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4 3 " *-0 42 # 54D5 9 3 ) #?' . ! E 3 . 0 4 * ! &A= * C6+! 4 E 3 . ">=# . 7:9# ) ! E 3 7 $ E 3 65E 3 " , * ! G4 * $ 7 * ! = "! E 3 2 " . 3 0 # * L5C 0 & * 4 =# 2;F
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G #D7 *-02* 4 E 3 # 3 A ' 1 = * * 3 )+* l 5 , # A 7 = 7 * =>7 # * 2 ' 1 = * 9 3 . 1 # , ) ! 4 E 3 . & 1 56 & 54D5 9:=& 6 1 9 3 6;
4 # , * & 6 1 9 3 6C " 6C *-3 , =+' " * 7 * ! 4 #%$ , * = ! E 3 0 * ! # 3 A 0 54 9 3 6C o * 6+4?* ! $& F n ! *+1 4?*-! , * $ * 4 . "= 5 *-, $
H $ ; * D*+1 =#$ E 3 65E 3 1 7 5 &A=# o $ *+1 = 0
# ( $ ' 1 = * 3 54 & 4 *-, #D" E 3
E3 ) * I82 4?* ! $ 1 # l # 4 1 65
3
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4
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7 9 3 . 6 ! * = 4 E 3 , 02* 95' 7 "! *-, $ * 4 . # 3 ) 6 * " . * 6 & 5 & ) 7 54 9 3 1 # # 3 A?F t 54 0 7 * ">7 *@3 1 4 & )+* ! I D"
#27 3 0 E 3 0 #2 7 0 9 )+. #D " o #$ E 3 65E 3 o = E 3 ) ! 42 # 1 4 ">= # 1 6 & o #D">= 4 E 3 2 4 3 ">= $ * 4D . =& , 5 & ) 56 & = 1 = o * 6+4 * ! ) 0 54 * 3 # 3 A 9 F
$ $ *@. ! E 3 & "! 7 * & 1 9 3 'D= 1 )+! * . D *-0 3 7 53 4 E 3 o 9 " & ) ! 3 0 5A , 42D A& = * C 565E 3 F
Q , = 4 * 3 o $ *+1 = 9 (
$
$ " # 1 , . & 1 7 54 * 3 ) $ *-0 42 = & 7 9 3 6C $ * $& 6C 1 , . 4 * 4 = " * = * ! )+! 1 #"# ) #%$ * 4D 6 * 1 7 # 1 7 5 &A=# F >" = 42 ">=& o $ *+1 = # , 2 # o 9 3 = ) 3 7:& " ;* 3 4D 6+! " * F
# 4 1 6 * $ * " A2) ! &A= 3 ' " C! 0 # 7 4 &A= C! 4 E 3 6C 1 5 * 565E 3 F * ! = "! & 42 # $ * l # 4 1 65E 3 , 42 . , * ! 4D4 9 3 6C '
$ * 4 * & 4 * 3 ;4 E 3 ' 4 * " . $&A= 3 F 1 3 )+1 4 * & 4 * 3 C4 E 3 l # 4 1 6 * " A 1 53 4 E 3 , & * = :*-3 , 9 $ * 4D o 3 )+1 #
IF X 7 E 3 6 = = l # 4 1 6 *@, # )+! * o 9:3 = 4 * ">= 56 & 4 3 C4 E 3 '2= $ F $ * $ E 3 =>7 " *@, # )+! * 7 ) 3 7& " A ">=& 4 6+! " *
, * ! 4 &A= F
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9 . # 6 ! * C 4 3 " 1 ! E 3 4 ! 1 F ">= 42 >" =& , # )+! *-, * 0 D 0 7 =2$ * 4 4 ) 3 1 0 * ! ) 4D5 ">=&
7">=# .-# X '7 93 ">=# .-# 6 $ * $& 6C 7 ) 3 $ *-, 4 * 3 2 7 ) = 5 # F
" # * 53 4 9 3 6C # 3 A 53 6C , =&A7 7 5 4 9 3 6C " 1 #2= * +6 ! 4 9 3 , & . 6 * ">9 * l 9 ) & 1 ' C6 -* , & * ' o & AL & * 2 " * 7 "! *-,
" * = 1 3 7 3 ,B* " . 0D, E 3 4 1 , &(' 1 = * * 3 4 * 7 )-! 0 9 " . 4 ! #%$ E 3 . ! *-0D. 1 0 9 1 02* 4 * 3 4 l 5 , # 56 * 4 #D= 4 * 3 1
# ) ! &A= E 3 1 "C& 6 1 * 3 2 54D5 9 =& 6 1 4 # , * & 6 1 * 3 2 . 3 =# , = *-, =& 1 9 4 *+) ! E 3 021 . D *-0 3 7 565E 3 . " = 5 9 4 * $>" # # 3 . 4 * 3 '#D7 ) ! 7 54 * 3 l # 4 1 6 * $" # " 1 1 7&A= * 3 2 6CDC 1 = * #?' , 42 0 9 o *+) , 2) ! 42 "=&
$ * $>& 6; 02* & 7 56 * 7:9-$ 3 0 ! &A=+' 4 # ,B* & 6 1 9 " . 65! E 3 = = 4 * o . & , 7 = F C * 4 # ,B* C =&A7 4 E 3 . ">=# .
0 & " 1 * =& ) 56 * 4 3 " *-0 4 * 3 2 . D *-0 3 7 53 4 E 3 C 7 4 * ! ) ! 0 " . E 3 7 3 ,B* $& )! . C , 5;* 3 1 4 jL # C56 *1 . , * ! = 7 * !
& 6+! " 7 * ! 4 *+. ! & $ = * 4 9 3 , )-, * ! # , # 3 A 9 F
7 ) ! #%$ , * o * 6+4D # , 422) ! & 4 # o $ *+1 = # $ ' o *+) o & ) ! "! E 3 " . * 6 & j 1 56 * 7 ">= 42 ">= E 3 $ * $ E 3 6C . 7 1# F
W 4 3 ,B* . # )+* ' * " . F # , E 3 , * * L & ">= 7 =+' ) 56; 9:=&A= 6CD 7 53 4 E 3 $ *-0 42 = &A7 9 3 6; ( $ 'G= $ F 7:"=# . 4?* !
7 93 ">=# . 4 E 3 7 ">= 4D ">=& * J # L ) 2;F *-0 9 4 * 4 E 3 *:. & 6 &A= 4?* ! )-, E 3 4?* ! 4D l # 4 1 6+! 4 E 3 ) 3 7& " A ">= , *+) & J
L ) ' 1 = * # o 9 6C2 , , D & 5 * " . 4 ! . C & , 7 = 4?* ! $ 1 # l # 4 1 65E 3 c F = ) 3 7:& " A ">= 4 *-, #D" E 3
54 & 4 #2= 4?* ! * & "= 7 = 7 * " , 9" # ) o C )+* 4 E 3 F 9:3 " 1 9:= 9 = 1 7 9 3 6C "9:">= *-3 , # 4D56C 3 ) E 3 , * 7 " ) ! & = 9 3 6C
. ! E 3 C 0 4 E 3 6C , * 6;D54 & " ,B* 6C * , & L5C:6+! 4 E 3 , 02* 9 " 1 # . & 4 ) 7 E 3 C! = 7 * ">= 542 7 * 4 * 3 A 1 5 &A= * ! 2 ' 4 * o #
) " 53 9 3 6; ) 2 0 7 565E 3 6C ">9:"= *-3 , # * 7 *+1 42 , & 6 * 4D . ! E 3 1 0 J H ) D 0 4 #2= E 3 . 7 *-0D* 4 E 3
= C54 " 1 6 * ' "= 7 1 # ) # , * ! 4 ' 2 0 42 = 1 6 & E 3 ' = 0 F ' L ) H 4 3 7 C = 42 ">=+' )+. * ! = 4 * 3 ) 2 0 426 * 4 E 3 2;F
Q 9">= *-3 , 9 o $ *+1 = #8 "G= 1 7 9 3 , 6;2 7 53 4 E 3 , $ 1 o 98" 1 9:3 7 5 9@">7 * 3 7 4 &A= C! 4 E 3 l # 4 1 6+! 4 E 3 ) 3 7& " A ">=& * o?0 o c ' 2 ' . C = $ * 4D ) 9 3 7 3 , * ] Q ] EBOF R Q E Qf[ ? K›q FNTfM Ol ] Y Trq s)O M=q YDl * 54 L & 6 1 9 o 56 1 o 2;F Q 6; *-, =& 6 1 98$ *
= * 4 = ">9">= *-3 , ) 56; 9 6 * 4 4D o 3 )+1 # F
! & ! * "! * 4 E 3 . o *-3 , # = 9 . # 6 ! * C4 3 " 1 ! E 3 4 ! 1 $ * 65E 3 *-, 4D5 *+)+* 4 E 3 = 1 7 * 3 1 4 j L # C56 * 7:"=# .-# J '
. 4 * ! ) ! $ * 7 93 ">=# . L ) 4 * $ *+. "! E 3 F . * ! =G" * = *-0 9@" * = 1 3 7 3 , * " . = ! * o # l 5 , # A 7 = . $ *-, o 9:3 =
*+. "! E 3 ' 4D 7 E 3 6 7 "! *-, D *-0 3 , * . =& , 53 4 E 3 1 4 jL # ;56 * o *+) . & 5C4 E 3 ) 45A ">=&D7 4 &A= C! 4 E 3 6C ) 3 7:& " A ">= E 3 '
= $ F o *+)@, ) ! 42 ">=& 7:9$ 3 0 ! & = c F
!#"%$'& ()*+ "-,/.10325476
, 42 9 3 6C ) 7 9$ ,B* 42 7 54 9 3 6; . ! E 3 . 0-#8 $ * , 2) ! 4 * 3 1 ! * "! * 4 E 3 # 3 A = 9 . # * I82
* 7 # 6+! 4 E 3 5JL55 &A= , 95' "= :6;D ">=& 6 1 * 4 # , * C =&A7 4 E 3 &A= * C 6+! 4 E 3 . ">=# . 9 F W 3 1 0
#D3 " . * ! "! 4?* ! 7:9:# ) ! E 3 = = ) 7 F
4 E 3 7 9 3 6;2 ) E 3 1 1 1
*-, =& ) 56 * .-#2 7 0 4 E 3 2
1 4 * 6+! 4 9 3 F Z 0 & j 1 56 *
! E 3 0 &A=+' = E 3 , 0 " 53 42 #2=
! * "! * 4 E 3 # 3 A 9 $ * = 9 3 ) ! ' $ 1 # 4 # , * & 6 1 * 3 2 . ">=# . # H 0 & " 1 * =& ) 56 * " 6;
. "= 5 # $ 7:9 =>7 ! * 4 E 3 , . ">= 5 #8 ' 1 = * 9 3 $ * "& 6 * ) " 53 D 9 3 ' 4 & 6 , * 3 4 * !
4D ">= 3 7 3 7 . & 1 56 &(' . 7 *-02* 4 E 3 . D *-0 3 7 53 4 E 3 ' 1 = * * 3 $ * $& ">= * ! , ) ! 4 * 3 # 3 6 ! & 4D4?* !
) 4D6+! 4?* ! *+. "! E 3 6; 7 93 " *-021# F
W 3 1 0 4 E 3 , ' 7 $>& "= *-3 , " , 9" # & #D"= C =&A7 4 E 3 , 5ML55 &A= , *-, $ * ] y F [ Q O lDy ( TWV8E R ? ] * o & 4 0 5ML5 &A= , 2;F 1 :)-! 0 *-3 , 1 C 1 # $ * L * 4 * 7 53 4 . 7 *+1:9 '= * 4 = o $ *+1 =$ * #D" 6CD 7 53 4 $ 1 4 * $ *+. "! E 3
. # )+* 7 . ! E 3 . 0 * ! ' )+! * $ * *+. "! E 3 4 * ) ! "= 3 7 $ E 3 65E 3 F ) 4D:6 ! , *<; G>=@? 6+! "+' . 1 = * 9 3 o 9 5ML55 & = , #D" . C 6< 7 5 ' B
A 0DCEGF * 9 & 9 { 2 . ; 7 0 *+! . 0 o 4D ">=+' )+! * 7 = , = 6+! " * o 9 A 45 *+)+* 42 . =& , # ,H9 { F
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Q *+. 9 3 5ML55 & = , D# " 7 "= 4 * ! 4 * # . = 4 ! #%$ * ) ! 3 0 4D # ">= C = * L & & . ! & D *-0 53 4 E 3 . =& , F
5 "! E 3 , ' 5M5L 5 &A= , *-, $ * ( T ( y FLnoFLKZYQ O lDy ( TWVUE R ? ] * & 6+ & ,`o & 4 LF2;F * 4 = 5ML55 &A= , #D" 7 9# ) ! E 3 7 3
3
">= 7 $ E 3 65E 3 2 o $ *+1 =# $ 1 . , 9" 4 * 3 2 ">= ! *-0 # 1 7 9:=>7 ! * 4 E 3 0 5 "! E 3 & = * C56 * )-, * ! 42 # $ *-0 42 = &A7 9 3 6;
" A2)+! *+19 ) $& ">! = #%$ * '$ 1 * 3 2 0 426 * 4 E 3 = 1 = . 0 o 4 * 3 o $ *+1 = 9 , $ E 3 FGB , *+)+* 4 *-3 , . 6 ! =# 2 0 426 * 4 E 3 $ *8. = , $ 1 ">= ! *-0 0 5 "! E 3 2 . D *-0 3 7 53 4 E 3 . # ) ! & = 4 * $ *+. "! E 3 2 = 1 7 9 3 " #D" *-0 F = 4D
. 7 4 E 3 . D *-0 $ *-0 42 0 # 6C 3 ">= C = * L & * # ) ! 7 "! *-, 0 1 3 )+! * 7 * , & 9 6CD * " . 3 7 4 * ! D *-0 = . ! E 3 " # "! 4 3
. =& , '%$ 1 0 1 -3 0 3 . ; :* F
1 & * 4 0 5ML55 &A= , 9 7 = * 3 = L54 & ) 6+! 4 E 3 , & L5C 6+! 4 E 3 5ML55 &A= , 9 * o
( 2 0 ' )
o >" =&G#27 *-0 , * " C6 -* 3 , = 0 &Ml * * D4 6 & 53 4 E 3 * 7 # 6 * " , :5 $ E 3 7 ! I w " 2;F
+ "3,/.10-2 476
Z *+) & * 7 # +6 ! 4 E 3 5ML55 &A= , 9 . = ! E 3 7 ?4 * ! ) ! L * 4 * =& 6 1 * 3 5ML55 &A= , 9 * O6P 2;F 7 . ! E 3 . 0 * ! OP " * $ *-0 4 3 ">= 6CD "=& 6 1 * 3 & = * C:6+! 4 E 3 " 6; *-3 , ' ">7 # . 7 52 # 4 * $ o & ) ! "! E 3 25 *+)+* 6 1 *-3 , # 5ML55 &A= , # F O6P 7 "! *-,
. C56 #$ E 3 "G# +6 ! &A= 9 3 , , 422) ! ">=>7 E 3 , o 0-# 4D $ *-0 42 # F 3 7 0 4 E 3 , 422) ! & 4 . 7 1# $ * L * 4 * 7 53 4D 4 53 2 0 4?* !
