crd ,p$e/rian ,safety & ,3v5i;e ,5h.e;t ,plan4 ,by 9tegrat+ ----------------------------#ajd cr[d-s|rc$ data collec;n us+ sm>tph"os1 ! /udy demon/rates ! f1sibil;y ( sci5tifically advanc+ p$e/rian safety policies :ile mak+ data collec;n su/a9able & co/-e6ective4 c#ajc 0,ab/ract4 #aig ----------------------------#aje ,3t5ts #ja ,9troduc;n #a.-,backgr.d & ,objectives #b.-,objectives & ,me?odology #jb ,p$e/rian ,5viron;t & ,relat$ ,policies l.-,p$e/rian ,5viron;t #b.-,curr5t ,/atus ( ,p$e/rian-,relat$ ,policies #jc ,rese>* ,tr5ds 9 ,data-,bas$ ,p$e/rian ,5viron;t ,analysis l.-,/udies on ,p$e/rian ,net"w #b.-,/udies on ,geo,,ai-,bas$ ,p$e/rian ,5viron;t ,evalua;n #c.-,case ,/udies on ,p$e/rian ,spatial ,9=ma;n-,bas$ ,sy/ems & ,s]vices #d.-,implica;ns #jd ,analysis & ,diagnosis = ,p$e/rian ,safety l.-,ov]view ( ,p$e/rian ,safety ,spatial ,analysis ,frame"w #b.-,collec;n ( ,p$e/rian ,5viron;t ,spatial ,data #c.-,p$e/rian ,space ,analysis ,us+ ,geo,,ai #d.-,p$e/rian ,safety ,assess;t ,us+ ,g5]ative ,,ai #je ,summ>y & ,expect$ ,|tcomes l.-,e/abli%;t ( ,basic ,data = ,data-,bas$ ,p$e/rian ,policy ,/rategy #b.-,plans = ,utiliz+ ,|tcomes a#aje 0,3t5ts4 #aii ,s&,o oi=>a. ^ujr7.];ra `o^3 mrj3 0,geo,,ai4 .]eo1.qi3 `o,&`v jv1+7^7<3 ,s&* #bjbd-0,,br-#aj ^1jr7o1 #bjbe c* #gp1 #io1 ^1jr7;s ,s&*`mp3 0,,isbn #igi-#aa-#egjj-#icc-#f #ieecj ^oerdm5 #jfgef ,s&h[a^\,o ,s;u`m c5^m,gjv3"u #cdj`o1 #eg o ;&d3e&w d3`p3z ,s&*`mp3n ,xjbcoi4 d3`p3 .}~u #bja