Department of Computer Science. University of Missouri - ... binations of abstraction levels and dimensions reveal various kinds of patterns and regularities.
"! #$% & ' (*) ),+-"./102 3 465798;:=5?/@ A BDCEP&c:d_`_`46@FV:eSf 46gdgd< f 46gdgdnmq{ [E
K9IK ~ vK9
K-
|OvM~Kv
KU
|9M[ -M ¡vM ¢.M£|-¥¤2
KN¦
|MM§Y¨
|©©M«ª.K "Sv--vEM ©M¬9¬~v¡999¬~"®K-9
|99M [
|Sv
|¯¤[v-S-K9¬°¬9v±9M¬°¬~vK±~K¤Dbª$ KT±zK "9¬T±²¤³-´©%V ¤|
K9IKoµ9¶¬9>
·
¸ m¹ º »¼/½¾¿À»Á½º  |;YK
|9N
K[¬~vK9
I®Ã;£K©ÄK±9©U¡ 9 -KV±9999¬9Mv¤|K9¬¡´²¤Å
KvM«KK ¬99Æ
9vKM¬K¬M£KM -
|9Mv-Ç;
|KM¬$¬M|È"K©Ç;Vv
K "9Mɲ9-[M " ¬~V"2´;¤ 9
`£D¬9´$ "Ê-
|M
|¡ËDM
`®©¬9K´¬9
I£K¤ÌKM¬¯¬9 -
|r9MG
|;~
|¡ ÍMK9©«®M ¤|
K´M
|´VÆ9G-SKË-D9 ;K9E K9v9±~KΧ¥ -
[¬9-
>ÈvK9¬
|-E¤K
|9M
|999 vK9K -
|,v
O¬~V"K±~KÏ9&9z´KËK ;K,Ð~M¬Ñ£K©~K±9©RM
|´
|
|.´KËK vM ±¤K~©¤DÇ92v9v©¬9" ÈvM
|999vKMvK v
K$¬9"K±9K Ò¥
K¬9-%v
299¬M"KM¬6zK~K©È¤[Ç-K~9¬-£|-v~K©©¤ SKËÆ9
KmvM¡²9KRS
|M²%
K«¬~"[~ Ó9©Èv¬9 M©9K¤K99
K "6¬~V"999V9
|z
|-¬Óv
vMS--9% "~K©©-9|KUÆ".S99 %99
D -
KY¬9-²Ô¤DM2v-v9~9
|Õ©KK¬~vK±~K Æ"ÓM9R9Æ
KÆ~K
KmvMÖM
`®©¬9KÆ
I£|-¤ Æ"±~K2×ZÖÆØE9
[ -. M
`® $UK9 ·´ÙÛÚ`Ü EÏ9ÓÖÆ9
D -´;¤ -
|9
KYv9
|©©
I®9&v-9ݬ~v©- -
|6 ¬~v$ -©K9M9m¬~" vK9
|Sv
|6N~Vv-Ì; "99Ã׬~"99²Ø 6Ð99¬9M 9"
|> Ð~9¬M9Sv-9-"Vv
K6zK9¬ Ð~M¬99S-£K©~v
|6ÆvM9SK9¬ Ö¡ÆÞK¡
KÔv-,9¬§ "~KM|;K±M©¤ ±z K9¡¬~v2S99&%vM¡Ë-¤$~K
K«v9¡ÖÆß9
D - Interpretation/ Evaluation Data Mining Knowledge Patterns
Transformation
Preprocessing Transformed Data Selection Preprocessed Data Target Data Data
U|M · Ý Â ¥¤D9 ;K©N˲9
I®©-¬9|¬9
I£K¤$9
[ - Ù¶ÚVÜ Ú
à áãâR»Uâ ä Á;ºÁ;º,å æ°âÓçUè ç Ï 9ÅvK˲%
m¬~"RS99RK.£|-¤´¬9£KÆK9¬´¬9vM -%±z K9Åv9-ÆSK¤~9%´ ©Ä|¬~vK±~KKéG%˲9¬9
mS v9
D¬9%9¬´v- "99ÉDMKÅ9-¬9-¬
&Ð~9¬´¬9éG˲9¬M
KU~9ê%K¬
K$9R˲9¬9
K9M®&©
D
|˲9Ó
K9"˲.¬~"99Ó ; ±z ©KÐ~-¬Sv
9SKÇ;
|6 ©KÐ~ v
|6 ©999²
D v
|69¬-9¬OK9K©¤D ÙÛÚ ·Ü ëTìGíî¡îÅïðZñ òïIóvñõôMö [MSSKÇ;
|&/v9.K±9vK -
|
||Mv©Çv
|2
K>¬~"[ Â -
KG"K˧=-©-£KE¬~v 9SKǬ,K9¬ÑK±9vK -¬6m-9©Èv9 OSK©© Æ®9 "Ñ|È£|-O|9-vK©Y
I£|£D-®
K«vMR¬~V"K9¬$9~©©¤S® KK|-v
| [
|Sv
|6Uo
K1ÍMKSM©K[v9¡©
|M¬MvK9 - K©©.
