From HPSG-based Persian Treebanking to Parsing

Masood Ghayoomi

doi:10.17169/REFUBIUM-18160

Outline

From HPSG-based Persian Treebanking to Parsing

Masood Ghayoomi

2014

https://doi.org/10.17169/REFUBIUM-18160

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261 pages

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Abstract

Parsing is a step for understanding a natural language to find out about the words and their grammatical relations in a sentence. Statistical parsers require a set of annotated data, called a treebank, to learn the grammar of a language and apply the learnt model on new, unseen data. This set of annotated data is not available for all languages, and its development is very time- consuming, tedious, and expensive. In this dissertation, we propose a method for treebanking from scratch using machine learning methods. We first propose a bootstrapping approach to initialize the data annotation process. We aim at reducing human intervention to annotate the data. After developing a small data set, we use this data to train a statistical parser. This small data set suffers from the sparseness of data at the lexical and syntactic construction levels. Therefore, a parser trained with this amount of data might have a low performance in a real application. To resolve the data sparsity problem a...

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BKTQ`iM+2- M/ Q7i2M 2Bi?2` r?Bi2@bT+2 Bb BMb2`i2/- Q` i?2 BMi2`MH rQ`/ #QmM/`v Bb +QKTH2i2Hv B;MQ`2/X lbBM; r?Bi2@bT+2 BMbi2/ Q7 i?2 Tb2m/Q@bT+2 +mb2b T`Q#H2K BM i?2 iQF2MBxiBQM- M/ Bi `Bb2b i?2 ǵKmHiB mMBi iQF2MǶ T`Q#H2KX 6m`i?2`KQ`2- i?Bb T`Q#H2K ?b M2;iBp2 BKT+i QM i?2 7`2[m2M+v /Bbi`B#miBQM Q7 rQ`/b BM i2ti T`Q+2bbBM;X 6Q` BMbiM+2- mbBM; r?Bi2@bT+2 BM ivTBM; i?2 rQ`/ ǵͬƹƹƽƸţƿɔŧǶ f#2vMQHK2HHBf ǵBMi2`MiBQMHǶ b ǵͬƹƹƽƸţ ƿɔŧǶ bTHBib i?Bb rQ`/ iQ irQ b2T`i2 iQF2Mb- MK2Hv ǵƿɔŧǶ M/ ǵͬƹƹƽƸţǶX L2p2`i?2H2bb- K#B;mBiv BM i?2 iQF2MBxiBQM KF2b i?Bb T`Q#H2K KQ`2 b2p2`2 bBM+2 Bi ?b M2;iBp2 2z2+i QM SPa i;;BM; 7Q` bbB;MBM; i?2 rQ`/ T`QT2` SPa i;X h?2 iQF2MBxiBQM Q7 i?2 bi`BM;b ǵŤŧǆǶ M/ ǵƃſŤƼǶ +M #2 2Bi?2` b QM2 iQF2M iQ ?p2 ǵŤŧǆǶ fp#f ǵ+?QH2`Ƕ M/ ǵƃſŤƼǶ fK/`f ǵKQi?2`Ƕ- Q` irQ iQF2Mb iQ ?p2 ǵŤŧ ǆǶ fp #f ǵM/ rBi?Ƕ M/ ǵƃſ ŤƼǶ fK /`f ǵr2 BMǶX JQ`2Qp2`- QTiBQMHBiv Q7 i?2 BMi2`MH rQ`/ #QmM/`v `Bb2b T`Q#H2Kb BM i?2 MHvbBb Q7 /2i+?2/ {t2b M/ KQ`T?2K2b- bm+? b ǵĹͬƼǶ fKB@f UT`2b2Mi M/ Tbi BKT2`72+iBp2 KQ`T?2K2V- ǵĹƻǄǶ f?K@f UT`2}t ǵ@Ki2ǶV- ǵĹͬƧŧǶ f#B@f UT`2@ }t ǵ@H2bbǶV- ǵŤǄĹǶ f@?f UTHm`H KQ`T?2K2V- ǵɑţĹǶ f@Bf UTQbi@MQKBMH /2i2`KBM2` KQ`T?2K2V- ǵƄŭĹǶ f@i`f U+QKT`iBp2 bm{tV- Q` ǵƿɓƄŭĹǶ f@i`BMf UbmT2`HiBp2 bm{tVX h?2 BM~2+iBQMH KQ`T?2K2b +M TT2` 2Bi?2` #QmM/ Q` b2T`i2/ b `2T`2b2Mi2/ BM h#H2 kXjX "QmM/ KQ`T?2K2b DQBM i?2 ?Qbi rBi? Tb2m/Q@bT+2X a2T`i2/ KQ`T?2K2b +QMiBM M BMi2`p2MBM; r?Bi2@bT+2X Hi?Qm;? mb;2 Q7 Ry G16- "1- S1- h1- a1- CAJ- *>1- >1- E>1- .¬G- w¬G- _1- w1- w>1- aAL- a>AL- a¬.- w¬.- h¬- w¬- 1uL- :>1uL- 61- :>¬6- E¬6- :¬6- G¬J- JAJ- LlL- o¬o- >1- u1 RR G16- "1- h1- a1- CAJ- >1- E>1- .¬G- w¬G- _1- w1- aAL- a>AL- a¬.- w¬.- h¬- w¬- 1uL- :>1uL- 61- :>¬6- G¬J- JAJ- LlL- >1- o¬o- S1- *>1- E¬- :¬6- u1 kX8X *>GG1L:1a AL S1_aAL h1sh S_P*1aaAL: jk h#H2 kXj, .Bz2`2Mi ivT2b Q7 rQ`/ #QmM/`B2b 7Q` {t2b {t q?Bi2@bT+2 Sb2m/Q@bT+2 ii+?2/ h`MbHBi2`iBQM h`MbHiBQM ĹͬƼ ƀɓǇȡ ͬƼ ƀɓǇȡͬƼ ƀɓǇ·ɔƼ KB;mv/ bvb ĹƻǄ ͬƉʭȔ ƻǄ ͬƉʭȔƻǄ ͬƉʭ΄ƽǄ ?KF2HbB +HbbKi2 ĹͬƧŧ ƅŤɔǀ ͬƧŧ ƅŤɔǀͬƧŧ − #BMBvx M22/H2bb ŤǄĹ ŤǄ ƶǇǪ ŤǄƶǇǪ ŤǅƸǇǪ TmH? KQMB2b ɑţĹ ɑţ ǃǀŤŽ ɑţǃǀŤŽ − tM2PB ?Qmb2 ƄŭĹ Ƅŭ ȟƃƆŧ ƄŭȟƃƆŧ ƄŮȡƃƆŧ #QxQ`;i` #B;;2` ƿɓƄŭĹ ƿɓƄŭ ȟƃƆŧ ƿɓƄŭȟƃƆŧ ƿɓƄŮȡƃƆŧ #QxQ`;i`BM #B;;2bi h#H2 kX9, .Bz2`2Mi rQ`/ #QmM/`B2b 7Q` /2`Bp2/ M/ BM~2+i2/ rQ`/b q?Bi2@bT+2 Sb2m/Q@bT+2 ii+?2/ h`MbHBi2`iBQM h`MbHiBQM ͬƹƹƽƸţ ƿɔŧ ͬƹƹƽƸţƿɔŧ − #2vMQHK2HHB BMi2`MiBQMH ͬƉŤǁƍ ƾŤŧƅ ͬƉŤǁƍƾŤŧƅ ͬƉŤǁƎǀŤŧƅ x#MȒ2MbB HBM;mBbiB+b ţƄƉ ťŤŮȔ ţƄƉťŤŮȔ ţƄƊŧŤŮȔ F2i#b` #QQF@?Qmb2 ƅǇƼŗ ƌǀţſ ƅǇƼŗƌǀţſ − /M2ȒKmx bim/2Mi ƀǁƼ ǃưʭơ ƀǁƼǃưʭơ ƀǁƽưʭơ H[2KM/ BMi2`2bi2/ Tb2m/Q@bT+2 Bb i?2 biM/`/ 7Q`K 7Q` bm+? +b2b- i?2 Qi?2` 7Q`Kb `2 7`2[m2MiHv mb2/ BM p`vBM; +QK#BMiBQMb /2T2M/BM; QM i?2 bivH2 Q7 i?2 T2`bQM r?Q +QKTBH2b i?2 i2tiX T`i 7`QK {t2b- i?2`2 `2 Qi?2` +i2;Q`B2b i?i ?p2 i?Bb T`Q#H2K- 2bT2@ +BHHv BM /2`Bp2/ M/ BM~2+i2/ rQ`/bX h#H2 kX9 b?Qrb MmK#2` Q7 bKTH2b i?i `2 mbmHHv r`Bii2M rBi? Q` rBi?Qmi r?Bi2@bT+2 i?Qm;? i?2v b?QmH/ #2 r`Bii2M rBi? 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M/ "BDMF?M- kyyNVX A7 i?2 ǵKmHiB iQF2MǶ T`2b2Mib +QM+2Ti- Bi Bb +HH2/ ǵKmHiB mMBi iQF2MǶ- bm+? b +QKTQmM/ MQmMb i?i `2 KQbiHv HBMF2/ iQ;2i?2` rBi? i?2 1x72 KQ`T?2K2- +QKTQmM/ T`2TQbBiBQMb r?B+? `2 +QMbi`m+i2/ #b2/ QM i?2 BM+Q`TQ`iBQM Q7 irQ bBK@ TH2 T`2TQbBiBQMb Q` bBKTH2 T`2TQbBiBQM M/ MQmM U#QH?bbMB*?BK2- kyyec #QH?bMB*?BK2 M/ :?vQQKB- kyyeV- +QKTQmM/ /D2+iBp2b- +QKTQmM/ /@ p2`#b- +QKTQmM/ +QMDmM+iBQMb- Q` MmK2`Hb BM i?2 HT?#2iB+H 7Q`KX A7 i?2 ǵKmHiB iQF2MǶ /Q2b MQi T`2b2Mi +QM+2Ti M/ i?2 +QMiBMBM; 2H2K2Mib `2 KQ`@ T?QHQ;B+HHv BM/2T2M/2Mi- i?2M Bi Bb +HH2/ ǵKmHiB iQF2M mMBiǶX PM2 `2bQM i?i kX8X *>GG1L:1a AL S1_aAL h1sh S_P*1aaAL: jj h#H2 kX8, .Bz2`2Mi FBM/b Q7 rQ`/ #QmM/`B2b 7Q` KmHiB iQF2M rQ`/b hvT2 q?Bi2@bT+2 Sb2m/Q@bT+2 ii+?2/ h`MbHBi2`iBQM h`MbHiBQM ͬƧɓǇƎƉŤŨƸ ƿɔƍŤƼ ͬƧɓǇƎƉŤŨƸƿɔƍŤƼ − KȒBM2H2#bȒmvB rb?BM; K+?BM2 LQmM ƣƄƼ ƻžŭ ƣƄƼƻžŭ − iQtK2KQ`[ 2;; ǂǇɔƍ ǃŧ ǂǇɔƍǃŧ ǂǇɔƎŧ #2ȒBp2v2 HBF2 S`2TQbBiBQM ƅţ ƀƢŧ − ƅţƀƢŧ #P/x 7i2` ƾƅǆ ƿɔȢǁƉ ƾƅǆƿɔȢǁƉ − bM;BMpxM ?2pv /D2+iBp2 Ƞǀƃ ͬƧŧŗ ȠǀƃͬƧŧŗ − #B`M; #Hm2 ǂŤȡ ƀǁǶ ƅţ ƄǄ − ǂŤȡƀǁǶƅţƄǄ ?`xÍM/;? ``2Hv /p2`# Ưɔưſ ƃǇƙ ǃŧ ƯɔưſƃǇƙǃŧ ƯɔưſƃǇƚŧ #2iQ`2/[B[ 2t+iHv ūƃǇƑ ƿɓţ Ƅɔƥ ƃſ ūƃǇƑƿɓţƄɔƥƃſ ūƃǇƒǁɓţƄɔƥƃſ /`[2v`2PBMbm`i Qi?2`rBb2 ǃȔ ƿɓţ ƔźƼ ǃŧ ǃȔƿɓţƔźƼǃŧ − #2K?x2PBMF2 b bQQM b *QMDmM+iBQM ǃȔ Ʒ΄ƍ ƿɓţ ǃŧ ǃȔƷ΄ƍƿɓţǃŧ − #2PBMȒ2FHF2 bm+? i?i LmK2`H ƃţƆǄ ǃƉ ǆ ŬƊɔŧ ǆ ƀƑ ƃţƆǄǃƉǆŬƊɔŧǆƀƑ − b/Q#BbiQb2?2x` Rkjyyy .2i2`KBM2`@ ƃŤȔ ƿɓţ ƃŤȔƿɓţ ƃŤȕǁɓţ BM F` i?Bb rQ`F LQmM S`QMQmM@ ţƃ ǆţ − ţƃǆţ m ` ?BKf?2` SQbi@TQbBiBQM *QMDmM+iBQM@ Ťŧ ǆ − Ťŧǆ p # M/ rBi? 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KF2b Bi ?B;?Hv H2tB+HBx2/X AM i?Bb 7Q`KHBbK- i?2 H2tB+H FMQrH@ 2/;2- 2bT2+BHHv i?2 H2tB+H FMQrH2/;2 Q7 ?2/b- THvb i?2 KQbi BKTQ`iMi `QH2 BM T`QpB/BM; i?2 bvMi+iB+ MHvb2bX //BiBQMHHv- 2+? H2tB+H 2Mi`v Bb r2HH@ivT2/ M/ FMQrH2/;2 Bb Q`/2`2/ ?B2``+?B+HHv ++Q`/BM; iQ M QMiQHQ;vX ai`m+im`2 b?`BM; Bb MQi?2` T`QT2`iv Q7 i?Bb 7Q`KHBbK ǳi?i Bb i?2 iQF2M B/2MiBiv #2ir22M bm#bi`m+im`2b Q7 ;Bp2M bi`m+im`2 BM ++Q`/M+2 rBi? H2tB+H bT2+B}+iBQMb Q` ;`KKiB+H T`BM+BTH2bǴ USQHH`/ M/ a;- RNN9- TX kVX ai`m+@ im`2 b?`BM; Bb BM/B+i2/ #v MmK#2`2/ #Qt2b BM i?2 72im`2 /2b+`BTiBQMbX >Sa: Bb +QMbi`BMi@#b2/ 7Q`KHBbK- BX 2X i?2 72im`2 /2b+`BTiBQMb Q7 H2tB+H Bi2Kb Q` T?`b2b `2 i?2 +QMbi`BMib- M/ QMHv i?Qb2 72im`2 bi`m+im`2b `2 r2HH@ 7Q`K2/ r?B+? biBb7v HH i?2 +QMbi`BMib Q7 i?2 ;`KK`X >Sa: Bb bvbi2K Q7 bB;Mb r?B+? BM+Hm/2 rQ`/b M/ T?`b2bX qQ`/b +``v jXkX :_JJ_ 6P_JGAaJa 98   T?QM "the#        bT2+ MQmM            ?2/ /27 THmb                det    +i2;Q`v bm#D "#             HQ+  +QKT "#  bvMb2K        bT` "#             category    + ,     /2i i?2     +QMi2Mi        content    loc      synsem  word 6B;m`2 jXRR, 62im`2 /2b+`BTiBQM Q7 i?2 rQ`/ ǵi?2Ƕ BM 1tKTH2 jXk irQ 72im`2b, T?QMQHQ;v US>PLV i?i 2M+Q/2b i?2 T?QMQHQ;B+H `2T`2b2MiiBQM Q7 i?2 rQ`/- M/ bvMit@b2KMiB+b UauLa1JV i?i 2M+Q/2b i?2 bvMit M/ b2KMiB+ BM7Q`KiBQM Q7 i?2 rQ`/X S?`b2b +``v i?`22 72im`2b bm+? i?i BM //BiBQM iQ i?2 S>PL M/ auLa1J 72im`2b- i?2 72im`2 /m;?i2`b U.h_aV Bb mb2/ 7Q` +QMbiBim2Mi bi`m+im`2bX h?2 BM7Q`KiBQM BM auLa1J Bb `2T`2b2Mi2/ BM i?2 72im`2b HQ+H UGP*V M/ MQM@HQ+H ULPL@GP*VX h?2 GP* 72im`2 +QMiBMb i?2 BM7Q`KiBQM #Qmi i?2 bvMi+iB+ +i2;Q`v U*h1:P_uV- b2KMiB+ +QMi2Mi U*PLh1LhV- M/ /Bb+Qm`b2 +QMi2ti U*PLh1shVR X h?2 LPL@GP* 72im`2 Bb mb2/ 7Q` mM#QmM/2/ /2T2M/2M+B2b- M/ Bi ?b irQ 72im`2b- MK2Hv AL>1_Ah1. M/ hP@"AL. iQ `2T`2b2Mi i?2 BM7Q`KiBQM #Qmi i?2 2ti`TQbBiBQM Q7 M 2H2@ K2Mi M/ #BM/BM; i?2 2ti`TQb2/ 2H2K2MiX 1Bi?2` Q7 i?2 72im`2b AL>1_Ah1. Q` hP@"AL. +QMiBMb i?2 BM7Q`KiBQM #Qmi i?2 2ti`TQbBiBQM Q7 M 2H2K2Mi UaGa>V- q>@2H2K2Mi UZl1V- Q` `2HiBp2 +Hmb2 U_1GVX 6B;m`2b jXRR- jXRk- M/ jXRj /BbTHv i?2 oJb Q7 i?2 rQ`/b ǵi?2Ƕ- ǵ#QvǶ- M/ ǵ2ibǶ BM 1tKTH2- jXk- `2bT2+iBp2HvX b `2T`2b2Mi2/ BM i?2 72im`2 /2b+`BTiBQM Q7 i?2 rQ`/ ǵi?2Ƕ- i?Bb /2}MBi2 /2i2`KBM2` b2H2+ib MQmM i?`Qm;? Bib aS1* 72im`2X h?2 72im`2 /2b+`BTiBQM Q7 i?2 rQ`/ ǵ#QvǶ bii2b i?i i?Bb ?2/ MQmM `2[mB`2b /2i2`KBM2` b Bib bT2+B}2` UaS_VX h?2 *PLh1Lh % AL.1s 72im`2 /2}M2b i?2 KQ`T?QHQ;B+H T`QT2`iB2b Q7 i?Bb MQmM- r?B+? Bb i?B`/ T2`bQM bBM;mH` MQmMX h?2 72im`2 /2b+`BTiBQM Q7 i?2 rQ`/ ǵ2ibǶ bii2b i?i BM i?2 `;mK2Mi bi`m+im`2 Q7 i?Bb }MBi2 p2`# b i?2 ?2/- MQmM T?`b2- r?B+? Bb i?B`/ T2`bQM bBM;mH` BM i?2 MQKBMiBp2 +b2- Bb `2[mB`2/ b Bib bm#D2+i Ual"CV- M/ MQi?2` MQmM T?`b2 BM i?2 ++mbiBp2 +b2 Bb `2[mB`2/ b Bib +QKTH2K2Mi U*PJSVX hQ Tmi i?2 rQ`/b iQ;2i?2` iQ +`2i2 M ++2Ti#H2 b2Mi2M+2- HBKBi2/ MmK#2` Q7 b+?2Kb M/ T`BM+BTH2b `2 `2[mB`2/X HH Q7 i?2b2 b+?2Kb M/ T`BM+BTH2b R h?2 *PLh1sh 72im`2 +QMiBMb i?2 BM7Q`KiBQM #Qmi #+F;`QmM/ M/ T`;KiB+bX h?Bb 72im`2 mbmHHv Bb MQi K2MiBQM2/ BM oJbX jXkX :_JJ_ 6P_JGAaJa 9e   T?QM "boy#    + ,   +b2 MQK       ?2/      noun     bm#D    "#     +i2;Q`v        +QKT "#      - .     bT` /2i       HQ+   bvMb2K   category            MmK b;            BM/2t       +QMi2Mi  T2`b j`/            index          content        loc     synsem  word 6B;m`2 jXRk, 62im`2 /2b+`BTiBQM Q7 i?2 rQ`/ ǵ#QvǶ BM 1tKTH2 jXk   T?QM "eats#        p7Q`K }M      ?2/          i2Mb2 T`2b           verb        0 1      / ?2/ +b2 MQK 2          + ,       +i2;Q`v bm#D LS  MmK b;        BM/2t           T2`b j`/         $ 3 0 14'       HQ+   +QKT  LS ?2/ +b2 ++      bvMb2K    bT` "#             category            MmK b;               +QMi2Mi  BM/2t  T2`b j`/             index             content       loc     synsem  word 6B;m`2 jXRj, 62im`2 /2b+`BTiBQM Q7 i?2 rQ`/ ǵ2ibǶ BM 1tKTH2 jXk HbQ #2HQM; iQ i?2 +QMbi`BMib BM >Sa:X h?2 ivT2 M/ i?2 `2[mB`2K2Mib Q7 i?2 +QMbiBim2Mi bi`m+im`2b `2 /2}M2/ BM i?2 .h_a 72im`2 ++Q`/BM; iQ i?2 QMiQHQ;v Q7 T?`b2bX AM i?2 7QHHQrBM; T`;`T?- i?2 bF2i+? Q7 MmK#2` Q7 T`BM+BTH2b M/ b+?2Kb BM >Sa: Bb /2b+`B#2/ BM7Q`KHHvX JQbi T`BM+BTH2b 7mM+iBQM b mMBp2`bHb BM >Sa: HBF2 i?2 >2/@62im`2 S`BM@ +BTH2 r?2`2 ǳi?2 >1. pHm2 Q7 Mv ?2/2/ T?`b2 Bb bi`m+im`2@b?`2/ rBi? i?2 >1. pHm2 Q7 i?2 ?2/ /m;?i2`Ǵ USQHH`/ M/ a;- RNN9- TX j9VX h?2 AKK2/B@ i2 .QKBMM+2 UA.V S`BM+BTH2 Bb i?2 /BbDmM+iBQM Q7 i?2 A. b+?2Kb KQM; r?B+? QMHv QM2 b+?2K b?QmH/ #2 mb2/X h?2 A. b+?2Kb 7mM+iBQM b ;`KK` `mH2bX h?2 ivT2 Q7 b+?2K i?i b?QmH/ #2 b2H2+i2/ /2T2M/b QM i?2 ivT2 Q7 i?2 .h_a 72im`2 M/ i?2 T?`b2 QMiQHQ;vX h?2 >2/@*QKTH2K2Mi- >2/@am#D2+i- >2/@ /DmM+i- >2/@aT2+B}2`- >2/@J`F2`- M/ >2/@6BHH2` b+?2Ki `2 KQM; jXkX :_JJ_ 6P_JGAaJa 9d i?2 #bB+ A. b+?2Ki BM >Sa:X h?2 >2/@*QKTH2K2Mi@a+?2K Bb mb2/ 7Q` +QK#BMBM; i?2 ?2/ rBi? i?2 2H2K2Mib bT2+B}2/ BM i?2 *PJS 72im`2 iQ +QM@ bi`m+i T?`b2X h?2 >2/@am#D2+i@a+?2K Bb mb2/ r?2M HH i?2 2H2K2Mib BM i?2 *PJS 72im`2 Q7 i?2 ?2/ p2`# `2 bim`i2/X h?Bb b+?2K `2HBx2b i?2 bm#D2+i Q7 i?2 b2Mi2M+2X h?2 >2/@/DmM+i@a+?2K Bb mb2/ r?2M i?2 /m;?@ i2` 2H2K2Mi Bb MQi ?2/ M/ i?Bb 2H2K2Mi Bb MQi b2H2+i2/ b +QKTH2K2Mi Q` bm#D2+iX h?2 >2/@aT2+B}2`@a+?2K Bb mb2/ 7Q` +QK#BMBM; bT2+B}2` M/ MQmMX h?2 >2/@J`F2`@a+?2K Bb mb2/ 7Q` T?`b2b rBi? +QKTH2K2MiBx2`b `2+Q;MBx2/ b K`F2`bX h?2 >2/@6BHH2`@a+?2K Bb mb2/ 7Q` #BM/BM; i?2 bHb?2/ 2H2K2Mib Q7 mM#QmM/2/ /2T2M/2M+B2bX h?2 LPL@GP* % AL>1_Ah1. % aGa> 72im`2 +QMiBMb i?2 BM7Q`KiBQM #Qmi M 2ti`TQb2/ /2T2M/2Mi BM T?`b2X h?2 >2/@6BHH2`@a+?2K #BM/b i?2 bHb?2/ 2H2K2Mi BM i?2 LPL@GP* % AL>1_@ Ah1. % aGa> 72im`2 M/ KF2b Bi bi`m+im`2 b?`2/ rBi? i?2 2H2K2Mi BM i?2 LPL@GP* % hP@"AL. % aGa> 72im`2X AM 1tKTH2 jXk- i?2 /2i2`KBM2` ǵi?2Ƕ M/ i?2 MQmM ǵ#QvǶ `2 +QK#BM2/ iQ@ ;2i?2` i?`Qm;? i?2 >2/@aT2+B}2`@a+?2K iQ +QMbi`m+i MQmM T?`b2 b `2T`2@ b2Mi2/ BM i?2 *h1:P_u % >1. % aS1* pHm2 Q7 i?2 /2i2`KBM2`- M/ BM i?2 *h1:P_u % aS_ pHm2 Q7 i?2 MQmM BM 6B;m`2b jXRR M/ jXRkX GBF2rBb2- i?2 >2/@aT2+B}2`@a+?2K HB+2Mb2b i?2 +QK#BMiBQM Q7 ǵi?2Ƕ M/ ǵTTH2Ƕ iQ +QMbi`m+i MQmM T?`b2X h?2 >2/@*QKTH2K2Mi@a+?2K Bb miBHBx2/ iQ bT2+B7v i?2 `2[mB`2@ K2Mib BM i?2 *PJS 72im`2 Q7 i?2 ?2/ p2`# iQ +QMbi`m+i p2`# T?`b2X h?2 >2/@am#D2+i@a+?2K Bb mb2/ i?2M iQ bim`i2 i?2 `2[mB`2K2Mib BM i?2 al"C 72im`2 Q7 i?2 p2`# iQ +QMbi`m+i p2`# T?`b2X h?2 >2/@62im`2 S`BM+BTH2 2M@ bm`2b i?i i?2 >1. pHm2b Q7 i?2 KQi?2` MQ/2 M/ i?2 ?2/ /m;?i2` MQ/2 `2 iQF2M B/2MiB+HX h?2 2z2+i Q7 i?Bb T`BM+BTH2 Bb i?i i?2 BM7Q`KiBQM HQ+i2/ mM/2` i?2 >1. 72im`2 Bb T`QD2+i2/ 7`QK i?2 ?2/@/m;?i2` iQ i?2 /QKBMi@ BM; T?`b2X a2KMiB+b +M #2 2tT`2bb2/ KQ`2 7Q`KHHv #v JBMBKH _2+m`bBQM a2KMiB+b UJ_aV U*QT2biF2 2i HX- kyyeV BM r?B+? Bi `27Q`KmHi2b i?2 +QM@ bi`BMib i H2tB+H M/ T?`bH H2p2Hb 7`QK b2KMiB+ T2`bT2+iBp2 M/ HHQrb 7Q` mM/2`bT2+B}+iBQM Q7 b+QT2 +QMbi`BMibX q?2M HH H2tB+H `2[mB`2K2Mib `2 biBb}2/ M/ i?2 +QMbi`BMb `2 bT2+B}2/- i?2 MHvbBb Q7 i?2 b2Mi2M+2 Bb +QKTH2i2 b `2T`2b2Mi2/ BM 6B;m`2 jXR9X jXkX9 S`2pBQmb aim/B2b QM S2`bBM >Sa: AM i?2 T`2pBQmb b2+iBQM- i?2 #bB+ +QM+2Tib Q7 >Sa: r2`2 /2}M2/X AM i?Bb b2+iBQM- r2 #`B2~v `2pB2r i?2 >Sa: HBi2`im`2 7Q` S2`bBMX h;?pBTQm` Ukyy8V T`QpB/2/ M >Sa: MHvbBb 7Q` `2HiBp2 +Hmb2b M/ 7`22 `2HiBp2 +Hmb2b b mM#QmM/2/ /2T2M/2M+B2b i i?2 i?2Q`2iB+H H2p2H BM ?Bb S?X.X /Bbb2`iiBQMX AM i?Bb bim/v- h;?pBTQm` /BpB/2/ i?2 MHvb2b Q7 `2HiBp2 +Hmb2b jXkX :_JJ_ 6P_JGAaJa 93 a    ?2/ 9 +ibm#D "#     +QKT "#  +QMi 3 s h + LS , oS    ?2/ k ?2/- 9 j . bT` "# +ibm#D j LS     +QKT "#  spr h +QMi 3 + .2i , L h c   T?QM <i?2> T?QM <#Qv> R LS + , bT2+ k MQmM  ?2/ k  o + , bT` R   ?2/ d T?QM <2ib> 8   bT` "#  ?2/- 9  .   +ibm#D j LS   - . spr h  +QKT 8 LS  +QMi 3 .2i L + ,   T?QM <i?2> T?QM <TTH2> e + , bT2+ d MQmM  ?2/ d  bT` e 6B;m`2 jXR9, >Sa: MHvbBb Q7 1tKTH2 jXk M/ 7`22 `2HiBp2 +Hmb2b BMiQ irQ ;`QmTb M/ bim/B2/ i?2K BM i2`Kb Q7 i?2 2tBbi2M+2 Q7 ;T Ui`+2V Q` `2bmKTiBp2 T`QMQmMX h?2 i`+2H2bb M/ i`+2@ #b2/ >Sa: MHvb2b `2 T`QpB/2/ 7Q` #Qi? `2HiBp2 +Hmb2 M/ 7`22 `2HiBp2 +Hmb2 +QMbi`m+iBQMbX hQ T`QpB/2 i?2 MHvb2b- Bi rb ii2KTi2/ iQ mb2 bBM;H2 K2+?MBbKX hQ i?Bb 2M/- i?2 aGa> M/ :ShuS1 72im`2b `2 /2}M2/ BM i?2 LPL@GP* ii`B#mi2X h?2 pHm2 Q7 i?2 aGa> 72im`2 Bb bi`m+im`2 b?`2/ rBi? i?2 HQ+H /2T2M/2M+v i?i Bb ?2/ MQmMX h?2 :ShuS1 72im`2 +M ?p2 2Bi?2` `2bmKTiBp2 T`QMQmM pHm2 Q` i`+2 pHm2X aKp2HBM UkyydV ?/ bim/v QM i?2 MHvbBb Q7 1x72X AM i?Bb bim/v- 1x72 Bb i`2i2/ b M {t ii+?2/ iQ MQmMb- /D2+iBp2b- M/ bQK2 T`2TQbBiBQMb- i #Qi? i?2 H2tB+H M/ T?`bH H2p2HbX 1x72 7mM+iBQMb b K`F2` M/ Bi K`Fb MQmMb iQ 2tT2+i /D2+iBp2b b i?2B` KQ/B}2`b Q` MQmMb b i?2B` +QKTH2K2MibX aBKBH`Hv- i?2 TQbi@MQKBMH BM/2}MBi2 /2i2`KBM2` ǵͬƧǶ f@Bf M/ T2`bQMH +HBiB+b- r?B+? #2?p2 HBF2 1x72- `2 i`2i2/ b T?`bH {t2b b r2HHX h?2 `2bQM iQ i`2i i?2K b T?`bH {t2b Bb i?i i?2v Q++m` i i?2 H27i 2/;2k Q7 MQKBMH T?`b2b- M/ i?2v `2 TH+2/ 7i2` i?2 BM~2+iBQMH THm`H KF2` {t ǵŤǄĹǶ f@?fX h?2 /Qm#H2 7mM+iBQMHBiv Q7 1x72 Bb HbQ /Bb+mbb2/X 1x72 7mM+iBQMb b rQ`/ {t r?2M Bi Bb //2/ iQ ?2/- bm+? b MQmM- /D2+iBp2- Q` T`2TQbBiBQMX "mi Bi 7mM+iBQMb b T?`bH {t r?2M Bi Bb //2/ iQ KQ/B}2`X h?2 7Q`K2` 7mM+iBQMHBiv `2[mB`2b H2tB+H bm{tiBQM `mH2 r?2M i?2 bvMi+iB+ `mH2b `2 T@ THB2/c M/ i?2 Hii2` 7mM+iBQMHBiv Bb TTHB2/ QM+2 r?2M i?2 bvMi+iB+ `mH2b ?p2 +`2i2/ T?`b2 i?`Qm;? i?2 H2tB+H bm{tiBQM `mH2X k h?2 biM/`/ r`BiBM; /B`2+iBQM Q7 S2`bBM Bb `B;?i@iQ@H27ic M/ i?2 H27i@?M/ bB/2 Q7 i?2 2H2K2Mi U2Bi?2` rQ`/ Q` T?`b2V Bb i?2 Qmi2` 2/;2X jXkX :_JJ_ 6P_JGAaJa 9N "QMKB M/ aKp2HBM UkyyNV bim/B2/ }p2 T2`BT?`biB+ +QMbi`m+iBQMb Q7 p2`# +QMDm;iBQM- bm+? b i?2 mtBHB`v p2`# ǵƾƀƍǶ fȒQ/Mf ǵ#2+QK2Ƕ BM TbbBp2 pQB+2- i?2 p2`#H +HBiB+ M/ i?2 mtBHB`v p2`# ǵƾſǇŧǶ f#m/Mf ǵ#2Ƕ BM i?2 T`2b2Mi M/ Tbi T2`72+i i2Mb2b- i?2 mtBHB`v ǵƿŮƉţǇŽǶ ftbiMf ǵrBHHǶ BM 7mim`2 i2Mb2- M/ i?2 mtBHB`v ǵƿŮƍţſǶ f/ȒiMf ǵ?p2Ƕ BM i?2 T`Q;`2bbBp2 i2Mb2X h?2v i?2M T`QTQb2/ bQHmiBQMb iQ i`2i T2`BT?`biB+ +QMbi`m+iBQMb H2tB+HHv `i?2` i?M b T?`bH Q` KmHiB@rQ`/ H2tB+H Bi2KX AM i?2B` bim/v- H2tB+H 2Mi`B2b 7Q` 2+? Q7 i?2b2 mtBHB`B2b `2 T`QpB/2/X hQ i?Bb 2M/- i?2v BMi2;`i2/ i?2 S`/B;K 6mM+iBQM JQ`T?QHQ;v UaimKT- kyyRV BM >Sa: M/ /Ti2/ Bi 7Q` i?2 i`;2i T2`BT?`biB+ +QMbi`m+iBQMb Q7 S2`bBMX AM i?2 MHvb2b T`QpB/2/- i?2b2 mtBHB`B2b `2 HB+2Mb2/ b ?2/bX aKp2HBM M/ hb2M; UkyRyV ?/ bim/v QM +HBiB+ T?2MQK2M HBF2 T`QMQKBMH +HBiB+b- TQbb2bbBp2 +HBiB+b- T`2@p2`#H Q#D2+i +HBiB+b- +HBiB+ /Qm#HBM; +QMbi`m+iBQMb- M/ Q#D2+i +HBiB+b BM i?2 p2`#H /QKBMX h?2v T`2b2Mi2/ KQ`T?Q@bvMi+iB+ MHvb2b 7Q` i?2KX AM i?2B` bim/v- i?2b2 +HBiB+b `2 i`2i2/ b bm{t2b- M/ r?2M i?2v ?p2 rB/2 b+QT2 UT?`bHV i?2v rBHH 7mM+iBQM b T?`bH {tX JɃHH2` UkyRyV bim/B2/ HB;?i p2`# +QMbi`m+iBQMbX PM2 bHB2Mi 72im`2 Q7 i?Bb bim/v BM HB;?i Q7 i?2 T`2pBQmb bim/B2b Bb i?i i?2 T`QTQb2/ B/2b `2 BKTH2K2Mi2/ rBi?BM i?2 h_G1 bvbi2K US2MM- kyy9V- M >Sa: T`b2` M/ ;2M2`iQ`- M/ i?2 b2KMiB+ MHvb2b mb2 J_a U*QT2biF2 2i HX- kyyeVX h?2 J_a2b `2 pBbmHBx2/ #v lhPPG UEQHH2` M/ h?i2`- kyy8VX AM i?Bb TT2`- }`bi i?2 mi?Q` `;m2b i?2 b?Q`i+QKBM;b Q7 BM?2`BiM+2 ?B2``+?B2b 7Q` +HbbB7vBM; +QKTH2t T`2/B+i2b T`QTQb2/ BM :QH/#2`; UkyyjVX h?2 mi?Q` i?2M 2MmK2`ib b2p2`H T`Q#H2Kb Q7 :QH/#2`;Ƕb MHvbBbX h?2 }`bi T`Q#H2K Bb i?2 b2KMiB+ BMi2`T`2iiBQM Q7 +QKTH2t T`2/B+i2 +QK#BM2/ rBi? i?2 7mim`2 mtBHB`v- r?2`2 i?2 b2KMiB+ BM@ i2`T`2iiBQM Q7 i?2 +QKTH2t T`2/B+i2 b?QmH/ #2 2K#2//2/ mM/2` i?2 K2MBM; Q7 i?2 7mim`2 mtBHB`vX h?2 Qi?2` T`Q#H2Kb //`2bb i?2 BMi2`T`2iiBQM Q7 M2;iBQM- i?2 BMi2`+iBQM #2ir22M M2;iBQM M/ Q#D2+i +HBiB+b M/ T`Q;`2bbBp2fbm#DmM+iBp2 K`FBM;- i?2 BMi2`+iBQM Q7 M2;iBQM M/ i?2 7mim`2 mtBHB`v M/ i?2B` b2KMiB+ BMi2`T`2iiBQM- i?2 BMi2`+iBQM #2ir22M i?2 7mim`2 mtBHB`v- +HBiB+b- M/ +QKTH2t T`2/B+i2b- M/ }MHHv i?2 b2T`iBQM Q7 T`2@p2`#H 2H2K2Mib BM +QKTH2t T`2/B@ +i2bX JɃHH2` M/ :?vQQKB UkyRyV T2`7Q`K2/ 7m`i?2` bim/v QM S2`bBM ;`K@ K` M/ 2tTHBM2/ i?2 p`BQmb T?2MQK2M +Qp2`2/ BM i?2 ;`KK` HQM; rBi? i?2 BKTH2K2MiiBQM Q7 KQ`T?QHQ;B+H `mH2b- bvMi+iB+ T`BM+BTH2b M/ b+?2Kb BM i?2 h_G1 bvbi2K US2MM- kyy9V- M/ b2KMiB+ BMi2`T`2iiBQM b J_a2b #v lhPPGX h?2 BKTH2K2Mi2/ S2`bBM ;`KK` ?b +QKKQM +Q`2 b?`2/ #2ir22M b2p2`H Qi?2` HM;m;2b UJɃHH2`- kyRjV- MK2Hv :2`KM UJɃHH2` M/ ǟ`bM2b- kyRRV- JM/`BM *?BM2b2 UJɃHH2` M/ GBT2MFQp- kyyNV- .MBb? 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QM i`22#MFBM; Bb i?2 /2@ p2HQTK2Mi Q7 hH#MF2M9 BM i?2 RNdyb i GmM/b lMBp2`bBiv 7Q` ar2/Bb? i?i +QMiBMb r`Bii2M M/ bTQF2M ar2/Bb? Uh2H2KM- RNd9VX h?2 i`22#MF +QMiBMb SPa i;b- M/ BKTHB+Bi ?2/@/2T2M/2Mi `2HiBQMb- r?B+? `2 /2}M2/ ?B2``+?B@ +HHv BM i?2 +QMbiBim2Mi bi`m+im`2bX h?2 /2p2HQTK2Mi Q7 i?2 S`;m2 .2T2M/2M+v h`22#MF Bb KQM; i?2 2`HB2bi ii2KTib iQ /2p2HQT /i bQm`+2 rBi? /2T2M@ /2M+v `2HiBQMb 7Q` *x2+? U>DBÍ- RNN3c "ƺ?KQp 2i HX- kyyjV- M/ Bi Bb 7m`i?2` QM /2p2HQT2/ 7Q` Qi?2` HM;m;2b HBF2 1M;HBb? U>DBÍ 2i HX- kyRkVX AM i?2 7QHHQrBM;b- r2 /2b+`B#2 i?2 #bB+ T`QT2`iB2b Q7 i?2 r2HH@FMQrM i`22@ #MFb i?i `2 /2p2HQT2/ b2KB@miQKiB+HHv 7Q` i?2 1M;HBb?- :2`KM- M/ "mH@ ;`BM HM;m;2b- b r2HH b i?2 i`22#MFb /2p2HQT2/ i?`Qm;? 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KQ/B}2/ p2`bBQM Q7 i?2 "`QrM *Q`Tmb- M/ i?2 QmiTmi Bb KTT2/ iQ i?2 S2MM h`22#MF i; b2i M/ +Q``2+i2/ KMmHHvX L2ti- i?Bb /i Bb mb2/ 7Q` i`BMBM; i?2 /2i2`KBMBbiB+ 6B//Bi+? T`b2` U>BM/H2- RN3jVX h?2 T`b2 `2bmHib `2 }MHBx2/ #v ?mKM BMi2`p2MiBQM M/ KMmH +Q``2+iBQM mbBM; ibF@bT2+B}+ KQmb2@#b2/ BMi2`7+2 BKTH2K2Mi2/ BM :Ll 1K+b GBbTX h?2 hA:1_ h`22#MF U"`Mib 2i HX- kyykV Bb i`22#MF 7Q` :2`KM /2@ 9 ?iiT,ffrjXKbBXptmXb2fMBp`2f`2b2`+?fiH#MF2MX?iKH jXjX h_11"LEAL: 8k p2HQT2/ BM i?2 7`K2rQ`F Q7 *?QKbFvǶb Sa: U*?QKbFv- RN8dVX h?2 bvMi+iB+ bi`m+im`2b BM i?2 i`22#MF `2 2M`B+?2/ rBi? b2i Q7 bvMi+iB+ 7mM+iBQMb iQ /2i2`KBM2 i?2 ivT2 Q7 `2HiBQMb 2Bi?2` b M `;mK2Mi Q` /DmM+iX h?2 i`22 bi`m+im`2b BM i?Bb i`22#MF `2 `2HiBp2Hv ~iX h?2 2`Hv p2`bBQM Q7 i?Bb i`22#MF +QMiBMb j8-yyy b2Mi2M+2b 7`QK M2rbTT2` i2tib r?B+? BK2/ i #2BM; 2ti2M/2/ iQ 3y-yyy b2Mi2M+2bX h?2 i`22#MFǶb MMQiiBQM b+?2K2 Bb M 2ti2M/2/ p2`@ bBQM Q7 i?2 L1:_ *Q`Tmb MMQiiBQM b+?2K2 UaFmi 2i HX- RNNd- RNN3VX h?Bb i`22#MF Bb /2p2HQT2/ BM irQ bi2Tb, BMi2`+iBp2 MMQiiBQM- M/ G6: T`bBM;X 7i2` SPa i;;BM; i?2 /i miQKiB+HHv rBi? i?2 hMh SPa i;;2` U"`Mib- kyyyV- i?2 *b+/2/ J`FQp JQ/2H U"`Mib- RNNN-#V i`BM2/ QM i?2 L1:_ *Q`Tmb Bb mb2/ 7Q` ;2M2`iBM; T?`b2@#v@T?`b2 MMQiiBQM BM r?B+? ?mKM MMQiiQ` +M BMi2`p2M2 BKK2/Bi2Hv 7i2` 2+? M2r T`QTQb2/ T?`b2X "b2/ QM i?2 MMQiiQ`Ƕb /2+BbBQM- i?2 T`b2` T`QTQb2b i?2 M2ti T`i Q7 i?2 MMQiiBQMX h?Bb T`Q+2bb Bb `2T2i2/ mMiBH i?2 MMQiiBQM Q7 i?2 b2Mi2M+2 Bb +QKTH2i2X AM i?Bb K2i?Q/- #Qi? i?2 i;;2` M/ i?2 T`b2` `2 BKTH2K2Mi2/ rBi?BM i?2 MMQ@ ii2 iQQH USH2?M M/ "`Mib- kyyyV- M/ MQ KMmH ;`KK` `mH2b Q` H2tB+QM /2p2HQTK2Mi Bb M2+2bb`vX AM i?2 b2+QM/ bi2T- T`ib Q7 i?2 +Q`Tmb `2 T`b2/ rBi? i?2 G6: T`b2` /2p2HQT2/ 7Q` :2`KM U.BTT2`- kyyyV- M/ i?2 QmiTmi Bb /BbK#B;mi2/ #v ?mKM MMQiiQ`X i`Mb72` KQ/mH2 UwBMbK2Bbi2` 2i HX- kyyRV Bb 2KTHQv2/ iQ +QMp2`i i?2 b2H2+i2/ G6: MHvbBb iQ i?2 hA:1_ 7Q`Ki- r?B+? Bb i?2 ~i T?`b2 bi`m+im`2 i`22 2M`B+?2/ rBi? bvMi+iB+ 7mM+iBQMbX h?Bb KQ/mH2 Bb HbQ mb2/ 7Q` //BM; i?2 i`22 iQ i?2 i`22#MFX h?2 /2p2HQT2/ i`22@ #MF Bb 2M?M+2/ rBi? b2`+? 2M;BM2 7Q` [m2`B2b UG2xBmb- kyykV M/ [m2`v HM;m;2 UEƺMB; M/ G2xBmb- kyyk-#VX h?2 GBM;mBbiB+ :`KK`b PMHBM2 UGBM:PV _2/rQQ/b h`22#MF Bb M >Sa: i`22#MF 7Q` 1M;HBb?X h?Bb i`22#MF Bb +QHH2+iBQM Q7 KMmHHv MMQii2/ +Q`@ TQ` MHvx2/ rBi? i?2 GBM:P 1M;HBb? _2bQm`+2 :`KK` U1_:V r?B+? +QM@ iBMb +QKTH2i2 bvMi+iB+ M/ b2KMiB+ MHvb2b U6HB+FBM;2`- kyyyVX h?Bb i`22@ #MF Bb /2p2HQT2/ i?`Qm;? /vMKB+ TT`Q+?X PM2 /B`2+iBQM Q7 i?Bb /vMKB+ TT`Q+? Bb /2Hi rBi? i?2 rvb iQ `2i`B2p2 i?2 HBM;mBbiB+ /i 7`QK i?2 i`22@ #MF /m`BM; p`vBM; i?2 ;`MmH`Biv H2p2H BM i?2 i`22#MFX h?2 Qi?2` /B`2+iBQM Q7 i?Bb /vMKB+ TT`Q+? Bb mT/iBM; i?2 i`22#MF `2;mH`Hv bvM+?`QMBx2/ iQ i?2 /2p2HQTK2Mi Q7 B/2b BM i?2 bvMi+iB+ i?2Q`v UP2T2M 2i HX- kyy9VX a2p2`H iQQHb `2 mb2/ 7Q` /2p2HQTBM; i?Bb i`22#MF- M/ Bi Bb TQbbB#H2 iQ 2ti`+i /B7@ 72`2Mi ivT2b Q7 HBM;mBbiB+ BM7Q`KiBQM 7`QK i?2 i`22#MFX h?2 i`22#MF Bb #mBHi QM i?2 (BM+` ib/#UV) T`Q}HBM; 2MpB`QMK2Mi UP2T2M M/ *HHK2B2`- kyyyc P2T2M- kyyRVX h?2 i`22 +QKT`BbQM iQQH BM i?2 GBM;mBbiB+ EMQrH2/;2 "mBH/BM; UGE"V THi7Q`K U*QT2biF2- kyykV Bb mb2/ 7Q` 2ti`+iBM; i?2 2H2K2Mi`v HBM;mBbiB+ T`QT@ 2`iB2b Ui?2 /Bb+`BKBMMibVX *`i2`Ƕb BM72`2M+2 `mH2b U*`i2`- RNNdV `2 mb2/ 7Q` /2i2`KBMBM; i?2 bKHH2bi b2i Q7 /Bb+`BKBMMibX h?Bb /BbK#B;mi2/ b2i Bb T`2@ jXjX h_11"LEAL: 8j b2Mi2/ iQ i?2 MMQiiQ`b iQ MpB;i2 i?`Qm;? i?2 T`QTQb2/ T`b2 i`22b M/ KF2 #BM`v /2+BbBQM QM b2H2+iBM; 2Bi?2` i?2 +Q``2+i MHvbBb Q` i?2 KQbi T`272``2/ MHvbBb Q7 i?2 b2Mi2M+2 rBi? `2bT2+i iQ i?2 +QMi2ti- Q` `2D2+iBM; BiX AM i?2 /v@ MKB+ i`22#MFBM;- i?2 MMQiiQ`Ƕb +?QB+2b `2 BM72``2/ miQKiB+HHv 7`QK i?2 `2+Q`/2/ /BbK#B;miBM; /2+BbBQMb BM i?2 (BM+` ib/#UV) /i#b2 iQ `2@TTHv i?2 /BbK#B;miBM; /2+BbBQMb Q7 i?2 mT/i2/ ;`KK` QM i?2 +Q`TmbX h?`22 /Bz2`@ 2Mi 7Q`Kb Q7 BM7Q`KiBQM `2 pBH#H2 BM i?2 (BM+` ib/#UV) 2MpB`QMK2Mi, UV /2`BpiBQM i`22 7Q` `2T`2b2MiBM; i?2 7mHH >Sa: MHvbBb- U#V MQ`KH T?`b2 bi`m+im`2 i`22- M/ U+V J_a2b U*QT2biF2 2i HX- kyyeV 7Q` b2KMiB+ `2T`2b2Mi@ iBQM r?B+? HQQF HBF2 2H2K2Mi`v /2T2M/2M+v ;`T?b 2ti`+i2/ 7`QK J_a2bX h?2 MQ/2b Q7 i?2 /2T2M/2M+v ;`T?b `2 i?2 J_a `2HiBQMb- M/ i?2 `+b `2 H#2H2/ #v J_a `QH2bX Ry-yyy b2Mi2M+2b Q7 i?2 i`Mb+`B#2/ /BHQ;m2b 7`QK i?2 o2`#KQ@ #BH /i Uq?Hbi2`- kyyyV `2 mb2/ b BMBiBH /iX h?2 S1h mMB}+iBQM@#b2/ T`b2` U*HHK2B2`- kyyyV Bb mb2/ 7Q` T`QpB/BM; i?2 >Sa: MHvbBbX h?2 .22T"MF Bb MQi?2` >Sa: i`22#MF 7Q` 1M;HBb? U6HB+FBM;2` 2i HX- kyRkVX h?Bb i`22#MF ?b /QTi2/ i?2 /vMKB+ TT`Q+? /2b+`B#2/ #Qp2- M/ Bi Bb ii2KTi2/ iQ Qp2`+QK2 i?2 b?Q`i+QKBM;b BM KMmH MMQiiBQM Q7 +Q`@ TmbX h?2 /vMKB+ TT`Q+? ?2HTb iQ `2}M2 i?2 i`22#MF #v i?2 BKT`Qp2K2Mi Q7 i?2 ;`KK`X AM i?2 /2p2HQTK2Mi Q7 i?Bb i`22#MF- Bi Bb BK2/ i T`QpB/@ BM; i?2 bvMi+iB+ M/ b2KMiB+ MHvb2b Q7 qHH ai`22i CQm`MH `iB+H2b BM i?2 1M;HBb? 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T`b2`b Bb i?i i?2v `2 HM;m;2 BM/2T2M/2Mi- M/ i?2v +M miQKiB+HHv /Ti iQ M2r /QKBMb- ;2M`2b- Q` HM;m;2b 7Q` BM/m+BM; i?2 HBM;mBbiB+ T`QT2`iB2b M/ #mBH/BM; ;`KK` KQ/2HX Sa: /2b+`B#2/ BM a2+iBQM jXkXR Bb ;`KK` 7Q`KHBbK BM HBM;mBbiB+bX AM +QK@ TmiiBQMH HBM;mBbiB+b- i?Bb 7Q`KHBbK Bb +HH2/ *QMi2ti 6`22 :`KK` U*6:V ++Q`/BM; iQ *?QKbFv ?B2``+?vX h?Bb ?B2``+?v- /BbTHv2/ BM 6B;m`2 jXRe- Bb i?2 ?B2``+?v Q7 7Qm` ivT2b Q7 7Q`KH ;`KK`b BMi`Q/m+2/ #v *?QKbFv URN8NVX hvT2k Q7 i?2 7Q`KH ;`KK`b Bb *6:X *6: Bb TQr2`7mH 2MQm;? iQ /2b+`B#2 ;`2i 7`+iBQM Q7 bi`m+im`2b BM Mim`H HM;m;2X *6: //BiBQMHHv KF2b Bi TQbbB#H2 iQ #mBH/ 2{+B2Mi T`b2`b 7Q` MHvxBM; b2Mi2M+2b UHH2M- RNN8- TX 9kVX lbBM; T`Q##BHBiB2b 7Q` 2biBKiBM; *6: `mH2b `2bmHib BM ?pBM; T`Q##BHBbiB+ ;`KK`- +HH2/ S`Q##BHBbiB+ *QMi2ti 6`22 :`KK` US*6:VX .2T2M/BM; QM i?2 K2i?Q/QHQ;v mb2/ 7Q` KQ/2HBM; i?2 ;`KK` Q7 HM@ ;m;2- p`BQmb biiBbiB+H T`b2`b `2 +`2i2/X A7 i?2 T`b2` mb2b H2tB+H Bi2K b i?2 ?2/ Q7 +QMbiBim2Mi- M/ i?2 ?2/ Bb T`QD2+i2/ iQ i?2 KQi?2` MQ/2- Bi Bb +HH2/ ǵH2tB+HBx2/ T`b2`ǶX A7 MQ FMQrH2/;2 Q7 ?2/b Bb mb2/- i?2 T`b2` Bb +HH2/ M ǵmMH2tB+HBx2/ T`b2`ǶX h?2 aiM7Q`/ T`b2` UEH2BM M/ JMMBM;- kyyjV Bb M BKTH2K2MiiBQM Q7 i?2 H2tB+HBx2/ T`bBM; KQ/2H- M/ i?2 *?`MBF T`b2` U*?`MBF- RNNeV M/ i?2 "2`F2H2v T`b2` US2i`Qp 2i HX- kyyeV `2 bK@ TH2b Q7 i?2 mMH2tB+HBx2/ T`bBM; KQ/2HX Ai b?QmH/ #2 TQBMi2/ Qmi i?i i?2 ;2M2`H TT`Q+? Q7 biiBbiB+H T`bBM; jX9X S_aAL: eR i?i rb /2b+`B#2/ #Qp2 mb2b T`Q##BHBiB2b iQ +`2i2 ;`KK` KQ/2HX >Qr@ 2p2`- Bi Bb TQbbB#H2 iQ ?p2 biiBbiB+H T`b2` i?i /Q2b MQi mb2 T`Q##BHBiB2bX AM Qm` `2b2`+?- r?2M r2 +HH T`b2` ǵbiiBbiB+H T`b2`Ƕ- r2 `2 `272``BM; iQ bmT2`pBb2/ biiBbiB+H T`b2` i?i mb2b T`Q##BHBiB2b iQ #mBH/ i?2 ;`KK` KQ/2HX A7 i?2 biiBbiB+H T`b2` QMHv mb2b biiBbiB+b M/ MQ T`Q##BHBiB2b iQ +`2i2 ;`KK` KQ/2H- r2 2tTHB+BiHv 2tT`2bb i?i i?2 T`b2` /Q2b MQi mb2 T`Q##BHB@ iB2b- bm+? b i?2 GBMF :`KK` S`b2` UaH2iQ` M/ h2KT2`H2v- RNNjV r?B+? Bb MQM@T`Q##BHBbiB+- biiBbiB+H T`b2` 7Q` GBMF:- i?2 JHi T`b2` ULBp`2 2i HX- kyyeV M/ i?2 Ji2 T`b2` U"Q?M2i- kyyNV r?B+? `2 MQM@T`Q##BHBbiB+- bi@ iBbiB+H T`b2`b 7Q` .2T:- M/ asG6: U"QmHHB2` M/ a;Qi- kyy8V r?B+? Bb MQM@T`Q##BHBbiB+- biiBbiB+H T`b2` 7Q` G6:X h?2 QmiTmi Q7 T`b2` Bb #; Q7 i`22bX h?2`2 2tBbi irQ T`bBM; i2+?MB[m2b 7Q` b2`+?BM; i?2 bm#i`22b, UV iQT@/QrM- M/ U#V #QiiQK@mT UAM;2`KM- RNeeVX AM i?2 BKTH2K2MiiBQM Q7 i?2b2 T`bBM; i2+?MB[m2b- i?2 /2`Bp2/ T`iBH bi`m+im`2b `2 biQ`2/ M/ Q`;MBx2/ BM +?`i- i?2`27Q`2 i?2 T`bBM; T`Q+2bb Bb +HH2/ ǵ+?`i T`bBM;ǶX AM i?2 7QHHQrBM; b2+iBQM- i?2b2 irQ #bB+ T`bBM; i2+?MB[m2b M/ i?2B` +Q``2bTQM/BM; H;Q`Bi?Kb `2 /2b+`B#2/X hQT@/QrM AM iQT@/QrM T`bBM; UHH2M- RNN8c ?Q 2i HX- kyydV- i?2 T`b2` b2`+?2b 7Q` +M/B/i2 T`b2 i`22 7`QK i?2 #; Q7 i`22b- M/ Bi #mBH/b i?2 bi`m+im`2 Q7 i?2 b2Mi2M+2 7`QK i?2 `QQi MQ/2 S iQr`/b i?2 H2p2b- BX 2X i?2 ivT2 Q7 b2`+?BM; Bb ;QH@/B`2+i2/X AM i?Bb T`bBM; i2+?MB[m2- i?2 T`b2` }M/b i?2 iQT MQ/2b Q7 i?2 i`22b r?B+? `2 bi`i2/ rBi? i?2 bvK#QH S- M/ Bi /2`Bp2b i?2 TQi2MiBH MHvb2b #b2/ QM i?2 `B;?i@?M/ bB/2 Q7 i?2 ;`KK` `mH2b r?B+? T`QpB/2 M2r 2tT2+@ iiBQMb 7Q` M2r ;`KK` `mH2b `2+m`bBp2HvX L2ti- rBi? `2bT2+i iQ i?2 ;`KK` `mH2b i?i ?p2 i?2 bK2 H27i MQM@i2`KBMH H#2Hb- T`iBH bi`m+im`2b `2 /2`Bp2/X h?Bb T`Q+2bb +QMiBMm2b mMiBH Bi `2+?2b i?2 H27 MQ/2b r?B+? `2 i?2 rQ`/b rBi? i?2B` +Q``2bTQM/BM; SPa i;bX i i?2 2M/ Q7 i?2 T`Q+2bb- i?2 i`22b r?B+? 7BH iQ Ki+? i?2 rQ`/b `2 2HBKBMi2/X h?2 `2bmHi Q7 i?Bb T`bBM; i2+?MB[m2 Bb b2i Q7 TQi2MiBH T`b2 i`22b Q7 i?2 i`;2i b2Mi2M+2X h?2 /pMi;2 Q7 i?Bb T`bBM; i2+?MB[m2 Bb i?i i?2 MHvb2b r?B+? /Q MQi H2/ iQ i?2 bvK#QH S /Q MQi T`2b2Mi BM i?2 +?`i T`b2X h?Bb i2+?MB[m2- ?Qr2p2`- M22/b ?m;2 KQmMi Q7 2zQ`i QM i?2 i`22b i?i +QMiBM i?2 bvK#QH S #mi /Q MQi Ki+? i?2 BMTmi M/ i?2v b?QmH/ #2 2HBKBMi2/ 7i2`r`/bX 6m`i?2`KQ`2- i?2 i`22b `2 ;2M2`i2/ rBi?Qmi 2tKBMBM; i?2 BMTmiX h?2 1`Hv H;Q`Bi?K U1`H2v- RNe3V Bb M 2tKTH2 Q7 iQT@/QrM T`bBM; bm+? i?i Bib +?