Heckerman Tutorial On Learning Bayesian Networks (1995) [sharethefiles com]

!"#$&%'()!

*+-,.0/2143576$398;:<+=

35?6$3-8;:@+BA4:C.D5&8FE$GHEIKJ-LM5&EN:

OP+8Q5

>SR9TNTNUWVX

3-,.0GY3/<ZN[]\_^

R-TTNUB`

ab35

=].c59+\

3-deEN8FJ

Ogf

Xih

XjhkTNU-hHlm

nporqtsuvYu-w0xy{z?vYzt|sq?}

~i$

|Nq?z

z?q?}$Nuruo

oMvYoMuN

nporqtsuvHuw0x{usY$usH|xHoru

Nz4nporqtsuvHuw0x{W|&

y{z

!#"$%& &'(*)+)(#,,-/."()+#0*,12%#3"$%#%435678'(9:)<;

1/,(0>=>?2!2& (4'(*))(#,@#'A'(8B)(,",'()&(."4)/3C#*)(& ()D*8@)E!'E-F,(G% (,HH%##'()&#"

'(I*)(#"'I0*#J#)/'&.#)H%K-F,@L'()+)&'&)(#"$%>G .%9)(#,M=NO'(!,1P!,1P1/O"$I.'&J)(!

( &'(4Q)+)&,I)(,%#$(1R0Q,12%43@2H*8C",@H##O3,@I#0*,12%#3S12#)(!'&))(#'()&"%

3)+=

UWVXWYZ\[^]\_LXA`ZaV

|xHz?qQ}$No#b>cNz?vwcus{rzt|sHNo

Npsz?r<}Nzt|

orrpu

|xF|>de

pq?uxFsH|-vYx

xF}NzIfNu*grz

zztNq?u

zh$$ztsx

vHvYxHz

vicNvc$|-rM

q?u

z?v)vYurz?M

|zh$$ztskx@d2eK

xF}Norv

$|Bzts

Nz|fNNuQg

szt$sz?vYztxF|xHoru

qt|Mrz

|kjmlnQoprqsltutWo@vxw2yz4{@|x;}$|-xerz?xHv2cNv }$|

zbxF}NzJ}$z?vHxu-wA}BuxF}Cg{us

v@d2~i|

z?r

xF}Nzszt$sz?vYztxF|xHoru|-rMu*gvScNvbxYu

rzt|sHNzgfNNu*grz

q?u

}No

Bztsx

|-o

IfNNuQg

vHx;|-xHorvHxHorqt|-

|xF|>d

|tz?vHo

Nz?x+g{usforv{|sH|$}NoMqt|szt$sz?vHztxF|-xHoru

u-wc$Nq?ztsx;|-o

5fNNu*grz

zxF}$|-x

uvHx)$z?u

NrzI

zt|-vY'xHuq?uNvYxFscNq?x4|

xYztsH$sz?x@due

orxHoru

x;}Nz

skzt$sz?vHztxF|-xHoru

}$|viw0us

|-b$su}

|}NorrorvHxHorqpvHz

|xHorq?v

)

|fo

orx

v$cNorxF|}NMz

w0uNs4vYxF|-xHorvHxHorqt|-

|No

>cN

|-xYoMuNx

u*g|s

eJt>O

zt|s

ztsixF}Nz

|vHx

z?qt|

xF}Nz

|&z?vHo

|pNz?x+g

uNsf}$|-v}$z?q?u

Bu>cN

|s4szt$skz?vHztx;|-xHoru

wcuseztNq?u

Nuc$Nq?ztsxF|-o

zh$$ztsxSfNNu*grz

zh$$ztsxbvYvHxYz

z?qrf-zts

|z?x)|d

d]npusz

sz?q?ztxHr

sz?vYzt|sq?}Nztsv4}$|

z?ru$z

z?xF}Nu

viw0uNsrzt|sHNo

|&z?vHo

|pNz?x+g

uNsfv

wKsu

q?u

}No

$|-xHoruCu-wbzh

BztsxfNu*grz

|-x;|>d

}Nz

xHz?qQ}$No#b>cNz?vxF}$|-x

}$|

z\}Bz?zt

z?ru$z

|szNzg

vYxHorM

}>cNxx;}Nz?@}$|

zu}Bz?zt

vF}Nu*g

CxHu}Bz

skz

|sf&|}Nr<zez?q?xHo

@vHu

|-o

c{uNuBzts|

ztsv$f-u

oMxYv

w0ztsorv4|

uuBzts

z?qf-zts

z?x

|-xd

}

vHo

|&z?vHo

|PNz?x+g{usfv

xF}Nzrzt|sYNo

NP$suNq?z?vHv

uz?v

|-v

w0urru*gv@dbo

svYx

g{zztNq?u

zCxF}Nz

zhNoMvYxHo

NfNNuQg

u-w

|Czh

Bztsx4uNsivHz?xu-w

zh$$ztskxHv4o

|&z?vHo

Nz?x+g{usf

|-v4orv

uNNzGgi}Nzt

}>cNor

$su}$|}NoMrorvHxHorq

zh$$ztskx

vHNvHxHz

}Nzt

g{zcNvHzp|

|-xF|}$|-vHz'xYuc$

|-xHzpxF}NorvfNu*g

qtskzt|-xHo

uNzius

uNszjNzg

|&z?vYo

|Nz?xg{us4fv@d

}Nz4sz?v$cNrxo

Nq?9c

z?v4|

ztxuwxF}Nz

usoro

$|-zh

BztsxSfNNuQg

vHu

z?xHo

z?v)x;}Nz

ztxHoqt|-xHoru

u-wNzg

orvHxHo

Nq?xHoruNv

sz?

|-xYoMuN

vF}No

Nv@d

}Nz|$$su|qQ}

orvsu}>cNvHxxYu

ztsHsuskvo

xF}NzIfNu*grz

u-w x;}Nz4zh$$ztsx@dJ

ztg

}Nzt

Bztsx

fNNuQg

zorvmc$$skz?Mo

|}Nrz4|

Nq?u

Nrz?xHz

g{z{qt|u-wcxHztucNvHz

oMx

xHuo

$su

zx;}Nzrzt|sHNo

$suq?z?vYv@d

zt|sHNo

N5cNvHo

|tz?vHo

Nz?x+g{usfv)orvvYo

|sxHu4xF}$|xmcNvYo

Nz@c$sH|

Nz?x+g{usfv@d

}Nz4$suNq?z?vHv

Nru-o

|tz?vHo

|'Nz?x+g{usfv

}Nu*g{z

zts

}$|-vix+g{uo

BusxF|x|

|x;|-z?v@d

zqt|zt|-vHorr

ztNq?u

z'zh$$ztsxfNu*grz

zCo

|&z?vYo

|PNz?xg{us4f

cNvYz'xF}NorvfNu*grz

zCxHu

Nqtszt|-vHzCxF}Nz

q?orztNq?<|

|-q?q@c$sH|-q?u-wbrzt|sHNo

NMd

g{u

xF}NzNu

z?v|

|sq?vo

Mzt|sHNz

|&z?vYo

|Nz?xg{us4fv

u-wcxHzt2q?usHsz?vFBu

xHupsz?q?uNo#t|}Nrz

orvHxYo

Nq?xYoMuNNv

qt|cNvF|-sz?

|-xHoruNvF}No

Nv@d#{uNvHzb>cNztxHr

g{z

qt|

uNszzt|-vHorro

xHztsY$sz?xj|

ztsvHxF|

xF}Nz\fNNuQg

z4ztNq?u

xF}Nzszt$sz?vHztxF|-xYoMuNEd

}NoMv$|Bzts

oMv|}$sorz;wx$cNxHusko

|&z?vHo

Nz?x+g{usfv)|

z?xF}Nu

wcusbrzt|sYNo

NxF}Nz

wKsu

|-xF|dGe

z?q?xHoruNv

g{z

orvHq@cNvHvxF}Nz

|&z?vHo

|p$}NorruvHu$}W|

x;}Nz

skzt$sz?vHztxF|-xHoruEdue

z?q?xHoruNv

xF}$sucN}

g{z

z?vHqtsko

}Bz

z?x;}Nu

v{wcus{rzt|sYNo

xF}Nz4$suN}$|}NorMorxHorz?v4|

vYxFscNq?x$c$szuw |

|&z?vHo

Nz?xg{us4fMd2eK

z?q?xYoMuNNv

g{z

orvHq@cNvHv

z?x;}Nu

v{wcus

ztxYo

wcNo

NNzg

orvHxHo

Nq?xHoruNv

|}BucNxxF}Nz5g{usk

xHz?sH|-xYo

NpxF}Nz?vYz

oMvYxHo

Nq?xHoruNv

xHu

|&z?vYo

|WNz?x+g{usfWd'2z

sz?vYxFsorq?x

uc$s

orvHq@cNvHvHoru#xYu

|&z?vHo

|#|

b>c$|-vHo

|&z?vHo

z?x;}Nu

wcusrzt|sHNo

NMd

xHztsz?vYxHo

NW|

u-wcxHztzez?q?xHo

zNu

|&z?vHo

|$$su|-q?}orv)o

zt5}

zt|s|

zts

t>@

sxYz?v

z?x{|-xd

rvHu

g{z4ro

orxuc$s

orvHq@cNvYvHorupxHu

$sku}Nrz

|-o

Nvg

}Nztsz

|so

|}Nrz?vxF|fzu

orvHqtsz?xYz

vHxF|xHz?v@dnpuszztNztsY|-xHz?q?}$No#b

cNz?v|sz

c$xHo

Nz5

z?qf-zts

z?x|-xd

}

E`kV\`ZEZ

z;w0uNszJg

orvHq@cNvHv

|tz?vHo

Nz?x+g{usfv |

}Nu*gPxHuirzt|sHxF}Nz

wKsu

|-xF|

oMxOgorr}Nz?

xHusz

oMzg

xF}Nz

|&z?vHo

xHztsY$sz?xF|-xHoru

u-w

$su}$|}Norrorxd

$so

z?Mz

ztx

u-w

xF}Nz{

|Nc$|z{u-w

$suN}$|}NorMorx

|&z?vHo

usuxF}Nzts+gorvHz

orv

x;}Nzz

ztxd

ztx

g{z

zt||

vHxF|xHz

uw vHu

z$|skxu-wbuc$sJg{us

vHu

xHo

xHzts

|-]o

xF}Nz$|-vHx

$sz?vHztx

usw(cNx$c$szd

|-vYvHorqzh

NMzuw

ztx)orv{xF}$|-x{|

$|sxYoMq@cN

|s"!o

Cu-w

q?uo

oMrbq?u

z\c$<}Nzt|

v@d

BztsH}$|Nv

usz

xHztskz?vHxHo

ztxorvxF}$|xu

gorrq?ruvYz|-x

uskzxF}$|#

BztsuNc$Nq?z4u%$|c$|sk

zt|

ztx'

xF}Nz$sz

|-rztx

q?uNq?ztNxHoru

u-w

orxHv)$sku}$|}NorroMxorv)xF}$|xboMxborv{|

zt|-v$c$sz{u-w]xF}Nz

wKszb

cNztNq?RgorxF}Pgi}NoMq?}('

uNq?q@c$sv

}NztRg{z

szt$zt|x

|CxHo

z?v

|pzh$$ztso

ztxugorxF}2$uvHvYo

}Nrz

ucNxHq?u

z?v''|

)

'PcNux*'

oeztsztx

NuxYoMuN#oMv

xF}$|-xxF}Nz'$su}$|}NoMrorxPu-w+'szt$skz?vHztxYv

xF}Nz

o.-z+oo5y0/1o32qso4/P}Nz?

}

|'BztsvHu@xF}$|-x4x;}Nz

ztx5':gorr)uNq?q@c$s

#|vYo

NMzzh$$ztsko

ztx@d

e_w

$ztskvHup|-vHvHorNv|

$su}$|}NorrorxCu-w

xHu'

x;}Nzt'}Nzu}$z?rorz

z?v\g

oMx;}'q?ztskxF|-o

xxF}$|x'gorMbuNq?q@c$sde_w

}Nz

|-vYvHorNv4|$su}$|}Norrorx

u-w

xYu'

xF}Nzt

}Nzu}Bz?Morz

z?v^gorxF}Cq?ztsxF|-o

xCxF}$|-x'Ig

oMr{Nux4}$|$$ztEd

e_w

}Nz

|vHvHorNv|$sku}$|}NorroMx

}Bz?x+g

z?zt

xHu6'

xF}Nzt

}Nz

oMv

xHuvHu

z?sz?z5c$Nvc$sz

|}BucNx

}Nz?xF}NztsusNux'agorruNq?q@c$sd

}Nz'o

xYztsH$sz?xF|-xYoMuNSuw|W$suN}$|}NorMorx

|-v|pwKszb>cNztNq?So

vHztskoMz?vuwszt$zt|-xzh$$ztsko

ztxHv

orv

xFsH|

oMxYoMuN$|-rMSskz;w0ztsHskz

xHu

|-vxF}NzPy7198o;:vxq=<ous>/rz+o@?BANo@tMvxq

pvbo

xHztsY$sz?xF|-xHoruEd

eK#q?uxFsH|vHx

xF}Nz

xYztsH$sz?xF|-xYoMuNSuw|W$suN}$|}NorMorx

|-v|

z?skz?z<uwG}$z?rorz;w

orvqt|-rMz

xF}Nz

pCAD198o;:vxq=<o

jln*opqFlt

xYztsH$sz?xF|-xYoMuN

}NuNNusbu-wexF}Nziy{z

ztszt

}Nu

|&z?v

|vYq?oMztxHorvHx

wKsu

xF}Nz

vOg

}Nu

}Nz?

xHu

NoruNz?zts

xF}NzxF}Nz?us2u-w

$sku}$|}NorroMvYxHorq<o

wcztsztNq?z

|&z?v

|-qfo

g{z

v;}$|-rvHz?z

z?q?xYoMuN

xF}Nz

wKszb>cNztxHorvHxo

xHztsH$sz?xF|xHoru#orv

|CvF$z?q?o

|-qt|vHz

xF}Nz

|&z?vHo

xYztsH$sz?xF|-xYoMuNEd

pxF}Nz

|&z?vHo

|Co

xHztsY$sz?xF|-xHoru

|$su}$|}Norrorx

usC}$z?rorz;wkgorr

|g|&Nv

ztBzt

uCxF}Nz

vHxF|-xHz

u-wifNNu*grz

z4u-wbxF}Nz

$ztskvHugi}Nu

$su

z?v

xF}$|x

$su}$|}Norrorxdus{zh$|

Nrz

wSg{z\g{ztszxHu

vHu

z?uNzj|

q?uo

}Nzg{ucN

Mo9f-z?r'|-vYvHor

$su}$|}Norrorx

u-w

xHu

xF}Nz

ztx

xF}$|-x)x;}Nz

q?uo

:g{ucN

vF}Nu*g

}Nzt|

xF}Nz<NzhNx

xYuvHv@de0w

}Nu*g

zts

g{z'q?u

Nq?z

xF}$|x

$ztsvYuPxF}$|x

xF}Nz'q?uo

g|-v

g{z?or}xYz

2wK|

usiu-wj}Nzt|

}Nz5g{ucN

|-vHvHor#|p}Nor}Nzts

$su}$|}NoMrorxWxYu'xF}Nz

ztx@d

}cNv

g{z

sorxHz{xF}Nzi$su}$|}Norrorxu-w

'|-v

}Norq?}orv

szt|

|vbxF}Nz$su}$|}Norrorx

u-w

' -Nq=<o@tMd

}NzvH

}$u

szt$sz?vHztxHvx;}Nz4vHxF|xHz

uwKfNNu*grz

zu-wbxF}Nz4$ztsvYug

}Nu

$su

z?vixF}Nz4$su}$|}Norrorxd

rvHu

xF}Norv{o

xHztsH$skz?xF|-xHoru

|$ztsvYu

qt|

|-vYvHz?vHv|4$suN}$|}NorMorx}$|-vHz

w0us

|-xHoru

xF}$|-x

}NzIl*p$p

AGopxHuI}$zixFscNzdLuNsbzh$|

Nrz

uc$sbq?uo

xHuvHvYztsbqt|

|vHvHz?vHv

xF}Nzj$sku}$|}NorroMx

x;}$|-x)xF}Nz

q?uo

g{ucN

vF}Nu*g

}Nzt|

x;}Nz

z?rz

ztxF}

xHuvYv

zts{xF}Nz|-vHv$c

NxYoMuN

xF}$|-x)x;}Nz

vF|

q?uo

q?u

z?vc$

}Nzt|

vuN

zt|-q?}

u-wxF}NzB

svHx{xHzt

xHuvHvYz?v@d

zgisorxHz

xYu

ztNuxHzx;}Nzj$suN}$|}NorMorx

u-wz

ztx

-Nq=<o@txF}$|xz

ztx'

orvixFscNz4|

}$|-qfskuc$

fNu*grz

zMd

sz?vHzt|skqQ}Nztsv}$|

zCg

sorxHxHzt

u*g

eztsztx{vHz?xHv{u-w $sku$ztsxYoMz?v

xF}$|-x)v;}NucN

}$zivF|-xYoMv

}

z?sz?z?v{u-w/}$z?rorz;wk_zd

{u*h

t*>7&

uNu

zbo

Nz?xHxHo

sku

zt|-q?}u-w

xF}Nz

MorvHxYvu-w$suBztsxHorz?v

xF}Nz?vYz

sz?vHzt|sqQ}Nztskv}$|

ztso

xF}NzbvF|

scNrz?vSxF}Nz{scNrz?vbu-w$su}$|}Norrorxd

g{uu}$|-vHorqs4cNMz?v

wKsu

}Norq?}uxF}Nzts

scNrz?v

|&}$z

ztso

|sz

x;}Nzup

z@A72o

}Norq?}vF|&NvxF}$|-x

wcus|

ztx'|

orxHvq?u

NMz

ztx

)

xF}NzAz+y

A7:@vJz@A

2#o

gi}NoMq?}v;|tNvxF}$|x)wcus|

x+g

ztxHv'

4';'

}Nztsz

4'@'

)

ztNuxHz?v

x;}Nz4$su}$|}NorrorxCxF}$|-x '

'|szx;scNzo

ztMd

x;}Nztsbq?u

uNr

cNvYz

scNrz?v|sz

u-w0xYztzh

$skz?vHvHz

xHzts

v)u-w

|so

|}Nrz?v

sY|-xF}Nztsbx;}$|z

ztxHv@d

<lzqFl

2#ox;|f-z?vu

|-9cNz?vbwKsu

q?urMz?q?xYoMuNu-w

cNx$c$|Mr

zhq?9cNvHo

q?uMrz?q?xHo

z?r

zh$}$|cNvHxYo

vHxF|xHz?v

}Nztszzt|-q?}'vYxF|-xHz

q?usHsz?vFBu

v4xYu

vHu

ztxd

|sko

|}NMz

|&}$z

q9p

:@z+ovxo

}$|

N'|

NorxHzus

q?uc$xF|}Nrzc

}$zts

u-wvHxF|-xHz?v

uNs4orx

|&P}$z

:ytMvxqst

ANyAprd

uNs4zh$|

Nrz

|Cx+g{u*KvHxF|xHz

us1qFtWlzn

|sko

|}NMz

qt|}BzGcNvHz

xHu

skzt$sz?vHztx

xF}Nz$uvYvHo9}NMz

ucNxHq?u

z?v

u-w

q?uo

}Nztszt|-v|

q?uxHo

cNuNcNv

|so

|}Nrzqt|

}$zucNvHz

xHuszt$sz?vHztx

x;}NzGg{z?or}x

uw xF}Nzq?uo

EdCeKCxF}Norv4$|$zts

zIcNvHz

ru*g

ztsKqt|-vHzrz?xHxHztsvxcNv$c$|-rrWNzt|sixF}Nz

u-w

x;}Nz

$}$|}$z?x

xHu'szt$skz?vHztx

vHo

Nrz

|so

|}Nrz?v

c$$$ztsKqt|-vHzrz?xHxHztsv

xHu<skzt$sz?vHztx4vHz?xHv

u-w

|sko

|}NMz?vd'

z^g

sorxHz

xHu

ztNuxYz

xF}$|x

|so

|}Nrz

porvo

pvHxF|xHz

}Nztg{zu}NvHzts

zxF}NzvHxF|-xHz

w0uNsz

ztsk

|so

|}Nrz

CvHz?x

g{zqt|-rbxF}Norv4vYz?x

u-w

u}NvHzts

|-xHoruNv|

vHxF|-xYzuw

skoMxYz!

z?xHo

z?v

g{zrzt|

xF}Nz

vYxF|-xHzu-w|

|so

|}Nrz

vHz?xu-w

|so

|}Nrz?v4o

Nrorq?orx@d

}NzAz+y

14l

1q92#qFvxn

prvxzq

AvxqsytPy

<@o@zlpo@vOy0/<@lzqFl71

2#op#

ztNuxYz

orv

xF}NzvYz?xu-w)$su}$|}NorrorxHorz?v

w0us

|-revHxF|-xYz?v

uw'd

(*)!+,.-0/2134-5*6879-:;34-<>=?138-5$79-A@38@:B868C*7>64D<>,:EFGH/!I

JLKM7>:;:*3ONP,Q5$7>NP,:R164<9<>,QST6UC.38D68D79<97V5$=0S,W-:$7>5X=OYZ)!+,.-/

138-5*6479-:[D\3O5$+]S^7>:*1WC.,Q5*,_64-SP138-5$79-A@38@:RB864C*7>68D<>,Q:EOFGH/!I

JAK7>:[:*3`NP,5$7>NP,Q:[168<9<>,S?6;aO,W-,WC.68<97>b,SUC.34D64D79<97>5$=cS,.-:$7>5X=OY

)0,S3d-3O5;NP64eL,5$+,Q:*,S^7>:*5$79-15$7>34-:f79-g5$+7>:RU68U\,WC8Y

q?u

scNrz

u-w

$sku}$|}NorroMxCoMvajmlnQop

vNo$yz+o

wcus

ztsz

orv4xF}Nz

$suN}$|}NorMorx

orvHxFsko

}>cNxYoMuN

u-wP

}Bz;w0uNszug{zufNu*g

oMv

xF}Nz

$su}$|}NoMrorx

orvHxFso9}>cNxHoru#uw]

|&wcxHztsg{z5fNNu*g:d

}Nz?vHz

orvHxFso9}>cNxHoruNv

|sz

vHu

z?xHo

z?v4qt|Mrz

xF}NzTAzqFyzp4|

>y*pvxo@zqFyz4p

skz?vF$z?q?xHo

z?rdeK

|Cqt|-vHz?v

uNr<x;}Nz

skz?

|xHo

$uvHxHztsorusiu-w

orviu-wbo

xHztsz?vYx@dSeK

xF}Norvqt|-vHz

|&z?vx;}Nz?usz

orvCg

sorxHxHzt

}Nztsz

orv|

Nus

|-rot|xHoruq?uNvYxF|x@d

Nux;}NztsscNrz4orvixF}Nz:lqFt

z@A

2#o

v;}$|-r

vYz?z

xF}$|-x

xF}NorvscNrz

oMvo

BusxF|x4o

2xF}Nz

NorxHoru#u-w

|&z?vHo

Nz?x+g{usfv@d

rvHu

g{z

}$|

zxF}Nz

-No@tMoz+l2#qo

pCA

z@A

2#o

}Nztsz

orv|

ztNztsH|-ro#?z

v$c

x;}$|-x{o

Nq?9c

z?v

xHz?sY|-rvg

}NztvYu

zus{|-ru-wxF}Nz

|so

|}Nrz?vio

|szq?uxHo

NcNucNv@d2bo

$|-rr

g{z4}$|

zxF}Nzuo 8>lt>pqFytz@A72o

}Nz

|&z?vHo

|p$}NorruvHu$}pzhxYzt

vxHu

z?q?orvHoru

|fo

Nc$

zts\c$Nq?ztsx;|-o

x'o

orvHq?o

NroDNz

fNNuQgiW|-v

o@:@q

prqsytvoyznQdPe

#ztNztsH|-

z?q?orvHoruS}$|-vxF}$skz?z

q?u

$uNztxHv^g

}$|-x|

z?q?orvHoru

|fztsbqt|

uc}Norvkl

2vxoz$tWlvxq9<@op

}$|-x

}NzfNNuQg

vkc}Norv514oB2#qso4/p

}$|-x}NzCg|xHv

}NoMv]Az+o4/o@z"!

o@t

:$op

deK

z?q?orvHoru

xF}Nz?us

g{zcNvHz

o@:@q

prqsyt%<@lzqsl

2#obxHu4skzt$sz?vHztx)|ivHz?xbu-w

cNx$c$|-rrzhq?9cNvHo

zh$}$|cNvHxHo

|-rxHztsH$|xHo

z?v

|&z?vYo

|<$sku}$|}NorroMxYoMz?vxHuszt$sz?vYztx|

z?q?orvHoru

|fzts

v}Bz?Morz;wcv

ANvxq=2#qsvxqFop4xHuWskzt$sz?vHztx

z?q?oMvYoMuN

|f-zts

v$sz;wcztsztNq?z?v@dPz?q?orvHoru

xF}Nz?usP}$|-vz?vHvHztxHo

|-rr

uNzscNrz#Il$Qq$Iqoo 8

o@:@vxo

Avxq92#qFvxn

_nPS

}Norv

scNrz?v

vF|&Nv4xF}$|-x

zt#|CvHz?x4u-w

cNx$c$|-rr

zhNq?

cNvYo

zh$}$|cNvHxHo

z|-rxHztsH$|-xHo

z?v

z?q?orvHoru

|f-zts{v;}NucN

|-vHvHorC|ucNxHorroMxCxHu

zts

$uvHvHo9}Nrz

ucNxHq?u

z4u-wbz

zts'BuvHvHo9}Nrz

|-rxHztsH$|xHo

|-vHvYoMN

|&z?vYo

$su}$|}NorrorxHorz?vxHu

zts

$uvHvHo9}Nrz4ucNxHq?u

ztsk

$uvYvHo9}NMz|-rxHztsH$|-xYo

q?}NuNuvHzixF}Nzj|MxYztsH$|-xHo

zxF}$|x

|*h

o#?z?v4}Norvzh

Bz?q?xHz

cNxHorrorxd

ztsH|-bsz?vHzt|sqQ}Nztskvj}$|

zvF}Nu*g

xF}$|-xx;}NoMv4s4cNMz

wcurruQg

vwKsu

vYz?xHv

u-wbq?u

Bz?Mro

N'|*hNoru

vG_zd

z@c

|$C|

npusztNvHxYztsH

|-z

t*N

4$sH|q?xHorq?z

z?q?oMvYoMuN

|fo

Nc$

zts/c$Nq?ztskxF|-o

xqt|}Bz|

q@cNrxbxF|-v$fWdeK

wK|-q?x

sz?vYzt|sq?}Nztsv

}$|

zvF}Nu*g

CxF}$|-x4Bz?uNrz

u-wcxHzt

oru

|-xHz

xF}Nz

nPS

scNrz

{

ztskv$f'|

|}$Nz

}Nz

|xHoruNvj|sz4vHu

vHorNoqt|x|

$sz

orq?xF|}NrzxF}$|-xvHu

z4sz?vHzt|skqQ}Nztsvi}$|

zq?u

z4xYu

skzz?q?xixF}Nz

scNrz

|}$Nz

z?x

|-xd

dWn

ux;}Nzts

sz?vHzt|skqQ}Nztsv

}Nu*g{z

zts

|scNzxF}$|-x

xF}Nz'|*hNoMu

cNvHz

xHu

ztsko

xF}Nz4nPO

scNrz

|sz4xHuNu

q?u

$z?rro

N'xHuszz?q?x

|skcNzw(c$sxF}Nzts

xF}$|-x$z?uNrz#

|xHoruNv{wKsu

x;}Nz

scNrz

|f-z

xF}NzkcNvYz

u-w

z?q?orvHoruKxF}Nz?uNsz?xHorq4q?uNq?ztNxYv|

szt$skz?vHztx;|-xHoruNv|-r

xF}Nz

uNszo

$uskxF|xGx

uQg|s

dLe_wbxF}Nztsz#

uc>}Nx

x;}NoMv|cNxF}NuNs

}$|vxF}Nz4

|-xYxHzts

orzg\d

ZBY

Az+y

2#o

y\Ilqst_us>AtWq=<o@z4pro

orv

cNvHx|

vHz?x{u-w

|so

|}Nrz?v@d

|&z?vHo

Nz?x+g

uNsf

oMv|

z?u-w

xF}NzxcNv$c$|-rrc$Nq?ztsxF|-o

sz?

