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eo;ocz ]j>7q $3.sbj+`v"! l3;&j1 
,m o/i4 o"! mrjr ,oa 8'#a,0! 
,te]^*,mv .=,x^*,m .m7,o5["u 
^*jvjcz `v.]! `s;oe* i<[5`v $8i4

    ,oa8'#b,0
y;(rt)338',i-;.r,w,0^-#a8'.b5
,w.?,0,x;(rt)5,r"
,r338',i-;.r,w,0^-#a8'.m;r5
u;t,0

  ,oa 8'#b,0w ;m.]! h=jr iu;&iy3
eu,m"! o+7jr  8',i-;.r,w,0
^-#a8'.b5,w.?,0  w jr7"\! ir$a
p3,uw jb! `mje* d]`%3 .oa.sb
j+`v"!" ^oir$ap3,uw jb! `mje* 
d]`%3 $3.sbj+`v"! l3;&j1 ,m o/i4
.oa.sbj+`vv $3.sbj+`vw jbo ;=j+
;=j+`v$ iy3i4
  o *`mn,scz 0,lee & ,yu
8'#bjaj,04n,s .n<3j3 `u.]j+`v 
euj]! jv1+7j3i4 o *`mw `v3,o5lcz
a#di         .n#b.7         #agc
.m^* .o:a $3 `v3`/w .]iu"! ;[a.]
jcz _soe["u ,te]^*,m 0,x4v .=,x
^*,m 0y4"! irl7["u `=$3.? l7ju
.a+7! $.]j3 `=$3drctis^qeuj]
8'0,,sdm3 ,spatial ,panel ,durb9
,model,0! l+7j3i4
-----------------------------#ej
  c4 ^*,m
  .o:a $3 o5`[5`:a;<$ o"z^ q.?
.^(w .]"\n ,i"z _sq.o" <coe* 
.7,u$ .ocq `u%w y^mj+`vn ,i"z 
_sq.o"! `m^gj`o mrjr #b i3`/ 
.sb`z! l+7j3i4 #a i3`/"u `rqw 
p1d]`%3o5`[5! jy`mr^g,?jr q.?
.^(w `m,]j+`v" .[a q.?.^( ^m.(
">7o cu4z .o:a ,g["u .o:aw o5`[5
,m.go `\.]iycz j+`v"! h=.nj3i4 
#a i3`/ euj]w .=,x^*,mcz "u`[ 
p1d]`%3 e]exo5`[5oe:" ,te]^*,mcz
,]^\ iseo" *"]`v *"].n`ub" j(q 
l7hr iseo" `z,x`o$38'p1,0" .=ll7
.omr" *iu iseo" ^3`o iseo 
i[7oi4 #a i3`/ euj]n l+7iy3 
^*,mw `o;uh=`/">7z "7^md+ #a71n"
jy`mr^g,? `\`vcz "7^md+ #b71n 
$a$a .n,oiys o/i4 0,r4-.n`ub 
h=`/">7["u jvaqj1 ,m o/i['o `rq 
h[a,]z .);n o5`[5 ^*i=;ow 
#fj4j0p "! ,te]j<:/i4
  #b i3`/n,scz #a i3`/n,s 
;m.]iy3 `rqw .3;<o5`[5! jv1+7j<:
,o`g ,m.gw d]`%3o5`[5! l3;&j3i4 
o"s0`n s9s.q .o:a^\ o5`[5w ;<ocz
.o:a ,m.gw ,g,mj3 o5`[5 ;<o"u 
^u1 ,m o/i4"9#ad,0 82`["o5 
#b-#ad;0cz `rq h[a,]! h=.nj`o 
.)jm ,o`g^\ p1d]`%3o5`[5w `=$3.?
^gdu"! ^u:.gi4 8'$,0n,s .n,oiy3 
p1d]`%3 e]exo5`[5! irl7["u 
.):a.? eu"<30,i8',moran0',i,0! 
`s5.]j3 `\`v" `=$3.? .`ol7`v3
`/,m'$b'o #bjac c* #j4bjg"9"9
"9n,s #bjbc c* #j4bei"9"9"9"u 
.[7$jr/i4 8'c,0n,s .n,oiy3 
p1d]`%3 .3;<o5`[5w `=$3.? .`o
l7`v3`/,m'$b'z #bjac c* #j4bff
"9"9"9n,s #bjbc c* #j4dae"9"9"9
.[7$jr/i"9#ae,04 .[a `rq h[a,]! 
h=.nj3 jm o5`[5w `=$3.? l7`v3
`v3`/$ h=.n .)^ui is cu4`n 
chc/[e:" ,o$3n ,i"z .[7$dxiu is 
a#ej         .n#b.7         #age
fs/i4 .=,x^*,mw `=$3.? l7ju.a+7o
.(.rj3icz .s5z jy`mreuj]n,s 
`=$3.? l7ju.a+7! `u":j1 do1+$ 
o/[5! weoj3i4