`i ?b UN + 1V × UN + 1V +2HHb r?2`2 N Bb i?2 MmK#2` Q7 rQ`/b BM i?2 b2Mi2M+2X 6Q` 2{+B2Mi iQT@/QrM b2`+?- /vMKB+ T`Q;`KKBM; TT`Q+? jX9X S_aAL: ek Bb mb2/ BM i?Bb H;Q`Bi?KX AM i?2 /vMKB+ T`Q;`KKBM; TT`Q+?- bQHmiBQMb `2 #mBHi 7`QK bm#@bQHmiBQMb +QKTQbBiBQMHHv- M/ i?2 bm#@bQHmiBQMb `2 biQ`2/ 7Q` `2mbBM;X h?2 mb;2 Q7 i?2 +?`i BM i?Bb H;Q`Bi?K Bb 7Q` +QMi`QHHBM; i?2 T`Q;`2bb Q7 i?2 +QKTH2i2/ bm#i`22b M/ /2i2`KBMBM; i?2 TQbBiBQM Q7 i?2 bm#i`22bX h?Bb H;Q`Bi?K BMpQHp2b 7Qm` bi2Tb, bi`i- T`2/B+iBQM- b+MMBM;- M/ +QKTH2iBQMX 6B`bi- i?2 bi`i bvK#QHb S b?QmH/ #2 b2`+?2/ M/ Ki+?2/X L2ti- M2r 2tT2+i2/ bii2b `2 +`2i2/ BM i?2 T`2/B+iBQM bi2T Q7 i?2 T`bBM; T`Q+2bbX AM i?2 b+MMBM; bi2T- i?2 BMTmi ;`KK` `mH2b `2 +?2+F2/- M/ i?2v `2 //2/ iQ i?2 +?`i rBi? `2bT2+i iQ i?2B` T`2/B+i2/ SPa i;b r?BH2 +`2iBM; M2r bii2 7`QK i?2 BMTmi bii2X AM i?2 +QKTH2iBQM bi2T- i?2 `B;?i@?M/ bB/2 Q7 ;`KK` `mH2b `2 +Qp2`2/ +QKTH2i2Hv M/ i?2 H27i@?M/ bB/2 MQM@i2`KBMHb `2 +QKTH2i2/X "QiiQK@mT "QiiQK@mT T`bBM; UHH2M- RNN8c ?Q 2i HX- kyydV Bb [mBi2 BM +QMi`bi iQ iQT@ /QrM T`bBM;X h?Bb T`bBM; i2+?MB[m2 mb2b /i@/B`2+i2/ b2`+? K2i?Q/ iQ }M/ bi`m+im`2b BM i?2 #; Q7 i`22bX /vMKB+ T`Q;`KKBM; TT`Q+? Bb HbQ 2KTHQv2/ 7Q` i?Bb T`bBM; i2+?MB[m2 BM +?`iX h?Bb T`bBM; i2+?MB[m2 BMpQHp2b i?`22 bi2Tb, bi`i- b+MMBM;- T`2/B+iBQMX *QMi``v iQ iQT /QrM T`bBM;- i?2`2 Bb MQ T`2/B+iBQM 7Q` i?2 2tT2+i2/ +2HHbX AM i?Bb T`bBM; i2+?MB[m2- i?2 T`b2` iF2b i?2 rQ`/b Q7 b2Mi2M+2 b i?2 BMTmi M/ i?2 i`22 Bb #mBHi 7`QK i?2 rQ`/b iQr`/b i?2 iQT MQ/2 S r?B+? /QKBMi2b HH Q7 i?2 BMTmiX q?2M i?2 `B;?i@?M/ bB/2 Q7 ;`KK` `mH2b `2 Ki+?2/ rBi? i?2 T`iBH MHvb2b 7`QK i?2 #; Q7 i`22b- i?2v T`Q/m+2 i?2 H27i@?M/ bB/2 MQM@i2`KBMHbX A7 i?2 `B;?i@?M/ bB/2 Q7 ;`KK` `mH2b /Q MQi Ki+?- i?2 T`bBM; T`Q+2bb biQTbX h?Bb T`Q+2bb +QMiBMm2b mMiBH Bi `2+?2b i?2 iQT MQ/2 SX h?Bb T`bBM; i2+?MB[m2 `2bmHib BM b2i Q7 TQi2MiBH T`b2b 7Q` ;Bp2M b2Mi2M+2X h?2 /pMi;2 Q7 i?Bb T`bBM; i2+?MB[m2 Bb i?i Bi /Q2b MQi T`Q/m+2 i`22b i?i TQi2MiBHHv Kmbi MQi #2 T`Q/m+2/ /m2 iQ i?2 rQ`/b M/ i?2B` +Q``2bTQM/BM; SPa i;bX lbBM; i?Bb T`bBM; i2+?MB[m2- ?Qr2p2`- /Q2b MQi ;m`Mi22 i?i HH /2`Bp2/ i`22b H2/ iQ i?2 MQ/2 SX *Q+F2@EbKB@uQmM;2` U*EuV H;Q`Bi?K UEbKB- RNe8c uQmM;2`- RNedc *Q+F2- RNeNV Bb M 2tKTH2 Q7 #QiiQK@mT T`bBM; r?B+? Bb rB/2Hv mb2/ 7Q` *6: T`bBM;X jX9Xk .2T2M/2M+v@#b2/ S`bBM; AM i?2 T`2pBQmb b2+iBQM- i?2 `mH2@#b2/ M/ biiBbiB+H TT`Q+?2b 7Q` +QMbiBim2M+v@ #b2/ T`bBM; r2`2 /2b+`B#2/X aBKBH`Hv- i?2`2 `2 i?2 `mH2@#b2/- i?2 biiBbiB+H- M/ i?2 ?v#`B/ TT`Q+?2b 7Q` /2T2M/2M+v@#b2/ T`bBM;X h?2 /2T2M/2M+v T`bBM; KQ/2H T`QTQb2/ #v >vb URNe9V Bb KQM; i?2 }`bi ii2KTib iQ /2p2HQT `mH2@#b2/ T`b2` #b2/ QM .2T:X AM i?2 T`QTQb2/ T@ jX9X S_aAL: ej T`Q+?- i?2 `mH2b `2 /2}M2/ #b2/ QM i?2 bm#+i2;Q`BxiBQM `2[mB`2K2Mib U`@ ;mK2Mi bi`m+im`2bV Q7 i?2 rQ`/b BM i?2 H2tB+QMX :`KK` _mH2b jXe `2 /2}M2/ ++Q`/BM; iQ .2T: `mH2b Q7 >vb URNe9VX b /2KQMbi`i2/- i?2 bvK#QHb BM 7`QMi Q7 i?2 #`+F2ib `2 i?2 ?2/b- M/ i?2 bvK#QHb rBi?BM i?2 #`+F2ib `2 i?2 /2@ T2M/2MibX h?2 HBM2` TQbBiBQM Q7 i?2 ?2/ KQM; Bib /2T2M/2Mib Bb K`F2/ rBi? M bi2`BbF U VX h?2 bbB;M2/ SPa i;b iQ i?2 rQ`/b BM i?2 H2tB+QM b2`p2 b i?2 +i2;Q`B2b BM i?2 `mH2bX *i2;Q`B2b i?i `2 i?2 ?2/b BM b2Mi2M+2 +M b2`p2 b i?2 `QQi Q7 i?2 /2T2M/2M+v i`22- M/ i?2v Kmbi #2 K`F2/ /m`BM; i?2 ;2M2`iBQM T`Q+2bbX q2 mb2 mM/2`HBM2 iQ /2i2`KBM2 i?2 ?2/ BM :`KK` _mH2b jXeX UjXeV o UL LV o 4 &bim/B2b- 2ib- 2i+' L Uh V L 4 &#Qv- #QQF- TTH2- 2i+' hU V .2i 4 &i?2- - M' _2H1tRR Bb b2KMiB+ /2T2M/2M+v `2HiBQMb?BT 2ti`+iQ` 7Q` 1M;HBb? i?i ;2M@ 2`i2b /2T2M/2M+v i`22bX b2`B2b Q7 ;`T? `2r`BiBM; `mH2b `2 2KTHQv2/ iQ B/2MiB7v bm#D2+i- Q#D2+i- BM/B`2+i Q#D2+i M/ KMv Qi?2` bvMi+iB+ /2T2M/2M+v `2HiBQMb?BTb #2ir22M i?2 rQ`/b BM b2Mi2M+2X AM i?2 biiBbiB+H TT`Q+? Q7 /2T2M/2M+v@#b2/ T`bBM;- bBKBH` iQ biiBbiB+H +QMbiBim2M+v@#b2/ T`bBM;- i`BMBM; /i Bb mb2/ 7Q` BM/m+BM; i?2 ;`KK` KQ/2HX h?2 JHi T`b2` ULBp`2 2i HX- kyyeV M/ i?2 Ji2 T`b2` U"Q?M2i- kyyNV `2 irQ MQM@T`Q##BHBbiB+- biiBbiB+H T`b2`b i?i `2 /2b+`B#2/ BM a2+iBQM eXjX AM i?2 ?v#`B/ TT`Q+?- #Qi? i?2 `mH2@#b2/ M/ i?2 biiBbiB+H TT`Q+?2b `2 mb2/ BM i?2 T`bBM; H;Q`Bi?KX M /pMi;2 Q7 i?Bb TT`Q+? Bb i?i i?2 ;`KK` KQ/2H Bb +`2i2/ 7`QK /Bz2`2Mi K2i?Q/b- `i?2` i?M iQ +`2i2 i?2 KQ/2H 7`QK i`22#MFX h?2 q*.: T`b2` U6Qi? M/ J2Mx2H- kyyeV Bb M 2tKTH2 Q7 ?v#`B/ /2T2M/2M+v@#b2/ T`bBM; 7Q` :2`KMX a2MM`B+? 2i HX UkyyNV HbQ /2p2HQT2/ ?v#`B/ /2T2M/2M+v@#b2/ T`bBM; 7Q` :2`KM i?i mb2b ?M/@r`Bii2M ;`KK` rBi? T`Q##BHBbiB+ /BbK#B;miBQM bvbi2KX h?2 ?v#`B/ TT`Q+? +MMQi #2 #mBHi QMHv #b2/ QM i?2 `mH2@#b2/ M/ biiBbiB+H TT`Q+?2b- #mi i?2 ?v#`B/ TT`Q+? +M #2 #mBHi #b2/ QM i?2 +QMbiBim2M+v@ M/ /2T2M/2M+v@#b2/ T`bBM;b- bm+? b i?2 T`b2` /2p2HQT2/ #v >HH 2i HX UkyydV 7Q` ar2/Bb?X jX9Xj S`bBM; 1pHmiBQM "H+F 2i HX URNNRV- :QQ/KM URNNeV- *``QHH 2i HX URNN3V- M/ JMMBM; M/ a+?Ƀix2 URNNNV T`2b2Mi2/ rB/2 p`B2iv Q7 2pHmiBQM K2i`B+b iQ 2pHmi2 i?2 T2`7Q`KM+2 Q7 T`b2`X KQM; i?2K- ǵS`2+BbBQMǶ- ǵ_2+HHǶ- ǵ6@K2bm`2Ƕ- ǵ*`Qbb@ BM; "`+F2i `i2Ƕ- M/ ǵ1t+i Ji+?BM; `i2Ƕ `2 i?2 p2`v r2HH@FMQrM K2bm`2b RR ?iiT,ffrBFBXQT2M+Q;XQ`;frf_2H1tn.2T2M/2M+vn_2HiBQMb?BTn1ti`+iQ` jX9X S_aAL: e9 r?B+? `2 rB/2Hv mb2/X h?2 i?`22 K2i`B+b- MK2Hv T`2+BbBQM- `2+HH- M/ 6@ K2bm`2- `2 iQ;2i?2` +HH2/ i?2 ǵS_a1oG K2i`B+ǶX h?2 S_a1oG K2i`B+ 2pHmi2b 2+? TB2+2 Q7 BM7Q`KiBQM BM T`b2 i`22X h?2 Q`B;BMH S_a1oG K2i`B+ B;MQ`2b i?2 H#2Hb Q7 i?2 MQ/2b M/ mM`v #`M+?BM;X "mi Bi Bb TQbbB@ #H2 iQ BM+Hm/2 H#2Hb- M/ iQ ?p2 H#2H2/ T`2+BbBQM M/ H#2H2/ `2+HHX 1pH#Rk Bb i?2 BKTH2K2MiiBQM Q7 i?2 H#2H2/ S_a1oG K2i`B+ r?B+? +QKTmi2b H@ #2H2/ T`2+BbBQM M/ H#2H2/ `2+HH iQ 2pHmi2 #Qi? #`+F2iBM; M/ H#2HBM; Q7 i?2 +QMbiBim2MibX S`2+BbBQM USV M/ _2+HH U_V K2i`B+b K2bm`2 i?2 `iBQ Q7 i?2 MmK#2` Q7 +Q``2+i +QMbiBim2Mib ;BMbi i?2 MmK#2` Q7 +QMbiBim2Mib T`b2/ #v i?2 T`b2` M/ i?2 MmK#2` Q7 +QMbiBim2Mib BM i?2 ;QH/ /i `2bT2+iBp2HvX h?2 ;QH/ /i Bb i?2 `272`2M+2 M/ biM/`/ /i +`2i2/ #v 2tT2`ibX h?Bb /i Bb mb2/ 7Q` +QKT`BM; i?2 QmiTmi Q7 T`b2` rBi? Bi iQ 2pHmi2 i?2 T2`7Q`KM+2 Q7 i?2 T`b2`X h?2 2[miBQMb UjXjV M/ UjX9V `2T`2b2Mi ?Qr i?2b2 K2i`B+b `2 +QKTmi2/X N umber of Correct Constituents P = UjXjV T otal N umber of Constituents in P arser Output N umber of Correct Constituents R= UjX9V T otal N umber of Constituents in Gold Standard 6@K2bm`2 Bb r2B;?i2/ ?`KQMB+ K2M Q7 T`2+BbBQM M/ `2+HHX h?Bb K2i`B+ Bb `2+Q;MBx2/ b biM/`/ 2pHmiBQM K2i`B+ 7Q` i?2 ++m`+v Q7 +QMbiBim2M+v T`bBM; `2T`2b2Mi2/ BM i?2 2[miBQM UjX8VX 1 (β 2 + 1) × P × R F − measure = = UjX8V α P1 + (1 − α) R1 β 2 × (P + R) r?2`2 α = β 21+1 - α ∈ [0, 1]- β ∈ [0, +∞]- P Bb T`2+BbBQM- M/ R Bb `2+HHX bbB;MBM; bKHH pHm2 iQ β Uβ < 1V ;Bp2b ?B;?2` r2B;?i iQ T`2+BbBQM- M/ bbB;MBM; ?B;? pHm2 iQ β Uβ > 1V ;Bp2b ?B;?2` r2B;?i iQ `2+HHX bbB;MBM; i?2 pHm2 R iQ β Uβ = 1V- FMQrM b F1 - K2Mb i?i #Qi? T`2+BbBQM M/ `2+HH ?p2 i?2 bK2 T`BQ`Biv b `2T`2b2Mi2/ BM i?2 2[miBQM UjXeVX 2×P ×R F − measure = UjXeV P +R h?2 *`QbbBM; "`+F2i U*"V `i2 K2bm`2b i?2 p2`;2 #`+F2iBM; Q7 i?2 T`b2`Ƕb QmiTmi r?B+? Bb T`Q/m+2/- bv U U" *VV- ;BMbi i?2 MmK#2` Q7 ;QH/ /i r?B+? T`QpB/2b #`+F2ib HBF2 UU "V *VX h?2 +`QbbBM; #`+F2i `i2 Bb 2pH@ mi2/ ++Q`/BM; iQ i?2 2[miBQM UjXdVX N um. of Cons.s in P arser Output that Cross Gold Cons.s CB = UjXdV T otal N umber of Constituents in P arser Output Rk ?iiT,ffMHTX+bXMvmX2/mf2pH#f jX9X S_aAL: e8 h?2 1t+i Ji+?BM; U1JV `i2- HbQ +HH2/ ǵi`22 ++m`+vǶ- Bb iQm;? +`Bi2@ `BQM r?B+? bbB;Mb i?2 b+Q`2 R iQ +QKTH2i2Hv +Q``2+i T`b2 i`22 M/ y B7 i?2`2 Bb Mv FBM/ Q7 KBbiF2 BM i?2 T`b2 i`22 b `2T`2b2Mi2/ BM i?2 2[miBQM UjX3VX N umber of Correctly Analyzed Sentences EM = UjX3V T otal N umber of Analyzed Sentences *``QHH 2i HX URNN3V TQBMi2/ Qmi b?Q`i+QKBM; Q7 i?2 S_a1oG K2i`B+X A7 i?2 #`+F2iBM; M/ H#2HBM; `2 bm++2bb7mH- i?2M +QKTH2i2 b+Q`2 Bb bbB;M2/ iQ i?2 bi`m+im`2c #mi BM i?2 +b2 i?i i?2`2 Bb Mv 7BHm`2- MQ b+Q`2 Bb bbB;M2/X aKTbQM UkyyyV T`QTQb2/ i?2 G27@M+2biQ` UGV K2i`B+ r?B+? Bb bi`BM;@#b2/ K2bm`2 mbBM; i?2 G2p2Mb?i2BM /BbiM+2 UG2p2Mb?i2BM- RNeeV- M/ Bi +QKTmi2b +Qbi 7Q` +QMp2`iBM; 7Hb2 H#2H iQ i?2 +Q``2+i QM2X h?Bb K2i`B+ +QKT`2b i?2 bBKBH`Biv Q7 i?2 Ti? iQ HBMF 2+? H27 UrQ`/V Q7 b2Mi2M+2 iQ i?2 `QQi MQ/2 BM #Qi? Q7 i?2 ;QH/ i`22 M/ i?2 +M/B/i2 i`22- M/ Bi +QKTmi2b i?2 Qp2`HH p2`;2 Q7 i?2 +Q``2+i Ti?bX AM i?Bb 2pHmiBQM K2i`B+- B7 i?2`2 Bb KBbKi+? QM QM2 +QMbiBim2Mi- QMHv i?2 b+Q`2 Q7 i?2 rQ`/b BM i?i +QMbiBim2Mi Bb z2+i2/ M/ i?Bb 7BHm`2 Bb `2~2+i2/ BM i?2 Qp2`HH p2`;2X h?Bb K2i`B+ ǳ[mMiB}2b i?2 ?mKM T2`+2TiBQMb Q7 `2HiBp2Hv ++m`i2 Q` BM++m`i2 T`bBM;Ǵ UaKTbQM- kyyyVX /Bb/pMi;2 Q7 G Bb Bib b2MbBiBpBiv iQ i?2 MmK#2` Q7 #`+F2ib BM i?2 i`22bX GBM URNN3V T`QTQb2/ MQi?2` 2pHmiBQM bi`i2;v BM r?B+? i?2 +QMbiBim2Mi bi`m+@ im`2b `2 +QMp2`i2/ iQ /2T2M/2M+B2b- M/ i?2M i?2 /2T2M/2M+v `2HiBQMb Q7 i?2 2H2K2Mib rBi? i?2 ?2/b `i?2` i?M i?2 +QMbiBim2Mi #QmM/`B2b `2 K2bm`2/X AM i?Bb 2pHmiBQM K2i`B+- 2+? bBM;H2 rQ`/ Bb BMpQHp2/ BM i?2 2pHmiBQM- M/ Bi Bb 2bB2` iQ b2`+? 7Q` 2``Q`bX G#2H2/ M/ mMH#2H2/ ii+?K2Mib `2 irQ biM@ /`/ K2i`B+b 7Q` 2pHmiBM; i?2 /2T2M/2M+v `2HiBQMbX h?2 H#2H2/ ii+?K2Mi K2i`B+ K2bm`2b i?2 `iBQ Q7 `2HiBQMb rBi? i?2 +Q``2+i ?2/ M/ i?2 +Q``2+i /2T2M/2M+v H#2H iQ i?2 iQiH MmK#2` Q7 `2HiBQMbX h?2 mMH#2H2/ ii+?K2Mi K2i`B+ K2bm`2b i?2 `iBQ Q7 `2HiBQMb rBi? i?2 +Q``2+i ?2/ M/ /Bb`2;`/BM; i?2 /2T2M/2M+v H#2H iQ i?2 iQiH MmK#2` Q7 `2HiBQMbX jX9X9 S`2pBQmb aim/B2b QM S`bBM; S2`bBM h?2 H+F Q7 i`22#MF b /i `2bQm`+2 7Q` i?2 S2`bBM ;`KK` ?b K/2 Bi BKTQbbB#H2 iQ i`BM biiBbiB+H T`b2 7Q` S2`bBX h?Bb ?b `2bi`B+i2/ `2b2`+?2`b iQ MHvx2 i?2 b2Mi2M+2b i i?2 +?mMF H2p2H rBi? HBKBi2/ i`22 /2Ti? `i?2` i?M i?2 ?B2``+?B+H +QMbiBim2MibX b MQi?2` Hi2`MiBp2- i?2v ?p2 mb2/ i?2 `mH2@#b2/- b2KB@bmT2`pBb2/- Q` mMbmT2`pBb2/ T`b2`bX EBMB 2i HX UkyyNV mb2/ ?v#`B/ KQ/2H 7Q` +?mMFBM; S2`bBMX AM i?Bb T@ T`Q+?- }`bi `mH2@#b2/ +?mMF2` Bb mb2/ 7Q` H#2HBM; AMbB/2fPmibB/2f"2;BMMBM; b2;K2MibX L2ti- KmHiBHv2` T2`+2Ti`QM M2m`H M2irQ`F Bb 2tTHQBi2/ 7Q` i`BM@ BM; i?2 bvbi2K rBi? i?2 T`QpB/2/ +?mMFbX PM i?2 iQT Q7 i?2 M2m`H M2irQ`F- jX9X S_aAL: ee 7mxxv *@K2Mb +Hmbi2`BM; K2i?Q/ U"2x/2F 2i HX- RN39V Bb mb2/ 7Q` +?mMFBM; M2r b2Mi2M+2bX hQ i?2 #2bi Q7 Qm` FMQrH2/;2- i?2 bim/v Q7 aMK`/ M/ JibmKQiQ URN3eV Bb KQM; i?2 }`bi bim/B2b iQ /2p2HQT T`b2` 7Q` S2`bBMX h?2B` /2p2HQT2/ T`b2`- +HH2/ S1_aAa US1_bBM MHvaAaV- Bb `mH2@#b2/ T`b2` r`Bii2M BM GBbT iQ #`+F2i M BMTmi b2Mi2M+2 M/ iQ T`QpB/2 /2T2M/2M+v M2irQ`F 7Q` `2T`2b2MiBM; K2MBM;X h?2 /2T2M/2M+v M2irQ`F i?2v T`QpB/2/ Bb bBKBH` iQ i?2 +QM+2TimH /2T2M/2M+v BMi`Q/m+2/ #v a+?MF URNd8VX _Bb:?b2K URNNRV HbQ /2p2HQT2/ T`b2` iQ T`Q/m+2 i?2 +QM+2TimH /2T2M/2M+B2bX _2x2B URNNjV #mBHi M m;K2Mi2/ h`MbBiBQM L2irQ`F UhLV bvbi2K 7Q` T`b@ BM; S2`bBMX h?Bb bvbi2K Bb +QMbi`BMi@ M/ `mH2@#b2/ T`b2` i?i MHvx2b bm#biMiBH 7`;K2Mi Q7 S2`bBMX AM i?2 2ti2M/2/ p2`bBQM Q7 i?2 hL bvbi2K- i?2 mi?Q` mb2/ irQ@bi2T +QMbi`BMi@#b2/ T`bBM; r`Bii2M BM S`QHQ; iQ ?M/H2 b+`K#HBM; Q7 i?2 +QMbiBim2Mib BM HM;m;2b rBi? 7`22 +QMbiBim2Mi Q`/2` HBF2 S2`@ bBM U_2x2B- kyyyVX AM i?2 }`bi bi2T- i?2 BMTmi b2Mi2M+2 Bb T`iBHHv MHvx2/ i +?mMF H2p2H #b2/ QM *6: `mH2b- M/ i?2M iQ +Hmb2 H2p2H #b2/ QM M A. `mH2 Q` H2M2` T`2+2/2M+2 `mH2X LQDQmKBM UkyyjV /2p2HQT2/ T`b2` 7Q` S2`bBM rBi?BM i?2 GBM;"2M+? A.1T M bvbi2K r?B+? 7mM+iBQMb BM irQ H2p2Hb, KQ`T?QHQ;v M/ bvMitX h?2 GBM;"2M+? A.1T M bvbi2K Bb HM;m;2 BM/2T2M/2Mi T`b2` r?B+? rQ`Fb #b2/ QM i?2 +QK#BMiBQM Q7 _2+m`bBp2 h`MbBiBQM L2irQ`F U_hLV- 6BMBi2 aii2 miQKi U6aV- M/ hLX AM i?Bb bim/v- KQ`T?QHQ;B+H M/ bvMi+iB+ `mH2b `2 /2}M2/ 7Q` i?2 bvbi2KX JQMix2`B 2i HX UkyyeV /2p2HQT2/ `Q#mbi `mH2@#b2/ iQT@/QrM T`b2` r?B+? mb2b i?2 oBi2`#B H;Q`Bi?K UoBi2`#B- RNedV QM #B@;`Kb `2+Q;MBx2/ b ǵ#B@`mH2bǶX h?2 /2p2HQT2/ T`b2` Bb 7m`i?2` 2tTM/2/ M/ mb2/ 7Q` T`bBM; M@#2bi ?vTQi?2b2b Q7 bT22+? `2+Q;MBiBQM bvbi2K UJQKixB 2i HX- kyydVX .2?/`B M/ GQMb/H2 Ukyy3V /2p2HQT2/ T`b2` #b2/ QM GBMF:X AM MQi?2` bim/v Q7 BKTH2K2MiBM; GBMF: 7Q` S2`bBM- aDD/B M/ #/QHH?x/2"`7Q`Qmb? UkyyNV /2p2HQT2/ T`b2` i?i +Qp2`b 7`;K2Mi Q7 S2`bBM ;`KK`X vi UkyykV /2p2HQT2/ `mH2@#b2/ T`b2` 7Q` S2`bBM #b2/ QM >Sa:X JQ`2@ Qp2`- LBFM2D/ Ukyy3V BKTH2K2Mi2/ `mH2@#b2/ >Sa: T`b2` 2M`B+?2/ rBi? J_a U*QT2biF2 2i HX- kyyeV 7Q` S2`bBMĜ1M;HBb? K+?BM2 i`MbHiBQMX :?vQQKB M/ :mBHHmK2 UkyyNV BKTH2K2Mi2/ `mH2@#b2/ T`b2` iQ MHvx2 MQKBMH M/ /D2+iBpH T?`b2b #b2/ QM i?2 AMi2`+iBQM :`KK` US2``B2`- kyyyVX h?2v `2TQ`i2/ i?i G1PS_- i?2 T`b2` Q7 i?2 AMi2`+iBQM :`KK`- +M T`b2 HH bKTH2b Q7 i?2 T`QpB/2/ i2bi bmBi2 ++Q`/BM; iQ i?2 /2}M2/ `mH2bX JɃHH2` UkyRyV M/ JɃHH2` M/ :?vQQKB UkyRyV BKTH2K2Mi2/ 7`;K2Mi Q7 S2`bBM ;`KK` #b2/ QM >Sa: BM i?2 h_G1 bvbi2K US2MM- kyy9VX h?2 ;`KK` +QMiBMb +Q`2 ;`KK` b?`2/ KQM; b2p2`H HM;m;2b UJɃHH2`- jX8X alJJ_u ed kyRjVX "?`MB 2i HX UkyRRV /2p2HQT2/ `mH2@#b2/ T`b2` #b2/ QM :Sa:X `#bQ`F?B 2i HX UkyyNV mb2/ b2KB@bmT2`pBb2/ TT`Q+? iQ BM/m+2 S2`bBM ;`KK` #v 2KTHQvBM; i?2 :2M2iB+ H;Q`Bi?K UJBi+?2HH- RNN3VX 6BHB UkyyeV T`QTQb2/ ?BbiQ`v@#b2/ BMbB/2@QmibB/2 H;Q`Bi?K r?B+? Bb M 2ti2MbBQM QM i?2 Q`B;BMH AMbB/2@PmibB/2 H;Q`Bi?K UG`B M/ uQmM;- RNNyV 7Q` mMbmT2`pBb2/ ;`KK` BM/m+iBQMX h?2 T`QTQb2/ KQ/2H ?b #22M TTHB2/ QM S2`bBM M/ 1M@ ;HBb?X JB``Qb?M/2H M/ :?bb2KaMB Ukyy3V 2ti2M/2/ i?2 *QMbiBim2Mi *QMi2ti JQ/2H UEH2BM M/ JMMBM;- kyykV- M mMbmT2`pBb2/ T`bBM; KQ/2H- M/ mb2/ i?2 +QMi2ti ?BbiQ`v M/ i?2 +QMbiBim2Mi BM7Q`KiBQM Q7 T`2Mib 7Q` BM/m+BM; i?2 S2`@ bBM ;`KK` miQKiB+HHvX jX8 amKK`v AM i?Bb +?Ti2`- r2 KBMHv `2pB2r2/ i?2 i?2Q`2iB+H #+F;`QmM/ M/ i?2 T`2pBQmb bim/B2b QM r2HH@FMQrM ;`KK` 7Q`KHBbKb- 2bT2+BHHv >Sa: M/ i?2 S2`bBM >Sa:X 6m`i?2`KQ`2- r2 /Bb+mbb2/ i`22#MFBM;- T`bBM;- M/ i?2 T`bBM; 2pHm@ iBQM K2i`B+bX *?Ti2` 9 MMQiiBQM a+?2K2 7Q` >Sa:@#b2/ h`22#MFBM; 9XR AMi`Q/m+iBQM AM i?Bb +?Ti2`- r2 KBMHv 7Q+mb QM i?2 MMQiiBQM b+?2K2 `2[mB`2/ 7Q` /2@ p2HQTBM; Qm` i`22#MFX *QMi``v iQ i?2 MQ`KH >Sa: i?i rb /2b+`B#2/ BM a2+iBQM jXkXj- MQ 72im`2 bi`m+im`2b `2 mb2/ BM Qm` i`22#MF- #mi i?2 #bB+ T`QT2`iB2b Q7 i?2 7Q`KHBbK `2 bBKmHi2/X *QMb2[m2MiHv- r2 +HH Qm` /2p2HQT2/ i`22#MF M >Sa:@#b2/ i`22#MF `i?2` i?M M >Sa: i`22#MFX h?2 MMQ@ iiBQM b+?2K2 i?i Bb 2KTHQv2/ BM i?2 /2p2HQTK2Mi Q7 Qm` i`22#MF Bb /2}M2/ #b2/ QM i?2 #bB+ T`QT2`iB2b Q7 >Sa:X h?Bb +?Ti2` +QMiBMb 2B;?i b2+iBQMbX h?2 MMQiiBQM ibF M/ i?2 Q`/2` Q7 `2HBxBM; i?2 /2T2M/2M+v `2HiBQMb #2ir22M i?2 +QMbiBim2Mib i i?2 T?