. ! * 6;2 0 1 0 5 "! E 3 &A= * ;56 & $ * ! E 3 )+* 4 . C 7 0 *+! . 0 o 42 "= 4 E 3 , . C 7:& 0 *-, F * 4 = . ">=# . " * " 1 -3 0 3
7 * ! = "! & 42 # )+* = ! E 3 1 C 1 #? H?7 9 3 o * ! # 4 * $ *+. "! E 3 6; . 7 1# . . # 56 * ' ) 3 , * ! 4 9 & 4 l 5 , 56 * $ *-0 42 = &A7 9 3 6;
. 7 1#
D|c D $ * $>& 6; 4 53 2 0 42 # )-, * ! 4 # F E 3 *-, $ * )+* l *+1 =&A7 4 &A= ) 9 6;D &A= . C:6; 3 )+* 4 E 3
. *-0 3 7 565E 3 2 . ">= 5 # F
! * ">= )+! * $ *8. ! & )+* 4 * 3 D *-0 = 1 4 7 * eL * 4 6+! 4 E 3 6CD; 1 = * &">=& 1 9 5ML55 &A= , #?'5$ * . OP "C&A=# 56 *
. 4 *+! 1 # 0 0 & "! 4 3 F OP $" #B7 * , & D* & o & 4 E 3 4 3 ">= $ " 6;2 . 4 9 3 ! * "! & = &7 * , & 1 , . & 1 7 54 * 3 # 3 A 95'
7 4 & 6C?) ! 4 * 4 E 3 4 #D= 4 * 3 45;*+3 ) = . ! E 3 , . =& , 53 4 E 3 1 4 jL # C56 * ' 5 * ">= :65! E 3 7 9 D *-0 = ! * "! * 4 E 3 7 9 3 ; ) 4 * !
*+. "! E 3 4 * ) ! ">= = 4 E 3 F #2= 7 9 3 2 0 # , $ E 3 OP . 3 7 * ! 0 E 3 1 9 7 ">= 42 ">=&(' 1 = * 3 ) # 6 ! #$ * 7:9:" 1 #
. C 7 0 *+! . 0 o 42 "= 7 93 " 1 9 =# 4D 02. # , * ! C4?*! 1 7 5 &A= 4 E 3 6; $ *-0 & 4D6 # 7 . . # 56 &57:9 "! "! E 3 6; L * 4 * C565E 3 F *-0 9
. , * 3 4?* ! 1 ,B. * 4 E 3 # 3 A 9 , 2 # O6P 4D5 *+3 ) = . ! E 3 , . =& , # , 7 1 , . & 1 7 54 9 3 6C . ! E 3 . 02* 6;
* 10 9 7 * 1 3 7 * ! = "! & 4D ">= = 4 E 3 6; , * = 0 " * 3 7 3 2 . " 1 9:= 42 #2= 5 * " . 4 ! . ! & o E 3 )+! * 4 E 3 F
aEa
L0 < "
1 . &A= * $" , * #27 *-0 & ) 3 1 0 4 E 3 " . *+1 = 9 # 3 A ' 1 = * * 3 $" # 1 , . & 1 7 5 4 * 3 . 54D5 9 =& 6 1 * 4 # , * C =&A7 4 E 3 , * = 0 9 1 = * * 3 " * 0 $ E 3 #D3 " . * ! "! 4?* ! ! * "! &A= . , 65E 3 * 7 # 6+! 4 E 3 6C 5JL55 &A= , #? '= =& ) ! )+! *
. "= 5 o $ *+1 = # " 4 & , & ) ! $ * = ! * o . C56< 7 =+'-$ * . ! E 3 & "! 7:9:" 6 * )-, * ! C4 9 3 ' ) 3 7:& " A ">=&%$" # 4 *+) 4 3 , * 3 '
4 * o $ * $>& 6; l # 4 1 6+! 4 E 3 *+. *+)+* 4 = 56 * 4 * " . $&A= * 3 '" , 42D * = :*-3 , 95' . 0 FAF
! *-02. 1 -3 0D* $ , * 4D . ! E 3 1 0 ' )+! * o $ *+1 = ( $ , 3 1 , . 4 * 4 = 4 E 3 "= # 1 =# #?'D= $ F $ * 2 7 ">= 42 ">=& )+* )-0 * ! &A= 0 $ 1 9 3 6; "& 0 & " $# 4 1 = 4 E 3 6; = ! E 3 0 F X . ! E 3 1 0 7 * 7 E 3 6 *-0 & , * 4 ) & 4 53 4 E 3 6; . o *-3 , * 6;
, # )+! * 1 :)-! 0 9 3 )-, * ! o 9 3 = = 1 7 # = ! E 3 0 # FG ! & )+* 4 9 3 , . ">=# . *-, $ * ) 56C 9 =&A= =#2= ">= # 1 =# 7 542 ">=+' 0D0 * ! &A= =
9 = = ! E 3 0 9 . 1 #D"&A=" * 4D5 *+)+* 4 E 3 *+. *+)+* 4 = 565E 3 ']l # 4 1 6+! 4 E 3 6; ) 3 7& " A ">= E 3 . $ *-0 42 = & 7 * 3 1 , . 4 * 4 = 4 E 3 = ! E 3 0 9 * 6<) ! , # )+! *o 9:3 = & 4 0 # 1 6+! 4 * ! $ *-0 42 0 # "! "! E 3 # 3 AD 2;F X 3 ) 5C4 * ! ' . 1 :)-! 0 #
= ! E 3 0 # 1 , . 4 * 4 = " *@. 1 #" E 3 , * 4D5 *+3 ) = . $ *+1 6 * 0 B *+. *+)+* 4 = :6+! 4 E 3 6C , 422) ! & 4 F 9 = . $ *+1 6 *
* 5 & ) #%$ E 3 ) o ; )+* 4 E 3
H)$ ; # & I #.O.O.O # O
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) 4D65! E 3 , *
1 : * 3 = 4 E 3 6; 2 0 42 += '5= 9:= . 7 1 9
l I FKWFA Q F * $& 6C , #D= 42 >" =&
9 9& #
5 "! E 3 , = * =# # 1 :3 )+! -* ,B* ' )+! * 7 9 3 2 0 4 * 3 $ * #27 :) ! 7 = o * 6 -* 0 9 4 E 3 )+1 * 3 , 2# = D4 >" =& F :-) ! 0 9 3 ) D4 1
6 *-0 9 o # 02*@, E 3 = 0 7 & 4 02* 95' 4 . -! F & 5 g #.O.O.O8# =F
7 0
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|<>@?BA C EGF ^ Y ( M F Kiq MOF R M ( Zn q V8M Q nZM l#Y? [ T ( & I #.O.O.O # h@F [ TFLn›FZMrE”l9K|sO + FADx
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u * ! *-, . C56< 7 53 4 E 3 " o $ *+1 = 9 *+. *+)+* 4 = 56 *-, &$ * . = ! * o ) 4 3 = . ">=# . 95'$ 1 0 54 *-3 , # o $ *+1 =# . ! & C! 0 &A= $ * 2 . ! E 3 " # "! 42 # *+. *+)+* 4 = 56 & 4D . 1 1 :)-! 0 * 3 *+. *+)+* 4 = 56 & 02. 7 E 3 0 $ E 3 65E 3 o $ *+1 = F *-0 9 D *-0 3 , * ?o 0 o # ) o C )+* 4 E 3 * H 2 $ * 2 & 4 7 * )+* F = ) o C )+* 4 E 3 o # 0 # * 5 & ) 7 =
1 3 0 7 53 4 E 3 o $ *+1 =# 4D *+. *+)+* 4 = 56 & B4D . 1 02*+1 3 0 7 53 4 E 3 *+. *+)+* 4 = 56 * 4D o $ *+1 = F
213)456879
3 < ( O A ( pDl9K|s O l AJFWY( O A ( pDl9K sO [ T ( KfFA? T ( ?%T ( nZ? R s8O R Fn (JI T˜lon›FZMvs O
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$ FYW . ! *-0 6C2 ) E 3 D $>& ) ! 7 E 3 ,B* ' )+! * ) 3 1 0 E , . $ ,B*-, >" =# 0 & . =& , 5 & ) 6+! 4 E 3 6C # 3 A $ *B, 2) ! 42 "=
" 7 4 53 4 E 3 ' 1 = * 3 . 0D, E 3 4?* ! 4 * & "= * 4D65E 3 2 0 426 * 4 E 3 o $ *+1 = # F #2= 7 "= 42 ">= * 5 & ) #%$ *-, *@) 7 *
02* 4 E 3 , l # 4 1 6 * ' 1 = * 3 2 0 42 = E 3 . 7 1 9 ) F
213)456879
3 .< %0/21354617)6%8 ( ADM ( E›s O K|s O d ?eMBYDKWF + F d ?eMBYDKW
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K & "=#%$ * & $>& ) ! 4D .-#2 7 0 4 E 3 , $ 4 * ! $ 1 9 3 0 # 2 0 42 = E 3 65E 3 l # 4 1 6 * '2$ * , ) ! 4 * 3 $& 7:9:# ) ! E 3 = . ! &
1 4 1 :* 3 = 4 E 3 0D* j 4 & 6 & 9 F
= , = , , * 4 = * ! $" , * " 6;2 . 4 & . 0 542 # # 3 # 4D5 *+3 ) = . ! E 3 2 0 4 9 3 . ">= 5 *+. *+)+* 4 = 565E 3 . , 65E 3 1 3 0 7 565E 3 6C 02*+1 3 0 7 565E 3 6C . 6 *-0 # 6K X K ' K K ?) 3 7 * 4 ! $ *B, ) ! 4 * 3
. ! E 3 " # "! 4 * 3 *+. *+)+* 4 = 56 * D 0 4D =&A= = E 3 ,. 3 02*-, " C 7 4 3 7 = F 0 1 4?6 ! * 4 E 3 02* j 4 & = 5 & 6 1 * 3 2
) 7 *-0D* 4 E 3 OP $ * 4 #D= 42 # -6 ! &A= )+.# " o '%$ 1 ) "! E 3 ! &A= . *-0 3 7 565E 3 " 6C *-3 , 4D , 422) ! & 4 # *+. *+)+* 4 = 565E 3 $ 1 9 3 , " *6o # 02* " = *-! , &A= , 4D) ! & 4D , & , 54 & . # A 7 = F
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! ' I = * C:6+! 4 E 3 . D *-0 3 7 565E 3 5ML55 & = , 9 . ;56 #%$ E 3 = 1 ' )+! * 7 9:=>7 3 ! E 3 . " # . 42 ">= *+. *+)+* 4 = 565E 3 * o & 4 0
5ML55 & = , 2 ' . ! E 3 . 0 4?*@
! 1 4 "= # 1 6 & 0 5 "! E 3 6C $ *-0 & 4D6 # , 0 & j 1 #%$ E 3 4 ) 3 1 0 * ! ) 4D5 ">=& . ! *-0 6;2 ) E 3 6;
* & 6+ & ,`o & 4 LF2;F * 4 = . "=# . O6P $ * ">! = * ! ) o * 64 ! #%$ E 3 F dOP " * . C56 #%$ * " , 4D) ! & 42 # 4 *+! 1 & 1 o 0# . *-0 3 7 565E 3 2 . ">= 5 # 4 $ *-0 4D # F #2= , 4D) ! & 4 # 4D ) 7 *-,B* P/ 3 F = * C56 * o # 02*-, *
5 =F P/ K o # 02*-, * ) 4D6 ! &A= * ; 2 _ . C ,B* = & ) 7 = 0 & " 1 :* 3 = 4 E 3 , 6+! " *-, ; 6+! " 7 *-3 , # 1 1 # o # 02*-, * 4 *+! 1:0 9 ! E 3 1 = O K X K n/P/ K F2 ) 4D6 ! * 4 E 3 7 * & 1 ">=& P/ K ':= $ F
! . E 3 " ,B* 4 1 E F
& 9 * ; 2 9' o # 02*-, * . # ) ! E 3 7 = 7 9 3 2C 0 4 *@
, #2= 42 ">=
&A= 4 * "C
" l # 4 1 6 * $ * ) o * 6+4?* ! 4 E 3 * 7 5 # 56 * 4D 6 * A # P/ F )-! 0 *-3 , # $ *-0 & 4D6 & ) P / K . ! & C! 0 E 3 $ * D 2 0 42:6 * 4 E 3 7 ) D *-02*-, 1 P/ F
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213)4568793|<\V8EUM F L] ] d ?eMBYDK|s O T ( nN? R s8O R F d ? M=YDKNV H W 7 * 3 ">= 0 7 # # 3 C 7 24 ! 7 * 3 2 0 426 * 4 E 3 *+. *+)+* 4 = 565E 3 ,
, 56 & $ *-0 & 4D6 & " , = 4 *-3 , ' 1:0D* ) ! = $ * 2 X K QQ 1 ">= = 4 E 3 , $ *-0 & 4D6 # , 7 . . # 56 & F X . ! E 3 1 0B. E ) 4D6 ! , * K P P/ 9 * 9 2 & 9 # & I #.O.O.O8# E
, 2 ) ! 4 8
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& B )D j 5 9 9 . = ! * o #%$ -* , *@1 0 02* j42 7 53 4 E 3 OP & 4
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$ = * 3 2 $ *-0 & 46 * F * 2 X K QQ $ *B. = ,
9
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l 5 , 56 * '$ 1 ) E 3 " 1 3 , * #23 7 0 4 E 3 P/ X 9 4 E 3 = *-0 9
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' . ! E 3 . 0 4 * ! . 0D, E 3 4 1 # # 1 4?6 ! * 4 E 3 &A= * ;:6+! 4 E 3 2
. 6 * "# F
Q = = 7 4 E 3 P/ K " * =
9 . & 6 1 9 L * 4 * #%$ * 4 53 2 0 4?* ! ' 4 *-0 7 E 3 & # 3 AD 45;*+3 ) = 7 9 3 2 0 4?* ! $ "! E 3
. 6?! 3 = * 6+! 4 E 3 . ) & 6 * F "=# . 7:9 =>7 3 ! * 4 E 3 4D 7 9 3 6C P/ 3 $ * 7 "= 4 * ! = 9 . & 6 1 9 3 , 9" *-, OP F *
* 5 & ) 7 53 4 = $& 65E 3 . * 3 = 5 #? '= =& ) ! Q K K 6 K ' n ! 3 W$! K X 3 Z YP/ K F 7 4 E 3 ) 4 & 6; . C56 #%$ *
$ 1 7 9 3 o * ! 7 3 l # 4 1 6 * ' Q K K 3 $ * ) 7 * 4 . 7 *+1 7 P/ ' = 4 53 2 0 4?* ! " 4 * ! $ 1 9 3 ,
)-0 * ! * 4 E 3 , . C 7 0 *+! . 0 o 42 ">=& F = C )-0 * ! * 4 E 3 02* j4 #%$ *-, * = 1 ' o 9 *D*+1 = 7 5A #D3 " . * ! "! 42 "=
*+. *+)+* 4 = 56 * 7 . . # 56 &(' 4D . ! F . ! *-0D. & " * w 2 # 0 3 7 3 . 3 7 * ! = 1 7 * 3 )-0 * ! * 4 E 3 F . * 3 = 5 1 ! E 3 )+! * 4 E 3
. 1B)+* 0 7 # $ *-0 & 46 # * ) E 3 " 1 54 9 3 6C . , 65E 3 . * 3 = 5 # Q K K K-2 7:9:=>7 ! E 3 7 ) 3 $ *-, 42 # 7 9 3 , * ! 42 #
4?*+! 1 = * 9 3 6; $ * $>& 6C ) 4D 1 # *+. *+)+* 4 = 56 * $& 4 * 3 F Z #2= 56 * 4 53 2 0 4?* ! 7 9 o C54 *-3 , # $ *-0 & 4D6 & )-, * ! 4 E 3 4?*+! 1 = * 9 3
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! "= . 0 6 * 42! 7 542 # " # 6?! 3 ">= E 3 = * 3 = = $& 6 * $ * . * 3 = 5 Q K K 6 K ' . ! * ">= )+! * 7 ">= 4?* !
