31stchapter
0 likes•268 views
The document discusses a new method for analyzing documents using natural language processing techniques. It proposes extracting key information from texts using algorithms to identify important entities, relationships, and summarization. This extracted summary can then be used to quickly understand the essential topics and concepts discussed in the original document in a more concise form.
![! "# $%& #'( )*+ , !- .#'/0 12 '(3$ /4 5 5 - ( 6
)*+78 - - 9- - / #.7 ' 5 - .7 : ;#< =>? <- @ 0)* 5 - 6=.# AB C - DEF
@ G # 8 H#I?4(;! G 5J K$L - ( 6MMN )*)* O / @ - - PQK$< 5 ) )* - - 5O )J*)*6
N )*)* O R ) # 5J ) S )* -O , J )*6TT 78 - U ' 5 - R
- 9- 5 - .#8 - @ 0 R 6 -O # -O # 7)*+ 8 8G = $(; / VW )*6 7 %-
- 9- 8 #( .7 -O U ' 5 - O 8 $ W- - 5 - =K 5 ! )* 6=.#
- 5O 5 PQK$< 5 W8G$X( =.# - Y)*+ 5O K- 5 S )*+78 .7Z)7 $( # ( [ ( .#8
W'@ ])*8 )* - # 5 5 )*6=# <8 W'.# 8 # )*] @ )*+.#^ 5O _ )*6`8- )*]aQ8.# W'.# 8 / 5 'K$S
78 - b 5O _ )* / - Y # 6 ! c; )*5 0! 5J _$L 6
6>P '- 3
>P '- 3 - d O @ $% - K '- ) )* - # 'd )*e J f Z 8 O )J*- 6 ')*B .#^ > g/(h
:.J#- 6 #i( 2/ ])* - U U0- - K .# jV O j ]> #&K -J - 6 '- ) )* .# . d^ ;# Dkk J flm _$f- .#8 S
d$ '+ #8 .# #?n 8 c; :j ]> /4 5J - 6 5 W# i =?d$^ Dkd 8 # ')*- ='c -od$P8
@ -J fP - S )* 'd^ # 8- _$! n #?n 8 J 8.# pW_$L- 6A > - K )7@ 5J 'd - '- -J - 6
( q O#r j sn .#- j i)* 5O .7 $r U )*!G-J - 6MM $ ;# '&- - K /> O ( 6
j .# - # $ #< .7 6TT - K;# -J fP J & - - IK$< #&.J#- 6 #')*0 (; P)*.# 5 -
>? 8 c; .# 5 5 (J - 6 [ - P)*.# )7t)* 6 u =# <85O d ;# ;#i/K (J - 6 )*
- -O # > 8 $vw 5 5 (;)*6 )* / 8 #x1?# 5O 5 (;/6 / y!- d O 8 - (;z)*e - )*](https://image.slidesharecdn.com/31stchapter-130718230339-phpapp01/85/31stchapter-1-320.jpg)
![d .# 5 (;/6 )* # ( G # q - 5 (;/6 )* @ {)* - # <)* 5 - 8- $v 5 (;/6p ^
=R 8 R# )*- 1 5O 5 (;/6 - - K$ U- $Lc;h# ;# d1$ #&.J#- 67 %- - ;# : e8
>(;U _$! n! ;#?n R# (J - 6