`bH M/ +HmbH H2p2Hb `2 2tTHBM2/ BM a2+iBQM 9XkX h?2 2H2K2Mib Q7 i?2 H2tB+H M/ T?`bH b2ib mb2/ BM i?2 i`22#MF `2 /2}M2/ BM a2+iBQM 9XjX h?2 2KTHQv2/ MMQiiBQM b+?2K2 7Q` T?`bH M/ +HmbH 2H2K2Mib `2 /Bb+mbb2/ BM a2+iBQMb 9X9 M/ 9X8X hQ KF2 i?2 /2b+`BTiBQMb T`2+Bb2- i?2 i`22 MHvb2b Q7 i?2 bKTH2b 7Q` i?2 i`;2i bvMi+iB+ +QMbi`m+iBQMb `2 /BbTHv2/X a2+iBQMb 9Xe M/ 9Xd //`2bb irQ HBM;mBbiB+ T?2MQK2M i?i KF2 i?2 MMQiiBQM Q7 b2Mi2M+2b p2`v /B{+mHi- MK2Hv 2HHBTbBb M/ /Bb+QMiBMmBivX h?2 +?Ti2` Bb bmKK`Bx2/ BM a2+iBQM 9X3X 9Xk MMQiiBQM a+?2K2 AM i?2 MMQiiBQM T`Q+2bb Q7 i`22#MF- i?2 MMQiiBQM b+?2K2 THvb KDQ` `QH2 BM T`Q/m+BM; biM/`/Bx2/ `2bmHiX h?Bb b+?2K2 +M #2 /2p2HQT2/ 2Bi?2` #b2/ QM Q` BM/2T2M/2Mi Q7 HBM;mBbiB+ 7Q`KHBbKX 6Q` Qm` i`22#MF- r2 2KTHQv eN 9XkX LLPhhAPL a*>1J1 dy i?2 MMQiiBQM b+?2K2 /2bB;M2/ 7Q` i?2 "mHh`22"MF UaBKQp- kyyjc Pb2MQp M/ aBKQp- kyyj- kyy9V- r?B+? `2HB2b QM >Sa: USQHH`/ M/ a;- RNN9VX q2 /Ti i?2 "mHh`22"MF MMQiiBQM b+?2K2 7Q` S2`bBMX AM i?2 /2bB;M2/ MMQiiBQM b+?2K2- MQ 72im`2 bi`m+im`2b `2 mb2/- M/ i?2 #bB+ T`QT2`iB2b Q7 >Sa: `2 bBKmHi2/X h?2 MMQiiBQM b+?2K2 2KTHQv2/ BM i?2 "mHh`22"MF BMpQHp2b i?2 +?`+i2`@ BbiB+b Q7 #Qi? +QMbiBim2M+v ?B2``+?B2b M/ /2T2M/2M+v `2HiBQMb 7Q` `2T`2b2MiBM; i?2 >Sa: bQ`i ?B2``+?v M/ T`BM+BTH2b pB 72im`2 ;`T?b iQ `2T`2b2Mi i?2 HBM@ ;mBbiB+ Q#D2+ib UaBKQp- kyyjVX 72im`2 ;`T? Bb }MBi2 bB;Mim`2 /2}M2/ BM EBM;Ƕb a_G UEBM;- RN3NV iQ `2T`2b2Mi M >Sa: ;`KK`X ++Q`/BM; iQ EBM;Ƕb a_G- Mim`H HM;m;2 Bb `2+Q;MBx2/ b b2i Q7 Q#D2+ib i?i b?QmH/ #2 BM@ i2`T`2i2/- M/ i?2 ;`KK` Q7 i?2 HM;m;2 Bb 2bb2MiBHHv b2i Q7 /2b+`BTiBQM Q7 i?Bb b2i Q7 Q#D2+ibX AM i?2 MMQiiBQM b+?2K2 Q7 i?2 "mHh`22"MF- i?2 72@ im`2 ;`T?b /2}M2/ b KQi?2`@/m;?i2` `2HiBQMb BM i?2 +QMbiBim2Mi bi`m+im`2 Q7 bB;Mb `2 i?2 #bB+ `2T`2b2MiiBQMb Q7 b2Mi2M+2 MHvbBbX h?2 +QMbiBim2Mi bi`m+im`2b 2M`B+?2/ rBi? i?2 KQi?2`@/m;?i2` `2HiBQMb `2 bBKBH` iQ MQ`KH T?`b2 bi`m+im`2 i`22bX h?2 H2tB+H Q` T?`bH H#2Hb QM i?2 MQ/2b +Q``2bTQM/ iQ i?2 +i2;Q`B2b Q7 i?2 bB;Mb- 2Bi?2` rQ`/ Q` T?`b2X h?2 ?2/@/m;?i2` `2HiBQMb U/2T2M/2M+v `2HiBQMbV `2 `2T`2b2Mi2/ b 7mM+iBQMH H#2Hb #2bB/2 i?2 +QMbiBim2MibǶ H#2HbX h?2 H#2Hb i?i `2T`2b2Mi i?2 /2T2M/2M+v `2HiBQMb `2, ǵǶ 7Q` i?2 >2/@/DmM+i `2HiBQM- ǵ*Ƕ 7Q` i?2 >2/@*QKTH2K2Mi `2HiBQM- ǵaǶ 7Q` i?2 >2/@am#D2+i `2HiBQM- M/ ǵ6Ƕ 7Q` i?2 >2/@6BHH2` `2HiBQMX 1+? rQ`/ ?b M `;mK2Mi bi`m+im`2 BM r?B+? i?2 MmK#2` M/ i?2 ivT2 Q7 i?2 `2[mB`2/ 2H2K2Mib `2 /2}M2/X h?2 rQ`/b r?B+? 7mM+iBQM b ?2/ THv p2`v BKTQ`iMi `QH2 BM +QMbi`m+iBM; bvMi+iB+ bi`m+im`2 M/ BM bbB;MBM; M TT`QT`Bi2 H#2H iQ i?2 +QMbiBim2MiX h?2 MHvb2b T`QpB/2/ 7Q` i?2 b2Mi2M+2b `2 #b2/ QM i?2 rQ`/bǶ HBM2` TT2`M+2- #mi i?2 MHvb2b KB;?i +Hb? #2+mb2 Q7 i?2 2ti`TQbBiBQM Q7 i?2 +QMbiBim2MibǶ 2H2K2MibX h?2 2ti`TQb2/ +QMbiBim2Mib `2 H#2H2/ ǵ.Bb+1Ƕ U.Bb+QMiBMmQmb 1ti`TQbBiBQMVX AM Qi?2` rQ`/b- i?Bb H#2H Bb mb2/ 7Q` i?2 /BbTH+2/ 2H2K2Mib r?B+? #2HQM; iQ i?2 `;mK2Mi bi`m+im`2 Q7 i?2 ?2/- M/ i?2v `2 /QKBMi2/ #v i?2 ?2/X h?2 >2/@ 6BHH2` `2HiBQM Bb /2}M2/ i i?2 iQTKQbi MQ/2 iQ #BM/ i?2 2ti`TQb2/ 2H2K2MibX *QMi``v iQ E2HH2` URNN8V- BM Qm` MMQiiBQM b+?2K2- #Qi? 2ti`TQbBM; M/ 7`QMiBM; `2 MHvx2/ rBi? QM2 QT2`iBQM- M/ i?2v `2 #QmM/ rBi? i?2 >2/@ 6BHH2`@a+?2KX h?2 2KTiv MQ/2 ǵMB/Ƕ UMQM BKK2/Bi2 /QKBMM+2V /2}M2b i?2 +MQMB+H TQbBiBQMb Q7 i?2 2ti`TQb2/ 2H2K2Mib- M/ +Q@`272`2MiBH BM/2t2b `2 mb2/ 7Q` HBMFBM; MB/b iQ i?2 2ti`TQb2/ 2H2K2MibX AM 7+i- i?2 MB/ MQ/2 7mM+iBQMb b i`+2 BM i?2 MHvb2bX h?2 /2`Bp2/ i`22b ++Q`/BM; iQ i?Bb b+?2K2 `2 T`QD2+iBp2X "b2/ QM i?2 bQ`i ?B2``+?v /2}M2/ BM Pb2MQp M/ aBKQp Ukyy9V- i?2 bQ`i 9XkX LLPhhAPL a*>1J1 dR 6B;m`2 9XR, :`T?B+H `2T`2b2MiiBQM Q7 H2tB+H 2H2K2Mib UV U#V U+V U/V 6B;m`2 9Xk, :`T?B+H `2T`2b2MiiBQM Q7 T?`bH 2H2K2Mib bB;M +M #2 2Bi?2` rQ`/ Q` T?`b2X h?2 rQ`/ bB;M Bb mM`v #`M+?BM; rBi? H2tB+H Bi2K b Bib bQH2 /m;?i2`- b /BbTHv2/ BM 6B;m`2 9XRX h?2 /m;?i2`b Q7 i?2 T?`b2 bB;M +M #2 rQ`/b Q` T?`b2b- b /2KQMbi`i2/ BM 6B;m`2 9XkX h?Bb 7`;K2Mib Q7 i`22b b?QmH/ #2 `2/ `B;?i@iQ@H27i- #2+mb2 S2`bBM Bb `B;?i@iQ@H27i HM;m;2X h?2 T?`b2 bB;M +M +QMiBM T?`bH 2H2K2Mib BM 6B;m`2b 9Xk M/ 9Xk#- H2tB+H 2H2K2Mib BM 6B;m`2 9Xk+- Q` i?2 +QK#BMiBQM Q7 i?2 irQ BM 6B;m`2 9Xk/X AM //BiBQM iQ i?2b2 bB;Mb- i?2 mM`v #`M+?BM; 7mM+iBQMH 2H2K2Mib- MK2Hv MB/- .Bb+1- S`;KiB+R - a- M/ _PPh 2H2K2Mib `2 //2/ iQ i?2 bB;M b2iX //BiBQMHHv- b2i Q7 mM`v #`M+?BM; 2H2K2Mib i?i /2i2`KBM2b i?2 ivT2 Q7 +HmbH bim`i2/ p2`# T?`b2b Bb //2/ iQ i?2 bB;M b2i BM i?2 "mHh`22"MFX h?2 ?2/@/2T2M/2M+v `2HBxiBQMb `2 ;Qp2`M2/ #v i?2 A. a+?2Kb- M/ i?2v `2 `2bi`B+i2/ iQ i?2 #2HQr b2[m2M+2 i?`Qm;?Qmi i?2 /2p2HQTK2Mi Q7 i?2 "mHh`22"MF UaBKQp M/ Pb2MQp- kyyj- a2+X jV- BX 2X i?2 b+?2Kb `2 T`BQ`BiBx2/ ++Q`/BM; iQ i?Bb b2[m2M+2 iQ +QK#BM2 i?2 2H2K2Mib M/ iQ /2i2`KBM2 i?2 ivT2 Q7 i?2 ?2/@/m;?i2` /2T2M/2M+v `2HiBQMb, Complement → Subject → Adjunct R Ai Bb 7mM+iBQMH H#2H iQ BM/B+i2 i?i i?Bb 2H2K2Mi ?b T`;KiB+ 7mM+iBQMX 9XkX LLPhhAPL a*>1J1 dk h?Bb b2[m2M+2 `2+Q;MBx2/ b bi`QM; +QMbi`BMi K2Mb i?i i?2 `2HBxiBQM Q7 Q#HB;iQ`v `;mK2Mib U+QKTH2K2MibV Qi?2` i?M i?2 bm#D2+i ?b iQ T`2+2/2 i?2 `2HBxiBQM Q7 i?2 >2/@am#D2+i `2HiBQM- M/ i?2 `2HBxiBQM Q7 i?2 Q#HB;iQ`v `;mK2Mib BM ;2M2`H ?b iQ T`2+2/2 i?2 `2HBxiBQM Q7 >2/@/DmM+i `2HiBQMX h?2 >2/@6BHH2` `2HiBQM Bb QMHv mb2/ 7Q` #BM/BM; i?2 2ti`TQb2/ 2H2K2Mib r?B+? #2HQM; iQ i?2 `;mK2Mi bi`m+im`2 Q7 H2tB+H 2H2K2MiX Ai b?QmH/ #2 //2/ i?i i?Bb +QMbi`BMi 7Q` T`BQ`BiBxBM; i?2 `2+Q;MBiBQM Q7 i?2 /2T2M/2M+B2b /Q2b MQi 2tBbi BM >Sa: r?2`2 +QHH2+iBQM Q7 +QMbi`BMib rBi?Qmi bT2+B}+ Q`/2` Q7 TTHB+iBQM Bb /2}M2/X b K2MiBQM2/ BM a2+iBQM jXj- i?2`2 `2 irQ ;QHb #2?BM/ i?2 /2p2HQTK2Mi Q7 i`22#MFX A7 i?2 2M/ mb2`b Q7 i?2 /i bQm`+2 `2 +QKTmiiBQMH HBM;mBbib r?Q BK i T`Q+2bbBM; i?2 HM;m;2 miQKiB+HHv 7Q` TTHB+iBQMb HBF2 T`bBM;- i?2 MMQiiBQM Q7 i?2 /i b?QmH/ #2 bBKTH2 rBi? KBMBKmK +QKTH2tBiv- M/ Bi b?QmH/ #2 HBKBi2/ iQ i?2 HBM2` rQ`/ Q`/2`X A7 i?2 2M/ mb2`b `2 HBM;mBbib r?Q bim/v HBM;mBbiB+ i?2Q`B2b M/ i2bi ?vTQi?2b2b- i?2 /i bQm`+2 b?QmH/ +QMiBM BM7Q`KiBQM r?B+? HHQrb i?2K iQ b2`+? 7Q` bT2+B}+ HBM;mBbiB+ T?2MQK2MQM BM i?2 +Q`TmbX *QMb2[m2MiHv- `B+? /i bQm`+2 b?QmH/ #2 T`QpB/2/ BM bm+? rv iQ K22i i?2 M22/b Q7 i?2 irQ ;`QmTb Q7 BMp2biB;iQ`bX h?2 +QMbi`BMi T`QTQb2/ #v aBKQp M/ Pb2MQp Ukyyj- a2+X jV iQ T`BQ`BiBx2 +QK#BMBM; i?2 2H2K2Mib Bb ?`KH2bb 7Q` HM;m;2b rBi? }t2/ +QMbiBim2Mi Q`/2`X b `2bmHi- i?2 /2p2HQT2/ /i b2i #b2/ QM i?Bb +QMbi`BMi +M #2 mb2/ 7Q` #Qi? +QKTmiiBQMH M/ HBM;mBbiB+ TTHB+iBQMbX lbBM; i?Bb +QMbi`BMi 7Q` HM;m;2b rBi? 7`22 Q` `2HiBp2Hv 7`22 +QMbiBim2Mi Q`/2`- ?Qr2p2`- BM+`2b2b i?2 /2;`22 Q7 i?2 MMQiiBQM +QKTH2tBivX h?2 `2bQM 7Q` BM+`2bBM; i?2 /2;`22 Q7 +QKTH2tBiv Bb i?i i?2 MmK#2` Q7 bi`m+im`2b rBi? 2ti`TQbBiBQM M/ b+`K#HBM; BM+`2b2bX aBM+2 i?2 +MQMB+H TQbBiBQMb Q7 i?2 2ti`TQb2/ M/ b+`K#H2/ 2H2K2Mib `2 /2i2`KBM2/ #v i`+2b BM i?2 bvMi+iB+ MHvb2b iQ 7QHHQr i?Bb +QMbi`BMi- i?2 MmK#2` Q7 i`+2b BM+`2b2bX *QMb2[m2MiHv- i?2 TTHB+#BHBiv Q7 i?2 /i bQm`+2 7Q` +QKTmiiBQMH TTHB+iBQMb rBHH #2 HBKBi2/X JQ`2Qp2`- i?2 /2+BbBQM QM i?2 +MQMB+H TQbBiBQM Q7 +QMbiBim2Mib- bm+? b T`2TQbBiBQMH T?`b2b Bb K#B;mQmb M/ mM/2+B/#H2X h?2 /pMi;2 Q7 T`QpB/BM; bm+? MHvb2b Bb mb27mH 7Q` HBM;mBbiB+ BMp2biB;iBQMb r?B+? HHQr HBM;mBbib iQ b2`+? 7Q` bT2+B}+ T?2MQK2MQM BM i?2 i`;2i HM;m;2 M/ iQ }M/ Qmi ?Qr 7`2[m2Mi i?2 T?2MQK2MQM Bb BM i?2 i`;2i HM;m;2X aBM+2 r2 BK i /2p2HQTBM; KmHiBTm`TQb2 /i b2i iQ #2 mb2/ 7Q` +QKTmiiBQMH M/ HBM;mBbiB+ Tm`TQb2b- r2 KQ/B7v i?2 T`QTQb2/ +QMbi`BMi M/ /Ti i?2 +QMbi`BMi ++Q`/BM; iQ i?2 `2[mB`2K2Mib Q7 i?2 S2`bBM HM;m;2X aBM+2 BM S2`bBM- bm#D2+i- +QKTH2K2Mi- Q` iQTB+ KB;?i /`QT- r2 // i?`22 KQ`2 bT2+B}+ `2HiBQMb iQ i?2 HBbi Q7 i?2 /2T2M/2M+v `2HiBQMb iQ +Qp2` i?2b2 T?2MQK2MX h?2 +QKTH2i2 HBbi Q7 i?2 `2+Q;MBx2/ /2T2M/2M+v `2HiBQMb BM Qm` i`22#MF 7Q` S2`bBM `2 i?2 >2/@am#D2+i- >2/@*QKTH2K2Mi- >2/@/DmM+i- 9XkX LLPhhAPL a*>1J1 dj >2/@6BHH2`- >2/@am#D2+i@.`QT Ua.V- >2/@*QKTH2K2Mi@.`QT U*QKT.V- M/ >2/@hQTB+@.`QT Uh.V `2HiBQMbX h?2`2 Bb +Hbb Q7 /DmM+i 2H2K2Mib- bm+? b /p2`#b M/ +QMDmM+iBQMb- r?B+? ?p2 rB/2 b+QT2 M/ +Qp2` i?2 r?QH2 b2Mi2M+2 `i?2` i?M i?2 HQ+H +QMi2tiX 6Q` BMbiM+2- i?2 b+QT2 Q7 i?2 /p2`# ǵͬŮŹǶ f?iif ǵ2p2MǶ BM 1tKTH2 9XR Bb i?2 r?QH2 b2Mi2M+2 b `2T`2b2Mi2/ BM i?2 i`22 /B;`KX h?2b2 2H2K2Mib `2 `2HBx2/ 7i2` i?2 `2HBxiBQM Q7 i?2 >2/@am#D2+i `2HiBQMX U9XRV ſƄȕǀ ŬŨźƑ ƿƼ Ťŧ ͬƹơ ͬŮŹ ?ii HB # KM bQ?#i M@F`/ 2p2M HB rBi? A iHF L1:@/B/Xja: ǵ1p2M HB /B/ MQi iHF iQ K2XǶ X aX X oS X SlL* X .o X X oSa X XX X ?ii X LX X oS* X X HB X X SS* X X Jo X S_1S X S_PL X LX oX X X # X KM X X bQ?#i X MF`/ X q2 KQ/B7v i?2 +QMbi`BMi T`QTQb2/ #v aBKQp M/ Pb2MQp Ukyyj- a2+X jV M/ /Ti Bi 7Q` i?2 S2`bBM i`22#MF iQ T`BQ`BiBx2 `2HBxiBQM Q7 i?2 /2T2M/2M+v `2HiBQMb,       Complement     Subject   Complement − Drop → Subject − Drop → F iller → Adjunct         Adjunct T opic − Drop h?Bb +QMbi`BMi K2Mb i?i i?2 `2HBxiBQM Q7 2Bi?2` >2/@*QKTH2K2Mi Q` >2/@/DmM+i `2HiBQM ?b iQ T`2+2/2 i?2 `2HBxiBQM Q7 bm#D2+i- /`QTT2/ bm#D2+i- Q` /`QTT2/ iQTB+X A7 i?2 /DmM+i ?b rB/2 b+QT2- Bi Bb `2HBx2/ 7i2` i?2 `2HBxiBQM Q7 i?2 >2/@am#D2+i `2HiBQMX 6Q` /Bb+QMiBMmQmb +QMbi`m+iBQMb- i?2 >2/@6BHH2` `2HiBQM Bb TTHB2/ bQH2Hv 7i2` i?2 `2HBxiBQM Q7 i?2 >2/@am#D2+i `2HiBQMX aBM+2 i?2 +QMbiBim2Mi Q`/2` BM S2`bBM Bb `2HiBp2Hv 7`22 M/ i?2 2H2K2Mib KB;?i b+`K#H2- r2 KF2 i?2 `2HBxiBQM Q7 i?2 >2/@*QKTH2K2Mi M/ >2/@ /DmM+i `2HiBQMb ~2tB#H2- M/ 2Bi?2` Q7 i?2 `2HiBQMb +M #2 `2HBx2/ #b2/ QM i?2B` HBM2` TT2`M+2 BM b2Mi2M+2X Ai b?QmH/ #2 K2MiBQM2/ i?i i?2 /2}M2/ ?2/@/m;?i2` `2HiBQMb BM Qm` i`22#MF `2Hv KBMHv QM i?2 >Sa: 7Q`KHBbK BMi`Q/m+2/ #v SQHH`/ M/ a; URNN9V M/ i?2 "mHh`22"MF 2tT2`B2M+2 UPb2MQp M/ aBKQp- kyyjVX h?Bb b2i Q7 ?2/@/m;?i2` `2HiBQMb /Bz2`b bHB;?iHv 7`QK i?2 9XkX LLPhhAPL a*>1J1 d9 ?2/@/m;?i2` `2HiBQMb BKTH2K2Mi2/ BM i?2 S2`bBM >Sa: #v JɃHH2` UkyRyV M/ JɃHH2` M/ :?vQQKB UkyRyVX AM i?2B` BKTH2K2MiiBQM i?2 >2/@am#D2+i@ a+?2K /Q2b MQi 2tBbi KQM; i?2 ?2/@/m;?i2` `2HiBQMb- #mi BM Qm` MMQiiBQM b+?2K2 r2 ?p2 BiX JQ`2Qp2`- r2 /Q MQi mb2 i?2 >2/@*Hmbi2`@a+?2K /2}M2/ BM i?2B` ;`KK`X h?2 i`22 /B;`K BM 1tKTH2 9Xk b?Qrb ?Qr i?2 ?2/@/2T2M/2M+v `2HiBQMb `2 `2HBx2/X b +M #2 b22M- }`bi i?2 >2/@*QKTH2K2Mi `2HiBQM Bb `2HBx2/- i?2M i?2 >2/@/DmM+i `2HiBQM- M/ }MHHv i?2 >2/@am#D2+i `2HiBQMX U9XkV ſţſ ƿƼ ǃŧ ţƃ ťŤŮȔ ƅǆƄɓſ ǆţ m /B`mx F2i# ` #2 KM // ?2fb?2 v2bi2`/v #QQF .PJ iQ K2 ;p2Xja: ǵ>2fb?2 v2bi2`/v ;p2 i?2 #QQF iQ K2XǶ X aX X oSa X SlL* X S_PL X X oS X XX X mX .o X X oS* X X /B`mx X LS*X (*a1 X ++) X oS* X LX SQbiS X X SS* X oX X X F2i# X `X S_1S X S_PL X // X X X #2 X KM X h?2 i`22 /B;`K BM 1tKTH2 9Xj `2T`2b2Mib ?Qr i?2 ?2/@/2T2M/2M+v `2HiBQMb 7Q` am#D2+i@.`QT M/ *QKTH2K2Mi@.`QT `2 `2HBx2/X U9XjV ŬƭȡͬƼ ƿƼ ǃŧ ƀɓŤŧ Ŭƍţſ ͬƬƄŹ Ƅȡţ ;` ?`7@B /Ȓi #v/ #2 KM KB@;Q7i B7 rQ`/@AL.16 ?/Xja: b?QmH/ iQ K2 AJS6@bB/Xja: ǵA7 ?2fb?2 ?/ rQ`/- ?2fb?2 b?QmH/ ?p2 bB/ (Bi) iQ K2XǶ X aX X oS X SlL* X X *G X oSa. X XX .o X oSa. X X oS* X ;` X X oS* X ls X oS*QKT. X X L (*GAhA* X v) oX #v/ X X oS* X X X X ?`7 X /Ȓi X X SS* X oX S_1S X S_PL X KB;Q7i X X X #2 X KM X 9XkX LLPhhAPL a*>1J1 d8 h?2 i`22 /B;`K BM 1tKTH2 9X9 b?Qrb i?2 ?2/@/2T2M/2M+v `2HiBQM 7Q` hQTB+@ .`QTX U9X9V ŬƉţǂƀƍ ǃŮƊ΄ƍƃǆ ƀɔƽŹ ǃȔ ŬƉţ ƣǆƃſ /Q`m[ bi F2 ?KB/ p`Ȓ2Fbi2 ȒQ/2@bi HB2 Bb i?i >KB/ #MF`mTi #2+QK2@ja: ǵ(Ai) Bb HB2 i?i >KB/ Bb #MF`mTi2/XǶ X aX X oS6 X SlL* X X oSh. X .Bb+1 X XX .S* X X oS* X X *G_ X 1 X MB/X 1 LX oX *PLC X X oSa X /Q`m[ X X X F2X bi LX X Jo X X X X ?KB/ X oX oX X X p`Ȓ2Fbi2 X ȒQ/2bi X h#B#x/2? UkyRk- TTX RyĜRjV ?b }M2` +HbbB}+iBQM Q7 ?2/@/2T2M/2M+v `2HiBQMb bm+? i?i +QKTH2K2Mib +M #2 Q#HB;iQ`v Q` QTiBQMH- M/ /DmM+ib +M #2 ;2M2`H Q` bT2+B}+X AM i?Bb pB2r- +QKTH2K2Mib #2HQM; iQ i?2 `;mK2Mi bi`m+im`2 Q7 i?2 ?2/- M/ i?2 ?2/ +QMi`QHb i?2 MmK#2` M/ i?2 ivT2 Q7 i?2 `;mK2Mib- r?BH2 /DmM+ib /Q MQi #2HQM; iQ i?2 `;mK2Mi bi`m+im`2 Q7 i?2 ?2/- M/ i?2 ?2/ ?b MQ +QMi`QH Qp2` i?2KX hQ KF2 i?2 Q#HB;iQ`v +QKTH2K2Mib /BbiBM+i- h#B#x/2? 2tT`2bb2b i?i i?2 H+F Q7 i?2b2 2H2K2Mib KF2b i?2 b2M@ i2M+2 mM;`KKiB+H- #mi QTiBQMH +QKTH2K2Mib /Q MQi ?p2 bm+? T`QT2`ivX aT2+B}+ /DmM+ib r?B+? ?p2 M``Qr b+QT2 ?p2 bT2+BH b2KMiB+ `2HiBQM rBi? i?2 ?2/- M/ Mv FBM/ M/ Mv MmK#2` Q7 i?2K +M #2 mb2/ BM Mv Q`/2`X :2M@ 2`H /DmM+ib- QM i?2 Qi?2` ?M/- ?p2 rB/2 b+QT2 M/ i?2v KQ/B7v +QMbiBim2Mi i?i /QKBMi2b i?2 KtBKH T`QD2+iBQM BM r?B+? Bi Q++m`bX 1tKTH2 9X8 7`QK h#B#x/2? UkyRk- TX RkV BHHmbi`i2b i?2b2 7Qm` ivT2b Q7 ?2/@/2T2M/2M+B2bX AM i?Bb 2tKTH2- i?2 ?2/ Q7 i?2 b2Mi2M+2 Bb i?2 p2`# ǵſţſ ƷɓǇźŭǶ fi?pBH //f ǵ/2HBp@ 2`2/ǶX h?2 Q#HB;iQ`v +QKTH2K2Mib `2 ǵͬƹơǶ fHBf ǵHBǶ M/ ǵţƃ ťŤŮȔǶ fF2i# `f ǵi?2 #QQFǶ- M/ i?2 QTiBQMH +QKTH2K2Mi Bb ǵƿƼ ǃŧǶ f#2 KMf ǵiQ K2ǶX h?2 ;2M2`H /DmM+i Bb ǵƅǆƄɓſǶ f/B`mxf ǵv2bi2`/vǶ- M/ i?2 bT2+B}+ /DmM+i Bb ǵƷɔƼ ŤŧǶ f# K2vHf ǵrBi? TH2bm`2ǶX U9X8V ſţſ ƷɓǇźŭ ƿƼ ǃŧ ƷɔƼ Ťŧ ţƃ ťŤŮȔ ƅǆƄɓſ ͬƹơ HB /B`mx F2i# ` # K2vH #2 KM i?pBH // HB v2bi2`/v #QQF .PJ rBi? TH2bm`2 iQ A /2HBp2`v ;p2Xja: ǵHB v2bi2`/v /2HBp2`2/ i?2 #QQF iQ K2 rBi? TH2bm`2XǶ 9XjX G1sA*G L. S>_aG 1G1J1Lha de h#B#x/2? 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X SlL* X X oS* X XX LS*X (*a1 X ++) X Jo X LX SQbiS X S_1S X oX X X F2i# X `X X #` X /ȒiK X 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3y AM 1tKTH2 9Xd- i?2 p2`# ǵƾſţſǶ f//Mf ǵ;Bp2Ƕ `2[mB`2b irQ Q#D2+ib U /B`2+i Q#D2+i M/ M BM/B`2+i Q#D2+iV M/ bm#D2+i BM Bib `;mK2Mi bi`m+im`2X h?2 MQmM ǵťŤŮȔǶ fF2i#f ǵ#QQFǶ Bb K`F2/ rBi? i?2 /B`2+i Q#D2+i K`F2` M/ Bi Bb `2HBx2/ b i?2 /B`2+i Q#D2+i- M/ i?2 T`2TQbBiBQMH T?