1 = * 9 3 ) $ *-0 & 4D6 # 7 &A7 4 ! #%$ * " A)+! * 4 E 3 4 3 " *-0 #%$ E 3 65E 3 O K X K nP/ K F *20 * j42 7 53 4 $ 1 4 53 2 0 4 3
" 2 0 42 = , & 7 1 4 * 6+! 4 * 3 . 0D, 422) ! & 4?* ! @Fu & $ *+1 =& 7 4 E 3 7 ) = 5 " P/ 3 $ * 0 53 4 $ *-0
. ! *-02. & " *-, f~ * 9 2 & # 5 I #.O.O.O # E = # 9 * ; 2;F
# - 6 ! #%$ * '
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9
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= , #2= . ">=# . # " * 4 *+! 1:0 9 7 &A= * ; =# ! * ! E 3 1 3 Tf?ey FNE ( pQ O ] Q ] EeOF R * 7& ) ! " 2;F
. * 3 = 5 n ! 3 W$! K X 3 . ! *-0 ">= 7:#%$ * & ,B. *-, * 4 = 56 & " 1 #2= * 6+! 4 * 3 2 o & AL & 6 1 * 3 2 1 ! E 3 )+! * 4 E 3 6C2C , ) , #? ' 6<) ! 7 E 3 , * ' )+! * ) 4D ,B* 4 3 ) 3 , * ! 4 # 1 7 54 = & 4 l 5 , 56 * , *+) & 0 7 *-! , 6CD , ) , 95' 7 . ! E 3 . 0 * !
OP = *-0 9 ) 3 , * ! 4D ) 4D 1# 0 7 # ) 7 * 4 9 3 6C *+. *+)+* 4 = 565E 3 F . * 3 = 5 Z P/ K 4 53 2 0 4?* ! 452C 0 E 3
4?* ! $ 1 9 3 ) 4 1 7 0 54 * 3 *+. *+)+* 4 = 56 & F% ! * ">= 2)+! * " * , # )+! * )-0 3 = n ! 3 W3! K X 3 7 9 3 ) 4D , 4 * ! $ "! E 3 . " . 3 7 42 #
l # 4 1 6+! 4D ">= OP ' )+1 # "! * 42 ">=&# 1 ) #$ E 3 ' )+! * . 0 ">= = 4?* ! $ "! E 3 " # 6?! 3 "= E 3 $ * 4D . 1 Z P/ K F
o . * 3 = 5 9 n ! 3 W3! K X 3 Z P/ K $" # . ; , * = & ) 7 53 4 9 * 53 42 # 2 0 42 = # # 0 3 7 $ E 3 65E 3
. C 7 0 *+! . 0 o 42 "= )-, * ! 4 . 7 3 0 * ! 4 9 3 6;8 . * ;565E 3 ' 4D . -! F , E 3 C . ; 7 0 *+! . 0 o 4D ">=& . 7 *-02* 4 E 3 )-, * ! 4 9
) 4D 1 # . ! & , #D= 56 & $ * 4 E 3 )+1 3 ' = $ F " , 5 # . C 7 0 *+! . 0 o 42 ">= E 3 " * *+. *+)+* 4 = 56 * . .-#D " o * 4 E 3
. * 3 = 5 # Z P/ K 7 # o * 6 )-, * ! 4 E 3 F 9 = 2 0 42 =
9 . C 7 0 *+! . 0 o 42 ">= E 3 o # 02*-,B* ) 4D6<! 7 =
G F
G 0D, E 3 4 1 9 # 1 4 6 ! * 4 E 3 OP $" # 0 53 4 9 7 * ! = "! & 42 # , *+)+* 4 E 3 , . 26 ! =# O K X K nP/ ;3 ' 4 * o "= 542 7 * 4 E 3 ,
! 0 " :)+! * 4 E 3 $ * , 2) ! 4 * 3 &A= * C56 * # 1 4 6 ! &A= F
. ) ! 0 7 54 * 3 0 6; 9 1 95' . ! &:$ * $ E 3 , )@
aEa
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& " 1 #2= 7 5 & $" , * o * 6+42 # # 3 A # * I82 7:9:">7 * ! = & & ' . C6 ! $ * $ * $ E 3 ! * "! * 4 E 3 54D5 9:=& 6 1 # 6 * "= #
o = E 3 ) ! 4 * 3 ' . ! E 3 . 0 4?* ! 4 *-, 2) ! 4 * 3 F Q & , . & j 1 56 * # 3 A 95' ) 7 *-0D* 4 E 3 . *-0 3 7 565E 3 2 . ">= 5 # * S 2 . ! * l 5 , # A 7 53 4 E 3 # 3 9 4D . ! * D *-0 4 * ! $ "! E 3 " * )-0 3 o 9:3 = ) # , 4 * 3 F o $ * ">= * ! )+! * $ 4 E 3 ) 2 0 4 #2= E 3
. 7 ">= 4D ">=& 6 * ;* 3 2 O6P F Z ) ! 4 9 3 , 1 &A= * & *-, $ * . ) ! 0 7 *+1 ' o 9 4D5 *+)+* 4 * 3 ! * "! * 4 E 3 o 9 #D" . 1 $>& 7 # . & , 565E 3 . =& , D *-0 54 * 3 22F Q =# 0 #%$ , * . ! *-0 42 "=&(' 1 = * :* 3 ">7 # ) $ *-0 42 0 # "! * 42 #
)+. ! * *-0 4?* ! 42 # "= # 1 =# # 4D o E 3 ) E 3 ' o 9 6C2 , ) 2 0 42 =& & '-$ 1 * l *+1 =&A7 4 * ! OP . C56 #%$ E 3 F
W ! 3 0 4 3 54D5 9 =& 6 1 3 1 4 ">= # 1 6 * 4 * ! E 3 1 3 ' )+! *o 9 OP , * ! 9 1 4 7 * RL5 7 = 4 * o " * 1 )-! 0 9 3 , 1 C 15*-,
o E 3 ) ! & = . =& , # F X 0 # 2 # ">= ;54 #?' ) . C * $ * 7 E 3 6 * 4 * ) ! ) ! * $ , * 3 ' )+! * O6P 4D56C 3 )+* $ E 3 . =& , # ) 4 9 3 6;
. o ;*-3 , # # 3 6 ! & 4D4 * ! 7 * 7 * 1 *-3 , , 422) ! ">=>7 E 3 # 3 A F *-0 9 OP , #" E 3 0 & " . 42 7 =7 4 & = ;! 4 E 3 , 1 4 = 4 E 3 ,
">9">= *-3 , *-, ' 1 = * 9 3 ) # 65! E 3 4D5 *+3 ) 53 4 E 3 *+. "! E 3 6; *+. "! E 3 6C $ *-0 & 4D6 # F?G 1 #D" , * " *B. 5 ) # , * ! = = , #2= , * 6;D54 & " , #?' 1 = * 9 3 )+*B) 4D5A "=& 2 0 42:6 * 4 E 3 ">= 3 7 $ E 3 65E 3 P/ K 7:9:# ) ! & $ * , & , # , & 4 l 5 , 56 *@1 ) D 0 4 #2= E 3 7:9 =>7 ! * 4 E 3 P/ K 0 5 "! E 3 F
C , * ! . 7 1 # $ *-0 42 = & 7 9 3 6C , 422) ! & 4 5 g #.O.O.O8# = _ # & I #.O.O.O # #D7 ) ! #%$ , * $ * "! = * !
$ *-02* 4 "9 `
, o ' 1 = * 9 3 , # )+! *8) ">= # . &A= & o 7 4 * 3 ">9 `
, o 9 "= = 4 E 3 * 7 54 L & 6 ! =& 4?* ! " * " * = 1 3 , *
4
+
6
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4
3
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* ' = *-0 9 "9 `
, o ' $ * ) " *+) $ E 3 , 3 ' ;*+3 . * H ">9 `
, o ' $ * D) ! 2 0 42 = 4 3 "
4 *+) $ E 3 , 3 2;FG , 65E 3 = 2 = ">9 `
9 ' 1 = * * 3 , $ E 3 " . * 6+! 4 * 3 7 ">= 4D ">=& F
, o # ) 4:65! E 3 , * . 0, 42) ! & 4 <
*-0 9 . g g $ * g O.O.O , 422) ! & 4DB *+. *+)+* 4 = 565E 3 ' 1 = * * 3 , $ E 3 4 . 7 4 E 3 . ) & 6 &?">9 , o , o 9 & o 7 4 * 3 * = 1 )+! * 4D . ! E 3 1 0 . *+. *+)+* 4 = 56 * 0 * 3 1 9 & g 4 ">= = 4 E 3 6; . ) & 65E 3 6; ">9 `
g g g 0 = * 3 = , 42) ! & 4 9 . = ! E 3 ' 5 * g g g 54 & g g 4 & 1 & 2;F Z 422) ! & 4 #
7 "! * 6C = 1 7 9 3 6; =& 6 ) 4D65! E 3 ,B
* & "! g 5 5 = =F & o 7 4 9 3 . 7 *+$
1 # & 5 # g #.O.O.O/# # = . 1
*+. *+)+* 4 =#%$ *8. 0D, 4D) ! & 4 # H # & 5 9 g #.O.O.O8# 9 9 9 & # . # && % # 9 & o 7 4 * 3 . C # & =F
7 1 9 o # 02*-, * 4 ) 9:3 7 ­
= ] K OF R lE”l F E 3 , $>" ,B* ) 7 *-0 & )-0 * ! * 4 E 3 . ">= 5 # 0 $ 1 9 3 6C "C&
= ! E 3 0 . 0 o 42 ">=& F X 9 4 E 3 . = ! * o #$ *-, * # , * ! = = 1 7 # = ! E 3 0 # 2 0 42 =&A= F W 7 *-0D*-, * . # , * ! C42 #
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X 5 +* ) 4 *-, * &?= *-0 9 " C6 -* 3 , # " * ">= ! *-0 4 E 3 X K Q Q
& I * 9 2
9# 9
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- 0 9
* ; 2 ' $ * . C 7 0 *+! . 0 o 4 * 3 ' )+! * *+. *+)+* 4 7:9 "! "! E 3 4 * ) ! X K QQ 0 " 7 0 4 E 3 6; P/ ;3 ':= $ F = 56 * 4 53 * )+! * $ E 3 65E 3 = , #D= " 6C *-3 , =# o # 0 # 1 7 5 &A= 4?* ! $ "! E 3 '7 * " , 9" # X K QQ ' 4 * ) ! $ *-0 & 46 & 0 . "# 0 45 *+)+* 4 E 3 F
! *-0 ">= 7 , * "C&(' )+! * , 3 ,B* 1 0 & " . ) & 6 & , 422) ! & 4 # *+. *+)+* 4 = 565E 3 * P/ * ; 2(2 ' *-0 3 , *
. ">=# . '$ 1 9 3 , 4D $ E 3 = 42 7 # , 4D) ! & 4 # * P/ * ; I82(2 = 1 ' o 9 $ * $ E 3 2 0 42:6 * 4 E 3 * * * ; I82(2(2 o 9 @6<@4 * $ 7:9 "! "! E 3 F X ) 3 1 0 * ! #27 *-02* 4 9 3 6C l 1 = #B " * 4D o E 3 ) E 3 $ *-0 42 0 # 6; 9 3 . ">=# . '$ 1 " * " 1 # . &A=
P/ 0 5 "! E 3 O K X K n/P/ K ' o 9 "@7 * 1 # . ; 7 0 *+! . 0 o 4D ">= E 3 o " 52 7 5 7 9 3 ; ) 4 * ! *+. "! E 3
$ *-0 & 4D6 * F =& ) ! D *-0 = 7 * " 6C *-3 , =#?' 1 = * :* 3 ">7 # ">= ! *-0 4 E 3 Y X K QQ . ! * 7 9 "! #%$ * ">= 3 7 $ E 3 65E 3 . # , * ! C4D # F
C o ;*-3 , $ * 7 "! *-, ' )+! * 2 0 42 =
9 4 *+) 4 3 , * F 7 *-! 0 ,B,B* "& ' )+! * . ! *-02. 1 3 0 3 , * & 4?* ! $ 1 * 3
" 6; *-3 , ' 1 = * :* 3 . ! & C! 0 E 3 ">= 3 7 $ E 3 65E 3 P/ $ * $ E 3 0 5 "! E 3 & = * C56 * '">= 542 7:#%$ *-, * 4D . C ">= 5 # . C 7 0 *+! . 0 o 42 "= F Y X K QQ $ * . = , 4 53 2 0 42 # . C , * ! 4D42 # 7 # 6 ! &?= * 3 = . C 7 0 *+! . 0 o 42 ">=& )+* ) 7 * 3 ">= &$ * $ E 3 * ">= & 1 6 * 4D $ *-0 4D = &A7 3 " 6; *-3 , = F u # 02*-,B* & #27 ) ! 7 = . # , * ! C4D # X K QQ
" 6; *-3 , =# # $ 1 ">= ! *-0 4 E 3 2 0 42 =# 4 53 2 0 4 * 3 7 * & 6 ! & 4 9 9 ' $ * , ) ! 4 * 3 =#D= @2 0 42 =# 4D52C 0 &A= 4 * " = C54D4 9 3 , & 0 0 9 " * ">= $ * 4 9 3 , & 4D ) 3 1 0 * ! 4?*+! 1 & 1 L * 4 * 7 54 9 3 6; . 7 1# 0 54 * 3 2 " 6C *-3 , =# F
G = , $ * $& ) ! , ) ! 4 * 3 * 5 & ) 7 = 4 3 " *-0 #%$ E 3 65E 3 . ">=# . F
IF X 53 2 0 4?* ! L * 4 * 7 = *+. *+)+* 4 = 56 *9 4 53 * )+! * $ E 3 65E 3 # ) 4 9 3 , " 6; *-3 , = # , ' . , 65E 3 7 "! * 6C
0 "# 0 4D5 *+)+* 4 9 3 6C 4D . 65! E 3 = = 0 D 0 9
I
*9 2O
& 9 5 L * 4 * 7 5 4 * 3 7 ) 5 1 9 = 9
L 4 5
* * 7 4 * 3 7 ) 5 1 9
E3 ,
O *4
= . ">=# . -* , . 1 ;:6<! 7 =+' 0 1 # 0 4 * 4D $ 02*-, * 0 D 0 ' 1 = * X K QQ ' * ; 2;F
* 7 53 4 E 3 , 42 7 9 3 6; . 7 1# 9 # " * ) 3 7 * 4 ! ) *+. "C! %# $ * 0 0
9 3 $ * *+. "! E 3 4 * ) ! . # , * ! C4 3
F
F O * 4 * 7 = 4 53 2 0 4 * ! . 7 1 9 " 6C *-3 , =# # F
H F . ! E 3 . 0 * ! ' )+! * " * . # , * ! C4 3 X K QQ * ; 2 ) 42 7# . ! & o E 3 ) ! E 3 1 ' . 1 7 P )B
! 0 . "# 0 $ *8. "=# . $ " 4 9 3 )-0 53 A o 9 " * ' )+! * & ) # , 4 9 3 F? ! *-0 7:9 =>7 ! * 4
K nP/ K . C 7 *-02*-, * 7 2 0 4 9 3 . 6 ! * = &A= * C565E 3 )-, E 3 4 * ! 4 * 3 2 . ">=# . # 42 7 # , D & 4D . ! E 3 1 0 02* j 42 7 = $ 1 E 4 * $ *+. "! E 3 6C 7 ) 5 1# F
7 "! *-, "= $ E 3 ) . ) 5;42 ">=+'<$ 1 ) " 53 DA # # 3 A # $" , * = E 3 , = ) 0 5 & F 7 ) ! #%$ ,
9 *0
* 3 1 9 2;F 26 ! * = " C6 -* 3 , =+' 7 *@1 = * 9 3 6C 9 * ) ! E 3 '$ * 0 53 4 7 ) = 5 -* ,
"!