( g/(h )J*( ) a8 (;- K$ Y! &G ;# PZ t.7 - - d - (;[ <)* 5J 0- 6> .# 5J ( - &G
q # V. )J*- 67 'P|R O g/(h>( R# (J - 6[ <)* zK )*}- - J#f J lWm- 6~ c;;# V%! #
'P|O (J - 6 )*]aQ( .# S P)*.# %- d.#K2 USMM• &G d1$> 5 ( )* O - J # $%5 0 c;>€
7s • 8 / 5 ;# O x '- 5 '$%! .# 6• Z # V)* b)*.7 #')*0 ( 6‚K$ # q ) a8
#')*0 ( 6 ( _$ # i .#8 - )*6 8 $% .#(; O p d.# <.7 - ( 6 .#8 5 VW )*6 -
ƒ@ ])* J 8.# - > 7 %6@ {)* g„8 J f # - g5 - 6A J &K S• #)*< - pR 6~2 # $)* #
< %8 c; .#8 x '- >(;U _$! n 6N )*)* O d$ 7)* .# pRK2/ W #i 8- @ )*+ O (J ) S )*
#8 #?n 8- (; K$L5 J '…# - , J )*6N )*)* O =;#<d1$ 8 =.# - 5O K - - 5O _ ) / ;#
O %( $)*.J#^< V)* b 5O - 6• $v)*]$%+ J # i .# !5O • > #i( # )7.#&r^>6-O - 5J K$L- p d.# <.# > †>
$)*' 7 5 6 / #8 R ( J f )O*$c;- (;=.# - )7 + 5O 6d@ ‡ '( <2 8- 5O 6
=.# ( K?npW • >5 )* 8- 8r 5 - S• d= 8 d?i> 5 - 6• # @ ^ #8 .# - TT /6 )*+
ˆ K$ U- - h# >)*.# ( - $ O g5J - 6 #'( - O b j - '- I O # du$^ #&r 5O
M)7 >P T5 > 5J - 6: )* c; j - J 8.# - > '5 / U- K$ Y! >P '- ( =.# -
W(h ! `7 - 5 %! # d )*x 5J - 6)J*( )7 + 8 5O .#-O 8K VW- 6 ( # U0 )J*(
- (J - 6 '( ) a ‰h#)*ŠZ(O ‹ ( _$f d + 8 W- 6 "#) P @ - ! R 5 ( -J - 6K$ Y!
VŒ d( U0 >5 )*+ P/K$ @ j i)* - 7PQU0/6 •U .7 @ {)* - r- e8 - $v(;0/6 > .7
: - K B^ ;# b $(J - 6](https://image.slidesharecdn.com/31stchapter-130718230339-phpapp01/85/31stchapter-2-320.jpg)
![Ž6 )7 o '-o#)3*
)7 o '-o#)3* - .#I2 e( #( =# <( .7 - (J - 6 =)*5 VW- 6 ( >)*;#<5J ( # - #
.#I2=)* $Lr U g/(h;# U0 - (J - 6 =;#< ;# J 5 0 S ;# B^ #8 .#pR W- )*' .# {^.# pR_ - 6
;# Ž)*' &U0 )7 w G U•d .#(3 - ( -J - 6 - >( U_$c;n U0 d .#(3 - ( ! ;#?n
R# (J - 67 )* O ;# U ')*B WK$L5J - 6 5 ! ) a # '( j )*8 - 5O -J - 6
'!8 - Y # U '-o#)3* U0 d .#( - # 5J 0- 6 #i(;5 #i I@ S@ d=J f- •c;S:) .# J f- .7& S5 ! nd$ #i8
.#8 d$ #I^ j• )* - ‘ U K US _ 8>U0- d$ 7)* > ;#i& zd .7 - 5O J &(J - 6 8 - 8
K$ Y! W # I@ - .#-J - 6j )*+ .7 =# <8 ' Ke^ - = 8- , J )*6.7 '-o#)3*>?
