STATIONARY EQUILIBRIUM IN AN ALTRUISTIC TWO SECTOR

STATIONARY EQUILIBRIUM IN AN
ALTRUISTIC TWO SECTOR ECONOMY*
Subir Chattopadhyay and Ana Mora**
WP-AD 2003-07
Correspondence to: S. Chattopadhyay, Universidad de Alicante, Departamento Fundamentos
del Análisis Económico, E-03071 SPAIN, E-mail: [email protected]
Editor: Instituto Valenciano de Investigaciones Económicas, S.A.
Primera Edición Febrero 2003
Depósito Legal: V-898-2003
IVIE working papers offer in advance the results of economic research under way in order to encourage a discussion
process before sending them to scientific journals for their final publication.
* Chattopadhyay acknowledged financial support from the Spanish government (CICyT project
BEC2001-0980) and the Ivie. A preliminary and incomplete version of this paper appeared as the first
chapter in Moro´s doctoral dissertation at Universidad de Alicante. We thank J. Caballe, I. Collado, I.
Ortuño, S. Ortigueira and C. Urrutia for their comments on the dissertation. Any remaining errors are our
own.
** S. Chattopadhyay: Universidad de Alicante and El Colegio de México. A. Moro: Universidad de
Granada.
STATIONARY EQUILIBRIUM IN AN
ALTRUISTIC TWO SECTOR ECONOMY
Subir Chattopadhyay and Ana Moro
ABSTRACT
We study an overlapping generations economy with altruistic agents in which the
productivity of a child’s labour endowment depends on an idiosyncratic shock and on
the resources spent by her parent in education her. The parent cannot borrow but can
leave a nonnegative bequest which earns a deterministic return in the capital market;
this possibility mitigates the liquidity constraint faced by an agent when deciding on the
level of education for her child. The shock is assumed to follow a Markov process thus
allowing for serial correlation in abilities. A stationary equilibrium of the model is a
situation in which the endogenously determined aggregate amounts of capital and
efficiency units of labour remain constant, so factor prices are constant, the choices
made by agents can be summarized via an invariant distribution, and factor supplies are
determined by the mean, taken with respect to the invariant distribution, of the agents’
decision rules, and all the markets clear. We develop and discuss conditions under
which a stationary equilibrium exists.
Keywords: Stationary Equilibrium, Idiosyncratic Shocks, Altruism, Two Sector
Model, Human Capital
2
 W?|hL_U|L?
At T@Tih _ii*LTt @ |iLhi|U@* uh@4iLh! |@| Tih4|t |i t4*|@?iLt
@?@*)tt Lu |i _t|hM|L? Lu i@h??}tc |i _t|hM|L? Lu ?UL4ic @?_ |i _t
|hM|L? Lu Mi^i@|i_ i@*| ? }i?ih@* i^*Mh4 ,4ThU@* @?@*)tt hii@*t
|@| i@U Lu |iti _t|hM|L?t @t U@h@U|iht|U ui@|hit |@| t4T*ih 4L_i*t u@*
|L U@T|hi `i ThLTLti |i t|_) Lu t|@|L?@h) i^*Mh4 ? tU @ 4L_i* @t |i
tL*|L? UL?UiT| @?_ ThL_i UL?_|L?t uLh |i i t|i?Ui Lu tU @? i^*Mh4
`i ti @? Lih*@TT?} }i?ih@|L?t 4L_i* ? U @}i?|t *i uLh |hii TihL_t
@?_ @ U*_ t MLh? |L i@U 4__*i@}i_ @}i?| ? @}i?| }i|t |*|) uhL4 ih
UL?t4T|L? i? 4__*i@}i_ @?_ i? L*_( ? @__|L?c ti U@hit @ML| |i
|*|) uhL4 UL?t4T|L? |@| ih _itUi?_i?|t LM|@? At ThL_it t | @
4L_i* | @*|ht|U @}i?|t ihic ? igiU|c |i u@4*) t |i _iUtL? 4@!?} ?|(
@t @ UL?ti^i?Uic ? tL4i hitTiU|t |i Mi@Lh Lu |i 4L_i* t t4*@h |L |@|
Lu @ 4L_i* | @? ?€?|i *ui|4i Oi|ihL}i?i|) Lu Mi@Lh t ?_Ui_ M) |i
u@U| |@| i@U @}i?| t @tt}?i_ @? @M*|) *ii* U t h@?_L4 `i @**L @?
@}i?|<t @M*|) |L _iTi?_ L? ih T@hi?|<t @M*|) tL |@| u@U|Lht U 4@) ?i?Ui
|i u@4*) i?hL?4i?| U@? Mi @UUL4L_@|i_( uLh4@**)c @? @}i?|<t @M*|) t |i
hi@*3@|L? Lu @ |4i L4L}i?iLt @h!L ThLUitt Ai T@hi?| U@? ?it| ? 4@?
U@T|@*c |@| t M) i_U@|L?c |L @giU| |i ThL_U||) Lu |i t?}*i ?| Lu *@MLh
|@| |i U*_ t i?_Li_ | 6h|ih4Lhic |i T@hi?| U@? _iU_i |L *i@i @ Mi^it|
U |i U*_ hiUiit i? ti t 4__*i@}i_ L| |i _iUtL?tc Liihc 4t|
Mi 4@_i i? |i U*_ t )L?} *i @M*|) t hi@*3i_ i? |i U*_ t 4__*i
@}i_ *i@h*)c ML| @U||it @giU| |i U*_<t ?UL4i @?_c ? |h?c |i UL?t4T|L?
TLttM*|it Lu @** |i _itUi?_i?|t Ai u@U| |@| |i T@hi?| @t |L LT|L?t i?hUit
|i _iUtL? ThLM*i4 u@Ui_ M) |i T@hi?| Ai L?*) tLhUit Lu ?UL4i ? |i 4L_i*
@hi @}i ?UL4i @?_ |i Mi^it| |@| @ U*_ hiUiit uhL4 ih T@hi?|( UL?t4T|L?
Lu |i @}i?| i? L*_ t _i|ih4?i_ M) @| ti t@i_ i T*U|*) uLh hi|hi4i?| L|
Lu |i ?UL4i ti i@h?i_ i? ti @t 4__*i@}i_ `i 4TLti |i hit|hU|L? |@|
|i Mi^it| Mi ?L??i}@|i Ai Mi^it| @?_ @?) t@?} uLh hi|hi4i?| @hi ?it|i_
? |i U@T|@* 4@h!i| ihi |i) hiUii @ _i|ih4?t|U hi|h? `i? i tTiUu)
@ ti^i?Ui Lu u@U|Lh ThUitc i LM|@? |i u@4*)<t _iUtL? h*i @t |i tL*|L? |L @
hiUhti _)?@4U ThL}h@44i
W? Lh_ih |L ?uih |i Mi@Lh Lu @}}hi}@|it uhL4 |@| Lu |i ?__@*c i TLt|
|@| ?Uih|@?|) t _Lt)?Uh@|U @?_ |@| |ihi t @ *@h}i ?4Mih Lu u@4*it 5L
iih) u@4*) tit |i t@4i _iUtL? h*i M| _gihi?| u@4*it U@? Mi ? _gihi?|
Rt|@|itc ihi i ULLti |L ti |i *ii* Lu i_U@|L?c |i *ii* Lu Mi^it|c @?_
Wklv lv vwdqgdug lq wkh olwhudwxuh +vhh/ h1j1/ Odlwqhu +4<<5,, dqg wkh iroorzlqj dujxphqw vkrzv
zk| lw lv uhdvrqdeoh1 Vlqfh wkh rqo| vrxufh ri lqfrph iru wkh djhqw zkhq rog lv zkdw vkh vdyhg iru
uhwluhphqw/ vkh lv xqdeoh wr uhsd| d ordq wdnhq rxw lq plggoh djh zlwk khu rzq ixqgv zkhq rog1
Vr wr wdnh rxw d ordq wkh djhqw pxvw eruurz djdlqvw khu fklog*v ixwxuh lqfrph1 Wklv ohdgv wr d
srwhqwldo prudo kd}dug sureohp zkhuh wkh sduhqw eruurzv rvwhqvleo| wr hgxfdwh khu fklog exw lq
idfw lqfuhdvhv khu rzq frqvxpswlrq1 Wkh dqdo|vlv ri vxfk d prgho/ wkrxjk lqwhuhvwlqj/ lv qrw wkh
sxusrvh ri wklv sdshu1 Khqfh/ zh dvvxphdv dq lqvwlwxwlrqdo gdwxpwkdw sduhqwv fdqqrw irufh
wkhlu fkloguhq wr uhsd| wkhlu ghewv1 Lw iroorzv wkdw wkh sduhqw pxvw qdqfh wkh fklog*v hgxfdwlrq
zlwk khu rzq ixqgv dqg fdqqrw eruurz lpso|lqj wkdw wkh ehtxhvw lv qrqqhjdwlyh1
6
3
hi@*3i_ @M*|) @t @ _itUhT|L? Lu |i t|@|i At u@U| *i|t t ?_Ui t|LU@t|U
_)?@4Ut t?} @? ?|@* _t|hM|L? Lu |i t|@|i @h@M*it @?_ |i _iUtL? h*i
|L }i?ih@|i @ ti^i?Ui Lu _t|hM|L? u?U|L?t uLh @** |i @h@M*it Lu ?|ihit|
A@| ? |h? *i|t t ?_Ui 4i@? @*itc |@!i? t?} |i _t|hM|L? Lih |i t|@|i
iU|Lh |@| Thi@*t ? |i ULhhitTL?_?} TihL_c uLh T)tU@* U@T|@* |@| @** |i
@}i?|t |@!i? |L}i|ih t |L L*_c |i ^@?||) Lu iUi?U) ?|t Lu *@MLh |@| t
@@*@M*ic @?_ |i *ii* Lu _i4@?_ uLh |i UL?t4T|L? }LL_ 5?Ui ?Uih|@?|) t
_Lt)?Uh@|Uc |i 4i@? @*it @hi ?L| h@?_L4 @h@M*it
Ai 4L_i* Thiti?|i_ tL u@h t L?i Lu @ U*@tt Lu 4L_i*t | ?UL4T*i|i 4@h!i|t
U @i ? UL44L? |i uL**L?} ui@|hiG Aihi t @ *@h}i ?4Mih Lu @}i?|t
L u@Ui ?th@M*i _Lt)?Uh@|U ht!t @?_ @ UL?t|h@?| L? ?_iM|i_?itte | |i
_itUhT|L? tL u@h t |@| Lu @ T@h|@* i^*Mh4( @u|ih @**c |i _iUtL? h*i @_LT|i_
*i@_t |L 4i@? @*it @t ?_U@|i_ @MLi @?_ |i 4i@? @*it ?ii_ ?L| Mi UL4T@|M*i
| |i ti^i?Ui Lu u@U|Lh ThUit |@| |i @}i?|t @tt4i ** Thi@* }i?ih@*
i^*Mh4 hi^hit |@| u@U|Lh 4@h!i|t @?_ |i 4@h!i| uLh |i UL?t4T|L? }LL_
@*tL U*i@h @| i@U _@|i `i uLUt @||i?|L? L? @ tTiU@* !?_ Lu }i?ih@* i^*Mh4c
?@4i*)c t|@|L?@h) i^*Mh4 U t |i t|LU@t|U @?@*L}i Lu @ t|i@_) t|@|i
@?_ hi^hit |@| u@U|Lh ThUit Mi UL?t|@?| @UhLtt TihL_t `i? u@U|Lh ThUit @hi
UL?t|@?|c | t ?@|h@* |L _itUhMi |i Mi@Lh Lu u@4*it ? @ 4@??ih U t
?_iTi?_i?| Lu |4i @?_ @? ?@h@?| _t|hM|L? Lu |i t|@|i @h@M*it t |i |LL*
U _Lit i @U|*) |@| 5L uLh @?) |4i ?@h@?| tTiU€U@|L? Lu u@U|Lh ThUit i
U@? LM|@? |i 4i@? @*it Lu _i4@?_ uLh |i |hii }LL_t t?} tL4i ?@h@?|
_t|hM|L? }i?ih@* i^*Mh4 t LM|@?i_ i? |i t|@|L?@h) u@U|Lh ThUit
@hi tU |@| @** |i 4@h!i|t U*i@h
Ai i^*Mh4 ?L|L? |@| i Lh! | @TTi@ht |L Mi _iUiT|i*) t4T*i
t?Ui u@U|Lh ThUit @?_ |i @*it Lu @}}hi}@|i @h@M*it hi4@? UL?t|@?| Lih |4i
OLiihc |i ?|ihit| ? |i UL?UiT| _ihit uhL4 |i u@U| |@| |ihi t 4Li4i?|
|? |i ?@h@?| _t|hM|L? @t |i iUL?L4U i@*| Lu u@4*it htit @?_ u@**t
ii? @t |i _t|hM|L? hi4@?t |i t@4i Lih |4i W? @ u?_@4i?|@* @)c |i
4L_i* @**Lt uLh |L 4i@?t Lu ?|ih}i?ih@|L?@* |h@?tuihtc ?@4i*)c @ 4@? U@T|@*
@UU4*@|L?c |hL} i Ti?_|hi L? i_U@|L?c U t @ Th@|i @U||) t?Ui |i
|iU?L*L}) t @@*@M*i |L iih) @}i?|c @?_ T)tU@* U@T|@* @UU4*@|L?c |hL}
Mi^i@|i_ i@*|c U t @ 4@h!i| M@ti_ @U||) W? u@U|c |i @}i?|<t _iUtL?
ThLM*i4 U@? Mi ii_ @t @ _)?@4U TLh|uL*L @**LU@|L? ThLM*i4 ? U L?i Lu |i
@tti|t T@)t @ t|LU@t|U @?_ ?L?*?i@h hi|h? *i |i L|ih T@)t @ _i|ih4?t|U
@?_ *?i@h hi|h?c ihic @?_ |t t @? itti?|@* ui@|hi Lu Lh @?@*)ttc i @**L |i
_gihi?| i?_L}i?Lt @h@M*it |L |@!i ULh?ih @*it @t |i u@4*)<t ?UL4i @hit
W? @__|L? i @i |i u@U| |@| |i Mi^it| @U|t |L 4|}@|i |i UL?t|h@?| L?
MLhhL?} |L €?@?Ui @ U*_<t i_U@|L? Aiti u@U|t |@!i? |L}i|ih @**L |i 4L_i*
|L }i?ih@|i hU _)?@4Ut 6?@**)c t?Ui i UL?t_ih @ }i?ih@* i^*Mh4c |i
@ttLU@|i_ uii_M@U! igiU|t @hi ?iUitt@h*) Thiti?| @?_ uLhUi t |L ThL_i @ UL?tt|i?|
Dl|djdul +4<<7, surylghv d xvhixo sulphu wr vxfk prghov dqg wkhlu lpsruwdqfh iru uhvhdufk lq
pdfurhfrqrplfv1
7
4
_itUhT|L? Lu |i ?|ih@U|L? Mi|ii? @}i?|t
Ai 4L_i* |@| i @i tTiU€i_ @t @ *L| ? UL44L? | |@| ? wLh)
EbH ihi u@4*it *i ? tL*@|L? uhL4 i@U L|ihc *@MLh t |i L?*) u@U|Lh Lu
ThL_U|L?c @?_ T@hi?|t ?it| ? |ih U*_hi? M) ThL_?} |i4 | i_U@|L?
MiuLhi |i hi@*3@|L? Lu |i U*_<t @M*|) `i i?hU |i uh@4iLh! Lu @?@*)tt
M) @**L?} uLh }hi@|ih ?|ih@U|L? Mi|ii? @}i?|t |? |i t@4i u@4*)c @ |i
Mi^it|c @?_ @UhLtt u@4*itc @ |i 4@h!i|t uLh u@U|Lht @?_ |i ThL_Ui_ }LL_
*tLc i @**L uLh tih@* ULhhi*@|L? ? @M*|it `i Mi*ii |@| M) @}4i?|?}
|i 4L_i* i LM|@? @ 4Lhi TLihu* |LL* uLh t|_)?} @?_ i T*@??} Ti?L4i?@
hi*@|i_ |L |i _t|hM|L?t Lu ?UL4ic i@h??}tc i|U Ai ML_) Lu Lh! _L?i M)
w@|?ih UL?t_iht 4@?) Lu |i i*i4i?|t |@| i @__ |L wLh)<t 4L_i* M| _Lit
?L| @**L uLh ?it|4i?| ? 4@? U@T|@* w@|?ih Ebb2 ThLit i t|i?Ui Lu @
t|@|L?@h) i^*Mh4 @?_ t Lu T@h|U*@h hi*i@?Ui( ? |@| T@Tih @}i?|t *i uLh
4@?) TihL_tc @ *@MLh tTT*) u?U|L? U t ?Uhi@t?} ? @? _ h@?_L4
@h@M*i t i L}i?Lt*) }i?c @*|ht4 t |L t_i_c |ihi t i L}i?Lt |iU?L*L}U@*
ThL}hittc @?_ |i |*|) u?U|L? t tLi*@t|U Ai ?L|L? Lu t|@|L?@h) i^*Mh4
@t @TTi@hi_ ? L|ih UL?|i |tc i}c i*i) EbHS ThLit i t|i?Ui Lu t|@|L?@h)
4L?i|@h) i^*Mh4 ? @? i U@?}i iUL?L4)
AL ti_ *}| L? Lh i t|i?Ui hit*|c *i| t €ht| UL?t_ih @ 4L_i* | @? ?€?|i
*ui|4i @?_ T@h|@* i^*Mh4 W? |i _i|ih4?t|U ihtL? Lu |i 4L_i* | @
t?}*i @tti|c |i t|i@_) t|@|i E| @ |4i ?@h@?| @tti| TLt|L? t T??i_ _L?
M) |i hi^hi4i?| |@| q- '  ihi q t |i _tUL?| u@U|Lh @?_ - t |i }hLtt
h@|i Lu hi|h? L? |i @tti| `i? |ihi t i?_L4i?| ?Uih|@?|) M| |i @}i?| U@?
t@i ? @ ht! uhii @tti| tMiU| |L @ ?L??i}@||) hit|hU|L?c |i 4L_i* t U@**i_
@? ?UL4i U|@|L? ThLM*i4 @?_ @t Mii? @?@*)3i_ ? tL4i _i|@*( uhL4 |i Lh!
Lu 5UiU|4@? @?_ ,tU_ihL Eb.. | t !?L? |@| @tti| @UU4*@|L? t ML?_i_
i? q-  @?_ |i |*|) u?U|L? t@|t€it @? @__|L?@* UL?_|L?D
L?t_ih ?L |i _i|ih4?t|U ihtL? Lu Lh 4L_i* | @? Lih*@TT?} }i?
ih@|L?t t|hU|hi @?_ @*|ht|U @}i?|t W? |t U@ti q-  t UL4T@|M*i | @
t|i@_) t|@|i ? U ?L Mi^it| t }i? W? u@U|c |L tii 4Lhi U*i@h*) |i ?@|hi Lu
|i ThLM*i4c *i| t UL?t_ih @ @h@?| Lu Lh 4L_i* ? U |i @}i?| _Lit ?L| U@hi
@ML| UL?t4T|L? i? L*_ @?_ q-  N?_ih |i UhU4t|@?Uit ThitUhMi_c |i
_i4@?_ uLh T)tU@* U@T|@* 4t| Mi 3ihL t?Ui ?L Mi^it| t }i? @?_ |i @}i?|
_Lit ?L| t |L t@i uLh L*_ @}i 5L @ t|i@_) t|@|i i t|t L?*) u q- '  @?_ |@|
|LL L?*) u |i |iU?L*L}) M) U i_U@|L? t UL?ih|i_ ?|L ThL_U||) @?_ |i
|iU?L*L}) uLh ThL_U?} |i UL?t4T|L? }LL_ @hi UL4T@|M*i At t ?_U@|i Lu
|i u@U| |@|c ? |i _i|ih4?t|U U@tic i t|i?Ui Lu @ t|i@_) t|@|i t i@tih |L ThLi
u |i @}i?| U@hit i?L} @ML| UL?t4T|L? i? L*_ t?Ui ? |@| U@ti _i4@?_
uLh T)tU@* U@T|@* t } hi*@|i |L |i *ii* Lu *@MLh tTT*) @| @** u@U|Lh ThUit
t@|tu)?} q- 
`i? |ihi t ?Uih|@?|)c t|@|L?@h|) Lu |i i^*Mh4 _Lit ?L| hi^hi @?)