& #
= o 0 IF
E 3 , 42 7 * 3 O K X P/ o 9 6CD ,
* *+. *+)+* 4 = 5 6 &
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1 = * 9 3 $ *-0 42 0 # "! * 0 7 0 E 3 , * D *-0 53 4 E 3 , . 26 ! =# , 2) ! 42 "= E 3 '$ 1 # , E 3 ">=&A= #.O.O.O8# ">9 , o # 4D . ) & 6F 7 *-! 0 ,B, * "&(' )+! * $>& ) ! . 7 9 "! "! E 3 4 * ) ! I $ * 2 0 42 = 9 7:9 "! "! E 3 4 * ) ! I ">= * *:. 4 * 46 & 53 4?* ! F
* . ! & )+* 4 * 3 . 2) ! 0 7 =+' o 9 . ) 7 * 42 # 9 = = *+. *+)+* 4 = 56 * * )+! * 7 6<@4 * $>7 * ! = "! E 3 , , 42) ! ">=>7 E 3
" 6; *-3 , = " 4D 02. # , * ! C42 # j = 4 * "" F 0 . 6 ! =# 7 9 2 0 426< 7 53 4 E 3 " * 5 * 4D . 265! E 3 = 3 7 53 4 E 3 0 D 0 #
! 3 4 ! 6C 3 3 ! 3 ! 4 3 26+! 4 3 F
">= 7 . E & "
9 ,
*
. 1 )-0 * # )
C = , * " * 4 9 4 E 3 1 . & 4D6 & .# , O6P F 1 ) #%$ * " * = =& ) ! ' )+! * . 3 7 * ! 7 = , = " , 9:" # . C56 #%$ E 3
. * 3 = 5 9 OP 7 * , & * l *+1 =&A7 4 * ! = E 3 , ' )+! * 7:9 1 ) #%$ E 3 7 ">= 42 ">= 6C2 7 =& " * . 3 7 * ! )-, E 3 4?* ! 4 9 3 , . " =# . *-, F *-0 9 ) D 0 4D:6 * 4 E 3 , $ *-0 & 4 * 3 D $ *-0 & 4D6 * 9 7:9 D 0 4D:6 #%$ E 3 0 0 9 . " 6; *-3 , =+' 7
4 & 6; ) ! 9 * ) ! E 3 F = " 1 #2= * 6+! 42 "=+' )+! * * 7 5 # 565E 3 $ *-0 422 $ *-0 & 4D6 * . )+1 # , 3 7 $ E 3 O6P *. 4 * 4D6 & 53 4 E 3
, 422) ! ">=>7 E 3 . 0D, 422) ! & 4 ' 4D ) 7 *-, * V R [ y VXKNVUEUMsO [ lDTlDy FNy V ] R ? ] F
= 6CD 7 53 4 E 3 = *-0 9 # 1 ) #%$ * ) 3 " 0 4 E 3 . & 46 & . '+$ E 3 , ) ! OP . 0 o 4 9 . ! E 3 0 4 E 3 , , 02* # , . " =# . #$ E 3 . ! & . D *-0 3 7 53 4 E 3 , 2) ! 4 9 3 6C 7 9:3 7 $ 7 9 3 6C &A= * ;565E 3 F
aEa hL 7 5+6[5+7 4 7 * RL * 4D6 * OP $ *
7 , &4B/. 7MLZB/. ? "
= 3 +) 1 ">= * $ 4 9 3 6C 7 ">= 42 ">= E 3 '%$ 1 * 3 $" , * )-, & 42! 7 5 & 7 " #27& " A "=&?" o * 6+42 #
. =& , 5 & ) 565E 3 7 . 6?! 3 = * 6+! 4 E 3 6C 1 . &A= -53 6;?F X $ *-0 4 * 3 "= C54 * ! . ! & )+* 4 * ! ) 53 * ) ! E 3 4D . ! * " 4 * 3 l 5 , # 56 &('
4D ">= ;54 * ! 0 # * 3 $& ) ! " , = 4 * 3 . $ , 9 O6P 1 4 7 * RL * 4D6 * $" # = * ! )+! 1 " 1 A # o &A= * 4 * 3 , *+) & 6;DC 1 = * & "=& 6 1 * 3 7 ">= 42 ">=& OP . = ! E 3 ) 56;2 7 53 4 E 3 0 &A7 * "&A=
9 P/ K FD ! E 3 , )@02* j 4 & 6 * . * 3 = 5 #
Z P/ K . 9 4 * * & "= * 4D6 * 4 * 4 # A 7 * 3 . C 7 0 *+! . 0 o 42 ">=& 7 ) 4 & 1 # $ *-0 & 4D6 * ' 1 = * 9 3 o # 02* * )+! * = 7
& o 7 4 *-3 , , E 3 "= * ! F
Z *+) & "& 4 * 3 ">= 53 4 1 9 OP 4 . 1 . = ! E 3 " 6;2 . 42 ">= & 7 * 7 * , & = * ! )+! 1 9 3 6C # 3 A 53 6C 4D56C 3 )+* =
. ">= :6 ! #%$ E 3 65E 3 . & , 56 * . =& , F $ * = 1 * 3 7 ">= 42 "=+' . 1 = * C # o 9 9 O6P 7 . o *-, =& 6 * . =& , 5 & ) 56 * 4 * # 4D 7 9 3 6C " E 3 = E 3 ) 7 * 4 9 F X 9 4 E 3 #27 *-02*-, * RL # , * 4 =
9 . 02. 5 #%$ E 3 65E 3 = = =>7 )+* 4 E 3 Fu # 0 # . # ) ! &A= 9 0 7 )-0 E 3 4 * 3 . ! E 3 ">=# . 9 1@. . & "# 0 7 #87 ">= 42 ">= E 3 OP $ 1 ) ! = &A= * ;:6+! 4 E 3 2 " 6C *-3 , =# F
. ! *-0 6CD ) E 3 6?! 3 "=& $>" ,B* 0 &" 1 #D= 7 5 & . 26 ! * = " 6; *-3 , =+'@7 4 & 6C?) ! * ) ! E 3 0 54 9 3 $ *-0 & 4 * 6 . . # 56 * ' ) E 3 " 1 5 &$>" , * 0 0 * . 4 * 4D6 & 53 4 E 3 7 0 * 3 6 * *+. *+)+* 4 = 56 * F W 3 C 7 * 4 ! $" , * # 1 3 ) 5 &(' )+! *
4?*+! 1 = * 3 " 6; *-3 , = 7 9 1 ) #%$ E 3 7:9 "! "! E 3 X K QQ 4 * ) ! "= = 4 E 3 ' 6<2) ! $ * 0 #D " *-02*+1 " 1 #2= * 6+! 42 ">=&(' )+! * 7 *
6" ; *-3 , =# * ) ! E 3 7 9 3 C ) 4?* ! 4D 02. # , * ! C4 * ! 2 0 42:6 * 4 E 3 $ *-0 & 46 & F Q & =# 56 * 7 9 . 0 3 = 1 ' )+! * $& ) ! . 4 E 3 )+1 * 3
, 422) ! ">=>7 E 3 $ *-0 & 4D6 # 7 P/ $ * 1 0 &" . ) & 6 & 2 , 4 * 3 , 422) ! ">=>7 E 3 " 6C *-3 , =+' 1 = * 3 $ * = ! * o #27 :) ! 7 = F . * ! = " *@. = * $ , * '$ 1 9 3 ) 7 &A= 0 5 "! E 3 . ">=# . . ! &?7 9:=>7 3 ! * 4 E 3 4D 7 * 3 O K X K n/P/ K 'D= $ F . ! &
) 2 0 7 53 4 E 3 6C ' )+* 1 = * * 3 2 " 6C *-3 , =# 7 9 o E 3 C = *+. *+)+* 4 = 56 * 9 F * *+. "! E 3 7 &A= . 7 1 9 )+* " 6C *-3 , =#
# '%$ * D) ! 0 0 j = 4 * "" $ * 7 9 3 C ) 4?* ! 7 9 " ! " ! E 3 ' = E 3 , )+. ! * " 4 &A= )-, E 3 4 * ! 4 9 3 0 D 0 F X * o 7 &A= . 7 1 9
# ' . C 4?* ! $& 4 9 3 6; " 6C *-3 , = " 4 * 4 # 7 # . C 7 0 *+! . 0 o 42 ">= E 3 4D5;*+3 ) = " 6C *-3 , ) ! F t 54 0
7 1 4 & )+* ! I D" # 1 ) #%$ * ' )+! * . =& , 53 4 E 3 5M L55 &A= , #D" o 9 )-0 * ! & 7 9 3 o * ! 9 = 1 7 9 3 , )+. #D " o *-, ' o 9
6 * 1 7 9 3 . 0 E 3 7 9 3 o * ! # )+* " 6C *-3 , =+' 1 = * 3 , $ E 3 4D 0D. # , * ! C4D # j = 4 * "C"+' C ">= 7 ) D *-0D*-, 15* 7 "! *-,
">= = 4 E 3 , 7 9 3 o * ! # , * :. 4 * 4D6 & 53 4 * ! F 53 * " * 7 * ">= * $ 4 * 3 1 4 & )+* # 1 ) #%$ * ' )+! * OP " * . 3 7 * ! . . " 54 9 3 , )+
. #D " o *-, 6C2 7 $ E 3 F 5 , 53 4?