- ! G.7 # 5J f - - # U0- K$ Y! )*}- 8x 5J - 6 ;# ] .7 .7 L5J - 6 '-o#)3* - ‘ 5 ! R.7 #
- - 5 ! O#8 $ K$^ (;.J#- 6 )*! G 5J _$L- 6MMg/(h -O 7 5 - 8 • - 9- R5J - 6• 5 5 8 - 9- # 8 #(
#8 .#pR W- )*5 ! # Z K$^ 6• % $ 5O d 8 '( - )* ')*8 K?.7 - - => U^>6-O -J 8G$X( g/(h -O
(J - - c;>6~$X( •>5 ! 5 'U- - )*'$ g/(h 5 'U- - )*'$ '- .7 - - R )7‡/ $% 6
~ O# 5 c;;# Z K$^ 6TT 78 .#( U- K$ Y! '-o#)3*.#’ - >( U d # $ - W- 6$v- - (; )*#
)J*f8 V W- - -J - 6c;J#i! n )*# Z ;# .3# :u‰ # V.7 - > ;#i& d ;# ;#i/K (J - 6 ;# c;J#i! n )*# # (J - 68 . c;
#! n # Z“ #$X - "# $ WG!'/ ( U0 MMˆ )J*#i(;;# V%5 - TT)* (;.J#- 6 )*# '-o#)3*Z 8 5J _$L- 6
(;!G-J - 6MM 5O K- )* c;J#i! n zK - S- # )*J f- $ ( !5O )*# J lm! '- c;6TTc;J#i! n
8x U- - '-o#)3* W K 5J - 6pRZ - U _$f # z - - p - $ ( )7‡- W- 6 '-o#)3*:.# $%
- J#f J J#- 67 = R# VW- 6 )*# Z (;# 8 - )*7.J#- 67 p ( R 7- )7 # (J - 6 '-o#)3*# #&.#-
> - = 8 ~ )J*( 6~ c;;# V)* U0 ^/r '-o#)3*g/(h5O )J*- 6 $Lc;- U g/(h -O 8 - d@ )* U
(J - 6 / 8b8 - - / U - ( 5 - 5 (J - 6 # ” - / '•)7] 8 d$$ 5 -
>(;U- 8- (J I?n ( 5J $L5 0- 6](https://image.slidesharecdn.com/31stchapter-130718230339-phpapp01/85/31stchapter-3-320.jpg)
![6 j _2Z - '8i)3*
j _2Z - '8i)3*.#'/0 12 '(3$ `> 5J K$L ( R 6 )* g/(h 78 5O K- )* 'd 5J _$L- 6
j )*Π$d^ # - (;)*' I < - d.#K2 U^> 6
–k– —— j _2Z $ ( {$%)* oP(;˜.7 - (J - 6 $X( - - j _2Z 5 )*i)* 5 ! ' 8 )*.7
- (J - 6~ q)* 5 j )*G #&K 'c G( 5 (;/6 j _2Z # W'.# 8 - Y # R# (J - 6- - j _2Z
/ > .# 8 d1$ 6 -O # $)7 8 - - j _2Z S- '8i)3*# Œ88- 5J K$Lg/(h;# V)* / )*}- 5O
Z8 _$cWn- 6 # )J*( ?)* 8_$f - '8i)3* "$X -J - 6 "#c;d 2Y+ ! ( )*# W- 6)J*(
Z2 #/ 5 ! # 5 #i - .#$v)* # ‰8 8 )*# W- 6=.# ic …# 5O )J*( - ' !Ke 5J - 6"# d 2Y+ (
- - j _2Z q # )7.7 ( j _2Z - '8i)3* q # $ _$- 6N ) .7 # ‰8 8- - '8i)3*# $ K$/6
?)* 8 -J )*O )*5 cR j _2Z g/(h;# $L# V8K 5J 0- 6 J !n J c; _$f $r 5J - 6d # .#
)*$%)*?( r- )*}- 8 j _2Z - '8i)3*# 8x 5J - 6 #- # - ( W( # i $(; -
@ )*# g/(h -O (J - 6 - @ d.# • 8 )7 + >-J - 6U / z)*e