`b2 Bb `2HBx2/ b i?2 BM/B`2+i Q#D2+iX h?2 mM`v #`M+?BM; MQ/2 H#2H2/ ǵoSa.Ƕ Bb mb2/ 7Q` }HHBM; i?2 bm#D2+i `;mK2Mi- M/ i?2 MQ/2 b?`2b H2tB+H T`QT2`iB2b `2i`B2p2/ 7`QK i?2 p2`# +QMDm;iBQMX U9XdV ƺſţſ ǆţ ǃŧ ţƃ ťŤŮȔ F2i# ` #2 m //@K #QQF .PJ iQ ?2fb?2 ;p2XRa: ǵA ;p2 i?2 #QQF iQ ?BKf?2`XǶ X aX oSa. 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M BM/2}MBi2 /2i2`KBM2`X h?2 H2t2K2 ǵ΁ɓǶ fv2Ff ǵ- M- QM2Ƕ +M 7mM+iBQM #Qi? b MmK#2` M/ M BM/2}MBi2 /2i2`KBM2`- #mi BM i?2 "BDMF?M *Q`Tmb MQ /BbiBM+iBQM Bb K/2 #2ir22M i?2K M/ i?2v `2 bbB;M2/ i?2 SPa i; ǵLlJǶ UMmK#2`V- M/ i?2 TQbi@MQKBMH BM/2}MBi2 K`F2` ǵͬƧǶ f@Bf Bb 2M+Q/2/ b +HBiB+ BM i?2 SPa i; Q7 i?2 ?QbiX AM i?2 MMQiiBQM Q7 i?2 b2Mi2M+2b- r2 F22T i?2 Q`B;BMH SPa i;X U9X3V Ŭƍţſ ťŤŮȔ ΁ɓ ǆţ m v2F F2i# /Ȓi ?2fb?2 QM2 #QQF ?/Xja: ǵ>2fb?2 ?/ #QQFXǶ X aX X oSa X SlL* X S_PL X X oS* X XX X mX X LS X oX LlJ X LX /Ȓi X v2F X F2i# X X X 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3R U9XNV Ŭƍţſ ͬƧŧŤŮȔ ǆţ m F2i#B /Ȓi ?2fb?2 #QQFXAL.16 ?/Xja: ǵ>2fb?2 ?/ #QQFXǶ X aX X oSa X SlL* X S_PL X X oS* X XX X mX L (*GAhA* X v) oX X X F2i# X /Ȓi X AM 1tKTH2 9XRy- i?2 p2`# ǵƿŮƭȡǶ f;Q7iMf ǵbv- i2HHǶ `2[mB`2b bm#D2+i- M BM/B`2+i Q#D2+i- M/ +HmbH +QKTH2K2Mi BM Bib `;mK2Mi bi`m+im`2X h?2 T`2TQ@ bBiBQMH T?`b2 ?2/2/ rBi? i?2 T`2TQbBiBQM ǵǃŧǶ f#2f ǵiQǶ Bb `2HBx2/ b Bib +QKTH2@ K2Mi- M/ i?2 +Hmb2 K`F2/ rBi? i?2 +QKTH2K2MiBx2` ǵǃȔǶ fF2f ǵi?iǶ Bb `2HBx2/ b Bib b2+QM/ +QKTH2K2MiX q2 mb2 i?2 H#2H ǵ*G*Ƕ iQ /2i2`KBM2 i?i i?2 bm#@ Q`/BMi2 +Hmb2 Bb K`F2/ rBi? i?2 +QKTH2K2MiBx2` M/ i?2 +Hmb2 Bb `2HBx2/ b i?2 +QKTH2K2Mi Q7 i?2 p2`#X h?2 mM`v #`M+?BM; MQ/2 H#2H2/ ǵoSa.Ƕ Bb mb2/ 7Q` }HHBM; i?2 bm#D2+i `;mK2Mi- M/ Bi b?`2b H2tB+H T`QT2`iB2b `2i`B2p2/ 7`QK i?2 p2`# +QMDm;iBQMX U9XRyV ƻŮƍţſ Ƅŧ ţƃ ťŤŮȔ ǃȔ ƻŮƭȡ ǆţ ǃŧ #2 m ;Q7i@K F2 F2i# ` #` /Ȓi@K iQ ?2fb?2 bB/@Ra: i?i #QQF .PJ S_h ?/@Ra: ǵA bB/ iQ ?BKf?2` i?i A TB+F2/ mT i?2 #QQFXǶ X aX oSa. X SlL* X X oS* X XX X SS* X X oS* X S_1S X S_PL X oX X *G* X X #2 X mX X ;Q7iK X *PLC X oSa. X X F2X X oS* X LS*X (*a1 X ++) X Jo X LX SQbiS X S_1S X oX X X X F2i# X `X X #` X /ȒiK X AM 1tKTH2 9XRR- i?2 p2`# ǵƾſǇŧǶ f#m/Mf ǵ#2Ƕ Bb +QTmH M/ Bi Hrvb `2[mB`2b T`2/B+iBp2 +QKTH2K2Mi M/ bm#D2+i BM Bib `;mK2Mi bi`m+im`2X 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3k h?2 TQi2MiBH T`2/B+iBp2 +QKTH2K2Mib `2 /D2+iBpH T?`b2b- /p2`#BH T?`b2b- T`2TQbBiBQMH T?`b2b- M/ MQmM T?`b2bX AM S2`bBM- MQmM T?`b2b- Q` /2i2`@ KBM2` T?`b2b i?i `2 MQi K`F2/ rBi? ǵţƃǶ f`f M/ ;`22 rBi? i?2 p2`# BM T2`bQM M/ MmK#2` `2 `2+Q;MBx2/ b i?2 b2Mi2MiBH bm#D2+iX q?2M i?2 Qp2`i bm#D2+i Bb mb2/ BM i?2 b2Mi2M+2- i?2 >2/@am#D2+i `2HiBQM Bb 2KTHQv2/ M/ i?2 H#2H ǵoSaǶ Bb bbB;M2/ iQ i?2 KQi?2` MQ/2X U9XRRV ſǇŧ ƿƼ ŬƉǆſ ǆţ m /mbiX2 KM #m/ ?2fb?2 7`B2M/X1w A rb ǵ>2fb?2 rb Kv 7`B2M/XǶ X aX X oSa X SlL* X S_PL X X oS* X XX X mX X LS* X oX L (*GAhA* X 2x72) S_PL X #m/ X X X /mbi X KM X h?2 GB;?i o2`# *QMbi`m+iBQM h?2`2 `2 bBKTH2 M/ +QKTQmM/ p2`#b BM S2`bBMX h?2`2 `2 MmK#2` Q7 bim/@ B2b QM i?2 +QMbi`m+iBQM Q7 +QKTQmM/ p2`#b BM S2`bBM- bm+? b E`BKB URNNdV- .#B`JQ;?//K URNNdV- E`BKB.QQbiM URNNdV- h#i#vB Ukyy8V- :2`/2b M/ aKp2HBM Ukyy3V- JɃHH2` UkyRyV- ";?2`#2v;B M/ a?Kb7`/ UkyRkV- aH2?B 2i HX UkyRkV- M/ hbHBKBTQQ` 2i HX UkyRkVX *QKTQmM/ p2`#b `2 +QKTQb2/ Q7 T`2@p2`#H 2H2K2Mi M/ HB;?i p2`#X h?2 /BbiBM+iBQM #2ir22M +QKTQbBiBQMH Q` MQM@+QKTQbBiBQMH HB;?i p2`# +QMbi`m+iBQMb Bb Qmi Q7 i?2 b+QT2 Q7 Qm` bim/v- #mi BM i?2 MMQiiBQM Bi b?QmH/ #2 /2i2`KBM2/ KBMBKHHv i?i i?2 T`2@p2`#H M/ HB;?i p2`# 2H2K2Mib 7Q`K +QKTQmM/ p2`#X h?2`27Q`2- r2 /Q MQi mb2 i?2 >2/@*Hmbi2`@a+?2K BM UJɃHH2`- kyRyc JɃHH2` M/ :?vQQKB- kyRyV 7Q` HB;?i p2`# +QMbi`m+iBQMbX h?2 KQbi 7`2[m2Mi HB;?i p2`#b `2 UEH#bbB- kyyRV, ǵƾƀƼŗǶ fK/Mf ǵ+QK2Ƕ ǵƾƀǀţǇŽǶ ftM/Mf ǵ`2/Ƕ ǵƾƀƍǶ fȒQ/Mf ǵ#2+QK2Ƕ ǵƾſƃǆŗǶ fp`/Mf ǵ#`BM;Ƕ ǵƾſƃǇŽǶ ftQ`/Mf ǵ2iǶ ǵƾƀɔƎȔǶ fF2ȒB/Mf ǵTmHHǶ ǵƾſŤŮƬţǶ fQ7i/Mf ǵ7HHǶ ǵƾſţſǶ f//Mf ǵ;Bp2Ƕ ǵƾſƄȔǶ fF`/Mf ǵ/QǶ ǵƿŮŽţƀǀţǶ fM/tiMf ǵ/`QTǶ ǵƿŮƍţſǶ f/ȒiMf ǵ?p2Ƕ ǵƿŮƍţƂȡǶ f;QxȒiMf ǵTmiǶ ǵƾſƄŧǶ f#Q`/Mf ǵiF2Ƕ ǵƾƀɓſǶ f/B/Mf ǵb22Ƕ ǵƿŮƬƄȡǶ f;2`27iMf ǵ;2iǶ ǵƿŮƊŧǶ f#biMf ǵ+HQb2Ƕ ǵƿŮƬƃǶ f`7iMf ǵ;QǶ ǵƿŮƭȡǶ f;Q7iMf ǵbv- i2HHǶ ǵƾƀɔƍŤǪǶ fTȒB/Mf ǵ/BbT2`b2Ƕ ǵƾſƅǶ fx/Mf ǵ?BiǶ ǵƿŮƬŤɓǶ fv7iMf ǵ}M/Ƕ 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3j AM i?2 MMQiiBQM Q7 +QKTQmM/ p2`#b- r2 mb2 i?2 H#2H ǵJoǶ iQ 2tT`2bb i?i i?2 irQ 2H2K2Mib `2 i`2i2/ M/ MMQii2/ b +QKTQmM/ p2`#X q?2i?2` i?2`2 Bb HQM; /BbiM+2 #2ir22M T`2@p2`#H 2H2K2Mib M/ i?2 HB;?i p2`#b- i?2`2 `2 irQ bvMi+iB+ +QMbi`m+iBQMb 7Q` +QKTQmM/ p2`#bX A7 i?2 +QKTQmM/ p2`#b `2 KQ`2 H2tB+HBx2/- i?2v `2 H2bb bTHBii#H2 b Bb i?2 +b2 rBi? i?2 MQmM ǵƺŤŶǀţǶ fMŰKf ǵT2`7Q`KǶ M/ i?2 HB;?i p2`# ǵƾſţſǶ f//Mf ǵ;Bp2Ƕ BM 1tKTH2 9XRkX U9XRkV ſţſ ƺŤŶǀţ ţƃ ƃŤȔ ƾŗ ǆţ m M F` ` MŰK // ?2fb?2 i?i ibF .PJ T2`7Q`K ;p2Xja: ǵ>2fb?2 /B/ i?i ibFXǶ X aX X oSa X SlL* X S_PL X X oS* X XX X mX .S* X (*a1 X ++) X Jo X X.S* X SQbiS X LX oX .1J X LX `X MŰK X // X X X X M X F` X A7 i?2 +QKTQmM/ p2`#b `2 H2bb H2tB+HBx2/- i?2`2 KB;?i #2 HQM; /BbiM+2 #2@ ir22M i?2 T`2@p2`#H 2H2K2Mi M/ i?2 HB;?i p2`#X AM i?2b2 +b2b- i?2 T`2@p2`#H 2H2K2Mi /QKBMi2b i?2 BMi2`p2MBM; 2H2K2Mib b `2T`2b2Mi2/ BM i?2 i`22 MH@ vb2b Q7 1tKTH2b 9XRj M/ 9XR9 r?2`2 i?2 MQmMb ǵŦɔƉŗǶ fbB#f ǵ/K;2Ƕ M/ ǵǂſŤƼŗǶ fK/2f ǵ`2/vǶ `2 bTHBi 7`QK i?2 HB;?i p2`#b ǵƾƀɓſǶ f/B/Mf ǵb22Ƕ M/ ǵƾſƄȔǶ fF`/Mf ǵ/QǶ- `2bT2+iBp2HvX AM i?2 i`22 /B;`K Q7 1tKTH2 9XRj- i?2 MQmM ǵŦɔƉŗǶ fbB#f ǵ/K;2Ƕ Bb KQ/B}2/ #v i?2 /D2+iBp2 ǵƾţǆţƄƬǶ f7`pMf ǵ HQiǶ- r?B+? Bb TT2`2/ #2ir22M i?2 T`2@p2`#H 2H2K2Mi M/ i?2 HB;?i p2`#X aBM+2 i?2 T`2@p2`#H 2H2K2Mi Bb K`F2/ rBi? 1x72- r2 MMQii2/ Bi b i?2 TQbi@MQKBMH KQ/B}2` Q7 i?2 MQmMX b `2bmHi- i?2 H#2H ǵLSǶ Bb bbB;M2/ 7Q` +QK#BMBM; i?2 ?2/ MQmM M/ Bib KQ/B}2`X AM i?2 i`22 /B;`K Q7 1tKTH2 9XR9- i?2 T`2@p2`#H 2H2K2Mi `2[mB`2b +QKTH2K2Mi M/ biBb7vBM; i?2 H2tB+H `2[mB`2K2Mi ?b +mb2/ i?2 /BbiM+2 #2ir22M i?2 T`2@p2`#H 2H2K2Mi M/ i?2 HB;?i p2`#X U9XRjV ƀɓſ ƾţǆţƄƬ ŦɔƉŗ ǆţ ƿɔƍŤƼ KȒBM@2 m bB#@2 7`pM /B/ +`@1w ?2fb?2 /K;2@1w XHQi brXja: ǵ>Bbf?2` +` rb /K;2/ HQiXǶ 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 39 X aX X oSa X SlL* X X LS* X X Jo X XX X 2x72) S_PL L (*GAhA* X X LS X oX X KȒBM X mX L (*GAhA* X 2x72) .C X /B/ X X X bB# X 7`pM X U9XR9V ſƄȔ ɑſŤơƄɔƥ ɑŤǄƆɔǶ ƋƄɓƂǪ ǂſŤƼŗ ţƃ ſǇŽ ƿǄƁ ǆţ m x2?M@2 tQ/ ` K/2@v2 TxB`Ȓ@2 ÍBx@?@v2 ?2fb?2 KBM/@1w b2H7 .PJ `2/v@1w ++2TiM+2@1w i?BM;@SG@1w [2v`2@//B F`/ mM@mbmH /B/Xja: ǵ>2fb?2 K/2 ?Bbf?2` KBM/ `2/v 7Q` ++2TiBM; mMmbmH i?BM;bXǶ X aX X oSa X SlL* X S_PL X X oS* X XX X mX LS* X (*a1 X ++) X Jo X X LS* X SQbiS X X LS* X oX X 2x72) S_PL L (*GAhA* X `X L (*GAhA* X 2x72) X LS* X F`/ X X x2?M X tQ/ X X K/2 X L (*GAhA* X 2x72) X LS X TxB`Ȓ X L (*GAhA* X 2x72) .C X X X ÍBx? X [2v`2//B X X X JQ/H o2`#b h?2`2 `2 i?`22 ;`QmTb Q7 KQ/H p2`#b BM S2`bBM /2b+`B#2/ BM a2+iBQM kXjX h?2 /27mHi TQbBiBQM Q7 KQ/Hb Bb 7i2` i?2 bm#D2+i M/ #27Q`2 i?2 KBM p2`#X >2/@*QKTH2K2Mi `2HiBQM 2tBbib #2ir22M i?2 ?2/ KQ/H p2`# M/ i?2 bBbi2` +QMbiBim2Mi- b BM 1tKTH2 9XR8X U9XR8V ƻǄƀŧ ǆţ ǃŧ ţƃ ťŤŮȔ ƻǀţǇŭͬƼ KB@ipM4K F2i# ` #2 m #2@/?@K AJS6@+M@Ra: #QQF .PJ iQ ?2fb?2 al"C@;Bp2@Ra: ǵA +M ;Bp2 i?2 #QQF iQ ?BKf?2`XǶ 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 38 X aX oSa. X SlL* X X oS* X XX ls X X oS* X X KBipMK X LS*X (*a1 X ++) X oS* X LX SQbiS X X SS* X oX X X F2i# X `X S_1S X S_PL X #2/?K X X X #2 X mX PM2 T`QT2`iv Q7 S2`bBM KQ/H p2`#b Bb i?i i?2v +M #2 BKT2`bQMHc BX 2X BM i?2b2 bvMi+iB+ +QMbi`m+iBQMb- i?2`2 Bb MQ Qp2`i bm#D2+i- #mi i?2 p2`# Bb +QMDm@ ;i2/ i?B`/ T2`bQM bBM;mH`- b BM 1tKTH2 9XReX aBM+2 i?2 p2`# Bb +QMDm;i2/- bm#D2+i ?b iQ #2 `2HBx2/ iQ bim`i2 i?2 2H2K2Mib BM i?2 `;mK2Mi bi`m+im`2 Q7 i?2 p2`# M/ iQ +QKTH2i2 i?2 bvMi+iB+ MHvbBb Q7 i?2 b2Mi2M+2X AM bm+? bvMi+@ iB+ +QMbi`m+iBQMb- r2 bbmK2 i?i i?2 bm#D2+i Bb /`QTT2/ M/ i?2 H#2H ǵoSa.Ƕ Bb mb2/ iQ }HH i?2 bm#D2+i TQbBiBQMX U9XReV ƀǀţǇŽ ţƃ ťŤŮȔ ƀɓŤŧ #v/ F2i# ` tM/ Kmbi #QQF .PJ `2/Xja: ǵPM2 Kmbi `2/ i?2 #QQFXǶ X aX oSa. X SlL* X X oS* X XX ls X X oS* X #v/ X LS*X (*a1 X ++) oX X LX SQbiS X tM/ X X X X F2i# X `X mtBHB`v o2`#b mtBHB`B2b HBF2 ǵƿŮƍţſǶ f/ȒiMf ǵ?p2Ƕ M/ ǵƾſǇŧǶ f#m/Mf ǵ#2Ƕ BM T2`BT?`biB+ +QMbi`m+iBQMb `2 mb2/ 7Q` T`Q;`2bbBp2 M/ T2`72+i bT2+ib `2bT2+iBp2Hv- M/ i?2 T`2}t ǵĹͬƼǶ fKB@f Bb mb2/ 7Q` i?2 BKT2`72+i bT2+iX h?2 mtBHB`v ǵƿŮƍţſǶ f/Ȓ@ iMf ǵ?p2- ?bǶ +QK2b #27Q`2 i?2 KBM p2`# M/ Bi +QMDm;i2b 7Q` T2`bQM M/ MmK#2`X 6QHHQrBM; i?2 bim/v Q7 "QMKB M/ aKp2HBM UkyyNV- r2 mb2 i?2 >2/@ *QKTH2K2Mi `2HiBQM 7Q` +QK#BMBM; i?2 ?2/ mtBHB`v M/ i?2 bBbi2` +QMbiBim2Mi b T`2b2Mi2/ BM 1tKTH2 9XRdX 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3e U9XRdV ƺƃţſͬƼ Ƅŧ ƺƃţſ ţƃ ťŤŮȔ F2i# ` /`@K #` KB@/`@K #QQF .PJ ?p2@Ra: S_h AJS6@?p2@Ra: ǵA K TB+FBM; mT i?2 #QQFXǶ X aX oSa. X SlL* X X oS* X XX LS*X (*a1 X ++) X oS* X LX SQbiS X ls X X Jo X X X F2i# X `X X /`K X S_1S X oX X X #` X KB/`K X h?2 mtBHB`v ǵƾſǇŧǶ f#m/Mf ǵ#2Ƕ b i?2 bvMi+iB+ ?2/ +QK2b 7i2` i?2 KBM p2`# M/ Bi +QMDm;i2b 7Q` T2`bQM M/ MmK#2`X A7 i?2 KBM p2`# BM i?2 T2`72+i bT2+i Bb +QKTQmM/- }`bi i?2 KBM p2`# M/ i?2 T`2@p2`#H 2H2K2Mi +QK#BM2 iQ 7Q`K +QKTQmM/ p2`#- M/ i?2M i?2v +QK#BM2 rBi? i?2 mtBHB`v p2`#- b BM 1tKTH2 9XR3X U9XR3V ƺſǇŧ ǃŮƍţſ Ƅŧ ţƃ ťŤŮȔ F2i# ` #` /Ȓi2 #m/@K #QQF .PJ S_h ?/ rb@Ra: ǵA ?/ TB+F2/ mT i?2 #QQFXǶ X aX oSa. X SlL* X X oS* X XX LS*X (*a1 X ++) X oS* X LX SQbiS X X Jo X ls X X X F2i# X `X S_1S X oX #m/K X X X #` X /Ȓi2 X h2Mb2- JQQ/- M/ L2;iBQM h?2 T`2b2Mi M/ Tbi i2Mb2b `2 2tT`2bb2/ H2tB+HHv #2+mb2 BM S2`bBM p2`#b ?p2 T`2b2Mi M/ Tbi bi2KbX hQ 2tT`2bb i?2 7mim`2 i2Mb2- i?2 mtBHB`v p2`# ǵƿŮƉţǇŽǶ ftbiMf ǵrBHH- rQmH/Ƕ Bb mb2/X h?Bb mtBHB`v p2`# +QK2b #27Q`2 i?2 KBM p2`# M/ +QMDm;i2b 7Q` T2`bQM M/ MmK#2`X h?2 >2/@*QKTH2K2Mi `2@ HiBQM Bb mb2/ 7Q` bm+? bvMi+iB+ +QMbi`m+iBQMb b T`2b2Mi2/ BM i?2 i`22 /B;`K Q7 1tKTH2 9XRNX 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3d U9XRNV ƀǀţǇŽ ƻǄţǇŽ ţƃ ťŤŮȔ F2i# ` t?@K tM/ #QQF .PJ rBHH@Ra: `2/Xja: ǵA rBHH `2/ i?2 #QQFXǶ X aX oSa. X SlL* X X oS* X XX LS*X (*a1 X ++) X oS* X LX SQbiS X ls X oX X X F2i# X `X X t?K X tM/ X A7 i?2 KBM p2`# Bb +QKTQmM/ p2`#- i?2 mtBHB`v p2`# +M TT2` #2ir22M i?2 T`2@p2`#H 2H2K2Mi M/ i?2 KBM p2`#- bm+? b 1tKTH2 9XkyX U9XkyV Ŭƍţſ ƻǄţǇŽ Ƅŧ ţƃ ťŤŮȔ F2i# ` #` t?@K /Ȓi #QQF .PJ S_h rBHH@Ra: ?/Xja: ǵA rBHH TB+F mT i?2 #QQFXǶ X aX oSa. X SlL* X X oS* X XX LS*X (*a1 X ++) X Jo X LX SQbiS X S_1S X X oS* X X X F2i# X `X X #` X ls X oX X X t?K X /Ȓi X A7 i?2 Q#D2+i +HBiB+ Bb #2ir22M i?2 mtBHB`v M/ i?2 KBM p2`#- }`bi i?2 >2/@ *QKTH2K2Mi `2HiBQM Bb mb2/ 7Q` +QK#BMBM; i?2 mtBHB`v M/ i?2 +HBiB+ UJɃHH2`- kyRy- a2+X 8VX h?2M- i?2 T?`b2 ?2/2/ #v i?2 mtBHB`v +QK#BM2b rBi? i?2 KBM p2`#X 6BMHHv- i?2 T?`b2 +QK#BM2b rBi? i?2 T`iB+H2 iQ 7Q`K +QKTQmM/ p2`#- b BM 1tKTH2 9XkRX AM Qm` MMQiiBQM- r2 bTHBi +HBiB+b 7`QK i?2B` ?Qbib /2b+`B#2/ BM i?2 T`2@T`Q+2bbBM; bi2T BM a2+iBQM 8X9XRX U9XkRV Ŭƍţſ ƌƽǄţǇŽ Ƅŧ #` t?@K4Ȓ /Ȓi S_h rBHH@Ra:4ja: ?/Xja: ǵA rBHH TB+F Bi mTXǶ 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 33 X aX oSa. X SlL* X X Jo X XX S_1S X X oS* X X #` X X oS* X oX ls X *GAhA* X /Ȓi X X X t?K X ȒX A7 i?2 Q#D2+i +HBiB+ Bb 7i2` i?2 T`iB+H2- }`bi i?2 >2/@*QKTH2K2Mi@a+?2K Bb mb2/ 7Q` +QK#BMBM; i?2 mtBHB`v M/ i?2 p2`#X h?2M- i?Bb `2HiBQM Bb `2@mb2/ 7Q` +QK#BMBM; i?2 T`iB+H2 M/ i?2 +HBiB+- M/ i?2 H#2H ǵSS*Ƕ Bb bbB;M2/ iQ i?2 MQ/2- b BM 1tKTH2 9XkkX h?2 irQ MQ/2b +QK#BM2 iQ;2i?2`- M/ i?2 MQ/2 Bb H#2H2/ ǵJoǶX U9XkkV Ŭƍţſ ƻǄţǇŽ ƋƄŧ #`4Ȓ t?@K /Ȓi S_h4ja: rBHH@Ra: ?/Xja: ǵA rBHH TB+F Bi mTXǶ X aX oSa. X SlL* X X Jo X XX X SS* X X oS* X S_1S X *GAhA* X ls X oX X #` X ȒX X t?K X /Ȓi X h?2 bm#DmM+iBp2 M/ BKT2`iBp2 KQQ/b `2 2tT`2bb2/ #v i?2 T`2}t ǵƧŧǶ f#2@f ii+?2/ iQ i?2 p2`#X Ai b?QmH/ #2 //2/ i?i Bi Bb TQbbB#H2 7Q` p2`# iQ #2 mb2/ BM i?2 bm#DmM+iBp2 KQQ/ rBi?Qmi i?2 bm#DmM+iBp2 T`2}tX L2;iBQM Q7 i?2 p2`#b Bb 2tT`2bb2/ #v ii+?BM; i?2 M2;iBQM T`2}t ǵƧǀǶ fM@- M2@f iQ i?2 p2`# Q` i?2 T`Q;`2bbBp2 T`2}t ǵĹͬƼǶ fKB@fX "Qi? KQQ/ M/ M2;iBQM `2 i`2i2/ H2tB+HHv M/ i?2v `2 2M+Q/2/ BM i?2 SPa i;b Q7 i?2 p2`#bX SbbBp2 M/ *mbiBp2 *QMbi`m+iBQMb Hi?Qm;? i?2 `;mK2Mi bi`m+im`2 Q7 p2`# Bb }t2/- Bi Bb TQbbB#H2 iQ +?M;2 i?2 MmK#2` Q7 i?2 p2`#Ƕb `2[mB`2/ `;mK2Mi BM TbbBp2 M/ +mbiBp2 +QMbi`m+@ iBQMbX 6QHHQrBM; o?2/BGM;`QQ/B URNNNV- r2 i`2i i?2 TbbBp2 +QMbi`m+iBQM b +QKTQmM/ p2`# +QMbi`m+iBQM- M/ r2 mb2 i?2 H#2H ǵJoǶ BM i?2 MMQiiBQM- b `2T`2b2Mi2/ BM i?2 i`22 /B;`K Q7 1tKTH2 9XkjX 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha 3N U9XkjV ƀƍ ǂƀǀţǇŽ ťŤŮȔ F2i# tM/2 ȒQ/ #QQF `2/ #2+K2Xja: ǵh?2 #QQF rb `2/XǶ X aX X oSa X SlL* X LX X Jo X XX X F2i# X oX oX X X tM/2 X ȒQ/ X MmK#2` Q7 p2`#b rBi? irQ `;mK2Mib HBF2 ǵƾſƄȔ ǂſŤƭŮƉţǶ f2bi27/2 F`/Mf ǵmb2Ƕ `2[mB`2 T`2TQbBiBQMH T?`b2 ?2/2/ rBi? i?2 T`2TQbBiBQM ǵƅţǶ fxf ǵQ7- 7`QK- i?MǶ b i?2B` +QKTH2K2Mib- b BM 1tKTH2 9Xk9X U9Xk9V ſƄȔ ǂſŤƭŮƉţ ťŤŮȔ ƅţ ǆţ m x F2i# 2bi27/2 F`/ ?2fb?2 7`QK #QQF mb2 /B/Xja: ǵ>2fb?2 mb2/ i?2 #QQFXǶ h?2 TbbBpBxiBQM Q7 bm+? p2`#b Bb T`Q#H2KiB+- #2+mb2 QM i?2 QM2 ?M/ i?2 T`2TQbBiBQMH T?`b2 iF2b i?2 bm#D2+i TQbBiBQM M/ Bi b?QmH/ #2 `2+Q;MBx2/ b i?2 bm#D2+i Q7 i?2 b2Mi2M+2- M/ QM i?2 Qi?2` ?M/ T`2TQbBiBQMH T?`b2 +MMQi #2 bm#D2+iX 6Q` i?2b2 +b2b- r2 `2HBx2 i?2 T`2TQbBiBQMH T?`b2 b i?2 +QKTH2K2Mi Q7 i?2 TbbBpBx2/ p2`#- M/ r2 mb2 i?2 H#2H ǵoSa.Ƕ b TH+2?QH/2` 7Q` i?2 bm#D2+i iQ 7QHHQr i?2 Q`/2` Q7 /2}MBM; i?2 ?2/@/m;?i2` b+?2KbX 1tKTH2 9Xk9 Bb TbbBpBx2/ BM 1tKTH2 9Xk8X U9Xk8V ƀƍ ǂſŤƭŮƉţ ťŤŮȔ ƅţ x F2i# 2bi27/2 ȒQ/ 7`QK #QQF mb2 #2+K2Xja: ǵh?2 #QQF rb mb2/XǶ X aX oSa. X SlL* X X oS* X XX X SS* X X Jo X S_1S X LX LX oX X xX F2i# X X 2bi27/2 X ȒQ/ X Ai Bb TQbbB#H2 iQ ?p2 i?Bb p2`# BM bm#DmM+iBp2 KQQ/ b r2HH rBi?Qmi M Qp2`i bm#D2+i- b BM 1tKTH2 9XkeX 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha Ny U9XkeV ſǇƎŧ ǂſŤƭŮƉţ ťŤŮȔ ƅţ x F2i# 2bi27/2 #2@Ȓp@/ 7`QK #QQF mb2 al"C@#2+QK2@ja: ǵlb2 i?2 #QQFXf i?2 #QQF b?QmH/ #2 mb2/XǶ X aX oSa. X SlL* X X oS* X XX X SS* X X Jo X S_1S X LX LX oX X xX F2i# X X 2bi27/2 X #2Ȓp/ X AM i?2 +mbiBp2 +QMbi`m+iBQM- +QKTH2K2Mi Bb //2/ iQ i?2 p2`#Ƕb `;mK2Mi HBbiX h?2 p2`# ǵƾſƃǇŽǶ ftQ`/Mf ǵ2iǶ MQ`KHHv `2[mB`2b irQ `;mK2Mib- b BM 1tKTH2 9XkdX 7i2` +mbBiBpBxiBQM Q7 i?2 p2`#- Bi `2[mB`2b i?