Fkdpehuodlq dqg Zlovrq +5333, vkrz wkdw dvvhw dffxpxodwlrq pxvw glyhujh li U A 4/ dqg
wkh| surylgh frqglwlrqv xqghu zklfk wkh vdph lv wuxh hyhq zkhq U @ 41
8
5
@}i?| |L 4@?|@? |i *ii* Lu ?UL4i Lu ih u@4*) @| @ UL?t|@?| @*i @UhLtt }i?
ih@|L?t( ?t|i@_c i hi^hi |@| @}}hi}@|i Mi@Lh i M| UL?t|@?U) ? |4i
U@T|hi_ M) @? ?@h@?| _t|hM|L? At t ? UL?|h@t| |L |i t|@|L? ? |i
_i|ih4?t|U U@ti @?_ }it }hi@|ih *ii@) AL tL |@| @ t|@|L?@h) i^*Mh4
i t|t i @i |L ThLi |i i t|i?Ui Lu ?@h@?| _t|hM|L?t }i? u@U|Lh ThUit
@?_ i @i |L tL |@| |i ti| Lu tU _t|hM|L?t t ?Ui @?_ |@| |i ti|
i M|t UL?|?|) @t i U@?}i u@U|Lh ThUit 5?Ui Lh ThLM*i4 @t |i @Lh
Lu @? ?UL4i U|@|L? ThLM*i4c i @hi @M*i |L ThLi i t|i?Ui Lu @? ?@h@?|
_t|hM|L? uLh u@U|Lh ThUit U LMi) |i hit|hU|L? q-  uLh T)tU@* U@T|@*
@UU4*@|L? @?_ @? @?@*L}Lt UL?_|L? uLh ?it|4i?| ? 4@? U@T|@* AL _L tL
i 4TLti @ ?4Mih Lu t|@?_@h_ UL?_|L?t L? |i Th4|it Lu |i 4L_i* U @hi
t@|t€i_ u |i |iU?L*L}) M) U t!**t @hi ThL_Ui_ t ML?_i_c UL?|?Lt @?_
UL?U@ic @?_ |i |iU?L*L}) uLh ThL_U?} |i UL?t4T|L? }LL_ i M|t UL?t|@?|
hi|h?t |L tU@*i @?_ |t ?|i?ti uLh4 t UL?U@i W? @__|L?c i ?ii_ @ 4L_€U@
|L? Lu |i UL?_|L? _i?|€i_ M) 5UiU|4@? @?_ ,tU_ihL Eb.. |L i?thi |@|
?@h@?| _t|hM|L?t i t| `i _L ?L| 4TLti W?@_@ |)Ti ML?_@h) UL?_|L?t
`i ThLUii_ M) t?} `@*h@t w@ @?_ |i u@U| |@| |i |iU?L*L}) uLh ThL_U?} |i
UL?t4T|L? }LL_ i M|t UL?t|@?| hi|h?t |L tU@*i |L hi_Ui |i i t|i?Ui ThLM*i4
|L @ L?i _4i?tL?@* € i_ TL?| ThLM*i4 Ai hit*| t U*?Ui_ M) i?th?} |@|
4i@? _i4@?_ uLh T)tU@* U@T|@* hi*@|i |L 4i@? *@MLh tTT*) Mi@it ?Ui*) uLh
u@U|Lh ThUit tU |@| q- t U*Lti |L L?ic ic @ ML?_@h) Mi@Lh UL?_|L?( |t
t t4*@h |L |i t|@|L? ? |i _i|ih4?t|U U@ti ihi L?i ?ii_t |L i?thi |@|
_i4@?_ uLh T)tU@* U@T|@* t TLt|i @| @** u@U|Lh ThUit tU |@| q-  `i
tL |@|c ?_ih @ 4*_ UL?_|L? L? |i Mi@Lhc @hL?_ 3ihLc Lu |i u?U|L? M)
U 4@? U@T|@* t ThL_Ui_ uhL4 i_U@|L?c |i ML?_@h) UL?_|L? t t@|t€i_
@?_ @ t|@|L?@h) i^*Mh4 i t|t u |i hi}L? E?i@h 3ihL ? U |i ?|i?ti
uLh4 Lu |i |iU?L*L}) uLh ThL_U?} |i UL?t4T|L? }LL_ @t 4@h}?@* hi|h?t |L
U@T|@* }ih |@? *q t hi*@|i*) t4@**c Lh u 4i@? _i4@?_ uLh T)tU@* U@T|@*
_ih}it |L ?€?|) @t - @TThL@Uit *q
W| t TLttM*i |L tL |@| @| iih) t|@|L?@h) i^*Mh4 Lu Lh 4L_i* |ihi t @
ti| Lu @}i?|t Lti t|@|i hiUiit TLt|i 4i@thi ?_ih |i ?@h@?| _t|hM|L?
uLh L4 |i ?L??i}@||) UL?t|h@?| L? Mi^it|t M?_t `i _L ?L| _ii*LT |iti
hit*|t t?Ui |i 4i|L_ Lu ThLLu t t|@?_@h_ Etii w@|?ih Ebb2 ? @?@*)tt Lu |i
i*u@hi ThLTih|it Lu |i 4L_i* @?_ L |iti hit*|t U@?}i i? @ tLU@* tiUh|)
t)t|i4 t ?|hL_Ui_ t _ith@M*i @?_ *iu| uLh u|hi hiti@hU `i 4@!i L?i €?@*
LMtih@|L?G 5?Ui Lh uLUt t L? i t|i?Uic i @i ?L| UL?t_ihi_ i|ih |i
i^*Mh4 ti| U@? Mi U@h@U|ih3i_ 4Lhi t@hT*) 6L**L?} hLU! @?_ h4@?
Eb.2c | t UL44L? EwLh) EbH @?_ w@|?ih Ebb2 |L ThL_i UL?_|L?t ?_ih
U |i ?@h@?| _t|hM|L? t ?^i @?_ }*LM@**) @||h@U|?} i? tLU!t @hi
_ N?uLh|?@|i*)c ? Lh @h!L@? uh@4iLh!c tU @ hit*| t 4U 4Lhi _
U*| |L LM|@?( i ?_U@|i ) |t t tL ? 5iU|L? S ihi i _tUtt Lh hit*| ?
}hi@|ih _i|@* 6Lh|?@|i*)c i t|i?Ui Lu @ t|@|L?@h) i^*Mh4 U@? Mi it|@M*ti_
ii? u |i ?@h@?| _t|hM|L? t ?L| ?^i @?_%Lh ?L| @||h@U|?}
6
Ai hit| Lu |i T@Tih t Lh}@?3i_ @t uL**LtG Ai 4L_i* t tTiU€i_ ? 5iU|L?
2c |i ?__@*<t _iUtL? ThLM*i4 t tTiU€i_ @?_ @?@*)ti_ ? 5iU|L? c hit*|t L?
|i ThLTih|it Lu |i ti| Lu ?@h@?| _t|hM|L?t t |i tMiU| 4@||ih Lu 5iU|L? ec
@}}hi}@|i @h@M*it @hi _i€?i_ ? 5iU|L? Dc |i _i€?|L? Lu t|@|L?@h) i^*Mh4c
|i i t|i?Ui |iLhi4c @?_ @ _tUttL? @hi ThL_i_ ? 5iU|L? Sc @?_ @** ThLLut
@hi }hLTi_ |L}i|ih ? 5iU|L? . `i ti @ ?4Mih Lu hit*|t @@*@M*i ? |i
4L?L}h@T M) 5|L!i) @?_ wU@t EbHb( Liihc i ThL_i UL4T*i|i ThLLut Lu
hit*|t |@| @hi ?L| t|@|i_ ? |i uLh4 ? U i ?ii_ |i4
2 L_i*
L?t_ih @ Lh*_ ? U @| i@U _tUhi|i _@|i |hii }LL_t @hi @@*@M*iG @
UL?t4T|L? }LL_c @ U@T|@* }LL_c @?_ *@MLh Aihi @hi @ *@h}i ?4Mih Lu u@4*it
@?_ i@U }i?ih@|L? |? @ u@4*)c |L Mi U@**i_ @? R@}i?|c *it uLh |hii TihL_t
W? |i €ht| TihL_ Lu @? @}i?|<t *uic |i @}i?|<t T@hi?| tTi?_t hitLhUit ? i_U@|?}
|i @}i?|c ? |i tiUL?_ TihL_ Lu *ui |i @}i?| Lh!t @?_ UL?t4it @?_ t@it L|
Lu ?UL4ic @?_ ? |i |h_ TihL_ |i @}i?| UL?t4it L| Lu t@?} @?_ *i@it @
Mi^it| W?UL4i UL?tt|t Lu @}i ?UL4ic i@h?i_ M) tTT*)?} ?i*@t|U@**) L?i ?|
Lu *@MLh ihi |i @}i _iTi?_t TL? |i @}i?|<t i_U@|L? @?_ ??@|i @M*|)c
@?_ |i Mi^it| *iu| M) |i T@hi?| }i?|t @hi UL4Ti||i @?_ |@!i |i hi|h?
L? U@T|@* @?_ |i @}i |L Mi }i? W??@|i @M*|) t @tt4i_ |L uL**L @ |4i
L4L}i?iLt @h!L ThLUitt @?_ |i _iUtL? L? L 4U |L tTi?_ L? i_U@|L?
@?_ L 4U |L *i@i @t @ Mi^it| 4t| Mi 4@_i MiuLhi |i hi@*3@|L? Lu @M*|)
i^it|t @hi hit|hU|i_ |L Mi ?L??i}@|i }i?|t @hi @tt4i_ |L Mi _i?|U@* ?
@** hitTiU|t ?U*_?} |i ?Uih|@?|) |@| |i) u@Ui( |i) _gih M) |i hi@*3@|L?
Lu |ih L? @M*|) @?_ |i i_U@|L? @?_ Mi^it| |@| |i) hiUii }i?|t @hi
@*|ht|U @?_ |@!i ?|L @UUL?| |i |*|) LM|@?i_ M) |ih _itUi?_i?|t `i U*Lti
|i 4L_i* M) @tt4?} |@| |ihi t @ |iU?L*L}) U Tih4|t @}}hi}@|i U@T|@*
@?_ *@MLh |L Mi UL?ih|i_ ?|L ?|t Lu |i UL?t4T|L? }LL_
Lhi uLh4@**)c | ' fc c 2c _i?L|it _@|it 5 dfc o _i?|€it @ u@4*) ?
@}i?| t _i?L|i_ Ec |c ihi t |i u@4*) @?_ |  t |i _@|i Lu Mh| W??@|i
@M*|)c kc| c t @ h@?_L4 @h@M*i |@!?} @*it ? D @?_ t hi@*3i_ @| _@|i | `i
@tt4i |@| kc| t }i?ih@|i_ M) @ @h!L ThLUitt L? |i t|@|i tT@Ui D dfc o |
|h@?t|L? u?U|L? 5L E@c _i?L|it |i ThLM@M*|) |@| @? @}i?| Lu u@4*)
MLh? @| _@|i |  @t @M*|) kc| ? |i ti| }i? |@| |i T@hi?| @_ @M*|)
kc|3 ' @ wi| E ? _i?L|i |i Lhi* j@*}iMh@ Lu -? @?_c uLh f @ E? 4i@th@M*i
tMti| Lu -? c *i| Ef _i?L|i |i hit|hU|L? Lu E ? |L f `i @tt4i
tt4T|L? G E D 5 Edfco @?_ D t UL4T@U| E G D E $ dfc o t
@ @h!L |h@?t|L? u?U|L? tL E@ uLh @** @ 5 Dc E@c t @ ThLM@M*|) 4i@thi
L? |i 4i@th@M*i tT@Ui EDc E c @?_ EM uLh @** 5 E c Ec t @ 4i@th@M*i
u?U|L?S E @t |i 6i**ih hLTih|) tL uLh s G D $ - @ UL?|?Lt u?U|L?c
9
Vr iru doo \ 5 E^3 4` / S 4+\ , 5 E, zkhuh S 4+\ , =@ i{ 5 D = S +{> D, 5 \ j1
>
D
D
7
7
s E+ E%c _+ t UL?|?Lt ? %
W? Lh UL?|i | | t ^|i ?@|h@* |L @tt4i |@| |i ti| Lu @M*|it t ML?_i_
Ai hit| Lu |i @tt4T|L?t @hi t|@?_@h_ |iU?U@* hi^hi4i?|t tTiU@* U@ti Lu
?|ihit| ? U  L*_t t i? kc| t _t|hM|i_ ?_iTi?_i?|*) @?_ _i?|U@**)
? |4i  @**Lt |i tTTLh| |L Mi @ €?|i ti|c @? ?|ih@*c Lh |i ?L? Lu |i
|L
}i?| Ec |c MLh? @| _@|i | c hiUiit i_U@|L? ec| @| _@|i |  @?_ ih
@M*|)c kc| c t hi@*3i_ @| _@|i | 5i tTT*it L?i ?| Lu *@MLh ?i*@t|U@**) @|
_@|i |c i? ti t 4__*i @}i_c @?_ |i h@?_L4 ThL_U||) Lu |@| ?| Lu *@MLh
t _i|ih4?i_ M) @ u?U|L? U UL4M?it ?|t Lu ??@|i @M*|) | ?|t Lu
i_U@|L? ?|L iUi?U) ?|t Lu *@MLh `i @tt4i
tt4T|L? 2G E G D-n $ -n t UL?|?Lt ? k @?_ e E t UL?U@i
? e uLh @** k 5 D @?_ ?u kM *4e<" Ekc e : f E ,|ih E@ Ekc f ' f uLh @**
k 5 D Lh EM ?u kM Ekc f : f E t UL?|?Lt*) _gihi?|@M*i ? e L? -nn
@?_ 2 Ekc e t 4i@th@M*i ? k 5 D uLh @** e f.
2 E @?_ |i €ht| T@h| Lu ML| 2 E @?_ 2 E @hi t|@?_@h_ @tt4T|L?t
hi^h?} UL?|?|) Lu c @?_ |@| | Mi UL?U@i @?_ UL?|?Lt*) _gihi?|@M*i
? e `i @i 4TLti_ ih) *||*i t|hU|hi L? |i _iTi?_i?Ui Lu L? k Mi)L?_
UL?|?|) `i hi4@h! |@| t?Ui Ekc t _i€?i_ L? -n @?_ |@!it ?L??i}@|i
@*itc |i u@U| |@| Ekc t UL?U@i E? e 4T*it |@| | t @*tL i@!*) ?Uhi@t?}
E? e Ai tiUL?_ T@h| Lu 2 E t @ ?L?_i}i?ih@U) @tt4T|L? U i?thit
|@| uLh iih) @M*|) *ii* | t TLttM*i |L 4@!i L?i<t *@MLh i?_L4i?| ThL_U|i
M) @U^h?} i?L} i_U@|L? E|i *4| t i** _i€?i_ u Ekc t UL?U@ic ic
?_ih |i €ht| T@h| Lu 2 E( @*tLc |i |L T@h|t Lu 2 E |@!i? |L}i|ih 4T*)
|@| Ekc e : f uLh @** Ekc e 5 D -nn 2 E 4TLtit @ uLh4 Lu i^|) t?Ui |
hi^hit |@| | ?L i_U@|L?c i|ih E@ ?L L?i t ThL_U|i Lh EM iih)L?i t
ThL_U|i E|L}c TLttM*)c | _gihi?| ThL_U||it 2 E M @**Lt uLh |i
TLttM*|) |@|c ii? | ?L i_U@|L?c iih) @}i?| t @M*i |L ThL_Ui @ TLt|i
@4L?|c @ UL?_|L? |@| i €?_ |L Mi @UUiT|@M*i t?Ui iih) @}i?| t @tt4i_ |L
Mi i?_Li_ | @ € i_ ?4Mih Lu *@MLh Lht( Lh i t|i?Ui hit*| ** Mi t|@|i_
uLh |t U@ti @?_ i ** ?_U@|i L |i UL?_|L?t ?ii_ |L Mi U@?}i_ u 2
E @ t @tt4i_ ?t|i@_H Ai tiUL?_ @*u Lu 2 E t @ |iU?U@* hi^hi4i?|
U *i|t t Lh! | |i €ht| Lh_ih UL?_|L?t |L U@h@U|ih3i |i tL*|L? |L |i
LT|43@|L? ThLM*i4 u@Ui_ M) @ u@4*)( @*tLc 2 E *i|t t t4T*u) |i €ht| Lh_ih
UL?_|L?t Etii wi44@ .
Iru d uhdo ydoxhg ixqfwlrq i = D $ U zkhuh D U / i +{, ghqrwhv wkh sduwldo ghulydwlyh zlwk
uhvshfw wr wkh l0wk frruglqdwh hydoxdwhg dw { 5 lqw D1
; Orxu| +4<;4, lpsrvhv wkh frqglwlrqv wkdw #+3> 3, @ 3 dqg # lv vwulfwo| lqfuhdvlqj lq erwk
yduldeohv rq U.5 vr wkdw #+> 3, A 3 iru A 3/ d frqglwlrq lqwhuphgldwh ehwzhhq wkh wzr rswlrqv
wkdw zh vshfli| lq D15 +lll,1 Eurfn dqg Plupdq +4<:5, lpsrvh D15 +lll d, rq wkh surgxfwlrq ixqfwlrq1
Erwk ri wkrvh sdshuv lpsrvh dgglwlrqdo uhjxodulw| dvvxpswlrqv dqg frqvlghu wkh l1l1g1 fdvh dqg
uhtxluh wkh vxssruw ri wkh vkrfn wr eh d frpsdfw lqwhuydo1 Wkh| qhhg vwurqjhu dvvxpswlrqv vlqfh
wkh| suryh xqltxhqhvv dqg joredo vwdelolw| ri wkh lqyduldqw glvwulexwlrq1
:
q
8
l
5?Uic ?_ih 2 Ec Ekc t UL?U@ic *4e<fn 2 Ekc e @?_ *4e<" 2 Ekc e U@?
Mi _i€?i_ E|L} |i) U@? |@!i |i @*i 4 `i _i€?i
2f G' tTkM *4e<fn 2 Ekc ec
2f G' ?u kM *4e<fn 2 Ekc ec
2" G' tTkM *4e<" 2 Ekc ec
2" G' ?u kM *4e<" 2 Ekc e
6h|ih4Lhic ?_ih 2 E t ?uLh4*) ML?_i_ u @?_ L?*) u 2" ' f
Ai @}i?| Ec |<t @}i ?UL4i t Ekc| c ec| @?_ ti hiUiit @ Mi^it| - Kc|
@| _@|i |c ihi ML| @?_ - @hi ?_iTi?_i?| Lu |4i Ai ?UL4i |@| Ec |
@t @| _@|i |c +c| c t }i? M) Ekc| c ec| n - Kc| At tTiU€U@|L? Lu ?UL4i
*i|t t U@T|hi |i u@U| |@| @ TLt|i Mi^it| M) |i T@hi?| _Lit ?L| ?Uhi@ti |i
U*_<t ?UL4i i? |i hi|h? L? t@?} t 3ihL( Lu ULhtic ?_ih @ 4L?L|L?U|)
@tt4T|L? L? |i T@)Lg |i T@hi?| ** ?iih *i@i @ TLt|i Mi^it| u - ' f
Ai @}i?| Ec | @**LU@|it ih ?UL4i |L UL?t4T|L? @| _@|i |c _i?L|i_ Sc| c @?_ |L
i_U@|i ih U*_c ec|n c @?_ t@it |i hit| M) hi?|?} | @t U@T|@* W? |i *@t| TihL_
Lu ih *ui ti hiUiit - E+c| Sc| ec|n @t |i }hLtt hi|h? L? ih t@?} @?_ ti
tit | |L UL?t4i ? L*_ @}ic _i?L|i_ - rc| c @?_ *i@i @ Mi^it| _i?L|i_ - Kc|n Ai @*it Lu ec| @?_ Kc| @hi _i|ih4?i_ M) Ec | <t T@hi?| |L| !?L*i_}i
@ML| kc| c M| +c| c Sc| c @?_ rc| c U@? _iTi?_ L? kc| Ai @h@M*it Sc rc ec @?_ K
@hi hi^hi_ |L Mi ?L??i}@|i( |i hit|hU|L? t ?@|h@* uLh |i €ht| |hii @h@M*it
Et?Ui |i @h@M*i r U@? Mi _i?|€i_ | UL?t4T|L? i? L*_ *ic ? |i U@ti
Lu Mi^it|c | hiiU|t @? ?t|||L?@* @hh@?}i4i?| Lh tLU@* UL_i U Thii?|t @
U*_ uhL4 Mi?} i*_ hitTL?tM*i uLh @ _iM| UL?|h@U|i_ M) ih T@hi?|
W| t Mit| |L |?! Lu |i u@4*) @t @ ?| |@| i |i?_t ?L| L?*) ?|L |i ?€?|i
u|hi M| @*tL ?|L |i ?€?|i T@t|c @?_ |L 4@}?i |@| i UL?_U| Lh @?@*)tt
M) TU!?} @ T@h|U*@h _@|ic fc UL?t_ih?} |i @U|L?t |@!i? M) @}i?|t T|L _@|i
 @t }i?c @?_ @?@*)t?} |i ThLM*i4 uhL4 |i TihtTiU|i Lu @? @}i?| L @t |L
@U| @| _@|i fc ?@4i*) @? @}i?| MLh? @| _@|i  6Lh4@**)c i t@** |hi@| |i iU|Lh
Eecf c Kcf c kcf @t |i ?|@* UL?_|L? uLh @}i?| Ec f
Ai |*|) |@| @UUhit |L @}i?| Ec |  uhL4 ih L? UL?t4T|L? t }i? M)
ESc| c - rc| 2
$ - t ML?_i_ @?_ UL?|?Lt E t t|hU|*)
tt4T|L? G E G -n
2
?Uhi@t?} E t t|hU|*) UL?U@i E t UL?|?Lt*) _gihi?|@M*i L? -nn
@?_c uLh ' c 2c *4%<fn c+<fn E%c + i t|t
`i _i€?i G' *4%<fn c+ <fn E%c +c uLh ' c 2c ihi |i *4|?} @*i t
@**Li_ |L Mi 4
6@4*it @hi ML?_ |L}i|ih M) @*|ht4 4L_i**i_ ihi @t @ _tUL?|i_ @*i Lu
9
|i |*|) uhL4 UL?t4T|L? LM|@?i_ M) @? @}i?|<t _itUi?_i?|t
tt4T|L? eG q 5 Efc 
t @ t|@?_@h_ @tt4T|L? L? |i L?i TihL_ T@)Lg u?U|L? e t @*tL
t|@?_@h_ L|Ui |@| i _L ?L| @**L q ' f( L|ihti |ihi t ?L 4L|i uLh
?|ih}i?ih@|L?@* ?|ih@U|L? U U@tit |i iUL?L4) |L UL**@Tti |L L?i ? U
L?*) T)tU@* U@T|@* t @UU4*@|i_ |L ThL_i uLh UL?t4T|L? ? L*_ @}i
t |L |i ThL_U|L? t_i Lu |i iUL?L4)c i @tt4i |@| |ihi t @ |iU?L*L})
U UL?ih|t ?|t Lu U@T|@* @?_ iUi?U) ?|t Lu *@MLh ?|L @ ThL_Ui_ }LL_
@?_ _iThiU@|i_ U@T|@* Ai |iU?L*L}) t tTiU€i_ @ @ ?iLU*@ttU@* ThL_U|L?
u?U|L? i M|?} _4?t?} 4@h}?@* hi|h?tc @?_ UL?t|@?| hi|h?t |L tU@*i
2
$ -n Mi L4L}i?iLt Lu _i}hii L?ic t|hU|*) ^@t
tt4T|L? DG wi| 8 G -n
2
UL?U@ic t|hU|*) ?Uhi@t?}c @?_ UL?|?Lt*) _gihi?|@M*i L? -nn
wi| B 5 Efc o
Ai ?T| iU|Lh Egc u ThL_Uit 8 Egc u ?|t Lu |i ThL_Ui_ }LL_ @?_ E B g
?|t Lu _iThiU@|i_ U@T|@*
5?Ui 8 t _gihi?|@M*i @?_ L4L}i?iLt Lu _i}hii L?ic |i u?U|L?t 8 @?_
82 @hi L4L}i?iLt Lu _i}hii 3ihLc @?_ 8 Egc u ' g 8 Egc u n u 82 Egc u
?i €?@* i*i4i?| Lu |i 4L_i* hi4@?t |L Mi tTiU€i_ `i t |L UL?t_ih @
t|@|L? ? Uc ii? |L} i@U ?__@* u@4*) u@Uit ht! U t ?ULhhi
*@|i_ @UhLtt u@4*itc ? |i @}}hi}@|i |i ht! t R@ti_ L| 5L i ?ii_ @ *@
Lu *@h}i ?4Miht uLh @ UL?|?4 Lu ?_iTi?_i?| h@?_L4 @h@M*it Ai ThLM*i4t
|@| @hi TLti_ ? LM|@??} tU @ hit*| @hi i** !?L? @t @hi @hLt tL*|L?t(b i
@i ?L|?} |L @__ |L |i _tUttL? M| i t@** uL**L |i it|@M*ti_ |h@_|L? Lu
R}?Lh?} |i ThLM*i4f Oi?Uic i _L ?L| uLh4@**) t|@|i @? @tt4T|L? tTiUu)?}
|i ?@|hi Lu |i ?|ih@U|L? Lu |i tLU!t u@Ui_ M) |i _gihi?| u@4*it( ? 5iU|L?