;#U0/6 )*+ )*<> )*!G-J - 6MM W' ™ - # cW O J “m VW- 6 ;# $%- )*˜- Y R 6TT
š6O ‰@ (
ŽC O ‰ #• 5J K$L^> 6O ‰@ ( )*+;5 .7 d.7 8 )* @ J ! J “m/6 #'(
J Z(;5J - 6 @ _$f $% %]8 5 WG- 6 2- j i)*J f- K$ Y! # ! •lm 7)J*- 6j )*+ '- % W
U >5 )* .# (J f- ! G #- Z(J - 6@ $v8 #K$L .#B/ Z W-O (;0 u # ^/r 5J 0- 6](https://image.slidesharecdn.com/31stchapter-130718230339-phpapp01/85/31stchapter-4-320.jpg)
![W'.# 8-O # 8 =# <8 # B^ 5 0! > 67 . $L- J '‰ J f- 6d #')*J f- $%& #'( / 8- B^-O
, J - 6: #• R~$X 5J $X - 6
D6$%&
' 5J ! # ›) a8 # >Ud J f- .#^ g/(h P/.J#- 6"# - ! Z (; U0 u )*:.J#- 6:
Z (;_$f ~- $. 8 8 #c;n U- $%& (J - 6 = #)*J f- ” J - # # ^/r (J - 6 .# B)*
{]?8 _$ 5 5 œ)*')*d^K$L( Z t 5 - 5 (;/6 / † - 6: $%& W' PZ t $( 5 (J - 6
> 8 •? 8- (;/67 / d$ 8 ?ž8 W- 6 h#/< > )* g/(h;# zK U0/6
. 8 8 $! n ])* q 8 Wc;nS {]?8 q # )* >? # 5J K$L/6 5 '5 ! #
= #)* .7 - (; PZ t $( 5 (J - 6 5O > .# 8 U 7 # $( 5 (J - 6= '@ 0)* 8 d$P8 )*
J f$% 5 '5 5 (;/6 - q # AK )* Y-J - 6 $X( # zK J “m/6 7 ^ ;#
! n - R# 8 W0- 6 J f$% 5 '( .7 - J f$% d1$ 5 '5J - 6J !-O - #- -O 8_$f '( j )*G c;n
J &> K$Ld ;# $(;5 5J 0- 6 5 5 0! ‘ U {]?8 >)*;#< pW >5 )* r/6 1$c;;# / ;# J &> #&.J#- 6:P %
) .# $( 5 5 5 0! # K ‡ .7 - ( !5O - ” - / 8 q d + 8 . L%!
$v)*]P- Y$%+ O => U/6 / ;# h#$(; (J - 6 h# z/- J !-O > J '5 - , 85J
d + 8 >(;U- 6 W'.# 8 8 #( >- d Wf d + 8 >( 5 )*)*…;# $Z( )*6 )J* $%+ 5O O / #c;n
B^ W! G #8 .# - €](https://image.slidesharecdn.com/31stchapter-130718230339-phpapp01/85/31stchapter-5-320.jpg)
31stchapter
- 1. ! "# $%& #'( )*+ , !- .#'/0 12 '(3$ /4 5 5 - ( 6 )*+78 - - 9- - / #.7 ' 5 - .7 : ;#< =>? <- @ 0)* 5 - 6=.# AB C - DEF @ G # 8 H#I?4(;! G 5J K$L - ( 6MMN )*)* O / @ - - PQK$< 5 ) )* - - 5O )J*)*6 N )*)* O R ) # 5J ) S )* -O , J )*6TT 78 - U ' 5 - R - 9- 5 - .#8 - @ 0 R 6 -O # -O # 7)*+ 8 8G = $(; / VW )*6 7 %- - 9- 8 #( .7 -O U ' 5 - O 8 $ W- - 5 - =K 5 ! )* 6=.# - 5O 5 PQK$< 5 W8G$X( =.# - Y)*+ 5O K- 5 S )*+78 .7Z)7 $( # ( [ ( .#8 W'@ ])*8 )* - # 5 5 )*6=# <8 W'.