KE
|v9Å ;K,±zÓ9SSKÇ-¬ ²
S
K"K© ²Mv-zv
KvK© z9¬999zv
KvK© K©© v K [9 "ÃM|[§=© £|©Zm9´¤Ñ[
|Sv
|6N9;K¬¯
¬9-vK©¬r ;K©©-Y&9-v¬¯
9vK©´~K|-%
| -
|9S-K~K©È¤[- Ï929´KÇv
| KÑ|
9,v
¬MéG-¡K±9vK v
|© £|©K9¬ KѱGÓ£D ®-¬
| ¬9Èé>--²ÆK9|©o
KÅ ÍMK9©KG9Ó K©©9S²Mv-K9¬G-9¬99 ;K±z&
K"K©¬ K©
|M 9 K©©9 G-
D¬³³®-˲
|vM%ɲ~Kv-
|2¤|;÷[©K©È¤|U9$ ;K©©2 ;T±z 9SSKÇ-¬Sv
&[§¥". K©©²vv1§=
§¥". K©© Â ÄR K©©Dø/9
KG. ;K©©² v KÈ[®M " K ±z¡MvMÅ9´KÇ-¬$v
¬9
|v K©©.9¬ ²~v
|~K©N K©©Èé>--² -
|§ ±9~
|9
K¡±9vK v
KT© £|-©O9¬÷¬9S-9
|9-£K;K©£K
|9ËD9¬9S
KÆ~v-9 9¬ |9©KÈv ëúùYûõï`üü"ñ ý[þ;ïIóvñõô[ö ©KÐ~ v
|´vMŬ9-£
|S
K«R9M -v
|´
K
[¬9-©z®M " ¬9 vS9Ev9Å ©Ä
«K
|±² -R±~K¬Ì
|ÊÈv¡±9Mv- Â -R
K%
K±D v¡|£KÊK¡92vK99 &Ñ®M " £|¤&
K±D «-9--²¬2±¤R£K -
|U
o±9Mv-U©
|9®&Èvm ©K- Â ©ÄÈÐ~ ;Vv
K 9M -v
|$
|S
D¬9-©N
|Mv9 -¬ ±²¤ K9K©¤DÇ9ÓvMR©ÄVv
K99 ±G ¥®-,9¡±MMv- KM¬LvM -©ÄKS
KÅ9$
|±D vS³v9vK99Ñ ;ú[M "bÌ -©ÄKÐ9 ;
|Ã99 v
|L
K
[¬M©~ ;O±G9¬´
& ©KÔ¤2M9
|±D- -K9¬S¬9-£K©
K R±z-vE99¬M"KM¬99&
K6vM -©ÄK
KYv9
|±² - v9¬~V"K±~K ÿ
~
| ÍMK9©D
| Ó-%
Km¬9Ä|9
|¬O~Vv-v[®9
Ó-£KRv9.vv99R-~& ©KÐM§ v
|O
[¬9-©G K±Gű99©È;²®9 " -
|9 -©9¬9-Ó~ %¬MK
| 9 9-%¬9Ä|9
|v ¬~V"M.Ï9Ó ©KÐ~ v
|
D¬9©m ;±GR9-¬Ñ
O¬9K|9
|&S9-® ~ .¬9;KÓ±~K¬
|29~v ¬9Ä|9
|v ¬9"M9 "O|K ÍGD®|;v-SzvMK²±9©
[
D¬299 v K ë üüô[þ`ñ ïIóvñõôMö Â
D v