  "9#ad,0 lsb;n-`z"u. .=i3."+"! 
huir"u `rqw eo`v3;[aiy3 o.o1,]! 
h=.njr/.oe3" .o:a^\`u+7.ulw `]m 
^3^x `v3;[aiy3 jy7i3."+oe["u 
`rqw eo`v3;[a o.o1,]! h=.nj.o 
eu'j3 .s5z j3`/"<`u j1 ,m o/i4
  "9#ae,0 "9"9"9z %wjva"%1o 
#j4ja0p eoe3o5[5 weoj3i4
-----------------------------#ea
    82`["o5 #b-#ad;0 "u`[ 
p1d]`%3e]exo5`[5w .o"o.? ^gdu
  ,'^gduiu ,r7">a,'
-----------------------------#eb
  ,oa 8'#a,0w ,te] ^*,m  8',x
;(0rt),0  cz q.?.^(" l3sb`m,] 
j+`v" q`m `%eu j+`v"u `m^gj<: 
`m,]j<:/i4 ,iuj3 .o:a `]`o 
l7jv7`v .o:a e&$ `v3"* ^*,miu 
;m$j<:/i4 q`m `%eu j+`vcz "u`[
q`m,m8'#ae,n ol7,0"u ;[a.]j3i4 
q.?.^( j+`vcz ir.u1 ol7 ;mrsb. 
^o.m7["u ;[a.]iy3 `uja":a 
^o.m7`v d+.g .oasb^g"%l7 
`v3"o.oa eo2 .)eg.oa ;mrsb. 
^o.m7["u ;[a.]iy3 `u,ma"* ^o.m7!
l+7j<:/i4 l3sb`m,] j+`vcz .n.usb
h[ajviu8'0,,lq,0v .o,oal3sb 
h[ajviu8'0,,lq,0"! l+7j<:/i4 
.n.usb h[ajviucz .o:a^\`u+7.ul 
crw ;mrsb. ^o.m7! jv3l3j<: `mj1 
,m o/.oe3" .o,oal3sb h[ajviucz 
d+.gl3sb^g"% #e."on,s .]wiye["u 
y^m ."+"! `\jbj<:/i4 `o5],m
8'#bjjc,0$ .n<3j`u >7.g,?
8'#bjbc,0o `r7,qj3 ^7^sbn ,i"< 
h=`/;]n,s .n`=jcz .)`malsb;n.ul 
#bjac`9#bjbc c* *$3 e<of["u
inohs"! jv1+7j<: d+.gl3sb^g"% 
#e."o ,m.gn,s .o,oa`o^3.n.usb`v 
.o,oa`o^3,s^o,[sb! .]w"9#ah,0
j<:/i4 o"! huir"u ,o`g^\ .o,oa
`o^3l3sb h[ajviu8'0,,lq,0"! 
l3;&j<: .o:a^\`u+7.ul ."+v *`/
j<:/i4

  "9#ah,0 o,ir .o,oa`o^3
a#eb         .n#b.7         #agg
,s^o,[sbz #b$.o ^sb"%1.? `o.g
8'l3sb.o1.?^sb jxz l3sb^1.)^sb,0
n,s .o.]jcz +`) .m7 jc"<iu 
;m7.xjcz `]m"u" .o,oa`o^3.n.usbz
h=`/.? `o.g8'h=`/;]w .o,oa`o^3
l3sb^g"%,0`v ^sb"%1.? `o.g .m7 
jc"<iu ;m7.xjcz `]m"u ,t.]j<:/i4