# 8 # )*] @ )*+.#^ 5O _ )*6`8- )*]aQ8.# W'.# 8 / 5 'K$S 78 - b 5O _ )* / - Y # 6 ! c; )*5 0! 5J _$L 6 6>P '- 3 >P '- 3 - d O @ $% - K '- ) )* - # 'd )*e J f Z 8 O )J*- 6 ')*B .#^ > g/(h :.J#- 6 #i( 2/ ])* - U U0- - K .# jV O j ]> #&K -J - 6 '- ) )* .# . d^ ;# Dkk J flm _$f- .#8 S d$ '+ #8 .# #?n 8 c; :j ]> /4 5J - 6 5 W# i =?d$^ Dkd 8 # ')*- ='c -od$P8 @ -J fP - S )* 'd^ # 8- _$! n #?n 8 J 8.# pW_$L- 6A > - K )7@ 5J 'd - '- -J - 6 ( q O#r j sn .#- j i)* 5O .7 $r U )*!G-J - 6MM $ ;# '&- - K /> O ( 6 j .# - # $ #< .7 6TT - K;# -J fP J & - - IK$< #&.J#- 6 #')*0 (; P)*.# 5 - >? 8 c; .# 5 5 (J - 6 [ - P)*.# )7t)* 6 u =# <85O d ;# ;#i/K (J - 6 )* - -O # > 8 $vw 5 5 (;)*6 )* / 8 #x1?# 5O 5 (;/6 / y!- d O 8 - (;z)*e - )*
- 2. d .# 5 (;/6 )* # ( G # q - 5 (;/6 )* @ {)* - # <)* 5 - 8- $v 5 (;/6p ^ =R 8 R# )*- 1 5O 5 (;/6 - - K$ U- $Lc;h# ;# d1$ #&.J#- 67 %- - ;# : e8 >(;U _$! n! ;#?n R# (J - 6 ( g/(h )J*( ) a8 (;- K$ Y! &G ;# PZ t.7 - - d - (;[ <)* 5J 0- 6> .# 5J ( - &G q # V. )J*- 67 'P|R O g/(h>( R# (J - 6[ <)* zK )*}- - J#f J lWm- 6~ c;;# V%! # 'P|O (J - 6 )*]aQ( .# S P)*.# %- d.#K2 USMM• &G d1$> 5 ( )* O - J # $%5 0 c;>€ 7s • 8 / 5 ;# O x '- 5 '$%! .# 6• Z # V)* b)*.7 #')*0 ( 6‚K$ # q ) a8 #')*0 ( 6 ( _$ # i .#8 - )*6 8 $% .#(; O p d.# <.7 - ( 6 .#8 5 VW )*6 - ƒ@ ])* J 8.# - > 7 %6@ {)* g„8 J f # - g5 - 6A J &K S• #)*< - pR 6~2 # $)* # < %8 c; .#8 x '- >(;U _$! n 6N )*)* O d$ 7)* .# pRK2/ W #i 8- @ )*+ O (J ) S )* #8 #?n 8- (; K$L5 J '…# - , J )*6N )*)* O =;#<d1$ 8 =.# - 5O K - - 5O _ ) / ;# O %( $)*.J#^< V)* b 5O - 6• $v)*]$%+ J # i .# !5O • > #i( # )7.#&r^>6-O - 5J K$L- p d.# <.# > †> $)*' 7 5 6 / #8 R ( J f )O*$c;- (;=.# - )7 + 5O 6d@ ‡ '( <2 8- 5O 6 =.# ( K?npW • >5 )* 8- 8r 5 - S• d= 8 d?i> 5 - 6• # @ ^ #8 .# - TT /6 )*+ ˆ K$ U- - h# >)*.# ( - $ O g5J - 6 #'( - O b j - '- I O # du$^ #&r 5O M)7 >P T5 > 5J - 6: )* c; j - J 8.# - > '5 / U- K$ Y! >P '- ( =.# - W(h ! `7 - 5 %! # d )*x 5J - 6)J*( )7 + 8 5O .#-O 8K VW- 6 ( # U0 )J*( - (J - 6 '( ) a ‰h#)*ŠZ(O ‹ ( _$f d + 8 W- 6 "#) P @ - ! R 5 ( -J - 6K$ Y! VŒ d( U0 >5 )*+ P/K$ @ j i)* - 7PQU0/6 •U .7 @ {)* - r- e8 - $v(;0/6 > .7 : - K B^ ;# b $(J - 6