D i tTiUu) |i @}}hi}@|L? ThLUi_hi |@| i uL**L @?_ ?_U@|i @| |t 4i@?t
? |ih4t Lu |i ?_ih*)?} t|LU@t|U t|hU|hi Lu |i 4L_i*
At UL4T*i|it |i _itUhT|L? Lu |i 4L_i* `i @i ?L| )i| }i? @ _i€?|L?
Lu i^*Mh4( i ThL_i | ? 5iU|L? S t?Ui |i ?L|L? Lu i^*Mh4 |@| i ti
hi^hit @__|L?@* UL?UiT|t @?_ ?L|@|L? U i ?|hL_Ui ? *@|ih tiU|L?t
+i4@h! G `i U*Lti |t tiU|L? | @? LMtih@|L? t*}| U@?}i ? Lh
tTiU€U@|L? *i|t t LM|@? @ |L tiU|Lh 4L_i* | ?€?|i*) *i_ @}i?|t tMiU| |L
_Lt)?Uh@|U tLU!t At t @UUL4T*ti_ M) U@?}?} tL |@| L?*) UL?t4T|L?
i? 4__*i @}i_ }it |*|)c @?_ M) ?|ihThi|?} |i Mi^it| @t @? ?|ih|i4TLh@*
|h@?tuih Lu i@*|( |i ?L??i}@||) UL?t|h@?| t ^|i ?@|h@* ? |t UL?|i | h
tTiU€U@|L?c ? U |i @}i?| tTT*it L?i ?| Lu *@MLh ?i*@t|U@**) ? i@U
TihL_ @?_ U@? 4@!i @? ?it|4i?| ? 4@? U@T|@* ? Lh_ih |L 4@!i ih *@MLh
ThL_U|i ? |i ?i | TihL_c ULhhitTL?_t |L @ t|@|L? ? U 4@? U@T|@*
< Vhh Ihogpdq dqg Jloohv +4<;8, iru d oxflg glvfxvvlrq dqg d sursrvhg vroxwlrq edvhg rq d
frxqwdeoh vhw ri djhqwv zklfk lv/ xqiruwxqdwho|/ glfxow wr lpsohphqw1
43 Htxlydohqwo|/ zh fdq dvvxph gluhfwo| wkdw wkh uhohydqw h{shfwhg ydoxhv ri ydulrxv udqgrp
yduldeohv duh phdvxudeoh dqg frqvwdqw rq d frpprq phdvxuh vsdfh +vhh/ h1j1/ Ehzoh| +4<;9,,1
10
_iThiU@|it UL4T*i|i*) i@U TihL_ @?_ tii4t L| Lu T*@Ui ? @ UL?|i | ihi |i
@}i?| *it uLhiih( L?i 4}| Thiuih |L U@?}i |i 4L_i* @ M| @?_ TLt| ?t|i@_
|@| |i i_U@|L? ?_Uit @ U@?}ic hi*@|i |L |i Uhhi?| TihL_c ? |i ?4Mih
Lu iUi?U) ?|t Lu *@MLh tTT*i_ M) |i @}i?| ? |i uL**L?} TihL_
Ai T|43@|L? hLM*i4
`i ThLUii_ |L uLh4@**) tTiUu) |i _iUtL? ThLM*i4 u@Ui_ M) @ |)TU@* u@4*)
5i| l G' D D | |)TU@* i*i4i?| /c E f G' i>c ljc @?_ E | |i j@*}iMh@
}i?ih@|i_ M) E| D D uLh | ' c 2c 5i| E" |L Mi |i j@*}iMh@
|
" | |i €*|h@|L? iE |j|'" t
}i?ih@|i_ M) ^"
|'f
|'f E Ai 4i@th@M*i tT@Ui Elc E
ti_ |L 4L_i* |i _iUtL? ThLM*i4 u@Ui_ M) @ u@4*) Bi? @ 5 Dc *i| @ _i?L|i
@ ThLM@M*|) 4i@thi L? Elc E " ?_Ui_ M) |i |h@?t|L? @?_ ?|@* t|@|i @
h ?|ihit| t ? @ t|@|L?@h) t|@|L? MiU@ti Lu U i t@** hit|hU| @||i?
|L? |L |i U@ti ? U |i h@|i Lu hi|h? L? U@T|@*c _i?L|i_ -c @?_ |i @}i
h@|ic _i?L|i_ c _L ?L| _iTi?_ L? |4i wi| - 5 U @?_ 5 Z ihic uLh |i
4L4i?|c U ' Z G' -n `i @tt4i |@| |i ThUi Lu |i UL?t4T|L? }LL_ t L?i
@| iih) _@|i( |t t @ ?Lh4@*3@|L? @?_ |L| *Ltt Lu }i?ih@*|)
5i| +Eec Kc kc -c G' Ekc e n - Kc |i ?UL4i u?U|L? N?_ih Lh @tt4T
|L?t L? c -c @?_ c |i ?_Ui_ @*i Lu + t @*@)t ?L??i}@|i
`i ?L|i_ i@h*ih |@| |i iU|Lh Eecf c Kcf c kcf U@? Mi UL?t_ihi_ @t @? ?|@* UL?
_|L? uLh @}i?| Ec f( |t ?_Uit @? ?|@* ?UL4i *ii* +cf G' +Eecf c Kcf c kcf c -c Bi? @*it uLh E+cf c -c 5 -n U Zc i U@? tTiUu) |i ti| Lu T*@?t
ui@tM*i uLh |i u@4*) @t
KE+cf c -c G' i5 ' ES c r c e c K G
e
E ESc| c rc| c ec|n c Kc|n G l $ -n
c | ' fc c 2c |
E ESc| c rc| c ec|n c Kc|n t E 4i@th@M*ic
E Sc| E/ n rc| E/ n ec|n E/ n Kc|n E/ +Eec| E/c Kc| E/c kc| E/c -c j
ihi i }?Lhi |i ^@*€U@|L? R@*4Lt| thi*) N?_ih  EE @?_ 2 Ec
|i ti| Lu ui@tM*i T*@?t t ?L?i4T|) @?_ i** _i€?i_ 6Lh ?L|@|L?@* UL?i?i?Ui
i t@** h|i 5c| G' ESc| c rc| c ec|n c Kc|n |L| tMtUhT|t i? ?iUitt@h) Ai
T@)Lg |L @}i?| Ec f uhL4 @ ui@tM*i T*@? 5 5 KE+cf c -c t
,
5"
|'f
q | ESc| E/c - rc| E/
ihi |i i TiU|@|L? t |@!i? | hitTiU| |L |i 4i@thi kcf N?_ih  EEc
E @?_ ec |i T@)Lg t i** _i€?i_ @?_ €?|i Oi?Uic i U@? _i€?i |i @*i
u?U|L? T G -n D U Z $ - @t
T E+cf c kcf c -c G' tT5 MKE+cf c-c ,
5"
|'f
q | ESc| E/c - rc| E/
`i @**L T |L _iTi?_ L? kcf t?Ui |i i TiU|@|L? t |@!i? | hitTiU| |L |i
4i@thi kcf ?_Ui_ M) |i ?|@* t|@|i 4@!?} |i hi@*3@|L? Lu k @| _@|i f
?uLh4@|i `i @**L T |L _iTi?_ L? - t?Ui UL?t4T|L? i? L*_ _iTi?_t ?L|
L?*) L? ?UL4i M| @*tL L? |i hi|h? L? t@?}c - `i @**L T |L _iTi?_ L? t?Ui @}i ?UL4i _iTi?_t L? 11
W| tL*_ Mi U*i@h |@| |i @}i?|<t _i?||) T*@)t ?L hL*i ? |i @?@*)tt Mi)L?_
tTiUu)?} +cf @?_ kcf L?ti^i?|*)c uhL4 ihi L?@h_t i _hLT |i tMtUhT|t
*tLc ti| 7 G' -n D U Z tL |@| T G 7 $ -
Bi? @? ?|@* UL?_|L? E+c kc -c 5 Vc @ T*@? t LT|4@* u | t ? KE+c -c @?_ @Uiit |i @*i T E+c kc -c h €ht| hit*| uL**Lt uhL4 @ _)?@4U ThL}h@44?} @h}4i?|
AiLhi4 G tt4i  EEc 2 EEc EEc @?_ e Ai @*i
u?U|L? T G 7 $ - t UL?|?Ltc ML?_i_c t|hU|*) ?Uhi@t?} @?_ t|hU|*) UL?U@i
e
_i€?i_ @t
? + Ai TL*U) u?U|L? G 7 $ -n
E+c kc -c G' @h}4@ EScrce cK MAKE+c-c iESc - r
7
nq T E+Ee c K c k c -c c k c -c Ekc _k j
t i** _i€?i_ @?_ UL?|?Ltc @?_ uLh @** Ekc -c 5 D U Zc Efc kc -c '
5
Efc fc fc fc @?_ e' E+c kc -c ' +
?i i TiU|t |i _iUtL? |L i_U@|i ihtt *i@?} @ Mi^it| |L _iTi?_ L? |i
hi*@|i hi|h?t |L |i |L @U||it W? T@h|U*@hc i L*_ *!i |L tTiUu) UL?_
|L?t tU |@| |ihi t ?L i Ti?_|hi L? i_U@|L?c @?_ UL?_|L?t tU |@| |ihi
tc ?iUitt@h*)c TLt|i i Ti?_|hi L? i_U@|L? EhitTiU|i*)c @ Mi^it| t 4@_i
t?Ui |iti ThLTih|it ** Mi ti_ |L tL |@| 4i@? _i4@?_ @t |i h}| !?_
Lu ML?_@h) Mi@Lh `i L*_ @*tL *!i |L tL |@| i? |i 4@h}?@* hi|h?
|L |i |L @U||it @hi ?L| } hi*@|i |L |i _tUL?| u@U|Lhc |i @}i?| ** ?L|
@UU4*@|i @tti|t ? Lh_ih |L 4@!i t ?UL4i ?_i€?|i*) *@h}i( |t *@||ih ThLTih|)
** @**L t |L ML?_ |i ThLUittit uLh |i i?_L}i?Lt @h@M*it |t Tih4||?}
t |L ThLi i t|i?Ui Lu ?@h@?| _t|hM|L?t Lu |iti @h@M*it 5?Ui |i LT|
43@|L? ThLM*i4 |@| i tL*i @t tL4i ui@|hit Lu @? ?UL4i U|@|L? ThLM*i4c
i !?Lc uhL4 5UiU|4@? @?_ ,tU_ihL Eb..c |@| @__|L?@* UL?_|L?t 4t|
Mi 4TLti_ |L }@h@?|ii |@| |i ?UL4i ThLUitt t ML?_i_ t?Ui |i @tt4T|L?t
|@| i @i tTiU€i_ tL u@h @hi ?L| tUi?|
`i L*_ *!i |L ti |i U@h@|ih3@|L? Lu |i @}i?|<t _iUtL? h*i @ €ht| Lh_ih
UL?_|L?t N?uLh|?@|i*)c i h? ?|L |i TLttM*|) |@| |i LMiU|i u?U|L?
t ?L| _gihi?|@M*i OLiihc ?_ih |i @tt4T|L?t 4@_i ? AiLhi4 c T t @
UL?U@i u?U|L? Lu + tL | t @*4Lt| iih)ihi _gihi?|@M*i ? + 6h|ih4Lhic
UL?U@|) Lu T 4T*it |@| *4"<fn ET E+ n "c kc -c T E+c kc -c *" i t|t uLh
@** + f( ti| T n E+c kc -c |L Mi |i @*i Lu |i *4| 54*@h*)c uLh + : fc ti|
T 3 E+c kc -c G' *4"<fn ET E+c kc -c T E+ "c kc -c *" 5L |i *iu| @?_ h}|
@?_ _ih@|it Lu T | hitTiU| |L + @hi i** _i€?i_ @| @** + : f @?_ |i h}|
@?_ _ih@|i @*tL i t|t @| + ' f At u@U| @**Lt t |L Lh! | @TThLTh@|i
}i?ih@*3@|L?t Lu €ht| Lh_ih UL?_|L?t
wi| t € tL4i ?L|@|L? Bi? E+c kc -c 5 7c ti| G' E+c kc -c c '
c 2c c e L ti| E+c - G' 4@ i E c - 2 c - 2 E c - 2 j 2f c 2f c 2" c @?_
44
Ohppd : +d,0+e, surylghv frqglwlrqv xqghu zklfk Y lv glhuhqwldeoh1
12
2" @i @*hi@_) Mii? _i€?i_
AiLhi4 2G tt4i  EEc 2 EEc EEc @?_ e wi| + : f
E@ Wu 2f - |i? ' f EM Wu 2f : - @?_
7
E+c - q E Ek c fc - 2 Ek c f Ekc _k |i? : f
7
EU Wu 2f - @?_ E+c - q - E Ek c fc - Ekc _k |i? e : f
E_ wi| - 5 dfc *qc *i| |ihi i t| tL4i eE 5 -nn tU |@| tTkM 2 Ekc eE 5
dfc *qc @?_c uLh tL4i + 5 -n @?_ uLh @** Ekc + 5 D d+c 4c *i| T t@|tu)
7
T 3 E+c kc -c : q 4@ i-c tTkM 2 Ekc eEj T 3 E+c k c -c Ekc _k Ai? i|ih eE @?_ e ' fc Lh Ek c n - e + uLh @** Ek c + 5
D d+c 4 Ei Wu - : *q Lh 2" : *q |i? |i t|LU@t|U ThLUitt uLh ?UL4i
_ih}it k @*4Lt| thi*)
AiLhi4 2 ThL_it t | |i UL?_|L?tc LM|@?i_ M) t|_)?} |i €ht| Lh_ih
?iUitt@h) UL?_|L?t uLh |i LT|43@|L? ThLM*i4c |@| }@h@?|ii |@| |i _iU
tL? h*i t@|t€it Uih|@? _ith@M*i ThLTih|it W? T@h| E@ |i UL?_|L? t i@t*)
?|ihThi|i_Q*i@?} @ Mi^it| t @*@)t 4Lhi ThL_U|i @| |i 4@h}?Qi?Ui ?L
hitLhUit ** Mi tTi?| L? i_U@|L? 54*@h*)c ? T@h| EM @ *||*i M| Lu i_U@|L? tc
? @** t|@|itc 4Lhi ThL_U|i |@? *i@?} @ Mi^it|( i?Uic u i U@? i?thi |@| |i
@}i?| Thiuiht |L ?L| UL?t4i ih i?|hi ?UL4i i? 4__*i @}i_c U t }@h@?
|ii_ M) |i tiUL?_ UL?_|L? |@| t 4TLti_c |i? ti ** ? u@U| i_U@|i ih U*_
W? @? i?|hi*) @?@*L}Lt 4@??ih i €?_ ? T@h| EU |@| u @ *||*i M| Lu i_U@|L?
t ?iih 4Lhi ThL_U|i E@| |i Lh}? @?_ i?Uic M) UL?U@|) Lu c iih)ihi
|@? *i@?} @ Mi^it| |i? ti ** ? u@U| *i@i @ Mi^it| EL?Ui @}@?c u ti _Lit
?L| UL?t4i ih i?|hi ?UL4i i? 4__*i @}i_ AiLhi4 2 E_ tLt |@| u i
hit|hU| @||i?|L? |L E-c tU |@| - *q @?_ tTkM 2 Ekc eE *q uLh
tL4i eE : fc @?_ |i @*i u?U|L? t@|t€it @? @__|L?@* UL?_|L? U i
_tUtt Mi*Lc |i? ?UL4i *ii*t @MLi + 4t| Mi |h@?t|Lh)( @t i tL *@|ihc |t
4T*it |@| i U@? hit|hU| @||i?|L? |L E+c kc -c c ' c ec ? @ UL4T@U| ti|
AiLhi4 2 Ei tLt |@| u |i 4@h}?@* hi|h? |L i|ih L?i Lu |i |L @tti|t t
} hi@*|i |L |i @}i?|<t h@|i Lu |4i Thiuih@?Ui |i? @tti| _i4@?_ ?iUitt@h*)
_ih}it
L|i |@| @ t*}| t|hi?}|i??} Lu 2 E }@h@?|iit |@| u 4@ i-c 2" j *q |i? |ihi i t|t eE : f tU |@| tTkM 2 Ekc eE *qc @ t_i
UL?_|L? |@| t 4TLti_ ? AiLhi4 2 E_ Ai hit*| _Lit ?L| ULih |i U@ti ?
U 4@ i-c 2" j *q @?_ 4@ i-c 2" j *qc @ U@ti U hi^hit
€?ih |LL*t2 At ** ?L| Mi 4TLh|@?| uLh t t?Ui i t|hi |L ThL_i UL?_|L?t
?_ih U @ t|@|L?@h) i^*Mh4 i t|t | 4@ i-c 2" j *q
Lq wklv fdvh wkh ghwdlohg dqdo|vlv lq Fkdpehuodlq dqg Zlovrq +5333, qhhgv wr eh xvhg1
Fkdpehuodlq dqg Zlovrq +5333, vkrz wkdw li U A 4@ wkhq dvvhw ghpdqg glyhujhv zlwk sure0
delolw| rqh1 Wkh| dovr vkrz wkdw li lqfrph lv vxflhqwo| vwrfkdvwlf wkhq dvvhw ghpdqg glyhujhv
zlwk suredelow| rqh hyhq zkhq U @ 4@ > Dl|djdul +4<<8, xvhv wklv uhvxow wrjhwkhu zlwk wkh uh0
txluhphqw wkdw lq htxloleulxp wkh pdunhw iru fdslwdo fohduv dw d qlwh ydoxh wr dujxh wkdw/ lq dq|
vwdwlrqdu| htxloleulxp/ U ? 4@1 Kxjjhww +4<<:, uhdfkhv d vlplodu frqfoxvlrq e| lqwhjudwlqj dq
Hxohu htxdwlrq xvlqj dq lqyduldqw phdvxuh wr vkrz wkdw U 4@ fdq eh uxohg rxw1
45
46
13
t hi}@h_t |i UL?_|L? ? AiLhi4 2 E_c |i @__|L?@* @tt4T|L? |@| t
4TLti_ L? |i @*i u?U|L? t t|hL?} ThiUti*) MiU@ti | *4|t |i i |i?| |L
Uc uLh *@h}i @*it Lu +c T U@? @h) @t k @hit t |i *@h}ih Lu - @?_ tTkM 2 Ekc eE @TThL@Uit *q uhL4 Mi*Lc |i _ih@|i Lu T EU U@? Mi
tL? |L i t| uLh *@h}i +c tii wi44@ . E@EM t hi^hi_ |L Mi ?uLh4*) U*Lti |L
3ihL uLh @** + tUi?|*) *@h}i At |h@?t*@|it ?|L @ hi^hi4i?| L? U ?_Uit
@ TL*U) u?U|L? tU |@| 4@h}?@* |*|) @| |i LT|4@* tL*|L? uLh ih) }
*ii*t Lu ?UL4i t ?ti?t|i |L U@?}it ? |i t|@|i `i _L ?L| _tUtt uh|ih
|i ?|ihThi|@|L? Lu |i @tt4T|L?( |i *@t| tiU|L? ? 5UiU|4@? @?_ ,tU_ihL
Eb.. ThL_it @ tUU?| _tUttL? Lu |i ThLM*i4c L |i tTiU€U @tt4T|L?
@L_t |i ThLM*i4c @?_ @| ThLTih|it L? |i Th4|it Lu |i 4L_i*c Mi)L?_
ML?_i_?itt @?_ UL?U@|) Lu |i |*|) u?U|L? i? | t _i€?i_ L? L?i @h@M*i
E?t|i@_ Lu |L |i @) i @i | }@h@?|ii |@| | t t@|t€i_ W| t i@t) |L UiU!
|@| uLh @ *@h}i U*@tt Lu t@|tu)?} c |i u?U|L?  ELh 2 i M|t |i ThLTih|)
hi^hi_ |L i?thi |@| |i _ih@|i Lu T Mi@it ?Ui*)e
wi| t @*tL TL?| L| |@|c uLh u@U|Lh ThUit tU |@| -  @?_ tTkM 2 Ekc eE  uLh tL4i eE : fc M) uL**L?} |i @h}4i?| ? AiLhi4 ? 5UiU|4@? @?_
,tU_ihL Eb..c | tL*_ Mi TLttM*i |L ML?_ |i ?UL4i ThLUitt |L| |i
@__|L?@* UL?_|L? 4TLti_ L? |i @*i u?U|L? ? AiLhi4 2 E_ 5U @?
@h}4i?| t @@*@M*i ? i*i) EbHS uLh @? i U@?}i iUL?L4) | 4@?) UL4
4L_|itc ?€?|i*) *i_ @}i?|t L _tUL?| |i u|hic @?_ UL?t|@?| ThUit `i _L
?L| Thti tU @ *?i Lu @h}4i?| t?Ui i ?ii_ |L 4TLti |i @__|L?@* UL?_|L?
L? T uLh - 5 Ec *q @?)@)
e W?@h@?| i@thit
Ai _iUtL? h*i |@| i @i LM|@?i_ @MLi ?_Uit t|LU@t|U _)?@4Ut @?_
i L*_ *!i |L !?L i? |iti _)?@4Ut i M| hi}*@h|it ? |i *L?} h?( |@|
tc i L*_ *!i |L tTiUu) UL?_|L?t ?_ih U ?@h@?| _t|hM|L?t i t| uLh
|i i?_L}i?Lt @h@M*itc @?_ i L*_ *!i |L tL |@| |iti ?@h@?| _t|hM
|L?t uLh4 @ ?Ui ti| @?_ U@?}i ? @ ?Ui @) @t u@U|Lh ThUit @h) A@| t Lh
LMiU|i ? |t tiU|L?
`i tTiUu) |i @}i?|<t t|@|i M) |i |hT*i Eec Kc k ihi |i €ht| |L ULLh_?@|it
@hi i?_L}i?Lt @?_ |i *@t| L?i t i L}i?Lt wi| % _i?L|i @? @}i?|<t t|@|i( tL
e
M) |i h*i A E%c -c G'
% 5 f G' -n -n D wi| t _i€?i A G f UZ $ -n
E+Eec Kc kc -c c kc -c N?_ih |i @tt4T|L?t Lu AiLhi4 2c A ?ih|t |i
ThLTih|it Lu t?Ui |i ?UL4i u?U|L? + t UL?|?Lt @?_ _gihi?|@M*i
Bi? E-c 5 U Zc |i @h!L ThLUitt uLh k |L}i|ih | |i u?U|L?