|-xHoruNvF}No

Nv4|

|so

|}Nrz?vo

npusz4$sz?q?orvHz?r

ztC|

u-w

|so

|}Nrz?v

L8`

xF}Nz

8ryqstMvMAz+y

1l71q92qsvxn

q9pvxzq

Avxqsyt>/ryz

orv)|$suN}$|}NorMorx

orvHxFso9}>cNxHoru

zts|-r$xF}Nz{vHxF|-xHz?vu-wGd

|&z?vHo

|Nz?x+g{usf

wcusszt$sz?vHztxHv)|uo

x)$suN}$|}NorMorx

orvHxFso9}>cNxHoru

w0usGd

}Nz@skzt$sz?vHztxF|-xHoru

q?uNvHorvHxHv

u-w|2vHz?x

uw4MuNqt|-iq?u

orxHoru$|-4$suN}$|}NorMorx

orvHxFso9}>cNxHoruNv

q?u

}No

oMx;}|4vYz?xu-w |-vYvHztsxHoruNv{u-wbq?u

orxHoru$|-eo

ztBzt

ztNq?z

xF}$|-x|-rru*g

uNz

xHu

q?uNNvHxFscNq?x{xF}Nz

ru}$|-uo

oMvYxFso9}>cNxHoru

wKsu

xF}Nzruqt|-

orvHxFso9}>cNxHoruNvd

uorr

cNvYxFsH|-xHzixF}Nzszt$sz?vYztxF|xHoru

rz?xicNv

q?uNvHo

zts

xF}Nz

|-o

x;suc>}Nrz?vF}NuNuxHo

N|iqt|s

xF}$|-x

g{u

xvYxF|sx@d

}Nz

svHxvHxYzto

pq?uNvHx;scNq?xHo

N'|

|&z?vHo

|pNz?x+g{usf

orvxHu

z?q?o

z:g

}$|-x

|sko

|}NMz?v

vYxF|-xHz?vxHu

z?xd

BuvHvHo9}Nrz

qQ}Nuorq?z

u-w

|so

|}Nrz?v

w0uNsxF}Norv

|-o

porv:jmlvxvxo@zn

gorxF}

vHxF|xHz?v{uu

}$|

ANoB2A

gorxF}

vYxF|-xHz?vNuxz

lA3-oI

gorxF}

vHxF|xHz?vNux

Nx|

ANzt <@oz\"!

gorxF}vHx;|-xHz?v{z?v

vxlzvS%

gorxF}vYxF|-xHz?vz?v

NuMd

weq?uc$svHz

g{z{q?ucN

Nq?9c

usz

|so

|}Nrz?va

|-v/g{zg{ucN

|skzt|-(g

uNs

Nrz

MvYu

g{z

q?ucN

z?xF}Nz4vYxF|-xHz?viu-wbuNzus

uskz4u-w)xF}Nz?vYz

|so

|}Nrz?v4|-xj|

Nzts

z?bu-w

z?x;|-ord

uNszh$|

Nrz

g{zq?ucN

rz?x

AB-No\}$z

q?uxYo

NcNucNv

|so

|}NrzIgorxF}CvHxF|-xHz?visH|No

xHu

t(&

}NzvYz?q?u

vYxHztCo

2q?uNvHx;scNq?xHo

N<|

|&z?vHo

Nz?x+g{usf

orv4xHuq?uNvYxFscNq?x4|

sz?q?xYz

|-q?Nq?Morq

sH|$}xF}$|-xztNq?u

z?v)|-vHvHztsxYoMuNNvu-wq?uN

oMxYoMuN$|-o

zt$zt

ztNq?zd{2z)qt|-r$xF}NorvbsH|$}xF}NzBjmlnQoprqslt!

tMovxw2yz4{prvxz@A

:v4Az+o*)

zt#|

g{z

qt|

sorxHz

xF}Nz-uo

$suN}$|}NorMorx

orvHxFso9}>cNxHoruCu-w.

cNvYo

xF}Nzq?}$|-o

'scNrz

u-w

$sku}$|}NorroMx'|-vw0urru*gv

*ZA8O

9ZA8O

uQg

w0us

zts

xF}NztszJgorrA}BzvHu

z{v$c>}NvYz?x/

vcNqQ}x;}$|-x'

|szq?uN

oMxYoMuN$|-rMCo

zt$zt

ztx4o

zt2/

}$|-x{orv

9ZQO

}Nz?vHzq?uN

oMxYoMuN$|-o

ztBzt

ztNq?o

z?v

xF}Nz

|tz?vHo

|Nz?x+g

uNsf

vYxFscNq?x$c$szd

}Nz4Nu

z?vio

xF}Nz

Battery

Fuel

Gauge

Turn Over

Start

p(b=bad |

) = 0.02

p(f=empty |

) = 0.05

p(g=empty | b=good, f=not empty,

) = 0.04

p(g=empty | b=good, f=empty,

) = 0.97

p(g=empty | b=bad, f=not empty,

) = 0.10

p(g=empty | b=bad, f=empty,

) = 0.99

p(t=no | b=good,

) = 0.03

p(t=no | b=bad,

) = 0.98

p(s=no | t=yes, f=not empty,

) = 0.01

p(s=no | t=yes, f=empty ,

) = 0.92

p(s=no | t=no, f=not empty ,

) = 1.0

p(s=no | t=no, f=empty ,

) = 1.0

borc$sz

|&z?vHo

|Nz?x+g{usf

wcusx;suc>}Nrz?vF}NuNuxHo

N<|

qt|sixF}$|-xCg{u

xvYxF|sx@d

sq?v4|sz

sH|g

wKsu

qt|cNvHzxHu

z?q?xd

}Nz

ruNqt|-

$suN}$|}NorMorx

oMvYxFso9}>cNxHoru_v

|-vYvHuq?o

|-xYz

gorxF}

|4Nu

zj|skzvF}Nu*g

H|-q?ztxxHuxF}NzNu

vHxFs4cNq?x$c$szq?usHsz?v;$u

xYu

|so

|}Nrz?vo

pxF}Nz

|-o

}Nz

$|sztxHvu-w#

q?usHsz?v;$u

xYuxF}NzvHz?x

Cuc$sizh

Nrz

cNvHo

N'x;}NzuNs

ztso

g{z

}$|

zxF}Nzq?u

orxHoru$|)o

zt$zt

ztNq?orz?v

;

"!L

"!A3

[R!`

%3[

{uNvYzb

cNztxHr

g{zu}Nx;|-o

xF}NzvHxFscNq?xc$szvF}Nu*g

borc$sz

}Nzu

$|-

vHxHzt2o

q?uNvHxFs4cNq?xHo

NW|

|&z?vYo

|WNz?x+g{usfporv

xYu@|vHvHz?vHvxF}NzruNqt|-

oMvYxFso9}>cNxHoruNv

SuNz

orvHxFso9}>cNxHoruCwcus

ztsCvHxF|-xHz

u-w

}Nz?vHz

oMvYxFso9}>cNxHoruNv

w0uNsuc$si|cNxHu

u}Norrz

zh$|

Nrz<|skz

vF}Nu*g

boMNc$sz

dP{u

}No

c$|-xYoMuNNv

zvYz?zxF}$|-x

|&z?vHo

Nz?x+g{usf

wcus

|-#g|&Nv{ztNq?u

z?vixF}Nzuo

$su}$|}Norrorx

oMvYxFso9}>cNxHoru

w0uNs

sH|g}$|-qfu-w

|&z?vHo

Nz?x+g

uNsfv|-v

oMv{xF}$|xNz?x+g{usf

vHxFscNq?x$c$skz

ztBzt

|so

|}Nrz'uNs

ztsd

e0wjx;}Nzus

zts

orv

qQ}NuvHzt#qt|sz?rz?vHvHr

xF}Nz'skz?v$cNrxHo

Nz?x+g{usfpvYxFscNq?x$c$sz

|&pwK|-orxHu

zt|

|q?u

orxHoru$|-)o

ztBzt

ztNq?o

z?v

x;}Nz

|-o

v|'zhNztsq?orvHz

xF}Nz

szt|

ztsiv;}NucN

q?uNvHx;scNq?x|

|&z?vHo

Nz?x+g{usf

wcusbx;}Nz4|cNxHu

uN}NoMrzxFskuc>}Nrz?vF}NuuxHzts

|-o

cNvHo

xF}NzuNs

ztso

dMusx$c$$|-xYz?M

$sH|-q?xHorq?z

g{z{qt|u-wcxHztszt|

orr

|-vHvYztsxbqt|cNvF|-skz?

|xHoruNvF}No

Nv|

|so

|}Nrz?vo

qt|cNvYzxF}Nz?vHz|vHvHztsxHoruNv

xHu

q?uNvHx;scNq?x

|&z?vHo

|Nz?x+g{usfvYxFscNq

x$c$szJgorxF}NuNcNx)$sz?us

ztso

xF}Nz

|so

|}Nrz?v@dS~i|

z?r

xHuq?uNNvHxFscNq?xb|

|tz?vHo

Nz?x+g{usf

wcusb|o

vHz?x{u-w

|sko

|}NMz?v

g{z

sH|g

|sq?v

qt|cNvHz

|sko

|}NMz?v

xHuxF}Nz?o

|-xYzz

z?q?xYv@dSeK|

uvHx|-r

qt|-vHz?v

vYu

sz?vcNMxYv

|&z?vYo

|'Nz?x+g{usf^g

}NuvHzq?u

orxHoru$|

ztzt

z9Nq?z

Nrorqt|-xHoruNv

|sz

|-q?q@c$sH|-xHzd^usizh$|

Nrz

x;}Nz

Nz?x+g

uNsfo

RboMNc$sz

g|-vq?uNNvHxFscNq?xHz

cNvHo

N<x;}Nz

|-vHvHztskxHoruNv

xF}$|-x

AB-No4orv4x;}Nz

sz?q?x4qt|cNv;|-bzez?q?xu-wjmlvxvxo@zn

Ao32

ANz$t

<@ozorvxF}Nz

sz?q?xqt|cNvF|-

zez?q?xu-wJjlvxvxo@zn

vxlz$v

oMv

xF}Nz

sz?q?xiqt|cNvF|-]zez?q?xu-w

ANz$t$ <@o@z{|

ANoB2#d

z?qt|cNvYz4|

|tz?vHo

|Nz?x+g

uNsf

wcus{|

z?xYzts

Nz?vj|

$su}$|}NoMrorx

orvHxFso9}>cNxHoru

wcusbxF}$|x

g{ziqt|

$so

Nq?o

NrzO

cNvHz

|&z?vHo

Nz?xg{us4f4xYu4q?u

>cNxYzj|

$suN}$|}NorMorx

u-w)o

xHztsz?vHx@dJus{zh$|

Nrz

v$c$$BuvHzIg{z\g|xxHu

q?u

>cNxHz4xF}Nz$su}$|}Norrorx

orvHx;so9}>cNxHoruCu-w

Ao32

xF}$|-x{xF}Nzqt|s

uNz?vF

vHxF|sxd/]su

x;}Nz4scNrz?v

u-w)$su}$|}NoMrorxg{z4}$|

[

NuZ

eK#|szt|-(g{us

$su}Nrz

gorxF}

|so

|}Nrz?v

xF}Norv

|$$suN|-qQ}@oMvNuxwczt|-vHo9}Nrz

}Bz?qt|cNvHz

oMx

ztx;|-orMv

v$c

zts

usz{xHzts

v@dusx$c$$|xHz?r

z{qt|

Nruorx)x;}Nz

q?uN

oMxYoMuN$|-o

zt$zt

ztNq?o

z?v

ztNq?u

|&z?vHo

Nz?x+g

uNsf

xHu

|f-z

x;}NoMv

q?u

>cNxF|-xYoMuN

uNszz

q?orztx@dSeK

x;}NoMv

qt|-vHz

xF}Nzq?u

orxHoru$|o

zt$zt

ztNq?o

z?v4o

c$|-xYoMuN

2b>c$|-xHoru

}$z?q?u

z?v

[

"!A3

[

!L3

[

}$|-x{orv

q?uN

oMxYoMuN$|-o

ztBzt

ztNq?z

$su

cNq?z?v

z?q?u

BuvHorxHoru

u-wxF}Nz.uo

xi$su}$|}Norrorx

orvHx;so

}>cNxHoru

xF}$|-xeqt|}$zcNvHz

q?u

c$Nq?xHorugorxF}xF}Nz

orvHxFso9}>cNxHo

|gWxHuisz

cNq?z)xF}Nz

ztNvHoru$|-rorx

u-wbxF}Nzq?u

>cNx;|-xHoruNv@d

}Nz

ztNztsY|-$su}Nrz

u-w

q?u

>cNxYo

N#$su}$|}NorrorxHorz?v

u-wio

xHztsz?vYx4wKsu

c$uvYvHo9}NMPo

Nrorq?orx

x{$su}$|}Norrorx

orvHxFso9}>cNxHoru

orv

qt|Mrz

Az+y

14l

1q=2#q

prvxq9:qFt

/roz+o@t

:o@d

r]zh

|-q?x{|-rusorxF}

v)wcus

$su}

|}NorrorvHxHorq

wcztsztNq?zo

|&z?vHo

Nz?xg{us4fvzh

Nruorxbq?u

orxHoru$|o

zt$zt

ztNq?z4suNcN}Nr|-vLg{z

}$|

z?vHqtso9}Bz

|-rxF}NucN}gorxF}

eztsztx)x+gorvHxYv@duszh

Nrz

uQg|s

|-x;}Nz?vHu

t@?-

vHxHz

}$|-q?}xYztsk

z?MuN$z

|-ruNsorxF}

xF}$|-x

skz

ztsvHz?v|sq?v{o

xF}NzNz?x+g

uNsf

vHxFs4cNq?x$c$sz5c$xHor{xF}Nz

|Nvg{ztsxHuCxF}Nz

zt#$su}$|}NorrorvHxHorqb>cNzts

qt|P}$z'szt|

sz?q?xHr

wKsu

xF}Nz

sH|$}Ed7e

xF}Norv|-rusorxF}

zt|-qQ}

|sq

ztsvF|-$q?usYsz?vF$uN

v)xHu4|

|$NroMqt|xHoru

|&z?v-x;}Nz?usz

zt|s

z?ru$z

z?vHvF|z$|-vHvHo

NvHq?}Nz

zx;}$|-xSc$

|-xYz?vbxF}Nz

$su}$|}NoMrorx

oMvYxFso9}>cNxHoruNv

wcuszt|qQ}pNu

|&z?vHo

|pNz?x+g

uNsf

skz?vF$uNvYzxYu

u}NvYzts

|-xYoMuNNvu-w)uNzus

usz

|so

|}Nrz?v@d

e|c$skoMx4?zt'|

Norz?z?

}$|-rxHztsu

qtszt|xHz

||-rusorxF}

xF}$|-xO

svYx

x;sH|Nvwcus

xF}Nz

|&z?vHo

Nz?x+g{usfpo

xHuW|pxFskz?zg

}Nztszzt|-q?}SNu

PxF}NzCxFsz?zq?usHskz?vF$u

xHuW|pv$c>}NvYz?x

u-w

|so

|}Nrz?v

xF}Nz

|-o

}Nz|-rusorxF}

xF}Nzt#zh

NruorxHvvHz

ztsH|-

|-xF}Nz

|-xYoMqt|

$suBztsxHorz?v

u-wxF}NorvxFsz?z

xHu

$ztsw0us

$su}$|}NorrorvHxHorq

wcztsztNq?zdnpuvHxsz?q?ztxHr

}$suvHoruP

t>{

z?ru$z

|Co

wcztsztNq?z

|-ruskoMx;}

x;}$|-xvHo

Nro

z?vvc

$su

cNq?xHvvH

}BuroMqt|Mr

|-vo

#x;}NzxFsH|Nvwcus

|-xHoruCwKsu

2b>c$|-xHoru

xHu52b>c$|-xHoru

rxF}NucN}ag{zbqt|izh

Nruorx)|-vYvHztsxHoruNveuw

q?u

orxHoru$|o

zt$zt

ztNq&zo

|tz?vHo

|Nz?x+g

uNsf{wcus

$su}$|}NoMrorvHxHorq{o

w0ztskztNq?z

zh$|-q?xeo

w0ztskztNq?z

||s}NorxFsH|s

|&z?vHo

|4Nz?x+g{usfoMvL~

}$|s

{uuN$zts

Battery

Fuel

Start

before d

Start

after d

borc$sz

!AcNztNq?z

|-NsH|

_vHxFscNq?xc$sz

wcus|

z?q?oMvYoMuNpu-w2g

}Nz?xF}Nzts

xHu

q?}$|Nz

xF}NzG}$|xHxHzts

z?x{w(cNz?

uNs

NuxF}No

NMd

}Nz

c$|sz4Nu

skzt$sz?vHztxHvuc$s|MxYztsH$|-xHo

z?v@d

}Nz

szt$sz?vHztxHviuc$sCcNxHorMorxHorz?v

u-w

|-rx;}Nz$uvHvHo9}Nrz

ucNxHq?u

z?v@d

}Nz

uc>}NrzKro

Nz|sq

sku

vxlzvexHu

szt$sz?vYztxHv{xF}Nz|-vHvYztsxHoru

xF}$|-xSg{zfNNu*gg

}Nz?xF}Nzts

us)Nux

x;}Nz

qt|s

vHxF|skxHvSg

}Nzt^g{z

|f-z

z?q?orvHoru

ztC|$$su*ho

|xHz4o

wcztsztNq?z

w0uNszh$|

Nrz

cNvHo

Nn<uNxHz

|sru

z?xF}Nu

orv\~

}$|s

_4|-Nc

c>}

/&*

dKus

||$Nrorqt|-xHoruNv

}Nu*g{z

zts

xF}NzNz?x+g

uNsfv|skzv

|-rztNucN}

_us

qt|

}$zvHo

Nroz

v$c

q?orztxYM

vHu

xF}$|-xixF}Nz?vHzq?u

NrzhNorxpsz?v$cNrxHv4|skzNux

|xF|-xdusx;}NuvHz

|$Nrorqt|-xHoruNvg

}NztskzxF}NzGcNv$c$|eo

w0ztsztNq?z

z?x;}Nu

|szo

$sH|-q?xHorqt|-

sz?vHzt|skqQ}Nztsvi|sz

z?ruNo

xHz?q?}$No#b

cNz?vpxF}$|-x|szpq@cNvHxYu

xF|-orrusz

xYuS$|sxHorq@cN

|s'Nz?x+g{usf#xYu$uruoMz?vx

z?qrf-zts

cNzts

uuBzts

S&>@?

us$|skxHorq@cN

|so

w0ztskztNq?z5b>cNztsorz?vcy|

c$skxF}No |

t>D

}$|-qQ}xHzts{z?xi|-xd

$ztNvHzt'|

ztsvHzt

}Nzqst Aot

qFl

-z+l\goMv)|zhNxHztNvHoru

u-wxF}Nz

|&z?vYo

|Nz?xg{us4f

szt$skz?vHztx;|-xHoru

xHu

z?q?orvHoru

$su}Nrz

vdS]o9f-zxF}Nz

|&z?vYo

Nz?x+g

uNsf

!AcNztNq?z

|sH|

q?ux;|-o

Nv)Nu

z?vszt$sz?vYztxHo

NIc$

q?ztsxF|o

|so

|}Nrz?v|

|sq?vszt$sz?vHztxHo

N<$sku}$|}NorroMvYxHorq

zt$zt

ztNq?zdIeK

!AcNztNq?z

|-NsH|

xF}Nz?vHziq?uNvHx;scNq?xHv

|szqt|-rrz

:lt

:o\tMy

opb|

zo32#oB<@lt

:olz0:p

sz?vF$z?q?xYo

z?Mde

oMxYoMuN

!Ac

ztNq?z

|-NsH|

q?uxF|-o

o@:@q

pqFyt

tMy

}Norq?}'szt$skz?vHztx

z?q?oMvYoMuN

|so

|}Nrz?v

|-x

uvHx

uNz%Avxq92#qFvxn:tMy

o|Eg

}NorqQ}pszt$skz?vHztxYvj|

z?q?orvHoru

|f-zts

$skz;w0ztsztNq?z?vd

MvYu

!AcNztNq?z

|-sH|

|&4q?uNxF|o

qFt

/ryzOIlvxqsytlz0:p|>g

}NorqQ}

oMqt|xHzgi}$|-xborvmfNNu*g

|-x)x;}NzxHo

z?q?orvHoru

orv

uszh$|

Nrz

#uc$s

xFsuc>}Nrz?vF}NuNuxHo

|-o

vc$$$uvHzg{z}$|

x;}Nz

uNxYoMuNNvxYu@skztN

|q?z

xF}Nz5}$|xHxHzts

z?x

w<cNz?

w0uNsixF}Nz

qt|s

uNs

u<NuxF}No

NMd

!AcNztNq?z

|-sH|

wcus

xF}Norv

z?q?orvHoru2oMv

vF}Nu*g

borc$sz

}Nzvb>c$|sz

orv4|

z?q?orvHoruWNu

szt$skz?vHztxYvuc$s|-rxHztsH$|-xYo

z?v@d

}Nz

orv

x;}NzGcNxHorrorx

}Nz|sq?v$uo

xHo

NxHu

xF}Nz

qQ}$|Nq?z

z?v|sz

sz?rz

|Nq?z'|sq?v@d

}Nz

|skq

wKsu

vxlzv)xYu

orv

wcus

|-xYoMuNW|skqdecxHv$sz?vHztNq?z'|-vYvHztsxHv

xF}$|-x

|-x

x;}Nz<xYo

zg{z

|f-z'xF}Nz

z?q?orvHoru

fNu*g

gi}Nz?xF}Nzts

uNs

Nux

xF}NzCqt|s

vYxF|sxHvd

SztNztsH|-

“tails”

“heads”

0.2

0.4

0.6

0.8

θ|ξ

)

(a)

(b)

borc$sz

Ic|

}NzucNxHq?u

z?v

uw|

xF}Nc

}NxF|-qf!o

Edx}

$su}$|}Norrorx

orvHxFsko

}>cNxYoMuNpwcus

xF}Nz

$}vHorqt|-$su}$|}NorrorxCu-w)}Nzt|

v@d

w0uNs

|-xHoruC|sq?v

Buo

xiuNrxHu

z?q?orvHorupNu

z?v

}Nztszt|-vsz?rz

|Nq?z

|skq?v

$uo

uNNMxYu

qQ}$|Nq?z

z?v@d

JYLV\`V

YZ5G`

`+XA`

mY`

z?qt|cNvHz

|&z?vHo

Nz?x+g

uNsfv{}$|

zj|$suN}$|}NorMorvHxYoMq

xHztsY$sz?xF|-xHoru

g{ziqt|5cNvYzxFsH|

orxHoru$|-]xHz?q?}

No#b

cNz?vwKsu

|&z?vHo

|vYxF|-xHorvHxHorq?vxHuiMzt|sHxF}Nz?vYz

z?rvwKsu

|-x;|>de

orvHq@cNvHvbxF}Nz?vHz{xHz?q?}$No#b

cNz?v

CxF}Nzsz

|-o

ztsiu-w)xF}Nz$|$ztsd

ztsH|-u-wbxF}NzxHz?qQ}$No#b>cNz?vxF}$|-xCg{z4Nz?z

qt|}Bz

orvHq@cNvHvYz

xF}Nz

q?uxYzhxuw rzt|sHNo

NxF}Nz$su}$|}Norrorx

orvHxFso9}>cNxHoru@u-w

vHo

Nrz

|sko

|}NMzdCeK

xF}Norv

vHz?q?xYoMuN

g{z

zh$|

Nz4xF}Norviqt|-vHzd

uNvHo

zts{|4q?u

xF}Nc

}Nx;|-qrfSuNzg

oMx;}|4suc$

|-x}Nzt|

xF}$|-x{qt|:}$ziwcuc$

uvHx

v$c$Bzts

|sfz?xHv@de_w\g{zxF}$su*g

xF}NzxF}Nc

}NxF|-qfPc$Po

xF}Nz'|-o

Mz?x

uP|2}$|s

|-x

v$c$s

wK|-q?z

oMxg

oMr{q?u

zxHu'skz?vHxz?orxF}Nztsu@oMxYv4$uo

o$l

usiu@oMxYv4}Nzt|

+vxlq92p

|-vvF}Nu*g

borc$sz

c$$BuvHzg{zo

zxF}NzixF}Nc

}NxF|-qfxHuvHu

z?uNNz

gi}Nu

xF}Nzt*!o

Nviorx

xHo

z?v

zt|-vc$sz?v)xF}Nz

wKsH|-q?xHoruuw

xYo

z?v

x;}NzxF}Nc

}Nx;|-qrf

q?u

z?vc$

}Nzt|

v@d

szb>cNztxHorvHxJg

uNcN

vF|&xF}Norv

ruN*sc$

wKsH|-q?xHoru

orv|

$su}$|}Norrorx

uNcN

u}NvHzts

Nvu-wexF}NzixF}Nc

}Nx;|-qrf

xHu4z?vYxHo

|-xHzixF}Norv

$su}$|}NoMrorxdie

q?uxFsH|vHx

wKsu

xF}Nz

|&z?vHo

|BztsvFBz?q?xHo

g{z4sz?q?uNo#?z4xF}Nz4BuvHvHo9}Nrz

|-9cNz?v

u-w

xF}Norv

sY|-q?xHoru

|-v|

|so

|}NrzOSqt|-rorx

}NuvHz

xFscNz

cNz

orvuc$Nq?ztsxF|-o

EdC

qt|pzh

$skz?vHvuc$s

c$Nq?ztsxF|o

x'|}$uNcNx

oMx;}'|

$su}$|}Norrorx

orvHxFso9}>cNxHoru

|-xHzxF}Norv

orvHx;so9}>cNxHorup|-v

g{zu}NvHzts

z!o

Nviu-wbxF}NzxF}Nc

}NxF|-qfMd

NuxHzxF}$|-x

|-rxF}NucN}

uz?v4Nux4skzt$sz?vHztx4|

z?sz?zu-wm}Bz?roMz;w

q?urrz?q?xHoruNv

u-w

ruN*s4c$

wKsH|-q?xHoruNv

Mo9f-z

vF|-xYoMvkw0xF}Nz

s4cNMz?v

u-w$su}$|}NorrorxdSeK

xF}Norv

$|Bzts

g{z

v;}$|-r

sz;wcztsbxHu

nprq9:$l

Z+7>:_,A6`NdU<>,f7>:;5*64eA,.-

C.3`N_3Z64C.S0G "!AKWY

. . .