|³2vM ¬9 -
`£K¤L
Åv
K|-99´
|
K99 v
|L
|±D- - [9 "L˲9¬°
K
||-99R
K¡ -
|99- -
|r¬ÌK  ÌK
D ÄVv
K9©2-£K;K© 9K
[ -Ä£|©ÄVv
K999K
|9
|±D- -Dd¶KȲ9.K9z;KK9
K6¡-
KG
|±D v ¬~V"K±~Em
|9K©¤Æ©ÄVv¬v
vMKMGKvKM E
K~KM
Kv9-m-U
K[
|±D v-/~
|m ÍMK9© v-© -
|Ó99 ;
|¬9"K±9KKKRK
D ÄVv
K¡9©~ K©©K®KÈvM mK
D ÄVv¬® K©©N¬MM©Ä;¤ 9~¬9M
Kv-¬K ;K©©>®K9 K©©N¬99©;¤ M~v;¤DUS -9
|S-.9±9 ±G-
9 ;©©>®K9 2£D ~9
|9Æ£K¤©Ë©¤OK©
2~K K©©6¬MM©Ä;¤ 9 Ï9EK
D v
|M©N K±G/M-M©|
|N´ËK v99I
KS
[¬M¥¤´~K|-S-²`K¬M£K99 v Kj~
|S ÍMK9©.¯-vK©
|,S;¤T¬M -
I£|O~´G-
|9© vM¬÷v
ñ9M¤T
KÔO¬99˲
||-9%®Èvz
K"
2 "9M~KM¬9$9M9Æz
K"
2 "9M
K$K©.v
9
KS
KÅvMÆvK©
KY
Ô¬99˲ ëúùYû í`üÎó ð^ñ ö ©99Rv9¬MvÈÐ~ ;
|Ê
K ©Ä-K©
;K©©-¬Ã ©Mv-2
|2K
|9M/
|2
K
|±² -®9
|Ó ©KÆKÓ99˲9
I®6ÆÏM2
|±D v-¬ÑKÓ
O ©9¬v~VÅvMÓvK ©K ©Ä-/KÅ´VÍ[SǬSK9¬O9² ©Ä©KÈv-/KS9Ç-¬±~K¬
|O
| -Ĭ9-Ð~M¬
|´9Vv±9[v
KN
|±² - 9 v9. ©9%K¬9 -¬9-¬6M9Å
|±² - K©Ä±G-©¬®´v9-% -
|G
|M¬99& ©Mv--~K9¬ -
|S
|;9-
KNv9Å
|±D v -©9vKÆ9SKǬ
K 9 ©K¬9- M
|> ~
|. ÍMK9©6´±~9Ë S;¤ -©9v-Å Mv
KS-²
O £|-vK©K
|9M±~K¬Ñ
|,vMÓ§ ©ÄKv
KvM|K/9
|K/¬9-9 - KÈEK9¬Ãv9 -
|S
|Ê "~Kv -v-v 2
KvM -9
|S-r|
K9Ñ ;Kr±G9¬rv
$¬9 ±G2~¡|
K9Ñ
K% -9
|S--ÏMS -©9v ®©©69-©$v9¡±~K9ËO
SM9¬9vK9¬,Èv
|v9űz-v.K9¬v²9.9
I£D¬MR
|9vK±9©
!
$
&%
"
"#
('
+
*)
!
9
[¬M9 -.9¬ -9
|Ç-¬£D - ë Uð ö Sï²öVïû `ü"ñõü  ©
K.