`22 `;mK2Mib b `2T`2b2Mi2/ BM i?2 i`22 /B;`K Q7 1tKTH2 9Xk3X U9XkdV ſƃǇŽ ţƃ ŦɔƉ ǆţ m bB# ` tQ`/ ?2fb?2 TTH2 .PJ i2Xja: ǵ>2fb?2 i2 i?2 TTH2XǶ U9Xk3V ƀǀţƃǇŽ ƿƼ ǃŧ ţƃ ŦɔƉ ǆţ m bB# ` #2 KM tQ`@M/ ?2fb?2 TTH2 .PJ iQ A 2i@*laXja: ǵ>2fb?2 72/ K2 M TTH2XǶ X aX X oSa X SlL* X S_PL X X oS* X XX X mX LS* X(*a1 X ++) X oS* X LX SQbiS X X SS* X oX X X bB# X `X S_1S X S_PL X tQ`M/ X X X #2 X KM X _BbBM; *QMbi`m+iBQM _BbBM; p2`#b `2 i?2 QM2b i?i /Q MQi `2[mB`2 M 2ti2`MH `;mK2Mi- M/ i?2B` bm#D2+i Q`B;BMi2b 7`QK i?2 2K#2//2/ +Hmb2 UhH2;?MB- kyy3- TX eV bm+? b ǵb22KǶ BM 1M;HBb?X *QMi``v iQ E`BKB Ukyy8- TTX RkĜR9V r?Q `;m2b i?i S2`bBM /Q2b MQi ?p2 `BbBM; p2`# #2+mb2 Q7 i?2 H+F Q7 ;`22K2Mi #2ir22M i?2 bm#D2+i Q7 i?2 Ki`Bt +Hmb2 M/ i?2 2ti`TQb2/ 2K#2//2/ +Hmb2- bm+? b 1tKTH2 9XkN- .`xB URNNe- TTX NjĜN9V #2HB2p2b i?i M 2tTH2iBp2- bm+? b ǵƿɓţǶ fBMf ǵi?BbǶ- +M #2 mb2/ BM `BbBM; +QMbi`m+iBQMb iQ }HH i?2 bm#D2+i TQbBiBQM- b BM 1tKTH2 9XjyX 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha NR U9XkNV ƀǁƍŤŧ ǂƀɓſ ţƃ ƻƹɔƬ ƿɓţ ŤǄǃǷŧ ǃȔ ƀɓŗͬƼ Ƅƞǀ ǃŧ #2 Mx` KB@@v/ UF2V #Í2@? BM }HK ` /B/2 iQ pB2r AJS6@+QK2@ja: Ui?iV +?BH/@SG i?Bb KQpB2 .PJ b22M #Ȓ@M/ #2@jSG ǵAi b22Kb i?i i?2 +?BH/`2M ?p2 b22M i?Bb KQpB2XǶ U9XjyV ƀǄƀŧ ǆţ ǃŧ ţƃ ťŤŮȔ ͬƹơ ǃȔ ŬƉţ ƺƅʬ ƿɓţ BM Hx2K bi F2 HB F2i# ` #2 m #2@/?@/ i?Bb M2+2bb`v Bb i?i HB #QQF .PJ iQ ?2fb?2 al"C@;Bp2@ja: ǵAi Bb M2+2bb`v i?i HB ;Bp2 i?2 #QQF iQ ?BKf?2`XǶ JQvM2 M/ *`/2M URNd9V M/ aQ?2BHBAb7?MB URNdeV #2HB2p2 i?i BM bvMi+@ iB+ +QMbi`m+iBQMb HBF2 1tKTH2 9Xjy- ǵƿɓţǶ fBMf ǵi?BbǶ Bb i?2 ?2/ M/ Bi +QMbi`m+ib MQmM T?`b2 rBi? i?2 +Hmb2X //BiBQMHHv- JQvM2 M/ *`/2M URNd9V 7m`@ i?2` 2tT`2bb i?i i?2 b2Mi2MiBH bm#D2+i b +Hmb2 Bb Q#HB;iQ`BHv 2ti`TQb2/ iQ i?2 TQbi@p2`#H TQbBiBQMX aBKBH` iQ i?2 B/2 Q7 JQvM2 M/ *`/2M URNd9V- h#B#x/2? UkyRk- TX dNV #2HB2p2b i?i BM bm+? bvMi+iB+ +QMbi`m+iBQMb i?2 2H2@ K2Mib i?i `2 2ti`TQb2/ iQ i?2 TQbi@p2`#H TQbBiBQM `2 ǵ+HmbH bm#D2+ibǶ Q7 i?2 T`2/B+iBp2 b2Mi2M+2b- bm+? b i?2 +Hmb2 ǵƻɓǆƄŧ ǃȔǶ fF2 #2`pBKf ǵi?i r2 ;QǶ BM 1tKTH2 9XjRX U9XjRV ƻɓǆƄŧ ǃȔ ŬƉţ ƺƅʬ Hx2K bi F2 #2@`p@BK M2+2bb`v Bb i?i al"C@;Q@RSG ǵAi Bb M2+2bb`v i?i r2 ;QXǶ AM i?2 MMQiiBQM Q7 bm+? bvMi+iB+ +QMbi`m+iBQMb- r2 7QHHQr i?2 MHvbBb T`QpB/2/ #v JQvM2 M/ *`/2M URNd9V- aQ?2BHBAb7?MB URNdeV- M/ h#B#x/2? UkyRkV- M/ r2 T`QTQb2 i?i BM i?2 iQTB+ TQbBiBQM i?2 2tTH2iBp2 ǵƿɓţǶ fBMf ǵi?BbǶ b i?2 ?2/ Bb KQ/B}2/ #v `2HiBp2 +Hmb2 K`F2/ rBi? i?2 `2HiBpBx2` ǵǃȔǶ fF2f ǵi?iǶX *QMb2[m2MiHv- 1tKTH2 9Xjy Bb `2r`Bii2M b 1tKTH2 9XjkX A7 i?2 2tTH2iBp2 BM i?2 iQTB+ TQbBiBQM Bb /`QTT2/- i?2 +HmbH bm#D2+i rBHH Q#HB;iQ`BHv 2ti`TQb2 iQ i?2 TQbi@p2`#H TQbBiBQM b `2T`2b2Mi2/ BM i?2 i`22 /B;`K Q7 1tKTH2 9XjjX q2 rBHH /Bb+mbb 2ti`TQbBiBQM KQ`2 BM a2+iBQM 9XdX aBM+2 i?2 KBM p2`# Q7 i?2 b2Mi2M+2 Bb +QMDm;i2/ b i?B`/ T2`bQM bBM;mH`- i?2 bm#D2+i b?QmH/ #2 `2i`B2p2/X hQ `2T`2b2Mi i?2 iQTB+ TQbBiBQM i?i Bb /`QTT2/ BM i?2b2 bvMi+iB+ +QMbi`m+iBQMb- i?2 H#2H ǵoSh.Ƕ Bb mb2/ 7Q` }HHBM; i?2 bm#D2+i TQbBiBQM M/ iQ BM/B+i2 i?i i?2 bm#D2+i Q7 i?2 p2`# BM iQTB+ TQbBiBQM Bb M 2tTH2iBp2 i?i Bb /`QTT2/X U9XjkV ŬƉţ ƺƅʬ ƀǄƀŧ ǆţ ǃŧ ţƃ ťŤŮȔ ͬƹơ ǃȔ ƿɓţ BM F2 HB F2i# ` #2 m #2@/?@/ Hx2K bi i?Bb i?i HB #QQF .PJ iQ ?2fb?2 al"C@;Bp2@ja: M2+2bb`v Bb ǵh?i HB ;Bp2 i?2 #QQF iQ ?BKf?2` Bb M2+2bb`vXǶ 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha Nk U9XjjV ƀǄƀŧ ǆţ ǃŧ ţƃ ťŤŮȔ ͬƹơ ǃȔ ŬƉţ ƺƅʬ Hx2K bi F2 HB F2i# ` #2 m #2@/?@/ M2+2bb`v Bb i?i HB #QQF .PJ iQ ?2fb?2 al"C@;Bp2@ja: ǵ(Ai) Bb M2+2bb`v i?i HB ;Bp2 i?2 #QQF iQ ?BKf?2`XǶ X aX X oS6 X SlL* X X oSh. 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K2Mb i?2v `2[mB`2 MQmM +QKTH2K2MiX hQ ?p2 +QMbBbi2Mi MHvbBb Q7 /2i2`KBM2`b- r?2i?2` K`F2/ rBi? 1x72 Q` MQi- r2 `2+Q;MBx2 i?2K b ?2/bX 6m`i?2`KQ`2- r2 /Q MQi ?p2 >2/@aT2+B}2` `2HiBQM KQM; Qm` /2}M2/ ?2/@/2T2M/2M+v b+?2Kb BM i?2 KMM2` /2}M2/ BM SQHH`/ M/ a; URNN9V M/ /2b+`B#2/ BM a2+iBQM jXkXjX h?2 TQi2MiBH +QKTH2K2Mib Q7 i?2 /2i2`@ KBM2`b `2 MQmM T?`b2b- MmK#2`b- M/ T`2TQbBiBQMH T?`b2b mb2/ BM T`iBiBp2 +QMbi`m+iBQMb- b BM 1tKTH2 9X8kX U9X9NV ƀǁŮƊǄ ƾţǇŵ ǆţ ƾŤŮƉǆſ ǃƽǄ ?K2@v2 /mbi@M@2 m ŰpM ?bi@M/ HH@1w 7`B2M/@SG@1w ?2fb?2 vQmM; Bb@jSG ǵHH Q7 ?Bbf?2` 7`B2M/b `2 vQmM;XǶ X .S* X .1h (*GAhA* X 2x72) X LS* X X ?K2 X X 2x72) S_PL L (*GAhA* X X /mbiM X mX U9X8yV ŬƉţ ƻǅƼ ͬƹơ ɑţƄŧ ťŤŮȔ ƾŗ M F2i# #`@v2 HB KQ?2K bi i?i #QQF 7Q`@1w HB BKTQ`iMi Bb ǵh?i #QQF Bb BKTQ`iMi 7Q` HBXǶ X .S* X .1J X LX X M X F2i# X 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha NN U9X8RV ŕƀǁŮƊǄ ǆţ ŬƉǆſ ͬǀŤƊȔ ǃǶ Í2 Fb@M@B /mbi@2 m ?bi@M/ r?i T2`bQM@[email protected] 7`B2M/@1w ?2fb?2 Bb@jSG ǵq?Q `2 ?Bbf?2` 7`B2M/b\Ƕ .S*X (*GAhA* X v) ZX L (*GAhA* X v) X Í2X FbM X AM T`iBiBp2 +QMbi`m+iBQMb- i?2 T`iBiBp2 2H2K2Mi Bb `2+Q;MBx2/ b [mMiB@ }2` M/ Bi ;`22b BM MmK#2` rBi? i?2 p2`#X h?2`27Q`2- r2 HbQ `2+Q;MBx2 i?Bb b2i Q7 [mMiB}2`b b ?2/X h?2 [mMiB}2`b HBF2 ǵͬƖƢŧǶ f#PxBf ǵbQK2Ƕ- ǵͬ΄ɓǶ fv2FBf ǵQM2Ƕ- ǵɑſţƀƢŭǶ fi2P//Bf ǵ MmK#2`Ƕ- 2i+X- `2[mB`2 T`2TQbBiBQMH T?`b2 ?2/2/ rBi? i?2 T`2TQbBiBQM ǵƅţǶ fxf ǵQ7- 7`QK- i?MǶ b i?2B` +QKTH2K2Mib- b BM 1tKTH2 9X8kX U9X8kV ŬƉţ ƾţǇŵ ǆţ ƾŤŮƉǆſ ƅţ ͬ΄ɓ v2F@B x /mbi@M@2 m ŰpM bi [email protected] 7`QK 7`B2M/@SG@1w ?2fb?2 vQmM; Bb ǵPM2 Q7 ?Bbf?2` 7`B2M/b Bb vQmM;XǶ X .S* X .1h X X SS* X v2FB X S_1S X X LS* X X X xX L (*GAhA* X 2x72) S_PL X X /mbiM X mX 1tKTH2 9XjN /2KQMbi`i2/ i?i i?2 b2[m2M+2 Q7 MmK#2` M/ +HbbB}2` 7Q`Kb M /p2`#X J`FBM; i?Bb b2[m2M+2 rBi? 1x72 BM 1tKTH2 9X8j +?M;2b Bib 7mM+iBQM iQ [mMiB}2` iQ 7Q`K T`iBiBp2 +QMbi`m+iBQMX h?2 `2bQM iQ +QMbB/2` i?Bb b2[m2M+2 b T`iBiBp2 [mMiB}2` Bb i?i Bi +M #2 `2TH+2/ #v [mMiB}2` HBF2 ǵǃƽǄǶ f?K2f ǵHHǶ r?B+? Bb K`F2/ #v 1x72 Q` ǵͬƖƢŧǶ f#PxBf ǵbQK2ǶX U9X8jV ƀǁŮƊǄ ƾţǇŵ ǆţ ƾŤŮƉǆſ ƀƑƃſ ǕǙ ey /`b/@2 /mbi@M@2 m ŰpM ?bi@M/ ey T2`+2Mi@1w 7`B2M/@SG@1w ?2fb?2 vQmM; Bb@jSG ǵey T2`+2Mi Q7 ?Bbf?2` 7`B2M/b `2 vQmM;XǶ X .S* X X (*GAhA* J. X 2x72) X LS* X LlJ X *Gaa (*GAhA* X 2x72) L (*GAhA* X 2x72) S_PL X X ey X /`b/ X X /mbiM X mX 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha Ryy h?2 T`2TQbBiBQM ǵƅţǶ fxf ǵQ7- 7`QK- i?MǶ BM 1tKTH2 9X89 7mM+iBQMb b 1x72 M/ MQi b T`2TQbBiBQMX h?Bb T`2TQbBiBQM +M #2 `2TH+2/ #v 1x72 rBi?Qmi Mv +?M;2b QM i?2 bvMi+iB+ +QMbi`m+iBQM Q7 i?2 +QMbiBim2Mi- b BM 1tKTH2 9X8jX AM Qm` MMQiiBQM- i?2 b2[m2M+2 Q7 i?2b2 rQ`/b Bb +QK#BM2/ iQ;2i?2` mM/2` QM2 MQ/2 H#2H2/ ǵJ.Ƕ b +QKTQmM/ /2i2`KBM2`- M/ Bi Bb `2+Q;MBx2/ b i?2 ?2/ Q7 i?2 /2i2`KBM2` T?`b2X U9X89V ƀǁŮƊǄ ƾţǇŵ ǆţ ƾŤŮƉǆſ ƅţ ƀƑƃſ ǕǙ ey /`b/ x /mbi@M@2 m ŰpM ?bi@M/ ey T2`+2Mi 7`QK 7`B2M/@SG@1w ?2fb?2 vQmM; Bb@jSG ǵey T2`+2Mi Q7 ?Bbf?2` 7`B2M/b `2 vQmM;XǶ X .S* X J. X (*GAhA* X 2x72) X LS* X LlJ X *Gaa X S_1S X L (*GAhA* X 2x72) S_PL X X ey X /`b/ X xX X /mbiM X mX Mv Q7 i?2 K2MiBQM2/ /2i2`KBM2` T?`b2b KB;?i TT2` BM i?2 /B`2+i Q#D2+i TQbBiBQMX aBKBH` iQ MQmM T?`b2b i?i i?2 >2/@*QKTH2K2Mi@a+?2K Bb mb2/ 7Q` +QK#BM; i?2 MQmM T?`b2 M/ i?2 T`iB+H2 ǵţƃǶ f`f- i?Bb b+?2K Bb mb2/ 7Q` +QK#BMBM; /2i2`KBM2` T?`b2 M/ i?2 T`iB+H2 ǵţƃǶ f`fX h?2 +QK#BMiBQM Bb H#2H2/ ǵ.S*Ƕ- b BM 1tKTH2 9X88X U9X88V ƺƀɓſ ţƃ ǆţ ƾŤŮƉǆſ ƅţ ͬ΄ɓ v2F@B x /mbi@M@2 m ` /B/@K [email protected] 7`QK 7`B2M/@SG@1w ?2fb?2 .PJ br@Ra: ǵA br QM2 Q7 ?Bbf?2` 7`B2M/bXǶ X .S* (*a1 X ++) X .S* X SQbiS X .1h X X SS* X `X v2FB X S_1S X X LS* X X X xX L (*GAhA* X 2x72) S_PL X X X /mbiM X mX *QMi``v iQ 1tKTH2 9X89- BM 1tKTH2 9X88- i?2 T`2TQbBiBQM ǵƅţǶ fxf ǵQ7- 7`QK- i?MǶ 7mM+iBQMb b T`2TQbBiBQM M/ MQi 1x72X h?2 `2bQM Bb i?i B7 i?2 T`2TQbBiBQM ǵƅţǶ fxf ǵQ7- 7`QK- i?MǶ Bb `2TH+2/ #v 1x72- i?2 b2Mi2M+2 rBHH #2 mM;`KKiB+H- b BM 1tKTH2 9X8eX U9X8eV ƺƀɓſ ţƃ ǆţ ƾŤŮƉǆſ ͬ΄ɓ v2F@B@2 /mbi@M@2 m ` /B/@K [email protected]@1w 7`B2M/@SG@1w ?2fb?2 .PJ br@Ra: 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha RyR h?2`2 `2 MmK#2` Q7 /p2`#b- bm+? b ǵƆɔǀǶ fMBxf ǵHbQǶ- M/ ǵƻǄǶ f?Kf ǵiQQǶ- i?i KQ/B7v /2i2`KBM2` T?`b2- b BM 1tKTH2 9X8dX U9X8dV ƺƀɓſ ƻǄ ţƃ ǆţ ƾŤŮƉǆſ ƅţ ͬ΄ɓ v2F@B x /mbi@M@2 m ` ?K /B/@K [email protected] 7`QK 7`B2M/@SG@1w ?2fb?2 .PJ iQQ br@Ra: ǵA br QM2 Q7 ?Bbf?2` 7`B2M/b iQQXǶ X .S (*a1 X ++) X .S* (*a1 X ++) .o X X .S* X SQbiS X ?K X .1h X X SS* X `X v2FB X S_1S X X LS* X X X xX X 2x72) S_PL L (*GAhA* X X X /mbiM X mX 9X9X9 /D2+iBpH S?`b2 h?2 ?2/ Q7 M /D2+iBpH T?`b2 Bb M /D2+iBp2X SQi2MiBHHv- i?2 +QKTH2K2Mi Q7 M /D2+iBp2 +M #2 /2i2`KBM2` T?`b2- MQmM T?`b2- MmK#2` b /i2 2tT`2bbBQM- Q` T`2TQbBiBQMH T?`b2X h?2 MmK#2` Q7 `;mK2Mib i?i /D2+iBp2b `2[mB`2 p`B2b 7`QK x2`Q iQ irQX h?2 /D2+iBp2 ǵƀǁƽŭǆƄűǶ fb2`piKM/f ǵ`B+?Ƕ `2[mB`2b MQ `;mK2Mi- M/ Bi KQbiHv TT2`b BM i?2 T`2/B+iBp2 TQbBiBQM- b BM 1tKTH2 9X83X U9X83V ŬƉţ ƀǁƽŭǆƄű ſƄƼ ƿɓţ BM K`/ b2`piKM/ bi i?Bb KM `B+? Bb ǵh?Bb KM Bb `B+?XǶ h?2 `2[mB`2/ `;mK2Mi 7Q` i?2 /D2+iBp2 ǵƗǇŧƄƼǶ fK`#mif ǵ`2Hi2/Ƕ Bb QM2- M/ Bi Bb irQ 7Q` i?2 /D2+iBp2 ǵǂƀǀƃţſƅŤŧǶ f#x/`M/2f ǵ/BbBM+2MiBp2Ƕ Uh#B#x/2?- kyRk- TTX keNĜkdyVX h?2 /D2+iBp2 ǵƗǇŧƄƼǶ fK`#mif ǵ`2Hi2/Ƕ `2[mB`2b T`2TQ@ bBiBQMH T?`b2 ?2/2/ rBi? i?2 T`2TQbBiBQM ǵǃŧǶ f#2f ǵiQǶ b Bib +QKTH2K2Mi `2T`2b2Mi2/ BM 1tKTH2b 9X8NX U9X8NV ŬƉţ ƻǅƼ ƾŤȔſǇȔ ǃŧ ƗǇŧƄƼ ūʭ΄ƎƼ KQȒF2H@i@2 K`#mi #2 Fm/F@M KQ?2K bi T`Q#H2K@SG@1w `2Hi2/ iQ +?BH/@SG BKTQ`iMi Bb ǵS`Q#H2Kb `2Hi2/ iQ +?BH/`2M `2 BKTQ`iMiXǶ 9X9X auLh*hA* *PLah_l*hAPL P6 S>_aG 1G1J1Lha Ryk X .CS* X .C X X SS* X X K`#mi X S_1S X LX X #2 X Fm/F@M X h?2 /D2+iBp2 ǵǂƀǀƃţſƅŤŧǶ f#x/`M/2f ǵT`2p2MiBp2Ƕ BM 1tKTH2 9Xey Bb K`F2/ rBi? 1x72- M/ Bi `2[mB`2b MQmM b QM2 Q7 Bib +QKTH2K2MiX h?2 b2+QM/ +QK@ TH2K2Mi Bb i?2 T`2TQbBiBQMH T?`b2 ?2/2/ rBi? i?2 T`2TQbBiBQM ǵƅţǶ fxf ǵQ7- 7`QK- i?MǶX U9XeyV ŬƉţ ɑƃŤƽɔŧ ǃŧ ʭŮŧţ ƅţ ƾŤƊǀţ ǂƀǀƃţſƅŤŧ ƾǇɔƉŤǁɔƊȔţǆ pFbBMbBvmM #x/`M/2@v2 2MbM x 2#i2H #2 #BK`B bi p++BMiBQM T`2p2MiBp2@1w ?mKM 7`QK z2+iBQM iQ BHHM2bb Bb ǵh?2 p++BMiBQM T`2p2Mib ?mKM 7`QK ;2iiBM; /Bb2b2XǶ X .CS* X X .CS* X X SS* X .C (*GAhA* X 2x72) LX S_1S X X LS X X #x/`M/2 X 2MbM X X xX LX X SS* X X 2#i2H X S_1S X LX X #2 X #BK`B X h?2 +QKT`iBp2 7Q`K Q7 bBKTH2 /D2+iBp2 `2[mB`2b T`2TQbBiBQMH T?`b2 rBi? 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TQbBiBQM BM i?2 i; +Q``2bTQM/b iQ QM2 bT2+B}+ 72im`2 Q7 i?2 rQ`/X A7 i?2 pHm2 Q7 +2`iBM BM7Q`KiBQM Bb mMbT2+B}2/- i?2M i?2 bvK#QH ǵ−Ƕ Bb mb2/X h?2 H2tB+H 72im`2b BM i?Bb HBM2` 7Q`Ki +M HbQ #2 /BbTHv2/ BM M oJ mb2/ BM MQ`KH >Sa:X 6B;m`2 8X8 QM i?2 7QHHQrBM; T;2 BHHmbi`i2b i?2 72im`2 bi`m+im`2 Q7 i?2 rQ`/ ǵ΁ǶǶ fÍ2F- ÍFf ǵ+?2[m2- r?+FǶ rBi? i?2 SPa i; ǵL+bT@@@ǶX h#H2 8XR, *QMp2`bBQM Q7 SPa i;b BM i?2 "BDMF?M *Q`Tmb BMiQ JmHh2ti@1bi 7`K2rQ`F S2`bBM rQ`/ h`MbHBi2`iBQM J2MBM; P`B;BMH i; *QMp2`i2/ i; ΁Ƕ Í2FfÍF +?2[m2c+?2+Ffr?+F L-*PJ-aAL: L+bT@@@ ΁Ƕ Í2FX2fÍFX2 +?2[m2fr?+F L-*PJ-aAL:-1w L+bT@@x ΁Ƕ Í2F *x2+? L-S_-aAL: LbT@@@ ΁Ƕ Í2F *x2+? L-S_-aAL:-GP* LbTF@@ Ai Bb iQiHHv Mim`H i?i i?2 SPa i; Q7 +2`iBM rQ`/ Bb +?M;2/ /2T2M/BM; QM i?2 +QMi2tiX h?2`27Q`2- r2 i`v iQ +QHH2+i b Km+? H2tB+H BM7Q`KiBQM b TQbbB#H2 7Q` 2+? H2tB+H Bi2K 7`QK i?2 +Q`Tmb M/ biQ`2 Bi b K2i@BM7Q`KiBQM BM i?2 sJG /Q+mK2MiX hQ biQ`2 i?Bb BM7Q`KiBQM- r2 /2}M2 irQ ii`B#mi2b 7Q` 2+? rQ`/, UV i?2 ǵ;+Ƕ U;HQ#H +QMi2tiV ii`B#mi2 r?B+? +QMiBMb p`BQmb SPa i;b Q7 rQ`/ BM /Bz2`2Mi +QMi2tibc U#V i?2 ǵH+Ƕ UHQ+H +QMi2tiV ii`B#mi2 r?B+? `2T`2b2Mib i?2 SPa i; Q7 i?2 rQ`/ BM i?2 HQ+H +QMi2tiX q2 HbQ H2KKiBx2 rQ`/ 7Q`Kb #v `2KQpBM; BM~2+iBQMH bm{t2b Q7 MQmMb M/ /D2+iBp2b miQKiB+HHv- bm+? b THm`H- +QKT`iBp2- M/ bmT2`HiBp2 bm{t2b- M/ 1x72 M/ BM/2}MBi2 +HBiB+b UB7 i?2v ?p2 r`Bii2M 7Q`KVX aBM+2 S2`bBM ?b #Q``Qr2/ H`;2 MmK#2` Q7 `#B+ rQ`/b- B``2;mH`BiB2b Q7 MQmM THm`H 7Q`Kb M/ /D2+iBp2 bmT2`HiBp2 M/ +QKT`iBp2 7Q`Kb `2 mMpQB/#H2X h?2b2 8 ?iiT,ffMHXBDbXbBfJ1f 8X9X ah1Sa P6 h_11"LEAL: RkN   T?QM " ΁Ƕ #        ivT2 +QK            ?2/ ##` −                noun    +i2;Q`v al"C "#               *PJS "#          aS_ "#             category           HQ+  MmK b;  bvMb2K   BM/2t         T2`b j`/            +QMi2Mi       index         ivT2 2KTiv                   content    +QMi2ti            1x¨72 −        SQH`Biv +       loc      synsem  word 6B;m`2 8X8, 62im`2 bi`m+im`2 Q7 i?2 rQ`/ ǵ΁ǶǶ +b2b `2 H2KKiBx2/ b2KB@miQKiB+HHvX o2`#b `2 H2KKiBx2/ /Bz2`2MiHvX h?2 BM}MBiBp2 7Q`Kb- M/ i?2 Tbi M/ T`2b2Mi bi2Kb Q7 2+? p2`# `2 /2}M2/ b2KB@ miQKiB+HHv 7Q` 2+? p2`#X hQ ?p2 KmHiB@7mM+iBQMH /i bQm`+2- r2 /2}M2 i?2 ivT2b Q7 i?2 MK2/@ 2MiBiB2b b r2HHX 6Bp2 MK2/@2MiBiB2b- MK2Hv ǵT2`bQMǶ- ǵHQ+iBQMǶ- ǵQ`;MBxiBQMǶ- ǵiBK2Ƕ- M/ ǵQi?2`Ƕ- `2 /2}M2/ BM i?2 /i b2iX Ai b?QmH/ #2 //2/ i?i BM Qm` /i MMQiiBQM- i?2 MK2/@2MiBiv ǵiBK2Ƕ Bb +Q`b2@;`BM2/ M/ Bi `272`b iQ Mv iBK2 2tT`2bbBQMb M/ /i2b- +QMi``v iQ i?2 ""L MK2/@2MiBiv MMQ@ iiBQMe U"`mMbi2BM- kyykV BM r?B+? iBK2 2tT`2bbBQMb M/ /i2b `2 KQ`2 }M2@ ;`BM2/- M/ i?2v `2 `2+Q;MBx2/ b b2T`i2 MK2/@2MiBiB2b iQ #2 mb2/ BM Zm2biBQM Mbr2`BM; bvbi2KX 1tKTH2b 8Xk M/ 8Xj /BbTHv i?2 pBH#H2 K2i@BM7Q`KiBQM 7Q` i?2 MQmM ǵ΁ǶǶ fÍ2Ff ǵ*x2+?Ƕ M/ i?2 p2`# ǵƾſţſǶ f//Mf ǵ;Bp2ǶX U8XkV Ir ;+4ǳLbT@@@cLbTF@@cL+bT@@@cL+bT@@xǴ H+4ǳLbTF@@Ǵ +HBiB+4ǳ2KTivǴ M2nbQ`i4ǳHQ+Ǵ H2KK4ǳ΁ǶǴ=΁ǶIfr= U8XjV Ir ;+4ǳLbT@@@cL+bT@@@cL+bT@@xcoTvbb?i@@@@Ǵ H+4ǳoTvbb?i@@@@Ǵ +HBiB+4ǳ2KTivǴ BM7n7Q`K4ǳƾſţſǴ Tbinbi2K4ǳſţſǴ T`2bnbi2K4ǳǂſǴ=ſţſIfr= AM *?Ti2` k- r2 /Bb+mbb2/ i?2 KmHiB@iQF2M T`Q#H2K BM S2`bBMX aBM+2 Qm` mHiBKi2 ;QH Bb iQ /2p2HQT i`22#MF 7Q` S2`bBM- i?2 KmHiB@iQF2M T`Q#H2K b?QmH/ #2 bQHp2/ i #Qi? i?2 bvMi+iB+ M/ KQ`T?QHQ;B+H H2p2HbX *HBiB+b `2 i?2 T`Q#H2KiB+ +b2b i i?2 bvMi+iB+ H2p2HX A7 i?2 +HBiB+ ?b r`Bii2M 7Q`K M/ Bi e ?iiT,ff+iHQ;XH/+XmT2MMX2/mf/Q+bfG.*kyy8hjjf""L@hvT2b@am#ivT2bX?iKH 8X9X ah1Sa P6 h_11"LEAL: Rjy Bb Q`i?Q;`T?B+HHv `2T`2b2Mi2/ BM i?2 7mb2/ 7Q`K- i?2 +HBiB+ b?QmH/ bTHBi 7`QK Bib ?Qbi- b BM 1tKTH2b 8X9 M/ 8X8X h?2 Q`i?Q;`T?B+H ?Qbib Q7 i?2 +HBiB+ ǵƋĹǶ f@Ȓf BM 1tKTH2 8X9 Bb ǵťŤŮȔǶ fF2i#f ǵ#QQFǶ M/ Bi Bb ǵƀɓƀŵǶ fŰ/B/f ǵM2rǶ BM 1tKTH2 8X8- r?2`2b bvMi+iB+HHv Bib ?Qbi Bb i?2 MQmM ǵťŤŮȔǶ fF2i#f ǵ#QQFǶ Q` i?2 MQmM T?