borc$sz

|&z?vYo

|Nz?xg{us4fivHxFscNq?x$c$skz

ztNorq?xHo

xF}Nz{q?u

orxHoru$|-$o

zt$zt

ztNq?o

z?vi|-vHvHuNq?o

|-xHz

gorxF}C|G}No

|vF|

Nrzd

Az+y

14l

1q92#qFvxnIc|&wcxHzts

eEt

xHu

orvHxHo

NcNorvF}

oMxw

z?skz?z

u-w2}$z?rorz;w

borc$sz

vF}Nu*gv{uNz

$uvHvHo9}Nrz

$sku}$|}NorroMx

orvHxFsko

}>cNxYoMuNwcus

u*g

v$c$$BuvHzIg{zu}NvHzts

ZA8O-

xF}Nz4ucNxYq?u

z?vu-w

Nvu-w x;}Nz4xF}Nc

}NxF|-qfMd

zvYu

z?xHo

z?v{sz;w0zts

xHuxF}Norv)vYz?x)u-w]u}NvHzts

|-xHoruNv

lvxl71l*po

)Oe_wg{zfNNzgSxF}Nz

|-9cNziu-w

xF}Nzt

uc$s$suN}$|}NorMorxCw0uNs

}Nzt|

vuN<|

uNcN

}Bz

c$|xHu

|xHxHztsi}NuQg

|ucNxHq?u

z?v

g{zu}NvHzts

}$|-x{orv

}Nztsz0

orvx;}Nz4ucNxHq?u

uw xF}Nz_x;}!o

u-wbxF}NzxF}Nc

}Nx;|-qrfWd

|sr

z4}$|

!%9ZA8O

eKC$|sxHorq@cN

xF}Nz4ucNxYq?u

z?v

|skz

cNx$c$|-rro

zt$zt

ztx

zqt|Cszt$sz?vHztxxF}Norviq?u

orxHoru$|-o

zt$zt

ztNq?z

|-vYvHztsxHorucNvHo

|&z?vHo

|Nz?x+g{usfvHx;scNq?x$c$sz

|vvF}Nu*g

borc$sz

szt|-rorx

g{z|szc$Nq?ztsxF|-o

C|}$ucNx{xF}Nz

|-9cNzu-w

dSe

xF}Norvqt|-vHz

g{z

qt|cNvHzxF}Nzizh

$|NvYoMuN

scNrz4xYu

z?xHzts

uc$s$su}$|}NoMrorxxF}$|-xx;}Nz4NzhxxYuvHvu-wxF}Nz4xF}Nc

}NxF|-qfIgorrq?u

z\c$'}Nzt|

}Nztsz

ztNuxHz?v)xF}Nz

Bz?q?xF|-xHoru

u-w

ztTMd

}$|-x

oMv

uc$s

$su}$|}Norrorx

w0us

}Nzt|

v)uNxF}Nz

NzhNx)xHuvYvboMv

cNvYx)xF}Nz{zh$$z?q?xF|-xYoMuN

u-w

d2Ac$sx;}Nzts

usz

vc$$$uvHzCg{z

xF}Nzx;}c

}NxF|-qfuNNq?z

u}NvHzts

z4}Nzt|

v@dS

vHo

|&z?vx;}Nz?usz

x;}Nz4$uvHxYztsorus$su}$|}NoMrorx

orvHxFsko

}>cNxYoMuNwcus

}Bz?q?u

z?v

}Nztsz

orvvHu

Nus

|-rot|xHorupq?uNvHx;|xd

}$|-xorv

zu}Nx;|-o

pxF}Nz

$uvYxHztsorus

orvHx;so9}>cNxHorupwcus

}

cNMxYo

NrNo

orxHv$sorus

orvHxFsko

}>cNxYoMuN}pxF}Nzw(c$Nq?xHoru

sztNus

|Mo#?o

NMd

}NoMv

Z+,B864C*7>64D<>, d7>:;64<>:*3PC.,

H,.C*C.,S?5*3P6`:R6

C.,"!O@,W-1=OE38D#*,15$7>B`,fUC.34D64D79<97

5X=OE64-S5$C*@,_UC.34D64D79<97

5X=OY

0.2

0.4

0.6

0.8

0.2

0.4

0.6

0.8

→

θ|ξ

)

θ|

heads

,ξ

)

0.2

0.4

0.6

0.8

borc$sz

NsH|$}Norqt|-

ztNorq?xHoruuwjxF}Nz

cNvHz'uw

|&z?vbxF}Nz?usz

xHu

q?u

>cNxYz'xF}Nzp$uvHxYztsorus

$su}$|}NoMrorx

orvHxFso9}>cNxHoruCu-wbxF}Nz4$}vHorqt|-b$su}$|}NoMrorx

$suNq?z

c$sz

orv

ztNorq?xHz

sY|$}Norqt|-rMpo

borc$sz

vzh

Bz?q?xHz

x;}Nz$uvHxHztsorusiorvvF}No

wcxHz

xHu

xF}Nz

sor}x

orvivHroMN}xHr'$|sYsu*g

ztsd

|sr

wSg{zu}NvHzts

z4|4vYo

NMzxF|oMrv

zuN}NxF|-o

!%\

ztNztsH|-

wSg{zu}NvHzts

}Nzt|

!{xF|-orrvo

x;}Nz

|-xF|}$|-vHz

x;}Nzt:g

z4}$|

}$|-x

orv

uNq?zg{z

}$|

z|-vHvHz?vYvHz

|p$sorus

orvHxFsko

}>cNxYoMuN#wcus

g{z

qt|

z?xYzts

NzorxHv

$uvHxYztsorus

orvHxFso9}>cNxHoru

ztS|S$uvHvHo9}Nrz

|-xF|}$|vHzd

~uxHz'xF}$|x

xF}Nz'uNs

zts

}Norq?}g{zCu}NvHzts

zCxF}Nz

ucNxHq?u

z?v

orv

sHskz?Mz

|xxHu

xF}Nzp$uvHxYztsorusW

|-rixF}$|-x

orvsz?rz

|xorv

xF}Nzpc

}Bzts

u-w4}Nzt|

xF}Nz

}Bztsu-w)x;|-orMv

pxF}Nz

|-xF|}$|vHzd

v;|tx;}$|-x

!|sz|

:@qso@tMvmprvxlvxq

pvxq=:

wcusixF}Nz

|-xF|}$|-vHzd

gxF}Norv

vHo

Nrz

zh$|

Nrz

uc$s

ucNxHq?u

|so

|}Nrz@}$|v

uNrgxg{u

vYxF|-xHz?vP

vxlq92

uQg

|-o

}$|

zp|

orvHqtsz?xYz<uNcNxHq?u

|so

|}Nrz

gorxF}

vYxF|-xHz?v@d

NMz

xF}Norv

|so

|}Nrz<q?uNcN

szt$sz?vHztx

x;}Nz'ucNxHq?u

z'u-w|#suriu-w|2MuN|

oMz

gxF}Nz

xF}Nc

}NxF|-qfpzh

Nrz

g{zqt|

NzxF}Nz'$}NvHorqt|-

$su}$|}NoMrorxHorz?vu-wzt|-q?}

ucNxYq?u

}NorqQ}

g{z

ztNuxHz

|-vYv$c

z{xF}$|-xbzt|-q?}vHx;|-xHz{orvBuvHvHo9}NrzivHu4xF}$|xbzt|-qQ}

orxHoru

g{z

}$|

rvHu

w/g{zkfNNu*gSxF}Nz?vHz$}vHorqt|-e$suN}$|}NorMorxHorz?v

xF}Nzt

xF}Nz

ucNxHq?u

zu-wbzt|-qQ}YxHuvHvu-wg

oMr/}Bz4q?u

orxHoru$|Mrpo

zt$zt

ztxu-wbxF}NzuxF}Nzts{xYuvHvHz?v

9ZA8O

|-x;|}$|-vHzu-wbucNxHq?u

z?v

4xF}$|-xv;|-xHorv+z?vixF}Nz?vHz4q?uN

oMxYoMuNNvoMviqt|-rrz

q$Io@t>pqsytMl2Z

A72vxqstMy

Gqsl2

prl

2oIw2qsv

npq=:l2Az+y

14l

1q=2#qsvxqFop

uNu

eA&\

}Nzt

|-vo

pxF}NzxF}Nc

}NxF|-qfzh$|

Nrz

x;}NzvYzb

cNztNq?z

orvvF|-o

xHu}Bz

1qstMy\Iqsl2

prl\

2#od

}Nzq?uNq?ztNx

u-w)|

cNrxHo

|-vF|

Nrz5c|

orxHvztNztsH|Mo#t|-xYoMuN

xF}NzsH|

vF|

Nrz

gorr2}$z4q?ztxFsH|

xYu

xF}Nz

orvHq@cNvHvHoruNvo

x;}NoMv$|Bztsd

$|-ruuNcNvxHuxF}Nz4x;}c

}NxF|-qfzh$|

Nrz

z}$|

}Nztsz

orvuc$s$sku}$|}NorroMxxF}$|-x

gxF}Nz

Nzhxqt|-vYzd

uxHzpxF}$|x

}$z?qt|cNvYz

xF}Nz

orvHxFso9}>cNxHoru

wcus

PoMvCxHz?q?}$NoMqt|Mr

orvHxFso9}>cNxHoru

zts

x;}Nz

|sko

|}NMz?v

4wcus{vHu

_xF}NzvH

}$u

ztNuxHz?vvYz?x

ztskztNq?z

rvHu

ztC|

|xF|}$|-vHz

u-wbucNxHq?u

z?v

z4}$|

}Nztsz

oMvixF}Nz4Nc

}$zts{u-wbxHo

z?vc

orv

Nus

|-ro#t|-xHoruq?uNNvHxF|x@d2~uxHzxF}$|-x

xF}Nzq?uc$xHv

|sz4|v$c

q?oMztxivHxF|-xHorvHxYoMqiwcus{x;}Nz

cNrxHo

|vF|

Nrzd

cNrxHo

|-]vF|

NMz

|\cNvHzts{orv

wKsz?z

xYu

|vHvHz?vHv{|

$su}$|}Norrorx

orvHxFso9}>cNxHoru

w0uNs

eK$sY|-q?xHorq?z

}Nu*g{z

zts

uNzu-wcxHzt:cNvHz?vxF}Nzo

sorq?}NMz?x

orvHxFso9}>cNxHoru

}Bz?qt|cNvHzorx

}$|-vvYz

ztsH|-]q?u

Norztx$suBztsxHorz?v@d

}Nz

|so

|}Nrz?v

|szv;|-o

xHu

}$|

z|qFzq=:

2#o@v

prvxzq41

ANvxqFytRw2qFvo 8

ytMo@tWvsp

}Nzt

xF}Nz4$su}$|}NoMrorx

orvHxFso9}>cNxHoruCu-w

oMvio

}

}Nztsz

orvxF}Nz

w<c$Nq?xHoru

gi}NoMq?}pvF|xHorv+z?v

}Nzt

xF}Nz

|so

|}Nrz?v

}$|

sorq?}NMz?x

orvHxFsko

}>cNxYoMuN

g{z

|-rvHuvF|&CxF}$|-x

q9pqFzq9:

2#o@v

)

}Nz

zh$$uNztxHv

cNvHxJ}$zszt|xHztsxF}$|

xHu

c$|sH|xHz?z

xF}$|-xbxF}Nz

orvHxFso9}>cNxHoru

qt|:}$zNus

|-ro?z

uxHz{xF}$|-x

xF}Nz{zh

BuNztxYv

|sz

w(c$Nq?xHoru

xF}NzcNvYzts

v)vYxF|-xHz{u-w]o

wcus

|-xHoruTMd

}Nzt

xF}Nzo

sorq?}NMz?x

orvHx;so9}>cNxHoruCoMvi|-rvHu5fNNuQgi|-v

|614o@vxl

prvxzq

AvxqsytWd

}Nz4$su}$|}NoMrorx

orvHxFso9}>cNxHoru

xF}Nzrz;w0x+}$|

KvHo

u-w\borc$sz

orv

}$z?xF|

oMvYxFso9}>cNxHorugorxF}

BuNztxHv

}Nz#$su}$|}Norrorx

orvHxFsko

}>cNxYoMuNugxF}Nz

sor}x+}$|

KvHo

z#u-wxF}Nz

c$skz<orv'|}Bz?xF|

orvHxFso9}>cNxHoru

gorxF}

zh$$uNNztxHv"

]su

c$|xHoru

g{zvHz?zCxF}$|-x

w4xF}Nzp$sorus

orvHx;so9}>cNxHorugu-w

2oMvo

sorq?}Nrz?x

xF}Nzt

xF}Nz

$uvHxHztsorus

orvHx;so9}>cNxHoruCu-w

|-xF|}$|vHz

ZA8`

-4orv

|-rvHu

sorqQ}Nrz?x

vF|&pxF}$|-x4x;}Nz

sorq?}NMz?x

oMvYxFso9}>cNxHoru#orvq?MuvHz

zts

cNrxHo

|vF|

Nro

uNsxF}$|-x

xF}Nz

sorqQ}Nrz?x

orvHxFso9}>cNxHoru

oMvi|

:yt

8CA3-lvxo

/l\Iq=2#nIy0/

pvxz$q41

ANvxqFyt>pbwcus

cNMxYo

|-evF|

NMo

NMd

MvYu

}Nzt

}$|-v)|io

sorq?}NMz?x

orvHxFsko

}>cNxYoMuN

x;}Nz

zh$$z?q?x;|-xHoruu-w

Szb

c$|$xHuxF}Nz$su}$|}Norrorx

xF}$|-x

xF}NzC

svYxu}NvHzts

|-xHoru

}$|-v|vHo

Nrz

$sz?vYvHoru

}Nztsz

zvF}$|M

vHz?z

xF}Nz?vHz

$su$ztskxHorz?v

|fzx;}Nzo

sorq?}Nrz?x

|cNvYz;w<cN{$sorus

wcus{rzt|sHNo

NMd

v$c$s

z?u-w

z?xF}Nu

v)wcus

|-vHvHz?vHvYo

N|I}$z?xF|

oMvYxFso9}>cNxHoru

orv{o

zt5}o

>frzts\

}Nz?vHz

z?xF}Nu

Nq?

zpxF}Nz

sz?q?x

|-vHvHz?vYv

ztxuwx;}Nz'$su}$|}Norrorx

orvHxFso9}>cNxHorucNvYo

NRb

cNz?vHxYoMuNNv

sz?

|-xYo

z'|szt|-v

|-vYvHz?vHv

ztxu-w

xF}Nz

q@c

|-xHo

orvHxFso9}>cNxHoru

w<c$Nq?xYoMuNcNvHo

Npw

sY|-q?xHorrz?v

|-vHvYz?vHvHo

N'xF}Nz

$uvHxYztsorus

zt|Nvu-wxF}Nz

orvHxFso9}>cNxHoru2o

}$$uxF}Nz?xYoMqt|)z

ztNq?z

|-vHvYz?vHv+

ztx

#xF}Nzwcus

u-w|#zb

cNo

|-rztxvF|

NrzvHo#?zd

}Nz?vYz

z?xF}Nu

qt|}$zCztNztsH|-ro#?z

gorxF}

|so

q@cNrxxYu

xF}Nz4Nu}No

$|sqt|vHzd

}Nzzb>cNo

|-rztx+KvF|

NMzKvYo?z

z?xF}Nu

ztNztsY|-ro?z?v$|sxHorq@cN

|sr

g{z?rd

}Nz

z?xF}Nu

orvI}$|-vHz

uKb

c$|-xYoMuN

}NorqQ}

vF|&v

x;}$|-xIg

zqt|S|-vHvYz?vHv

|po

sorq?}NMz?x

orvHxFso9}>cNxHoru}

|vHvHz?vHvHo

N#xF}Nz

$su}$|}NoMrorx

oMvYxFso9}>cNxHoru

wcus

xF}Nz

NzhxuN}NvHzts

|xHoru

vHu

g{z

szg

skoMxYz\2b>c$|-xHoru

}Nztsz

orv

NuNs

|-ro#t|-xHoru

q?uNvHxF|x@d

vHvHz?vHvHo

orvivHxFsH|oMN}xwcus+g|s

dAc$skxF}Nzts

uskz

xF}Nz

wcurMu*go

x+g

uu}NvYzts

|-xYoMuNNvv$cNz?vYx

|vHo

Nrz

z?xF}Nu

w0uNs

|vHvHz?vHvHo

}Nz

|so

|Nq?zCu-w4|

orvHxFso9}>cNxHoru

wcus

porv

|#o

orqt|-xHorugu-w4}Nu*g

cNqQ}#x;}Nz

zt|#uw

orv

zh$$z?q?xHz

xHuCqQ}$|Nz

ztPNzg

u}NvHzts

|-xHoruNvd

}Nz

}Nor}Nzts

xF}Nz

|so

|Nq?z

xF}Nz

szt|-xHzts

xF}Nz

zh$$z?q?xHz

qQ}$|NzdSecxorvivHu

z?xYo

z?vvF|-o

x;}$|-x{xF}Nz

|so

|Nq?z4orv

zt|-v$c$szuw

|ucNvYzts

v:yt

o@t

:$o

xF}Nz

zt|

wcus

}Nz

|so

|Nq?z

u-w x;}Nzo

skoMq?}Nrz?x

orvHx;so9}>cNxHoruCoMvio

}

}NcNv

orv|

sz@!z?q?xHoru

u-wbxF}Nz\cNvHzts

q?u

ztNq?zd

oMxYoMuN

vc$$$uvHzCg{zg{ztszo

NorxHo

|-rrq?u

Nrz?xHz?r

orNuNsH|x

|}BucNx

|-o

SxF}$|-x

orv

uc$s

orvHxFso9}>cNxHoru

g|-vo

}PKb

c$|-xYoMuN

gorxF}Czt|-qQ}Czh$$uNztx

c$$BuvHzug{z

xF}Nzt2vF|g

qt|-vHz?vIgorxF}2v$c

q?orztxvHxF|-xHorvHxYoMq?v

}Nzt

}

2b>c$|-xHoru

uc$s$sorus

g{ucN

}BzxF}Nz4o

sorq?}NMz?x

orvHxFso9}>cNxHoruCo

}2b>c$|-xHoru

}cNv

g{z

qt|P|-vHvHz?vYv

|-v|o@?BANq=<l2#o@tMvBpl\

2#o:prq

roxF}Nzc

}$zts

u-w

u}NvHzts

|-xHoruNvIg{z

g{ucN

}$|

xHu'}$|

zvHz?ztpvHx;|sxHo

q?u

Nrz?xHz

orNusY|Nq?z

pus

ztsixYu'}$|

zx;}Nzv;|

q?u

ztNq?zpo

xF}$|-xug{zp|-q?x$c$|-rrS}$|

zdus

NMz

g{z

uNcN

u}NxF|-o

xF}Nz<$suN}$|}NorMorx

Z+7>:_UC*7>38CPSA7>:*5$C*79D@5$7>38-168--3O5_D\,

-38C.NP64<97>b,QS

64-ST7>::*3`NP,5$7>NP,:1Q64<9<>,S!64-

3PD\,PNP38C.,

UC.,1W7>:*,OE

Z,;:$+38@<>S0:*68=?5$+6O5R,6`1

+g,OU\34-,W-5R7>:_,"!O@64<M5*3P:*3ONP,-A@NfD\,.C_1.<>3O:*,

5*3Pb,WC.3Y

orvHxFso9}>cNxHoru

w0uNs

:boMNc$sz

w/g{z|-vHvHz?vHvYz

xHuG}Bz

x;}Nzzb

cNo

|MztxvF|

Nrz

vHo#?z4xYu5}$za

u#wK|s

g{z

}$|

zpuNr

q?uNvHo

ztsz

|sko

|}NMz

gorxF}

orvHqtskz?xHz

ucNxHq?u

z?v@d

ztNztsH|

g{z

qt|go

|-o

NzP|P$}NvHorqt|-4$suN}$|}NorMorx

orvHxFsko

}>cNxYoMuN

zts|

|so

|}Nrz

orvHqtsz?xYz

q?uxHo

cNuNcNv

wKsu

}NorqQ}

|-xF|}$|vHz

qt|vHz?v

|sz

sY|@giW|-x

sH|

}Norv

$}NvHorqt|-

$su}$|}NoMrorx

orvHxFso9}>cNxHoru

Norqt|-rrqt|}BzpqQ}$|sY|-q?xHztso#?z

}S|

NorxHzpvHz?x

u-w

lz+l\Iovxo@z4prd

e_wx;}Nz'ucNxHq?u

|so

|}NrzpoMv

orvHqtsz?xHz

x;}Nzt'x;}Nz$}vHorqt|-)$sku}$|}NorroMx

oMvYxFso9}>cNxHoru

}$|-v|

$|sH|

z?xYztsq?usYsz?vF$uN

NxYu

zt|-q?}

$}vHorqt|-)$sku}$|}NorroMx

CxF}Nz

orvHxFso9}>cNxHoruc|

}Nztskz?o

g{zvYu

z?xHo

z?v4sz;wcztsixHu

xF}Nz?vHz

$}NvHorqt|-

$su}$|}NoMrorxHorz?v|-v

$|sY|

z?xHztsv

d/e0w

x;}Nz

ucNxYq?u

|so

|}Nrz

orv{q?uxHo

cNuNcNv

xF}Nz

$}vHorqt|-e$suN}$|}NorMorx

orvHxFso9}>cNxHoru

|&P}$zP_zd

|'Nus

orvHxFsko

}>cNxYoMuNEd

eK2xF}Norv

qt|-vYz

x;}Nz

$|sY|

z?xHztsvg{ucN

}Bz

xF}Nz

zt|S|

|so

|Nq?zpu-wjx;}Nz

orvHxFso9}>cNxHoruEd

|-x;|}$|-vHzu-w4qt|vHz?v

sH|g

|W$}NvHorqt|-

$su}$|}NoMrorx

orvHxFso9}>cNxHoruCorv

uw0xHzt

qt|Mrz

|z+lt

pl\

2#o

)

vcNqQ}#|'$}vYoMqt|

$su}$|}Norrorx

orvHxFsko

}>cNxYoMuN

gorxF}

c$>fNNu*g

#$|sH|

z?xYztsv

g{z

qt|

|-xHz

uc$sS}Bz?Morz;wcv

|}BucNx)xF}Nz?vYzj$|sY|

z?xHztsvbo

sH|

vF|

NrzwKsu

xF}Norv

orvHxFso9}>cNxHorucNvYo

xHz?q?}$No#b

cNz?vCvHo

xHuWx;}NuvHzg{zp}$|

orvHq@cNvHvHz

sY|

vF|

Nrz?v

wKsu

|S$|

orvHxFso9}>cNxHoruNvSo

Nq?sc

oDNNuNs

c$No

wcus

oMvYxFso9}>cNxHoruNvSxF}NztskzSzhNoMvYx<q?uNsHsz

vFBu

q?u

cN|-xYzj$soruskvxF}$|-x

u*ezts)q?uN

ztNorztx

$suBztsxHorz?v{wcus

rzt|sHNo

$sku}$|}NorroMxYoMz?vvYo

xHu

xF}NuvHz$suBztsxHorz?v4u-w)x;}Nzo

sorq?}Nrz?x@d

}Nz?vHz

$soruskv4|sz4vYu

z?xHo

z?v4sz;wcztsHsz

xHu

q?urMz?q?xYo

z?M#|-v

xF}Nzo4

ytWo@tWvxqFl2

/rl\Iq92#nQd

}Nz

szt|

ztsio

xHztsz?vYxHz

@Mzt|sHNo

N'|}$ucNxx;}Nz?vHz

oMvYxFso9}>cNxHoruNv4v;}NucN

szt|

suNux\

}$|NxYzts

JYLV\`V

YZ5G`

`+XA`

V\Z

VCXMYL]\_LX]Y

}NzNuxHoru

u-w

|sH|

vF|

Nrz{ztNztsH|Mo#?z?v{xHu

|-o

Nvbq?ux;|-o

usz{xF}$|4uNNz

|sko

|}NMzi|-v

g{z?rd

zt|

|-o

ZA8O

g{z

qt|

|-o

Nz4|

cNrxHo

|so

|-xYz4$}NvHorqt|-$suN}$|}NorMorx

orvHxFso9}>cNxHoru

w0uNs

e_w

q?ux;|-o

NvuNNM

oMvYqtsz?xHz

|so

|}Nrz?v

x;}NoMv

orvHxFsko

}>cNxYoMuN#oMv

cNvHx|

NoMxYz

q?urrz?q?xHoru

u-w

orvHqtsz?xHz

$}NvHorqt|-$su}$|}NorrorxHorz?v@dJe_wPq?ux;|-o

NvbuNrq?uNxHo

NcNucNv

|so

|}Nrz?v

xF}Norv

oMv

xFso9}>cNxHoru

q?uNcN

}$z50zd

cNrxHo

|so

|-xHzNus

oMvYxFso9}>cNxHoru

q?}$|sH|-q?xHztsko?z

}

zt|

z?q?xHus

q?u

|so

|Nq?z

|xFso#hAd

|4sH|

vF|

Nrz

sku

|$}NvHorqt|-e$su}$|}NoMrorx

orvHxFso9}>cNxHoru

g{z

qt|:c$

|-xYz

uc$s{$soruskv|}$ucNx

xF}Nzj$|sH|

z?xHztskv)u-wexF}Nz

orvHxFso9}>cNxHoruEd

}Norvc$

|-xHo

orv{z?vFBz?q?o

|Mr

vHo

NrzIg

}Nzt

q?u

cN|-xHz4$skoMuNsv{wcus{xF}Nz4$|sY|

z?xHztsvi|sz4|

|-or

|}Nrz

0vHz?z4z

suux

u*g

}Nu*g{z

zts

rz?xGcNvq?uNvYo

zts

xF}Nz

wcurruQg

sko

>frzd

c$$BuvHzug{z5fNNu*g

xF}$|-xixF}Norv

xHo

|so

|-xHzW$}vYoMqt|

$sku}$|}NorroMx

orvHx;so9}>cNxHoru

qt|

}$z#ztNq?u

vYu

$|sxHorq@cN

|&z?vHo

Nz?x+g{usfivHxFs4cNq?x$c$szd

|&4}$|

z)uxHxHztx;}NoMvbo

wcus

|xHoru

Pw0uNszh

NMzOPwKsu

uNc$sqt|cNvF|-

fNNuQg

|}$ucNxixF}Nz

|-o

EdeKx;}NoMvvYz?q?xHoru

g{z4q?uNvHo

ztsixF}Nz

xF|-v$f

uw)Mzt|sHNo

NxF}Nz$|sY|

z?xHztsviu-w

orvHq@cNvYv

uNrCxF}Nz4vFBz?q?o

|-qt|vHz\g

}Nztskz|-rxF}Nz

|so

|}Nrz?vo

|skz

oMvYqtsz?xHz

}Nztsz

xF}Nz

sY|

v;|

Nrz0od

|-xF|}$|-vYz

q?uxF|-o

NvNu

oMvYvHo

|xF|

xF}$|-x

oMv

zt|-q?}qt|vHz

q?uNvHorvHxHviu-w)xF}Nz

u}NvHzts

|-xHoruuwml292$xF}Nz

|sko

|}NMz?vo

zv;|tx;}$|-x

oMv

:y\

2#o@vxo

dke

z?q?xHoru

g{z4q?uNvHo

zts

xF}Nz

uNsz

q@cNMx$su}Nrz

}Nztsz

q?uxF|-o

orvHvYo

|-xF|d

c$xHo

t*N

z?qrfzts

|P|

z?orzts

orvHq@cNvHvxF}Nzqt|-vYzg

}Nztsz

q?uxF|-o

q?uxHo

cNuNcNv

|so

|}Nrz?v@d

}Nzt

|xF|}$|-vHz

orv

|sH|

vF|

NrzwKsu

cNrxHo

|so

|-xHz$}NvHorqt|-{$su}$|}Norrorx

oMv

xFso9}>cNxHoruCxF}$|x

qt|

}BzztNq?u

g{zvHo

Nr'v;|tx;}$|-x

orv4|sH|

v;|

Nrz

|2zh

NMz

q?uNNvHo

zts

xF}Nz

|-o

q?uNvHorvHxHo

N#u-wxg{u

}No

$|s

|so

|}Nrz?vS|

d]z?x

ztNuxHz

xF}Nz$|sH|

z?xHztskvG_oxd

$}vHorqt|-b$su}$|}NoMrorxHorz?v

w0usxF}Nz.uo

xivF$|-q?z

u-w

}Nztsz

orv

x;}Nz

$}NvHorqt|-e$su}$|}NoMrorx

u-wexF}Nziz

ztxSg

}Nztsz?