  .o:aw e&$"! h=.nj`o mrjr,s .o$
h=`/"! jv1+7j3i4 .o:a $3 o5`[5
`:a;<"! ^o`+j1 ,ir e]exo5`[5`v 
,o1.o1o5`[5 .m7 s,i) _s! l+7
j1.ocz j7l7 c(.r7w irl7oi4 e]ex
o5`[5! l+7j1 `]m .o:a $3 ,go5`[5
`:a;<"! `vir ;m.]j3icz ^od3o 
.(.rj3i4 eg.ncz j3`man,s ,o`g 
,m.gw e&$."+"! jva^uj`o s":bicz 
.s5oi4 h=`/;]w ,u^o.e&$.o,mcz 
q`m `%eu$ fz #dj`r .m+ iu,o"! 
;m;&j<: .ulj3 jm *d]`%3 ,m;oe3 
.n`=j3i4 ,i"<,s iu .o:a" h[ajo 
l7ir.?["u q`m `%eu$ .az ,o`gw 
e&$cz ^3]j`o s":bi4 ,o"2`g"2`m^\
.o:acr;=,r7l38'0,,grdp,0iu 
`u":j1 ,m o/.oe3" 0,,kosis4."+"!
`s5huj3 `\`v #bjac`9#bjad c* 
`]c5`v `]^maw #da`r ,o`g$b'o 
`\;[a;o:/[e:" #bjbb`9#bjbc c* 
."+cz <.oa `=d+iy.o <30</i4 
,i"<,s ir<3["u .o$h=`/"! l+7jcz 
^7^sb! `u":jr/i4 .o$cz h=`/;]w 
.o:a^\ ,u^o.e&$.o,m"! `m,]j1 ,ir
i3o1j7ex["u $.7 fz $.m7;o"! ^m:
jcz +,uo`o ,iregoi4 ,o`g^\ e&$cz
j3`ma^mi=l3p3n,s .n`=jcz p1^\ 
.o$^*i="%1 ."+"! jv1+7j<:/i4 
o,ir .o:a^\`u+7.ulcz ^3`o 
."+oe["u #f`rp1 d]`%3;o"! `mj3 
jm `\jbj<:/i4
  .o:aw `]`ov `u+7 l7jv7" `]`o 
`v3"* .od+cz .);n `u+7"%1`v ;]c*
`u+7"%18'#ae`9#bi,n,0! ,).]
j<:/i4 .)h=.?q do1"ob,[ `x,)n 
,i"[e*" `u+7"%1o .[7$j1 `]m ;u`v
cui=,m+$ ^1,r7j<: o5`[5 .[7$"! 
$.:u1 _soi4 .o:acui=,o.7 h[a,]l7
.);n `u+7"%1`v ;]c* `u+7"%1o 
^3i[,o ^o"/jcz _sz <coi4 /"! 
i!e* `g .o:aw `]m c="o5ssb .=l. 
i,m$ ;mrsb."u .]wiye["u" ;]c*;[7
o1
c#eb         .n#b.7         #agi
-----------------------------#ec
."ow `]`ov cui=,o.7 l7jv7! ird+
jcz ^*,m"u ;]c* `u+7"%1! ^\iu"u 
;m$j<:/i4 .=,x^*,mv ,te]^*,mw 
+>ah=`/">7z "7d+ #b-#e71v $8i4

    "7d+ #b-#e71 #b i3`/ euj] 
,o`geuj]w +>a h=`/">7
=gggggggggggggggggggggggggggggg=
  `m^g"1 d]`%3  d+.gd*;<  
;y,u$b'  ;yir$b'
""""""""""""""""""""""""""""""""
    .=,x^*,m
  "u`[p1d]`%3o5`[5"1 ==  ==  == 
==
  `rqh[a,] h=.n .)"1 #e4bah  
#j4bjc  #d4dgg  #e4hid
  `rqh[a,] h=.n jm"1 9#j4jgc  
#j4jgg  9#j4bif  #j4aha

    ,te]^*,m
  `uja":a8'ir.u1 ol7,0 ^o.m7"1 
#j4cga  #j4acf  #j4aad  #j4hgi
  `u,ma"*8'.)eg.oa,0 ^o.m7"1 
#j4acf  #j4jge  #j4jbf  #j4dhc
  .n.usbh[ajviu"1 #j4acg  #j4jif
#j4jac  #j4eci
  .o,oa.ob>al3sb h[ajviu"1 
#j4faj  #j4cdd  #j4jba  #a4fia
  "u`[q`m,m"1 #aa4dha  #a4bei  
#h4gcb  #ae4ifh
  .);n `u+7"%1"1 #j4fch  #j4jeh 
#j4dif  #j4hef
  ;]c* `u+7"%1"1 #j4che  #j4jgd 
#j4acb  #j4hea
  .o$^*i="%1"1 #j4ahg  #j4aai  
9#j4cdg  #a4cdg
=777777777777777777777777777777=
  .m"1 .);n l"/ ,mcz #c1efd`ro5
8'#afb`r ,o`g0x#aa c*0x4^3`o,0