- 3. Ž6 )7 o '-o#)3* )7 o '-o#)3* - .#I2 e( #( =# <( .7 - (J - 6 =)*5 VW- 6 ( >)*;#<5J ( # - # .#I2=)* $Lr U g/(h;# U0 - (J - 6 =;#< ;# J 5 0 S ;# B^ #8 .#pR W- )*' .# {^.# pR_ - 6 ;# Ž)*' &U0 )7 w G U•d .#(3 - ( -J - 6 - >( U_$c;n U0 d .#(3 - ( ! ;#?n R# (J - 67 )* O ;# U ')*B WK$L5J - 6 5 ! ) a # '( j )*8 - 5O -J - 6 '!8 - Y # U '-o#)3* U0 d .#( - # 5J 0- 6 #i(;5 #i I@ S@ d=J f- •c;S:) .# J f- .7& S5 ! nd$ #i8 .#8 d$ #I^ j• )* - ‘ U K US _ 8>U0- d$ 7)* > ;#i& zd .7 - 5O J &(J - 6 8 - 8 K$ Y! W # I@ - .#-J - 6j )*+ .7 =# <8 ' Ke^ - = 8- , J )*6.7 '-o#)3*>? - ! G.7 # 5J f - - # U0- K$ Y! )*}- 8x 5J - 6 ;# ] .7 .7 L5J - 6 '-o#)3* - ‘ 5 ! R.7 # - - 5 ! O#8 $ K$^ (;.J#- 6 )*! G 5J _$L- 6MMg/(h -O 7 5 - 8 • - 9- R5J - 6• 5 5 8 - 9- # 8 #( #8 .#pR W- )*5 ! # Z K$^ 6• % $ 5O d 8 '( - )* ')*8 K?.7 - - => U^>6-O -J 8G$X( g/(h -O (J - - c;>6~$X( •>5 ! 5 'U- - )*'$ g/(h 5 'U- - )*'$ '- .7 - - R )7‡/ $% 6 ~ O# 5 c;;# Z K$^ 6TT 78 .#( U- K$ Y! '-o#)3*.#’ - >( U d # $ - W- 6$v- - (; )*# )J*f8 V W- - -J - 6c;J#i! n )*# Z ;# .3# :u‰ # V.7 - > ;#i& d ;# ;#i/K (J - 6 ;# c;J#i! n )*# # (J - 68 . c; #! n # Z“ #$X - "# $ WG!'/ ( U0 MMˆ )J*#i(;;# V%5 - TT)* (;.J#- 6 )*# '-o#)3*Z 8 5J _$L- 6 (;!G-J - 6MM 5O K- )* c;J#i! n zK - S- # )*J f- $ ( !5O )*# J lm! '- c;6TTc;J#i! n 8x U- - '-o#)3* W K 5J - 6pRZ - U _$f # z - - p - $ ( )7‡- W- 6 '-o#)3*:.# $% - J#f J J#- 67 = R# VW- 6 )*# Z (;# 8 - )*7.J#- 67 p ( R 7- )7 # (J - 6 '-o#)3*# #&.#- > - = 8 ~ )J*( 6~ c;;# V)* U0 ^/r '-o#)3*g/(h5O )J*- 6 $Lc;- U g/(h -O 8 - d@ )* U (J - 6 / 8b8 - - / U - ( 5 - 5 (J - 6 # ” - / '•)7] 8 d$$ 5 - >(;U- 8- (J I?n ( 5J $L5 0- 6