K¬~vO;£K©K±9©9
I® KRvS¡-¬~V"S~Æ2K - 9&9©Ä¬,
I£KÅK~
| 1Í9S9©KU
|~K¤ &v©-/ -
|9S- & -¬MÓ K¬Ìvv9vK v
|9K9¬¯v
D "ËrM -- K¡K©©zvÆ-¬~vM[9 " ˲9¬
U¬~V"2 ;K ±GÆ£D ®-¬
K±D v.®Èv$K ±9Mv 9KM¬Ov9Æ
|±² -KÅ9~K99
Kv
K«-²®vS£K©9-v~V "~K9K
I£|%K Ò=Æ-9´
OÐ~9¬vMÓ~v9K9¬|M©ÄKv,9Ó¬~vO-£K
|©M
|MÆK©
K9´vM ¬9S-9
|
K«vS Ï«-9¬³K~K©È¤DR¬9
I£|--9,9MÓÊ9O £|
|©Mv
|¯9v
K¤r
Kv9´
|±D v- 9v
|9 Ì-9¬ÃK~©¤D¡¡9´¬9Ð~ v
|Ñ
K~v-9R¯Ê
|±D- - Ó £|
|©Mv
|6 9 "³K¡96¬9
I®6UGKËoU£K©©-¤|«- K Â
D¬9©
|99 v
KÊ¡
K99 v¬¯
Ó9©v 9´±z~;£D
K¡
K%vM´
|±D- -U®9 "Ê ;K¯±z´M¬Ìv
M¬M -Rv9MvM±G-~;£[
|- ~
| 1Í9S9©K®Å ;´v´v9E¤K;K 9
KÐM
KN¡ -
|S9K¤2
| Èv©ÄK¤K;K 9
Ð9%9¬ 9Sv-¬$K9²~K©N9 ;K9vVvK Â 9
KvMÅ
|9 ¡ v-9¬K9K©¤DÅ.vM&Sv "99O
KUv9Ó
K±D v "~K9|9S-9¬9>9 " K 9 ;K9Ãv;K˲ƬM ;K9³vK˲ v ê¤÷ -
|S9K9¯¥®
°
|O
|
|±D v 9
| ;K© "~KM|9 -9£K
|&vK "˲-E©KK9¬³¬9S©ÄK-9¬92 ;ñGO¬M -
I£|¬ ®9 "Æ®©©9©9Nv
99¬M"KM¬RvM/±G-~;£[
|N
[9/
|±D- -v-~
|N1Í9S9©K`
KS~²¤ K©-K9¬Ñ9
Ð9ÆÐ~|9Æ KѱGK9K©¤DÇ-¬r
OÐ~9¬vM¬Mv|-M´v9¬9¡KM¬r;K "r
K 9;
|9±z99¬$9 " ¬9K|-v- , % (-
.
0/"
)
á âR»Uâ ä Á;ºÁ;º,å æ ÆÀ ºÁ ¿ Æç ã  Ó9©Èvȧ=¬9 9©~K¤&Ð~©¬6~¬~vM9K¬M
|Mv-¬ Èv% "99ɲ9
| ´K¤ ;K "KK M ©M¬99$vv -YSK "99©;999«¬~"±~K¤Dv/M9K©M-¥®
|˲/
|9|Ì v9¬ £D~K©Ç;
|> ë Dvv ;©6K9M
K "M ¦ ²¤¯"Vvv ;K©v
D
|©&~;£|±G-³9¬³
|Ó¬~v,S9M9M ©M¬99,ê%;¤|ÄK³9 ¥®
KËo |
|RK~©¤DV
|©v
|K~©¤DK9¬¡ ©Mv-U~K©¤DY¢.~K©©¤"v K©|
[¬M© 1
32 *4
65
72
8
K /±99©>
|-m
KDvK99%¬~V"M Â
|[vSK©VS
D¬9-©dI±~K¬¡
|¡%9-¬9-Ð99¬R"Vvv ;K© ;K9[; "9-¬KS
K9¡9²¤Dz
KvM~K E¨9©-D9M99¬´|9©KÈvK 9$¬9v;®
| v9
[¬9-©d  ê%;¤|-KÓ9 ¥®
|Ëm.¬M- -¬¡|vKMR®9 "&-9--²Y9 K9K©²©v
|999mS
|M 9$£KÄK±M©- -
|SMMv-¬÷99Ñv9 ê%;¤|ÄKT9
|±9K±9©¥¤Ìv9-
|- ú¨|
KTvM ¬9-È£KVv
KÓ
K>Å99 -
|Ó®M "´KM/Æ-E
KGv±9M/
Kz
|±² -/v
¡K
|M9M/£KK±9©K
|-©Ä
| ~K©¤D%v9¬9%9Æ
|-z
|9¬9-9 ¡
Km£KK±9©-
2;K "$
KvMM9 " K%vM ©Mv-K~K©È¤[%Ð~M¬9|
|M9
| 2-
KY
|±D v±~K¬
K$¬MvK9 -¡;9  9©´ê%;¤|-İM-¥®
|ËÊ
K2S-¬9 K©M
|±9©ãÓK£|-³ÃU|9 Ú .