`b2 ǵƀɓƀŵ ťŤŮȔǶ fF2i#2 Ű/B/f ǵM2r #QQFǶX U8X9V ƌŧŤŮȔ F2i#4Ȓ #QQF4ja: ǵ?Bbf?2` #QQFǶ U8X8V Ƌƀɓƀŵ ťŤŮȔ F2i#@2 Ű/B/4Ȓ #QQF@1w M2r4ja: ǵ?Bbf?2` M2r #QQFǶ q?BH2 bTHBiiBM; +HBiB+b 7`QK i?2B` ?Qbib BM i?2 "BDMF?M *Q`Tmb U"BDMF?M- kyy9V- r2 7QmM/ p`B2iB2b Q7 Q`i?Q;`T?B+H 7Q`Kb 7Q` +QTmHiBp2 p2`#b M/ TQb@ b2bbBp2 M/ Q#D2+i T`QMQmMb b +HBiB+bX h?Bb p`B2iv Bb bmKK`Bx2/ BM h#H2 8XkX h#H2 8Xk, o`BQmb Q`i?Q;`T?B+H 7Q`Kb Q7 +QTmHiBp2 p2`#b M/ TQbb2b@ bBp2fQ#D2+i T`QMQmMb b +HBiB+b BM i?2 "BDMF?M *Q`Tmb *QTmHiBp2 o2`# SQbb2bbBp2fP#D2+i S`QMQmM Ra: ƻŮƉ ŏƺ ŏƺţ ƺǆ ŏƻƍ ŏƺŤǄ ŏƺţ ŏƻɓ ŏƺ ka: ͬŮƉ ŏɑ ŏͬš ŏͬƧɓ ŏɑţ Ŭƍ ŏūŤǄ ŏūţ ŏŬɓ ŏū ja: ŬƊɓ ŏŬƉ ŏƇ ŏţ ŏǃš ŏǃɓ ŏǂ ƌƍ ŏƋŤǄ ŏƋţ ŏƌɓ ŏƋ RSG ƻɔŮƉ ŏƻɔš ŏƻɔɓ ŏƻɓţ ƾŤƽƍ ŏƾǇƼţ ŏƾŤƼţ ŏƾŤƽɓ ŏƾŤƼ kSG ƀɔŮƉ ŏƿɓ ŏƿɓţ ŏƀɓ ŏƀɔɓ ŏƀɓţ ƾǇŭ ŏƾǇŮɓ ŏƾŤŭţ ŏƾŤŮɓ ŏƾŤŭ jSG ƀǁŮƉ ŏƾ ŏƿɓ ŏƾţ ŏƀǀ ŏƀǁɓ ŏƀǀţ ƾǇƍ ŏƾŤƍţ ŏƾŤƎɓ ŏƾŤƍ hQ bQHp2 i?2 KmHiB@iQF2M T`Q#H2K i i?2 KQ`T?QHQ;B+H H2p2H- r2 mb2 i?2 K2i?Q/ T`QTQb2/ #v JɃHH2` UkyRyV iQ ?M/H2 i?2 S2`bBM HB;?i p2`# +QMbi`m+iBQMX hQ 2tTHQBi i?Bb B/2 M/ iQ #2 +QMbBbi2Mi BM i?2 2MiB`2 +Q`Tmb- r2 bTHBi i?2 T`2@p2`#H 2H2K2Mib 7`QK i?2 HB;?i p2`#bX h?2 T`2@p2`#H 2H2K2Mib `2 KQbiHv T`iB+H2b- bm+? b ǵƅŤŧǶ f#xf ǵ;BMǶ BM 1tKTH2b 8Xe M/ 8Xd- r?B+? `2 SPa i;;2/ b T`2TQbBiBQMb BM i?2 "BDMF?M *Q`TmbX U8XeV ŬƎȡͬƼƅŤŧ #x@KB@;Ȓi ;BM@AJS6@im`MXja: ǵ>2fb?2 rb `2im`MBM;XǶ 8X9X ah1Sa P6 h_11"LEAL: RjR ! ! =5! ! 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H2tB+H BM7Q`KiBQM b TQbbB#H2 7Q` 2+? H2tB+H Bi2K- bBM+2 BM >Sa: ?m;2 KQmMi Q7 H2tB+H FMQrH2/;2 Bb `2[mB`2/X h?Bb BM7Q`KiBQM Bb mb27mH 7Q` i?2 M2ti bi2Tb Q7 i?2 /i MMQiiBQM T`Q+2bbX 8X9Xk AMBiBHBxiBQM ai2T hQ BMBiBHBx2 i?2 MMQiiBQM T`Q+2bb- r2 `2[mB`2 b22/ ;`KK` `mH2b b /2b+`B#2/ BM i?2 #QQibi`TTBM; T`Q+2bb BM H;Q`Bi?K R QM T;2 Rk8X h?2 b22/ ;`KK` `mH2b `2 b2i Q7 p2`v #bB+ ;`KK` `mH2b rBi? ?B;? +Qp2`;2 /2}M2/ M/ Q`@ /2`2/ ?B2``+?B+HHv BM i?2 *G_E bvbi2KX hQ ?p2 #BM`v #`M+?BM; BM i?2 i`22b M/ iQ /2}M2 i?2 /2T2M/2M+v `2HiBQMb #2ir22M i?2 2H2K2Mib- 2Bi?2` /@ DmM+i Q` +QKTH2K2Mi- r2 2ti`+i #B;`Kb 7`QK i?2 "BDMF?M *Q`TmbX hQ i?Bb 2M/- #B;`Kb Q7 i?2 SPa i;b QMHv- M/ #B;`Kb Q7 i?2 rQ`/b rBi? i?2B` +Q``2@ bTQM/BM; SPa i;b `2 2ti`+i2/ 7`QK i?2 r?QH2 +Q`Tmb- M/ i?2 KQbi 7`2[m2Mi b2[m2M+2b `2 /2}M2/ b b22/ `2;mH` ;`KK`b BM i?2 bvbi2KX hrQ b2ib Q7 `2;mH` 2tT`2bbBQMb `2 /2}M2/ #b2/ QM i?2 #B;`KbX PM2 b2i ?M/H2b KmHiB iQF2Mb BM i?2 T`2@T`Q+2bbBM; bi2T- bm+? b +QKTQmM/ +QMDmM+iBQMb- M/ +QKTQmM/ p2`#bX h?2 Qi?2` b2i `2+Q;MBx2b i?2 KQbi 7`2[m2Mi +QMbiBim2Mib iQ BMBiBHBx2 i?2 /i MMQiiBQM T`Q+2bbX h#H2 8Xj QM i?2 7QHHQrBM; T;2 /Bb@ THvb bKTH2 #B;`Kb 7Q` KmHiB iQF2Mb- M/ h#H2 8X9 b?Qrb bKTH2 #B;`Kb 7Q` 7`2[m2Mi +QMbiBim2Mib rBi? i?2B` +Q``2bTQM/BM; #bQHmi2 7`2[m2M+B2b 7`QK i?2 "BDMF?M *Q`Tmb r`Bii2M b `2;mH` 2tT`2bbBQMb BM *G_EX b b?QrM BM i?2 i#H2b- i?2 KQ`T?Q@bvMi+iB+ M/ b2KMiB+ BM7Q`KiBQM BM i?2 SPa i;b Q7 i?2 rQ`/b Bb mb2/ 7Q` /2}MBM; i?2 ;`KK` `mH2b b `2;mH` 2tT`2bbBQMbX Ai Bb TQbbB#H2 iQ r`Bi2 T`Q/m+iBp2 ;`KK` `mH2b rBi? b2[m2M+2 Q7 QMHv SPa i;b- `2HiBp2Hv T`Q/m+iBp2 ;`KK` `mH2b rBi? T`iBHHv H2tB+HBx2/ b2[m2M+2b- M/ `2bi`B+i2/ ;`KK` `mH2b rBi? 7mHHv H2tB+HBx2/ b2[m2M+2b iQ `2+@ Q;MBx2 7`Qx2M bi`BM;bX hQ KF2 i?2 ;`KK` `mH2b KQ`2 ;2M2`H M/ T`Q/m+iBp2- rBH/ +`/ bvK#QHb +M #2 mb2/ BM i?2 `2;mH` 2tT`2bbBQMb- bm+? b ! 7Q` x2`Q Q` QM2 bvK#QHb- W 7Q` x2`Q Q` KQ`2 bvK#QHb- M/ O 7Q` QM2 Q` KQ`2 bvK#QHbX 7i2` /2}MBM; b2i Q7 `2;mH` 2tT`2bbBQMb b b22/ ;`KK` `mH2b- i?2v `2 T@ THB2/ QM i?2 b2i Q7 8y b2Mi2M+2b b b22/ /i M/ i?2B` MMQiiBQM `2 +QKTH2i2/ KMmHHvX 8X9X ah1Sa P6 h_11"LEAL: Rjj h#H2 8Xj, "B;`K bKTH2b 7Q` KmHiB iQF2Mb r`Bii2M b `2;mH` 2tT`2bbBQMb U_1V #bQHmi2 #bQHmi2 Sii2`M aKTH2 h`MbHiBQM _1 BM *G_E 6`2[X 6`2[X G27i _1 _1, <ǳL+bT@@@Ǵ>-<ǳoWvbWWi@@@@Ǵ> L+bT@@@ oTvbb?i@@@@ jNkRj ſƄȔ ūƄŵŤǅƼ Ry KQp2/ _B;?i _1 _J, <Jo `4ǳR@yyRǴ> \ r< /Jo> G27i _1 _1, <ǳL+bT@@@Ǵ>-<ǳoWvbWW@7@@@Ǵ> L+bT@@@ oTvbb?@7@@@ RkyRR ŬƉţǂƀƍ ƺŤŶǀţ Rj3 rb /QM2 _B;?i _1 _J, <Jo `4ǳR@yykǴ> \ r< /Jo> h#H2 8X9, "B;`K bKTH2b 7Q` +QMbiBim2Mib r`Bii2M b `2;mH` 2tT`2bbBQMb U_1V #bQHmi2 #bQHmi2 Sii2`M aKTH2 h`MbHiBQM _1 BM *G_E 6`2[X 6`2[X G27i _1 _1, <ǳL+bTF@xǴ>-<ǳLbTF@@Ǵ> L+bTF@x LbTF@@ RRkey ȟţƄǪ Ƅǅƍ R i?2 +Biv Q7 S`;m2 _B;?i _1 _J, <LS* `4ǳR@yyRǴ> \ r< /LS*> G27i _1 _1, <ǳL+bTi@xǴ>-<ǳl`Mb@@@Ǵ> L+bTi@x l`Mb@@@ eNde ǐǘǕǒ ƶŤƉ RR i?2 v2` RNej _B;?i _1 _J, <LS* `4ǳR@yykǴ> \ r< /LS*> 8X9Xj JBM@T`Q+2bbBM; ai2T 7i2` MMQiiBM; i?2 b2i Q7 8y b2Mi2M+2b b b22/ /i- i?2 KBM@T`Q+2bbBM; M/ i?2 TQbi@T`Q+2bbBM; bi2Tb `2 HmM+?2/ M/ +QMiBMm2/ Bi2`iBp2Hv QM i?2 `2KBM@ BM; /i UN8y b2Mi2M+2bV- BX2X i?2 KBM@T`Q+2bbBM; M/ i?2 TQbi@T`Q+2bbBM; bi2Tb 7QHHQr 2+? Qi?2` M/ i?2 #Qi? bi2Tb `2 T`Q+2bb2/ BM 2+? Bi2`iBQMX h?2 KBM T`Q+2bbBM; bi2T Bb /QM2 7mHHv miQKiB+HHv bm+? i?i BM 2+? Bi2`iBQM b2i Q7 k M2r `mH2b Uk48V `2 2ti`+i2/ 7`QK i?2 r?QH2 MMQii2/ /i M/ //2/ iQ i?2 b22/ ;`KK` `mH2b b `2;mH` 2tT`2bbBQMb BM *G_EX h?2 mT/i2/ b22/ ;`KK` `mH2b `2 i?2M TTHB2/ QM i?2 `2KBMBM; mMMMQii2/ b2Mi2M+2b BM i?2 M2ti Bi2`iBQMbX .2iBH2/ /2b+`BTiBQM Q7 i?Bb bi2T iQ;2i?2` rBi? i?2 H;Q`Bi?K r2`2 H`2/v /2b+`B#2/ BM a2+iBQM 8XjX 8X9X9 SQbi@T`Q+2bbBM; ai2T aBKBH` iQ i?2 KBM@T`Q+2bbBM; bi2T- i?2 TQbi@T`Q+2bbBM; bi2T Bb HbQ T2`7Q`K2/ Bi2`iBp2Hv bm+? i?i BM 2+? Bi2`iBQM 7i2` i?2 miQKiB+ MMQiiBQM Q7 b2M@ i2M+2b- ?mKM MMQiiQ` }MBb?2b i?2 b?HHQrHv MMQii2/ b2Mi2M+2b KMmHHv #b2/ QM i?2 MMQiiBQM b+?2K2 /2b+`B#2/ BM a2+iBQM 9XkX h?2 QmiTmi Q7 i?Bb bi2T Bb b2i Q7 7mHHv MMQii2/ b2Mi2M+2b- bm+? b 6B;m`2 8XR QM T;2 RkRX h?2 +QKTH2i2Hv MMQii2/ b2Mi2M+2b `2 mb2/ 7Q` 2ti`+iBM; M2r ;`KK` `mH2bX aBKBH` iQ J`+mb 2i HX URNNjV M/ aBKQp 2i HX UkyykV- QMHv QM2 MHvbBb Bb T`QpB/2/ 7Q` b2Mi2M+2b rBi? bvMi+iB+ K#B;mBiB2b BM Qm` i`22#MFX h?2 T`QpB/2/ 8X8X 1oGlhAPL Rj9 MHvb2b `2Hv QM i?2 KQbi TT`QT`Bi2 MHvb2b #b2/ QM i?2 +QMi2tibX 8X8 1pHmiBQM AM i?2 BMBiBHBxiBQM Q7 i?2 MMQiiBQM T`Q+2bb- 8y b22/ b2Mi2M+2b `2 +QKTH2i2/ KMmHHv 7i2` #2BM; b?HHQrHv T`Q+2bb2/X *QMbi`BMib `2 /2}M2/ QM i?2 ;`K@ K` `mH2b iQ pQB/ i?2B` Qp2`@;2M2`iBQMX h?2 T`Q+2bb Q7 miQKiB+ M/ KMmH MMQiiBQMb Q7 b2Mi2M+2b BM i?2 KBM@ M/ TQbi@T`Q+2bbBM; bi2Tb `2 +QMiBMm2/ Bi2`iBp2HvX q?BH2 KQ`2 /i Bb MMQii2/ BM i?2 #QQibi`TTBM; T`Q+2bb- BM 2+? Bi2`iBQM i?2 `i2 Q7 i?2 ;`KK` `mH2b TTHB2/ miQKiB+HHv M/ KMmHHv iQ +QKTH2i2 i?2 MMQiiBQM Q7 2+? b2Mi2M+2 Bb `2+Q`/2/X 6B;m`2 8Xd /BbTHvb i?2 ?mKM MMQiiBQM `i2 7Q` 2+? }p2 Bi2`iBQMb U7Q` 2+? 8y b2Mi2M+2bVX b +M #2 b22M BM i?2 };m`2- b i?2 MmK#2` Q7 i?2 ;`KK` `mH2b /2}M2/ BM i?2 bvbi2K ;`Qrb- ?mKM 2zQ`i iQ MMQii2 i?2 /i /2+`2b2b bi2/BHv r?B+? `2bmHib BM `2/m+BM; ?mKM BMi2`p2MiBQM BM /2p2HQTBM; i?2 /i bQm`+2X AM i?2 }`bi Bi2`@ iBQMb Q7 i?2 #QQibi`TTBM; T`Q+2bb- d9Xy8W Q7 i?2 MHvb2b `2 /QM2 KMmHHv- M/ i?2v `2 `2/m+2/ iQ jNXyRW BM i?2 Hbi Bi2`iBQMbX aBM+2 i?2 H2M;i? Q7 b2M@ i2M+2b p`v M/ HQM;2` b2Mi2M+2b `2 KQ`2 +QKTHB+i2/ i?M i?2 b?Q`i2` QM2b- i?2 T`2b2Mi2/ `2bmHi Bb MQ`KHBx2/ rBi? `2bT2+i iQ i?2 H2M;i? Q7 i?2 b2Mi2M+2bX '"# !"#$"%&'()*+%',%%-&+.-%'/+&"' '%# &"# &%# ""# "%# $"# $%# !"# # # %# %# %# %# %# %# %# %# %# %# %# %# %# %# %# %# %# %% %% )" *% *" !% !" $% $" "% "" &% &" '% '" +% +" ,% ," () )% %( %( %( %( %( %( %( %( %( %( %( %( %( %( %( %( %( "% %( )% )" *% *" !% !" $% $" "% "" &% &" '% '" +% +" ,% ," 0)*1"#'-2'3"%&"%$"4' 6B;m`2 8Xd, >mKM MMQiiBQM `i2 BM KMmH MMQiiBQM 1p2M i?Qm;? i?2 `2/m+iBQM Q7 ?mKM MMQiiBQM 2zQ`i Bb bB;MB}+Mi- Bi Bb BM+`2b2/ BM bQK2 Q7 i?2 Bi2`iBQMb /m2 iQ i?2 +QKTH2tBiB2b Q7 i?2 b2Mi2M+2b BM i?2b2 Bi2`iBQMbX *QMb2[m2MiHv- i?2B` MMQiiBQMb `2[mB`2 KQ`2 ?mKM 2zQ`iX b +M #2 b22M BM i?2 };m`2- i?2`2 Bb ;`/mH /2+`2b2 BM KMmH MMQiiBQM ;BM BM i?2 M2ti Bi2`iBQMb r?B+? b?Qrb i?i i?2 /2}M2/ ;`KK` `mH2b Q7 i?2 b22M +QMi2tib `2 2MQm;? 7Q` MHvxBM; i?2 b2Mi2M+2b Q7 i?2b2 Bi2`iBQMbX AM h#H2 8X8- i?2 +Qp2`;2 Q7 i?2 `mH2b UmiQKiB+ pbX KMmHV Bb `2TQ`i2/X hQ MMQii2 i?Bb bKHH i`22#MF 7Q` S2`bBM- r?B+? QM p2`;2 Bb kd rQ`/b HQM;- QM p2`;2 R8X39 ;`KK` `mH2b U`QmM/ 8dXk8W Q7 i?2 ibFV `2 TTHB2/ KMmHHv 7Q` 2+? b2Mi2M+2 M/ i?2 `2bi miQKiB+HHvX 8X8X 1oGlhAPL Rj8 h#H2 8X8, amKK`v Q7 i?2 #QQibi`TTBM; `2bmHi 7Q` i?2 i`22#MFBM; MmKX Q7 p2`;2 H2M;i? p2`;2 MmKX Q7 p2`;2 MmKX Q7 b2Mi2M+2b Q7 b2Mi2M+2b UrQ`/bV miQKiB+ `mH2b KMmH `mH2b Ryyy kdXed RkXRN R8X39 hQ 2pHmi2 i?2 Qp2`HH T2`7Q`KM+2 Q7 i?2 ;`KK` `mH2b mb2/ BM Qm` K2i?Q/- T`2+BbBQM- `2+HH- M/ 6@K2bm`2 `2 +QKTmi2/X hQ +QKTmi2 T`2+BbBQM BM i?2 2[miBQM U8XRV- i?2 +Q``2+i ;`KK` `mH2b U:_V r?B+? `2 TTHB2/ miQKiB+HHv ;BMbi i?2 iQiH MmK#2` Q7 ;`KK` `mH2b TTHB2/ miQKiB+HHv `2 K2bm`2/, number of correct automatic GR P recision = U8XRV total number of automatic GR hQ +QKTmi2 `2+HH BM i?2 2[miBQM U8XkV- i?2 +Q``2+i ;`KK` `mH2b r?B+? `2 T@ THB2/ miQKiB+HHv `2 K2bm`2/ ;BMbi i?2 bmK Q7 +Q``2+i miQKiB+ ;`KK` `mH2b M/ i?2 KMmH ;`KK` `mH2b, number of correct automatic GR Recall = U8XkV number of correct automatic GR + manual GR 6@K2bm`2 BM i?2 2[miBQM U8XjV r2B;?ib i?2 BMi2`+iBQM Q7 T`2+BbBQM M/ `2+HH, 2 × precision × recall F − measure = U8XjV precision + recall h?2 bmKK`v Q7 i?2 `2bmHi Bb `2TQ`i2/ BM h#H2 8XeX b +M #2 b22M- 3eXkyW Q7 i?2 TTHB2/ miQKiB+ ;`KK` `mH2b `2 +Q``2+i- M/ i?2v +Qp2` 98Xe8W Q7 HH i?2 miQKiB+ M/ KMmH ;`KK` `mH2b `2[mB`2/ iQ MMQii2 i?2 b2Mi2M+2bX h#H2 8Xe, 1pHmiBQM `2bmHib 6@K2bm`2 S`2+BbBQM _2+HH 8NXeN 3eXky 98Xe8 "b2/ QM i?2 `2bmHib- T`2+BbBQM Bb `2HiBp2Hv ?B;?- #mi `2+HH Bb HQr 7Q` irQ `2bQMb, UV i?2`2 `2 +QMi2tib i?i ?p2 MQi #22M b22M bQ 7`- M/ i?2 `2H2@ pMi ;`KK` `mH2b `2 MQi 2ti`+i2/ b `2bmHic U#V 2p2M B7 ;`KK` `mH2 Bb 2ti`+i2/- i?2`2 Bb MQ ;`Mi22 i?i Bi Bb /2}M2/ BM i?2 bvbi2K /m`BM; i?2 #QQibi`TTBM; T`Q+2bb #2+mb2 Q7 Bib HQr 7`2[m2M+vX P7 +Qm`b2 MMQiiBM; KQ`2 b2Mi2M+2b ?2HTb iQ BM+`2b2 `2+HH- bBM+2 ?pBM; KQ`2 MMQii2/ /i M/ /2}MBM; KQ`2 ;`KK` `mH2b BM+`2b2 i?2 +Qp2`;2 Q7 i?2 iQiH ;`KK` `mH2bX hQ p2`B7v i?Bb bii2K2Mi- r2 K2bm`2 `2+HH Q7 Qm` K2i?Q/ 7Q` 2p2`v 8 Bi2`@ iBQMb M/ /BbTHv Bi BM 6B;m`2 8X3X b b?QrM BM i?Bb };m`2- `2+HH Bb +QMbiMiHv BM+`2bBM;- r?B+? Bb bB;MH i?i M2rHv /2}M2/ ;`KK` `mH2b BM 2+? Bi2`iBQM ?p2 TQbBiBp2 2z2+i QM i?2 +Qp2`;2- M/ 2p2M ?B;?2` `2+HH +M #2 +?B2p2/ 8XeX alJJ_u Rje '"# '%# ""# !"#$"%&'("$)**'' "%# &"# &%# $"# $%# !"# # # %# %# %# %# %# %# %# %# %# %# %# %# %# %# %# %# %# %% %% )" !% !" $% $" &% &" "% "" '% '" *% *" +% +" ,% ," () )% %( %( %( %( %( %( %( %( %( %( %( %( %( %( %( %( %( "% %( )% )" !% !" $% $" &% &" "% "" '% '" *% *" +% +" ,% ," +,-."#'/0'1"%&"%$"2' 6B;m`2 8X3, _2+HH K2bm`2/ 2p2`v 8 Bi2`iBQMb BM 7m`i?2` Bi2`iBQMbX h?2`2 `2 irQ +QMbB/2`#H2 /`QTb BM i?2 ;`T?X 7i2` +QMbmHiBM; i?2 /i- r2 }M/ i?i 2ti`TQbBiBQM M/ 2HHBTb2b 7`2[m2MiHv ?TT2M2/ BM i?Bb TQ`iBQM Q7 /i- M/ ?B;?2` KQmMi Q7 ?mKM BMi2`p2MiBQM Bb `2[mB`2/ iQ +QKTH2i2 i?2 MHvb2bX JQ`2Qp2`- 2``Q`b BM i?2 bbB;M2/ SPa i;b ?p2 M2;iBp2 2z2+i QM i?2 mb;2 Q7 i?2 ;`KK` `mH2bX //BiBQMHHv- +?M;BM; i?2 ;2M`2 M/ i?2 /QKBM Q7 i?2 i2tib 7`QK TQHBiB+b iQ 2+QMQKv Q` bTQ`i M2rb Bb MQi?2` 7+iQ` i?i z2+ib `2+HHX h?2 /2p2HQT2/ i`22#MF Bb i?2 T`2HBKBM`v /i b2i r?B+? KB;?i `2[mB`2 7m`i?2` 2/BiBM; #2+mb2 Q7 +?M;BM; i?2 MMQiiBQM b+?2K2X 6m`i?2` 2/BiBM; Q7 i?2 /2p2HQT2/ i`22#MF M/ `2@b2;K2MiBM; b2Mi2M+2b- BM //BiBQM iQ /2H2iBQM Q7 i?2 mM;`KKiB+H b2Mi2M+2b- BM+`2b2/ i?2 MmK#2` Q7 i`22b iQ Ryk3 rBi? iQiH MmK#2` Q7 kdyke rQ`/ iQF2MbX Ai Bb M2+2bb`v iQ // i?i BM R3XNeW Q7 i?2 b2Mi2M+2b 2ti`TQbBiBQM Bb Q++m``2/X 8Xe amKK`v AM i?Bb +?Ti2`- r2 KBMHv /2b+`B#2/ i?2 /2p2HQTK2Mi Q7 M >Sa:@#b2/ i`22@ #MF 7Q` S2`bBMX hQ i?Bb 2M/- r2 mb2/ #QQibi`TTBM; TT`Q+? 7Q` i?2 /i MMQiiBQMX .2p2HQTBM; i?Bb MMQii2/ /i rb i?2 }`bi ii2KTi iQ #mBH/ i`22#MF 7Q` S2`bBM #b2/ QM i?2 >Sa: 7Q`KHBbK b Bib #+F#QM2X AM i?2 }`bi bi2T- b2i Q7 b22/ ;`KK` `mH2b r2`2 /2}M2/ b `2;mH` 2t@ T`2bbBQMb BM i?2 *G_E bvbi2K M/ i?2v r2`2 mb2/ 7Q` T`Q+2bbBM; i?2 8y b22/ b2Mi2M+2b b?HHQrHvX h?Bb BMBiBHBxiBQM bi2T rb }MBb?2/ #v +QKTH2iBM; i?2 M@ MQiiBQM Q7 b22/ b2Mi2M+2b KMmHHvX AM i?2 M2ti bi2Tb Q7 i?2 MMQiiBQM T`Q+2bb Ui?2 KBM@T`Q+2bbBM; M/ TQbi@T`Q+2bbBM; bi2TbV- b2i Q7 M2r b2Mi2M+2b r2`2 m@ iQKiB+HHv T`Q+2bb2/ rBi? i?Bb b2i Q7 ;`KK` `mH2b M/ ?mKM MMQiiQ` +QKTH2i2/ i?2 MMQiiBQM Q7 b2Mi2M+2b KMmHHv BM 2+? Bi2`iBQMX hQ BM+`2b2 i?2 miQKiB+ MMQiiBQM- r2 2ti`+i2/ i?2 ;`KK` `mH2b TTHB2/ KMmHHv M/ Bi2`iBp2Hv m;K2Mi2/ i?2 b22/ ;`KK` `mH2b rBi? i?2 ;`KK` `mH2b T@ 8XeX alJJ_u Rjd THB2/ 7`2[m2MiHv BM i?2 KMmH MMQiiBQMX h?2 `2bmHib b?Qr2/ i?i i?2 T`QTQb2/ K2i?Q/ +QmH/ bi2/BHv `2/m+2 ?mKM BMi2`p2MiBQMX Ai +QmH/ #2 +QM+Hm/2/ i?i KQ`2 b22M +QMi2tib rBHH `2bmHi BM KQ`2 ;`KK` `mH2 /2}MBiBQMb M/ ;`/mH `2/m+iBQM Q7 ?mKM BMi2`p2MiBQM 7Q` 7m`@ i?2` /i MMQiiBQMX *?Ti2` e aiiBbiB+H S`bBM; Q7 S2`bBM eXR AMi`Q/m+iBQM PM2 mb;2 Q7 i`22#MFb Bb iQ i`BM biiBbiB+H T`b2`b iQ #mBH/ ;`KK` KQ/2H M/ T`QpB/2 bvMi+iB+ MHvb2b 7Q` i?2 M2r mMb22M /iX AM i?Bb +?Ti2`- r2 KBMHv /2b+`B#2 i?2 #bB+ LGS iQQHb M/ i?2 /i mb2/ 7Q` i?Bb ;QHX h?2 iQQHb `2 /Ti2/ iQ i?2 S2`bBM HM;m;2 r?2M `2[mB`2/X hQ `2T`2b2Mi i?2 /@ pMi;2 Q7 Qm` /2p2HQT2/ i`22#MF- i?Bb /i b2i Bb +QMp2`i2/ BMiQ Bib T`HH2H /2T2M/2M+v@#b2/ i`22#MFX h?2 +QMp2`i2/ /i Bb i?2M mb2/ 7Q` i`BMBM; /2@ T2M/2M+v T`b2`b b r2HHX h?2 BKT+i Q7 i?2 i`22#MF MMQiiBQM ;`MmH`Biv QM T`bBM; T2`7Q`KM+2 Bb HbQ iF2M BMiQ +QMbB/2`iBQM r?2M i`BMBM; T`b2`X h?Bb +?Ti2` +QMiBMb b2p2M b2+iBQMbX a2+iBQMb eXk M/ eXj #`B2~v 2tTHBM i?2 #bB+ T`QT2`iB2b Q7 i?2 LGS iQQHb mb2/ 7Q` i?2 `2bi Q7 Qm` bim/vX h?2b2 iQQHb `2 i?2 hMh M/ aiM7Q`/ SPa i;;2`b- i?2 "2`F2H2v M/ aiM7Q`/ +QMbiBim2M+v T`b2`b- M/ i?2 JHi M/ Ji2 /2T2M/2M+v T`b2bX a2+iBQM eX9 /2b+`B#2b i?2 /i T`2T`iBQM bi2Tb 7Q` i?2 +QMbiBim2M+v M/ /2T2M/2M+v T`b2`bX h?2 /i +M TQi2MiBHHv ?p2 i?`22 /BK2MbBQMb Q7 MMQiiBQM ;`MmH`Biv- MK2Hv i?2 H2tB+H Bi2K- SPa i;- M/ +QMbiBim2Mi H#2H- r?B+? b?QmH/ #2 +QMbB/2`2/ r?2M i`BMBM; i?2 iQQHbX h?2b2 i?