A c U U@T|hit ML| |i ?UL4i u?U|L? + @?_ |i TL*U) u?U|L? c ?_Ui
t|LU@t|U _)?@4Ut uLh |i @h@M*it e @?_ K Aiti _)?@4Ut U@? Mi U@T|hi_ M)
_i€??}c uLh i@U % 5 fc @ u?U|L? 'E%c 2 ( -c L? |i 4i@th@M*i tT@Ui
Kxjjhww +4<<6, zrunv zlwk d FHV vshflfdwlrq dqg Pdunryldq xqfhuwdlqw| lq hqgrzphqwv lq
d sduwldo htxloleulxp iudphzrun dqg vkrzv wkdw/ xqghu d sdudphwhu uhvwulfwlrq/ wkh dqdorjxh ri
wkh frqglwlrq rq Y krogv1 Dovr Odlwqhu +4<<5, zrunv zlwk d FHV vshflfdwlrq1
47
14
Efc Ef M) |i h*i
'E%c 2 ( -c ' Ekc 'E%c 2 ( -c ' f
u EA E%c -c c Ae E%c -c 5 2
u EA E%c -c c Ae E%c -c 5
* 2
uLh @** % 5 fc 2 5 Ef `i U@? tL |@| 'Ec ( -c t @ @h!L |h@?t|L? u?U|L? Etii wi44@ H
tt4?} |@| |L Mi |hi uLh |i 4L4i?|c i U@? ?|hL_Ui |i ?L|L? Lu @? ?@h@?|
4i@thi 4i@thi D L? Efc Ef t ?@h@?| uLh 'Ec ( -c u
7
DE ' 'E%c ( -c DE_%
uLh @** 5 Ef `i _i?L|i |i ti| Lu ?@h@?| 4i@thit Lu 'Ec ( -c M) Q E-c `i ?ii_ @ ?L|L? Lu UL?|?|) i? Lh!?} | 4i@thit `i t@** ti |i
|LTL*L}) Lu i@! UL?ih}i?Ui Lu 4i@thit U t@)t |@| uLh > 5 PEfc '
fc c 2c c ihi PEf _i?L|it |i ti| Lu ThLM@M*|) 4i@thit L? f uLh f -? c
|i ti^i?Ui Lu 4i@thit i>? j?D UL?ih}it |L >f c _i?L|i_ >? , >f c u @?_ L?*) u uLh
7
7
iih) ML?_i_ @?_ UL?|?Lt u?U|L? s G f $ -c s E%>? E_% $ s E%>f E_%
6hL4 ihi L?@h_tc UL?ih}i?Ui Lu 4i@thit ** @*@)t Mi ? |i i@! |LTL*L})
AiLhi4 G tt4i  EEc 2 EEc EEc @?_ ec @?_ UL?t_ih
E-c 5 dfc -o dfc ` o dfc *q dfc 4 tt4i |@| ` tTkM 2 Ekc e *q
uLh tL4i e 5 -nn c |@| uLh tL4i + 5 -n @?_ uLh @** Ekc + 5 D d+c 4c @?_ uLh @**
E-c 5 dfc -o dfc ` oc T t@|t€it
7
T 3 E+c kc -c : q 4@ i-c ` tTkM 2 Ekc ej T 3 E+c k c -c Ekc _k E@ Q E-c t ?L?i4T|)c U*Lti_c @?_ UL?i EM Wu E-? c ? $ E-f c f @?_ u D? 5 Q E-? c ? c |i? |ihi i t|t D7 5 Q E-f c f @?_ @ tMti^i?Ui D?E tU |@| D?E , D7
Ai |iLhi4 |i**t t |@|c i? u@U|Lh ThUit @hi ? @ @TThLTh@|i ti|c ?@h@?|
4i@thit i t|c |i) uLh4 @ U*Lti_ @?_ UL?i ti|c @?_ |@| |i ti| Lu ?@h@?|
4i@thit @hit UL?|?Lt*) i? u@U|Lh ThUit U@?}i Ai UL?|?|) ThLTih|)
** Mi ti_ |L tL |@| |i ?|i}h@* Lih |i ti| Lu t|@|it Lu @?) UL?|?Lt
u?U|L? @*tL i M|t @ uLh4 Lu UL?|?|) ? u@U|Lh ThUit AiLhi4 LM|@?t
i?c ? @__|L? |L |i t|@?_@h_ @tt4T|L?t ti_ tL u@hc u@U|Lh ThUit ?_Ui
hi|h?t |@| t|@) @@) uhL4 *qc @?_ @ ?uLh4 ihtL? Lu |i 5UiU|4@? @?_
,tU_ihL Eb.. UL?_|L? hi}@h_?} |i Mi@Lh Lu |i _ih@|i Lu |i @*i
u?U|L? uLh tUi?|*) *@h}i @*it Lu ?UL4i @t |i t|@|i U@?}it t @tt4i_ |L
L*_c ihi |i ?uLh4|) t | hitTiU| |L u@U|Lh ThUit
D }}hi}@|i V@h@M*it
5L u@h i @i t|_i_ |i Mi@Lh Lu @ |)TU@* u@4*) `i t |L ?uih |i
Mi@Lh Lu iUL?L4U @}}hi}@|it @| @ }i? _@|i uhL4 |i Mi@Lh Lu @ |)TU@*
u@4*) `i _L tL M) t?} @ t|@?_@h_ R|hU! U @t |L T@h|t |L | Ai
u@U| |@| i @i @ *@h}i ?4Mih Lu u@4*it U @hi tMiU| |L tLU!t |@| @hi
?_iTi?_i?| @?_ _i?|U@**) _t|hM|i_ @UhLtt u@4*it ?_U@|it |@| i tL*_ Mi
@M*i |L @}}hi}@|i @UhLtt u@4*it |L LM|@? 4i@? @*it |@| @hic | ThLM@M*|)
15
L?ic UL?t|@?|t OLiihc ? Lh_ih |L ?L| @i |L _gihi?|@|i @4L?} u@4*itc ic
tL @t |L |hi@| |i4 Ri^|@M*)c i 4L_i* |i u@U| |@| |ihi @hi @ *@h}i ?4Mih Lu
|i4 M) @tt4?} |@| |i ti| Lu u@4*it uLh4t @ UL?|?4D Ai u@U| |@| i
@i @ UL?|?4 Lu u@4*it UL4T*U@|it |i t|@|L? @?_ hi^hit |@| i @tt4i
|@| @}}hi}@|L? _Lit ? u@U| *i@_ |L UL?t|@?| 4i@? @*it @?_ |@| @tt4T|L?
UL?t|||it |i €ht| T@h| Lu |i |hU! Ai tiUL?_ T@h| Lu |i |hU! ?L*it t?}
|i ?@h@?| _t|hM|L?t Lti i t|i?Ui @?_ ThLTih|it ihi _tUtti_ ? |i
ThiLt tiU|L? Aiti _t|hM|L?t U@h@U|ih3i |i *L?} h? t|@|t|U@* Mi@Lh
Lu @ hiThiti?|@|i u@4*) M|c t?Ui u@4*it @hi _i?|U@*c i ?|ihThi| |i ?@h@?|
_t|hM|L?t @t UhLtt tiU|L?t @UhLtt u@4*it Oi?Uic M) ?|i}h@|?} |i _iUtL?
h*it uL**Li_ M) @ |)TU@* u@4*) t?} |i ?@h@?| _t|hM|L?tc i @hi @M*i |L
}i?ih@|i |i Mi@Lh Lu iUL?L4U @}}hi}@|it
| €ht| i *LL! @| |i ThL_U|L? t_i Lu |i iUL?L4) |L tii u i U@? hit|hU|
u@U|Lh ThUitc U tL*_ Mi TLttM*i t?Uic | @ ?iLU*@ttU@* |iU?L*L})c u@U|Lh
_i4@?_t @hi _i|ih4?i_ M) i^@|?} 4@h}?@* ThL_U||) |L u@U|Lh ThUit 5Lc
u u@U|Lht @hi i4T*L)i_ ? |i ^@?||it g @?_ uc |i? -E& ' 8 E&c  n  B
@?_ E& ' 82 E&c c ihi i ti| & G' g*u *i@h*)c t?Ui 8 t ?Uhi@t?} ? gc
-E&  B 6h|ih4Lhic @t i hi4@h!i_ @u|ih AiLhi4 2c u - : *q |i?
@tti| _i4@?_ _ih}it( i?Uic i hit|hU| @||i?|L? |L |Lti T@ht Egc u uLh U
& &q ihi i _i€?i &q M) 8 E&q c  G' *q n B  u 8 Efc  *q n B ( u
8 Efc  *q n B  |i? i ti| &q G' f #i?L|i q G' E&q h ?L|L? Lu i^*Mh4 hi^hit |@| i Mi @M*i |L _i€?i @}}hi}@|i @h@M*it
M) t?} ?@h@?| _t|hM|L?t AL }@h@?|ii |i i t|i?Ui Lu ?@h@?| _t|hM|
|L?t @?_ tL @t |L Mi @M*i |L ti |ih UL?|?|) ThLTih|itc i hit|hU| @||i?|L?
|L u@U|Lh ThUit uLh U AiLhi4 @TT*it `i ThLUii_ |L @ uLh4@* _itUhT|L? Lu
|i hi*i@?| iUL?L4U @}}hi}@|it
L?t_ih E-c 5 d Bc -o dq c ` oc ihi 4@ i-c ` tTkM 2 Ekc ej *q
uLh tL4i e : f N?_ih |i UL?_|L?t Lu AiLhi4 c Q E-c 9' > 6Lh D 5 Q E-c c
_i€?i Dk c |i 4@h}?@* 4i@thi L? EDc E c M) |i h*i
7
Dk E G' DE_ec _Kc uLh @** 5 E i@? *@MLh tTT*)c 4i@? @tti| _i4@?_c @?_ 4i@? _i4@?_ uLh |i ThL_Ui_ }LL_
U@? ?L Mi _i€?i_ @t
77
OE-c c D G'
Ek c A E%c -c Dk E_k DE_%c
7
NE-c c D G' dA2 E%c -c n Ae E%c -c oDE_%
7
1E-c c D G' dA E%c -c n - A2 E%c -c n A E%c -c oDE_%
ihi D 5 Q E-c AL LM|@? 4i@? *@MLh tTT*) i |@!i @t }i? |i *ii*
Lu i_U@|L? @?_ ?|i}h@|ic Lih @M*|) *ii*tc |i ^@?||) Lu iUi?U) ?|t Lu
*@MLh |@| t ThL_Ui_ @?_ |i? i ?|i}h@|i Lih |i t|@|i iU|Lh |L U@T|hi |i
igiU| Lu |i t|@|i L? |i *ii* Lu i_U@|L? |@| t ULti? L|Ui |@| 4i@? @tti|
Li zh frqvlghu d frxqwdeoh vhw ri idplolhv wkhq zh qhhg d phdvxuh rq wkdw vhw> vlqfh dq| vxfk
phdvxuh fdqqrw eh xqlirup/ lw fdqqrw eh htxlwdeoh1
48
16
_i4@?_ ?U*_it |i Mi^it| @?_ |i @4L?| t@i_ uLh UL?t4T|L? ? L*_ @}i
i@? _i4@?_ uLh |i ThL_Ui_ }LL_ @t |hii UL4TL?i?|tG UL?t4T|L? ? |i
|L TihL_t Lu *ui @?_ i_U@|L? Lu |i U*_
5?Ui |i TL*U) u?U|L? t@|t€it |i M_}i| hit|hU|L? i @i
5e
'
A Eec Kc kc -c Ekc e n - K
ihi |i UL?t|h@?| L*_t | i^@*|) Bi? u@U|Lh ThUit @?_ @? ?@h@?| 4i@
thi D 5 Q E-c c M) ?|i}h@|?} ML| t_it t?} |i ThL_U| Lu |i 4i@thit Dk
@?_ Dc i }i|S
7 5e
d
'
A E%c -c oDE_% '
7 7
d Ek c e n - KoDk E_k DE_%
) tMt|||?} |i _i€?|L?t Lu 4i@? _i4@?_ uLh u@U|Lht @?_ |i ThL_Ui_ }LL_c
@?_ 4@?T*@|?} |i i ThittL? i LM|@? |i hi*i@?| ihtL? Lu `@*h@t w@
1E-c c D ' OE-c c D n E-  NE-c c D
Ai i ThittL? _iTi?_t L? |i ?@h@?| 4i@thi |@| t ti*iU|i_ M| |t uLh4 _Lit
?L| _iTi?_ L? |i tTiU€U 4i@thi ULti?
S ,^*Mh4
`i @hi ? @ TLt|L? |L _i€?i Lh ?L|L? Lu i^*Mh4 W| t t|@?_@h_ ? |@|
| hi^hit |@| @}i?|t LT|43i |@!?} ThUit @t }i? @?_ |@| @** 4@h!i|t U*i@h
ihic uLh |i ThL_Ui_ }LL_c L?i @t |L @**L uLh _iThiU@|L?
2
#i€?|L? G t|@|L?@h) UL4Ti||i i^*Mh4 t @ T@h Eg W c uW 5 -n
tU
W
W
W
W
W
W
|@| | - G' 8 Eg *u c  n  B @?_ G' 82 Eg *u c c
E 1E-W c W c D W ' 8 Eg W c uW B g W c
E OE-W c W c D W ' uW c
E NE-W c W c D W ' g W c
E D W 5 Q E-W c W c
@?_ |i u?U|L?t 1c O @?_ N @hi ?_Ui_ M) |i TL*U) u?U|L? A Ec -W c W `i U@? ?L |h? |L |i 4@? hit*| Lu |i T@Tih `i ThL_i tUi?| UL?_
|L?t uLh |i i t|i?Ui Lu @ t|@|L?@h) i^*Mh4 `i uh@4i |i i t|i?Ui ThLM*i4
? |ih4t Lu |i U@T|@**@MLh h@|L `i t|@h| M) tTiUu)?} @? @TThLTh@|i*) ULti?
?|ih@* | |i ThLTih|) |@| u & Mi*L?}t |L |i ?|ih@* |i? @? ?@h@?| _t|h
M|L? i t|t `i ThLUii_ |L tL |@|c uLh iih) @*i Lu & ? tU @? ?|ih@*c |i
h@|L Lu |i @*it Lu |i u?U|L?t N @?_ O @t i @h) Lih @** D 5 Q E-E&c E&
t @ U*Lti_ @?_ UL?i ti|c @?_ |@|c @t & @hitc |t ti| i M|t @ uLh4 Lu UL?|?
|) *i@h*)c u @| |i *Lih i |hi4i @*i Lu & |i h@|L Lu u@U|Lh tTT*it i Uii_t
& *i | u@**t tLh| Lu & @| |i L|ih i |hi4ic |i? i @i @ € i_ TL?| &W |L
}i|ih | @? ?@h@?| 4i@thi D W 5 Q E-E&W c E&W ) UL?t_ih?} |i @*i
OE-E&W c E&W c D W @t |i @*i Lu uW c @?_ ti||?} g W ' &W uW c i @i @? i^
*Mh4 t?Uic t?} `@*h@t w@c | U@? Mi tL? |@| |i 4@h!i| uLh |i ThL_Ui_
Khxulvwlf mxvwlfdwlrq ri wkh surfhgxuh lv surylghg e| wkh revhuydwlrq wkdw h dqg e duh ghwhu0
plqhg zlwkrxw nqrzohgjh ri dqg wkdw lv dq lqyduldqw phdvxuh1
49
17
}LL_ U*i@ht u |i u@U|Lh 4@h!i|t U*i@h Ai UL?_|L?t *@Mi**i_ E@ @?_ EM U
@TTi@h ? |i t|@|i4i?| Lu AiLhi4 e 4T*) |i ML?_@h) Mi@Lh hi^hi_ Lu |i
?_Ui_ @*i Lu |i U@T|@**@MLh h@|L u|ih t|@|?} |i hit*| i _tUtt |( ?
T@h|U*@hc i _tUtt UL?_|L?t L? |i Th4|it Lu |i 4L_i* U *i| t ihu)
@tt4T|L?t E@ @?_ EM
AiLhi4 eG tt4i  EEc 2 EEc E Mc Ec EEc e @?_
D L?t_ih & 5 d&c &o ihi & : &q tt4i |@| E& tTkM 2 Ekc e *q
uLh tL4i e 5 -nn c |@| uLh tL4i + 5 -n @?_ uLh @** Ekc + 5 D d+c 4c @?_ uLh @**
E-c 5 d Bc -E&o dq c E&oc T t@|t€it
7
T 3 E+c kc -c : q 4@ i-E&c E&tTkM 2 Ekc ej T 3 E+c k c -c Ekc _k Wu E@ E& n -E& nE-E&+cE&cD & uLh tL4i D 5 Q E-E&c E&c @?_
EM 1E-E&c E&c D OE-E&c E&c Dd8 E&c B&o uLh tL4i D 5 Q E-E&c E&c
|i? @ t|@|L?@h) i^*Mh4 i t|t
`i ?L|i uLh u|hi hiuihi?Ui |@| |i ThLLu Lu AiLhi4 e tLt |@| UL?_|L?
EM ? |i t|@|i4i?| @MLi t i^@*i?| |L |i hi^hi4i?|
NE-E&c E&c D OE-E&c E&c D & uLh tL4i D 5 Q E-E&c E&
AiLhi4 e t ThLi_ uLh |i U@ti ? U 2 E M L*_t tL |@| 4i@? *@MLh
tTT*) t @*@)t t|hU|*) TLt|i t i ?_U@|i_ i@h*ihc ? Lh uh@4iLh! ihi
i_U@|L? t ti_ |L @}4i?| *@MLh ThL_U||)c 2 E M t @ hi@tL?@M*i @tt4T
|L? ,i? tLc Mi*L i ?_U@|i L @? @?@*L}Lt hit*| U@? Mi ThLi_ i? 2
E @ L*_t ?t|i@_.
5?Ui AiLhi4 e @*tL @TT*it |L @ _i|ih4?t|U iUL?L4)c |@| t ihi i Mi}?
Lh _tUttL? W? |@| U@tic |i ?@h@?Ui hi^hi4i?| |@!it @ T@h|U*@h*) t4T*i
uLh4c ?@4i*)c ?UL4i _Lit ?L| U@?}i At *i|t t tL*i |i 4L_i* i@t*) t?Ui |i
€ht| Lh_ih UL?_|L?t MiUL4i ih) t4T*i |L Lh! | 6Lh & tU |@| -E& *qc |i ?__@* _Lit ?L| *i@i @ Mi^it| Ai *ii* Lu i_U@|L? t _i|ih4?i_
UL4T*i|i*) M) |i @}i h@|ic @?_ |i @4L?| Lu *@MLh t _i|ih4?i_ L?*) M) |i
A
*ii* Lu i_U@|L?c tL uE&
G' EeAEE& W| uL**Lt |@|c uLh & : &q c |i @}i?|<t
A
A
' E& uE&
t?Ui |ihi t ?L Mi^it| }@?c
?UL4i t i@t) |L _i|ih4?ic +E&
t?Ui ?L Mi^it| t }i? @?_ |i *ii* Lu i_U@|L? t _hiU|*) _i|ih4?i_ uhL4
|i @}i h@|ic t@?} @t @ u?U|L? Lu & U@? Mi LM|@?i_c rAE& ? i^*Mh4
A W @?_ & W & ihi |i
|L| Mi^it| t @ @*i &W tU |@| &W ' rAE&W *uE&
q
*@||ih t @ ?iUitt@h) UL?_|L? uLh Rt|@|L?@h) i^*Mh4 t| @t ? |i U@ti ?_ih
A
?Uih|@?|) N?_ih t|@?_@h_ UL?_|L?tc |i @*it rAE&*uE&
?_Ui @ UL?|?Lt
u?U|L? uLh & f @?_c u |i ML?_@h) UL?_|L?t ? AiLhi4 e @hi t@|t€i_c |i?