- 4. 6 j _2Z - '8i)3* j _2Z - '8i)3*.#'/0 12 '(3$ `> 5J K$L ( R 6 )* g/(h 78 5O K- )* 'd 5J _$L- 6 j )*Œ $d^ # - (;)*' I < - d.#K2 U^> 6 –k– —— j _2Z $ ( {$%)* oP(;˜.7 - (J - 6 $X( - - j _2Z 5 )*i)* 5 ! ' 8 )*.7 - (J - 6~ q)* 5 j )*G #&K 'c G( 5 (;/6 j _2Z # W'.# 8 - Y # R# (J - 6- - j _2Z / > .# 8 d1$ 6 -O # $)7 8 - - j _2Z S- '8i)3*# Œ88- 5J K$Lg/(h;# V)* / )*}- 5O Z8 _$cWn- 6 # )J*( ?)* 8_$f - '8i)3* "$X -J - 6 "#c;d 2Y+ ! ( )*# W- 6)J*( Z2 #/ 5 ! # 5 #i - .#$v)* # ‰8 8 )*# W- 6=.# ic …# 5O )J*( - ' !Ke 5J - 6"# d 2Y+ ( - - j _2Z q # )7.7 ( j _2Z - '8i)3* q # $ _$- 6N ) .7 # ‰8 8- - '8i)3*# $ K$/6 ?)* 8 -J )*O )*5 cR j _2Z g/(h;# $L# V8K 5J 0- 6 J !n J c; _$f $r 5J - 6d # .# )*$%)*?( r- )*}- 8 j _2Z - '8i)3*# 8x 5J - 6 #- # - ( W( # i $(; - @ )*# g/(h -O (J - 6 - @ d.# • 8 )7 + >-J - 6U / z)*e ;#U0/6 )*+ )*<> )*!G-J - 6MM W' ™ - # cW O J “m VW- 6 ;# $%- )*˜- Y R 6TT š6O ‰@ ( ŽC O ‰ #• 5J K$L^> 6O ‰@ ( )*+;5 .7 d.7 8 )* @ J ! J “m/6 #'( J Z(;5J - 6 @ _$f $% %]8 5 WG- 6 2- j i)*J f- K$ Y! # ! •lm 7)J*- 6j )*+ '- % W U >5 )* .# (J f- ! G #- Z(J - 6@ $v8 #K$L .#B/ Z W-O (;0 u # ^/r 5J 0- 6
- 5. W'.# 8-O # 8 =# <8 # B^ 5 0! > 67 . $L- J '‰ J f- 6d #')*J f- $%& #'( / 8- B^-O , J - 6: #• R~$X 5J $X - 6 D6$%& ' 5J ! # ›) a8 # >Ud J f- .#^ g/(h P/.J#- 6"# - ! Z (; U0 u )*:.J#- 6: Z (;_$f ~- $. 8 8 #c;n U- $%& (J - 6 = #)*J f- ” J - # # ^/r (J - 6 .# B)* {]?8 _$ 5 5 œ)*')*d^K$L( Z t 5 - 5 (;/6 / † - 6: $%& W' PZ t $( 5 (J - 6 > 8 •? 8- (;/67 / d$ 8 ?ž8 W- 6 h#/< > )* g/(h;# zK U0/6 . 8 8 $! n ])* q 8 Wc;nS {]?8 q # )* >? # 5J K$L/6 5 '5 ! # = #)* .7 - (; PZ t $( 5 (J - 6 5O > .# 8 U 7 # $( 5 (J - 6= '@ 0)* 8 d$P8 )* J f$% 5 '5 5 (;/6 - q # AK )* Y-J - 6 $X( # zK J “m/6 7 ^ ;# ! n - R# 8 W0- 6 J f$% 5 '( .7 - J f$% d1$ 5 '5J - 6J !-O - #- -O 8_$f '( j )*G c;n J &> K$Ld ;# $(;5 5J 0- 6 5 5 0! ‘ U {]?8 >)*;#< pW >5 )* r/6 1$c;;# / ;# J &> #&.J#- 6:P % ) .# $( 5 5 5 0! # K ‡ .7 - ( !5O - ” - / 8 q d + 8 . L%! $v)*]P- Y$%+ O => U/6 / ;# h#$(; (J - 6 h# z/- J !-O > J '5 - , 85J d + 8 >(;U- 6 W'.# 8 8 #( >- d Wf d + 8 >( 5 )*)*…;# $Z( )*6 )J* $%+ 5O O / #c;n B^ W! G #8 .# - €