oMv

xFscNz|

orv

|-rvHz

vHu

uEd<~uxYz

xF}$|x

cNvYo

xF}Nzu

zts}$|s

g{z4|sz

zt$|sxYo

wKsu

uc$s

vHxF|

NuxF|-xYoMuNEd

}Nzt

vF|&No

Nx;}$|-x

oMv|sH|

v;|

NrzwKsu

xF}Nz

Nz?x+g{usfvYxFscNq?x$c$szq?uxF|-o

N<Nu'|sq5}$z?x+g{z?zt

orv4xF}Nz|-vHvHztskxHorupxF}$|-x

xF}Nz

$|sY|

z?xHztsv

u-wxF}Nz-uo

vF$|-q?z

vF|-xHorvwcpxF}Nz

ztBzt

ztNq?z

q?uNvHx;sH|-o

xYv

vHuu

}NztskzOPw0us

NrzO

oMv

xF}Nz

$}vHorqt|-$sku}$|}NorroMx

|-vHvYuq?o

|-xHz

gorxF}

xF}Nz{z

ztxLg

}Nztsz#orvbxFs4cNzd7e

xborv)Nux

q@cNrx)xHuivF}Nu*gPxF}$|-x

xF}Norv|vHvHztsxHoru@oMvzb>cNo

|-rztxxYu'xF}Nz

|vHvHztsxHoru@xF}$|-xxF}Nz

|xF|}$|-vHz

qt|P}Bz

z?q?u

$uvYz

xHu

x+g{u

cNMxYo

|-bvF|

Nrz?v

xF}Nzu}NvHzts

|-xHoruNvu-w p|skz|

cNrxHo

|-bvF|

NMzIgorxF}p$|sY|

z?xHzts

xF}Nz4u}NvYzts

|-xYoMuNNvu-w

|skz4|

cNMxYo

|-v;|

NrzgorxF}'$|sH|

z?xHzts

v|NuxF}Nzts{zh$|

Nrz

v$c$$BuvHzIg{z|-vYvHztsxxF}$|x

|xF|}$|-vHz

w0uNs{uc$s

xg{u

|so

|}Nrz

|-o

oMv

sH|

vF|

NMz

sku

xF}Nz4Nz?x+g{usfvYxFscNq?x$c$sz0

ztsz

x;}Nztsz4|sz4Nu

q?uNvHxFsY|-o

xHv

xF}Nz

$|sH|

z?xHztsvu-w

x;}Nz

xbvF$|-q?zdLAc$sx;}Nzts

usz

x;}NoMv)|vHvHztsxHoru

Nrorz?v{xF}$|-xbxF}Nz

|-xF|}$|-vHz)orv

u-w |-x

uvHx

xF}$sz?z}No

|-evF|

NMz?v

xF}Nz

uN}NvHzts

|xHoruNv{u-w;|sz|G}No

v;|

NrzgorxF}

$|sH|

z?xHzts

x;}Nzu}NvHzts

|-xHoruNv

u-w

x;}NuvHzqt|-vYz?vk_o

}Nztskzg

orv)xFscNzi|sz

|}No

vF|

NMz^gorxF}p$|sH|

z?xYzts

x;}NzuN}NvHzts

|xHoruNvu-w

pxF}NuvHzqt|-vYz?v5_o

gi}Nztsz!

orvwK|-rvHz

|sz

|:}No

|-)vF|

NrzugorxF}p$|sH|

z?xHzts

d4uNvHzb>cNztxHr

xF}Nz

uNq?q@c$sHsztNq?z?v4uw po

|szq?u

orxHoru$|-rr#o

ztBzt

ztx

qt|-vYz

|sz

q?u

orxHoru$|-rrWo

zt$zt

ztx

u-wxF}Nz

uxF}NztsuNq?q@c$sHsztNq?z?v

qt|vHz

qt|pNsH|$}Norqt|-rr

szt$sz?vYztx

xF}Nzq?u

orxHoru$|-Ko

z9Bzt

ztNq?zP|-vHvHztskxHoruNv

|vHvHuNq?o

|xHz

gorxF}Px;}Nz?vHz<sH|

vF|

NMz?v

cNvHo

|tz?vHo

|Nz?x+g

uNsfvHxFs4cNq?x$c$sz4|-vv;}NuQgi

borc$sz

|>d

xF}Nziq?urMz?q?xYoMuNu-w sY|

vF|

Nrz?vvF}Nu*g

:borc$skz

orx

orvxYz

NxHo

xHu

|$Nr

uc$s

uNz

|so

|}NrzxHz?q?}$Nob>cNz?vxHurzt|sH2zt|-q?}

$|sH|

z?xHztsivHzt$|sH|xHz?rd

iwcusx$c$$|-xYz?M

xF}Norv|$$su|-q?}

orvjNux

q?usYsz?q?xg

}NztCxF}Nz$|sH|

z?xYztsv

|sz

ztBzt

ztx|-vvF}Nu*g

xF}Nzac$szdus{zh$|

Nrz

|-v

g{z

vYz?z

uNq?q@c$sHsztNq?z?v

uwgP|

|-xHzuNc$sG}Bz?roMz;wcv|}$ucNx

uc$s\}Bz?Morz;wcv

|}$ucNx

gorr)|-rvHuq?}$|Nzd

c$$BuvHz

}Nu*g{z

zts

xF}$|-x|-rbu-w)xF}Nz

$|sY|

z?xHztsv|szo

zt$zt

ztx

|-vivF}Nu*g

borc$sz

}Ed

}Nzt

$su

xF}Nz

|xF|}$|-vHz

orv

q?u

Nrz?xHz

g{zqt|c$

|-xHzzt|-q?}S$|sY|

z?xHzts

vHzt$|sY|-xHz?rd

case 1

case 2

y x

(a)

(b)

case 1

case 2

y x

borc$sz

Jc|

|&z?vYo

|Nz?xg{us4fivHxFscNq?x$c$skzbwcusb|x+g{u*}No

$|s

|so

|}Nrz

|-o

)vF}Nu*go

q?u

orxHoru$|-o

ztBzt

ztNq?oMz&v<|-vYvHuq?o

|-xYz

oMx;}PxF}Nzp|-vHvHztsxYoMuNPxF}$|-x

xF}Nz

|-x;|}$|-vHzorv'|

sH|

vF|

NMz

wKsu

xF}Nz

vHxFs4cNq?x$c$sz

NuxF}Nzts

|tz?vHo

|Nz?x+g

uNsfpvHxFs4cNq?x$c$sz

vF}Nu*go

xF}Nz

|-vHv$c

NxYoMuN

u-w

$|sH|

z?xHzts

zt$zt

ztNq&zd

CxF}Nzsz

|-o

ztsiu-w)xF}NorvvHz?q?xHoru

g{z4v;}$|-r)|-vHv$c

xF}$|-x|-r $|sH|

z?xHztskvj|skz4o

zt$zt

ztx@d

zpqt|-rxF}Norv<|vHv$c

NxHoru

xFsu

cNq?z

}

Norz?z?

}$|-rxHztsp|

e|c$sorx?zt

lz+l\Io@vxoz

qst

o@t

:$od/e

z?q?xHoru

orvHq@cNvYv

z?xF}Nu

v{w0uNs}$|

ztBzt

ztx4$|sY|

z?xHztsvd

u'q?u

Nrz?xHz

x;}Nz

orvHq@cNvHvYoMuN

g{z

Nz?z

vHu

NuxF|-xHoruEd

]z?x

ztNuxHz

xF}Nz

|-vYvHztsxHoru_us

}

BuxF}Nz?vHorv

xF}$|x'|

|-x;|}$|-vHz

orv<|#sH|

v;|

NrzpwKsu

|&z?vHo

|Nz?x+g{usf#vHxFs4cNq?x$c$sz

zt2xF}Norv

Nz?x+g{usfCvHxFs4cNq?x$c$sz

rz?x

}BzxF}Nzc

}$zts

u-w

vHxF|xHz?v4u-w

|so

|}Nrz

Mz?x

}$z

xF}Nz

}$zts

u-wvHxF|xHz?vu-w

z?x

ztNuxHz

xF}Nz

$}NvHorqt|-

$suN}$|}NorMorx

u-w

dSe

orxHoru

rz?x

uxHzixF}$|-x{xF}Nz4$|sH|

z?xHztsv

q?u

c$Nq?xHorugorxF}

z?xHzts

Nz|-r]xF}Nz4$}NvHorqt|-$sku}$|}Nor

orxHorz?v

uw xF}Nz.uo

xvF$|-q?zd

z?xcNv

|-vHvc

zxF}$|-xzt|qQ}

|so

|}NrzvHz?x

}$|-v|

skoMq?}Nrz?x

orvHxFso9}>cNxHoru

}Nztsz

orv

Nus

|-ro#t|-xHoru

q?uNvHxF|x@d

}Nzt

orvixF}Nz4Nc

}Bzts{u-wbqt|-vHz?vo

|-xF|}$|-vYz

}Norq?}

]

g{zu}NxF|-o

}Nztsz

orv

vHu

zuxF}NztsNuNs

|-ro#t|-xHoruCq?uNvHx;|xd2Ac$sx;}Nzts

usz

|$NrNo

N2b>c$|-xHoru

xHu

zt|-q?}

cNrxHo

|-evF|

Nrz

g{ziqt|

q?u

>cNxHzixF}Nz$su}$|}Norrorx

xF}$|-x{zt|-q?}

xF}Nz4NzhNx

qt|vHzxHuu}$z

vHz?zt'|&wcxHzts

xF}Nz

|-xF|}$|-vYz

;

}Nztsz

JYLV\`V

CXMYL]\_LX]Y

xF}Nz

$skz

orucNv{vHz?q?xHoru

g{zq?uNvHo

ztsz

xF}Nz

vHorx$c$|-xHoru^g

}Nztszg{z

|szc$Nq?ztsxF|-o

|}BucNxbxF}Nz$}Nv+

orqt|-$suN}$|}NorMorxHorz?v

}>cNx{q?ztsxF|-o

|}BucNxxF}NzNz?x+g{usf

vHxFscNq?xc$sz

x;}$|-x{ztNq?u

z?vx;}Nz?vHz4$su}$|}NorrorxHorz?v@d

uQg

v$c$$$uvHzug{z|skz4Nux

uNNM

c$Nq?ztsxF|-o

p|}BucNx

x;}Nz

$sku}$|}NorroMxYoMz?v

}>cNx4|-rvHuc$Nq?ztsxF|-o

p|}BucNx

xF}NzvYxFscNq?x$c$sz

xF}$|-x)ztNq?u

z?v{xF}Nz

vig

oMx;}

|vYz?x)u-wez

ztxHv

qt|

zh$$sz?vHv

xF}Norvc$Nq?ztsxF|-o

}'|-vHvHorNo

N<|

$sorus$suN}$|}NorMorx

xYu

zt|-q?}<BuvHvHo9}Nrz

}

BuxF}Nz?vHorv

dAc$skxF}Nzts

uskz

g{z

qt|c$

|-xHzxF}Nz?vHz$su}$|}NoMrorxHorz?v4|-vJg{zvHz?ziqt|-vHz?v@dSe

vHu

g{ziMzt|sH|}$uNcNxxF}NzivHxFscNq?x$c$skz

u-w

xF}Nz

|-o

x;}NzW$sz

oMuNcNv<vYz?q?xHoru

rz?x

ztNuxHz

xF}Nz

NuQg

c$Nq?ztskxF|-o

}$$ux;}Nz?vHorv<x;}$|-xxF}Nz

|-xF|}$|-vHz

orv|<sY|

vF|

Nrz

x;}Nz

|&z?vYo

|PNz?xg{us4fpvHxFscNq?xc$sz

|&z?v

xF}Nz?uskz

g{zj}$|

;

}Nztsz

orv|

Nus

|-rot|xHoruq?uNvYxF|x@d

rvHu

x;}Nz$su

cNq?x

scNrz

z4}$|

zqt|z

|-9c$|-xYzzt|-q?}xHzts

xF}Nzsor}x

}$|

KvHo

x;}NoMv

c$|xHoruucNvHo

NGKb

c$|xHoru

zts

xF}Nz|-vHv$c

NxHoru

x;}$|-x)xF}Nz

|-xF|}$|-vHz

orv{q?u

Nrz?xHzd

}cNv

g{zuN}NxF|-o

x;}NzjBuvHxHztsorus{$suN}$|}NorMorx

u-w

vHo

N'x;}Nz?vHz

$uvHxHztsorus

$su}$|}NorrorxHorz?v

c$|-xYoMuN

|&'q?u

>cNxYz

xF}Nz

$suN}$|}NorMorx

orvHxFso9}>cNxHoru

wcus

xF}Nz<NzhNx

qt|-vHzCxHu

}Bz<uN}NvHzts

|&w0xYztsIg{z'}$|

z'vHz?ztg|

|-x;|}$|-vHzd

xF}Nz

zh$$|NvHoru's4cNMz

g{zu}NxF|-o

}Nztsz

|sz

xF}$sz?z

$uNsxF|xBuo

xHvxHu

}$z

|}BucNx4x;}NoMv

|$$sku|-q?}Ed

orxqt|#}$|

$zt

xF}$|-xx+g{u

|&z?vHo

|Nz?x+g{usfpvHx;scNq?x$c$sz?v

szt$sz?vYztx

zh$|-q?xHr#xF}NzvF|

vHz?xYvuw

$suN}$|}NorMorx

orvHxFso9}>cNxHoruNvd

vF|&

xF}$|xxF}Nz4x+g{uvHxFscNq?xc$sz?vj|szuo;?3Aq9<@l

2otMvS

zts

zt|s

dKus

zh$|

Nrz

w0us

xF}NzixF}$sz?z

|so

|}Nrz

|-o

zt|-q?}u-wxF}Nz

Nz?x+g{usf

vHxFscNq?xc$sz?v

szt$sz?vHztxHvxF}Nz

orvHx;so9}>cNxHoruNv\g

}Nztskz

'|szq?u

orxHoru$|-rr

zt$zt

ztx

u-w

{uNvHzb>cNztxYM

xF}Nz?vHz

Nz?x+g{usf

vHxFscNq?xc$sz?v4|sz

zb>cNo

|-rztx@d

v4|NuxF}Nztszh

Nrz

|6:y\

2#o@vxo:tMovxw2yz{:pvxz;A7:@v4ANz+oorv4uNzxF}$|-x}$|-v4Nu

orvHvYo

NCz

z?vSxF}$|xoMv

orxztNq?u

z?v

|-vHvHztskxHoruNv4u-wq?u

orxHoru$|

ztBzt

ztNqtzd

|-o

2q?ux;|-o

|so

|}Nrz?v

}$|v

q?u

Nrz?xHzNz?x+g{usf

vHx;scNq?x$c$sz?v

uNz4Nz?x+g

uNsf

vHxFscNq?x$c$skziw0us

zt|-q?}$uvHvHo9}NrzuNs

ztso

u-wx;}Nz

|so

|}Nrz?v@d

q?u

Nrz?xHzNz?xg{us4fpvHxFscNq?xc$sz?vwcus|Co

|-o

#szt$sz?vHztxxF}NzvF|

$suN}$|}NorMorx

orvHxFso9}>cNxHoruNv

z?r

|-rBuvHvHo9}Nrz

orvHxFso9}>cNxHoruNv

|szxF}Nztsz;wcuszzb>cNo

|-rztx@d

PztNztsY|-

x+g{uWNz?x+g

uNsf

vYxFscNq?x$c$sz?v|szzb>cNo

|-rztx'o

uNrSo

w4xF}Nz?S}$|

zCxF}Nz'v;|

vHxFs4cNq?x$c$szorNuso

N|sq

sz?q?xHoruNv4|

xF}NzvF|

KvYxFscNq?x$c$sz?vu

zts

zt|s

< !

pvxz;A7:@v4ANz+oorv

ztsz

xc$NMz5

v$cNqQ}

x;}$|-x{xF}NztszioMvi||sq

sku

xHu

}>cNxNu

|skq\}$z?x+g{z?zt

vHo

xF}Norv

q?}$|sH|-q?xYztso#t|-xHoruuw

Nz?xg{us4f*KvHx;scNq?x$c$szzb>cNo

|-rztNq?z

}Norqf-ztso

}$|-v

qtszt|xHz

|2z

q?orztx|-rusorxF}

w0us

ztxHo

w0No

NS|-r

|tz?vHo

|Nz?x+g

uNsf

vHxFs4cNq?x$c$sz?vxF}$|x|szzb

cNo

|-rztxxHu

ztNz?x+g{usfvHx;scNq?x$c$szd

ztpxF}$|-x

orv4x;}Nz

|vHvHztsxHoru@xF}$|-xxF}Nz

$}vHorqt|-{$su}$|}NorrorxHorz?vwcusixF}Nz-uo

xv;$|-q?z

u-w

qt|:}$zztNq?u

xF}NzjNz?x+g{usf

vHx;scNq?x$c$sz

oMx

wcurruQg

x;}$|-x{xF}Nzj}$$uxF}Nz?vYz?v|vHvHuNq?o

|xHz

gorxF}

x+g{uzb

cNo

|MztxNz?xg{us4fvHxFs4cNq?x$c$sz?v

cNvHxi}Bz

ztxHorqt|-xd{uNvHzb>cNztxYM

x+g{u4zb>cNo

|-rztx

Nz?x+g

uNsf

vHxFs4cNq?x$c$sz?v

cNvHx4}$|

z4x;}Nz

vF|

zc$skoMuNs|

$uvHxYztsorus

$su}$|}NoMrorxdIusizh$|

Nrz

@xF}Nzxg{u

|so

|}Nrz

|-o

xF}Nz

Nz?x+g

uNsf

vHxFscNq?xc$sz?v0

|szzb>cNo

|-rztx

gorM

}$|

z{xF}Nz{vF|

z$suN}$|}NorMorxdSe

ztNztsH|-

xF}Norv)$su$ztskx

orv)qt|-rrz

Nn8>yvoprq

po;?3Aq9<@l2#ot

)LeK

ror}x

u-wexF}Norv

$sku$ztsx

vF}NucN

|vHvHuNq?o

|xHzzt|-q?}

}$$uxF}Nz?vYoMvJgorxF}

|zb>cNo

|-rztNq?z4q?

|-vHv{u-w]vHxFscNq?xc$sz?v

sH|-x;}NztsxF}$|P|pvYo

NMz

Nz?x+g{usfpvYxFscNq?x$c$sz

uc$s

z?xF}Nu

wcus

rzt|sHNo

NSNz?x+g

uNsfpvHxFs4cNq?x$c$sz

vF}NucN

|-q?xc$|-rM:}$zio

xHztsH$skz?xHz

z?xF}Nu

w0uNsbrzt|sHNo

zb>cNo

|-rztNq?z4q?

|-vYvHz?v{u-wNz?xg{us4f4vYxFscNq

x$c$sz?vIc|-rxF}NucN}

w0us

xF}Nz

vF|f-ziu-wS}$sz

oMx

g{zu-wcxHzt}N9c$s

xF}Norv

orvHxHo

Nq?xHoru

;=OU\3O5$+,:$7>:

,"!O@7>B468<>,W-1,+34<>S:fUC.38BO7>S,QS

,f79-5*,WC*UC.,5Z68=`,:$7>64-H-,5

Z34C*e

:*5$C*@15$@C.,::$7>NdU<>=06O:_C.,WUC.,:*,W-5*6

5$7>34-:3"

134-S^7>5$7>38-68<Z79-S,WU,W-S,W-1,AY;34-,5$+,.<>,:*:E

:*5$C.34-aO,.CPS,-7>5$7>38-:P364=`,:$7>64-

-,5

Z34C*e:,

O7>:*5

+,WC.,P68C.1:

+64B`,d6#168@:*68<79-5*,WC*UC.,5*6`5$7>34-GH,OY

aY>E

,Q64C*<

68-S

,WC.NP6E

8KWY

_,1*eA,.C.NP64-0,5;64<HYG

D\KR64C.a8@,

5$+6`5E\64<>5$+34@a4+

7>5[7>:[@-C.,6O:*38-68D<>,

5*3d6`:*:$@N ,

+=OU\3`5$+,:$7>:;,"!O@7>B468<>,W-1,

Z+,W-

Z34C*eA79-a

Z7>5$+c164@:*64<Z68=O,:$7>68--,5

Z34C*e:EA7>5[7>:3"H5*,W-

}Nz

vHz?q?uN

$usx;|x$uo

|}BucNxxF}Norv

|$$su|qQ}porv

x;}$|-x

sorxHo

2b>c$|-xHoru

g{z

}$|

z|-vHv$c

x;}$|-xxF}Nz'}$$uxF}Nz?vHorv

zb>cNo

|-rztNq?zpq?

|-vHvHz?v

|sz

cNx$c$|-rrWzhNq?9cNvHo

zde

Sszt|-rorx

xF}Nz?vHzp}$$uxF}Nz?vHz?v|sz'Nux

cNx$c$|-rrPzhq?9cNvHo

uszh$|

Nrz

guc$s

xg{u*

|so

|}Nrz

|-o

}$uxF}

Nz?x+g{usfCvHxFscNq?xc$sz?v0

xF}Nz

Nx@Nz?x+g{usf

vHxFscNq?xc$sz

qt|2ztNq?u

z$|sH|

z?xHztsv

vF|-xYoMvkw0No

NWxF}NzCzb

c$|Morx

}Nztsz;wcusz

xF}Nzp}$$uxF}Nz?vHz?v|-vHvHuNq?o

|-xHz

oMx;}PxF}Nz?vHzpNu

zb>cNo

|-rztx

Nz?x+g{usf

vHx;scNq?x$c$sz?viu

zts

|EdI~uNz?x;}Nz?Mz?vYv

pxF}Norv4|$$sku|-q?}

|-vYv$c

zxF}$|-xixF}Nz

$sorusvu2$|sH|

z?xYztsvwcus4|

ztWNz?x+g{usf

vHxFscNq?x$c$skz

}$|

z5}Buc$

ztNvHorxHorz?v

}NztNq?z

xF}Nzu

zts

}

BuxF}Nz?vHz?vCgorr/}$z

u-w

zt|-v$c$sz?ztskuMd

$|-rr

skoMxYo

N2b>c$|-xHoru

g{z}$|

zro

orxHz

uc$svHz?

z?vixHu

}$$uxF}Nz?vYz?v

q?usYsz?vF$uN

xHu'|-vYvHztsxHoruNv

xF}$|-x4x;}Nz

$}NvHorqt|-{$su}$|}Norrorx

orvHxFso9}>cNxHoru2u-wxF}Nz-uo

x4vF$|-q?z

q?u

z?vwKsu

uNz

$|sxYoMq@cN

Nz?xg{us4f'vYxFscNq?x$c$szdp2zqt|Wskz?

|hWxF}Norv

|vHv$c

NxHoru

|-vHv$c

x;}$|-x4xF}Nz'$}NvHorqt|-

$su}$|}NoMrorx

orvHxFso9}>cNxHoru

qt|

}Bz

ztNq?u

provu-w

Nz?x+g{usf#vYxFscNq?x$c$sz?vd

xF}Norv<$|Bzts

}Nu*g{z

zts

g{z

Nux

>c$svcNz4xF}NorvztNztsY|-rot|xHoruEd

'$so

Nq?o

Nrz

xF}Nz|$$su|qQ}:g{z4}$|

orvHq@cNvYvHz

xF}NorvvHz?q?xHoru

oMviz?vHvHztxHo

|-rr<|-rxF}NztszorvxHu

rzt|sHNo

N'Nz?x+g{usfvHx;scNq?x$c$szdJeKp$sH|-q?xYoMq?z

}Nzt

xF}Nz\cNvHztsC}$z?rorz

z?v4xF}$|xuNr'|

wczg|-rxHztsY$|-xHo

Nz?x+g{usf

vHxFs4cNq?x$c$sz?v|sz

$uvHvYo

}Nrz

}Nz

qt|

skz?q?xHrW|-vHvHz?vYvxF}Nz

$sorusviwcusixF}Nz

$uvHvYo

}NrzNz?x+g

uNsf

vHxFs4cNq?x$c$sz?v4|

x;}Nz?o

s$|sY|

z?xHztsv

v$c>}NvHzb>cNztxHr

cNvHz5Kb

c$|-xYoMuNNv

usixF}Nz?o

ztsH|-ro#t|-xHoruNv

w0us

q?uxHo

cNucNv

|so

|}Nrz?v

orvHvYo

|-xF|>d

Nrz

c$xHo

t*N

}$|-v

z?vHorNz

vHu-wcx+g|szvHNvHxHz

}Nztsz@}<|:cNvHzts

vF$z?q?oz?v

}Norv4$sorusviwcus|

vHz?xiu-w

$uvHvHo9}Nrz

z?Mv

cNvHo

|&z?vHo

|'Nz?x+g{usfvio

|$Nzts

vHo

|sixHu

xF}$|-xivF}Nu*g

borc$sz

}NzvHNvHxHz

xF}Nzt

q?u

Norrz?vxF}NorvvFBz?q?oqt|-xHoruCo

xHu

|q?u

>cNxHztsi$suNsH|

xF}$|-x{rzt|sHNv

sku

|-xF|}$|vHzd

uNz?xF}Nz?rz?vHv

x;}Nz

}Bztsu-w

Nz?x+g{usfvYxFscNq?x$c$sz?v

w0uNs|

@q?ux;|-o

|so

|}Nrz?voMv

uskz

x;}$|

BuNztxYo

Ldb{uNvYzb

cNztxHr

}Nzt

xF}NzcNvHzts

qt|$NuxbzhNq?