@? i^*Mh4 | K ' f i t|t ?L|ih U@?__@|i uLh @ t|i@_) t|@|i t |i @*i
A
A q c K t
&q U ?_Uit uE&
q W? |t U@tic uLh iih) @*i Lu K fc @ @*i Lu +E&
A q c K fc
?_Ui_ @t t @ @*i uLh rAE&q c K `i @i @ t|i@_) t|@|i u K t tU |@| +E&
Wkh rqo| uroh sod|hg e| D15 +lll e, lq wkh h{lvwhqfh surri lv wr hqvxuh wkdw phdq oderxu vxsso|
lv vwulfwo| srvlwlyh/ d surshuw| zklfk fdq eh jxdudqwhhg xqghu pxfk zhdnhu dvvxpswlrqv/ h1j1/ e|
dvvxplqj wkdw #+! > 3, A 3 iru doo ! 5 D/ zkhuh D 5 E, lv vxfk wkdw S +> D, A 3 iru doo 5 D/
zklfk lv d zhdnhu yhuvlrq ri wkh dvvxpswlrq pdgh lq Orxu| +4<;4, lqglfdwhg lq irrwqrwh ; lq wklv
sdshu1
4:
18
B ihi g
B G' & uE&
A
rAE&q c K fc @?_ rAE&q c K n K ' gc
q
q t |i U@T|@* t|LU! U
tTTLh|t &q @t @ t|i@_) t|@|ic tL |@| |i 4@h!i| uLh U@T|@* U*i@ht ,_i?|*)c u
A
rAE&q *uE&
q &q c |i? |ihi U@? Mi ?L t|i@_) t|@|i | K : f( uc L? |i L|ih
A
@?_c rAE&q *uE&
q &q |i? @ t|i@_) t|@|i | K : f 4}| i t| @?_ i|ih Lh
A
?L| | _Lit _iTi?_t UhU@**) L? |i t}? Lu |i ^@?||) E&q eAE&q *uE&
q W? T@h@4i|hU i @4T*it L?i U@? tL |@|c ?_ih hi@tL?@M*i hit|hU|L?t L?
|i @*it Lu |i T@h@4i|ihtc @? i^*Mh4 i t|t 6Lh i @4T*ic u i tTiUu)
ESc - r ' S E- r3 c Ee ' ek cH @?_ 8 E&c  ' &# c ihi 5 Efc c
k 5 Efc c @?_ # 5 Efc c |i? | t i@t) |L UiU! |@| E4TLt?} |i UL?_|L? K ' f
U 4t| L*_ uLh & : &q c
A
uE&
' dk q E # &# ok*E3k
rAE& ' E E k q Ek qk*E3k dE # &# o*E3k c
tL |@| ML| @hi ?Uhi@t?} u?U|L?t @?_ U@? ii? Mi UL?i u?U|L?t _iTi?_?}
A
|@!it |i uLh4
L? |i hi*@|i @*it Lu k @?_ #c @?_ |i € i_ TL?| 4@T rAE&*uE&
E E k q E # 8 E&c c @ UL?U@i u?U|L? | |i ?^i € i_ TL?|c
-E&W '  B n #*dE # E E k qo U UL*_ Mi }hi@|ih |@? *q uLh
tL4i T@h@4i|ih @*it OLiihc u q t ?L| |LL }c tL |i @}i?| _Lit ?L| U@hi |@|
4U @ML| ih _itUi?_i?|tc @?_ t ?L| |LL }c tL ti tit |L UL?t4i ? L*_
@}i |t t|4*@|?} |i _i4@?_ uLh |i U@T|@* @tti|c @?_ k @?_ # @hi ?L| |LL }c
tL |@| _iUhi@t?} 4@h}?@* hi|h?t |L ML| T)tU@* U@T|@* @?_ i_U@|L? ti| ?
u@h*) h@T_*)c |i? @ t|i@_) t|@|i i t|t W| |h?t L| |@| &q t @ t|i@_) t|@|i |
A
K : f u @?_ L?*) u @| |i ?^i € i_ TL?| Lu |i 4@T rAE&*uE&c
-E&W *qc ic
i? |ihi t ?L t|i@_) t|@|i |L| Mi^it|t 6h|ih4Lhic &q t @ t|i@_) t|@|i
ii? u '  tL |@| |i ?__@* _Lit ?L| t@i uLh hi|hi4i?| t i hi4@h!i_
A
i@h*ihc ? @** |i hit*|t @ !i) hL*i t T*@)i_ M) |i ^@?||) E& eAE&*uE&
Uc ? |i LMM#L}*@t tTiU€U@|L?c t @*@)t TLt|i MiU@ti Lu U @**
|i ?L??i}@||) hit|hU|L?t @hi t@|t€i_ @?_ t|i@_) t|@|it i t| OLiihc L?i
U@? UL?t|hU| i @4T*it ihi |i UL?_|L? u@*t @| Lh @hL?_ &q @?_ i t|i?Ui Lu
t|i@_) t|@|it u@*t |L L*_( |t t TLttM*i MiU@ti &q @?_ E& @hi _i|ih4?i_ M)
A
|i |iU?L*L}) ? |i €?@* }LL_ tiU|Lh *i eAE& @?_ uE&
@hi _i|ih4?i_ M) |i
|iU?L*L}) ? |i 4@? U@T|@* tiU|Lh
Ai _i|ih4?t|U U@ti tLt t ^|i U*i@h*) |@| t|@|L?@h) i^*Mh4 4@)
u@* |L i t| ThiUti*) MiU@ti ML?_@h) Mi@Lh ?ii_t |L Mi R?Ui @| |i @*i
&q ?t|i@_ Lu @| 3ihL
wi| t |h? |L |i }i?ih@* U@ti @?_ _tUtt |i UL?_|L?t L? |i Th4|it Lu
|i 4L_i* U }@h@?|ii |@| |i tUi?| UL?_|L?t *@Mi**i_ E@ @?_ EM ?
AiLhi4 e L*_ N?_ih 2 @?_ D ML| 8 E&c  @?_ @hi UL?U@i u?U|L?t( uc
? @__|L?c t @*tL @ ML?_i_ u?U|L?c |i t@* U@ti ? tU 4L_i*tc |i? & t
?hit|hU|i_ @?_ U@? Mi @hM|h@h*) *@h}i tL |@| |i u@U| |@| 8 E&c  t UL?U@ic
|@| -E& *qc @?_ |@|c M) 2 E Mc 4?kM Ekc f : fc i?thi |@| E@ L*_t
uLh tL4i & tUi?|*) *@h}i Eii? |L} E& 4@) Mi @? ?ML?_i_ u?U|L?
u ULhtic E@ 4}| L*_ ? L|ih U@tit |LL t uLh EMc | hi^hit |@| _i4@?_
4;
Lq wkh h{dpsoh # vdwlvhv D15 +lll d,1
19
uLh |i ThL_Ui_ }LL_ Mi ?L??i}*}M*i( @*|ih?@|i*)c |@| 4i@? @tti| _i4@?_ t
?L??i}*}M*i EM ** L*_ u i @tt4i |@| ' fc i ULLti 4?kM Ekc f
|L Mi @hM|h@h*) t4@**c @?_ i @tt4i |@| 8 E&c  t tU |@| &q t tUi?|*)
t4@** E|t *@t| ThLTih|) ULhhitTL?_t |L # U*Lti |L 3ihL ? |i T@h@4i|hU U@ti ihi
8 E&c  ' &# AL tii |@| EM ** L*_ ?_ih |i @MLi tTiU€U@|L?c ?L|Ui |@|
' f 4T*it |@| OE-E&c E&c D ' 4?kM Ekc fc |t *Lit| TLttM*i @*ic
tL |@| M) ULLt?} & |L Mi tgUi?|*) U*Lti |L &q c ihi |i *@||ih t U*Lti |L
3ihL M) |i ULUi Lu 8 c i U@? i?thi |@| OE-E&c E&c D d8 E&c  B &o t
tUi?|*) t4@** E@*|ih?@|i*)c |@| OE-E&c E&c D & t tUi?|*) t4@** uLh @**
D 5 Q E-E&c E&c *i t?Ui ' fc @?) ?UL4i 4t| Mi tTi?| L? UL?t4T|L?
i? 4__*i @}i_c UL?t4T|L? i? L*_c Lh *i@?} @ Mi^it| ihi |i €ht| |L
}i?ih@|i _i4@?_ uLh |i ThL_Ui_ }LL_ *i |i *@t| |L }i?ih@|i _i4@?_ uLh |i
U@T|@* @tti| W? i|ih U@ti |i h}| @?_ t_i Lu |i ?i^@*|) ? EM t 4@_i
@hM|h@h*) t4@** *i |i UL?_|L?t @hi tUi?| |L }@h@?|ii |@| |i *iu| @?_
t_i Lu |i ?i^@*|) t t|hU|*) TLt|i *|ih?@|i*)c EM L*_t u ' f @?_ u
4i@? @tti| _i4@?_ U@? Mi tL? |L _ih}i |L ?€?|) @t - @TThL@Uit *q 5U @
hit*| t hiTLh|i_ ? w@|?ih Ebb2 uLh @ ,5 |*|) u?U|L?( )@}@h Ebbec bbD
hiuiht |L @ T@Tih M) i*i) ihi @ }i?ih@* hit*| t ThLi_b AiLhi4 2 E@ |i**t
t |@| E& 2f -E& t @ tUi?| UL?_|L? |L }i| ' f( AiLhi4 2 EU U@?
Mi ti_ |L tL |@|c ?_ih |i t@4i UL?_|L?c NE-E&c E&c D : f E?_ih 2
E Mc |i t_i UL?_|L? L? 4@h}?@* |*|) ? |i t|@|i4i?| Lu AihLi4 2 EU t
@|L4@|U@**) t@|t€i_ U@ti uLh tL4i ti| Lu k 5 D U hiUiit TLt|i 4i@thi
?_ih |i ?@h@?| _t|hM|L?
Wt | TLttM*i |L @ttih| |@| i t|i?Ui uL**Lt u i 4@?|@? @** |i UL?_|L?t ?
AiLhi4 e i UiT| uLh EM U i hiT*@Ui M) |i t|@|i4i?| |@| 4i@? @tti| _i4@?_
_ih}it @t i }i| U*Ltih |L &q q Ai @?tih t ?L| i_i?| t?Ui ML| i_U@|L? @?_
Mi^it|t T*@) |i hL*i Lu @tti|t |hL} U ?|ih|i4TLh@* |h@?tuiht @hi @Uii_
| |i u@U| |@| |i hi|h? |L i_U@|L? t }i? M) @ UL?U@i u?U|L? *i
Mi^it|t i@h? @ *?i@h hi|h? ?_U@|it |@|c u t @ ML?_i_ u?U|L? |i?c Mi)L?_
@ U|Lg @*i uLh ?UL4ic |i _i4@?_ uLh |i T)tU@* @tti| tL*_ _L4?@|i @?_
|i 4i@? _i4@?_ uLh T)tU@* U@T|@* tL*_ _ih}i u@t|ih @t |L|@* 4i@? _i4@?_
uLh @tti|t _ih}it 4T*)?} |@| @hM|h@h*) } *ii*t Lu ?UL4i @hi @Uii_ |
ThL?} tU @ hit*| L*_ hi^hi 4U 4Lhi _i|@*i_ ?uLh4@|L? @ML| |i UhLtt
T@h|@* _ih@|it Lu |i @*i u?U|L? ELh i^@*i?| *@||Ui |iLhi|U @h}4i?|t(
|i t|@?_@h_ UL?_|L?t |@| L?i 4TLtit _L ?L| @TTi@h |L |i** t 4U
,_i?|*)c u &q : f |i? @?) t|@|L?@h) i^*Mh4 _i?|€i_ ? |i |iLhi4
t ?|ihLh ? |i ti?ti |@| |i t|LU! Lu T)tU@* U@T|@* t TLt|i OLiihc |i
@ih@}i *ii* Lu Mi^it|t ?ii_ ?L| Mi TLt|i( @ ih) t|hL?} tUi?| UL?_|L?
?_ih U | t TLt|i t |L hi^hi |@| & Mi tUi?|*) U*Lti |L &q c tL |@|
q -E& t U*Lti |L L?ic ? @__|L? |L hi^h?} |@| E& 2f -E& @?_ |@|
4?kM Ekc f t @hM|h@h*) t4@**c t?Ui ? |@| U@ti |i hit*| uL**Lt uhL4 AiLhi4
Surihvvru Ehzoh| kdv lqglfdwhg wr xv wkdw kh qhyhu qlvkhg wkh sdshu wkrxjk kh vhhpv wr
uhphpehu wkdw kh glg kdyh d surri ri wkh uhvxow1
4<
20
2 EU tUi?| UL?_|L? uLh |i 4i@? *ii* Lu i_U@|L? |L Mi TLt|i @| tL4i
E&c
t|@|L?@h) i^*Mh4 t |L hi^hi |@| uLh tL4i & @?_ @** D 5 Q E-E&c
E&c
D & OE-E&c
E&c
D @?_ & t tU |@| @| |i ?_Ui_ u@U|Lh
NE-E&c
ThUitc |i UL?_|L?t ? AiLhi4 2 EM L*_ tL |@| t ?iUitt@h*) TLt|i E@*@)t
t?Uic ?_ih 2 E Mc + t @*@)t t|hU|*) TLt|i
`@| U@? i t@) @ML| i t|i?Ui i? i @tt4i 2 E @ ?t|i@_ Lu 2
E Mq t i hi4@h! ? 5iU|L? . @u|ih |i ThLLu Lu wi44@ c |i Th?UT@*
ThLM*i4 |@| i ?ii_ |L LihUL4i t |i u@U| |@| 4i@thit U @i tTTLh|
L? |i ti| iEfc fj D U@? ?L Mi ?@h@?| 4i@thit ,*4?@|?} tU 4i@thit
*i@it t | @ ti| U t ?L| U*Lti_ 5L i ?ii_ |L hiLh! AiLhi4 |L ThLi
i t|i?Ui Lu @ U*Lti_ @?_ UL?i ti| Lu ?@h@?| 4i@thit U _Lit ?L| ?U*_i
|i !?_ Lu 4i@thi ?_U@|i_ @MLi At t @ _U*| i ihUti @?_ |t UL?|hM|L?
|L 4ThL?} Lh ?_iht|@?_?} Lu |i ThLM*i4 t ?L| LMLt( uh|ih4Lhic @t i
?_U@|i ? 5iU|L? .c |i UL?_|L?t hi^hi_ uLh UL?t|hU|?} tU @ ti| uLh & ?i@h
& U@? ?|ihiuihi | Mi?} @M*i |L 4ii| |i ML?_@h) UL?_|L? EM ? AiLhi4
e OLiihc *i| t tTTLti uLh |i 4L4i?| |@| | t TLttM*i |L @UUL4T*t |i
4L_€U@|L? |L AiLhi4 W? |@| U@ti |i ThLLu Lu AiLhi4 e U@? ThLUii_ @t
MiuLhi t?Uic L? tL4i UL4T@U| tMti| Lu |i ti| E&c &oc i U@? ?L!i |i @tt4T|L?t
?_ih U AiLhi4 2 EM }@h@?|iit |@| t TLt|ic tL |@| |ihi t @ ?L?i4T|)
UL4T@U| ti| L? U 4i@? *@MLh tTT*) t ?uLh4*) TLt|i Ai ML?_@h)
UL?_|L?t U@? UL?|?i |L Mi |i t@4i E4L_*L |i @__|L?@* _U*|) ? Mi?}
@M*i |L ihu) |i4 |@| i t| ?_U@|i_ @?_ tL4i u@h*) t|h@}| uLh@h_ U@?}it
|L |i UL?_|L?t tTi**i_ L| ? AiLhi4 e ** *i@_ |L @? i t|i?Ui |iLhi4
`i i?_ |t tiU|L? M) ?_U@|?} ) i @i ?L| |hi_ |L LM|@? ?^i?itt
@?_ t|@M*|) hit*|t uLh |i ?@h@?| _t|hM|L?t `| |i @tt4T|L?t |@| i
@i tTiU€i_c i U@??L| i?thi |@| |i _iUtL? h*it @hi 4L?L|L?i OLiihc
? |i _ U@tic | @ ui @__|L?@* @tt4T|L?tc i U@? tL |@| |i ?UL4i
ThLUitt t 4L?L|L?i N?_ih 2 E Mc M) @_@T|?} |i @h}4i?| ? OLTi?@)?
@?_ hitUL|| Ebb2 uLh |i hLU!h4@? 4L_i*c | tL*_ Mi TLttM*i |L ThLi
?^i?itt @?_ t|@M*|) N?_ih 2 E @c U t |i Lh}?@* hLU!h4@?
@tt4T|L?c |i @h}4i?| ? 5iU|L? . @**_i_ |L ? |i ThiLt T@h@}h@T tLt
|@| uLh & ?i@h &q |ihi t @ UL?U| Mi|ii? Mi?} @M*i |L U@hh) L| |i hLU!
h4@? UL?t|hU|L? ELu i*4?@|?} |i TLttM*|) |@| @ ti| Lu |i uLh4 dfc " t
? |i tTTLh| Lu tL4i ?@h@?| 4i@thi @?_ Mi?} @M*i |L t@|tu) |i ML?_@h)
UL?_|L? EM ? AiLhi4 e 5?Ui i L*_ h@|ih i?thi i t|i?Uic i ULLti ?L|
|L LT| uLh ?U|) i? 2 E @ t 4TLti_ `i _L ?L| !?L @| @TTi?t ? |i
@h!L U@ti ? tL u@h @t ?^i?itt @?_ t|@M*|) @hi UL?Uih?i_
. hLLut
`i ThLi i@U Lu |i |iLhi4t ? |h? | @ ui Thi*4?@h) hit*|t ThiUii_?}
i@U ThLLu `i t@** hiuih |L tiih@* hit*|t @@*@M*i ? |i 4L?L}h@T M) 5|L!i)
@?_ wU@t EbHb Ei?UiuLh| 5w `i ThL_i UL4T*i|i ThLLut Lu tL4i hit*|t U
@hi ?L| t|@|i_ ? 5w
AiLhi4  t ThLi_ @u|ih ThL?} wi44@  |hL} wi44@ D
21
+iU@** |@| +Eec Kc kc -c G' Ekc e n - K 6Lh + 5 -n c |i L?i TihL_
ui@tM*|) ULhhitTL?_i?Ui t }i? M)
e
A
KE+c
-c G' iESc rc e c K 5 -n
G S n r n e n K +j
A
`i? ?iUitt@h)c i ti 5 |L _i?L|i i*i4i?|t Lu KE+
A
wi44@ G 6Lh @** + fc KE+c
-c t ?L?i4T|)c UL?i c @?_ UL4T@U| | iih)
A
+ fc K t @? TTih @?_ *Lih i4UL?|?Lt ULhhitTL?_i?Ui
A
-c tL?} ?L?i4T|)?itt 5?Ui
hLLuG 5?Ui + fc |i iU|Lh Efc fc fc f 5 KE+c
A
KE+c
-c t _i€?i_ @ |i ?|ihtiU|L? Lu ti|t tTiU€i_ M) i@! *?i@h ?i^@*|itc
| t UL?i @?_ U*Lti_( t?Ui |i ?Lh4@* iU|Lht Lu |i *?i@h ?i^@*|it }i?ih@|?}
A
A
KE+c
-c @hi |i ?| iU|Lht @?_ |i iU|Lh Ec c c c KE+c
-c t UL4T@U|
A
A
`i |h? |L |i UL?|?|) ThLTih|it Lu K 5?Ui K t ?_iTi?_i?| Lu E-c |
tUit |L ThLi UL?|?|) ? + wi| +? $ +f @?_ UL?t_ih +7 G' tT? i+? j ,_i?|*)c
A
A + c -c 5?Ui +
KE+
7 fc |i hit*| ? |i ThiLt T@h@}h@T tLt
? c -c KE7
A
A @t U*Lti_ }h@Tc | uL**Lt uhL4 5w AiLhi4
+c -c t @ UL4T@U| ti| t K
|@| KE7
e |@| | t TTih i4UL?|?Lt
A
AL UiU! uLh *Lih i4UL?|?|)c *i| +? $ +f @?_ *i| 5f 5 KE+
f c -c Wu +f ' f
A
-c |i?c ?iUitt@h*)c 5 ' Efc fc fc f @?_ |i hit*| uL**Lt t?Ui Efc fc fc f 5 KE+c
uLh @** + f Wu ?t|i@_ +f : f |i? ti| e? G' ef E+? *+f @?_ @?@*L}Lt*) uLh |i
L|ih @h@M*it 5?Ui +? fc @?_ +? $ +f c |i hit*|?} ti^i?Ui @t |i ThLTih|)
A
|@| 5? $ 5f @?_ 5? 5 KE+
? c -c uLh @** ?
+iU@** |@| 7 G' -n D U Z 6Lh @ u?U|L? s G 7 $ -c UL?t_ih |i
LT|43@|L? ThLM*i4c T@h@4i|ih3i_ M) E+c -c c
4@
EScrce cK MA
KE+c-c i
7
ESc - r n q s E+Ee c K c k c -c c k c -c Ekc _k j
#i?L|i |i tL*|L? |L |i LT|43@|L? ThLM*i4 | A s G 7 $ -
wi44@ 2G L?t_ih |i LT|43@|L? ThLM*i4 | s G 7 $ - @ ML?_i_ @?_
UL?|?Lt u?U|L? wi|  EEc 2 Ec @?_ E L*_ E@ Ai? |i
?_Ui_ u?U|L? A s t i** _i€?i_c ML?_i_ @?_ UL?|?Lt EM Wuc ? @__|L?c
2 E @?_ E L*_c @?_ s t UL?U@i ? + @?_ @*tL i@!*) ?Uhi@t?} ? +c
|i? A s t UL?U@i ? + EU Wuc ? @__|L?c E L*_t @?_ s t i@!*) ?Uhi@t?}
? +c |i? A s t t|hU|*) ?Uhi@t?} ? +
A
hLLuG E@ L?t_ih E+c kc -c 5 7 ) wi44@ c KE+c
-c t ?L?i4T|)c UL?i c
UL4T@U| @*i_c @?_ UL?|?Lt L?t_ih E+? c k? c -? c ? $ E+f c kf c -f c f c ihi
A
E+f c kf c -f c f 5 7c @?_ i5? j @ ti^i?Ui ? KE+
? c -? c ? | 5? $ 5f ) wi44@
A
A
c K t TTih i4UL?|?Lt tL 5f 5 KE+f c -f c f wi| 5 ' ES c r c e c K 5?Ui
t UL?|?Lt ?_ih Ec ES? c -? r? $ ESf c -f rf 5?Uic ?_ih 2
Ec +Eec Kc kc -c t @ UL?|?Lt u?U|L?c uLh i@U k 5 Dc +Ee? c K? c k c -? c ? $
7
+Eef c Kf c k c -f c f N?_ih  EEc s E+c k c -c Ekc _k t i** _i€?i_ @?_c
t?Ui s t UL?|?Ltc D t UL4T@U| ?_ih  Ec + t UL?|?Lt ?_ih 2 Ec @?_
|i |h@?t|L? u?U|L? t@|t€it |i 6i**ih hLTih|) ?_ih  Ec M) 5w wi44@
bD
7
s E+Ee? c K? c k c -? c ? c k c -? c ? Ek? c _k 22
7
$ sE+Eef c Kf c k c -f c f c k c -f c f Ekf c _k W| uL**Lt |@| |i 4@ 4@?_ t @ UL?|?Lt u?U|L? Lu E+c kc -c c 5c ihi 5 5
A
KE+c
-c ) ih}i<t AiLhi4 Lu |i @ 44 E5w AiLhi4 S @ 4@ 43ih
i t|t uLh i@U E+c kc -c 5 7c @?_ |i u?U|L? A s U@? Mi _i€?i_ TL?|ti @?_
t UL?|?Lt A s t ML?_i_ t?Ui ?_ih E t ML?_i_ @?_ M) )TL|itt s
t ML?_i_
EM `i tL |@| A s t UL?U@i ? + 6Lh ' c 2c *i| + f @?_ *i| A sE+ c kc -c c
A
|i 4@ 4@* @*ic Mi @Uii_ @| 5 5 KE+
6Lh b 5 Efc c *i| + b G'
c -c A b b + n E b +2 @?_ 5 b G' b 5 n E b 52 Ah@**)c 5 b 5 KE+
) 5w wi44@ bDc u s t UL?U@i ? + uLh @** Ekc -c 5 D U Zc |i?