* ! o 9 6;2 , , &=#2= " 1 #2= * 6+! 42 "= ) . " = 0 M& l * * 4?6+! 4 E 3 C 7 4 & 65E 3
. H * ; 2 . 26 ! * = 7 9 3 o * ! # )+* " 6; *-3 , =# # 7 6+! " <
* ;
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6<) ! $ * 7 4 & 6 * ' 1 = * 3 & 4 0 # 1 #%$ * L * , * = & 6 1 9 3
W = * 5 * =& 6 1 * 3 2 D *-0 & " 1 $ * 7 * , & ) $ E 3 ,
Z 1 7 7:" 1 9 3 6; ! * = *+! ) 6 # F P . 3 = . # ) ! &A= 9 3 1
. 53 6 * ' . 1 #D" ,B* " *@. = 0-# 1 0 4 * ! 1 , * 4
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2
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30 4D 02* j
5
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4 & 65E 3 4 53 D 0 4 * 3 7 * & 6 ! & 4 9 4D . C ">= 5 #
, # )+! *-, * ) 4D:6 ! &A= 65! E 3 " 9 5 I #.O.O.O$# =F
#%$ * # ) 4 * 3 P/ K F
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*-0 9 $>" , * 02* j4D 7 5 & 4 53 2 0 4 9 3 . 6 * "+' 1 = * 9 3 7 ">= 4?* ! , 02* #$ * . 9 o . 7 P / 3 t F . )-0 * ! $ "! E 3 . # ) ! &A= E 3 ) 7 *-0 , * ) o ; )+* 4 E 3 0 H 5 I #.O.O.O # = ; ' 1 = * * 3 . C56 #%$ *
4 3 " *-0 #%$ E 3 65E 3 , )+.-#D " o *-, H 7 6+! " *:; *+. *+)+* 4 =#$ * 2 0 42 = 5 I #.O.O.O$# = 4?* ! $ 1 # P/ 7 * & 1 ">=& E 0 * &2 . = , 7 C565E 3 ~ = 9 3 . 7 *+1 = * 3 = P/ K F
* = ! * o "= 542 7&A= . C 7 0 *+! . 0 o 42 ">=& ' " $ 1 9 3 , &G" * =
9 = . * C56 * 0 * ! $ E 3 F X * 6C = :$ * = *-0 9 0 53 4D
. C 7 0 *+! . 0 o 42 "=
4D 1 4 * 6+! 4 * 3 , 422) ! & 4?* ! 5 I #.O.O.O8# =F
213)456879
3 < rE ( K l ] EUVXKZYvQPO [ T ( KfF ] 5 H = MmlonNpDF R F blDTfY ( p ( p ] YQ O ^ [ ( Y#?=A [ T ( p q] FK Mml
#.O.O.O8# 0 g lŸp q] FK Mml ; [ y l0 E›s O0
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4 * ! $ 1 * 3 . 26?! 3 = * 6+! 4 E 3 )-0 * ! * 4 E 3 . C 7 0 *+! . 0 o 42 ">=& & * H 2 * 1 5 *+1 = 4 * ! # * 2 &
* H & F2(2 . = , , # )+! *-, * )-0 * ! * 4 E 3 7 6+! " * ; . " 3 = $ 1 0 & 0 g O A#
102* A $ * R lEUVXKfF [TNq FLK ( AD? F * $ E 3 . 7 1 9 4D ) 7 *-, * [ TlDp#A F q [ ( A ()I M (#] EUV [Tiq FK ( AD? $" #
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0 & OA 0 O
*-0 9 O6P 7:9 1 ) #%$ E 3 . ! * " 4?* ! 6;2 7 53 4 E 3 D , L * 4D4 E 3 D Z 1 7 7:" 1 * 3 2 ! * = *+! ) 6 * " A2)+! * 4 E 3 . C 7 0 *+! . 0 o 42 "= 7 93 " 1 9 =# L * 4 * ;56 * * ; I82 * 7 = , = . ! E 3 . 0 * ! H 0 g 2 )
L * 4 * C56 & * ; 2 * = *-0 9 H 0 2;F
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"! *-, )-02* " * $ *-0 4 3 , =& 6 * ! 3 0 # '$ * $>& 6; ) ! . 7 1 9B$" # . C
*+. 0 # 1 6+! 4 E 3 2
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OF Mmlap ( y I F
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p q] FK M Q ] y ( nZq Y Q M FNM=?ey ( piOF h
5 : |< n [Tiq FA9K ( n s O ( EUpoTnoFNMs O MmlonNpDF R F ] E”l9KNV ( M Ol TfMvs O T ( niA FNq y FNMs O h
3 : ! : "o <blEUVUKWF [Tiq FK ( AD?$# 1 ^ ] ( ADM ( E”l R V [ T˜lp#A F q [ ( A (JI M (#] EUV R ?BE”l9KfF G * T# I82 l Y Trq sNO n›q FZMs O ! T# I " ^ + F [ TWV R VUEUV8poMs O h
Z 3 & " , 9" ?2 7 ! & = 1 4 7 * RL * 4D6 & O6P '$ * 4 #2= 4 * 3 = * 4 = . $ *-, ) 7 * 3 ">= ">= 6CD "=& 6 1 95' 4 * o = &A= * C56 * $>" # ! E 3 )+* 4 9 . ; 7 0 *+! . 0 o 4D ">= 4 E 3 , & " 6; *-3 , = 9 F?C = 4 3 " *-0 #%$ E 3 65E 3 ) 7 *-02* 4 E 3 1 4 7 * RL * 4D6 *
OP F
213)4568793;: .% : "o<>@?=A#C 5'& 0 = & B D)j 5 9 * 0 * &2(2 9 ~ & I O.O.O.O8# E = [ #( ] y ( ? [ M (#] E/M Ol ( AMPQ O K pFZyzV Kiq V M
TF [ TFLn›FZMrEU? + s O K|s O M F + p Q/q] q] s O ( ADM ( EU?%FNp#lDyz?=l9KfF ] ”E lDpo? (
p # %('% 17) ; h q FWY›M|F R FW^ on q F)# 1 Y ( M=pDFNTfx
? + FY ( [ EUV R ? O? y ( Q ^ [ T Ol p FPq YA Q/n q
&, *& 0 & 9 { 2 & I #
*I 2
0 YDA)F59o{ + F ( [ EUV R DOl y Mvs O FNp#lDyz?=l9KfFZ^E + h#9›{ & B D)j 5 9 * 9 2 9 9 = h
3 : %! : "o<*# 1 ] ( AM ( E”l R V [ TlDp#A F q [ ( A (JI M (D] EUV R ?BE”l9KWF G * #TI82 l Y Trq siO n›q FZMvs O ! #TI " M FWY ( =M pFZT ? + FY ( [ EUV R ? eO? y ( Q h
# 1 ) H X * 6C = ~ $ * 4?* ! $ 1 9 3 ">= 7 ' . 4?* ! $ ) ! . = E 3 B DJj 5 9 * 0 * &2(2 9 ~ & I O.O.O.O8# E =,+ 9o{ '= *-0 9
P/ K 4 * o " 5 #%$ * *+. *+)+* 4 = 56 & 02. 7 E 3 0 $ E 3 65E 3 . =& , # # 3 A 9 F ) 4D6 ! , * 0 . C 7 0 *+! . 0 o 42 ">=+'
)+! * OP $" #B7 = , = ">= 7# ~ 7 6+! " *; F = )+! * " . ?4 ! . ">= 7 ~ . = E 3 ' )+! * 7 4 *-! , 4 * 4 E 3 0 " :)+! * 4D
. =& , # , ' . = E 3 0 D 0 * & 0 & % 9 { 2 0.- * & 0 & 9 { 20/ 0 F? = 2)+! * 7 "! *-, ) =>7 )+* 4 E 3 * II82
. 9 4 * *(* ~ -2 2 ' 0 ">= 3 7 3 , *
0 & , * & 0 & 9 { 2
/ I21 + I O
*-0 9 . 0 * I O6P 4 *-, # )+! *@1 4 7 * RL5 7 = 1 . =& , # # 3 9 F
3
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! ' I w
* 4 = ) 3 7 * ! 7 "! *-, 4 * 4 E 3 = 1 4 * L =&A7 4 E 3 '<$ 1 " * , # )+! * ) l 5 , # 56 * 7 * ! =
9 )-0 3 = F Q . E 3 "! * 4 * ) ! OP
4 +* 1 4 7 * RL #%$ E 3 $ * , 2) ! 4 * 3 ! E 3 6 & OP 4 & 1:0 9 4 *+. ! * ">= 542 # . D *-0 3 7 = 0 54 9 3 . C ">= 5 F = l 5 , # 56 * ) 4 E 3 " & o 4?* ! 4D . ! E 3 1 0 7 . ! E 3 . 0 * ! . # ) ! &A= E 3 7 4 * ! $ 1 *-3 , 4 * "= 56 & 4 3 C4 E 3 , . o *-3 , # F Q , = 4 9 3
l 1 =+' )+! * OP 4 & 1:0 9 4 *-0 " . * ! $ E 3 1 P/ ;' 1 = * 3 o 9 ) #D "= 5 4 *+)-, * ! 4 * ! 4D . 0 5 "! E 3 O K X K n P/ K '$ * 4 9 4 E 3 1 5 *+1 = 4?* ! )-0#2 7 0 4?* ! 4?F P RL # , * 4 = *-, $ * 4 * ) A2) ! &A= * 4D ">= , =& 6 * H ' *+. *+)+* 4 =#%$ E 3 65E 3
. * 3 = 5 H ) 5 ' 1 = * 3 )+.-#D " o #%$ * 1 4 7 * RL * 46 & 15* ">= 56 & 4 3 C4 E 3 , # )-0 * ! * 4 E 3 F 5 "! E 3 7 ">= 42 ">=+' 1 = * C # )+* 6 ! *+1 3 7 =+' $ * " 1 #2= * 6+! 42 ">=+' )+! * ">= 56 & 4 3 C4 E 3 )-0 * ! * 4 E 3 4 * o # 02* 7 42 , * ! ;4 * 3 F
X . 1 ' 7:9 "! "! E 3 . C 7 0 *+! . 0 o 42 ">= o # 0 # 7:9 1 ) 7 = 4D . ! E 3 1 0 P/ K " 4D 02. # , * ! C42 #
X K QQ FG " *-0 4 E 3 . ) 4 3 , 1 # , # )+! * o 9 3 = =>7 )+* 4 E 3 ' )+! * #27 *-0D* 4 * 3 7 ">= 42 ">=& " * 4 *+)-, * ! 4 E 3 . = 1 7 * 3 0 # 9 OP ' 1 = * :* 3 ) 56;2 7 $ E 3 7 ">= 42 ">=& , =& 6 ' H F
$
# # #k
5 D# "+'
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$ 1 " *+. 3 = 5 # 0 = F P o 9 6;2 , , D & " , 9" # . 4 * ! 02* j 42
42
42
$1
=1
7 9 3 6C
7 9 3 6C
4 3 ">=
7 9 3 6;
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C $ 4
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! & 4 3 "! E 3 = = . ! *+. E 3 4565E 3 ,
" *+. C56 &
1 . & = 4 * $ . 7 *
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. . &"
0 5 "! E 3 6;
4 9 ) 3 1
5 & ) #%$ E 3 65E 3 $& ">= 9 3 0 # 4 * # 4D 7 9 3 6C " E 3 = E 3
7 = OP . ;56 #%$ E 3 65E 3 " * "= # 1 =# # 4 * # , 02* # 4 * # 42 7 9 3 6C " E 3 = E 3 ) 7 *-02* 4 E 3 4 * # 0 ">= 7 65E 3 6; $" # 4 * # 4D 7 * 3 " E 3 = * ! . . " 53 4 9
0 4 E 3 7 "= 42 ">=& , ) ! 4D ">=& *+. *+)+* 4 = 565E 3
+ ) " + ()* 74 62 @/.10 ( $ . ( 6 ) ' )* 2 )*
, * ! ;* 3 4 * # 42 7 * 3 " E 3 = * ! ) 3 1 0 4 E 3
. = #27 *-02*-, * 4 *+! 1 & 1B02* j 4 & 6 F
) 7 3 0 * ! 4 * 3 . $ , 9 ) *-0 & " 1 OP F
) D *-02*-, 1 ) " 5 #?'78$ 1 *-3 ,
= * , & 42AL & * " = #2= o ">= E 3 ">7 3 ) 54 3 o # 0D* 2 $ 4 * ! 7 9 # ) ! E 3 7 53 4D '
! *-02* 7 "! E 3 , 1 = *-! , = D0 * j4 & 65E 3 , D# 7 -* 02*-, * . ) 4 3 B
, 1 9 0 & " 1 #2=#$ E 3 65E 3
= = . 53 6 * . $ *-0 4 3 7 3 . o *-, =& 6 * XX ' 4 * 4 E 3 , 2) ! 4 * 3 " *
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, *+) & 4 * # 4 95' . ! * 6C2 0 7 3 l # 4 1 6 * $" # . 0 7 *-! 0 , * ! ) ! * $ , * 3 F X 7 E 3 6 . C 4 3 " o # 02*B. = ! * o #
0# * ) ! & = * 3 7 "= 42 ">=& #27 * 3 ">= $ * $ E 3 7 9 3 ) 4D , 7 OP ' . ! & 6 ! *-, ) ! $ * 0 o :* 3 2 7 ! &A= 1 5 *+1 = 4 * ! F
! *-0 #27 *-02* 4 E 3 , . 7 4 E 3 02* j4 & 6 * $ * = ! * o )-0-# C ) 4 &A=+' )+! * 0D* j4 & 6 * . ! * 7 ) = * 3 ) . 53 6 * * ! N " 2 '%$" #
6 &A= 7 53 4 9@7 . ! * " 4 *-3 , ) 4?* ! 4 E 3 ' :) ! 4D 0 o 4 * 3 )-, * ! 4 9@7 ) 4:6 ! * 4 E 3 & 4 02*1# . 0 F " D *-0D*-, 4D ) 4:6 ! * 4 E 3
. # ) ! &A= * 3 7 = * 3 = . 53 6 & F
3 7 0 4 E 3 , . $ , *-, o # 02* M FZ?eT ( M F X * # 4 . ! *-0 ">= 7#%$ * $ *-0 4D = 1 #?' 1 = * 3 * 5 & ) #%$ *. C ,B* = & 3 ) o C )+* 4 E 3 F
) 7 54 *8
213)4568793;: o<>?=A C EGF %F# # ; ^ d ?eMBYDKWF 7 H ; )+* -,.#/1032 l ?A@$B * 7 2 h6 ( E ( R
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M ZF ?eT ( M=? ^
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d ?eMBYDKiV 7 * 2 MmlonNpDF R F [@Tiq FK ( A ( pOl d ?eMBYDKWFM FZ?eT ( M=? ^
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lT 9 ? R FNMrE d ?eBM YKfF 7 mM lonZpF R P
R M ( Nn q V Mr? p q] LF K [@Trq s²O [ ? ] UE MPQ O K p ] UE ? [ ? ? @$B * 7 * (2 2 MmlonNpDF R F„p ] EU? [ MvsvO [ T (#] E ( T%M FZ?eT ( M=? l
A
R M ( nNq V Mr?€p q] F K p Q O ] EU? [ Mvs O K ( ADM ( E CDFE * 7 * (2 2 Mmol nNpDF R FPpQ O ] EU? [ Ms|O [ T (#] E ( T M FZ?eT ( M=?=h
#2= 0D* j4 & 65E 3 $ * 0 53 4 4 * # 4 $ 1 8 o * 6+4 * 3 . ; , * = & ) 7 = * 4 * 3 ) o ; )+* 4 E 3 ) . ">= 5 # , 0 . "= 5 # 1>0 FW D *-0 & " 1 OP $ * = 1 = ) 7 *-02* 4 9 3 4 * # C4 $ * $ *-0 42 1 , . 4 * 4 = 4 E 3 $ * 2 *+. *+)+* 4 = 56 * o 9 = *-0 9 o 9 0 53 4D $ *-0 42 # " 0 # ) 4D 1# " & g & 5 gg #.O.O.O8# g = O
X . ! E 3 1 0 o 9 o 9 A , ) ! 4 * 3 # 6C2 7 = *+. *+)+* 4 = 56 & . C ,B* = # ' 1 = * 9 3 $ * * 53 4 9 3 ' o & 4 3 C4 E 3 ,
) 3 . & " *-, 7 D 0 4 * 3 . ! * " 42 ">=& F
1 = ) 0D* j24 7 54 9 3 4 * # 4 $ * ">! = * ! . 4?*+! 1 # 0 ) o * 6+4 E 3 , * 4D = 1 ) 7 54 9 3 M|FZ?eT ( M ] [@TNq F [ s O M l9K s O
+ FADM ( E8Y ( ?%l ' Y›y l ] EUT Q F
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? ] [ ( T q 9Ol A9lDM ( ?bADp (˜+ VXKNV ! # " MmlonNpDF R F [@Tiq F [ s O MmlJK s O + FAM ( E8YDlD^
d ?eMBYDKiV MmlonZpF R F@E QL[P[Tiq F [ s O Mml9K|s O + FLADM ( E8Y Q ^ R M ( nNq V M=? R M ( nZq V8Mml [Trq stO [ ? ] EUMPQ O K [ lDTl R FNEUT ? [@TNq F [ s O M l9K s O + FLADM ( E8Y Q l K q s O ] y ( M lonZpF R F [ lDTl R FNEUT [Tiq F [ s O Mml9K|s O + FADM ( E8Y Q ^
b[ T ( p q] FK Mml 5 I #.O.O.O$#('&= Mml›nZpDF R F R M ( nNq V Mr? * 2 xŠE=Q O Y›y l ] EUT M FZ?eT ( M=? ] [@TNq F [ s O M l9K s O
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4 1 6 & . . " # )+* 4 E 3 7 93 " *-021# XX Q ) 7 E 3 , * FG 4 3
$ 1 4 3 ">= C $ * D4 " *+. 7 53 4 E 3 0 = F 1 D# " ,B* " * =#D= "&A=# 56 & . ) ! 0 7 65E 3 6; '
" $ * 0-# * ) ! &A= 9 3 . . & "
# 3 A # l 5 , # A 7 =
. ! * " ?4 * ! $& F
! *-02. 1 - 3 D0 * $ , * ' +) ! * . 7 1 9 , 24 ) ! & 4 9 7">=# .# 4 * ! $ 1 9 3 6; P $>" # 0 7 $ E 3 D 0 # #?'Fl 5 , 53 4?* !