z|-

uvYx)|-ru-w]xF}Nz?vHz

Nz?x+g{usfvHx;scNq?x$c$sz?v

xF}Nztskzj|skzvHz

ztsH|-orvHv$cNz?vixF}$|-x

cNvHx}$zq?uNvHo

ztsz

dJeKC$|sxHorq@cN

q?u

xF|-xYoMuN$|-eq?uNvHx;sH|-o

xYv

qt|p$sz

ztxcNvwKsu

v$c

zts

|-rxF}Nz

}

BuxF}Nz?vHz?vio

2b>c$|-xHoru

|Rg{z

|$$su*hNo

|-xHz

|-q?q@c$sH|-xHz?r

}Wsz?x;|-o

N2uNrW|Cv

|-rbwKsH|-q?xYoMuN

u-wixF}Nz?vHz

}

BuxF}Nz?vHz?v

xF}Nzv$c

e_wevHu

gi}NoMq?}

}$$ux;}Nz?vHz?v)vF}NuNcN

g{z{o

Nq?9c

orxHoru

}Nu*gPqt|Ig{z

q?orztxHr<|-vHvYoMN'$sorusi$su}$|}NorrorxHorz?v4xHu

xF}Nz

|'Nz?x+g{usfvYxFscNq?x$c$sz?v|

xF}Nz?o

$|sY|

z?xHztsv

xF}Nzv$c>}NvHz?q?xYoMuNNv

xF}$|x{w0uMru*g

g{zq?uNvYo

zts

zt|-q?}

u-wbxF}Nz?vHzorvHv$cNz?v@d

}Nz

uvHxo

$uNsxF|x4orvHv$cNz

orv\g

}Nz?x;}Nzts\g{zqt|#|$$su*hNo

|-xHz

g{z?ricNvHo

N1cNvHx4|

|MbNc

}Bztsuw

Nz?xg{us4f*KvHx;scNq?x$c$sz4}

BuxF}Nz?vHz?vd

}NorvCb

cNz?vHxYoMuN'orv

q@cNrx4xHu

|Nvg{ztso

CxF}Nz

usdJ~

uNz?xF}Nz?rz?vHv

vHz

ztsH|sz?vHzt|skqQ}Nztsvi}$|

zvF}Nu*g

Bztso

ztxF|-rr<x;}$|-xz

ztC|vHo

Nrz

HuNu

C.,6`:*34-64D<>,5*3T6`S38U5P6

,64eL,WCP6`:*:$@N

U5$7>38-

"$#&%$'(

$)+*

+7>1*+:*68=A:P5$+6O5 5$+,#34D:*,WC.B86O5$7>38-:#79-

S6O5*64D6O:*,

168--3`5

+,W<9U05*3PSA7>:*1WC*7>Nd79-6O5*,#5

Z3d,!O@7>B864<>,.-5f-,5

34C*ec:*5$C*@1Q5$@C.,:Y

Nz?x+g{usf

vHxFscNq?xc$szu-wcxHzt

$sku

z?v

zhNq?z?rMztx|$$su*ho

|xHoru

{uuN$zts|

ztsv$f-u

oMxYv

wcztsorv

{uNuBzts

z?qrf-zts

|pz?x

|-xd

}

zt#|2zh

NMz

z?q?xHoru

}Nz?vHzpsz?v$cNrxHv|szvHu

}$|-xv$c$sH$skoMvYo

|sz

|sz?rSsz?v;$uNvHo9}NrzCw0uNsxF}Nz'Nszt|-x

zt|-u-w

sz?q?ztxo

xYztsz?vHxo

Crzt|sHNo

|&z?vHo

|Nz?x+g{usfv@d

xF}Norv

uN}NvHzts

|xHoru

|Nux;}Nzts)o

BusxF|xq?uNNvHo

ztsH|-xHoru

oMv}Nu*gxHu

ztxYo

HuNu

Nz?x+

g{usf2vHxFscNq?xc$sz?v@d

}Nzp|$$su|qQ}#xF}$|x

}$|-v}$z?zt|

uNxHz

}

|Psz?vHzt|sq?}Nztsv

orv

xHu

cNvHzp|

:$yzqst-

Io@vxzq=:

gq?u

}No

$|xHoru

gorxF}S|2vHzt|sq?}S|MusorxF}

}Nz'vHq?uNso

z?xFsorq'x;|f-z?v$sorus

fNNuQg

|-xF|}$|vHz

|vHz?x

u-wNz?xg{us4fvHxFs4cNq?x$c$sz?v

q?u

>cNxYz?v

x;}NzuNu

Nz?vHv

u-wEx)u-w

xF}NuvYzvHxFscNq?x$c$skz?v

xHu

xF}Nz4$sorusCfNu*grz

|-x;|>d

}Nz4vHzt|skqQ}|-ruNsorxF}

ztxHoz?v4Nz?x+g

uNsf

vHxFs4cNq?x$c$sz?v

xHu

}$z'vYq?usz

deKPx;}NoMv

vHz?q?xHoru

g{z

oMvYq@cNvHv

vYq?uso

z?xFsorq?v@deK

z?q?xYoMuN

g{z

orvHq@cNvHvivHzt|sq?}|-ruskoMx;}

v@d

orucNv

vHq?uso

z?x;sorqwcus{|vHo

NrzNz?x+g{usfKvHxFscNq?xc$sz

0zb

cNo

|MztNq?z

|vHv

orvxF}Nz4skz?

xHo

z{$uvHxYztsorus$sku}$|}NorroMx

u-w

x;}$|-xevHxFs4cNq?x$c$sz)o

ztxF}Nz

|-xF|}$|-vYzduNs]zh

Nrz

qt|q?u

>cNxHz

uNsq?u

>cNxHz|jln*op

/l:vxyz

}Nztsz

orv)vHu

zsz;w0ztskztNq?zjNz?x+g{usfivHx;scNq?x$c$sz{v$cNq?}

|-vbxF}Nz

NxNz?x+g{usfvYxFscNq?x$c$szd

}NztIg{zcNvHz

2b>c$|-xHoru

xYuq?u

>cNxHzxF}Norv

sz?

|-xYo

z$uvHxHztsorus$sku}$|}NorroMx

xF}NzivHq?uso

z?x;sorq4orvvHu

z?xHo

z?v

qt|-rrz

xF}NzIjln*opqFltqFzq9:

2#o@vS

z?xFsorqd

Nz?x+g

uNsfvHxFs4cNq?x$c$szgorxF}

xF}Nz4}Nor}Nz?vHx$uvHxYztsorus

$su}$|}NoMrorx'orviu-w0xYzt

qt|-rMz

|Il$*qX

y*pvxo@zqsyz$q2_n

vHx;scNq?x$c$szd

vHq?uNsz|vYz?xu-w

oMv

xHo

Nq?x

Nz?x+g{usf

vHxFs4cNq?x$c$sz?v

g{zqt|5cNvYz

d2~

uxHzixF}$|-x$sH|-q?xYoMxYoMuNNztsvx

Norqt|-rr

q?u

>cNxYzMu|sorxF}

u-w x;}Nz$su}$|}NoMrorxHorz?vxHu

ztsorqt|-Lc$

zts.!u*g\d

or|P|

y|9w0ztsx

v$cNz?vHx

|S|-rxHztsY$|-xHo

z'vYq?uso

z?xFskoMqpxF}$|x

cNvYz?v

sz?

|-xYo

$uvHxHztsorus$su}$|}Norrorxo

q?u

c$Nq?xHorugorxF}}Nz@c$sorvHxHorq?vS}$|-vHz

xF}Nz

$sko

Nq?o

Nrzu-w

q?qt|

vby|*?uNsd

x;}NztsvHq?usko

z?x;sorq?v

|$$su*ho

|-xYz

xF}Nz$uvHxYztsorus&$su}$|}NoMrorx

z?xFsorqde

z?q?xYoMuN

g{z

orvHq@cNvHv|-rusorxF}

xF}$|-xqt|

|Cruqt|

|*hNo

xF}Nz$su}$|}Norrorx

|-v

w(c$Nq?xHorupuw

_xF}Nz

$}NvHorqt|-

$sku}$|}NorroMxYoMz?v

|-vHvHuNq?o

|-xHz

gorxF}#Nz?x+g{usfvYxFscNq?x$c$sz

qt|$NuxcNvHz

v$cNqQ}p|ruNqt|-

|*hNo

|-v|

vHq?uNszwcus

}$z?qt|cNvYzorxCgorr)|-#g|&Nv{wK|

us{xF}Nz

uvHx

q?u

Nrzh'Nz?x+g{usf

vHxFscNq?xc$sz?v

}Norq?}pN

|q?zNu

q?uNvHxFsH|o

xHvuN

xF}Nz$|sY|

z?xHztsv>dJ~uNz?x;}Nz

rz?vHv

g{z4qt|cNvHz

MuNqt|-

|ho

|-v|

vHq?usz

wcus

wJg

z|-rvHu'$zt$|Mo#?z

vHxFs4cNq?x$c$sz?v}$|-vYz

uxF}Nz?o

s{q?u

Nrzhorxd

ft|o

v$cNz?vYxHv{xF}NzvHq?uso

z?xFsorq

}Nztsz

orv|

ztNuxHz?v

xF}Nz

cNz?v

u-w

'xF}$|x

|*hNo

o?zx;}Nz

$su}$|}Norrorx

orvx;}Nz

}$zts

u-wMuorqt|-rM2o

ztBzt

ztx

$|sH|

z?xYztsvo

}Norv4vHq?uNso

z?xFskoMq

oMv

vHu

z?xHo

z?v{qt|-rMz

x;}Nz

wcus

|xHoru

qtskoMxYztsoru

dus)|

|&z?vHo

Nz?x+g

uNsf

x;}NzjBzt$|-rx

oMv

}

q?}g|s+

v$cNz?vYxHv

vHo

vHq?uNso

z?x;sorq

gorxF}

Bzt$|-rx

xHzts

}

ruM

gi}Nztsz

orvxF}Nz

}$zts

u-w4qt|-vYz?vo

xF}Nz

|-xF|}$|-vYzd

}NoMv

z?xFsorqpoMv

vHu

z?xHo

z?vqt|-rrz

xF}Nz

|tz?vHo

wcus

|-xYoMuN

qtsorxHztsoru

NuxF}Nzts

z?xFsorqixF}$|-x)|$$skuQhNo

|-xHz?v

xF}Nz$uvHxYztsorus&$su}$|}NoMrorx

z?xFskoMqiorv

z?vYqtso

xHoru2rztNxF}_np\

cyoMvYvF|Nzt

}Nz

np\Suw

|CNz?x+g

uNsfvHx;scNq?x$c$sz

orvx;}Nz

v$c

u-wxF}Nz

}Bztsuwi}NoMxYv4szb

cNo

xHu

ztNq?u

zxF}Nz

z?mg

}NorqQ}

Nqtskzt|-vHz?vgorxF}Co

Nqtszt|-vHo

z?q?u

Nrzhorx

xF}Nzc

}$zts

u-w}NorxHv

szb

cNo

xHuCztNq?u

xF}Nz

|-x;|}$|-vHz

xF}Nz

z?sg

}Norq?}

z?qtszt|-vYz?v2gorxF}o

Nqtszt|-vYo

z?q?u

NMzhNorx

sz?

|-xYo

z)xHu|

$|sxHorq@cN

|sq?u

NvHq?}Nz

z{NuxHz

xF}$|-x

xF}Nz4ro

orx

|-vxF}Nz4Nc

}$zts

u-w qt|vHz?vo

xF}Nz

|-xF|}$|vHz4|$$su|qQ}

NoMx

xF}Nz

z?xFsorq

gorxF}

c$No

wcus

$skoMuNsv

uNvHxFs4cNq?x$c$sz?v

np\

z4xF}Nz

vF|

zsz?

|-xHo

z4vYq?usz?vu

|-vHv|

y|&wcztsx

wcusx$c$$|xHz?r

'$sH|-q?xYoMq?z

xF}Norv

|-vY

NxYuxHorqzb

cNo

|-rztNq?z

orvjsH|sz?r

|-q?}Norz

$|-rr

g{z)qt|vYq?usz{vHxFscNq?xc$sz?v7}$|vHz

z?q?orvHoru

z?NwcusxF}Nz

|-o

Ed2eK

v$cNqQ}

qt|-vYz?v

g{z)qt|

vHq?uNsz|

Nz?x+g{usfivHx;scNq?x$c$sz}zhxHzt

xF}$|-xvHxFscNq?x$c$skz

xYuj|

!AcNztNq?z

|-sY|

}Norq?}

Nq?9c

z?v4|

z?q?orvHoru

w0usxF}Nz

|-o

Nrz

v$c$$$uvHzg{zgorvF}

xYuq?u

>cNxHz4|

vHq?usziwcus

xF}Nz

|tz?vHo

|Nz?x+g

uNsf

wcus

orqt|-

|-NuvYoMvv;}NuQgio

boMNc$sz|

ztp|

q?u

Nrz?xHz

|-xF|}$|-vHz4uw

oMvYzt|-vHz

NxHu

vHu

g{z

zhxHzt

xF}Norv)Nz?x+g{usfixHu|

!AcNztNq?z

|-NsH|

v$cNq?}|vbxF}Nz)uNz{vF}Nu*g

borc$sz }Ed

}Nz

z?q?orvHoru

z?{szt$sz?vHztxHz

}pxF}Norv4o

!AcNztNq?z

|sH|

Nq?9c

z?v

vYo

NMz

xFszt|x

ztx

z?q?orvHoru

xF}Nz

|-vHvHztsxYoMuN

xF}$|-xixF}Nz$|-xYoMztx

vcNxHorrorx

zt$zt

uNruCxF}Nz

orvHzt|-vYz

xF}Nz

xFszt|-x

ztx

z?q?orvHoruEd

z{q?u

>cNxHz

|ivYq?usz{wcusxF}Nz

|&z?vHo

Nz?x+g{usf}

$suq?z?vYvHo

N4xF}Nzqt|vHz?vbvHzb>cNztxHo

|-rrd

~i|

z?r

wcuszt|-q?}2qt|-vHz

2xF}Nz

|xF|}$|-vHz

g{z5cNvHz2b>c$|-xHoru

xHu<$sz

orq?x

x;}Nz

$suN}$|}NorMorx

orvHxFso9}>cNxHoru2u

zts

orvHzt|-vHz?v

pxF}$|-xqt|-vYz

ztpxF}NzvH

NxHu

@xF}$|-xqt|-vHz

xF}Nz

$sz

orucNv

qt|-vHz?v

}Nzt

g{zcNvHz{xF}Nz{o

!AcNztNq?z

|-sH|

xYu

z?xHzts

xF}Nz{uNxYo

|-$xFszt|-x

ztxd

zhx

wKsu

x;}Nz5cNxHorroMxYoMz?vztNq?u

px;}Nz

!AcNztNq?z

|-sY|

g{z

z?xHzts

xF}NzucNxHorMorx

u-w{xF}Nz

ucNxHq?u

zIg

}NztszxF}Nz

$|-xHorztxoMvo

zt'x;}Nzq?}NuvHzt@xFszt|-x

ztx

}>cNx4}$|-vxF}Nz

orvHzt|-vHz

skz?q?us

xF}Nz

|-x;|}$|-vHz

wcus

qt|-vHz

zq?u

>cNxYzxF}NzvHq?usz

wcusx;}Nz

|&z?vYo

|PNz?xg{us4fpvHxFscNq?xc$sz}

v$c

N#xF}Nz?vHzcNxYoMrorxHorz?vu

zts

|-rqt|vHz?v@d

}Norv

z?xFsorq'qt|}Bz'ztNztsY|-ro?z

xHupvHq?uNsz

cNMxYo

Nrz

Nz?x+g{usf

vHxFscNq?x$c$skz?v@d

}Nz|

|xF|z4u-w)x;}NoMv

z?q?orvHoruKx;}Nz?usz?xHorq

|$$sku|-q?}orvxF}$|-xorxuNxYo

o?z?v

}$|-xg{z

z?z

g|x4xHuCuNxHo

o#?z#

zh$$z?q?xHz

cNxYoMrorxd

}Nz

orvF|

|x;|-z

oMvxF}$|x4orx

szb

cNo

sz?v

xF}$|-xJg{zq?uNvHx;scNq?x

!AcNztNq?z

|-sY|

_oxd

z?q?orvHoru

wcus{xF}Nz

|-o

}Nz$uvYxHztsorus&$suN}$|}NorMorx'|

z?q?orvHoruKxF}Nz?usz?xYoMq

z?x;sorq?vskzb

cNo

szxF}$|xSg{zj|vHvHor

$sorusvxHu|-r

$uvHvHo9}Nrz<Nz?x+g{usfCvHxFscNq?xc$sz?v@d

eK#xF}Norv

vHz?q?xYoMuN

g{z

$sz?vYztx

|2z

q?orztx

z?xF}Nu

wcus

NpvHu

z?vHqtso9}Bz

}z?qf-zts

z?x

|-xd

}

}Nz

|$$suN|-qQ}szb>cNo

sz?vbxF}$|-xxF}NzJcNvHztsq?uNvHxFs4cNq?xHv |]AzqFyz!+tMo@vxw2yz{pvxz;A7:@v4ANz+owcusex;}Nz

|-o

Symptom 1

Disease

Treatment

Symptom 2

Symptom n

. . .

Symptom 1

Disease

Symptom 2

Symptom n

. . .

(a)

(b)

borc$sz6

|&z?vHo

|gNz?x+g

uNsfCwcus

orqt|-

|-NNuvHorv@d

q?usHsz?vFBu

NWo

!AcNztNq?z

|-sH|

w0uNs

oMqt|xFskzt|-x

ztx@d

}Nz

z?xF}Nu

|-vYv$c

z?vxF}$|-xixF}Norv4vYxFscNq?x$c$szorv|cNvYzts

$}Bz?vHxcNz?vHvuw

xF}Nz

Nz?x+g{usf

vHxFs4cNq?x$c$sz

xF}$|-x{ztNq?u

z?vxF}Nz4$}vHorqt|-$su}$|}NorrorxHorz?v@d

zt'|

$sorusNz?x+g{usf

vHxFscNq?x$c$skz

q?u

>cNxHz

xF}Nz

$sorusi$su}$|}Norrorxpu-w<|vwcurruQg

v@d

uNsbz

zts

|so

|}Nrz0

rz?x

ztNuxHzixF}NzjNc

}$zts{uw

z?vo

xF}Nz

z?xFsorq

oeztsztNq?zu-w

SxF}$|-x{orv

}Nzt

x;}Nz4$sorus

Nz?x+g{usf

oezts}

|skq?v@d)2zq?u

>cNxHz

xF}Nz$sorus

$su}$|}Norrorx

}$zt$|Mo#?o

}

|q?uNvYxF|x)wK|-q?xHuNs

w0uszt|-qQ}

vcNqQ}C|sqd

}$|-xorv

zvYz?x

}Nztsz

orv|

Nus

|-rot|xHoruq?uNvYxF|x

}Norq?}g{zqt|

orNuszdJ~

uxHzxF}$|-x{xF}Norv|$$su|qQ}|-vYvHorNv

zb>c$|-

$skoMuNsvxYu

zb>cNo

|-rztx

Nz?x+g{usf

vHxFscNq?x$c$skz?vuNrg

}Nzt

xF}Nz{$sorusbNz?x+g{usf

vHxFscNq?x$c$skz)orvz

_vHz?z\

z?qf-zts

z?xi|-xd

}]w0us{|

orvHq@cNvYvHoruCu-w x;}NoMv$uo

}NoMviwcus

orvvHo

Nrz

|-v

orx4szb>cNo

sz?v4uNNMpxF}Nz

|-vYvHz?vHv

ztxiu-w|

$sorusNz?x+g{usf

vHxFs4cNq?x$c$sz

vHo

Nrz

q?uNNvHxF|x

du~

uNz?xF}Nz?rz?vHv

wxF}Nz:cNvHztsorv\g

oMrro

}Nz

qt|

$su

usz

z?xF|oMrz

fNNuQg

|-vYvHz?vHvHo

oeztsztx

$zt$|-rxHorz?v

wcus

oeztsztx

z?v

wcus

oeztsztx

$|sztx

q?uc$sY|-xHoruNvu-w{zt|-qQ}pNu

c$xHo

Ot>@

NuxF}Nzts

|so

xF}Norv4|$$suN|-qQ}CorvxHu'|-rru*g

xF}Nz5cNvYztsixHuqt|-xHz?uNsorqt|-rM#|-vHvHztsxx;}$|-xvHu

|skq?vo

@xF}Nz

$sorus

Nz?xg{us4f

cNvYx\}$z$sz?vHztx@d

qt||-N|-o

5cNvHz\Kb

c$|xHoru

zhq?ztNxx;}$|-xJg

zivHz?x{xHuI?ztsuxF}Nz4$soruskv

uw Nz?x+g

uNsfvHxFs4cNq?x$c$sz?v{xF}$|-x

Nux

q?uw0uNs

xHuxF}Nz?vHz

q?uNvHxFsY|-o

xHvd

}Nz

$uvHxHztsorus&$sku}$|}NorroMx

z?q?orvHoruKxF}Nz?uskz?xHorq

z?x;sorq?v4|-rvHu'szb>cNo

skzx;}$|-xg{z

|-vHvYoMN<$skoMuNsv

xHuNz?xg{us4f4$|sH|

z?xHztsv

w0usb|MeBuvHvHo9}Nrz4Nz?x+g

uNsfvHx;scNq?x$c$sz?v@d

qt|

|MvYuGcNvHzixF}Norv{o

wcus

|-xHoru

xHuCq?u

>cNxHz

xF}Nz

z?xFsorq?v

usz

q?orztxHr

_vYz?z

z?q?xHoru

ztsH||cNxF}Nusv

}$|

orvHq@cNvHvYz

vHo

|s$sY|-q?xHorqt|-|$$suN|-qQ}Nz?v

w0uNs)|-vHvYoMNNo

NxF}Nz?vYz

$sorusvOg

}Nzt

vHxFscNq?xc$sz?v

|sz$uvYvHo9}NMzcuuBzts

ztsv$f-u

oMxYv

tt>>

c$xHo

Norz?z?

}$|-rxHztsz?x|-xd

z?qrf-zts

z?x

|-xd

}

d/eK

xF}Norv

vYz?q?xHoru

g{z

z?vHqtso9}$zxF}Nz4|$$su|-q?}

u-wSz?qf-zts

z?x

|-xd

}Nz?o

|$$su|-q?}#orv5}$|-vHz

uP|psz?v$cNrx

z?orzts

z?qf-zts

z?r

|-r

|Mru*g{z

cNz?vu-w{xF}Nz

$}vYoMqt|

$su}$|}NoMrorxHorz?v

|skz

BuvHvHo9}Nrz

xF}Nzt2$|sH|

z?xYztsio

ztBzt

ztNq?z

}

BuxF}Nz?vHorv'zb>cNo

|-rztNq?z

NrxF}$|-xxF}Nz

$}vYoMqt|4$su}$|}NorrorxHorz?vpw0uNs

q?u

NMz?xYzWNz?x+g

uNsf

vHxFs4cNq?x$c$sz?v

cNvHx

}$|

zio

sorqQ}Nrz?x

oMvYxFso9}>cNxHoruNv

|-v{vFBz?q?oz

2b>c$|-xHoru

gorxF}

xF}Nz

q?uNNvHxFsH|-o

}Nztsz

orvxF}NzcNvHzts

cNo

|-rztx

v;|

NrzvHo#?z

wcus

xF}Nz

orvxF}Nz}$$uxF}Nz?vHorvq?us&

sz?vFBu

NpxHu'|'q?u

Nrz?xHzNz?x+g{usf

vHxFs4cNq?x$c$sz

oMv

xF}Nz5cNvHzts

$su}$|}NoMrorxxF}$|-xc

CxF}NzC

svHxqt|vHzxHuu}$z

vHz?zto

x;}Nz

|-xF|}$|-vYzd

zts

xF}Nz?vHzq?u

orxHoruNv

xF}Nz'$sorusvu#$|sH|

z?xHztsv

w0us

|-r{q?u

Nrz?xHz'Nz?x+g{usfCvHxFscNq?xc$sz?v

|&}$z

z?xHzts

}

q?uNvHx;scNq?xHo

N'|

$skoMuNs

Nz?x+g{usf

wcus{xF}Nz

svYx

qt|-vYz4xHu}$zvHz?zt

wKsu

}Norq?}xF}Nz$su}$|}NorrorxHorz?vo

c$|-xYoMuN

|&}$z4q?u

>cNxHz

|-vHvYz?vHvHo

x;}Nzzb

cNo

|Mztx

vF|

NMzvHo#?z0od

q?uN

ztNq?z

CxF}$|-x$sorusNz?x+g

uNsfMde

z?q?xHoru

g{z4o

|Czh$|

Nrzu-w

$sorusNz?x+g{usfWd

z?xHzts

$sorusvw0us

$|sH|

z?xYztsv{u-w o

Nq?u

NMz?xYzNz?x+g{usf

vHxFscNq?x$c$skz?v

z?qf-zts

z?x

|-xd

}

cNvHz

xF}Nz|-vHv$c

NxYoMuN

u-wP>lz+l\Io@vxo@zIy

A72#lzqFvxn|g

}Norq?}

vF|&Nv4xF}$|x4o

zt#x+g{u'Nz?x+g

uNsf

vHxFs4cNq?x$c$sz?v

}$|vxF}NzvF|

z4$|sztxHvo

xF}Nzt

wcus

}Nz?pqt|-r)xF}Norv

$suBztsx<$|sH|

z?xHzts

|sorx

}$z?qt|cNvYz

orx4v;|tNv4x;}$|-xxF}Nz

orvHxFso9}>cNxHoruNv

w0uNs

$|sY|

z?xHztsv

ztBzt

uNr'uNxF}Nz

vHxFscNq?x$c$skz4u-w)xF}NzNz?x+g

uNsf

x;}$|-x

orvruNqt|-

xHu

|so

|}Nrz

z?r

uNr

zt$zt

orxHv

$|sztxHv@d

uszh$|

Nrz

q?uNvYo

zts

xF}NzNz?x+g

uNsfCvHxFscNq?x$c$skz

xF}Nzz

NxpvHx;scNq?x$c$sz

w0uNs4uNc$s4x+g{u*

|so

|}Nrz

|-o

gorxF}

q?usHskz?vF$u

}$$uxF}Nz?vYz?v

dSeK:}$uxF}

vYxFscNq?x$c$sz?v

}$|-v{xF}NzivF|

vHz?x{u-w$|sztxHv

_xF}Nzz

vHz?x

d uNvHzb>cNztxHr

}$|sH|

z?xHzts

|sorx

ztxF}Nz

|vHv$c

NxHoruNvbuw

$|sH|

z?xHzts

|sorx

zt$zt

ztNq?z

orx)orv

vHo

Nrz

|-xHxHzts

xHu

q?uNvHxFscNq?x$soruskv)wcus

xF}Nzj$|sH|

z?xHztskv)u-w|

|s}NorxFsH|s

Nz?xg{us4f4vYxFscNq?x$c$szio

xF}Nz$sorusv{u

q?u

Nrz?xHz'Nz?x+g{usfCvHx;scNq?x$c$sz?v@d

eKP$|sxYoMq@cN

ztP$|sH|

z?xHztso

ztBzt

ztNq?z

g{z

q?uNvHx;scNq?x

xF}Nz$sorusv{wcus{xF}Nz$|sH|

z?xHztsv{u-w)zt|-q?}Nu

vHzt$|sH|xHz?rdJAc$sxF}Nzts

usz

}$|-vi$|sztxHv

pxF}Nzo

ztpNz?x+g{usf

vHxFs4cNq?x$c$sz

ztxHo

q?u

Nrz?xHz

Nz?x+g{usf

vHx;scNq?x$c$szg

}Nztsz!