D¬92Ã ê%;¤KKO9 ¥®
KËM%£KÄK±9©
|Evv-[®M©¬M|M%9Ŭ9-G-9¬9-9 ±z-¥®- 9
D¬9-9¬9- -v-¬
| v9Æ K9v
ÓvMÆ-éG -Eo
| v9Ð9|9M®Æ ;K-v~V ~ EK|²
[ - 9~Vv
K6²K9¬¬9 é>- -vM.¬9K®9 "´29 ;KM¤DMv
| 9;:
=
@?
A
@?
|±² -E
|´v-K9¬99 -¬
K 9ÅvKM9R-9¬ ©KÐ~ v
|OM© ;K±z 1Í[vK v-¬$
| 9¬9-
KOv--EÒ¥M¬99 -£K¡ -
|9 -M©;K99&¬9£|-Ó
|9 -K9©
|| K© ¬9- -[v
KO
KY&
K9 -M
| &-
Km1Í9S9©-E
|9 -Mv9K©6 ©99&Ð99¬9|
|99%
K -©9v$2-.
KY
|±D- -v-o±~K-¬
K -
|9 -Mv9K©N ©
|-9ÅK
|9
|±² - Â 9©.¬9 -
|OÆ%|È£| UK9 ÿ Ò=¬9-S92 K %©K|
| %ÇK vK9S
|Ñ¥¤DG/K9¬r®-|; ÏMO©%9
D¬9-&K´ÌÉD9KS±G
;Í[&®M "Ê9v 9¡9-R -©ÄK-Å
KUS©;|-~
|ÕvMR¬9-
K$~®R ;K
|9 -©9¬MK~
| ÍMK9©o ¬99ÕÇ-KoKM
|Sv Å ;®©©G~;£|¡S-¬99 S©K|K
size medium transmission
small
auto
medium
large weight
high
manual
high
light medium heavy
medium
medium
low
U |M ÿ Ý Â SM©¬9-
K-K ë ÆvK±~K §=
|v-¬ 99
|K "9- ÆvK±~K §=
|v-¬,S v9
D¬9.¬9
9
KÅ; "
|S±G-
[¬9-©U.vMÓ9 £D
|9.¥®
˲9¬M
K-9
[¬M¯Ò¥9vK¬6¬9"
[¬9-©
|2¬9"K±9K G- Ð9 $M9 -K 9¬³v
Ñ Í[9©
| 9 "~KK - -%
Kmv9Ŭ~"ÓO~KM¬6/Ï9v±9M §¥
K-v¬´9¬9M -v
|6²v9ÆÈv-v£| ¬~V"K±~E ;99M
|m-ɲ9Èv- v|K9¬v9±9Mv/
D 99MKK9"£K
K«vM¡¬9"K±9K1§¥
|¬$S v9
D¬9 Ò¥v±9M §¥
K-v¬29¬99 v
|6KM£KKK©
I®%§¥© £|-©9¬~vÆK|-9K©Ç-¬2v
Æ9|[§=©-£K© -
|9 -Mv992 -
|9 -M~K©N9v "9/ÏMÆv-v£K¬~vK±~KÆ ;99M2S v9
D¬ %-§ 9©
I¤|¬Ìv
,;K "¯
|¡É²9-²Óv-* vÓ¯ vK9K -
|9K©¬~"±~K ÏM K
[ -Ä
| 9©-K2vMr¬9£|-¬r
| 9ɲ9-²R -Ï9±9MvÓ
D MM$-9
D¬ B
©
[
|˲
K%~v9%® 9²99K©N9
K±~K±9©-±¤K¬M¬99Ó±MMv-© v£K©È¤O
2~§ M Ï9©-ÔY¬9E
KzUK9 9
I®/ÅSM©
|M [v~K©[9-vK "¤R
|«9¬9-²DK9¬Rv9K² ¬9M
`®Å1ÍMKSM©
K/Vv±9[v §=
|v-¬ 9¬99 v
|6Ò¥ 9R1ÍMKSM©K99¡vM¬9v.