& g
#
g
&
O
* 2
$
#2= " 1 #D= * 6+! 4D ">= , # )+! *-, *
D # # D &% F
! E 3 " # "! 4D ">= 0 g '
0 9 o 9 6;2 , 6; = * ! & . #k
5 D# "+'
! ' S
N ) 56C 9:=&A= . 3 7 * ! . , 65E 3 2 0 24 =
5=
">= 542 7 * 4 E 3 ,
5= 5D #=
'
. . -! F $ * . = , 0 53 4 2 0 42 = # # & I #.O.O.O8# 9 9 F
"=# . 7 = . 0 * #27 *-0D* 4 * 3 2 " 6; *-3 , =#?' . ! & . C 7:& & o 9 6C2 , # 65! E 3 65E 3 = * ">= 7 565E 3 0 = ' 7 4 & 6; ) ! o 9 . ) ! 0 7 54 * 3 7:">=# . 9 4D o 9:3 7 5 9 . # )+* 0 7 # )-0 E 3 4 9 3 6C 2 0 42 =
# -6 ! #%$ E 3 65E 3 6; . ! E 3 " # "! 42 ">= 1 g ' * " . F ' g ' F G = * 3 ' 6< o 9 o 9 9 . C , * = 9 4D ">= 7 * 4 9 " E 3 = 4D # 6 ! * D4 * " . # ) ! &A= E 3 , 0 = 2 ' ) E 3 " 1 5 & o 9 6C2 , 7 9:3 " *-021 9 = * ">= 7 53 4 E 3 $ , * 2 4?* ! $ 1 * 3
" E 3 = * ! E6 E F
X * 6C = = *-0 9 , 3 , * 1 0 & " . ) & 6 &7 93 " *-021 9 & 4 l 5 , 56 & = , '$ 1 o 9 , * ! 9 =
9 = 7 9:3 " *-021 9
7:9 . 0 I
= 5 = " ! g F C 0 5 "! E 3 . ">=# . . ) = E 3 , . ! *-02. 1 -3 02* $ , * ' )+! * " E 3 = . C56 #$ * " * ">= & 1 = 4?* !
o & 4 3 C4 E 3 , 7 93 ">=# . *-, " D 0 4D = , & 1 I #TI ' 6<2) ! "&A=# 56 & . 4?*+! 1 # 0 )+. ! * *-0 4 E 3 F
3 " . * ! "! 42 ">= " *+. C56 `
* o 9 6CD , , D & . = , $ *-0 4D 0 # "! * " *-0 7 = . 0 * 2 0 42 = 7 9 3 C ) #
' ' , * 2 & 9 1 $ , * 2 9 # & I #.O.O.O # 9 9 #
1 = * 9 3 $ * . 1 :)-! 0 * 3 o # 0 4 # A 7 9 3 ' 7 = , . ! E 3 . 0 * ! " E 3 = ) ;! 0 & 7 ) 5 *+1 " . 3 7 4?* ! ' 54 * o @ 7 * 4
0 7 *-! , " E 3 = 6C 9 o 7 5 F Q * 6 ! = * 4 E 3 , = * ! 6; = D 0 4D = . 7 "! * 6CD4 9 7 93 " *-0D1 9 = * ">= 7 53 4 E 3 o 9 6CD ,
! . ! & " *+. 7 53 4 E 3 F
) E 3 " 1 5 &?" # 2C4D42 # & 4 l 5 , 56 & #D3 " . * ! "! 42 ">=&" E 3 = *@
= 1 = ) $ *-0 42 0 # "! * 4 9 3 , . ! E 3 . 0# , 7 "! *-, 7 o * ! ) ! 4 * 3 . ; & 4 *-0 :6; 3 ) E 3 F ! *-0 4 * ! $ * 7 9:3 "=# .
" E 3 = * ! * 53 4 9 3 ' 6<2) ! 1 , . & 1 #%$ * 5459 3 ) # 7 93 " *-021#? ' . = 2)+! * " 7 4 53 4 E 3 7 9:3 ">=# . #B" E 3 = * ! . 2) ! 0 7 54 9 3 6C
7 93 ">=# . # 0 3 7 3 . * ! = * 53 4 * 3 2 0 42 = 9 F * 3 = "&A=# 56 * $ *@. 3 7 * ! ! * "! * 4 7 . ! E 3 ">! = E 3 1 . &A= * * S:FJIFJI82;F
& ( 2 0/ 2 04 + "D0 + ' ) 3 7 * ! # 1 . &A= 9 7 * ! 4D 7 54 * 3 7 ">= 24 ">= *-, XX Q #27 *-02*-, * ) 3 1 0 4 E 3 , ) ! 42 ">=& . =& , 5 & ) 56 *
= * ! 6C = o $ *+1 = #? '" * )-0-# C ) 4?* ! 4 E 3 , . ! *-02* 7 "! E 3 , l 1 = # = 9 3 1 $ E 3 65E 3 6; " * O6P F 7 4 E 3 . ) 4 3 , 1 # # 6 ! & 4 E 3 , *
7 " #27& " A ">=&" o * 6+4 9 3 , . ">=# . *-, 1 4 ">= # 1 6 * 2 0 42 = E 3 65E 3 l # 4 1 6 * *+. *+)+* 4 = 565E 3 FC = )+! * XX Q
$" # 1 , . & 1 7 54 * 3 4?*+! 1 & 1 1 , . 4 * 4 = 4 E 3 o $ *+1 = 95' 4 * 4 E 3 , ) ! 4 * 3 7:9$ 3 0 ! & = 2 0 42 = E 3 65E 3 l # 4 1 6 & *+. *+)+* 4
= 56 * . ! E 3 , '= $ F $ 1 l # 4 1 6 & *+. *+)+* 4 = 56 * . ">= ! *-0 E 3 * ) 7 * 4 3 0 = ' 0 &A=& 7 4 E 3 . C , * = 95' = 0 F 2;F
C = " * 4 * $ 0 ! E 3 7 * *+. *+)+* 4 = 56 * . ! * 7 *-02* 4D o $ *+1 =+'7 4D"! *-, . ! E 3 . 0 * ! 4 * # 42 7 # " E 3 = A'
E6 E & ?! L? * 2 # #
9
9 #2= 4 * # 42 7 # " E 3 = . 1 = * >" =#%$ *-, * . "=# . *-, . . " 54 9 3 , 7 * F 2 -) 02* >$ & ) ! $ * , ) ! 4 * 3 D *
0 = 1 & = * & 1 7 5 & = 9 $ 1 l # 4 1 6 * 7 9:3 " -* 021# " E 3 = * ! ' . ) ! 0 7 54 9 3 6; 7 93 >" =# .-?# ' . ! E 3 . 0 4 * ! 0 5 "! E 3 6;
. C B
, * = # F
! *-02. 1 -3 0D* $ , * ' )+! * , 3 , * . ! & . C 7 * 4D 4 * ! $ 1 3 PP ' . . 53 6 & " XX Q = *-0 9 7 ">= 4 * !
!
0 7 * * 5 & ) 56 * ' F = 1 = #27 :) ! 7 54 3 PYP #27 *-0D*-, * 4 * $ 6+! "= * ! $ "! E 3 l 5 , 9 . =& , 5 & ) 56 *
, 2) ! 42 "=&$ * $>& 6; ! * "! * 4 E 3 F
. =& , 5 & ) 56 * . C ,B* = # XX Q F = , #2= . 6 * "# " * # ) ! E 3 7 $ E 3 # 65! E 3 65E 3 PP = * 4 = . :6 * "$ * . l # 4 1 6+! 42 ">= " E 3 = * ! 4 #2= 4 9 3 F u *+) " . 3 7 4 * 3 284 ">= 7 * 4 E 3 7 4 & = ;! 4 E 3 6C . C ,B* = # " E 3 = * !
" * = = 6;2 7 3 $ *-0 42 0 # "! * $ 1 4 53 2 0 4 * 3 ) o ; )+* 4 E 3 o *+) " . * 6 & j6 1 9 3 6C 7 "= 42 ">= E 3 F
X 56C 3 )+* 4 E 3 . =& , 53 4 E 3 6; 2 0 42 = \{ $ * ! * "! * 42 7 * ! = "! & 42 # Tl9ADV”FZMmEUMs O R V R FNE ( A9l R V * . " E 3 = * !
" 4 E 3 )+1 9 3 , . 6 ! = *-, 4 * # C4 # 2;F Q E 3 = * ! ':" * 1 = * 9 3 , & " 1 * L5 # Z 15*-, t 7 :3 6 ! 15*-, . C56 #%$ *-, * '
$" # # 6 ! * 4 9 . , 65E 3 y V8M F\Ol TfMvs O TF TF ] F ' o E 3 )+! * 7 * ! N " 2;F
= * 3 = o ">=& " * 6+! ">= . & 1 #%$ E 3 1 "& 6 1 * 3 54D5 9:=& 6 1 * 3 . ">=# . 95' 6<2) ! " #27& " E 3 " = E 3 , ' )+! *
. C , * = 9 " E 3 = * ! $" # * 53 4 * 3 F X & 6 , * 3 4 * ! )+* . # ) ! E 3 = & OP F
$
#k
N 5 D# "+'
! ' . =& , 5 & ) 5 6 * ">= # 1 =# 9 XX Q F = # 3 D $ * 4D . 1 = 9 . & 6 1 9 1 , o & D4 = 5 & 6 1 3 ' $ *-0 4 3
" * = = & ) ! D *-0 53 4 E 3 L5; l 7 * 3 "= # 1 =# 95' 1 = * 3 o # 02* 02* j 42 7 = 4 * # 4D 7 # " E 3 = ! 0 ">= = * 6+! 4?* ! ) 4 3 , 7 9:3 " *-021 9 F , 5 * 3 ;6C &A= *+1 =# 9 $ * = = . o *-, =& 1 $& )B
3
3
6
!
D
4
4
3
F
# 1 ) #%$ E $ 1 # & 9 . ">=# .
C ) " 53 D * $ "! E 3 L5; l 7 * 3 ">= # 1 =# 9 " * $ *-0 4 3 # 3 1 "=# 0 7 54 9 3 . 0 C o 4 * ! $>&" * 1
" . *+1 = # , 7 3 = E 3 , * 7 . ! E 3 ">! = E 3 1 . &A= * ' . = )+! * . 3 7 * ! = * 4 = 0 # . =& , 5 & ) 56 *
"7 # . 7 52 # o E 3 ) ! E 3 . ! *-0D, * ! = 42 ">=& = * 3 = . 53 6 * F
" +* . "! E 3 , &
OP " *
4?*+! 1 = * 9 3 ,
XX Q " *
. =& , 5 & ) 5 6 * 4D56; 3 )+* 4 E 3 0 = 7 9 3 6C ) 3 7& " A "= E 3 F * 4 = 0 # . =& , 5 & ) 5 6 * " * D4 ) 9 3 7 3 = * 3 ) !
0 = , & 4 & 4L2F ! & D *-0 53 4 E 3 1 5 * :6+! 4 E 3 6; 7 ">= 42 ">= E 3 7 0 = * 6; . ) *+. "! * 4 E 3 " *+. ;56 * $ * 4 *+! 1:0 9
7 9 3 D 0 4 * 3 . # ) ! E 3 = 4D 7:"=# . # " E 3 = * ! $ * 4 * 0 & , * 4 ) & 4 53 4 E 3 2 7 9 3 o * ! 9 F X . ! E 3 1 0 . 0 = 0 & ,B* 4 ) & I . # ) ! & $ *-,B* . 1 :)-! 0 9 3 7 ) 5 *+1 . # )+* "! * ">= ) $ * 2 02* " * =&" A2)+! *+1 * . 1 :)-! 0 983 7 ) 5 *+1
"= * $ 4 9 3 6C "! * ">= 2
9 D *-0 3 7 53 4 E 3 4 * $ *+. "! E 3 7 o 9 = * ! 6C = 7:"=# . 4 E 3 6; 7 9 3 o * ! # $ * . * ! =7 D 0 4D # . & 1 565E 3 OP F #2= l 5 , # . =& , 5 & ) 56 * $" , * " *. 1 #"& & ) :6+! * 4 &A=7 0 # *-3 , . ! E 3 . 0 * ! #D7 *-02* 4 9 3 6; *+. *+)+* 4 = 565E 3 '
Y ( R I V8M ( pDlDMPQ O K Tiq FNE Ffq niK|s O K F
Ÿ ˜­\ ­
- @ $ 6 5 A D# "+'?