}$|-v

xF}Nz?vHz$|sztxHv

cNvHz

$|sH|

z?xHzts

|sorx2xHu

z?xHzts

NzxF}Nz

$skoMuNsv

w0us

xF}Norv

}Nz

;15$@64<9<>=OE_,W7>a`,WC68-S

;,1*eA,WC.NP68-

UC.38BO,S5$+7>:

C.,:$@<>5

@:$79-a38-<>=#<979eA,W<979+3A3AS

,"!O@7>B468<>,W-1,OY

sz?v$cNrxorv|

vFBz?q?o

|)qt|-vHzu-w)x;}Nz

z?xFskoMq

qt|-rrz

xF}Nz

z?xFsorq

xF}$|-x4|-vYvHorNvzb

c$|vHq?uNsz?v

xHu

zb>cNo

|-rztxjNz?x+g{usf

vHxFs4cNq?x$c$sz?v@d2eK

z?q?xHoru6

g{z

orr9cNvHxFsH|-xYzx;}Nz\cNvHz4u-wxF}Norv

z?x;sorqd

eK#x;}NoMv

vHz?q?xHoru

zh$|

NzvHzt|sq?}

z?xF}Nu

w0uNs4o

ztxHo

w0No

NSNz?x+g

uNsfCvHxFscNq?x$c$skz?vGg

oMx;}P}NoMN}

vHq?uskz?v@d/

vHvHztxHo

|-rM|-rvcNqQ}

vHzt|sq?}

z?xF}Nu

|f-zScNvHz

u-wB|i$suBztsx

xF}Nz

vHq?uso

z?xFsorq?vxF}$|-x

g{z{qt|-r

z?q?u

BuvF|}Norrorxd

|Nz?x+g

uNsfivHxFscNq?xc$sz

w0us

|-o

g{z

v;|t

xF}$|-xb|

zt|v$c$sz{u

xF}$|-x

vHxFscNq?x$c$skzoMv

o;:y\

yprl

2#oo

w)orxqt|}Bzg

sorxHxHztC|-v

$sku

cNq?xuw

zt|v$c$sz?v

zt|qQ}

u-w2g

}Norq?}

orv

w<c$Nq?xYoMuNuNr

u-wuNz4Nu

z4|

orxHv

$|skztxHvd/us

Nrz

sku

2b>c$|-xHoru

g{zvHz?zxF}$|-x

xF}Nz

$su}$|}NoMrorx

ztP}'xF}Nz

z?xFskoMqorv

z?q?u

$uv;|}Nrzd

{uNvYzb

cNztxHr

wxF}Nz

$sorus$su}$|}NoMrorxHorz?vu-wjNz?x+g{usfCvHx;scNq?x$c$sz?v

|sz

z?q?u

BuvF|}Nrz

c|vx;}Nz?W|sz

2b>c$|-xHoru

xF}Nzt

vHuoMvixF}Nz

z?xFskoMqd

}NcNv

g{zqt|g

skoMxYz

}Nztsz1%*

oMv

uNrW|

w(c$Nq?xHorupu-wc

orxHv$|sztxHv@dnpuvHx

|&z?vHo

NuN

|&z?vYo

z?xFskoMq?v

|sz

z?q?u

BuvF|}Nrzd

ztg|

z?q?u

$uvF|}Nrz

z?x;sorq

g{zqt|#q?u

$|sz

xF}NzvHq?usz

wcus

x+g{u<Nz?x+g{usfpvHx;scNq?x$c$sz?vxF}$|-x

oeztsu}WxF}Nz|

orxHoru

z?Mz?xYoMuNPu-w4|sq?v

$uo

xHo

N#xHu

}

q?u

>cNxYo

uNr

xF}Nz4xHzts

%N*

w0usB}$uxF}

vYxFscNq?x$c$sz?vd

svYx

rz?xkcNviq?uNvHo

ztsixF}Nz

vF$z?q?o

|-bqt|vHzu-w2

NxF}NzNz?x+g{usf

vHxFs4cNq?x$c$szgorxF}

xF}Nz}Nor}Nz?vHx

vHq?uskz

uNNj|-r$vHx;scNq?x$c$sz?vo

\gi}NoMq?}z

ztsk4Nu

z}$|-v)|-x

uvYxeuNz$|sztx@dus

zt|-qQ}|skq

Nq?9c

Nqt|vHz?v2g

}Nztsz#

orv{cNr

g{z|-vHvYuq?o

|-xHz{|Cg{z?oMN}xI*

%N*

ru%

sku

2b>c$|-xHoru

z4}$|

Mu%N*

%N*

}Nztsz

orv{xF}Nzuc$uvYvHo9}NM

cNre$|sztx)uw

}Nzi

|-vHx{xHzts

5Kb

c$|-xYoMuN

orv{xF}NzivF|

zw0us

|-r

Nz?x+g{usf

vHxFs4cNq?x$c$sz?v@d

}cNv

xF}Nz

Nz?x+g{usf

vHxFs4cNq?x$c$sz?vo

}Norq?}pzt|-q?}<Nu

}$|-v4|x

uvHx

uNz$|sztx

sY|>fo

Nz?x+g{usfvYxFscNq?x$c$sz?vI}2v$c

u-wg{z?or}xHv

us}

vHq?usz

}$|-v

xF}NzvF|

z4sz?v$cNrx@d

xF}NzjNz?x+g{usf

vHxFscNq?x$c$skzgorxF}

xF}Nz4}Nor}Nz?vHxg{z?or}x{oMv|

vF$z?q?o

|-qt|-vHziu-w)|g

z?rfNNuQgi

$su}Nrz

u-w

N&Il$Qq$

1z+lt

:qst-p

z?vHqtso9}Bz

Pw0us

zh$|

NrzOSo

|Nv

npo

Norz@ft|

t>@

}Nz<$sku}Nrz

oMv

|-v

wcurMu*gvd

vxzoo!02#q9{*otWo@vxw2yz4{orv'|

q?u$Nz?q?xYz

sz?q?xYz

|-q?Nq?roMqNsH|$}o

}NorqQ}

Nu4x+g{uz

z?v

|sz

sz?q?xHz

xHu4xF}Nz

vF|

}NzsuNuxbu-w|x;sz?zKro

Nz?x+g{usforv|\c$No#b>cNz4Nu

zixF}$|-x)}$|v

Nu4z

z?v

sz?q?xYz

xHuoMxd

1zlt

:NqFt

orv

sz?q?xHz

wcusz?vHx

xF}$|-xq?uNvYoMvYxHv

u-w

orvuo

xFskz?zKMo9f-zpNz?x+g

uNsfvd

p.>ltMtWqFt

-1z+lt

: qst-orv

}$sY|NqQ}No

N#xF}$|-x

Nq?9c

z?v

|-r

z?vo

@xF}Nz

NsH|$}Ed

Il$Qq$

1z+lt

:qst-

oMv

|'v;$|$No

N}$sY|NqQ}No

}Norq?}

|*hNo

o#?z?v

x;}Nz

v$c

u-wj|sq:g{z?or}xYv

#uNc$sqt|-vHz

q?orztx

$uM$Nu

|-ruskoMx;}

w0usm

N<|

|ho

}$sY|NqQ}No

g|v

svYx

z?vHqtsko

}Bz

}

|xHzts

zh$NMuNsz

}

|sYu

uszbz

q?orztxS}

|s"H|u

|}$u*g

z?x|-xdm

}Nz?vHz

|-ruskoMx;}

v4qt|

}$zcNvHz

xHu:

xF}Nz

}$sY|NqQ}No

gorxF}px;}Nz

}Nor}Nz?vHxvHq?uNsz

sz?|s

rz?vHv

u-w

x;}Nz

z?x;sorq5g{zcNvHz

|-vruNW|-v

uNzqt|#|-vHvHuNq?o

|-xHz|

z?or}xIgorxF}2z

zts

}Nztsz;w0uNsz

xF}Norv|-rusorxF}

orv|$$su$so

|-xHz

wcus)|

z?q?u

BuvF|}Nrz

z?xFskoMqd

}Nzt:cNvHo

z?xFsorq?v{xF}$|-x

|vHvHor

zb>c$|-evHq?uskz?vxHuzb

cNo

|-rztx4Nz?x+g{usfvYxFscNq?x$c$sz?v

}Nu*g

zts

z4}$|

%N*

}NcNv

wcusb|x+g

uiz

z?vP

xF}Nzg{z?or}xYv

|szzb>c$|-xd

{uNvYzb

cNztxHr

xF}Nz

sz?q?xHoru$|-rorx'u-wexF}Nz4|skq?vN

|&NvNu

surzwcus

v$cNq?}

z?xFsorq?v

x;}Nzj$suN}NMz

cNq?z?v

xHuu

NCxF}NzGc$

sz?q?xHz

wcusz?vHx

w0uNsg

}Norq?}

orv4|

|ho

}NorvvHzt|sq?}

qt|}Bz

uNzIcNvHo

|*ho

vF$|$No

xFsz?z4|MusorxF}

u*g

Mz?xJcNv)q?uNvYo

zts

xF}Nz{qt|-vHzgi}NztszJg

xF}Nz}$z?vHx{Nz?x+g

uNsf

sku

x;}NzvHz?xbu-we|-rNz?xg{us4fv

}Norq?}pzt|-q?}<Nu

}$|-v4Nu

uszxF}$|

$|sztxHv@d\iwcusx$c$$|-xYz?M

xF}Nz

$su}Nrz

wcus

oMv

}$|s

}NoMqf-ztso

Ngz?x'|-xd

}Nztsz;wcusz

orxorv<|$$su$so

|-xHzpxHucNvHzW}Nz@c$skoMvYxHorq

vHzt|sq?}

|-ruskoMx;}

v@d

npuvYxu-w

x;}Nzq?u

uNr

orvHq@cNvYvHz

vHzt|skqQ}

z?xF}Nu

viwcusrzt|sYNo

|tz?vHo

|pNz?xg{us4fv

|f-z

v$cNq?q?z?vHvYo

|skq<q?}$|Nz?vxYuPxF}NzWNz?x+g{usf

NMu-gxF}NzW$suBztsxSu-w

z?q?u

BuvF|}Norrorx

xHu

c$|xHz'xF}Nz

ztsorx

u-wzt|-q?}#qQ}$|Nzd

}Nzp$uvHvYo

}Nrzpq?}$|Nz?v

xF}$|x

qt|}$z

zp|szzt|-vH#xHu

ztxYo

wcdPus4|W$|o

u-w

|so

|}Nrz?v

wjx;}Nztsz

orv

|W|skq

q?u$Nz?q?xHo

xF}Nz

xF}Nzt#xF}Norv

|sq

qt|

z?orxF}NztsJ}$zsz

ztsvYz

us)skz

d2e_wexF}Nztsziorv

|sqq?uN$Nz?q?xHo

Nx;}Nz

xF}Nzt

|sqqt|u}Bzj|

#z?orxF}Nzts

sz?q?xYoMuNEd

r{qQ}$|Nz?v

|sz

v$c>}z?q?x

xHuCxF}Nzq?uNvHxFsY|-o

xxF}$|-xxF}Nzsz?v$cNrxHo

NPNz?x+g

uNsf

q?uxF|-o

sz?q?xYz

q?Nq?Mz?vdW2zcNvHz

xHu

ztNuxHzxF}NzvHz?xu-wz?roro9}NMzpq?}$|Nz?v

xYu@|@sH|$}

xHu

ztNuxHz

xF}Nz4q?}$|Nz

'ru

vHq?usz

u-w x;}NzNz?x+g{usf

sz?v$cNrxHo

sku

xF}Nz

oqt|-xYoMuN

zt|

z?q?u

BuvF|}Nrz

z?xFsorq

wb|

|sq

xYu

oMvi|

uNs

z?rz?xHz

uNr%N*

Nz?z

}$zz

|-9c$|-xHz

xHu

z?xHzts

d2e_wb|

|sq}$z?x+g{z?zt

orv

ztsvHz

xF}Nzt

uNr

%N*

Nz?z

}$z

|-9c$|-xYz

vHo

Nrz<}Nz@c$skoMvYxHorq'vHzt|skqQ}

|MusorxF}

orv62#yB:l22po$lz

: _zd

$u}$NvHuN

dbo

svHx

g{z

q?}NuuvYz

sH|$}Ed

}Nzt

g{zz

c$|xHz

wcus|-r

|f-zxF}Nz

q?}$|Nz%'wcusCg

}Norq?}

oMvi|

|*ho

$su

orxorv

BuvHorxHo

zixHzts

$|-xHzvYzt|sq?}ug

}Nzt

x;}NztszorvNu%'CgorxF}|

$uvHorxHo

cNz

w0us

vHo

z?q?u

BuvF|}Nrz

z?xFsorq?v

g{zqt|'|

sz?q?u

>cNxHo

N'|-rbxHzts

|&wcxHzts

ztsqQ}$|Nzd2eK$|sxYoMq@cN

w Nz?orxF}NztsP

Nus

xF}Nz?o

s{$|sztxHv

|szq?}$|Nz

xF}Nzt

|-o

Nvuc$NqQ}$|Nz

wcus4|M

qQ}$|Nz?v*'

xF}Nz?vHz'Nu

z?v

|-vruN

|-vxF}Nz'sz?vcNMxYo

Nz?x+g{usfCorv

|-q?Nq?MorqdS

|-xHz?vwcusx;}Nzo

NorxHo

|-isH|$}

Nq?9c

zpxF}Nz

Nx2sH|$}

|psH|

sH|$}

|NsH|$}

z?xHzts

}uNzu-w]xF}NzjBur

|-ruNsorxF}

z?vYqtso9}$z

$sz

orucNvHr

xF}Norv

vHz?q?xHoru

xF}Nz4$skoMuNsNz?x+g

uNsfMd

BuxHztxHo

|-e$su}Nrz

gorxF}

|ruNqt|-KvHzt|sq?}

z?xF}Nu

oMv

z?xHxHo

N4vYx$cNqrf

|-x

MuNqt|-

|*hNo

npz?xF}Nu

v{w0uNs)z?vYqt|No

ruNqt|-

|*hNo

Nq?9c

zoMxYztsH|-xHz

}NorrKq?Mo

}No

Np|

vHo

|xHz

|$Nzt|Mo

NMd

qsvxo@z+lvxo

Nq=292

:B2#q$1qst-

g{z

|$NM

MuNqt|-vHzt|sq?}uc$xHorAg{z

}Norx{|ruqt|

|*hNo

}Nzt

zisH|

r$ztsxc$s}xF}Nzq@c$sYsztxiNz?xg{us4fvHxFscNq?xc$sz

sztBzt|-xxF}Nz4$skuq?z?vHvw0usvHu

|$|-zt|}Nrz

}BztsuworxHztsH|-xHoruNvd

uNz

|sko

u-w/pqX

A72#lvxo

ltWtMol2#qFt

z?vHqtso9}Bz

}npz?xFsuBurorv)z?x

|dC

g{zo

NorxHo

|-ro#?z

xF}Nz

vHvYxHz

|-xvYu

zxHz

BztsH|-x$c$skz

}Nzt

g{zNoMqf

vHu

zz?Moro9}Nrz

qQ}$|Nz'|x

sH|

c$|xHzxF}Nzzh$$sz?vHvHoru

d2e0w

xF}Nzt:g{z

|f-zixF}NzqQ}$|Nz'

uxF}Nzts

gorvHz

g{z

|f-z

xF}Nzq?}$|Nz\g

oMx;}'$su}$|}NoMrorx

zszt$zt|-xixF}NorvivHz?rz?q?xHorup|

|-9c$|-xHorup$suNq?z?vHv

xHo

z?v

usc$xYoMOg{z

|f-zPq?}$|Nz?v@d:e_wg{z

|f-z

Nu'q?}$|Nz?vo

szt$z?xHorxHoruNv

x;}Nzt

g{zvYxHu

vHzt|skqQ}No

NMd

xF}Nzts

gorvHz

g{z

ru*g{zts

xF}Nz

xYz

$ztsH|x$c$sz}

cNrxHo

Nro

N#xF}Nz

q@c$sHsztxxYz

$ztsH|x$c$sz

}W|

z?qt|&pwK|-q?xHus

q?uNxHo

NcNzxF}Nz

vHzt|sq?}P$suNq?z?vHv@dp

zvHxYu

vYzt|sq?}No

Npo

g{z4}$|

zruQg{ztsz

x;}Nz4xHz

BztsH|-x$c$skz

uszxF}$|

4xYo

z?v@d

}cNv

xF}Norvj|-ruNsorxF}

orv

q?uNxFskurMz

}

z4$|sY|

z?xHztsv

NorxHo

|-ro#?z

xF}Norv

|-ruskoMx;}

ziqt|

vHx;|sxSg

oMx;}

xF}Nz

sH|$}

|fz

|sz{ztNucN}vYuxF}$|-x)|-

uvYxbz

zts4z?roro9}NrzqQ}$|Nz{oMv

xF}cNvbqtskzt|-xHo

|sH|

sH|$}Ed

MxYztsH$|-xHo

z?r

vHx;|sxJgorxF}|

ruQg{zts{xYz

$ztsH|x$c$sz

cNvHzuNzuwxF}Nz

NorxHo

|-rot|xHoru

z?xF}Nu

z?vHqtsko

}Bz

wcus

MuNqt|-vHzt|sq?}Ed

x;}Nzts

z?x;}Nu

w0uNsz?vHqt|No

NPruqt|

|ho

|2o

Nq?

}$z?vHx+x

skvHx

vYzt|sq?}

usw

o9}>}NvvF|

NMo

NP_vHz?z

z?q?xHoru

ZBY

[

borc$sz

orr9cNvHxFsH|-xYz?v

|$Nrorqt|-xHoru

x;}Nz?vHz

xYz?qQ}$No#b>cNz?vxHu4x;}Nzjszt|

(g{usk

u-w/eKB

xHor

|-xHus

|$|-z

ztx

xF|f-zt

wKsu

z?qf-zts

z?x

|-xd

}

borc$sz

orv

|4}$|

Kq?uNvHxFscNq?xYz

|&z?vHo

|PNz?x+g{usf

w0uNs4x;}NoMv

|-o

qt|-rrz

x;}Nz

Nz?xg{us4f

z?o

NrorqQ}gz?x

|-xd

_xF}Nz

$su}$|}NoMrorxHorz?v|szNuxivF}Nu*g

dOborc$sz

oMv|

|-xF|}$|-vYzu-w

qt|-vHz?vixF}$|-xorvvF|

NMz

wKsu

xF}Nz

Nz?xg{us4fMdOborc$sz

}

oMv|

}$$ux;}Nz?xHorqt|-$sorusiNz?x+g

uNsfwcus{x;}Nz

EdJ

z?qrf-zts

z?x)|-xd

}

q?uNvHxFs4cNq?xHz

xF}Norv

Nz?x+g{usf}

z?rz?xHo

ztsvHo

N|skq?vbo

xF}Nz

Nz?x+g{usf

}'|

NNuorvHz4xHuxF}Nz4$sku}$|}NorroMxYoMz?v

u-wbxF}Nz

Nz?x+g

uNsfMd

borc$skz

vF}Nu*gv)xF}Nz

uvYx)ro9f-z?r

Nz?x+g{usf

vHxFs4cNq?x$c$sz{wcuc$

}ruNqt|-]vHzt|sq?}

NorxHo

|-ro#?z

gorxF}

xF}Nz$sorus

Nz?x+g{usf

vHxFs4cNq?x$c$sz\cNvHo

NxF}Nz

z?xFsorq

|zb>cNo

|-rztxvF|

NrzvHo#?z

$sorusviuNz?x+g{usf

vHxFscNq?xc$sz?v

z?xYzts

}2b>c$|-xHoru

gorxF}

d{{u

$|so

xF}Nz

xF}$sz?z)Nz?x+g{usf{vHx;scNq?x$c$sz?v

g{zbvHz?z)x;}$|-xexF}Nzbrzt|sHNz

Nz?x+g{usf{vYxFscNq?x$c$szborv

cNqQ}

q?MuvHztsexYuxF}$|-x

case # x

10,000

(a)

(d)

(b)

(c)

borc$sz

}Nz

Nz?x+g{usf

vHxFscNq?xc$szdGx}

$sorusNz?x+g{usf

ztNq?u

Np|5cNvHzts

vk}Bz?roMz;wcv

|}BucNxxF}Nz

|-o

Ed5_q

Kqt|-vYz

|-xF|}$|-vYz4ztNztsH|xHz

xF}Nz

Nz?xg{us4fMd

}NzjNz?x+g{usf

rzt|sHNz

xF}Nz$sorus)Nz?x+g{usf|

qt|-vHz

|-xF|}$|-vYzztNztsH|-xYz

wKsu

xF}Nz

Nz?x+g{usfWd

sq?vixF}$|-x

|skz|

z?rz?xHz

usisz

ztsvHz

gorxF}'skz?vF$z?q?xixHu

xF}NuvHz4o

CxF}Nz

Nz?x+g{usfC|sz

orqt|-xHz

gorxF}

sz?vF$z?q?xYo

z?Md

|f-zt

z?qf-zts

|pz?x

|-xd

}Ed

u-w{xF}Nz

Nz?x+g{usf

xF}$|CxF}$|x

u-w{xF}Nz

$sorusNz?x+g{usfWdEc$sxF}Nzts

usz

xF}Nz

orvHxFso9}>cNxHoru

ztNq?u

}x;}Nz4rzt|sHNz

Nz?x+g{usf

orv

cNqQ}

q?MuvHztsixHu

xF}$|-xu-w)x;}Nz

Nz?x+g

uNsf

xF}$|

xF}$|-xu-w

xF}Nz4$sorus

Nz?xg{us4fMd2eK$|sxHorq@cN

}Nztskzt|-vxF}NzqtsuvHvztxFsu

u-wx;}Nz.uo

orvHxFso9}>cNxHoruNviu-wbxF}Nz

$sorusNz?x+g{usfg

oMx;}Wsz?v;$z?q?x

xHuCxF}$|-x

u-wxF}Nz

Nz?x+g{usforv

x;}Nz

qtsuvHvztxFsupu-wxF}Nz

oMvYxFso9}>cNxHoru

u-w]xF}Nzrzt|sHNz

Nz?x+g{usfagorxF}

sz?vFBz?q?x{xHuxF}$|-xbu-wexF}Nz

Nz?x+g

uNsforv

}Nzrzt|sHNo

N'|-ruskoMx;}

}$|-vizez?q?xHo

z?rPcNvHz

xF}Nz

|-x;|}$|-vHz

xHu

Hq?usYsz?q?x

xF}Nz$sorusCfNNuQg

u-wbxF}Nz\cNvHztsd

E`V

eKpszt|

|-xF|}$|vHz?v

u}NvHzts

|-xHoruNviu-w)uNzus

uNsz

|so

|}Nrz?v4o

CuNz4uNs

uNszqt|-vHz?v4|skz4x

Norqt|-rr

orvHvHo

NMd2e

4x;}NoMvbvYz?q?xHoru

g{z)q?uNvHo

zts

zhxHztNvYoMuNNvbxHu

$sz

orucNv

z?xF}Nu

vbxF}$|-xeqt|4}$|

orvHvYo

|-xF|d

2zqt|cNxHoruCxF}Nz

szt|

ztsixF}$|-xixF}Nz

z?xF}Nu

vg{z

oMvYq@cNvHv4|-vHv$c

zx;}$|-xgi}Nz?xF}NztsiusNux|

u}NvHzts

|-xHoru2orv

orvHvHo

orv

ztBzt

ztx

u-w

xF}Nz|-q?x$c$|)vHxF|xHz?v4u-wixF}Nz

|so

|}Nrz?v@dRus

NMz

xF}Nz?vHz

z?xF}Nu

vi|szNux

|$$suN$so

|-xHziwcus{|

oMqt|

|-x;|}$|-vHzCg

}Nztsz

|-x;||}$ucNx

s4cN

skz?vF$uNvYz

orv

oMvYvHo

x;}NuvHz4$|-xHorztxHvg

}Nu:}$z?qt|

xHuNuvYoMqf

xHuxF|fzxF}Nz

scNMdbnpz?xF}Nu

v{wcus{|

sz?vHvYo

zt$zt

ztNq?orz?vo

orvHvYoMuNNv4}$|

zG}$z?ztCzh$Nrusz

}_zd

yc>}No

y{uN}No

Nv5

t\7

zt|sS

svHx

rz?x\cNvq?uNvYo

zts

xF}NzvHo

Nrz

vHorx$c$|-xYoMuN

}NztszIg{zu}NvHzts

vHo

Nrz

Nq?u

Nrz?xHz

qt|-vHz

$Id]z?x

ztNuxHz4x;}Nz

|so

|}Nrz?vNuxuN}NvHzts

CxF}Nz4qt|-vYzd

ztsixF}Nz|-vHv$c

NxHoruu-w

$|sH|

z?xHzts

zt$zt

ztNqtz

g{zqt|

q?u

>cNxHzx;}Nz4$uvHxYztsorus

orvHx;so9}>cNxHoruCu-w

|v{w0uMru*gv

)|qQ}CxHzts

Cq@c$srP}$sH|-qf-z?xHvo

PKb

c$|-xYoMuN

orv|

sorq?}Nrz?x

orvHxFso9}>cNxHoruEd

}cNv

c$Nrz?vHvG}BuxF}

|-rxF}Nz

|so

|}Nrz?vo

|sz

u}NvHzts

Cqt|-vHz

xF}Nz

$uvHxHztsorus

orvHxFso9}>cNxHoruCu-w

gorM

=64=#3

13ONdU64C*7>:*38-E\5$+,1WC.3`:*:

,.-5$C.34U=?3

64-g,NdU5$=P-,Q5

Z38C*eZ+3O:*,UC.38D68D79<97>5$7V,:

64C.,S,5*,WC.Nd79-,S

C.3`N

5$+,NP64C.a879-68<>:3"

5$+,

<>64C.N

-,5

Z38C*e

7>5$+cC.,:$U\,1Q5_5*3P5$+6O5R3"

5$+,

<>68C.N

-,Q5

Z38C*e?7>:Y

}$z|

Nzt|siq?u

}No

$|-xHoru

u-wbo

skoMq?}Nrz?x

orvHxFsko

}>cNxYoMuNNv@d

cNq?}

orvHxFsko

}>cNxYoMuNNv4|sz4vYu

z?xHo

z?vqt|Mrz

qFzq=:

2#o@vIq

Qv4ANzop

xF}Nz$su}$|}NoMrorxHorz?vG

|skzqt|-rMz

Qqst-:$yo

:qFotMvspd

e0w/g{zu}NvHzts

x+g{uqt|-vHz?v

xF}Nzt

xF}NzvYoMxc$|-xHoru}$z?q?u

z?v

uskz

q?u

NMzh

}Bz?qt|cNvHz4x;}Nzq?u

xF|-xYoMuN4uwxF}Nz

o#ho

N4q?uNz

q?orztxHv)o

z?vL

N4xF}Nz

zt|Nvbu-w

sorq?}NMz?x

o#hxc$sz?v@d2eKztNztsH|-

|-vbvF}Nu*g

:_zd

{uNu$ztsb|

ztsv$fu

orxHv

x;}Nz

q?u

>cNxF|-xHoru$|$q?u

Nrzhorx4uw

xF}Nz{zh$|-q?x

q?u

>cNx;|-xHoru

u-w

qt|}Bz4zh$$uNztxHo

|-o

xF}NzNc

}$zts{uw

orvHvYo

|so

|}Nrz4ztxFsorz?vio

xF}Nz

|-x;|}$|-vHzd

}cNv

p$sH|-q?xHorq?z

g{zszb>cNo

|p|$$su*hNo

|-xHoruEd

|$$sku|-q?}orvxHu|$$su*ho

|xHz4zt|-q?}

q?usHskz?q?x4$uvHxYztsorus

orvHxFso9}>cNxHoru

gorxF}

vHo

Nrz

sorq?}NMz?x

orvHxFso9}>cNxHoru

q?uxHo

cNz

xHucNvHz

2b>c$|-xHoru

|-ruN5g

oMx;}'x;}Nzwcus

|wcus

xF}Nz

zt|'uw

sorqQ}Nrz?x

orvHx;so9}>cNxHoruEd

ztsH|v$cNq?}

|$$su*hNo

|-xHoruNv

}$|

z}$z?zt

z?vHqtso9}$z

Px;}NzMorxHztsY|-x$c$szdus

Nrz

orxHxHztso

NxHuN

z?vHqtso9}Bz?v

z?xF}Nu

qt|-rrz

/z+l:@vxqsytMl

lvxqFt

gi}Nztsz?o

2w0us

zt|-q?}

g{z'$sz?xHzt

x;}$|-x\g{z

}$|

ziu}NvHzts

sH|q?xHoru$|-ec

}Bzts{u-wu}NvYzts

|-xYoMuNNv

q?usYsz?vF$uN

xHu

xF}$|-x$|sY|

z?xHzts

vHz?x@d2e

$|sxYoMq@cN

}Nz4v$cNz?vHxHvx;}Nz4|$$su*ho

|xHoru

sH|g}$|-qf

uw xF}Norv

z?x;}Nu

oMvixF}$|-xiorxwK|-rvHz?r'o

Nqtszt|vHz?v

x;}Nz4zb>cNo

|-rztx

vF|

NrzvHo#?z?viu-w)xF}Nz

sorqQ}Nrz?x

orvHxFso9}>cNxHoruNv'|-vYvHuq?o

|-xYz

gorxF}#zt|-q?}

}Bz?qt|cNvHz'orx

skztN

|q?z?v

zt|-q?}

orvHvHo

|x$c

gorxF}P|CwKsH|-q?xYoMuN$|-{vF|

NrzdS{u*g{z?r{z?x

|-xd

vcNz?vHx

|W|$$sku|-q?}#xF}$|-x

uz?vNux

}$|

xF}Norv

$sku}Nrz

dS~i|

z?r

xF}Nz?|$$skuQhNo

|-xHz

}

|ivHo

Nrzo

sorq?}NMz?xJg

}NuvHz

zt|Nv

ztsH|-z

|so

|Nq?z

|sz)xF}Nz{vF|

z|-vbxF}NuvHz

w0uNsxF}Nz{q?usHsz?q?xo

sorqQ}Nrz?x

o#hxc$szd

zNuxHz

xF}$|-x

orxHxHztso

NxHuN

v|$$suN|-qQ}

c$Nro9f-z{u*g{z?rz?x |d

z?xF}Nu

$su

cNq?z?v)|{vHq?usko

z?xFskoMq

xF}$|-x

|-vHvYoMNNvzb

c$|evHq?usz?v

xHu

zb>cNo

|-rztx4Nz?x+g{usf

vHxFscNq?x$c$skz?v@d

}Nz?vHz|$$su*ho

|xHoruNv)$suNq?z?vHvbxF}Nz

|-xF|

4x;}Nz

|xF|}$|-vHz{vHzb>cNztxHo

|-rM

|f-zicNvHz{u-w]xF}Nz

|-vHvc

NxHoruuw

$|sY|

z?xHzts{o

ztBzt

ztNqtz|

$suBztsxHorz?vu-wbxF}Nz4o

sorq?}NMz?x

orvHx;so9}>cNxHoruEd

xF}Nzts

z?xF}Nu

vSo

Nq?9c

o9}>}Nv

vF|

Nro

xF}NzIbn

|-ruskoMx;}

sH|

orztx

z?vHq?ztx

$suNq?z?vHv4|-r

xF}Nz

|-x;|

|-x{uNq?z

qt|}$|

rzq?uxHo

cNucNv

|-o

|so

|}Nrz?v|

ztBzt

ztx$|sH|

z?xHztsv@d

o9}>}Nv

vF|

Nro

z?vYqtso9}$z

Pwcus

NMzO

}

|<|

t*?