7
s E+c k c -c Ekc _k t UL?U@i ? + uLh @** Ekc -c 5 D U Z W| uL**Lt
|@|
7
dbsE+Ee c K c k c -c c k c -c nEbs E+Ee2 c K2 c k c -c c k c -c o Ekc _k 7
sEb +Ee c K c k c -c n E b +Ee2 c K2 c k c -c c k c -c Ekc _k 7
sE+Ebe nEbe2 c bK nEbK2 c k c -c c k c -c Ekc _k c
ihi |i tiUL?_ ?i^@*|) uL**Lt uhL4 |i u@U| |@| s t i@!*) ?Uhi@t?} ? +
|L}i|ih | |i u@U| |@|
b +Ee c K c k c -c n E b +Ee2 c K2 c k c -c +Eb e n E b e2 c b K n E b K2 c k c -c ihi i ti 2 Ec |i u@U| |@| t UL?U@i ? e 6h|ih4Lhic t?Ui t t|hU|*)
UL?U@i
b ES c - r n E b ES2 c - r2 ESb c - rb | @ t|hU| ?i^@*|) u ES c r 9' ES2 c r2 5?Ui |i 4@ 4@* @*i Lu |i ThLM*i4 | + ' +b t @| *i@t| @t *@h}i @t |i
@*i LM|@?i_ M) ULLt?} 5 b c |i t|hU| UL?U@|) Lu c @tt4i_ ? Ec |i
UL?U@|) Lu s ? + @?_ |i u@U| |@| s t i@!*) ?Uhi@t?} ? +c )TL|itti_ @MLic
4T*) |@| A s t UL?U@i ? +
EU `i tL |@| A s t t|hU|*) ?Uhi@t?} ? + L?t_ih + ihi + +2 wi|
A
6Lh " : f
A sE+ c kc -c c |i 4@ 4@* @*ic Mi @Uii_ @| 5 5 KE+
c -c A
tUi?|*) t4@**c 5 n " Ec fc fc f 5 KE+2 c -c LhiLihc M) Ec t t|hU|*)
?Uhi@t?} ? |i €ht| ULLh_?@|ic tL |i @*i Lu |i 4@ 4@?_ t t|hU|*) *@h}ih @|
5 n " Ec fc fc f |@? @| 5 @| U | @Uiit |i @*i A sE+ c kc -c W| uL**Lt
|@| A s E+ c kc -c A s E+2 c kc -c @t hi^hi_
`i @i tL? |@|c }i? s 5 E7c ihi E7 t |i tT@Ui Lu ML?_i_ @?_
UL?|?Lt u?U|L?t | _L4@? 7 i^TTi_ | |i rR ?Lh4c L?i U@? |?! Lu
|i 4@ 43i_ @*i Lu |i ThLM*i4 T@h@4i|h3i_ M) |i iU|Lh E+c kc -c @t |i
4@}i Lu @? LTih@|Lh A ihi A G E7 $ E7 6h|ih4Lhic i @i ThL_i_
UL?_|L?t ?_ih U A Thitihit UL?U@|) @?_ 4L?L|L?U|) Lu s ? +
wi44@ G E@ N?_ih  EEc 2 Ec @?_ Ec |ihi i t|t @ ?^i
W G 7 $ - U t UL?|?Lt @?_ ML?_i_ @?_ tL*it |i u?U|L?@* i^@|L?
s E+c kc -c ' A s E+c kc -c G' 4@ EScrce cK MAKE+c-c i ESc - r
7
nq s E+Ee c K c k c -c c k c -c Ekc _k j
23
EM Wu 2 E @?_ E @hi @*tL t@|t€i_ |i? W t UL?U@i ? + EU Wu E
t @*tL t@|t€i_ |i? W t t|hU|*) ?Uhi@t?} ? +
hLLuG E@ 6Lh s 5 E7c M) wi44@ 2 E@c A s 5 E7 @*tL
`i tL |@| |i LTih@|Lh A t 4L?L|L?i L?t_ih s 5 E7 @?_ s2 5 E7
t@|tu)?} s E+c kc -c s2 E+c kc -c uLh @** E+c kc -c 5 7 6 E+c kc -c 5
A
A
7( |t @*tL € it KE+c
-c 6Lh iih) 5 ' ESc rc e c K 5 KE+c
-c c @?_ uLh @**
Ekc -c 5 D U Zc
7
7
s E+Ee c K c k c -c c k c -c Ekc _k s2 E+Ee c K c k c -c c k c -c Ekc _k W| uL**Lt i@t*) |@| A s E+c kc -c A s2 E+c kc -c uLh @** E+c kc -c 5 7
`i tL |@| |i LTih@|Lh _tUL?|t @| q Uc M) ec t ? |i ti| Efc  6Lh
@ 5 -n c @?_ s 5 E7c _i€?i Es n @ 5 E7 M) |i h*i Es n @E+c kc -c G'
s E+c kc -c n @ W| uL**Lt |@|
7
Es n @E+Ee c K c k c -c c k c -c Ekc _k 7
' s E+Ee c K c k c -c c k c -c Ekc _k n @
t @ UL?ti^i?Uic A Es n @E+c kc -c ' A sE+c kc -c n q @c |t ihu)?} |i
hi^hi4i?|
W| uL**Lt |@| A t@|t€it *@U!i**<t tUi?| UL?_|L?t uLh Mi?} @ UL?|h@U|L?
Lu 4L_*t *itt |@? L?i E5w AiLhi4 Oi?Uic M) @?@U<t 6 i_ L?| Ai
Lhi4 E5w AiLhi4 2c A @t @ ?^i € i_ TL?| ? |i tT@Ui E7 #i?L|i |i
€ i_ TL?| | W EM ) wi44@ 2 EM @?_ EUc u s 5 E7 @?_ s t UL?U@i ? + @?_ s t i@!*)
?Uhi@t?} ? + |i? A s t UL?U@i @?_ i@!*) ?Uhi@t?} ? + 5?Ui |i tMtT@Ui
Lu u?U|L?t U @hi UL?U@i @?_ i@!*) ?Uhi@t?} ? + t U*Lti_ | uL**Lt |@|
W c Lti i t|i?Ui @t @*hi@_) Mii? tL?c 4t| Mi ? |i tMtT@Ui Oi?Ui W t
UL?U@i @?_ i@!*) ?Uhi@t?} ? +
EU ) EM @MLic W t i@!*) ?Uhi@t?} ? + ) wi44@ 2 EUc u s 5 E7 t
i@!*) ?Uhi@t?} ? +c |i? A s 5 E7 t t|hU|*) ?Uhi@t?} ? + W| uL**Lt |@| W
4t| i M| |i ThLTih|)
e
`i _i€?i |i TL*U) ULhhitTL?_i?Ui uLh Lh ThLM*i4 G 7 $ -n
t LM|@?i_ @t
A
Sc rc e c K 5 KE+c
-c G E
Sc rc e c K G'
E+c kc -c G' iE
7 W
@h}4@ EScrce cK MAKE+c-c iESc -rnq E+Ee c K c k c -c c k c -c Ekc _k jj
wi44@ eG tt4i  EEc 2 Ec Ec @?_ e Ai TL*U) ULhhitTL?
_i?Ui t i** _i€?i_c TTih i4UL?|?Ltc @?_ @_4|t @ 4i@th@M*i ti*iU|L?
hLLuG A@| |i TL*U) ULhhitTL?_i?Ui t i** _i€?i_c TTih i4UL?|?Ltc @?_
UL4T@U| @*i_c uL**Lt uhL4 @? @TT*U@|L? Lu ih}i<t AiLhi4 E5w AiLhi4 S
|L |i LT|43@|L? ThLM*i4 tTiU€i_ @MLi t?Uic ?_ih |i t|@|i_ @tt4T|L?tc M)
wi44@ E@c W t UL?|?Lt ? |i ULUi @h@M*it @t t *ic M) wi44@ c
A
KE+c
-c t ?L?i4T|)c UL?|?Ltc @?_ UL4T@U| @*i_ uLh i@U E+c kc -c 5 7
5?Ui 7 t @ Lhi* ti| @?_ t ?L?i4T|)c TTih i4UL?|?Ltc @?_ UL4T@U|
@*i_c M) |i i@th@M*i 5i*iU|L? AiLhi4 E5w AiLhi4 .Sc @_4|t @ 4i@
24
th@M*i ti*iU|L?
`i U@? ?L hi*@|i |i u?U|L? W |L |i @*i u?U|L? T wi44@ DG tt4i  EEc 2 Ec Ec @?_ e Ai?c }i? @?)
?|@* UL?_|L? E+c kc -c 5 7c |ihi i t| 4i@th@M*i ti*iU|L?t uhL4 |i TL*U)
ULhhitTL?_i?Ui c @?_ @?) T*@? }i?ih@|i_ M) tU 4i@th@M*i ti*iU|L?t t LT|4@*(
i?Uic W t@|t€it W ' T tL |@| |i @*i u?U|L? T t ML?_i_ @?_ UL?|?Lt
6h|ih4Lhic @?) T*@? U @Uiit T E+c kc -c t k @*4Lt| iih)ihi @ T*@?
}i?ih@|i_ M) 4i@th@M*i ti*iU|L?t uhL4 hLLuG N?_ih |i t|@|i_ @tt4T|L?tc wi44@ E@ tLt |@| W t UL?|?Lt @?_
ML?_i_ 5?Ui W t UL?|?Ltc | t 4i@th@M*i L?t_ih @?) ?|@* UL?_|L?
E+c kc -c @?_ @ T*@? 57 5 KE+c -c 6L**L?} |i @h}4i?| ? 5w AiLhi4
b2c tU @ ui@tM*i T*@? U@? Mi i@*@|i_ t?} W t?Ui i @i tL? |@| W t
4i@th@M*i @?_ t@|t€it |i u?U|L?@* i^@|L?( uh|ih4Lhic t?Ui W t ML?_i_
@?_c ?_ih ec q 5 Efc c W E+c kc -c t @? TTih ML?_ uLh |i T@)Lg uhL4 tU
@ T*@? | wi44@ e tLt |@| |i TL*U) ULhhitTL?_i?Ui @_4|t @ 4i@th@M*i
ti*iU|L? W| U@? Mi ih€i_ |@| @ T*@? }i?ih@|i_ uhL4 |i ?|@* t|@|i E+c kc -c M) t?} 4i@th@M*i ti*iU|L?t uhL4 @||@?t |i TTih ML?_ Oi?Ui W ' T 6h|ih4Lhic ?_ih Ec t ML?_i_ 5?Ui W ' T @?_ W t 4i@th@M*ic
T t 4i@th@M*i 6L**L?} |i @h}4i?| ? 5w AiLhi4 be i U@? tL |@| uLh
@?) ?|@* t|@|i E+c kc -c @?_ @ T*@? 57 5 KE+c -c U @Uiit T E+c kc -c c
|ihi i t|t @ T*@? }i?ih@|i_ M) |@| @*tL @Uiit T E+c kc -c @?_ |@| @}hiit
k @*4Lt| iih)ihi | |i T*@? 57
hLLu Lu AiLhi4 G ** |i ThLTih|it Lu T i UiT| uLh t|hU| UL?U@|) ? +
uL**L uhL4 wi44@ @?_ wi44@ D 6Lh t|hU| UL?U@|)c UL?t_ih + +2 )
wi44@ Dc T E+ c kc -c t @Uii_ @| @ T*@? }i?ih@|i_ M) @ 4i@th@M*i ti*iU|L?
uhL4 _i?L|i_ iES|c E/c r|c E/c e|nc E/c K|nc E/j 5?Ui T t t|hU|*) ?Uhi@t?}
? +c ES|c c r|c 9' ES|c2 c r|c2 L? @ ti| Lu k TLt|i 4i@thi uLh tL4i | 5?Ui t
t|hU|*) UL?U@ic
T Eb + n E b +2 c kc -c 5
, "
q | EbS|c E/nEbS|c2 E/c -dbr|c E/nEbr|c2 E/o
|'f
5"
5
q | E b ES|c2 E/c - r|c2 E/
: , |'f q | b ES|c E/c - r|c E/ n , "
|'f
' b T E+ c kc -c n E b T E+2 c kc -c |t ThL?} |@| T t t|hU|*) UL?U@i ? +
Ai hit| Lu |i ThLLu Lu AiLhi4  t ? wi44@ S U uL**Lt
wi44@ SG tt4i  EEc 2 EEc EEc @?_ e Ai?c |i
5
TL*U) ULhhitTL?_i?Ui t @ i** _i€?i_ UL?|?Lt u?U|L?c e' E+c kc -c ' +
uLh @** E+c kc -c 5 7c @?_ Efc kc -c ' Efc fc fc f uLh @** Ekc -c 5 D U Z
hLLuG 6hL4 wi44@ e i !?L |@| t i** _i€?i_ @?_ TTih i4UL?|?Lt
) wi44@ Dc W ' T @?_ M)c AiLhi4 c T t t|hU|*) UL?U@i W| uL**Lt |@| t LM|@?i_ @t |i tL*|L? Lu @? LT|43@|L? ThLM*i4 ? U @ t|hU|*) UL?U@i
u?U|L? t 4@ 43i_ L? @ UL?i ti| tL |@| |i tL*|L? ti| UL?tt|t Lu @ t?}*i
25
TL?| At tLt |@| t @ i** _i€?i_ UL?|?Lt u?U|L?
N?_ih Ec t t|hU|*) ?Uhi@t?} At i?thit |@| |i M_}i| hit|hU|L?
L*_t | i^@*|)
A
-c Ai *@t| ThLTih|) t|@|i_ uL**Lt |h@**) uhL4 |i _i€?|L? Lu KE+c
`i ThLi AiLhi4 2 @u|ih ThL?} wi44@ . U @?@*)3it |i €ht| Lh_ih ?iU
itt@h) UL?_|L?t uLh |i LT|43@|L? ThLM*i4 U *i@_t |L W? wi44@ .c i
@**L |i @hLt _ih@|it |L |@!i |i @*i Rn4 tL *L?} @t |i) @hi i** _i€?i_
@t *4|t @t t |i U@ti ?_ih 2 @?_ wi| t € tL4i ?L|@|L? €ht| Bi? E+c kc -c 5 7c ti| G' E+c kc -c c '
c 2c c ec @?_ uc ? @__|L?c k 5 D t @*tL tTiU€i_c |i? ti| + G' Ek c n-e c
@?_ ti| G' E+ c k c -c L ti| E+c - G' 4@ i E c -2 c -2 E c -2 j
E+ c - U@? ?L Mi _i€?i_ ? |i LMLt @) `i @i Efc - ' 4@ i c - 2 j
wi44@ .G tt4i  EEc 2 EEc EEc @?_ e Ai?c |i
TL*U) ULhhitTL?_i?Ui @t |i uL**L?} ThLTih|it uLh E+c kc -c 5 7G
E@ Wu : fc ' c 2c |i? T E+c kc -c t _gihi?|@M*i ? + | _ih@|i
T E+c kc -c ' E+c -
EM 6Lh @** Ekc -c 5 D U Zc |ihi i t|t +Ekc -c tU |@| uLh + :
+Ekc -c c : f uLh tL4i ' c 2
EU 6Lh + : fc u ' e ' f |i?
7
E+c - q T n E+ c k c -c 2 Ek c f Ekc _k 7
E+c - q - T n E+ c k c -c Ekc _k Wuc ? @__|L?c  ' 2 ' f uLh @** E+ c k c -c |@| @hi ?_Ui_c Lh + ' fc |i?
7
E+c - q Efc - 2 Ek c f Ekc _k E+c - q - Efc -
E_ Wu : f |i?c : fc + : f uLh @** k 5 Dc @?_
7
q T 3 E+ c k c -c 2 Ek c Ekc _k ' T 3 E+c kc -c 7
T n E+c kc -c ' q T n E+ c k c -c 2 Ek c Ekc _k *i u e : f |i?c - : fc + : f uLh @** k 5 Dc @?_
7
q - T 3 E+ c k c -c Ekc _k ' T 3 E+c kc -c 7
T n E+c kc -c ' q - T n E+ c k c -c Ekc _k @?_ u ? @__|L?  : fc Lh 2 : f |i? |i UL?_|L?t L*_ | i^@*|)
Ei Wu : f @?_ e ' f |i?
7
q T n E+ c k c -c d 2 Ek c -o Ekc _k fc
*i u ' f @?_ e : f |i?
7
q T n E+ c k c -c d 2 Ek c f -o Ekc _k f
hLLuG t ?L|i_ ? |i ThLLu Lu wi44@ Sc t LM|@?i_ @t |i tL*|L? Lu @? LT|
43@|L? ThLM*i4 ? U |i LMiU|i u?U|L? t t|hU|*) UL?U@i @?_ ?Uhi@t?}c
@?_ |i ui@tM*i ti| t UL?i 5L UL?t_ih E+c kc -c 5 V @?_ ?L|i €ht| |@| + t
@ u?U|L? Lu Ec k c -c tLc ?_ih 2 EEc t?Ui c c -c @?_ |@!i ?L??i}
@|i @*itc + : f uLh tL4i k u @?_ L?*) u | t TLt|i uLh @** k 5 D U i
t@** h|i @t u + : f uLh EtL4ic i?Uic uLh @** k 5 D
26
t|h@}| uLh@h_ @h@|L?@* @h}4i?|c |L}i|ih | |i _gihi?|@M*|) Lu
Ekc @?_ c 2 E @?_ Ec *i@_ |L |i uL**L?} €ht| Lh_ih ?iUitt@h)
UL?_|L?t uLh |i LT|43@|L? ThLM*i4G
T n E+c kc -c ' 4@ i E c - 2 c - 2 E c - 2 c
7
7
q T n E+ c k c -c 2 Ek c Ekc _k c q - T n E+ c k c -c Ekc _k j
u + fc ihi |i ULhhitTL?_?} €ht| Lh_ih UL?_|L?t 4t| L*_ | i^@*|) u
: fc ' c 2c c ec @?_
 E c - 2 ' T 3 E+c kc -c u + : f @?_  : fc
- 2 E c - 2 ' T 3 E+c kc -c u + : f @?_ 2 : fc
@?_ u + : f uLh @** k 5 D |i?
7
q T 3 E+ c k c -c 2 Ek c Ekc _k ' T 3 E+c kc -c u : fc
7
q - T 3 E+ c k c -c Ekc _k ' T 3 E+c kc -c u e : f
Ai u@U| |@| T t UL?U@i ? + ThL_it t | |i UL?_|L?
T 3 E+c kc -c T n E+c kc -c uLh + : f
E@ 5TTLti  : f( | uL**Lt |@| + : f Oi?Uic | 4t| Mi |i U@ti |@| |i
uL**L?} €ht| Lh_ih UL?_|L? L*_tG
 E c - 2 ' T 3 E+c kc -c T n E+c kc -c '  E c - 2 W| uL**Lt |@| T E+c kc -c t _gihi?|@M*i ? + u  : f ? @?@*L}Lt @h}4i?|
tLt |@| T E+c kc -c t _gihi?|@M*i ? + u 2 : f
`i @i tL? |@| u i|ih  : f Lh 2 : f |i? T E+c kc -c t _gihi?|@M*i
? + | _ih@|i T E+c kc -c ' E+c -
EM 5?Ui T t @ ML?_i_ u?U|L? @?_ T t ?Uhi@t?} @?_ UL?U@i ? +c | uL**Lt
|@|c uLh @** Ekc -c 5 D U Zc |ihi i t|t + tU |@|
T n E
+c kc -c ' Efc -
Oi?Uic uLh + : +Ekc -c c  : f Lh 2 : f Lh ML|
EU 5TTLti |@| + : f M| |@| ' e ' f
6Lh c |i uL**L?} €ht| Lh_ih UL?_|L? 4t| L*_
7
T n E+c kc -c q T n E+ c k c -c 2 Ek c f Ekc _k 5?Ui + : f @?_ ' e ' fc M) wi44@ Sc  : fc Lh 2 : fc Lh ML| Nt?} |i
hit*| ? E@ @MLi i @i T 3 E+c kc -c ' T n E+c kc -c ' E+c - 5L i U@?
hih|i |i €ht| Lh_ih UL?_|L? @t
7
E+c - q T n E+ c k c -c 2 Ek c f Ekc _k E8
W? @? i?|hi*) @?@*@}Lt 4@??ih i }i| |i €ht| Lh_ih UL?_|L? uLh e
7
E+c - q - T n E+ c k c -c Ekc _k L?t_ih Wu  ' 2 ' f uLh @** E+ c k c -c |@| @hi ?_Ui_c |i?c M) |i
€ht| Lh_ih UL?_|L?tc T n E+ c k c -c Efc - tL |@| M) tMt|||?} ? E8c i
}i|
7
E+c - q Efc - 2 Ek c f Ekc _k Ai t@4i UL?_|L? t LM|@?i_ u + ' f t?Ui ? |@| U@tic ?iUitt@h*)c  ' 2 ' f
Etii wi44@ S
6Lh e i LM|@? |i @?@*L}Lt UL?_|L?
E+c - q - Efc -
27
ULhhitTL?_?} |L |i |L U@titc  ' 2 ' f uLh @** E+ c k c -c |@| @hi ?_Ui_c Lh
+ ' f
E_ 5TTLti : f( | uL**Lt |@| + : f Oi?Uic | 4t| Mi |i U@ti |@|
7
q T 3 E+ c k c -c 2 Ek c Ekc _k ' T 3 E+c kc -c 7
T n E+c kc -c ' q T n E+ c k c -c 2 Ek c Ekc _k ihi |i €ht| i^@*|) t hi^hi_ |L L*_ u + : f uLh @** k 5 D Wu ' f |i?
|i *@t| i^@*|) 4T*it |@| T n E+c kc -c ' f U t ?UL4T@|M*i | |i u@U|
|@| T t ?Uhi@t?} ? + Oi?Uic : f | |i? t?Ui : f @?_ : fc M) 2
EEc + : f uLh EtL4ic i?Uic uLh @** k 5 D W| uL**Lt |@| |i €ht| i^@*|) ?
|i UL?_|L? 4t| L*_
W? @? @?@*L}Lt 4@??ih i U@? tL |@| u e : fc |i? - : fc + : f uLh @**
k 5 Dc @?_ |i uL**L?} €ht| Lh_ih UL?_|L? L*_tG
7
q - T 3 E+ c k c -c Ekc _k ' T 3 E+c kc -c 7
T n E+c kc -c ' q - T n E+ c k c -c Ekc _k W? i|ih U@tic u  : fc Lh 2 : f |i?c M) E@ @MLic T 3 E+c kc -c '
n
T E+c kc -c @?_ |i UL?_|L?t L*_ | i^@*|)
Ei 5TTLti |@| : f @?_ e ' f ) E_ @MLic : fc + : fc @?_
7
q T 3 E+ c k c -c 2 Ek c Ekc _k ' T 3 E+c kc -c 7
T n E+c kc -c ' q T n E+ c k c -c 2 Ek c Ekc _k *tLc @t ? EU @MLic i LM|@? @ €ht| Lh_ih UL?_|L? uLh e
7
T n E+c kc -c q - T n E+ c k c -c Ekc _k Ai |L UL?_|L?t U@? Mi UL4M?i_ |L LM|@?
7
q T n E+ c k c -c d 2 Ek c -o Ekc _k f
54*@h*)c i LM|@?
7
q T n E+ c k c -c d 2 Ek c f -o Ekc _k f
@t @ ?iUitt@h) UL?_|L? u ' f @?_ e : f
hLLu Lu AiLhi4 2G E@ wi44@ . E_ @?_ Ei tL |@| u : f |i? : f
@?_
7
q T n E+ c k c -c d 2 Ek c -o Ekc _k f
| i^@*|) u e : f @*tL L*_t 5?Uic M) AiLhi4 c T t t|hU|*) ?Uhi@t?} @?_
UL?U@i ? +c T n E+ c k c -c : f tL |@| |i UL?_|L? @MLi 4T*it |@| uLh tL4i
5 Edfco tU |@| Ekc : fc 2 Ek c - uLh @** k 5 5?Uic M) 2
Ec Ekc t UL?U@i uLh iih) k 5 Dc @?_ 2f G' tTkM *4e<fn 2 Ekc ec i @i
2f 2 Ek c At *i@_t |L 2f - U UL?|h@_U|t |i )TL|itt |@|
2f - Oi?Uic ?_ih |i t|@|i_ UL?_|L?tc ' f
EM wi44@ . Ei tLt |@| u ' f @?_ e : fc i? + : fc |i?