! ' i
A ` # # # 7 E 3 , * ' $ 1 9 3 , )+.-#D " o *-, . ">=# . 7 = . ! & . & 1 56 & OP 4D8 o * 6+4 * 3 ) 0 53 4 E 3
1 . &A= 9 $ * . . & " 1 4 ">= # 1 6 * OP . ! & . =& , 5 & ) 56 & 4 * # 4D 7 9 3 6C " E 3 = E 3 "
. ! *+. E 3 4D565E 3 , & $ *-0 42 = 1 , & F u # 02* = ! * o 4D5 *+3 ) = " . 3 7 4 * 3 l 5 , # 56 * = 3 )+*+1 $ 1 # *+. *+)+* 4 = 56 &
XX Q ) 7 &A= ' 1 = * 3 XX Q $ * *+. "! E83 ' 4 & 6C?) ! $" , *@, #27& & 7 1 . &A= -53 6; H F
G = ! * o " 7 4 3 7 = o $ *+1 = 9 4 * # 42 7 * 3 " E 3 = * ! $ * , =&A7 *-, . ) 7 *-02* 4 E 3 K P P/ 3 X K QQ l # 4 1 65E 3 F * $& 6C 0D* j4 & 6 * 7 &A7 4 ! #%$ * 6C2 0 6 * 9 3 6; OP ' . C = )+! * K P P/ K # -6 ! #%$ * '
$ 1 $ * 1 = * 3 XX 1 7 5 &A= 4 E 3 ' X K QQ . ! *-0 "= 7#%$ * & 4 l 5 , 56 * 0 & "= & o # 6 &G= * 3 = 1 7 5 & = 9 4D
6 * * 3 P/ F X ) 3 1 0 * ! ) 3 7 * ! # ) . ! *-0 6;2 ) E 3 1 . & = 9 #27 *-02*-, * *+. *+)+* 4 = 56 * XX Q '
$ * $>& 6; ) ! 4D5 *+)+* 4 E 3 $ * ) D *-0 & " 1 ) 7 3 0 * ! 4 E 3 OP ) ! * $ , * ! 4 * $ o = E 3 ) ! 4?* ! $ "! E 3 6?! 3 "= F 5 "! E 3 , 1 C 15*-, $ * . . & "
7 o 9 . * 3 = 5 # OP Q K K 6 K ' n ! 3 W$! K X ;3 ' Z P/ K F
) 3 7 * ! # . 1@. 7 *-02*-,B* = * 5 * =& 6 1 # 5459 3 ) # &A= * C6+! 4 E 3 2 . :6 * "C# O6P # 1 3 )+! *-, * 0-# " *-021 9
o * 6+4 9 3 6; =>7 )+* 4 E 3 4 ) 7 *-02* 4 * 3 *+. *+)+* 4 = 56 * 0 5 "! E 3 1 , . 4 * 4 = 9 O6P F
W . ! -* 0 6;2 ) E 3 6C 1 . & = # 3 A 9 * 8I 2;F E 3 *-, = * 3 = "D0 ">= 3 7 3 , * " *
* $ 1 ">= # 1 =# . 26 ! . 3 7 * ! OP
+/( ) , ( 2 0 ' ) + "-, .103254 6
1 7 ">= 4 E 3 . o *-, =& 6 * H )-0-#D 7 0 4?* ! 4 E 3 ) 2 0 4 #2= E 3 . # ) ! E 3 = 1 .
. . " 54 9 3 6C 7 . ! *-0 6;2 ) E 3 1 . & = * 2;F Q , ) ! * $ , * ! 4 * $ * 4 " ,
' 5 * & . . & " & , . *-, * 4 = :6+! 4 E 3 " 4D5 9 0 " :)+! * 4 9 3 6; 7 9:3 " *-021# 4D5 *+)+* 4 * 3 D . ">=# . # l [ y V YDl9KWF(# 1 p [ T (JI y F R lEUVXKfF ( [ EUV R lDy V nilJKfF '' 4 F
0 5 "! E 3 #D3 7 5 9 " * , *+) E 3 , * $& ) ! $ * 4 4D = ! E 3 0 # XX Q ' " *81 = * 9 3 , & o 9 9 .
;
6
$ * $>& ) ! . =& , 5 & ) 56 &2$ * = = . 53 6 * 7 * ! 42 7 53 4DF *-0 4 3 " * = ! E 3 0 # JNJ ! % " 4
. ! *+. E 3 4D565E 3 , &$ *-0 42 = 1 , &(' 1 = * :* 3 $" , *@02* j4D 7 5 & 7 1 . & = * * FJI82;F
a "a
=& , 5 & ) 56 & X X Q
= 4 * 3 7 9">7 * ! = * 4 E 3 '
F 7 *-02-* , * . . & "
7 3 0 * ! 4 9 = * ">= 9 * # 42 7 9 3 6; " E 3 = E 3 "
"!$# & %(')'* + (%
" -* 0 4 E 3 , 1 15*-, o * +6 4 * 3 2 . >" =# . # .
G
2 0 426 * 4 E 3 = * ">= 7 565E 3 6; 7 93 " *-021# " E 3 = * ! F = 9:= 7 93 " *-0D1 9 0 3 7 $ E 3 ' . ) ! 0 7 54 9 3 , & 7 93 ">=# . 9
G:6;2 . * 4 E 3 = * ! 6; = 7 ) = 5
l # 4 1 65E 3 ' ) 3 7 * 4 ! 4 3 , #
7 ) ! #%$ , * = *-0 9 4?* ! $ 1
$ *-0 42 = 1 , &
! & . # ) ! &A= E6
3 XX Q 4 )+. C56< 7 53 4 E 3 0 =8$ * 7 )-! 0 9 7 9 4) D , * 4 3 . ! *-02* 7 "! E 3 , . 5 ) # , * ! = = , #?'$ 1 9 3 " , 9" = 7 * 7 ) = 5 # 15* 7:">=# .-# , = * ">= 7 565E 3 6C P ' & 7 * " C 7 4 53 4 E 3 "
F C = " * 4 9 4 E 3 . 1 #" E 3 , * =
9 = " #D7:& " A ">=&7:9">7 * ! = & = ) ! * $ , &A= F
# . = , . ! & )+* 4?* ! 7:9 #D3 "= E 3 7 02* j4 & 6 & * 7 5 # :6+! 4 E 3 6C ' . = :)-! , j = 4 * ""
* ?65! E 3 =#D= 02* j4 & 6 & 7">= ! * o = F
# 4 * # 42 7 #@" E 3 = -" . ! *+. E 3 4D565E 3 , &C$ *-0 4D = 1 , & ) = ! E 3 0 9 " E 3 = E 3 " . ! *+. E 3 4D565E 3 , &
JIJ
E6 E 4
">=& B F W 1 .
!% " #
# 56 ! E 3 65E 3 '2= * "= 7 565E 3 0 = 7 * & 1
& = 9 F 7 E 3 ,B* ' )+! * # 65! E 3 65E 3 0 = $>" # . = ! * o 4 3
. # 6 ! * 4 E 3 ' . = )+! * = = 6?! 3 ">= . 53 6 * " XX Q 4 * " #27:&" E 3 = 1 . ! E 3 , " . o *-, =& 1 # = * 3 = 1 . &A= 95' 4 * o # 02*-, * $ * 0 53 #27 :) ! 7 = F *-0 42 0 # "! * "& . ! *-0 "= 7 , * ' )+! * 2 0 426 #%$ *-,B* 4 * ! $ 1 9 3 ,
)+. #D " o *-, 4D # 6 ! * 42 # " E 3 = F = , # . = ! * o #%$ *-, * = * "= 7 565E 3 0 = F P . C = )+! * ! * "! E 3 ,B* " *+. C56 &
3 . 0D, 42) ! & 4 9 Fu * ! *-,
, 422) ! & 4 '$ * $& 6; ) ! . . & " $ * 0 0 = 1 # i FJI '2$ * = ! * o ) 4D6 ! &A= $ *-0 42 = &A7 *B
. 53 6 * 4 = * 3 = # 3 A )+* " * #D">= 53 & = * , & 42AL & * . ! & ;! ) #%$ E 3 65E 3 0 = # , $ *-0 422 0 # # 4 3 )+* 7 W P 3
* o 56 1 L5 # 4 0 ' u O 2 ' 0 # 9 3 , Q O X P 3 * "& L4D5 ' QO 2;F *-0 9 C 7 4 & 6 * * 2 o 9 4 9 4 E 3 7:9 . 0 5 & , # , & F X 7 E 3 6 o # 02*-, * 7 )-! 0 9B#27 :) ! 7 =+' )+! * , 4D) ! & 4 9 , $" # ">= * $ 4 * ! 7 * & 1 * 3 7 * ) ! E 3 7 . C! 0 E 3 QO ' u O F
Ÿ ˜­\ ­
- @ $ 6 5 A D# "+'?
! ' w
X "! E 3 , 65E 3 *-, $ * # 3 6 ! & 4D4?* ! 7:9:# ) ! E 3 = & 4 l 5 , 56 * ) $ , * 2 1 6< 4 * $ #D3 " . * ! "! 4?* ! $ "! E 3 , # 0 D 0 #
. ) ! 0 7 54 9 3 6; 7 93 ">=# .# '?= *-0 9 " *+. C56 * 7:">=# .-# F 5 "! E 3 , ' 4 *-, * 3 4?* ! 0# * ) ! & = 9 3 , ) 3 7 * ! *-, o 9
o 9 A 0 D 5 * 4 E 3 & 4 l 5 , 565E 3 7 *-0 # 65E 3 6C 1 , 2) ! 4 *-3 , # 6 * 1 7 *-3 , # ) *+. "! * 4 E 3 6CD 7 53 4 E 3 0 54 * 3 E6E JNJ ! % " FG . & "! , * 6CD 7 53 4 E 3 ' 1 = * * 3 7 *-02* 1 . o *-3 , # , . ! & 5459 3 )+* 7 93 " *-021# " E 3 = * ! F & ) ! $" , *
#27 *-0 &(' )+! * 7 93 " *-021 9 = * ">= 7 53 4 E 3 " E 3 = * ! E6E $>" # * 53 4 * 3 ' 6<) ! )+.-#D " o #%$ * 4 * $ " 42 ">=& . ! & . 53 6 & "?$ *-0 42 = & 7 9 3 , & )$ , * 2 F =& ) ! '27 . ! E 3 1 0 # #27 *-02* 4 *-3 , 7 , & 4 # * 3 1 . &A= * $>" ,B* " * ,B*+) & &
. # )+* 4D 0 7 # 2 0 42 = 7 9 3 7 93 ">=# . " E 3 = * ! = *-0 9 * & ">= 7 5 9 . # )+* 0 7 * ! , ) ! 4D ">=& . 5 7 4 53 4 E 3 2 0 42 = o # 0 " E 3 = ) o C ) & " . 3 7 4?* ! ' 4 * o , 9 4?* ! F 4"! *-, o * 6+4?* ! $ "! E 3 , . ! E 3 . 0 * ! 7 "! *-, ) E 3 " 1 3 7 3 , *
)-0 * ! * 4 E 3 9 9 * 53 4 9 3 6C 2 0 42 = F
# Tl d F R pQ O ] y FA#Y? ] s O E Fq E6E . C PYP o # 0D*-, * ) # , * ! = L5; ll # 4 1 6 * H ; '
j
D
4
02* 7 54 *@3 . 1 :)-! 0 * 3 5 I #.O.O.O$# 9 9 = 7 ) = 5 *-,
* & 2 & $
, * 2 O
*-0 9 5L C l *-, " E 3 = * ! C ) # , E 3 , * 7 9 4 * " * 4 * 3 2 0 42 =
9 . $ *-0 42 = &A7 * 3 & 4 02* 9 F ,B. & 1 7 54?* ! $ "! E 3
$ * . = , . $ *-, 5L C l # )-0 * ! * 4 E 3 7 93 " *-021#? ' . = )+! * . 0 5 "! E 3 . 53 6 &(' * " . F " 4D ) "! E 3 ) 7 *-02* 4 E 3
l 5 , 5 & " , #?' o # 02*@0 o * 3 ) 7 * 3 ">= #">= =# = 2 = )-0 * ! * 4 E 3 $ 1 " . $&A= # F ) ! 7 "! *-, 1 & 0 #$ *
" l 1 = *-, ' )+! * . 6 ! * = 4D , * ! ! * 4 9 3 6; 7 93 " *-0D1 # $ * 7 )-! 0 9 1 4 * 6+! 4 9 3 ' = *-0 9 . C56 #$ *-, * $ * 4 " * =&A7 4 E 3 , & 6 ! * = 42 ">= , & * 53 4 9 3 6C D 0 4D = F ! *-02. 1 3 02* $ ,B* = *-0 95' )+! * ) 4 3 , * #D">= = 9 )-0 * ! * 4 E 3 . & o 7 4 3 PP 1 )-! 0 * 3 7 9:3 " *-021 9 4 = * ! 6C = P K t F # Tl d Q T ( noA FZq y FZMvs O pQ O ] y FA#Y? ] s O E F q E6E 4D P K t o # 02*-, * . = , ) # , * ! =B" . $&A= # . & , 56 & = * ! 6C = #D">= = * =# ) E 3 " 1 3 , *
. 3 7 * ! )+* ) 4D5A ">=& * =&A7 4 E 3 6; 6 ! * = 42 ">= E 3 2;F ! & )+* 4?* ! $ * , ) ! 4 * 3 #D7 ) ! 7 = o 0 7 . $ , 9 & . ! o # 02*-, * , 6 & " *-0 7 = . 5C 7 4 3 7 = 7 9:3 " *-021 9
. 0, 42) ! & 4 9 , ' * " . F F = , . ! E 3 . 0 *
" E 3 = * ! 4 $ *-0 4D , ' 6 ! & 0 # *-3 , 0 # # P F
X o 3 )+1 #` 7& 0 E 3 , * L5C l 9 7 93 " *-021# E6 E . PP 7 * & 1 "=& B '%= *-0 9@7:9 4 * " * 4 * 3 2 0 42 = 9
, * { 2 " * !2 = " ! g
`L5C l )-0 * ! * 4 E 3 = * ! 6C = 2 0 42 = F Q 7 4 53 4 E 3 , = * ! 6C = = ! E 3 7 9:3 " *-021# ) E 3 " 1 3 , * 4 3 ) 5C42 # . ! *-0 "= 7#?'
$ 1@. D E 3 )+! * = 4 7 9:3 " *-021 9@" E 3 = E 3 F o * 6+4 *-3 , . ! E 3 . 0 * ! * = $ F . ! & = * ">= 7 53 4 E 3 " E 3 = * ! = 9 . # XX Q 4D 0 = * 6;
. . " 54 9 3 6C 7 1 . F i FJI82 " * $ *-0 4 3 0 ">=& 1 , . & 1 7 54 * 3 L5C l 9 * "&A=# 56 * * 2 'D * o 2(2;F * $& 6;@54D59 3 ) #
4 3 , #D" 4D 0 4 E 3 4 * $ . 7 * . ! E 3 . 0 "& , # A 7 54 9 3 6C 7 9:3 " *-021# " E 3 = * ! F X o 3 ) 65E 3 6C * 2 ' * o 2 $ * 7& 0 * ! =+' )+! *
$
, * 2 & 5 !?