orv4|

vF$z?q?o

qt|-vHz

u-w)n

|sfu

q?}$|-o

'npuxHz|sru

z?xF}Nu

vwcusi|$$su*ho

|xHz4o

wcztsztNq?zxi|-vHxHo

|so

|}Nrz?v

oMx;}vHu

zuo

orvHxFso9}>cNxHoru

g{z{qt|ucNvYz|

o9}>}Nv)v;|

Nrzts

xHu

|$$su*hNo

|-xHzx;}Nzzh

Bz?q?xF|-xHoru

u-w|w(c$Nq?xHoru

|-v

wcurruQg

v@d2bo

svHx

g{z

q?}NuuvHz4|

NorxHo

vHxF|xHz4u-w)zt|qQ}

u-w)xF}Nz

|sko

|}NMz?v

vHu

zt}Nu*g\d~

zhx

zNorqrf

vHu

|so

|}Nrz

c$$|vHvHorCorxHv

q@c$sHsztxivHxF|-xHz

q?u

>cNxHzorxHv4$su}$|}NoMrorx

orvHxFsko

}>cNxYoMuNpo

ztCxF}Nz

|-vHvHor

ztxHvixHu

xF}Nz4uxF}Nzts

|so

|}Nrz?v@d

}Nzt

g{zvF|

Nrz|vHxF|-xYziw0us

}$|-vHz

xF}Norvj$suN}$|}NorMorx

orvHx;so9}>cNxHoru

q?u

>cNxYz

dPbo

$|-rr

g{z

orxHztsY|-xHzxF}Nz'$sz

orucNv

xg{upvHxHztNv

f-z?ztNo

NWx;sH|-qfpu-wxF}Nz'|

ztsH|-z

cNziu-w

d/e

xF}Nzro

orx|-v)x;}Nz

}Bztsbu-wevF|

NMz?v{|$$su|qQ}o

Norx

xF}Norv

ztsY|-z{orv)zb>c$|-

xHu

_xF}Nz

Bz?q?xF|-xHorupuw2$

oMx;}

sz?vFBz?q?x4xHuxF}Nz

oMvYxFso9}>cNxHoru

$su

x+g{u

q?u

orxHoruNv'|sz

z?x@dbo

svHx

xF}Nz

o9}>}NvvF|

Nrzts

cNvYx5}$zqsz$z+o

2#o

}Nz<$suN}$|}NorMorx

orvHxFso9}>cNxHoru

cNvHxS}Bzv$cNq?}xF}$|-x2g{zqt|

ztx$c$|-rr

vF|

Nrz

BuvHvHo9}NrzivHxF|-xHz{u-wRo

$uvHvYo

}Nrzo

NorxHo

|-{vHxF|-xYzuw]dIuszh$|

Nrz

q?ux;|-o

NvNu?ztsku<$su}$|}NoMrorxHorz?v

xF}Nzt

xF}Nz

o9}>}Nv

v;|

Nrztsug

oMr}$zpo

sHsz

cNq?o9}Nrzd

z?q?u

zt|-q?}%

cNvHx5}Bz<q?}NuvHzt

NoMxYz?Mu-wcxHztEd

eKP$sY|-q?xHorq?z

|#|-rusorxF}

wcus

z?xHzts

NorvHxHorqt|-rr

skuxF|-xHo

NCxF}$sucN}2xF}Nz

|sko

|}NMz?v

orv

Norqt|-rr

cNvHz

uNu

xFsu

cNq?xHoruNvxHu

o9}>}Nv

vF|

NMo

NSo

Nq?9c

oDN

z?xF}Nu

w0us

NoMxYo

|Mo#t|-xYoMuN

orvHq@cNvHvHoruCu-wbq?u

ztsztNq?zO

|szo

zt}busf

~zt|-J

u*g

v$c$$$uvYzug{z

}$|

|-x;|}$|-vHz

ugorxF}

orvHvHo

|xF|

g{zIg|x

xHup|$$su*ho

|xHz

|so

|xu-w

}>}NvvF|

Nro

N@w0usBzts

w0uNs

NpxF}Norv

$su*hNo

|-xHoru

uNz?v

|-v{wcurru*gv@d2bo

svHx

g{zo

NorxHo

|-ro#?z

xF}Nz4$|sH|

z?xHztskv

vHu

zt}Nu*g\d

z?q?u

wcus

zt|-q?}pqt|-vHz

q?ux;|-o

orvHvYo

|-x;|

g{zIr)o

x;}Nz

orvHvHo

|-xF|cNvHo

NCxF}Nz

|-vHvYoMNNz

cNz?v

u-w

Mdusizh$|

Nrz

v$c$$$uvYz

|sko

|}NMz?v!

|szuc$Nu}NvHzts

pqt|-vHz

r{o

}

vF|

Nro

N@w

xF}Nz

orvHxFso9}>cNxHoru

x;}Nzt

}

v;|

Nro

xF}Nz

orvHxFso9}>cNxHoru

}NorvivHxHztqt|}$z

uNNzGcNvHo

vHxF|

|&z?vHo

Nz?x+g{usf

wcztsztNq?z'|-ruNsorxF}

}No

g{z

skzt|-vHvHor2xF}Nz

$|sY|

z?xHztsv

'|-q?q?us

xHuxF}Nz$uvYxHztsorus

orvHxFso9}>cNxHoru

}Nztsz

orv{xF}Nziq?u

Nrz?xHz

|-xF|}$|-vYzd/bo

$|-rr

g{z

orxHztsH|-xYzxF}Nz4$sz

oMuNcNv

x+g{u4vHxYztNv

cNvHzx;}NzvF|

Nrz

|-9cNz?v

|-v

||$$skuQhNo

|-xHoru

wcus

c$xHo

orvHq@cNvHvHz?vixF}Norv|$$su|-q?}

uNsz

z?xF|-orxd

o9}>}Nv

v;|

Nro

qt|

|-rvHuu}$z\cNvHz

|q?zu-wevHzt|sq?}No

zts)Nz?x+g{usf

vHxFs4cNq?x$c$sz?v@d2~i|

z?r

g{zqt|

xF}Nz

o9}>}NvvF|

NMzts

z?vHqtso9}$z

xF}Nz$sz

orucNv$|sH|-sY|$}vHu

xF}$|-xborx{qt|

x;sH|NvHo

xHoru

sku

uNzNz?xg{us4fvHxFs4cNq?x$c$szxHu|NuxF}Nztsd/usbzh$|

Nrz

|&wcxHztszt|-q?}

v;|

Nro

$|vHv)xF}$skucN}

xF}Nz$|sH|

z?xYztsvj|

|-xF|}$|-vHz

xF}NzvF|

Nrztsqt|

|-9c$|-xYzx;}Nz

w0usz

ztsvHxFs4cNq?x$c$sz

xF}$|-x

oMv

Yq?MuvHz

xYu

xF}Nz4q@c$sYsztxNz?x+g{usfvHx;scNq?x$c$sz_zd

gorxF}No

'uNNz|sq4|

oMxYoMuN

]

z?Mz?xYoMuN

ztskvF|-

v;|

Nrz

Nzg

Nz?x+g

uNsf

vHxFscNq?xc$sz|-q?q?uNs

NxHu

x;}NoMv

orvHx;so9}>cNxHoru_vHz?z

or|

y|9w0ztsx

}NzCzh

Bz?q?xF|-xHoru

|*ho

o#t|-xYoMuN

xbn

|MusorxF}

oMv'|S|$$su*hNo

|-xHorug|-rusorxF}

xF}$|-x

qt|

MuNqt|-

|*hNo

u-w|'$suN}$|}NorMorx

|v|

w(c$Nq?xHoru

uw$|sH|

z?xHztsv

NvHxHzts

z?x|-xd

zt'|

|-xF|}$|-vHz

IgorxF}

oMvYvHo

|-xF|

g{zqt|C|$$su*hNo

|-xHz

|-vbxF}Nz

MuNqt|-

|*hNo

w0us

wcuc$

}xF}Nzbn

|MusorxF}

d2]o9f-zixF}Nz

o9}>}Nv{vF|

NMzts

xF}Nz

|-rusorxF}

qt|

}$|

z?MvJgorxF}

orvHvHo

|-xF|

q?uxHo

NcNucNv

|-o

|so

|}Nrz?v

zt$zt

ztx$|sY|

z?xHztsvd

Mx;}NucN}CxF}Nzubn

|MusorxF}

xHzt

vxHu$su

rz?vHv

|-q?q@c$sH|xHz4|$$su*hNo

|-xHoru

orxx$NoMqt|MrCq?u

ztsz?v

uszb>cNorqrfr'xF}$||

o9}>}NvivF|

Nrztsd

}Nzk

|MusorxF}

qt|}$z

orzg{z

|-v|

z?xHzts

NorvHxHorq

ztsvYoMuN

u-wxF}Nz

}>}Nv

vF|

NrztsdS

xF}Nz

o9}>}Nv

vF|

Nrzts

g{zu}$z?o

px;}Nz

|$$su*ho

|-xYoMuN'uw

}<|-vYvHorNo

|-9cNz?v4xYu

vHu

zt}NuQgd

~zhNx

sH|-xF}Nzts

xF}$|

vF|

Nrz<|2q?u

Nrz?xHz

|-x;|}$|-vHz

zq?u

>cNxHzpxF}Nz

o 8>o;:vxo

:qFotMv2pvxlvxq

prvxq9:p

w0usxF}Nz

orvHvHo

ztxFskoMz?vio

xF}Nz

|xF|}$|-vHzd2e

'$|sxYoMq@cN

g{zq?u

>cNxHz

}Nzt

|-rexF}Nz

|so

|}Nrz?vio

|szuN}NvHzts

qt|-vHz

xF}NzxHzts

wcus

xF}Norvqt|-vYz4szb

cNo

sz?v

|x;so

|-]q?u

>cNx;|-xHoru

orx

orvz?orxF}NztsO?ztsuus

uNzd

xF}Nzts

gorvHz

ziqt|:cNvHz|

|&z?vHo

Nz?x+g

uNsf

w0ztskztNq?z

|-ruNsorxF}

xHuz

c$|xHz

xF}NzxHzts

}Norv

q?u

>cNxF|-xYoMuN'orv

qt|-rMz

xF}Nzo4

o@:@vxlvxqsytRprvxo

u-wbxF}Nz\bn

|-ruNsorxF}

zhNx

sY|-xF}Nzts

xF}$|CvF|

Nrz

Nzg

cNz?v

w0uNs

zIcNvHzxF}Nzzh

Bz?q?xHz

v$c

q?oMztxvHxF|xHorvHxHorq?v

|-vo

xF}Nz?Pg{ztsz|-q?x$c$|)v$c

q?orztx

vHxF|xHorvHxHorq?v

|-xF|}$|vHz

vHz?xxF}NzNzg

|-9cNz?v

u-w

'xHu

}$z

xF}Nz

z?vu-wxF}Nz$uvYxHztsorus

orvHxFso9}>cNxHoru

dus

Nrz

xF}Nz

$|sH|

z?xHztsv

}$|

z4|

skoMq?}Nrz?x

orvHxFso9}>cNxHoru

xF}Nzt:g{z4}$|

n<u

}Norv

zzhNoMvYxHv

$su

dxe_w)Nux

g{z

qt|cNvHzxF}Nz

zh$$z?q?xF|-xYoMuN

u-w

orxHvN

|-q?zd

}Norv

|vHvHor

ztx{oMv{qt|-rrz

xF}Nz

Il$Qq$Iqlvxqsytpvxo

u-wexF}Nzbn

|-ruskoMx;}

NvHxHztsI

vF}Nu*g{z

x;}$|-x

ztsiq?ztsxF|o

2sz?cN

|sorx'q?u

orxHoruNv

orxHztsY|-xHoruCu-w

x;}Nzzh

$z?q?x;|-xHoru|

|ho

o#t|-xHorugvHxYztNvgorM

q?u

ztszCxHuS|

ruNqt|-

|*hNo

u-wxF}Nz

$suN}$|}NorMorx

u5cNvHz

o9}>}Nv

vF|

Nro

us{x;}NzGbn

|-ruNsorxF}

'$sH|q?xHorq?z

g{z4Nz?z

xHuq?u

>cNxHz

xF}Nz

orvHxFso9}>c

xHoruNv

q?orztxYMd

}Nz?vHz

q?u

>cNxF|-xYoMuNNv

|sz{z

q?orztx$su

xF}Nz

$|sH|

z?xHztsv

}$|

sorqQ}Nrz?x

oMvYxFso9}>cNxHoru2usvYu

zuxF}Nzts

orvHxFsko

}>cNxYoMuNCw

sku

xF}Nzzh

BuNztxHo

|-w

orMd

}Nzt

xF}Nz

orvHxFso9}>cNxHoruNv

Nux

}$|

zixF}Norv{wcus

zqt|5cNvHzztNztsH|-]uNxHo

o#t|-xHoru

z?xF}Nu

vxHu

|*hNo

o#?z

orrez?x

t>>

sz?vHvz?x

|u-w$xF}Nz?vHz{|$$su|qQ}Nz?vPwcus]zh$|

Nrz

sY|

orztx

z?vYq?ztx

q?uN

cN|xHzbsH|

orztx

c$|vHo

zgxHu

z?x;}Nu

vSzh$Nruorx

ztso

|-xYo

z?v

u-wxF}Nzw(c$Nq?xHoruxYu

}Bz

|ho

o#?z

xYu

vF$z?z

q?u

zts&

ztNq?zdeK

vHu

zvHorx$c$|xHoruNv

xF}Nz?vHz

ztsko

|-xHo

z?vqt|}Bz'q?u

>cNxHz

q?orztxHrSo

Pq?ruvYz

wcus

c$xYo

t*N4

orvHq@cNvYvHz?v'v$cNq?}

z?xF}Nu

z?x;|-ord

ztsz

g{z

ztxHorugxF}Nzpqt|-vHz

}Nztsz

|-r

|so

|}Nrz?vo

|skz

oMvYqtsz?xHzdSe

xF}NorvivHorx$c$|-xHoru

yBcNvHvHz?rz?xi|-xd

}$|

zvF}Nu*g

x;}$|-x

}Nztsz

orvxF}Nz

Bz?q?xHz

v$c

q?orztxvHx;|-xHorvHxHorq

ztP}

2b>c$|-xHoru

vNuxHz

PxF}Nzp$sz

oMuNcNv

vHz?q?xYoMuN

xF}Norv

xHzts

}$zCq?u

>cNxHz

}P|PvHxF|

|tz?vHo

|PNz?x+g

uNsf

w0ztskztNq?z

|MusorxF}

JYLV\`V

mY`

eK|

|-x;|}$|-vHzCgorxF}

orvHvHo

|xF|

|$|sxHorq@cN

|so

|}Nrz

|&5}Bzu}NvHzts

vHu

zqt|-vHz?v

orx

ztsC}$z

u}NvHzts

dSeK

xF}Nz

|-xHxHzts{vYoMxc$|-xHoru

g{zvF|&

xF}$|xxF}Nz

|so

|}Nrzorv

o@tMd

u-w

xF}Nz

z?xF}Nu

z?vHqtsko

}Bz

#x;}Nz'$sz

orucNv

vHz?q?xHoru#qt|}BzcNvHz

xHuprzt|sH

|&z?vHo

Nz?x+g{usfv

q?uxF|-o

Npo

ztxHoz

}No

|so

|}Nrz?v@d

}Nz

Nz?x+g

uNsf

vHxFscNq?xc$sz

|&}$z^MhNz

uNrPxF}Nz'$}vYoMqt|

$su}$|}NorrorxHorz?vc$Nq?ztsxF|-o

us^}$uxF}#x;}Nz'Nz?xg{us4fpvHxFscNq?xc$sz'|

$|sH|

z?xHztsv

|&}$zGc$Nq?ztskxF|-o

Nz4zh$|

Nrz4uw rzt|sHNo

NxF}Nz$su}$|}NorrorxHorz?vu-w)|IMhNz

vHx;scNq?x$c$szgorxF}C}No

|sko

|}NMz?v

orvxF}Nz

cNxHuN{

|-vHv4|-ruskoMx;}

u-w

}Nz?z?vHz

|p|

x$cNx

}NorqQ}p$ztsw0us

ANt>p

AA>o@z@<@q

pro

:32lp$pq

:$lvxqFyt)

}Nz

z?Ec$

ztsro

NxF}Nz

|MusorxF}

orv

|&z?vYo

|Nz?x+g{usfagorxF}

vHo

Nrz}No

|so

|}Nrz5g

}NuvHz

vHxF|xHz?v

q?uNsHsz?vFBu

xHuxF}Nz:c$>fNu*g

Cq?

|-vHvHz?vd

}Nz

}$ztsiu-w

vHxF|xHz?vuw

xF}Nz}No

|so

|}NrzorvSc$Nq?ztsxF|-o

}$|-vb|

$skoMuNs

oMvYxFso9}>cNxHoruEd

rvHu

xF}Norv)}No

|so

|}Nrzszt

ztsv{vHz?xHv{u-weu}NvHzts

|}Nrz

|so

|}Nrz?vq?u

orxHoru$|-rro

zt$zt

ztx@d

}Nzj|-ruNsorxF}

vHzt|sq?}Nz?v

zts

|so

|-xHoruNvu-w

x;}NoMv

z?k0o

Nq?9c

xF}Nz

}$zts

u-w{vHxF|-xYz?v4u-w{xF}Nz

}No

|sko

|}NMz

cNv+

N'|

ztsvYoMuN'uw xF}Nzu

|MusorxF}

xHu

|$$su*ho

|-xYz4xF}Nz$uvHxYztsorus

$sku}$|}NorroMxCu-w)zt|-q?}

|so

|-xHoruEd

orxHoru

g{z4qt|cNvYz

z?xF}Nu

viwcus

rzt|sHNo

NgorxF}

orvHvYo

|-xF|

xHu

ztxHo

<c$

ztsc$

q?ztsxF|o

xF}NzizhorvHxHztNq?zuw Nzg

|so

|}Nrz?v@dJ~i|

z?r

BuxF}Nz?vHo#?z4|

cNx$c$|-rr

zhq?9cNvHo

zh$}$|cNvHxHo

vHz?x

|&z?vHo

|Nz?x+g{usf

vHxFscNq?xc$sz?v

vHu

zq?uxF|-o

N'}No

|so

|}Nrz?v4|

vYu

Nux@d

|-vHvYoMN<$skoMuNsvxHuzt|-q?}CvHxFscNq?x$c$skz

orxHv4$|sH|

z?xHztskv

xF}NztPc$

|-xHzxF}Nz?vHz

$skoMuNsv

gorxF}

|-xF|IcNvHo

uNNzu-w x;}Nz

z?vHqtso9}$z

|MusorxF}

v{wcus{}$|

orvHvHo

|-xF|>d

ZC`VX

XAZ

`+X

]kY

]o9f-z|-rx$cNxYuso

|-rv

xF}Norvix$cNxHusko

|eorv

Nq?u

Nrz?xHzdJus{xF}NuvHz4szt|

ztsv

xHztsz?vYxHz

Crzt|sHNo

usz

|}BucNx4sY|$}Norqt|-

z?rv

z?xF}Nu

w0uNsiMzt|sHNo

xF}Nz

u*eztsixF}Nz

wcurru*go

N@|

oMxYoMuN$|-

sz;wcztsztNq?z?v@d

usz

z?xF|-orrz

NcNo

xHu

xF}NzrorxHztsH|x$c$sz4qt|}$zwcuc$

c$xHo

}$|sHNo

t>@

$su

z?v4|Czt|-vHKxHu*skzt|

xFsu

cNq?xHorupxYu

xF}Nz

|&z?vHo

|Nz?x+g{usfCszt$sz

vHztxF|-xHoruEd

Norz?z?

}$|-rxHztsiz?x|-xd

z?qf-zts

z?x|-xd

}

zvHo

Nrz

oMvYq@cNvHvHoruNv

u-w

z?x;}Nu

viwcus

Mzt|sHNo

|&z?vHo

|pNz?x+g

uNsfv

wcus

|-o

Nvq?uxF|-o

NuNr

orvHqtsz?xHz

|so

|}Nrz?v@d

c$xYo

Nz\

z?qrf-zts

|4|

z?orzts

$su

usz

z?x;|-orMz

orvHq@cNvHvYoMuNNv@dS2h$$zts

ztxF|-$q?u

$|sorvHuNvu-w

oeztsztxbMzt|sHNo

N|$$suN|-qQ}Nz?vqt|I}$zw0uc$

{uNuBztsb|

ztsvf-u

orxHv

t?-~

wcztsorv|

uuBzts

t*N?

e|c$sorx?zt

z?x{|-xd

t*?

{u*g{z?rz?x|-xd

z?qrf

zts

z?x

|-xd

}

orxHoruCxHu

sz?q?xYz

z?Mv

sz?vHzt|sq?}Nztsv4}$|

z|-rvHu

zh$Nrusz

NsH|$}Nviq?ux;|-o

Nc$

sz?q?xHz

z?v4|-v4|fNNuQg

szt$sz?vHztxF|-xYoMuNEd

}Nz?vYz

szt$sz?vHztxF|-xYoMuNNv4|sz

orvHq@cNvHvHz

_zd

e|c$skoMx4?zt

t?D

zts

zt|skm

zt}Bzts

|&z?vYo

z?xF}Nu

viwcus

rzt|sHNo

v$cNqQ}

z?rv

|xF||sz

z?vHqtso9}Bz

}

4|@g

e|c$sorx?zt

c$xHo

$|-rr

vHz

ztsH|-]vHuw0x+g|szvYvHxYz

w0usMzt|sHNo

sY|$}Norqt|-

z?rv}$|

z\}$z?zt

NMz

ztxHz

}Nu

|-v

Norz?z?