7
q T n E+ c k c -c d 2 Ek c f -o Ekc _k f
Nt?} @? @h}4i?| t4*@h |L |i L?i ti_ ? E@ @MLic i LM|@? 2f - @t
@ ?iUitt@h) 4T*U@|L? U UL?|h@_U|t |i )TL|itt |@| 2f : - Oi?Uic
?_ih |i t|@|i_ UL?_|L?tc ' f @?_ e : f U@??L| L*_
L UL?t_ih |i U@ti ? U ' e ' f @?_ + : f W| uL**Lt |@| + '
Ek c f f 5?Ui
7
E+c - q E Ek c fc - 2 Ek c f Ekc _k 28
@?_ EEk c fc - T n E+ c k c -c c U uL**Lt uhL4 |i €ht| Lh_ih UL?_|L?t
_ii*LTi_ ? |i ThLLu Lu wi44@ . uLh i@*@|i_ @| |i iU|Lh E+ c k c -c ?_Ui_
M) |i ULUit c i @i
7
E+c - q T n E+ c k c -c 2 Ek c f Ekc _k U UL?|h@_U|t L?i Lu |i ?iUitt@h) UL?_|L?t LM|@?i_ ? wi44@ . EU W|
uL**Lt |@| ' e ' f @?_ + : f U@??L| L*_ i|ih ?_ih |i t|@|i_ UL?_|L?t
`i @i tL? |@| ?_ih |i t|@|i_ UL?_|L?tc u + : f |i? : f ?iUitt@h*)
EU `i L4| |i ThLLu U t ih) t4*@h |L |i ThLLu Lu EM t| }i?
E_ wi| E-c 5 UZ Mi tU |@| uLh tL4i eE 5 -nn c 4@ i-c tTkM 2 Ekc eEj 5
dfc *q wi| + 5 -n Mi @t tTiU€i_ ? |i t|@|i4i?| Lu |i |iLhi4 L?t_ih
E+c kc -c 5 V ihi + + 5i| + G' Ek c n - e | G' E+c kc -c 5TTLti |@| eE W| uL**Lt uhL4 |i )TL|itt |@|
7
T 3 E+ c kc -c : q 4@ i-c tTkM 2 Ekc ej T 3 E+ c k c -c Ekc _k 7
q T 3 E+ c k c -c 2 Ek c Ekc _k ' T 3 E+c kc -c c
ihi i ti |i ,*ih i^@|L? uLh _ihi_ ? wi44@ . E_c @?_ |i u@U| |@|
tTkM 2 Ekc e 2 Ek c t?Uic M) 2 Ec Ekc t UL?U@i uLh iih) k 5 D @?_
e Ai UL?U@|) Lu T ? + 4T*it |@| + +
? @?@*L}Lt @h}4i?| Lh!t u e : f @?_ _i*iht |i t@4i hit*|
Ai hi4@??} U@ti ? U f eE @?_ e ' f @t t?}*i_ L| ? |i
t|@|i4i?| Lu |i |iLhi4
Ei 6L**Lt uhL4 LhL**@h)  |L AiLhi4 2 ? @4Mih*@? @?_ `*tL? E2fff
`i ThLi AiLhi4 @u|ih ThL?} wi44@ H @?_ wi44@ b
e
M) |i h*i A E%c -c G'
+iU@** |@| i @i _i€?i_ A G f U Z $ -n
E+Eec Kc kc -c c kc -c wi44@ HG tt4i  EEc 2 EEc E @?_ Ec @?_ e Bi?
% 5 f @?_ E-c 5 U Zc |i u?U|L? 'E%c 2 ( -c _i€?i_ L? |i
4i@th@M*i tT@Ui Efc Ef ?_Ui_ M) |i @h!L |h@?t|L? c |i ?UL4i u?U|L?
+Eec Kc kc -c c @?_ |i TL*U) u?U|L? E+c kc -c t @ |h@?t|L? u?U|L? | |i
6i**ih ThLTih|) Wu E-? c ? $ E-f c f |i? 'E%c ( -? c ? , 'E%c ( -f c f uLh @**
% 5 f
hLLuG N?_ih 2 Ec t UL?|?Lt ? k @?_ ? e W| uL**Lt |@| Ekc e n - K
t UL?|?Lt ? % 6h|ihc ?_ih  EEc 2 EEc E @?_ Ec @?_ ec
wi44@ S tLi_ |@| |i u?U|L? t UL?|?Ltc i?Ui 4i@th@M*i W| uL**Lt
|@| A E%c -c t UL?|?Ltc i?Ui 4i@th@M*ic ? % @?_ ? E-c ) 5w AiLhi4
bc 'Ec ( -c t @ @h!L |h@?t|L? ) 5w AiLhi4 bec 'Ec ( -c @t |i
6i**ih ThLTih|) t?Ui @t |i 6i**ih ThLTih|)c  Ec @?_ A t UL?|?Lt
Lc UL?t_ih E-? c ? $ E-f c f 6 % 5 f @?_ @ U*Lti_ ti| 2 f
5i| Ac? G' A E%c -? c ? c @?_ Acf G' A E%c -f c f 5?Ui A t @ UL?|?Lt u?U|L?c
| uL**Lt |@| Ac? $ Acf Wu EAcf c Aecf 5 2 |i? 'E%c ( -f c f ' Ekc c @?_
i|ih E@ uLh @** ? |ihi i t|t E? : ? tU |@| EAc E? c Aec E? 5 2 c tL |@|
uLh @** ? |ihi i t|t E? : ? tU |@| 'E%c ( - E? c E? ' 'E%c ( -f c f '
29
Ekc U ? |h? 4T*it |@| *4tT?<" 'E%c ( -? c ? ' 'E%c ( -f c f c
* 2 c tL |@|c uLh @** ?c 'E%c ( -? c ? ' f Lh EM uLh iih) ?c EAc? c Aec? 5
'E%c ( -f c f ' Ekc U ? |h? 4T*it |@| *4tT?<" 'E%c ( -? c ? * 2 |i? 'E%c ( -f c f ' f @?_c t?Ui
'E%c ( -f c f Wu ?t|i@_c EAcf c Aecf 5
2 t U*Lti_c |ihi i t|t tU |@| uLh @** ? : c EAc? c Aec? 5
* 2 tL |@|
'E%c ( -? c ? ' f uLh @** ? : | |i 4T*U@|L? |@| *4tT?<" 'E%c ( -? c ? '
f ' 'E%c ( -f c f `i @i tL? |@| ? iih) U@ti *4tT?<" 'E%c ( -? c ? 'E%c ( -f c f uLh @** f @?_ U*Lti_ 5w AiLhi4 2 EM tLt |@|
'E%c ( -? c ? , 'E%c ( -f c f uLh @** % 5 f
wi44@ bG tt4i  EEc 2 EEc E @?_ Ec @?_ e L?
Z ihi |i ti| Lu u@U|Lh ThUit U C
Z @t |i ThLTih|) |@|
t_ih E-c 5 U C
E+c kc -c c ' c ec t ?uLh4*) ML?_i_ ihi e7 @?_ 7K @hi |i TTih ML?_t
E@ Q E-c t ?L?i4T|)c U*Lti_c @?_ UL?i EM Wu E-? c ? $ E-f c f @?_
D? 5 Q E-? c ? |i? |ihi i t|t @ D7 5 Q E-f c f @?_ @ tMti^i?Ui D?E tU |@|
D?E , D7
hLLuG #i€?i f G' dfc e7o dfc 7Ko D N?_ih |i t|@|i_ UL?_|L?tc % 5 f f
ihi f t @ UL4T@U| ti|
E@ ) wi44@ Hc uLh iih) E-c 5 U C
Zc 'Ec ( -c t @ @h!L |h@?t|L?
| |i 6i**ih ThLTih|) 5?Ui i @i @ @h!L |h@?t|L? u?U|L? | |i 6i**ih
ThLTih|) L? @ UL4T@U| t|@|i tT@Uic M) 5w AiLhi4 2fc uLh iih) E-c 5 U C
Z
|ihi i t|t @? ?@h@?| 4i@thi ThL?} |@| Q E-c 9' >
L?i |) Lu Q E-c uL**Lt _hiU|*) uhL4 |i _i€?|L? Lu @? ?@h@?| 4i@thi
AL ThLi U*Lthic € E-c 5 U C
Zc @?_ *i| D? , D7c ihi D 5 Q E-c uLh
@** ' c 2c 6Lh s G f $ - @ UL?|?Lt u?U|L?c
7
7
E s E%D? E_% $ s E%7
D E_% t?Ui D? , D7c
7 7
7
7
E2 E sE% 'E%c _% ( -c D? E_% $ E s E% 'E%c _% ( -c 7
D E_%
7
M) E t?} |i u@U| |@| s E% 'E%c _% ( -c t @ UL?|?Lt u?U|L? L? f t?Uic
M) wi44@ Hc 'Ec ( -c t @ @h!L |h@?t|L? | |i 6i**ih ThLTih|) *tLc
t?Ui s t 4i@th@M*i @?_ D? 5 Q E-c uLh @** ?c
7
7
7
s E%D? E_% ' sE% E 'E%c _% ( -c D? E_%
U *i@_t |L
7
7 7
E s E%D? E_% ' E s E% 'E%c _% ( -c D? E_%
ihi i ti 5w AiLhi4 H |L ihu) |@| |i Lh_ih Lu ?|i}h@|L? _Lit ?L| 4@||ih
6hL4 |i |h@?}*i ?i^@*|) @?_ EEc
7
7 7
s E%7
D E_% ' E s E% 'E%c _% ( -c 7
D E_%
uLh @** UL?|?Lt u?U|L?t s G f $ - Nt?} 5w AiLhi4 Hc
7
7
7
s E%7
D E_% ' s E% E 'E%c _% ( -c 7
D E_%
uLh @** UL?|?Lt u?U|L?t s G f $ - LhL**@h) 2 |L 5w AiLhi4 2S 4T*it
|@| D7 5 Q E-c @t hi^hi_
EM AL ThLi UL?|?|)c UL?t_ih E-? c ? $ E-f c f @?_ D? 5 Q E-? c ? uLh
@** ? ' c 2c 5?Ui f t UL4T@U|c PEf t UL4T@U| ? |i i@! |LTL*L})
E@h|@t@h@|) @T|ih 2c AiLhi4 Se | |i 4T*U@|L? |@| |ihi i t|t D7
@?_ @ tMti^i?Ui tU |@| D?E , D7 6Lh s G f $ - @ UL?|?Lt u?U|L?
30
7
i ti| } E% G' sE% 'E%c _% ( - c t tL? ? wi44@ Hc 'E%c ( -? c ? ,
'E%c ( -f c f uLh @** % 5 f tL |@| }? E% $ }f E% uLh @** % 5 f ) |i #L4?@|i_
7
7
L?ih}i?Ui AiLhi4 E5w AiLhi4 .fc }?E E%D?E E_% $ }f E%D?E E_%
ihi i U@? |@!i n s nc |i ?Lh4 Lu s ? |i rR ?Lh4c @t |i _L4?@|?} u?U|L?
`i @i tL? |@| uLh s G f $ - @ UL?|?Lt u?U|L?c
7 7
7 7
E sE% 'E%c _% ( -?E c ?E D?E E_% $ E s E% 'E%c _% ( -f c f D?E E_%
Lhc t?} |i u@U| |@| D?E 5 Q E-?E c ?E c |@|
7
7 7
E s E%D?E E_% $ E s E% 'E%c _% ( -f c f D?E E_%
6h|ihc uLh s G f $ - @ UL?|?Lt u?U|L?c
7
7
E2 s E%D?E E_% $ sE%7
D E_% t?Ui D?E , D7c
@?_
7 7
7 7
E E sE% 'E%c _% ( -f c f D?E E_% $ E s E% 'E%c _% ( -f c f 7
D E_%
7
M) E2 t?} |i u@U| |@| s E% 'E%c _% ( -f c f t @ UL?|?Lt u?U|L? L? f t?Ui
'Ec ( -f c f t @ @h!L |h@?t|L? | |i 6i**ih ThLTih|) 6hL4 |i |h@?}*i
?i^@*|) @?_ EEc
7
7 7
s E%7
D E_% ' E s E% 'E%c _% ( -f c f 7
D E_%
uLh @** UL?|?Lt u?U|L?t s G f $ - A@| D7 5 Q E-f c f ?L uL**Lt @t ? |i
i@h*ih ThLLu Lu |i U*Lthi Lu Q E-c M) t?} 5w AiLhi4 H @?_ LhL**@h) 2 |L
5w AiLhi4 2S
hLLu Lu AiLhi4 G E@ @?_ EM N?_ih |i t|@|i_ @tt4T|L?tc M) AiLhi4
2 E_c i|ih E+c kc -c e @?_ e E+c kc -c ' fc Lh + + t ?L| tt|@?@M*i
5
5?Ui f @?_c M) AiLhi4 c e' E+c kc -c ' + uLh @** E+c kc -c 5 7c |
uL**Lt |@|c uLh |i ThTLti Lu @?@*)3?} |i *L?} h? _)?@4Ut Lu |i t)t|i4c i
U@? hit|hU| @||i?|L? |L e 5 dfc eo @?_ K 5 dfc Ko ihi e G' 4@ i
ec +j @?_ K G' +
5Lc ?_ih |i t|@|i_ UL?_|L?tc |ihi @hi ?uLh4 TTih ML?_t L? A @?_ Ae Oi?Uic wi44@ b E@ tLt |@| uLh @** E-c 5 dfc -odfc ` oc Q E-c t ?L?i4T|)c
U*Lti_c @?_ UL?i ( |@| |ihi i t|t @ tMti^i?Ui @?_ D7 5 Q E-f c f tU |@|
D?E , D7 uL**Lt uhL4 wi44@ b EM
AiLhi4 e t ThLi_ @u|ih ThL?} wi44@ f @?_ wi44@ 
W? wi44@ f i T| |L}i|ih |i ThLTih|it |@| 4i@? _i4@?_ @?_ tTT*)
t@|tu)
wi44@ fG tt4i  EEc 2 EEc EEc ec @?_ Dc @?_
UL?t_ih u@U|Lh ThUit ? |i ti| d Bc -o dq c ` o ihi - *q @?_ ` tTkM 2 Ekc e *q uLh tL4i e 5 -nn tt4i uh|ih |@| uLh tL4i + 5 -n @?_
uLh @** Ekc + 5 D d+c 4c @?_ uLh @** E-c 5 d Bc -o dq c ` oc T t@|t€it
7
T 3 E+c kc -c : q 4@ i-c ` tTkM 2 Ekc ej T 3 E+c k c -c Ekc _k E@ 6Lh @** E-c c Q E-c 9' > @?_c uLh D 5 Q E-c c OE-c c Dc NE-c c Dc @?_
1E-c c D @hi i** _i€?i_c ?L??i}@|ic @?_ ?uLh4*) ML?_i_ M) 4@ kM Ekc ec
+ @?_ E n *q + hitTiU|i*)
EM Wuc ? @__|L?c 2 E @ L*_tc |i? |ihi i t|t DA 5 Q E-c ihi DA @t
tTTLh| iEfc fjD tL OE-c c DA ' f Wuc ? @__|L?c 2f -c |i? OE-c c D '
f uLh @** D 5 Q E-c 31
EU Wuc ? @__|L?c 2 E @ L*_tc q 2f :  @*tL L*_tc @?_ D 5 Q E-c t
tU |@| DEiEfc fj D c |i? OE-c c D : f
E_ Wuc ? @__|L?c 2 E M L*_tc |i? OE-c c D 4?kM Ekc f : f uLh @**
D 5 Q E-c Wuc ? @__|L?c 2f -c |i? 4@ kM Ekc f OE-c c D uLh @**
D 5 Q E-c Ei Wu D 5 Q E-c | D , D7 |i? OE-c c D $ OE-c c D7c @?_ t4*@h*) uLh
N @?_ 1 Wu E-? c ? $ E-f c f @?_ D? 5 Q E-? c ? c |i? |ihi i t|t @ D7 5
Q E-f c f @?_ @ tMti^i?Ui D?E tU |@| OE-?E c ?E c D?E $ OE-f c f c D7c
@?_ t4*@h*) uLh N @?_ 1
hLLuG L?t_ih u@U|Lh ThUit ? |i ti| d Bc -o dq c ` o N?_ih |i @tt4T|L?t
Lu wi44@ fc i U@? hit|hU| @||i?|L? |L t|@|it ? |i UL4T@U| ti| f G' e K D
_i€?i_ ? |i ThLLut Lu AiLhi4 @?_ wi44@ b h @?@*)tt ?L*it t|_)?}
|i u?U|L? A c Uc M) AiLhi4 c t UL?|?Ltc L? |i UL4T@U| ti| f d Bc -o dq c ` o
E@ ) AiLhi4 E@c Q E-c 9' > 5?Ui A hit|hU|i_ |L f t ?|i}h@M*ic t?Ui
| t 4i@th@M*ic ?L??i}@|ic @?_ ML?_i_ @MLic |i u?U|L?t 1c Oc @?_ N @hi
i** _i€?i_ A@| |i) @hi ?L??i}@|i t |h@* ,_i?|*)c O U@? Mi ?uLh4*)
ML?_i_ uhL4 @MLi M) 4@ kM Ekc e( t4*@h*)c ti |i M_}i| UL?t|h@?| @?_ |i
u@U| |@| + t @ ?uLh4 TTih ML?_ L? ?UL4i |L UL?U*_i |@| N U@? Mi ML?_i_
uhL4 @MLi M) +c @?_ 1 U@? Mi ML?_i_ uhL4 @MLi M) E n *q +
EM 6Lh |i €ht| T@h|c AiLhi4  tLt |@| A ' Ae ' f u + ' f W? @__|L?c
?_ih 2 E @c e ' K ' f 4T*it |@| + ' f W| uL**Lt |@|
'EEfc fc kc 2 ( -c ' Ekc u Efc f 5 2 L?t_ih @ ti| 2 tU |@| Efc f 5 2 W? tU @ U@tic |i ?@h@?Ui hi^hi
4i?| |@!it |i uLh4
7
DAE2 ' %M2 f 'E%c 2 ( -c DAE_%
5?Ui DA @t tTTLh| iEfc fj Dc DAE2 ' DAk E u Efc f 5 2 @?_
DAE2 ' f u Efc f 5
* 2 c ihi DAk t |i 4@h}?@* 4i@thi ?_Ui_ M) DA L?
k Oi?Ui |i ?@h@?Ui hi^hi4i?| MiUL4it
7
7
DAk E ' %MtEfcff 'E%c 2 ( -c DAE_% ' kM Ekc DAk E_k ' DAk E t?Ui DAk t @? ?@h@?| 4i@thi Lu Ec t4*@h @h}4i?| @TT*it |L ti|t tU
* 2 At tLt |@| |i ?@h@?Ui hi^hi4i?| _Lit L*_ AihiuLhic
|@| Efc f 5
DA 5 Q E-c @t hi^hi_ Nt?} 2 E @c OE-c c DA ' f At ThLit |i €ht|
T@h| Lu |i hit*|
6Lh |i tiUL?_ T@h|c M) AiLhi4 2 E@c u 2f - |i? A Eec Kc kc -c ' f
N?_ih 2 E @c Ekc f ' f uLh @** k 5 D W| uL**Lt |@| OE-c c D ' f uLh @**
D 5 Q E-c @t hi^hi_
EU wi| t €ht| ThLi |@|c ?_ih |i t|@|i_ UL?_|L?tc A Eec Kc kc -c : f u
Ekc e n - K : f
`i @i @tt4i_ |@| q 2f :  W| uL**Lt |@|
Efc - q Efc - 2f 5?Ui t UL?U@ic E+c - Efc - tL?} |@|
32
E+c - Efc - q Efc - 2f | |i?c t?Ui i @i @*tL @tt4i_ |@| 2 E @ L*_tc ic Ekc f ' f uLh @**
k 5 Dc ?_ih Lh @tt4T|L?t
7
E+c - q E Ek c fc - 2 Ek c f Ekc _k 4t| L*_ 6h|ih4Lhic q 2f :  @?_ - *q 4T*) |@| 2f : - uLh
q : f W| uL**Lt |@|c ?_ih |i 4@?|@?i_ )TL|ititc |i UL?_|L?t ? AiLhi4
2 EM @hi t@|t€i_ @?_ A Eec Kc kc -c : f u Ekc e n - K : f @t hi^hi_
tt4i |@| OE-c c D ' f uLh D 5 Q E-c 5?Ui A t @*@)t ?L??i}@|ic
@?_ t|hU|*) TLt|i u Ekc e n - K : fc | uL**Lt |@| DEEfc eo dfc Ko ' f
uLh @** 5 E D Mi?} @ ThLM@M*|) 4i@thic DEifj dfc Ko '  ?iUitt@h*)
uLh @** 5 E W? |t U@tic |i ?@h@?Ui hi^hi4i?| |@!it |i uLh4
7
DEEfc eo dfc Ko ' %MEfceofdfcKof 'E%c Efc eo dfc Ko ( -c D E_%
7
n %MtffdfcKof 'E%c Efc eo dfc Ko ( -c D E_%
uLh @** 5 E 5L ?@h@?Ui @?_ |i )TL|itti_ uLh4 Lu |i 4i@thi *i@_ |L
7
'E%c Efc eo dfc Ko ( -c D E_% ' f
%MtffdfcKof
uLh @** 5 E W| uL**Lt |@|c ?iUitt@h*)c 'EEfc Kc kc Efc eo dfc Ko ( -c ' f
uLh @** 5 E c uLh @** k 5 D @?_ uLh @** K tU |@| Efc Kc k t ? |i tTTLh|
Lu D OLiihc i @i tL? |@| A Eec Kc kc -c : f u Ekc e n - K : f
Oi?Uic OE-c c D ' f 4T*it |@|c ?iUitt@h*)c DE2 D ' f u Efc f 5
* 2 At
UL4T*i|it |i ThLLu
E_ Ah@**)c ?_ih 2 E Mc |i ^@?||) Lu iUi?U) ?|t Lu *@MLh t ML?_i_
Mi*L M) 4?kM Ekc f : f 5?Ui OE-c c D t LM|@?i_ M) ?|i}h@|L?c |i ThLT
ih|) t Thitihi_
Wuc ? @__|L?c 2f - |i?c M) AiLhi4 2 E@c A Eec Kc kc -c ' f N?_ih
2 E Mc 4@ kM Ekc f : f Ai hit*| uL**Lt
Ei `i ThLi |i UL?|?|) ThLTih|it
Bi? @ ti^i?Ui Lu ?@h@?| 4i@thitc _i?L|i M) Dkc |i 4@h}?@* 4i@thi
L? EDc E ?_Ui_ M) |i ?@h@?| 4i@thi D Wu D , D7 i @i EO*_i?Mh@?_
@T|ih  #2. Dkc D , D7k D7 tL |@| |i ThL_U| 4i@thi @*tL UL?ih}it i@!*)
6Lh |i €ht| T@h|c hiU@** |@|
77
OE-c c D G'
Ek c A E%c -c Dk E_k DE_%
5?Ui A t UL?|?Lt M) AiLhi4 2 E@c @?_ Ekc t UL?|?Lt M) 2 Ec @?_
|i ThL_U| 4i@thi @*tL UL?ih}it i@!*)c OE-c c D $ OE-c c D7 6Lh N @?_ 1
|i hit*| uL**Lt _hiU|*) uhL4 |i UL?|?|) Lu A @?_ |i u@U| |@| D , D7
`i ThLi |i tiUL?_ T@h| Lu |i UL?|?|) ThLTih|) N?_ih |i t|@|i_ UL?