K 2©
D ;©>ÒÎøøø÷ "~KM.KÆ9SSKÇ-¬6 +
Student Graduate Master Doctor
Major Undergraduate
Status
Count
Eng.
Underg.
2
Eng.
Graduate
2
Name
Major
Status
D. Joe
Elec. Eng.
Junior
S. Kim
Mech.Eng.
M.Sc.
T. Cox
Elec. Eng.
M.Eng.
Senior Junior Sophomore Freshman
Concceptual Hierarchy for Students
A. Duncan Civil Eng. Freshman
Y |9 ÝE
|9 -M~K©m9v "¤K9¬ v±9M §¥
K-v¬9¬99 v
K6 ë ÅvMK99
K "9- ¦ ²¤S
K9Ev "M9ɲ9-~;£|±z-K¬9
|M¬O
|E¬~v&999M ©M¬99¡9-9vK©G9-¥®
|ËD-
|9| v-G9¬$£D~K©Çv
|6 Â 9-9vK©/M-¥®
|ËÑ &
²©MËK¬Ñ9
D¬9-« ;K©©¬Ñ9-9
K9 Â M9
|Ì¡9© -
|SMMv9¬9-£D -~E
KS9[vÆ99 -
|
K>v99ME®9 "´ KS±z
|MvMMvE
K6
v9- 9-9
K9m
|m±9Mv£K©9N
9K
|±² -ê¤ÆK¬V9vM%v9
K99 v
|¡K9¬v9/99 v
|~K© ~vK-
KYv99-9
K9G299K©m9-¥®
|Ë$ K$±GvK9-¬ v
S
D¬9©Gv9¡-©Ä
|99 ±z-¥®-¯ R
99M¡v±9MKM¬ÌÌ
|[v9M¡Vv±9[vK Â 99K©/9 ¥®
|Ë ;Kr±z 9¬6
| ÍMK9©T -©ÄKÈÐ~ ;
|°®9b9
|[v9M ±MMv$v9,
K±D ©Ä Â
K9|³ ´r-®9
| Ó±z9³Ó9Ç-Ç-¤| Â ´
K.
|±D- -S KL±z$KK9|-¬
$
| |
|9r
K
|9|Ì-R®9 "ÊS;¤Ñ±G9-¬6U
|1Í9S9©K«r ©KÐ~ v
|Ê9¬ -©9v9M Å~K©m Í[9©
|v
|$.K9
v9-.²9´¬~"S9M "9Mɲ9K.Æv´K vK9
|¬Sv
¡£D9K©o
|±D v%9 "KE¬9
KM©9-DK;K-v 9KM¬´¬99©I¤K¬OO¥®
Ó
K +
)
DC
E
9-¬M9
|~©M9K ¢.-E ;Kv -vÈ£|-©¤Ó1Í[9©
|%v9²9G
K±²¤2£D~K© 1Í9S~v
|6 Ï9O±G
I£|SS v9
D¬9¡ ;KʱGv-|vVv¬Ì
|¡
|Ó±M9-¬r
¬9K©E®Èvr
|9© ;Vv¬r9
|±9©-S
|S9
I£D¬9 K©~vÈ£|$
|©Mv
|9- ~
| ÍMK9©%MSSKÇ;
|°
KƬ9"ÊSM~K©©¤Ã£D~K©©¤ 9-v¬ K "~K9KvK9MM v M
Ó9-©´9Å9M¬9"9¬9M2
KNv9Å9©K9¬S99%1ÍMK§ 9v
|6%Ò¥9¬M¬>6S
K.¬~"S9M¤Dv-SÅ9©
I¤Ó9©Èv9©Æ-9
[¬M.v
S¬9;©«®Èv ¬MéG- ˲9¬M
U¬~V"M9¬MéG-.¬9"299Ó"K˲oK9¬$¬9Èé>-.K9M© v
| K;K- á âR»Uâ ä Á;ºÁ;º,å ã Á;Àâ¡»/Á½ºç ÆvM9 "99ɲ9~;£|űz-OKM9©¬9 - -M©©¤SSK¤K;K-²
| vK¬9Èv
K~K©9; M ",K±999-.K9¬ --9 o