}$|-rxHzts

}$|

zbqtskzt|-xHz

|vHvYxHz

xF}$|-x

xF|f-z?ve|

Mzt|sHNo

Nj$suN}NMz

vFBz?q?o

|-v

|&z?vHo

|Nz?x+g{usf

q?u

Norrz?vxF}Norv$su}Nrz

xHu

o9}>}Nv+KvF|

Nrztsiq?u

>cNxHzts

$suNsH|

v$}Bzts

vH||s

z?x4|-xd

}$|

zG}>cNorrxvYvHxYz

x;}$|-x

qt|'rzt|sY

sz?q?xHz

o#hNz

sY|$}Norqt|-

z?rvkcNvHo

|sorz?x

u-wbvHq?uso

z?xFsorq?v@d

IVaZ

mVX

exF}$|>f

}Norqf-ztso

sorqk

orx

}$sorv{n<z?z@f

uNuvy{u

z?rvHz

}$sH|-orq

NxF}

wcus{xF}Nz?o

s{q?u

ztxYvu

zt|srorzts

ztsvHoruNviu-wxF}Norv

|NcNvHqtso

Nx@d

32Y

JV\_

ft|-o9f-z

ft|o

\dL

Nzg

ruuNf

|-x{xF}NzvYxF|-xHorvHxHorqt|-

ztxHoqt|-xHoruEd

z+ltprl:vxqFyt>pyt

ANvxy\Ilvxq9:SytWvxz+y2

wcztsorv4|

{uNuBzts

w0ztsorv

de|

{uNu$zts

|-9c$|-xHoru2u-w|p|-ru*

sorxF}

wcus

cNq?xHo

zrzt|sHNo

NWuw

|&z?vHo

}$z?rorz;wNz?x+g{usfvGcNvHo

vHo

|-xHz

|-x;|vHz?xHvde

Jzy3:$oo

qFt

-p\y0/

otMvSyt

/roz+o@t

:oIyt/t

:$oz$vxlqstMvxn:qstzvxq

:@qsl2$tMvxo32=2#q

-ot

:o|

zt|-xHxYMz

$|-z?v

dnpusk|

|cw

|$Ed

v$}Bzts

v$}$ztsk

$Wd

dCn<u

z?{vHzt|sq?}#o

Pq?uxHo

NztNq?#xF|}Nrz?v5}

u{uMdPe

Gd|

orxHx;|f-zts

$Md

orxHuNsv

Sy\

ANvxlvxqsytMl2

vxlvxq9pvxq9:p

$|-z?v

}NvHorqt|

zts

z?o

z?9}$ztskMd

|&z?v

gz?vHvF|&WxYuQg|s

vvYu

NS|#$su}Nrz

PxF}Nz

uq?xFsko

Nzpu-w

q?}$|Nq?z?v@dJjqsy\Io@vxzq9{*l

dey{zt$so

xiu-wbusoro

$|-g{us4fu-w

z?o

NroMq?}pz?x

z?o

NroMq?}

cNzts

}$|

{uNu$zts

}Nz

y{n

uNNoMxYuso

N4vHNvHxHz

qt|-vHzvYx$c

IgorxF}x+g{u4$su}$|}NorrorvHxHorqo

w0ztsztNq?zixHz?q?}$No#b

cNz?v{wcus

}Bz?Morz;w

Nz?x+g{usfv@de

Jz+yB:o$o

qst-py0/Ivo

o;:yt

Az+yO>o$lt

Syt

/o@z+ot

:o\yt

zvxq

:@qsl2

$tWvxoB292q

-No@t

:o\qsto

q9:@qstMo|]u

$|-z?v

$so

Nzts

zts

ztskMo

c$xHo

/t>

c$xHo

}Nz?usk

ztxu

|&z?vHo

Nz?x+g

uNsfvd/eK

Jz+yB:o$o

qst-p

oB<@otMv

Syt

/roz+o@t

:ouyt

:o@zvxlqstMvxn

qFtzvxq

:@qsl2

$tWvxoB292#q

-No@t

:o|S]uv

Nz?rz?v

$|-z?v

dnpusN|

|cw

|$Ed

c$xHo

/t*

c$xHo

BztsH|-xHoruNvwcus]rzt|sHNo

NgorxF}

sH|$}Norqt|-

z?rv@d

yANztMl2

y0/

az$vxq

:qFl2

$tMvxo32=2#q

-o@t

:$oioprolz0:

c$xHo

cNo

xHux;}Nz

rorxHztsH|x$c$szu

Mzt|sHNo

N4sH|$}NoMqt|

z?rv@d

z?qQ}$Norqt|-by{ztBusxeKO

z?vy{z?vHzt|sqQ}ztxHztsd

}$|sHNo

4}$|sYNo

&>@

|&z?vHo

|gNz?x+g

uNsfv^gorxF}NucNxxHzt|skv@d

-l$qFtWo

}Nz?z?vYz

x$cNx

}Nz?z?vHz

de|

x$cNx

$Mdi

|tz?vHo

|Cq?

|vHvHoqt|-xHoru

cNxHu

|vHv

}Nz?usp|

sz?v$cNrxHvdGe

|&N|

|-xHz?v$f

}$|No

sku

xF}

xF}Nc$scNvF|

orxHusv

<lt

:opuqst\tWyw

2#o

-Nokq

:$y<o@znlt

lvxlqstMqst-

$|-z

~i~

sz?vYv

n<ztNru

|sf

}Norqf-ztso

udM

xFsH|Nvkw0us

|-xHoru$|-Nq?}$|sH|-q?xHztskot|xHoruu-w]zb

cNo

|Mztx

|&z?vHo

Nz?x+g{usf

vHxFscNq?xc$sz?v@dueK

iz+y3:$oo

qFt

-p\y0/

2#oB<@otMv

Syt

/o@z+ot

:oGyt

:$oz$vxlqstMvxnqst

zvxq

:@qsl2

$tWvxoB292q

-ot

:o|npuxFszt|

d$npus|

|cw

|$Ed

}Norqf-ztso

z?x

|-xd

4}Norqrf-ztsko

z?orzts

z?qrfzts

udS

d\]zt|sYNo

|&z?vHo

|#Nz?x+g

uNsfv

zt|sq?}

z?xF}Nu

Bztso

ztx;|-

sz?v$cNrxHvdPeK

iz+y3:$oo

qFt

-puy0/

Syt

/o@z+o@t

:$oIyt

az$vxq

:qFl2$tWvxoB292q

-ot

:o\lt

,1#

vxlvxq

pvxq=:p$|Lbx@dA

zts

|-rz

$|-z?v

uNq?orz?x

wcus

sxHoq?o

|-7e

xYz?MrorztNq?z

xF|-xHorvHxHorq?v@d

{uNuBzts

uuBzts

>cNxF|-xYoMuN$|-

q?u

NrzhorxSu-w

$su}$|}NorrorvHxHorq#o

wcztsztNq?z

cNvHo

|tz?vHo

|}$z?rorz;wNz?x+g{usfv\cy{z?vHzt|skqQ}CNuxHz

zvxq

:@qsl2

$tMvxo32=2#q

-ot

{uNuBzts|

ztsv$f-u

oMxYv

uuBzts

d]|

ztsvf-u

orxHv

|&z?vHo

z?xF}Nu

wcus{xF}Nzo

cNq?xHoruCu-w)$su}$|}NoMrorvHxHorq

Nz?x+g{usfv)wKsu

|-xF|>dl

:qstMoo$lz$tWqFt

{uNuBzts|

ztsv$f-u

oMxYv

Et>

uuBzts

d$|

ztsv$f-u

orxHv

d9$|c$|sk

A&>@

|&z?vHo

z?x;}Nu

wcus]xF}Nz{o

cNq?xHoruu-w

$sku}$|}NorroMvYxHorq

Nz?x+g

uNsfv

|-x;|>d

z?qQ}$Norqt|-yzt$usx

nPe

z?q?xHoru

npz

orqt|-7e

w0uNs

|-xHorq?v

xF|wcus

ztsvYoMxd

{u*g{z?r]z?x

|-xd

4{u*g

z?r

4|@g

z@}$|-vHxHo

|No

q?u

$|sorvHu#u-w

vHzb>cNztxHo

|-brzt|sHNo

z?x;}Nu

viwcus

Nq?u

Nrz?xHz

|xF|>d

z?q?}$Norqt|-)y{ztBusx

zt$|skx

ztx

u-w

xF|xHorvHxHorqt|-

q?orztNq?z

iNo

ztsvHorx

{uMrz?zu]uN

uEd

{u*h

Et*

4{u*h

yd2

su}$|}Norrorx

szb>cNztNq?<|

szt|-vYu$|}Nrzzh

Bz?q?xF|-xHoruEd

Io@zq=:lt

>yANz$tWl2y0/

npq=:p

4|-Nc

c>}

j4|c

c>}

nd/

xF}Nz|$$skuQhNo

|-xHoru

u-w)$su}

|}NorrorvHxHorq4o

wcztsztNq?zd

z?qQ}$Norqt|-y{zt$uskx

z?q?xHoru

npz

oMqt|e

w0uNs

|-xHorq?v

xF|w0us

iNo

ztskvHorx

q?}Nuu

u-w npz

orq?o

x;|w0uNs

}$suvHoru

Et>

}$suvHoru

&>@

uqt|-$zh$$sz?vHvYoMuN

|Nc$|-z?vwcus$su}$|}NorrorvHxHorq

Bzt

ztNq?zd/eK

iz+y3:$oo

qFt

-piy

o3<@o@tWv

Syt

/o@z+o@t

:$oyt

:$oz$vxlqstMvxnqFt

zvxq

:@qsl2

tMvxoB292#q

-No@t

:$o|

]uv

Nz?Mz?v

$|-z?v

dnpusk|

|cw

|$Ed

zbo

Nz?xHxHo

zbo

Nz?xHxHo

oyz$nIy0/

Jz+y

1l71q92qsvxn*d

orrz?|

uNv

bus4fMd

suux

suNux

_Avxq$Il2

vxlvxq9pvxq9:$l2

o;:q9pqsyt>pdpnpq

sH|gJ

orM

bus4fMd

NvYxHzts

z?x

|-xd

NvHxHzts

|-o

yc>}No

udJ

|*ho

ro9f-z?ro

}NuNu

wKsu

Nq?u

NMz?xYz

|-xF|

|ixF}Nzi

|-ruskoMx;}

d>yANz$tWl2y

/mvNo

Jyn*l2

vxlvxq

prvxq9:$l

yB:@qso@vxn

$Md/

NxHo

}$sY|NqQ}No

NMd

)

iop

|Nv

n<o

Norz@ft|

2t>

|Nv

$Md]|

npo

NoMz@f&|

Bd7

t>@

_Avxq$IqlvxqsytPl2

-yz$qsvp

/ryz

tWo@vxw2yz4{@p\lt

-Nz+lO

pdbn

|sq?z?]z@fNf-ztseKNqd

~zg

busfWd

ztN}$ztsk

k]s

zt}Bzts

}Nz)q?}$|-o

sH|$}in@|sf-u

$suBztsxd

:lt

qFtWl<@qslt

>yANz$tWl2y0/

vxlvxq

prvxq9:p

|}$u*gz?x

|-xd

|}Bu*g

|-ror

$ztNq?zts

t*N

dQ7

q?orztxbo

Nrz

ztxF|-xYoMuN

u-wbsH|$}|-rusorxF}

vCcNvHo

q?uxFsH|q?xHoruEd2eK

Jz+yB:o$o

qst-pCy0/

z?oMzts|

z?qrf-zts

z?orzts

ud$|

z?qf-zts

y{z

orvHz

z@}$sc$|s

q?}$|sH|-q?xYztso#t|-xHoru2u-wxF}Nz

sorq?}Nrz?x

orvHxFso9}>cNxHoruP|$Nrorqt|}Nrz'xYu'rzt|sHNo

|&z?vHo

Nz?x+g{usfv@d

z?qQ}$Norqt|-by{ztBusxin

n<orqtsuvHu-wcx

y{z

Et*

udM

xHuNq?}$|-vHxHorqsz?

|*h

|xHoru

}>}Nv

orvHxFsko

}>cNxYoMuNNv<|

xF}Nz

|&z?vHo

|gsz?vHxHusY|-xHoru#u-w4o

|-z?v@d

zlt>pl:@vxqsyt>pyt

ilvxvxo@zt

tWl2#nprq

plt

l: qFtWo

$tMvxo32=2#q

-o@t

:$o

oMrez?xi|-xd

orM

nPc$sHsH|&

WskoMN}x

Jzl

:@vxq9:$l2

_AvxqXIq

rlvxqFytWd

qt|

orq

sz?vHv

~zg

buNsfMd

eEt

e4d

iz+y

14l

1q=2#qsvxnlt

vooq

qFt

y0/

<@q

o@t

:$odP

|9w

Nztsv

bus4fMd

eEt

ed/

vu-w)$su}$|}Norrorxd

:qFot

eEt\

e4d

oOprvxq$IlvxqFyty0/Jzy71l

1q=2#qsvxqFoprd2nPe

sz?vHv

}$so

i|-qfo

|qrfo

e4di

PIo@z9-ot

:ouy0/

Jzy71l

1q=2#qsvxn*d|

}$sko

iNo

ztsvHorx

sz?vHv

bus4fMd

i|-vHxHo

Gi|-vHxHo

d$npuxHz

|sru4vF|

NMo

z?xF}Nu

vcNvHo

Nn@|sf-u

qQ}$|o

x;}Nz?o

si|$Nrorqt|-xHoruNv@dBjqFy

Govxz$q

{Ql

z?qrfzts

z?qf-zts

udi

xFsY|-q?xF|}Nrz|-rusorxF}

wcus

|-NuvHo

cNMxYo

Nrz

orvHzt|-vYz?v@de

iz+y3:$oo

qFt

-py0/Gvo

/vyz4{@p

:o@zvxlqstMvxnuqst

zvxq

:@qsl2

tMvxoB292#q

-No@t

:$o|

vHus

$|-z?v

vHvHuNq?o

|-xHorujw0usLiNq?ztsxF|-o

sxYo

q?o

|-Me

xYz?MrorztNq?z

npuc$

xF|o

orzg

rvHuo

zt$soru

}$|-q?}xHzts

|$|-

zts

$Md

orxHuskv

:o@zvxlqstMvxnIqFtzvxq

:@qsl2

$tWvxoB292q

-ot

:o|e$|-z?v

usxF}

bus4f

z?qrfzts

z?orzts

\z?qf-zts

ud|

z?orzts

ud/_z?q?z

}$zts

t*N

dS]zt|sYNo

|&z?vHo

|Nz?x+g{usfv@d

z?q?}$Norqt|-by{zt$uskxn

nporqtsuvHuw0x

y{z

z?qrfzts

z?x

z?qrfzts

n@|

|No

2z?M

nd7

yzt|-

g{us

|$Nrorqt|-xHoruNvuw

|&z?vHo

|Nz?x+g{usfv@d

Sy\

AtWq=:lvxqsyt>py0/Ivo

z?qrfzts

z?x

z?qrf-zts

z?orzts

}Norqrfztso

ud2

}

d]zt|sY

|&z?vYo

|PNz?xg{us4fv

}Nzq?u

}No

$|-xHoruPuwafNNu*grz

z<|

vHxF|-xYoMvYxHorqt|-

|-xF|d

l:NqFtWo

olz$tWqFt

xHu

|$$zt|sd

vH||s

z?x

A&*

vH||s

x;}

}Norz?vHvYu

t*N

dvHzts

vcNo

xHu

z?qQ}$Norqt|-sztBusx

zt$|skx

ztxu-wn@|xF}Nz

|-xHorq?v|

>cNxHzts

q?orztNq?z

|-9}$usk

|s4fMd

u*g|s

eMt

uQg|s

yd2

d{z?q?orvHoru

|$|-rNvHorv

ztskvF$z?q?xHo

z?vuN'o

wcztsztNq?z

z?q?orvHoru

zh$$ztsko

ztxF|xHoruEd

Jz+yB:o$o

qst-pCy0/\vo

u*g|s

eMt

uQg|s

ydA

dN]su

!AcNztNq?z4xHu4skz?Mz

|Nq?zxHu\fNNu*grz

zdeK

zts

orxF}

$Wd

orxHusv

t Aot

kqsl

-z+l\p|joB2#qso4/

o@vsp|lt

ko@:@q

pqFyt

tMl2#npq9p

q?}$|NxHzts

orrz?'|

uNv

~zg

busfWd

u*g|s

n@|xF}Nz?vHu

Gu*g|s

ydb|

n@|xF}Nz?vHu

$Md

t>@

!AcNztNq?z

|-sY|

v@d

u*g|s

ydb|

|-xF}Nz?vYu

$Md

orxHuNsv

iol

qst-p

ytvo

izqFt

:@q

2#opult

2#q9:$lvxqFytp

y0/"o@:@q

prqsyttMl

2npq9p

u9c

z\e+e

$|-z?v

xFsH|xHz?orqz?q?orvHoruNv

suc$

npztNru

|s4f

$ztNvYzt'|

ztsvHzt

+$ztNvYzt

ztskvHzt

$$su*ho

|xHoruNvPo

|&z?vHo

}$z?rorz;w^c$No

ztskvHz?v

wcusufNNu*grz

zP}$|-vHz

vHvYxHz

v@d

z?q?}$Norqt|-szt$uskx

eKNvHxYoMxcNxHz'u-w

Mz?q?x;suNorq

NvHxHz

}Bus5iNo

ztsvHorx

|-9}Bus

|sfWd

$uN}$NvHu

$u}$NvHu

u*ggw

|-vYxorvruqt|-vHzt|skqQ}

$|-z?v

|}$Nz

z?x

|-xd

|}$Nz

orq

ztskv$f

orxHusvu

-#!

Io@tWv

:$oz$vxlqFtWvxn

o3Azq9pvxq9:plt

jqFl*popd|

}$sko

zmiNo

ztsvHorx

sz?vHv

bus4fMd

|sY

ydI

vHo

Nrz

ztso

|-xHoru

u-w

v'|-ruNsorxF}

w0uNs

uNxYo

}$sH|NqQ}No

Nv@d

o@vxw2yz4{@p

|-vYv

y|&wcxHzts

|-vHv

ydb|

|&w0xYzts

|&z?v

|-q?xYusv

z?c$

q?ztsx;|-o

z?qQ}$Norqt|-{y{zt$uskx

zt$|sx

ztxiu-w

xF|-xYoMvYxHorq?v

|sHNz?orz

npz?rMuNP

ztskvHorx

usw

uNs

yad

Nzt|s&KvF$|-q?z}$z?vYx+x

svHxbvHzt|sqQ}Ed

zvxq

:@qsl2

tMvxoB292#q

-No@t

:$o

e|c$sorx?zt

\e|c$sorx?zt

o;:v4Az+opkyt

SytWvxqFt

-o@t

:@n

2#opd/iNo

ztsvHorx

u-w

}Bus

sz?vHv

|-9}$us

|sfWd

e|c$sorx?zt'|

Norz?z?

}$|-rxHzts

|c$sorx?zt

Norz?z?

}$|-rxHzts

uqt|-

q?u

>cNxF|xHoruNvg

oMx;}'$su}$|}NoMrorxHorz?vuNsH|$}Norqt|-evHx;scNq?x$c$sz?v|

x;}Nz?o

s|$NMorqt|-xYoMuN'xYu

zh$$ztsxivHNv+

xHz

v@d

)

iyn*l2

vxlvxq

prvxq9:$l

yB:qFovxnIj

e|c$sorx?ztz?x

ae|c$sorx?zt

}Norz?vHvHu

Norz?z?

}$|-rxHzts

udN

t*N

dto

|-NNuvHxHorq

vHNvHxHz

veqtszt|-xHz

}

z?vYz?Mz?q?xYoMuN

z?xF}Nu

qt|-vHzbvHx$c

dNeK

}Nz?z?vHz

d9|

wcus

orxHusv

,1#

vxlvxq

prvxq9:p

u9c

zI]z?q?x$c$szI~uxYz?vo

xF|-xYoMvYxHorq?v

$|-z?v

$so

Nzts

zts

~zg

buNsfMd

or||

y|&wcxHzts

n@|

oMN|

ud{|

y|&wcxHzts

dnpu

z?vYz?Mz?q?xYoMuN

|-q?q?uNc$xHo

wcus

z?c$Nq?ztsx;|-o

sH|$}Norqt|-

z?rvcNvHo

q?qt|

vig

u*g\d

AztMl2Ey0/

Ioz$q9:$lt

vxlvxq

prvxq9:$l

appry3:@qslvxqFyt

npz?xFsuN$urorvz?x

|-xd

npz?xFsuBurorv

y{uvYzt}N9cNxF}

y{uvHztN}N9cNxF}

z?rrzts

z?rMzts

d2b>c$|-xHoru

u-wvYxF|-xHziqt|-rq@cN

|-xHoruNv}

|vHx{q?u

>cNxHo

|qQ}No

Nz?v@d

>yANz$tWl2y0/

NoIq=:l2

Nn@pq9:p

zt|-

yadM

suN}$|}NorMorvHxYoMqio

w0ztskztNq?zcNvHo

|sf-u

qQ}$|-o

npuxHz{|sru

z?xF}

v@d

z?q?}$Norqt|-y{zt$uskx

zt$|sx

ztx4uw

>cNxHzts

q?orztNq?z

iNo

ztsvHorx

u-w

usuxHuMd

vHxYz

vHxHz

tPz+oAz+opo@tMvxqst-:lt

pry

<qFt

o;:q9pqsytAz+y

2oprd

xF}Nz?vYoMv

zt$|sx

ztxuw7)No

Nz?ztso

q?uNu

orq

NvHxHz

xF|wcus

iNo

ztsvHorxd

zt|sk

Et\

zt|s

$Md\

EcNvHoru

$su$|-N|-xHoru

vYxFscNq?x$c$so

Ngo

}Bz?Morz;w

Nz?x+g{usfv@d

zvxq

:@qsl2

$tWvxoB292q

-ot

zt|sk

zt|s

$Md2

iz+y

14l

1q92#q9pvxq9:

Jo$lprytWqFt

-5qst

$tWvxoB292q

-otMv

nprvxop

kovxw2yz{pGy0/

Apq

2#o

/rozot

:o@d

n<uNs|

|cw

|-xYz?u

zt|sk

zt|s

$Md\

|cNvF|-

|-sH|

w0uNs

sorqt|-sz?vYzt|sq?}Ed

jqsy\Io@vxzq9{*l

xHu

|$Bzt|sd

zt|sk

zts

zt|s

$Wd

zts

t>@

xF}Nz?usu-weo

w0ztsYsz

qt|cNvF|-xYoMuNEdAe

rMzt

$Md

bo9f-z?v

yad

zg|M

orxHusv

\tMyw

2#o

-oioAz+opo@tWvxlvxqFytGlt

Jo$lprytWqFt

Jzy3:$oo

qFt

-py

vNo

o@:$yt

$tMvxoz$tWlvxqFytMl2

Syt

/roz+o@t

$|-z?v

dnpus|

|cw

busfWd

sz?vHvz?x

sz?vHv

z@c>f-uMvf

z?xHxHztsro

|$Nzts

Io@zq9:$l2

io@:@q

opqst

}$so

ztskvHorx

sz?vHv

buNsfMd

c$sxF}Noe|

4y|

c$sxF}No

d]|

dby{zt|-xHo

z4zh

BztsxvHNvHxHz

wcus

wK|cNrxxHuMztsY|x

v$c$$zts

orvHusq?uNxFskuxdSeK

$Norv

|-xYxHu

orxHuskv

AvxozpqFt

Jt-NqFtWo$oz$qst-

$|-z?v

ztsorqt|

uq?orz?x

u-wnpz?q?}$|Norqt|-)No

Nz?ztsv

{uNsxHzin@|

ztsH|

y{orvHv;|Nzt

4y{orvHvF|Nzt

$MdS

xHuNqQ}$|vHxHorqq?u

NrzhorxsgorxF}

orvHq@cNvHvHoru

yANztMl22y0/

voJyn*l2

vxlvxq

prvxq9:$l

yB:qFovxn@|

o@zqFopj

y{uN}No

/t\

4y{u}No

$Md2

Nzg

|$$su|qQ}

xHu

qt|cNvF|eo

w0ztsztNq?z

uNsxF|-rorx

vHxc

oMz?v

gorxF}

v$cNvHxF|o

Buv$c$sz4skz?v$cNrxHv@d

lvoIlvxq9:l2

o32#qFt

t>t

yc>}No

|&z?vYo

wcztsztNq?z

w0usqt|cNvF|-]zez?q?xHv

}Nz4suMz

u-w sH|

o#t|-xHoruEd

tWtMl2py0/

vxlvxq

prvxq9:p

ycNvYvHz?rz?x

ycNvYvHz?r

zts

$Md

urMzts

ud2

t*N

|NxHo

$su}$|}NoMrorvHxHorq

Nz?x+g{usfv@d

z?q?}$Norqt|-by{zt$uskx

ztskvHorxuw |-ro

w0uNsHNo

ztsfz?Mz?d

Et*

|-z

2d/

yANt

lvxqsytp\y0/

vxlvxq

pvxq=:prdu

zts

busfWd

q?}g|s

qQ}g|s+

vHxHo

|-xYo

NPx;}Nz

ztNvHoru

u-w

z?xd

tWtMl2py0/

vxlvxq9pvxq9:p

}$|-q?}xHzts

}$|-qQ}xHzts

ydS

suN}$|}NorMorvHxYoMq

w0ztskztNq?z

!AcNztNq?z

|-sY|

v@d

ozlvxqFytp

ioprolz0:

}$|-q?}xHzts{z?x

|-xd

}$|-q?}xYzts

ztsvYzt

skz?q?xHz

cNq?xYoMuN

|-ruNsorxF}

z?q?u

$uvF|}NMz

sH|$}Nvdie

Jz+yB:o$o

qst-pCy0/Gvo

QvSyt

/roz+o@t

:oyt

:o@z"!

vxlqstMvxnIqst

zvxq

:@qsl2

$tMvxo32=2#q

-o@t

:$o|

uvHxHu

$|z?v

vHvHuNq?o

|xHoru

w0uNsSiNq?ztsxF|-o

sxHoq?o

|-2eKxHz?rroMztNq?z

n<uNc$xF|o

orzg

Norz?z?

}$|-rxHztsiz?x

Norz?z?

}$|-rxHzts

4|go

e|c$skoMx4?zt

{u*g{z?M

|tz?vHo

||$|-rNvHorv

zh$$ztskx

vHNvHxHz

v@d

vxlvxq

prvxq9:l2

:@qso@t

:$o

Norz?z?

}$|-rxHzts|

|c$sorx?zt

Norz?z?

}$|-rxHzts

ud]|

|c$sorx?zt

zb>cNztxHo

|-xHo

u-weq?u

orxHoru$|-$su}$|}NorrorxHorz?v

sz?q?xHz

sY|$}Norqt|-]vHxFscNq?x$c$skz?v@d

kovxw2yz4{@p

sxHz?viz?x

|-xd

sxHz?v

uNc$s

q?}Nz?o

Nz?v

yd/

SlAplvxqFyt>|

iz+o

q=: !

vxqsyt>|Slt

olz0:d

$so

Nzts&

ztsk

~zg

busfWd

cNzts

{uNuBzts

cNzts

{uNu$zts

t>@

q?u

}No

$|-xYoMuN

u-w

zh$|-q?x'|-ruskoMx;}

w0uNs

wcztsztNq?z

|tz?vHo

|}$z?rorz;w

Nz?x+g

uNsfvd

$tMvxoz$tWlvxqsytMl2

yANztMl2y0/

]\Az+y$*qXIlvxo

Jo$lprytWqFt

|s"H|

yd2

dbo

uNNxHo

|-/}$sH|NqQ}No

Nv@d

kovxw2yz{p

}Nu

|-v{z?x

|-xd

}Nu

Norz?z?

}$|-rxHzts

cNv

$su*

sY|

xYu

Bzts

w0uNs

|tz?vHo

|Co

wcztsztNq?zcNvHo

}>}Nvv;|

Nro

NMdueK

ztsH$|s

$Md

ztszts

$Wd

4|go

eN~

orxF}

orxHusv

jln*oprqslt

vxlvxq

pvxq=:p

$|-z?v

hw0uNs

zts

vHorx

sz?vHvd

orxHxYztso

NxHu

orxHxHztso

NxYu

udi

|-xHo

NW|

|-NNuvHxHorqvHNvHxHz

cNvHo

Nc$Nq?uN

qt|-vHz?vd

2#qso

vxlvxq9pvxq=:p

{

ztsv$f

|}$Nz

{

ztsv$f

|}$Nz

udJ

d$Nc

ztx

zts

c$Nq?ztsx;|-o

Sz@c$skoMvYxHorq?vj|

}No

|-vHz?v@d

:@qso@t

:$o

zts

zt|s

zts

zt|s

$Wd\

2b>cNo

|-rztNq?zS|

vH$xF}Nz?vHorv'u-w

qt|cNv;|-

z?rv@d

iz+y3:$oo

qFt

-pGy

q*v

Oyt

/o@z+o@t

:$o:yt

:o@zvxlqstMvxnqst

zvxq

:@qsl2

$tWvxoB292q

-No@t

:o|

uvHxHuN

$|-z?v

>dnpusk|

|cw

|$Ed

uN5~

z@c

|$C|

npusztNvHxHztsH

Et*

u~z@c

$Md-|

npusztNvHxHztsH

o !

yzn:y0/

l\Iop\lt

:ytMy

Gq9:jo l<@qsyzd

Nq?z?xHu

ztsvYoMx

sz?vHv

sko

Nq?z?xYu

~>$Md

>frzts

Lt\

>fMzts

yadM

}Nz

|-vHvYz?vHv

ztxbu-w

$skoMuNs

orvHxFso9}>cNxHoruNv{o

|&z?vYo

|$|-

NvHorv@dIoz$q9:$lt

vxlvxq

prvxq9:$l

appry3:@qslvxqFyt

>yAztMl

[

bus4f

buNsf

$Md

jln*opqFlt&Io@vy

p/yz

ltMl2#npq9py0/

pC:32lp$pq

qFt!

:y\

2#o@vxo!

A72#vxq=<lz$qslvxo

q9p

:@z+o@vxo

lvxld

x;}Nz?vHorv

zt$|sx

ztxu-w

xF|xHorvHxHorq?v

ztsvYoMxu-w

W|vF}No

NxHu

zt|xHxHrzd

Wyszukiwarka

Podobne podstrony:
Halpern A logical approach to reasoning about uncertainty a tutorial (1995) [sharethefiles com]
Oosten Basic Category Theory (1995) [sharethefiles com]
free sap tutorial on goods reciept
free sap tutorial on consignment process
free sap tutorial on contracts
free sap tutorial on purchase order
Guided Tour on Wind Energy [sharethefiles com]
free sap tutorial on mrp run
(ebook pdf) Mathematics Bayesian Networks DMHT5LLVIGVC7GROARQI5O35WWBART7WWHZTUDQ
ITU T standardization activities for interactive multimedia communications on packet based networks
free sap tutorial on physical inventory
Part2 Tips on learning Japanese
free sap tutorial on goods reciept
Major A Spin Network Primer (1999) [sharethefiles com]
Parashar Differential Calculus on a Novel Cross product Quantum Algebra (2003) [sharethefiles com]
Soroka Linear Odd Poisson Bracket on Grassmann Algebra (2000) [sharethefiles com]
Infection dynamics on scale free networks

więcej podobnych podstron