_|L?t AiLhi4 EM U@? Mi ?L!i_ |L tL |@| u E-? c ? $ E-f c f @?_
D? 5 Q E-? c ? c |i? |ihi i t|t D7 5 Q E-f c f @?_ @ tMti^i?Ui D?E tU |@|
D?E , D7 L UL?t_ih @ UL?|?Lt u?U|L? s G f d Bc -o dq c ` o L|Ui
|@|
7
7
E s E%c -f c f D?E E_% $ s E%c -f c f 7
D E_% t?Ui D?E , D7c
7
7
E2 s E%c -?E c ?E D?E E_% $ sE%c -f c f D?E E_%
33
M) |i #L4?@|i_ L?ih}i?Ui AiLhi4 E5w AiLhi4 .f t?Ui s t UL?|?Lt
L? @ UL4T@U| ti| @?_ i U@? |@!i n s nc |i ?Lh4 Lu s ? |i rR ?Lh4c @t |i
_L4?@|?} u?U|L? Ai |h@?}*i ?i^@*|) @?_ E @?_ E2 4T*) |@|
7
7
s E%c -?E c ?E D?E E_% $ s E%c -f c f 7
D E_%
`i @i tL |@|c ?_ih |i t|@|i_ UL?_|L?tc uLh iih) UL?|?Lt u?U|L? s G
7
7
f d Bc -o dq c ` oc s E%c -?E c ?E D?E E_% $ s E%c -f c f 7
D E_%
A
5?Ui t UL?|?Ltc |i hit*| i t| ThLi_ *i|t t UL?U*_i |@| NE-?E c ?E c D?E $
NE-f c f c D7c @?_ 1E-?E c ?E c D?E $ 1E-f c f c D7 t?Ui i @i tL? |@| |ihi
i t|t D7 5 Q E-f c f @?_ @ tMti^i?Ui D?E tU |@| D?E , D7 | i @i @*tL
tL? |@| Dkc?E D?E , D7k D7 Ai t@4i @h}4i?| }i? uLh |i u?U|L? NE
?L tLt |@| OE-?E c ?E c D?E $ OE-f c f c D7
W? @| uL**Ltc i t|_) |i i t|i?Ui ThLM*i4 ? T@h@4i|hU uLh4 ihi |i
T@h@4i|ih t |i U@T|@**@MLh h@|L AL t4T*u) |i ?L|@|L?c i ti Q E& ?t|i@_
Lu Q E-E&c E& 54*@h*)c OE&c D t ti_ ?t|i@_ Lu OE-E&c E&c D | D 5
Q E&c NE&c D t ti_ uLh 4i@? U@T|@* _i4@?_c @?_ 1E&c D uLh _i4@?_ uLh |i
ThL_Ui_ }LL_
wi44@ G tt4i  EEc 2 Ec Ec E Mc Ec EEc ec
@?_ D L?t_ih & : &q @?_ & tU |@| E& tTkM 2 Ekc e *q uLh tL4i
e 5 -nn tt4i uh|ih |@| uLh tL4i + 5 -n @?_ uLh @** Ekc + 5 D d+c 4c @?_
uLh @** E-c 5 d Bc -E&o dq c E&oc T t@|t€it
7
T 3 E+c kc -c : q 4@ i-E&c E&tTkM 2 Ekc ej T 3 E+c k c -c Ekc _k #i€?i @ ULhhitTL?_i?Ui x G d&c &o $ -n @t uL**LtG
xE& G' iV 5 -n G |ihi i t|t D 5 Q E& tU |@| V ' NE&c D*OE&c D j
xE& t ?L?i4T|)c UL4T@U| @?_ UL?i @*i_ Wu &? $ &f @?_ V? 5 xE&? uLh @**
? ' c 2c c |i? |ihi i t|t @ tMti^i?Ui @?_ @ Vf 5 xE&f c tU |@| V?E $ Vf hLLuG 5?Ui |i @tt4T|L?t Lu AiLhi4 E@ @hi ih€i_c Q E-E&c E& 9' >
N?_ih 2 E Mc M) wi44@ f E_c OE&c D 4?kM Ekc f uLh @** D 5 Q E&
@?_c M) wi44@ f E@c ML| OE&c D @?_ NE&c D @hi ?uLh4*) ML?_i_ uhL4 @MLi
Oi?Uic x t ?L?i4T|)c ML?_i_ uhL4 @MLi M) +*4?kM Ekc fc @?_ ML?_i_ uhL4
Mi*L M) f
AL ThLi UL?i |) Lu xE&c UL?t_ih V 5 xE&c ' c 2 iUitt@h*)c |ihi
i t| D c ' c 2c tU |@| D 5 Q E& uLh ' c 2 @?_ V ' NE&c D *OE&c D ihi
NE&c D f uLh ' c 2c @?_ OE&c D : f uLh ' c 2 wi| w 5 Efc  `i t |L
tL |@| uLh tL4i D 5 Q E&c OE&c D : f @?_ w V n E w V2 ' NE&c D*OE&c D
5L ti|
unE&cD2 bEw G' wunE&cD2wnE
3wunE&cD *i@h*)c bEw 5 Efc  *tL
w unE&cD w ' bEwunE&cDbEnE
3bEwunE&cD2 w
L?t_ih D G' bEw D n E bEw D2 5?Ui Q E& t @ UL?i ti| M) AiLhi4
E@c D w 5 Q E& L _i€?i Vw G' NE&c D w *OE&c D w ) t?} |i *?i@h|) Lu |i
?|i}h@* ? |i 4i@thi Lu ?|i}h@|L? i }i| OE&c D w : f @?_
E&cD nE3bEwudE&cD2 Vw ' bbEEwwud
unE&cD nE3bEwunE&cD2
34
E&cD bEw uuE&cD E3bEwudE&cD2 E3bEwunE&cD2 ' bbEEwwud
unE&cD bEwunE&cD nE3bEwunE&cD2 n E3bEwunE&cD2 bEwunE&cD nE3bEwunE&cD2 ' V w n V2 E w
@t hi^hi_
AL ThLi |@| x t UL4T@U| @*i_ | tUit |L tL |@| xE& t @ U*Lti_ ti|
t?Ui i @i @*hi@_) tL? |@| | t ?uLh4*) ML?_i_ uhL4 @MLi @?_ Mi*L
5L UL?t_ih V G' NE&c D *OE&c D ihi D 5 Q E& @?_ ' fc c 2c c @?_ tTTLti
|@| V? $ Vf Vf t €?|i t?Ui x t ?uLh4*) ML?_i_ uhL4 @MLi t ? |i ThLLu
7 tU |@| D?E ,
Lu wi44@ b EMc |ihi i t|t @ tMti^i?Ui @?_ D7 5 PEf
D7
5?Uic M) AiLhi4 E@c Q E& t U*Lti_c i @i D7 5 Q E& ) wi44@ f Eic
NE&c D?E $ NE&c D7 @?_ OE&c D?E $ OE&c D7 5?Ui OE&c D7 : fc M) |i _i€??}
ThLTih|) Lu xc NE&c D7*OE&c D7 5 xE& @?_ NE&c D?E *OE&c D?E $ NE&c D7*OE&c D7
5L V?E $ NE&c D7*OE&c D7 5?Ui ?E _i€?it @ tMti^i?Uic @?_ V? $ Vf c ihi Vf
t €?|ic | uL**Lt |@| Vf ' NE&c D7*OE&c D7 ( UL?ti^i?|*)c Vf 5 xE& @t hi^hi_
`i ThLi |@| x @t |i @TThLTh@|i !?_ Lu UL?|?|) ThLTih|) L?t_ih &? $
&f @?_ ?L|i €ht| |@| t?Uic ?_ih Dc 8 t UL?|?Lt*) _gihi?|@M*ic -E&? $
-E&f @?_ E&? $ E&f wi| V? 5 xE&? uLh @** ? ' c 2c c @?_ *i| D? 5 Q E&? Mi |i ULhhitTL?_?} ti^i?Ui Lu ?@h@?| 4i@thit ) AiLhi4 EM |ihi
i t|t @ tMti^i?Ui @?_ D7 5 Q E&f tU |@| D?E , D7 *tLc M) wi44@ f Eic
NE&?E c D?E $ NE&f c D7 @?_ OE&?E c D?E $ OE&f c D7 t ? |i i@h*ih ThLLu Lu
U*Lthic OE&f c D7 : f @?_c M) |i _i€??} ThLTih|) Lu xc NE&f c D7*OE&f c D7 5 xE&f 5i| Vf G' NE&f c D7*OE&f c D7 @?_ ThLUii_ @t ? |i i@h*ih ThLLu Lu U*Lthi Lu xE&
|L tL |@| |ihi i t|t @ tMti^i?Ui tU |@| V?E $ Vf ihi Vf 5 xE&f @t
hi^hi_
wi| t Mhi) ?_U@|i @| @TTi?t |L |i hit*| ? wi44@  u ?t|i@_ Lu
@tt4?} |@| 2 E M L*_tc i ihi |L @tt4i |@| 2 E @ L*_t `i L*_
4L_u) |i _i€?|L? Lu x M) ?U*_?} |i hi^hi4i?| |@| |i _i?L4?@|Lh Mi
TLt|i( i?Uic |L }@h@?|ii |@| x t ?L?i4T|) @*i_c i L*_ ?ii_ |L @tt4i
|@| q 2f :  @?_ |@| uLh tL4i D 5 Q E-c c DEEfc f D  tL |@|
OE-c c D : f Etii wi44@ f U At @**Lt t |L tL |@| x t i** _i€?i_
@?_ UL?i @*i_ 6Lh |i UL?|?|) ThLTih|it i U@? 4L_u) |i t|@|i4i?| |L
@**L uLh |i u@U| |@| x ?ii_ ?L| Mi ML?_i_ @MLi( |t U@? Mi @UUL4T*ti_ M)
hit|hU|?} @||i?|L? |L ML?_i_ ti^i?Uit ? |i }h@T OLiihc i h? ?|L @
_gihi?| tLh| Lu ThLM*i4 W| UL*_ Mi |i U@ti |@| i @hi *LL!?} @| @ ti^i?Ui D
| |i ThLTih|) |@| | UL?ih}it |L @ 4i@thi | tTTLh| UL?Ui?|h@|i_ L? |i
ti| iEfc fj D 5Lc ii? |L} @** @*L?} |i ti^i?Ui V Mi@it ?Ui*)c t?Ui |i
@*it Lu ML| N @?_ O }L |L 3ihL ? @ ?Ui @)c |i *4| TL?| _Lit ?L| t@|tu) |i
hi^hi4i?| |@| |i _i?L4?@|Lh Mi TLt|i Oi?Uic ML| U*Lthi @?_ UL?|?|)
U@? u@* AL }i| @hL?_ |i ThLM*i4 i L*_ ?ii_ |L UL?t_ih @ U*Lti_ @?_ UL?i
tMti| Lu Q E-c U _Lit ?L| ?U*_i @?) 4i@thi | tTTLh| UL?Ui?|h@|i_
L? |i ti| iEfc fj D hL?} |i i t|i?Ui Lu tU @ ti| hi^hit |@| i €ht|
UL?t|hU| @ UL4T@U| ?@h@?| ti| uLh |i t|@|i @h@M*it U _Lit ?L| ?U*_i |i
TL?| Efc f W? |i _ U@ti i U@? uL**L |i @h}4i?| ? hLU! @?_ h4@?
Eb.2 |L UL?t|hU| tU @ ti| OLiihc uLh u@U|Lh ThUit ?_Ui_ M) & ?i@h &q c
35
t?Ui q -E& c |i Thihi^t|i uLh tU @ UL?t|hU|L? t |@| : f @?_ |@|
| Mi i T@?_?} U*Lti |L 3ihLc @ hi^hi4i?| U |h@?t*@|it ?|L |i ThLTih|) |@|
|i u?U|L? q E& Ec f @i t*LTi i Uii_?} L?i At t ? UL?U| | Mi?}
@M*i |L t@|tu) Lh ML?_@h) UL?_|L? EM ? AiLhi4 e Uc i hiU@**c 4}|
Mi i@tit| |L 4ii| i? ' f W? |i @h!L U@ti U ?|ihit|t t 4Lhic |i
ThLM*i4 Lu UL?t|hU|?} tU @? ?@h@?| ti| tii4t |L Mi 4U 4Lhi _U*| W?
i|ih U@tic u L?i ?tt|t L? @tt4?} 2 E @ |i? L?i @t |L i?thi |@|c ii?
tLc |i 4L_i* Mi@it @t | _Lit ?_ih 2 E M( UL?ti^i?|*)c i Thiuih |L @tt4i
2 E M ?t|i@_
hLLu Lu AiLhi4 eG `i UL?|?i Lh t|_) Lu |i i t|i?Ui ThLM*i4 ? T@h@4i|
hU uLh4 ihi |i T@h@4i|ih t |i U@T|@**@MLh h@|L | |i ?L|@|L? ?|hL_Ui_
i@h*ihG 1E&c D G' 1E-E&c E&c D | D 5 Q E& G' Q E-E&c E&c @?_ NE&c D
@?_ OE&c D @hi ti_ uLh 4i@? U@T|@* _i4@?_ @?_ 4i@? *@MLh tTT*) hitTiU|i*)
wi| t €ht| ihu) |@| uc uLh tL4i _L4@? d&c &oc |ihi i t|t &W tU |@| &W 5
xE&W c |i? @? i^*Mh4 U@? Mi _i?|€i_ AL tii |t ?L|i |@| @?) tU &W @t
@ttLU@|i_ | | @? ?@h@?| 4i@thi D W 5 Q E&W U ?_Uit xE&W *i@h*)c
u@U|Lh 4@h!i|t ** U*i@h u i _i€?i u@U|Lh t@}i M) uW G' OE&W c D W @?_ g W ' uW &W
t?Uic M) |i € i_ TL?| ThLTih|)c &W 5 xE&W tL
&W ' NE&W c D W *OE&W c D W `i @i @? i^*Mh4 u i U@? ihu) |@| |i 4@h!i| uLh |i ThL_Ui_ }LL_ @*tL
U*i@ht AL _L tLc UL?t_ih `@*h@t w@ U U@? Mi h||i? ? |ih4t Lu & ? |i
uLh4
1E&c D ' E& OE&c D n E-E&  NE&c D
*tLc ?_ih Dc
8 Egc u ' g d-E& o n g B n u E&c
t?Ui 8 Egc u ' g 8 Egc u n u 82 Egc u W| uL**Lt |@| u g W @?_ uW @hi tU
|@| NE&W c D W ' g W @?_ OE&W c D W ' uW c ihi &W ' g W *uW @?_ D W 5 Q E&W c tL
|@| u@U|Lh 4@h!i|t U*i@hc |i?
1E&W c D W ' 8 Eg W c uW B g W
tL |i 4@h!i| uLh |i ThL_Ui_ }LL_ @*tL U*i@ht Etii E ? #i€?|L?  @t hi^hi_
`i @i hi_Ui_ Lh ThLM*i4 |L |@| Lu ThL?} |i i t|i?Ui Lu tU @ &W G dfc &o $ dfc &o ihi
#i€?i |i ULhhitTL?_i?Ui x
xE&
G' NE&c D*OE&c D uLh & 5 dfc &oc
xE& G' xE& _ dfc &o u xE& _ dfc &o 9' > uLh & 5 d&c &o
xE&
G' & u xE& _ dfc &o ' > uLh & 5 d&c &o
t ?L?i4T|) @*i_c
) |i ThLTih|it tTiU€i_ ? wi44@  @?_ M) UL?t|hU|L?c x
UL?i @*i_c UL4T@U| @*i_c @?_ TTih i4UL?|?Ltc @?_ 4@Tt @ UL4T@U|
ihi
&
@?_ UL?i ti| |L |ti*u ) k@!|@?<t 6 i_ L?| |ihi i t|t & 5 xE
& 5 dfc &o W| t i@t) |L UiU! |@| u
xE& _ dfc &o 9' > @?_ xE& _ d&c 4 9' >c
UL?U_i
tL |@| |L ML?_@h) ThLTih|it @hi t@|t€i_c |i? |i € i_ TL?|t Lu x
| |Lti Lu x Oi?Uic |i i t|i?Ui ThLLu U@? Mi UL4T*i|i_ M) ihu)?} |@| |i
ML?_@h) ThLTih|it L*_
36
`i ThLUii_ |L tL |@|c ?_ih |i UL?_|L?t *@Mi*i_ E@ @?_ EM ? |i t|@|i
4i?| Lu AiLhi4 ec |i ML?_@h) ThLTih|it 4i?|L?i_ @MLi _L L*_ 5?Uic ?_ih
2 E Mc OE&c D : fc `@*h@t w@ 4T*it |@|
dE&cD ' E& n -E& dE&cD 31E&cD E& n -E& +
nE&cD nE&cD nE&cD ihi i @*tL ti |i u@U| |@| 1 t ?L??i}@|i @?_ |@|c M) wi44@ f E@c + t
|i TTih ML?_ L? N 5?Ui i @i @tt4i_ |@|
E& n -E& nE-E&+cE&cD & uLh tL4i D 5 Q E-E&c E&
i @i
dE&cD & uLh tL4i D 5 Q E&
nE&cD ihu)?} |i €ht| Lu |i |L ML?_@h) UL?_|L?t 6Lh |i L|ih ML?_@h) UL?_|L?c
hiU@** |@| M) @tt4T|L? EM ? AiLhi4 ec
1E& OE&c D d8 E&c  B &o
) tMt|||?} uLh 1 uhL4 `@*h@t w@c @?_ t?} |i u@U| |@| 8 E&c  ' & d-E& o n & B n E&c i }i|
NE&c D & OE&c D
|t ihu)?} |i L|ih ML?_@h) UL?_|L?
37
+iuihi?Uit
)@}@hc 5 + Ebbe RN??thi_ W_Lt)?Uh@|U +t! @?_ }}hi}@|i 5@?}c "@|ih*)
aLh?@* Lu ,UL?L4Utc fbc SDbHe
)@}@hc 5 + EbbD RT|4@* @T|@* W?UL4i A@ @|L? | W?UL4T*i|i @h!i|tc
LhhL?} L?t|h@?|tc @?_ L?t|@?| #tUL?|?}c aLh?@* Lu L*|U@* ,UL?L4)c
fc DH.D
i*i)c A EbHS R5|@|L?@h) L?i|@h) ,^*Mh4 | @ L?|?4 Lu W?_i
Ti?_i?|*) 6*U|@|?} L?t4ihtc ? L?|hM|L?t |L @|i4@|U@* ,UL?L4Ut
? OL?Lh Lu Bih@h_ #iMhic i_|i_ M) ` O_i?Mh@?_ @?_ @tL*i**c Lh|
OL**@?_
hLU!c `c @?_ w h4@? Eb.2 RT|4@* ,UL?L4U BhL| @?_ N?Uih|@?|)G
|i #tUL?|i_ @tic aLh?@* Lu ,UL?L4U AiLh)c ec e.bD
@4Mih*@?c B @?_ `*tL? E2fff RT|4@* W?|ih|i4TLh@* L?t4T|L? N?_ih
N?Uih|@?|)c +ii Lu ,UL?L4U #)?@4Utc c SDbD
6i*_4@?c  @?_ B**it EbHD R? , TLt|Lh) L|i L? W?__@* +t! |L|
}}hi}@|i N?Uih|@?|)c aLh?@* Lu ,UL?L4U AiLh)c Dc 2S2
O*_i?Mh@?_c ` Eb.e RLhi @?_ ,^*Mh@ Lu @ w@h}i ,UL?L4)c h?Ui|L? N?
iht|) hitt
OLTi?@)?c Oc @?_ , hitUL|| Ebb2 R5|LU@t|U L?L|L?U|) @?_ 5|@|L?@h)
#t|hM|L?t uLh #)?@4U ,UL?L4itc ,UL?L4i|hU@c Sfc H.efS
O}}i||c  Ebb RAi +t!uhii +@|i ? Oi|ihL}i?iLt@}i?| W?UL4T*i|i?th@?Ui
,UL?L4itc aLh?@* Lu ,UL?L4U #)?@4Ut @?_ L?|hL*c .c bDbSb
O}}i||c  Ebb. RAi ?itiU|Lh BhL| L_i* | W_Lt)?Uh@|U 5LU!tG
5|i@_) 5|@|it @?_ #)?@4Utc aLh?@* Lu L?i|@h) ,UL?L4Utc bc HDef
w@|?ihc a Ebb2 R+@?_L4 ,@h??}t #gihi?Uitc wui|4i w^_|) L?t|h@?|tc
@?_ *|ht|U W?|ih}i?ih@|L?@* Ah@?tuihtc aLh?@* Lu ,UL?L4U AiLh)c DHc D
.f
wLh)c B EbH RW?|ih}i?ih@|L?@* Ah@?tuiht @?_ |i #t|hM|L? Lu ,@h??}tc
,UL?L4i|hU@c ebc HeHS.
@h|@t@h@|)c k + EbS. RhLM@M*|) i@thit L? i|hU 5T@Uitc U@_i4U
hitt
5UiU|4@?c a @?_ V ,tU_ihL Eb.. R5L4i +it*|t L? @? ? W?UL4i 6*U|@|L?
hLM*i4<c aLh?@* Lu ,UL?L4U AiLh)c Sc DSS
5|L!i)c w @?_ + , wU@t EbHb R+iUhti i|L_t ? ,UL?L4U #)?@4Utc
O@h@h_ N?iht|) hitt
38