9-®;9 ",G
Kv- ë êMM.K9M© v
|9- Â ©
K/
Ko
KKMÇ;Vv
K9U9
I®L9©
I¤R¬~vS99ÅK- -®Kz
|2v
ÆËK-
|Ó -
|§ z-vÈ£|Æ-¬9|KEÆvÓS9MÓ~K±z 9-¬ ¬~"±~KSKË-99M-vK©G¬~vSK9K©¤D v
D "ËO-© v
|6~ ¬9ÈK99
I£K©d9 v K ÆV"K±~,SKË-9Ì´
K9
KÆ9,
|´9 - -M©K9¬÷z
|99©K±999K99©È§ v
|9¡
K¬~V"S99MOê¤r99 9v
| K©/ 9v
|¡¬~vK±~K-~v9Ó9¬ -9¬9K& ÍDvK v¬rKM¬, 9v
|Å9
KÐ9©ÅK&±99©È®9 " K±GR9-¬
|Å
| é>- -£|¡SKË-v99 ¨-vK©«¬~vK±~KÆ -
|"K 9v
|9
|9M9OvK9K -
|M¡Æ"SS99 ;,Ð~9¬ -9
|9
K99MS~Vv-9®9 " K$±G9¬6~
|1Í9S9©K9vK© ;S~|6 ¢9¬~" 99S "9Mɲ9-Y£|v
|R Kѱ99©¬,
[¬M©.®9 "r ;Kѱz29-¬r
M¬M -29 z
KSK9
.v
D "˲³ê¤Ê; "99v-9¬9K9¬³~Vv-92Ã
[ "˲ ¬9"M~¬9"299Ó ; K©
9-©£|-
|v
2Ð~9¬$
[ "˲®$K
[
D¬G-
|´KM K Â 99© ;Vv
K9
| -¬9.
|©
|K ¡¬9 -¬9-¬,±~K¬
K vMÓK9M© Kv M
|´Vv
K6 Â ¬9 -
|¯99z
|2
D¬9©
|& --¬92
K&©
|K¯KM9
I£K©S;¤r±GO -
|9vM -v-¬Ã
| M
| ;K©>¬~"299¬~V"2S9MÓv
D
|©- F
GIHJHJK
L
L
L
L
M
ë [ --9 ¡K9M© v
|9- ÆvrM9, "99ɲ9O9I£K ±z-÷9-¬÷TK
|M
|&¤|S
K© -9©Ä2±9
|©
|K¤K¬9 9K |-
|©
KK¤|~9¬ SK¤
|~
|1Í9S9©K K- /
K99©
| mK± v9R%K©
|9ÄÓÒ¥9vÈvM
K«Ï« "9M
|©
|¤O~K¬M-£|-©
|z¬ 2¬~vÓS99R¤D ®9 " ;K ©KÔ¤v9ÆË¤
|±D v- 9 ",K"K~ 9v©©ÅSK|- ë ÅvMK99© v
|9 Æv2S992 "99ɲ9.~;£|Ó©
±z 9-¬,$SK¤
Kv9-KKz9 ",K9;K©Èv ;K SK~KK;"`Í÷v9¬ú¬9- -
|>.
|9 ¤÷©Ä99¬9-MÃS
|Mv
KM9%-£K z
| ~
| 1Í9S9©Kov9 Â ¬M£KM ¬rD
|MŤD ¬9-£K©
KG-¬±²¤$ÒÎê¦ 9Kűz-,9-¬±¤ -
K "9-
K
|v9KÃ ¬M
|Ç-¯v;S¡rv9 Å
|~©ê%KË-±~K©© Â
D ÄVv
K÷× Åê Â Øv
9
I£K 9K ÏY
$MSSKÇN¬~"99OÆ99
D -¡
K%1Í[vK v9v-v9 9M
| ©K| ¬~vK±~K-´Æv S99 Kr±G2vM
|©[v
KÑ
v9¬~v$~K©¤D9
K±9©-S^K -¬r±¤Ñ´K¤
|K9Ç;
|9- Â ´¤|
K99$K9¬Ñ|MOÐ~©¬6NO©
ÆS
K&®
|Ë M¬M¬ÌK©9
|9|ÑOK;V ¬9K©N
KY9
|K~K±G- ´K¬MƬ~vM9Ó;K ",K9¬$¬9 £|©
|9; ON
QP
$>
)
R
"