" . 0 $ E 3 & 7 9:3 " *-021 9 0 0 &" $># 4 1 = 4 E 3 6C , 422) ! & 4 ' )+* 0 = ) 6 * #D3 " . * ! "! 4 * ! " *+. C 7 = F 0 9 o 9 " * = *-0 9
$ *-0 4D5A 7 9:3 " *-021 9 " E 3 = * ! ' 2 0 42 =& & o 9 6C2 , $>& $ 1 7:9 4 & 1 $ E 3 65E 3 F Q 1 #2= * 6+! 4 * 3 7 93 ">=# . 9 7 "! 1 = 1 = & 02* 53 4 E 3 4 * $>" # FW , * ! ! E 3 ,B* " * 4 9 4 E 3 4D 7 9:3 " *-021 9 " E 3 = E 3 . 0 = ' 1 = * 3 4 * $" # = 1 1 , . & 1 7 54 3
$ 1 7 * ) 6 * o * 6+4 *-3 , . ! E 3 . 0 * ! F W L5C l # * * 682(2 #D" # 0 E 3 , * ' )+! * " E 3 =& " * . 0 ! & A 7 9 3 C ) 4?* ! *+3 . *
2 0 42 =&A= 0 = =
9 . # Q O 4D . 1 ' 0 = = 9 . # u O 2 0 42 =& ) 2 # o " . A 7:& 6+! 4 E 3 , #3 " . * ! 6C *-, F
! E 3 . 0 . 4?* ! 1 , . & 1 7 54 9 3 6; 0 = # 1 ) #%$ * ' $ 1 0 5 * 6 * " * & "! E 3 7 9:3 " *-021 9 XX Q 0 & 0D* 53 4 E 3 2
6CD 7 53 4 E 3 F * ! = "! & 4D 7 93 " *-021# " . 0 3 0 ">= * $ 4 9 3 6C82 0 42 = , 42) ! & 4 9 7 93 " *-021#@
" * , E 3 " E 3 F 7 5 & =# " E 3 = * !
o 9 . = , DA o 9 3 = , 2) ! 4 * 3 7:9-$ 3 0 ! &A=$ 1 l # 4 1 6 & *D*+1 =#%$ E 3 65E 3 . 3 7 * ! )-, E 3 4 * ! 4 * 3 7 "= 42 ">=&(' = =& ) !
, E 3 # 0 & " $># 4 1 = 42 "=&27 93 " *-02
1 # . 0 = 0 & "! 4 * 3 2 0 # # . ! E 3 . 0 4?* ! 7 ) = 5 , 42) ! & 4 " . * 6+! 4 9 3 6;
2 0 42 = 7 9:3 " *-02
1 # . 0 = o # 0 # # F
W . ! *-0 6C2 ) E 3 2 $ * 7:& 0 * ! =+' )+! * . , 65E 3 54D59 3 ) 9 L5; l # 7 9:3 " *-021# . ! *-02* 7 "! E 3 , C )-0 * ! * 4 E 3 6 ! * = 42 "= E 3
3
7 9" *-0D1 # o 9 o 9 , ) ! 4 * 3 ) E 3 " 1 = $ *-0 42 ) 1 &A= * 3 & E 3 1 2 0 426 * 4 E 3 4 * # 42 7 9 3 6C " E 3 = E 3 " . ! *+. E 3 4D565E 3 , &
$ *-0 42 = 1 , & F
5 m< /1[ ( Nn M Ol R KfF?epDFLA C R F + F q] E Fq A9ly q] s O n [Trq s O ] EU? [ ? ( MmlDy FLn›FZMs O ] V MrV YlDMrEUMvs O K op y l ] EUx
M (#] E›s O ^ YDEGFZTOF I Q I Q y ( R ( nNq MvOF nms O ] YlE [ ( ?9n›FvnoF nZMmly (#] EUV/EUT (˜+ VXKfF
p ] EU? [mQ l [ ( niq l9A ( p#lDMOF p Q O ] EU? [ Q
Ÿ ˜­\ ­
- @ $ 6 5 A D# "+'?
! ' N
NNSU output on 1844 data samples
Distribution of NNSU outputs
1.5
NNSU output
16
Data type BG results dist
Data type SG results dist
Data type BG+SG results dist
1
14
NNSU(sample)
0.5
12
0
-0.5
10
-1
8
-1.5
0
200
400
600
800
1000
samples
…
1200
1400
1600
1800
6
4
2
0
-1.5
-1
-0.5
0
£
NNSU output on 4980 data samples
1
1.5
Distribution of NNSU outputs
1.5
NNSU output
70
Data type BG results dist
Data type SG results dist
Data type BG+SG results dist
1
60
0.5
NNSU(sample)
0.5
0
50
-0.5
40
-1
-1.5
0
500
1000
1500
2000
2500
samples
Œ
3000
3500
4000
4500
5000
30
20
10
0
-1.5
-1
-0.5
NNSU output on 1844 data samples
ƒ
0
0.5
1
1.5
Distribution of NNSU outputs
1.5
NNSU output
8
Data type BG results dist
Data type SG results dist
Data type BG+SG results dist
1
7
NNSU(sample)
0.5
6
0
-0.5
5
-1
4
-1.5
0
200
400
600
800
1000
samples
–
1200
1400
1600
1800
3
2
1
0
-1.5
-1
-0.5
«
0
0.5
1
1.5
o 3 +) *+1 2H 1 3 )+1 , * ! ! * 4 9 3 6C 7 93 >" =# .# " E 3 = * ! =
9 . # X X Q D4 = * ">= 7 5 65E 3 6C 0 = * 6C * * 2 )' * o 2(2 '
4D ) $ *-0 4D 0 # "! * 4 9 3 6; = * ">= 7 565E 3 6C 0 = * 6; * * 682 ' * 0 2(2 " & , # 7 5 4 9 3 7 93 ">= # . & 02* 53 4 E 3 . . # ) ! &A= E 3
. ! & " *+. C56 & * * * 2 ' * l 2(2;F
Ÿ ˜­\ ­
- @ $ 6 5 A D# "+'?
! ' H Square Error on NNSU output. 1844 data samples
3
NNSU output
2.5
SE[NNSU(sample)]
2
1.5
1
0.5
0
0
200
400
600
800
1000
samples
1200
1400
1600
1800
o 3 +) *+1 S H 7 0 C = & 6 1 3 0 6; 9 1 0 1 - 3 0 3 4 # , * & 6 1 # >" = o & &A=# XX Q $ 1 ) o C +) * 4 E 3 F
l * 2 h I p Q Y#y F [ ( ? nmq s O p#lDM ( ?bEGFK M=V Y ( ? + F p Q + 9Ol A Tiq FZMvs O Y›pDl9ADTlEUVXKZY OF ( A9K Q y²Y Q p Q O ] y FADY›?
$ O] s E F q ( A [ ( ni,q l9A ( p#lDMOF ( p Q O ] EU? [ ?=h FNMrE ( [Trq s O ] EU? [ ] F A@Ol ( p q] F R l [ y V Y ( pDlE + FZM„p [Trq stO [ lJAJFK ] R M ( x
F R + FLADM ( A? q] q] s O R V A9lE Q h ' lDps O KZ^ ] s O E F q E Qf[ ? '' 4 +f]Z( ?a? K#q FZM Q lDy ( TfVUE R F R ^Y#EGFNTQ1O [ T Ol p F­q EU?BE (
( AM ( EU? R V8M=V R lDyzV nZ? + Foh ' FZq Y ( yzV Y9FZT QDO R EGF ] E ( pvDOl Ms8O R I Q y ( n + V q] E FZq M ( ^ noq F ( ADM ( E Q Y›pDl9ADTlEUVUKNY OF ( ADx
K Q y Y Q ] FPpQ O T˜lonNM F q M FNy V q] s O lDM=V [ T ( p Q O ] y FLA#Y Q poV nZ?DOl yzM F q T ?J nZMiOF h6 Tiq FA)FZp q] s O R n E ( ( E ( A ?e p ( AD? M F I Q y l
Y›pDl9ADTlEUVXKZYvOl ( A9K Q y²Yl [Tfq V Y ( M ] EUTW? YDKiV % /213 4#17)6% ?ep#l n q ( pOl Mml9h ' l (JI T oOl nZY›? +L]N( ?%poVXA FNq E ( ADx
M ( E Q Y#p#l9AT˜lEUVXKZY OF ( A9K Q y Y Q p [@Trq s²O [ l9A FŸq M F +L] y ( nNq V8E F q + q] s O K A9lE@l y’n›F ] Mml9A ? [ ( n ( TWM=VUE8^ noq F +L]N( ? ] EGF + M F q
T ( niA FNq y FNM Q[ T ( (JI F q [ ( A R M ( nZq V8M Q A9lE”h
P 4D59 3 ) 7 93 " *-0D1 # = * "= 7 53 4 E 3 XX Q . @4 3 " = *-0 9 " . 265! E 3 7 3 . ! *-02* 7 "! E 3 , 7 . 53 6 &D" )-0 * ! * 4 E 3 , &
= * ! 6C = 7 93 " *-0D1 # F 4 1 :* 3 = 4 * ! . C56 #%$ *-, * " C )-0 * ! * 4 E 3 , &7 93 " *-021# 4D . 0D, 422) ! & 4 53 6C , * 4D o 3 ) 65E 3 6C $>" # 4D ) 4D:6! * 4D = * 4 1 9 3 , & "! *-0 &A7 9 3 , & 6+! C , & . C 0 = = 9 . # u O ' B5C54 ) ! 7 9 3 , &
6+! C , & . 0 = = 9 . # Q O 2 ' . C = )+! * 7 *-0 * L A o 53 4 E 3 & 4 l 5 , 56 * )-0 * ! * 4 E 3 7 "! * 6; 7 93 " *-021# * 0 54 9 3 6C " # 6 ! = *-, = * ! 6; = 0 7 # 2 # 0 3 7 $ E 3 7 * , & 6 * 4D42 # & 4 l 5 , 56 & . , * ! # #D">= = 7 1 :)-! 0 *-3 ,
* * 7 54 = 4 E 3 1 . 2) ! 0 7 1# , 1 7 5 &A= 4 E 3 " *+. C56 * F
o 3 )+1 # 2 ' 7:& 0 E 3 , * 4D . 7 4 E 3 . *-0 , 42 *-,
, D & o 9 6;2 , 1 3 = 1 ) C56 * =>7 0 & =+' )+! * 7 = , = 4& = * 7 5 # * ) ! E 3 , 422 " . 3 7 4 * ! * = *-0 9 . ! & C! )+* 4 9 3 6; 1 0 = # , = 9 . # QO 2 2 0 426 * 4 9 3 6; 7 ) 5 1# P F * ) ! E 3 )-02* , 422 2 0 42 = 7 93 " *-021# " E 3 = * ! ' 7 "! *-, . D *-02*-, 4D 0 E 3 (65! E 3 )-0 * ! * 4 E 3 " *-0 3 , * '
)+! * ) 2 # o = ! * =& 4D $ * =>7 ! * 4D "! . = 4 * ! 2 0 42:6 * 4 9 3 , &7 ) 5 1 9 =
9 . # u O F)W D *-0 & " 1 " . 3 7 42 ">=&
2 0 426 * 4 E 3 $ * 1 7 5 &A= 4 * ! $ "! E 3 1 E 3 2 0 42 = 9 1 # i ' 7 * 1 = * *-3 , 7 9 3 C ) 4?* ! . ! * 7 :) ! #%$ E 3 1 5 *+1 = 4?* ! 2 0 426 * 4 * 3 # 0 53 A ">=&= 9 . # u O F "& , # 7 54 *-3 , . ! E 3 . 0 * ! o 9 0 1 4D6 * = 9:= . , * ! 9 o 9 9 4 *+1 4 * 6+! 4 * 3 '
. = 2)+! * #D"= = 9 , $ E 3 0 & " $# 4 1 = 4 E 3 42 "& 6 ! * 7 1 :)-! 0 *-3 , o 0 * ! $ * " . ?4 ! $ *-0 4 4 # 7 3 F
= . ! & 7 9 3 7 $& 2 0 42 = E 3 65E 3 l # 4 1 6 * ' 1 = * 3 o 9 , * ! * D*+1 = 7 = . 3 7 * ! 7 ">= 4D ">=& " E 3 = * ! $ 1 " *+. 3 = 5 # 0 =+' o 9 1 02* 4 0 # C ) 4D ) 1 , . 42 7 53 4 E 3 & 4 l 5 , 56 * . , * ! * 6C $ *-0 42 = &A7 9 3 6;
)-0 * ! * 4 E 3 F u * ! *-, . ! & o & ) ! 4 * ! . # AC6+! 4 E 3 2 = * ">= 7 53 4 E 3 " * . = , # 1 3 ) 5A ' )+! * l # 4 1 6 * 02* j 42 7 54 3
! . , :65E 3 = * ! 6; = 2 0 42 = 4 * $ *+3 . * " . 4 ! #%$ * . ) ! 0 7 54 3 1 &A= * 3 & F
7 9 3 2C 0 4 *@
4
D# 1 6 * ' *+. *+)+* 4 =#$ E 3 65E 3 #D">= =# )-0 * ! * 4 E 3 7 9:3 " *-021 # = * ">= 7 53 4 E 3 7 ) 5 1 # ) , ) 4D:65! E 3 , *
o 0 * ! F 3 7 * ! = * 4 = . , * ! :7 9$ 0 ! # $ * 2 0 24 = #
X . ! E 3 1 0 " *+. C56 * $ *-0 24 0 # 6C * 3 , 24 2) ! & 4 9 * 4D
7 * ! = "! E 3 #D">= =# 7 93 " *-021# 7 1 E 3 2 0 42 =
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Data type BG results dist
Data type SG results dist
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220200[200]
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220200[2020200]
MUTATION
2020200
220200[0]
220200[200]
CROSSOVER
2020[200]
2020[0]
3
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Distribution of NNSU outputs
7
Data type BG results dist
Data type SG results dist
6
5
4
3
2
1
0
-1.5
-1
-0.5
0
0.5
1
1.5
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Distribution of NNSU outputs
6
Data type BG results dist
Data type SG results dist
5
4
3
2
1
0
-1.5
-1
-0.5
0
0.5
1
1.5
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Distribution of NNSU outputs
3.5
Data type BG results dist
Data type SG results dist
3
2.5
2
1.5
1
0.5
0
-1.5
-1
-0.5
0
0.5
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Distribution of NNSU outputs
4
Data type BG results dist
Data type SG results dist
3.5
3
2.5
2
1.5
1
0.5
0
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-1
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Maximal Fitness Evolution for Fitness no.4 (main)
0.95
1180
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AvFE (main) smoothed
MxFE (main)
MxFE (main) smoothed
1160
0.9
1140
1120
0.85
1100
1080
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1060
1040
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1020
1000
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980
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10
20
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Distribution of NNSU outputs
60
Distribution of NNSU outputs
18
30
Data type BG results dist
Data type SG results dist
Data type BG results dist
Data type SG results dist
16
25
14
12
20
10
15
8
6
10
4
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Distribution of NNSU outputs
16
18
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Data type BG results dist
Data type SG results dist
16
14
14
12
12
10
10
8
8
6
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