    #b4 ^g,? `\`v
  ,oa 8'#a,0w ;m.] `\`vcz "7d+ 
#b-#f71" ,oa 8'#b,0w ;m.] `\`vcz
"7d+ #b-#g71`v $8i4 "7d+ #b-#f71
w 8'$,0\z .=,x^*,mq "u`[p1
d]`%3o5`[5! `rq h[a,]! h=.nj.o 
<30`u jy`mrj3 `\`vo`u" 8'c,0\z 
`rq h[a,]! h=.nj3 jm .3;<o5`[5! 
o+7j<: jy`mrj3 `\`vi4 ,te]^*,m 
.m7 `uja":a ^o.m7`v `u,ma"* 
a#ec         .n#b.7         #aha
^o.m7z l7`v3`/,m$ #j4idg"u chc 
i.m7`=,),] eg.n"u ^\iu ;m.]
j<:/i4 `=$3$.m7jr7"\w j]hrn ,i"<
q.sb,]jr7"\! o+7j3 ^g,? `\`vcz 
$a$a euj] #a`v #d" :a`s"ojr7"\z 
euj] #bv #e" h=`zjr7"\z #c`v #fn
.n,oj<:/i4 $a jr7z f[`n ,n $.o 
]:a["u `m^giy3i4 l7i3z ,te]^*,m 
0,x4w ;m.]`/,mq  .b"  .m7i3z 
,te]^*,mv `=$3$.m7jr7"\ $3 l7ju
.a+7j7 0,,wx4w `/,mq  .?"  au 
ji3z .=,x^*,mv `=$3 $.m7jr7"\ $3
l7ju.a+7j7 0,wy4w `/,mq  .r  i4
-----------------------------#ed
    "7d+ #b-#f71 `=$3drcteuj] 
^g,?`\`v
=gggggggggggggggggggggggggggggg=
  `m^g"1 8'$,0 `rq h[a,] h=.n.)
8q.sb,]8'#a,0  :a`s"o8'#b,0  
h=`z`v3`/8'#c,00  8'c,0 `rq 
h[a,] h=.n jm8q.sb,]8'#d,0  
:a`s"o8'#e,0  h=`z`v3`/8'#f,00
""""""""""""""""""""""""""""""""
    0,x3.b
  `uja":a ^o.m7"1 8#a4bic"9"9"9
8'#j4jdb,0  #j4ifh"9"9"9
8'#j4jdf,0  #j4icg"9"9"9
8'#j4jdb,00  8#j4jfe"9"9"9
8'#j4jbd,0  #j4jga"9"9"9
8'#j4jbg,0  #j4ajj"9"9"9
8'#j4jbe,00
  .n.usb0,,lq"1 8#j4jig"9"9"9
8'#j4jaa,0  #j4ajf"9"9"9
8'#j4jaj,0  #j4jid"9"9"9
8'#j4jaj,00  8#j4jai"9"9"9
8'#jjjf,0  #j4jbb"9"9"9
8'#j4jjf,0  #j4jjg8'#j4jjf,00
  .o,oal3sb0,,lq"1 89#j4jac
8'#j4jaf,0  9#j4jah8'#j4jae,0  
9#j4jbd8'#j4jae,00  89#j4jjc
8'#j4jji,0  9#j4jad8'#j4jji,0  9
#j4jji8'#j4jji,00
  q`m,m"1 8#j4jdj"9"98'#j4jah,0 
#j4ajd"9"9"98'#j4jah,0  #j4jgf
"9"9"98'#j4jaf,00  8#j4jaf
8'#j4jaj,0  9#j4jje8'#j4jaj,0  
9#j4jaa8'#j4jaj,00
  ;]c* `u+7"%1"1 89#j4jcc
8'#j4jbb,0  9#j4jcg8'#j4jbb,0  
9#j4jfb"9"9"98'#j4jba,00
8#j4jfd"9"9"98'#j4jac,0  
a#ed         .n#b.7         #ahc
#j4jge"9"9"98'#j4jac,0
#j4jde"9"9"98'#j4jac,00
  .o$^*i="%1"1 8#j4jdg"9"9"9
8'#j4jae,0  #j4jba8'#j4jac,0  
#j4jbi"98'#j4jae,00  8#j4jdc
"9"9"98'#j4jji,0  #j4jcb"9"9"9
8'#j4jjh,0  #j4jca"9"9"9
8'#j4jji,00

    0,,wx3.?
  `uja":a ^o.m7"1 8#j4dga"9"9"9
8'#j4jga,0  9#j4ccj"98'#j4agh,0 
9#j4bie"9"9"98'#j4jhd,00  
89#j4jcf8'#j4jcb,0  
9#j4afc"9"9"98'#j4jee,0  
9#j4jde8'#j4jcc,00
  .n.usb0,,lq"1 89#j4jbe
8'#j4jai,0  9#j4ddj"9"9"9
8'#j4aji,0  9#j4ajj"9"9"9
8'#j4jbj,00  8#jjbd"9"98'#jjaa,0
#jaab"98'#jjfd,0  #jjdj"9"9"9
8'#jjab,00
  .o,oal3sb0,,lq"1 8#j4jdd
8'#j4jbi,0  #j4jdc8'#j4abe,0  
#j4jfh"9"98'#j4jcb,00  8#j4jjf
8'#j4jag,0  #j4ahe"9"98'#j4jgc,0
#j4jjd8'#j4jai,00
  q`m,m"1 89#j4jje8'#j4jbh,0  
#j4fda"9"9"98'#j4jih,0  #j4jih"9
"9"98'#j4jcd,00  89#j4jaf
8'#j4jaf,0  #j4jii"98'#j4jeg,0  
#j4jbf8'#j4jba,00
  ;]c* `u+7"%1"1 8#j4jij"9"9
8'#j4jci,0  9#j4adi8'#j4jij,0  
#j4jja8'#j4jdj,00  8#j4jde"9"9
8'#j4jbc,0  9#j4jje8'#j4jec,0  
#j4jdd"98'#j4jbd,00
  .o$^*i="%1"1 8#j4jaa8'#j4jag,0
9#j4jec"9"98'#j4jbb,0  #j4jaj
8'#j4jag,00  89#j4jji8'#j4jaj,0 
9#j4jcd"9"9"98'#j4jac,0  #j4jjj
8'#j4jaj,00

    0,wy3.r
  "u`[p1d]`%3o5`[5"1 8#j4dbh"9"9
"98'#j4jah,0  #j4fii"9"9"9
8'#j4jde,0  #j4gbi"9"9"9
8'#j4jbc,00  8#j4beg"9"9"9
8'#j4jba,0  #j4gid"9"9"9
8'#j4jch,0  #j4ehi"9"9"9
8'#j4jbi,00
c#ed         .n#b.7         #ahe
  l7,mj7"1 8#j4jed"9"9"9
8'#j4jja,0  #j4jec"9"9"9
8'#j4jja,0  #j4jej"9"9"9
8'#j4jja,00  8#j4jca"9"9"9
8'#j4jjj,0  #j4jca"9"9"9
8'#j4jjj,0  #j4jcj"9"9"9
8'#j4jjj,00
  0,wald49`s5.]"1 8#a1hej"9"9"9
8'#j4jjj,0  #b1cjg"9"9"9
8'#j4jjj,0  #b1ide"9"9"9
8'#j4jjj,00  8#ahj"9"9"9
8'#j4jjj,0  #dic"9"9"98'#j4jjj,0
#ejc"9"9"98'#j4jjj,00
  0sudo ;,r#b3 8#j4dgb  #j4ehd  
#j4def0  8#j4bdg  #j4dfb  
#j4cgd0
  l"/ ,m"1 8#c1efd  #c1efd  
#c1efd0  8#c1efd  #c1efd  
#c1efd0
=777777777777777777777777777777=
  .m"1 %w,m.g "9"9"9 "7 #j4ja" 
"9"9 "7 #j4je" "9 "7 #j4aoe:" 
`v1ju8',0<3z d+.gu;<o5
-----------------------------#ee
  .=,x^*,mw `=$3.? l7ju.a+7j7z 
h=`/.?["u %wj<:/[e:" ,te]^*,mw 
`=$3.? l7ju.a+7j7z euj]n ,i"< 
h=`/.? %weo,] :^mv .]iu$ i1"</i4
`=$3.? l7ju.a+7j7 .);nw h=`/.? 
%weo,]! `s5.[78'0,wald4 hn,[h[,0
j3 `\`v" euiz euj]n,s #j4a0p ocr
%w,m.gn,s  ,x^#b  $b'o `mrem
$,t! `o$ajcz _s["u ^g,?iys/i4
  "7d+ #b-#g71z $a ^*,mw .oa.sb
j+`vv $3.sbj+`v" ;=j+`v"! iu;&j3
`\`vi4 `rq h[a,]! h=.nj`o .)w 
euj]`v ^o`+jr/! `]m" `rq h[a,]! 
h=.nj3 jmw euj]z `=$3$.m7jr7"\w 
%j]n ,i"< ]j>7o l7oj3 _s["u jvaq
iys/i4
  m,) `u+7 l7jv7w h=.n^*,mq ;]c*
`u+7"%1`v .o:a e&$"! chcrcz .o$
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