`22 /BK2MbBQMb `2 /2}M2/ BM a2+iBQM eX8X AM a2+@ iBQM eXe- r2 2pHmi2 i?2 T2`7Q`KM+2 Q7 i?2 T`b2`bX h?2M- r2 bim/v i?2 2z2+i Q7 i?2 MMQiiBQM ;`MmH`Biv QM T`bBM;X hQ i?Bb 2M/- r2 +?M;2 i?2 /i 7Q`Ki 7`QK }M2@;`BM2/ iQ +Q`b2@;`BM2/ M/ +QKT`2 i?2 `2bmHibX aBM+2 i?2 T`b2`b `2 i`BM2/ rBi? bKHH KQmMi Q7 /i- i?2v bmz2` 7`QK i?2 /i bT`bBiv T`Q#H2K r?2M mb2/ BM `2H TTHB+iBQMX h?2 irQ H2p2Hb 7Q` i?2 /i bT`bBiv T`Q#H2K `2 i?2 H2tB+H M/ bvMi+iB+ +QMbi`m+iBQM H2p2Hb r?B+? `2 bim/B2/ BM RjN eXkX SPa h::AL: R9y KQ`2 /2iBH BM *?Ti2`b d M/ 3X h?Bb +?Ti2` Bb bmKK`Bx2/ BM a2+iBQM eXdX h?2 +QMi2Mi Q7 i?Bb +?Ti2` Bb KBMHv #b2/ QM i?2 7QHHQrBM; TT2`b, Ç :?vQQKB- JbQQ/ M/ PKB/ JQ`/BMMb# UkyRkV ǳh?2 2z2+i Q7 i`22@ #MF MMQiiBQM ;`MmH`Biv QM T`bBM;, +QKT`iBp2 bim/vǴ AM S`Q@ +22/BM;b Q7 i?2 RRi? 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AMi2`MiBQMH *QM72`2M+2 QM GM;m;2 _2bQm`+2b M/ 1pHmiBQM- Jv keĜjR- kyR9- _2vFDpBF- A+2HM/X eXk SPa h;;BM; SPa i;;BM; Bb i?2 T`Q+2bb Q7 bbB;MBM; bvMi+iB+ +i2;Q`v iQ rQ`/ BM Bib HQ+H +QMi2tiX h?2`2 `2 irQ +?HH2M;2b i?i biiBbiB+H SPa i;;2`b b?QmH/ mbmHHv /2H rBi?, UV bbB;MBM; +M/B/i2 SPa i; iQ mMFMQrM rQ`/b r?B+? `2 mMb22M BM i?2 i`BMBM; /i- M/ U#V /BbK#B;miBM; i?2 +Q``2+i SPa i; Q7 rQ`/ B7 i?2 rQ`/ ?b KQ`2 i?M QM2 i;X aiiBbiB+H K2i?Q/b `2 Hrvb b2MbBiBp2 iQ i?2 /iX b `2bmHi- i?2 KQmMi Q7 i?2 i`BMBM; /i- M/ i?2 /Bz2`2M+2 #2ir22M i?2 i`BMBM; /i M/ i?2 i2bi /i `2 i?2 p`B#H2b i?i THv BKTQ`iMi `QH2b BM i?Bb ibFX AM i?Bb bim/v- r2 mb2 irQ SPa i;;2`b- MK2Hv i?2 hMh M/ i?2 aiM7Q`/ SPa i;;2`b- i?i `2 /2b+`B#2/ BM i?Bb b2+iBQMX eXkXR hMh SPa h;;2` h?2 hMh SPa i;;2` Bb /2p2HQT2/ #v "`Mib UkyyyVX h?Bb i;;2` Bb i?2 BK@ TH2K2MiiBQM Q7 i?2 oBi2`#B H;Q`Bi?K UoBi2`#B- RNedV 7Q` b2+QM/ Q`/2` J`FQp KQ/2HbX JQ`2Qp2`- +QMi2ti@BM/2T2M/2Mi p`BMi Q7 i?2 HBM2` BMi2`TQHiBQM bKQQi?BM; K2i?Q/ UJMMBM; M/ a+?Ƀix2- RNNN- TX kR3V Bb mb2/ 7Q` /2HBM; rBi? i?2 /i bT`bBiv T`Q#H2KX hQ ?M/H2 i?2 T`Q#H2K 7Q` mMFMQrM rQ`/b BM BM@ ~2+i2/ HM;m;2b- i?2 bm{t MHvbBb K2i?Q/ T`QTQb2/ #v aKm2HbbQM URNN9V Bb mb2/X AM i?Bb K2i?Q/- i?2 K Hbi H2ii2`b Q7 rQ`/ `2 +QMbB/2`2/ b bm{t M/ i?2v `2 `2KQp2/ 7`QK i?2 rQ`/ 7Q`Kb iQ /2i2`KBM2 i?2 #b2 7Q`K Q7 i?2 rQ`/X hQ }M/ i?2 H2M;i? 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JP.1G Rek h?2 +QMi2Mi Q7 i?Bb +?Ti2` Bb KBMHv #b2/ QM i?2 7QHHQrBM; TT2`, Ç :?vQQKB- JbQQ/ UkyRkV ǳqQ`/ +Hmbi2`BM; 7Q` S2`bBM biiBbiB+H T`b@ BM;ǴX AM /pM+2b BM Lim`H GM;m;2 S`Q+2bbBM;- 2/BiQ`b >BiQb?B Ab?` M/ EvQFQ EMxFB- pQHmK2 deR9 Q7 G2+im`2 LQi2b BM *QKTmi2` a+B2M+2, CThG ǶRk, S`Q+22/BM;b Q7 i?2 3i? AMi2`MiBQMH *QM72`2M+2 QM /pM+2b BM Lim`H GM;m;2 S`Q+2bbBM;- TT, RkeĜRjdX aT`BM;2` "2`HBM >2B/2H#2`;X Ç :?vQQKB- JbQQ/ M/ PKB/ JQ`/BMMb# UkyRkV ǳh?2 2z2+i Q7 i`22@ #MF MMQiiBQM ;`MmH`Biv QM T`bBM;, +QKT`iBp2 bim/vǴ AM S`Q@ +22/BM;b Q7 i?2 RRi? AMi2`MiBQMH qQ`Fb?QT QM h`22#MFb M/ GBM;mBbiB+ h?2Q`B2b- LQp2K#2` jyĜ.2+2K#2` R- kyRk- GBb#QM- SQ`im;H- TT, RyNĜRR9X dXk S`QT2`iB2b Q7 i?2 *Hbb@#b2/ JQ/2H _QF+? 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Q` rBi?Qmi Mv Qp2`HT QM i?2 +Hmbi2`2/ /i- bm+? b i?2 F@K2Mb +Hmbi2`BM; H;Q`Bi?K UJ+Zm22M- RNedVX "`QrM 2i HX URNNkV TBQM22`2/ i?2 mb2 Q7 i?2 rQ`/ +Hmbi2`BM; K2i?Q/ M/ Bib TTHB+iBQM 7Q` HM;m;2 KQ/2HBM;X h?2v mb2/ ?B2``+?B+H #QiiQK@mT T@ T`Q+? 7Q` i?Bb ;QHX Gi2` QM- rQ`/ +Hmbi2`BM; rb rB/2Hv mb2/ BM p`BQmb LGS TTHB+iBQMb BM+Hm/BM; T`bBM; UEQQ 2i HX- kyy3c *M/BiQ M/ *`##û- kyyNc *M/BiQ M/ a2//?- kyRyc *M/BiQ 2i HX- kyRRV- rQ`/ b2Mb2 /BbK#B;m@ iBQM UGB- kyykV- miQKiB+ i?2bm`mb ;2M2`iBQM U>Q/;2 M/ mbiBM- kyykV- K@ +?BM2 i`MbHiBQM UlbxFQ`2Bi M/ "`Mib- kyy3V- b2Mi2M+2 `2i`B2pH UJQKixB M/ EHFQr- kyyNV- MK2/@2MiBiv i;;BM; UJBHH2` 2i HX- kyy9V- HM;m;2 KQ/2H /T@ iiBQM UEM2b2` M/ S2i2`b- RNNdV- bT22+? `2+Q;MBiBQM UaKm2HbbQM M/ _2B+?H- RNNNV- [m2`v 2tTMbBQM UQMQ M/ .QB- kyy8V- M/ i2ti +i2;Q`BxiBQM U*?2M 2i HX- kyy9VX qQ`/ +Hmbi2`BM; ?b /pMi;2b M/ /Bb/pMi;2bX PM2 Q7 i?2 /pMi;2b Q7 rQ`/ +Hmbi2`BM; Bb i?i Bi `2/m+2b i?2 /i bT`bBiv T`Q#H2KX >2M+2- B7 rQ`/ BM i?2 i`BMBM; /i Bb MQi b22M #mi Bib KTT2/ +Hbb Bb K2i- i?2M i?2 T2`7Q`KM+2 Q7 i?2 bvbi2K rBHH MQi /`QT /m2 iQ i?2 bT`b2M2bb Q7 /i M/ 2M+QmMi2`BM; mMFMQrM rQ`/b Ui?2 Qmi Q7 i?2 pQ+#mH`v T`Q#H2KVX h?Bb TT`Q+? Bb p2`v 2z2+iBp2- 2bT2+BHHv r?2M i?2 ;2M`2 M/ /QKBM Q7 /i +?M;2X MQi?2` /pMi;2 Q7 rQ`/ +Hmbi2`BM; Bb Bib ~2tB#BHBiv iQ +Tim`2 /Bz2`2Mi 72im`2b HBF2 b2KMiB+ Q` bvMi+iB+ T`QT2`iB2b Q7 rQ`/b #v 2KTHQvBM; /Bz2`2Mi rQ`/ +Hmbi2`BM; H;Q`Bi?KbX aBM+2 Qm` BK Bb iQ ;`QmT rQ`/b rBi? bBKBH` bvMi+iB+ M/ b2KMiB+ #2?pBQ`- dXkX S_PS1_hA1a P6 h>1 *Gaa@"a1. JP.1G Rej i?Bb ~2tB#BHBiv ;Bp2b mb i?2 QTTQ`imMBiv iQ +?QQb2 M H;Q`Bi?K r?B+? +Tim`2b i?2 bvMi+iB+ M/ b2KMiB+ bBKBH`BiB2b Q7 rQ`/b iQ #2 mb2/ 7Q` T`bBM;X bbmKBM; i?i i?2 rQ`/ +Hmbi2`BM; H;Q`Bi?K +Hmbi2`2b i?2 rQ`/b Q7 i2ti ++m`i2Hv- Bi Bb Q#pBQmb i?i i?2`2 Bb +H2` `2HiBQMb?BT #2ir22M i?2 rQ`/b #2HQM;BM; iQ i?2 bK2 +Hmbi2`X 1tKTH2 dXR b?Qrb BMbiM+2b Q7 rQ`/ +Hmbi2`b +`2i2/ #v i?2 "`QrM H;Q`Bi?K U"`QrM 2i HX- RNNkV 7Q` S2`bBMX UdXRV *Glah1_@A *Glah1_@AA *Glah1_@AAA ƿɓƄŭƄƚŽƄǪ ͬȡƆɔȔŤǪ ƀɓţǂſǇƼƄƬ fTQ`ti`i`BMf fTFBx2;Bf f7`Km/2PB/f ǵi?2 KQbi /M;2`QmbǶ ǵ+H2MM2bbǶ ǵ?p2 T`2b+`B#2/Ƕ ƿɓƄŭͬƸŤƽƍ ͬǁŮƊŧ ŬƉţǂſƄȔ fȒQKHBi`BMf f#biMBf fF`/2bif ǵi?2 KQbi LQ`i?2`MǶ ǵB+2@+`2KǶ ǵ?b /QM2Ƕ ƿɓƄŮƭɔƢƕ ͬƧɓŤŨɓƅ ƀǀţǂſƄȔ fxPB7i`BMf fxB#vBf fF`/2M/f ǵi?2 r2F2biǶ ǵ#2mivǶ ǵ?p2 /QM2Ƕ XXX XXX XXX h?2 rQ`/ +Hmbi2`b ?2HT mb iQ }M/ i?2 b2i Q7 i2`Kb i?i `2 bvMi+iB+HHv M/ b2KMiB+HHv `2Hi2/ iQ 2+? Qi?2`X A7 QMHv QM2 Q7 i?2 rQ`/b 7`QK +Hmbi2` T@ T2`b BM i?2 i`BMBM; /i- i?2 biiBbiB+H T`b2` +M T`b2 i?2 BMTmi b2Mi2M+2b r?B+? +QMiBM Qi?2` rQ`/b Q7 i?2 bK2 +Hmbi2`- 2p2M i?Qm;? i?2b2 rQ`/b /Q MQi 2tBbi BM i?2 i`BMBM; /iX 6Q` 2tKTH2- B7 i?2 rQ`/ ǵƿɓƄŭƄƚŽƄǪǶ fTQ`ti`i`BMf ǵi?2 KQbi /M;2`QmbǶ ?b #22M b22M BM i?2 i`BMBM; /i M/ i?Bb rQ`/ +`2i2b MQmM T?`b2 rBi? i?2 rQ`/ ǵƄɔƊƼǶ fKbB`f ǵTi?Ƕ b ǵƄɔƊƼ ƿɓƄŭƄƚŽƄǪǶ fTQ`ti`@ i`BM KbB`f ǵi?2 KQbi /M;2`Qmb Ti?Ƕ- i?2 +Hbb@#b2/ KQ/2H Bb #H2 iQ T`b2 b2Mi2M+2b i?i +QMiBM i?2 rQ`/ ǵƿɓƄŭͬƸŤƽƍǶ fȒQKHBi`BMf ǵi?2 KQbi LQ`i?2`MǶ r?B+? Bb mMb22M BM i?2 i`BMBM; /i #mi #2HQM;b iQ i?2 bK2 +Hmbi2` Q7 ǵƿɓƄŭƄƚŽƄǪǶ fTQ`ti`i`BMf ǵi?2 KQbi /M;2`QmbǶX *QMb2[m2MiHv- Bi +M +QK#BM2 rBi? i?2 i2`K ǵƄɔƊƼǶ fKbB`f ǵTi?Ƕ iQ +`2i2 +QMbiBim2Mi HBF2 ǵƄɔƊƼ ƿɓƄŭͬƸŤƽƍǶ fȒQKHB@ i`BM KbB`f ǵi?2 KQbi LQ`i?2`M Ti?ǶX h?2 /Bb/pMi;2 Q7 rQ`/ +Hmbi2`BM; Bb i?i /Bz2`2Mi bvMi+iB+ #2?pBQ`b Q7 ?QKQ;`T?b `2 MQi /BbiBM;mBb?2/- M/ i?2v `2 ;`QmT2/ BM QM2 +Hmbi2`X h?Bb T`Q#H2K KB;?i ?p2 M2;iBp2 2z2+i QM TTHB+iBQMb HBF2 T`bBM;X hQ `2/m+2 i?2 T`Q#H2K Q7 KBb@+Hmbi2`BM; ?QKQ;`T?b r?2M mbBM; ?`/ +Hmbi2`BM; TT`Q+?- r2 2ti2M/ i?2 MQ`KH "`QrM rQ`/ +Hmbi2`BM; H;Q`Bi?K /2b+`B#2/ BM a2+iBQM dX9 iQ `2+Q;MBx2 ?QKQ;`T?b /BbiBM+iHvX 6m`i?2`KQ`2- bQ7i +Hmbi2`BM; TT`Q+? Kv bQmM/ ;QQ/ bQHmiBQM iQ Qp2`+QK2 i?Bb T`Q#H2K b r2HH- #mi .?BHHQM 2i HX UkyykV b?Qr2/ i?i i?2 Qp2`HH T2`7Q`KM+2 Q7 ?`/ +Hmbi2`BM; Bb biBHH #2ii2` i?M dXjX qP_. *Glah1_AL: qAh> h>1 "_PqL G:P_Ah>J Re9 bQ7i +Hmbi2`BM;X q?2M i?2 +Hmbi2`BM; TT`Q+? Bb mb2/ 7Q` i?2 T`bBM; TTHB+iBQM- irQ T`bBM; KQ/2Hb- MK2Hv rQ`/@ M/ +Hbb@#b2/ T`bBM;- +M #2 +`2i2/X AM rQ`/@#b2/ T`bBM;- i?2 T`b2` Bb i`BM2/ rBi? i?2 i`22#MF +QMiBMBM; i?2 rQ`/b rBi? i?2B` bbQ+Bi2/ SPa i;b M/ i?2 bvMi+iB+ MMQiiBQMbX *Hbb@#b2/ T`bBM; Bb T2`@ 7Q`K2/ BM irQ bi2TbX AM i?2 }`bi bi2T- HH H2tB+H Bi2Kb Q7 +Q`Tmb `2 +Hmbi2`2/ BMiQ b2i Q7 +Hbb2bX L2ti- i?2 rQ`/b BM i?2 i`22#MF `2 KTT2/ iQ i?2B` +Q`@ `2bTQM/BM; +Hmbi2`bX h?2 `2bmHi Bb i`22#MF i?i +QMiBMb +Hmbi2`b Q7 rQ`/b `i?2` i?M i?2 +imH rQ`/bX AM i?2 M2ti bi2T- i?2 T`b2` Bb i`BM2/ rBi? i?2 i`22#MF +QMiBMBM; rQ`/ +Hmbi2`bX AM i?2 7QHHQrBM; b2+iBQM- i?2 "`QrM rQ`/ +Hmbi2`BM; H;Q`Bi?K Bb /2b+`B#2/ BM /2iBHX dXj qQ`/ *Hmbi2`BM; rBi? i?2 "`QrM H;Q`Bi?K h?2 "`QrM rQ`/ +Hmbi2`BM; U"`QrM 2i HX- RNNkV Bb ?B2``+?B+H #QiiQK@mT H;Q`Bi?K r?B+? mb2b p2`;2 JmimH AM7Q`KiBQM UJAV Q7 /D+2Mi +Hmbi2`b iQ K2`;2 +Hmbi2` TB`bX q?2M JA Bb mb2/- i?2 H;Q`Bi?K 2tKBM2b +QMi2timH BM7Q`KiBQM iQ }M/ bBKBH` rQ`/b M/ Tmi i?2K BM i?2 bK2 +Hmbi2`X hQ i?Bb 2M/- b2i Q7 rQ`/ #B;`Kb- f (w, w# )- 7`QK i?2 BMTmi +Q`Tmb Bb `2[mB`2/- r?2`2 f (w, w# ) Bb i?2 MmK#2` Q7 iBK2b i?2 rQ`/ w# Bb b22M 7i2` i?2 rQ`/ wX "Qi? w M/ w# `2 bbmK2/ iQ +QK2 7`QK +QKKQM pQ+#mH`vX q?2M i?Bb H;Q`Bi?K Bb mb2/ 7Q` rQ`/ +Hmbi2`BM;- /Bz2`2Mi rQ`/b b22M BM i?2 bK2 +QMi2tib rBHH K2`;2- #2+mb2 i?2 TT2`M+2 Q7 i?2 rQ`/b BM i?2 bK2 +QMi2ti b?Qrb i?i i?2b2 i`;2i rQ`/b +M #2 `2TH+2/ #v 2+? 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AMi2`MiBQMH qQ`Fb?QT QM h`22#MFb M/ GBM;mBbiB+ h?2Q`B2b- T;2b 38ĜNe- GBb#QM- SQ`im;H- kyRkX 1/BÏǤ2b *QHB#`BX 6Q`M2v- :X .pB/X h?2 oBi2`#B H;Q`Bi?KX AM S`Q+22/BM;b Q7 i?2 A111- pQHmK2 eR- T;2b ke3Ĝkd3- RNdjX 6Qi?- EBHBM X M/ qQH7;M; J2Mx2HX >v#`B/ T`bBM;, lbBM; T`Q##BHBbiB+ KQ/@ 2Hb b T`2/B+iQ`b 7Q` bvK#QHB+ T`b2`X AM S`Q+22/BM;b Q7 i?2 kRbi AMi2`MiBQMH *QM72`2M+2 QM *QKTmiiBQMH GBM;mBbiB+b M/ i?2 AMi2`MiBQMH *QM72`2M+2 Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b- T;2b jkRĜjk3- ai`Qm/b#m`;- S- la- kyyeX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX 6`2mM/- uQp- >X a2#biBM a2mM;- 1HB a?KB`- M/ L7iHB hBb?#vX a2H2+iBp2 bKTHBM; mbBM; i?2 [m2`v #v +QKKBii22 H;Q`Bi?KX AM J+?BM2 G2`MBM;- pQH@ mK2 k3- T;2b RjjĜRe3- >BM;?K- J- la- RNNdX EHmr2` +/2KB+ Sm#@ HBb?2`bX :x/`- :2`H/- 1rM EH2BM- :2Qz`2v EX SmHHmK- M/ ApM X a;X :2M2`HBx2/ S?`b2 ai`m+im`2 :`KK`X >`p`/ lMBp2`bBiv S`2bb- RN38X :2`/2b- EBK M/ SQHH2i aKp2HBMX biiBbiB+H TT`Q+? iQ S2`bBM HB;?i p2`# +QMbi`m+iBQMbX AM S`Q+22/BM;b Q7 i?2 kdi? AMi2`MiBQMH *QM72`2M+2 QM G2tBb M/ :`KK`- kyy3X "A"GAP:_S>u kkj :?vQQKB- JbQQ/X TBȒ#BMBv2 pʈ2 /` T`/x2Ȓ2 `vM2vBv2 x#M2 7`bB (ǳqQ`/ S`2/B+iBQM BM *QKTmiiBQMH S`Q+2bbBM; Q7 i?2 S2`bBM GM;m;2Ǵ)X Jbi2`Ƕb i?2bBb- AbHKB+ x/ lMBp2`bBiv- h2?`M *2Mi`H "`M+?- A`M- kyy9X :?vQQKB- JbQQ/X lbBM; p`BM+2 b biQTTBM; +`Bi2`BQM 7Q` +iBp2 H2`MBM; Q7 7`K2 bbB;MK2MiX AM S`Q+22/BM;b Q7 i?2 >mKM GM;m;2 h2+?MQHQ;v@ *QM72`2M+2 Q7 i?2 LQ`i? K2`B+M *?Ti2` Q7 i?2 bbQ+BiBQM 7Q` *QKTmi@ iBQMH GBM;mBbiB+b- qQ`Fb?QT QM +iBp2 G2`MBM; 7Q` Lim`H GM;m;2 S`Q@ +2bbBM;- T;2b RĜN- GQb M;2H2b- la- kyRyX :?vQQKB- JbQQ/X "QQibi`TTBM; i?2 /2p2HQTK2Mi Q7 M >Sa:@#b2/ i`22@ #MF 7Q` S2`bBMX GBM;mBbiB+ Abbm2b BM GM;m;2 h2+?MQHQ;v- dURV- kyRkX :?vQQKB- JbQQ/X 6`QK ;`KK` `mH2 2ti`+iBQM iQ i`22#MFBM;, #QQi@ bi`TTBM; TT`Q+?X AM S`Q+22/BM;b Q7 i?2 3i? 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AMi2`MiBQMH *QM72`2M+2 QM /pM+2b BM Lim`H GM;m;2 S`Q+2bbBM;- T;2b RkeĜRjdX aT`BM;2` "2`HBM >2B/2H#2`;- kyRk+X :?vQQKB- JbQQ/X KQǶ``2}v2 //2;M2 /2`tiB p iDxBv2;`2 tQ/F`2 7`bB (ǳAMi`Q/m+BM; i`22#MF M/ biiBbiB+H T`b2` 7Q` S2`bBMǴ)X AM S`Q+22/BM;b Q7 i?2 3i? *QM72`2M+2 Q7 A`MBM GBM;mBbiB+b- pQHmK2 k- T;2b eeeĜedN- kyRjX :?vQQKB- JbQQ/ M/ "`mMQ :mBHHmK2X AMi2`+iBQM ;`KK` 7Q` i?2 S2`bBM HM;m;2, LQmM M/ /D2+iBpH T?`b2bX AM S`Q+22/BM;b Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b M/ AMi2`MiBQMH CQBMi *QM72`2M+2 QM Lim`H GM;m;2 S`Q+2bbBM;- di? qQ`Fb?QT QM bBM GM;m;2 _2bQm`+2b- T;2b RydĜ RR9- amMi2+- aBM;TQ`2- kyyNX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX :?vQQKB- JbQQ/ M/ CQMb Em?MX aKTHBM; K2i?Q/b BM +iBp2 H2`MBM; 7Q` i`22#MFBM;X AM S`Q+22/BM;b Q7 i?2 Rki? AMi2`MiBQMH qQ`Fb?QT QM h`22#MFb M/ GBM;mBbiB+ h?2Q`B2b- T;2b 9NĜey- aQ}- "mH;`B- kyRjX :?vQQKB- JbQQ/ M/ CQMb Em?MX *QMp2`iBM; M >Sa:@#b2/ i`22#MF BMiQ Bib T`HH2H /2T2M/2M+v@#b2/ i`22#MFX AM S`Q+22/BM;b Q7 i?2 Ni? AMi2`MiBQMH *QM72`2M+2 QM GM;m;2 _2bQm`+2b M/ 1pHmiBQM- T;2b 3ykĜ3yN- _2vFDpBF- A+2HM/- kyR9X :?vQQKB- JbQQ/ M/ PKB/ JQ`/BMMb#X h?2 2z2+i Q7 i`22#MF MMQi@ iBQM ;`MmH`Biv QM T`bBM;, +QKT`iBp2 bim/vX AM S`Q+22/BM;b Q7 i?2 RRi? "A"GAP:_S>u kk9 AMi2`MiBQMH qQ`Fb?QT QM h`22#MFb M/ GBM;mBbiB+ h?2Q`B2b- T;2b RyNĜRR9- GBb#QM- SQ`im;H- kyRkX 1/BÏǤ2b *QHB#`BX :?vQQKB- JbQQ/ M/ ai27M JɃHH2`X JmHiB@iQF2M mMBib M/ KmHiB@mMBi iQF2Mb BM /2p2HQTBM; M >Sa:@#b2/ i`22#MF 7Q` S2`bBMX AM 9i? AMi2`MiBQMH *QM72`2M+2 QM A`MBM GBM;mBbiB+b- T;2 kN- kyRRX :?vQQKB- JbQQ/- a22/2? JQKixB- M/ J?KQQ/ "BDMF?MX bim/v Q7 +Q`Tmb /2p2HQTK2Mi 7Q` S2`bBMX AMi2`MiBQMH CQm`MH QM bBM GM;m;2 S`Q+2bbBM;- kyURV,RdĜjj- kyRyX :?vQQKB- JbQQ/- EB`BH aBKQp- M/ S2iv Pb2MQpX *QMbiBim2M+v T`bBM; Q7 "mH;`BM, qQ`/@ pb +Hbb@#b2/ T`bBM;X AM S`Q+22/BM;b Q7 i?2 Ni? 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JMB+FK- CQ2H LQi?KM- M/ CK2b _X *m``MX /Bbi`B#mi2/ `+?Bi2+im`2 7Q` BMi2`+iBp2 T`b2 MMQi@ iBQMX AM AM S`Q+22/BM;b Q7 i?2 mbi`HbBM GM;m;2 h2+?MQHQ;v qQ`Fb?QT- T;2b kydĜkR9- kyy8X "A"GAP:_S>u kke >r- _2#2++X aKTH2 b2H2+iBQM 7Q` biiBbiB+H ;`KK` BM/m+iBQMX AM S`Q+22/@ BM;b Q7 i?2 kyyy CQBMi bT2+BH BMi2`2bi ;`QmT 7Q` HBM;mBbiB+ /i M/ +Q`Tmb@ #b2/ TT`Q+?2b iQ LGS QM 1KTB`B+H J2i?Q/b QM Lim`H GM;m;2 S`Q@ +2bbBM; M/ p2`v H`;2 +Q`TQ` ?2H/ BM +QMDmM+iBQM rBi? i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b- T;2b 98Ĝ8k- ai`Qm/b#m`;- S- la- kyyyX bbQ@ +BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX >r- _2#2++X PM KBMBKBxBM; i`BMBM; +Q`Tmb 7Q` T`b2` +[mBbBiBQMX AM .2H2@ KMb- qHi2` M/ _ûKB wD+- 2/BiQ`b- S`Q+22/BM;b Q7 i?2 8i? *QM72`2M+2 QM *QKTmiiBQMH Lim`H GM;m;2 G2`MBM; U*QLGG@kyyRV- T;2b 39Ĝ3NX hQmHQmb2- 6`M+2- kyyRX >r- _2#2++X aKTH2 b2H2+iBQM 7Q` biiBbiB+H T`bBM;X *QKTmiiBQMH GBM;mBb@ iB+b- jyUjV,k8jĜkde- kyy9X AM;2`KM- S2i2` wBH?vX avMit@Q`B2Mi2/ h`MbHiQ`X +/2KB+ S`2bb- L2r uQ`F M/ GQMQ/M- RNeeX AQbB7- 1HBb- :2Q`;BQb S2ibBb- M/ oM;2HBb E`FH2ibBbX PMiQHQ;v@#b2/ AM7Q`@ KiBQM 1ti`+iBQM mM/2` "QQibi`TTBM; TT`Q+?- +?Ti2` R- T;2b RĜkRX A:A :HQ#H- >2`b?2v- S- la- T`BH kyRkX CQb?B- `pBM/ EX h`22 /DQBMBM; :`KK`b, >Qr Jm+? *QMi2ti a2MbBiBpBiv Bb _2[mB`2/ iQ T`QpB/2 _2bQM#H2 ai`m+im`H .2b+`BTiBQMb\- +?Ti2` e- T;2b kyeĜk8yX *K#`B/;2 lMBp2`bBiv S`2bb- RN38X Cm`7bFv- .MB2H M/ CK2b >X J`iBMX aT22+? M/ GM;m;2 S`Q+2bbBM;, M AMi`Q/m+iBQM iQ Lim`H GM;m;2 S`Q+2bbBM;- *QKTmiiBQMH GBM;mBbiB+b- M/ aT22+? _2+Q;MBiBQMX S`2MiB+2 >HH- lTT2` a//H2 _Bp2`- L2r C2`b2v- kyyyX E?M2KmvBTQm`- `bHMX S2`bBM 1x72? +QMbi`m+iBQM `2pBbBi2/, 1pB/2M+2 7Q` KQ/B}2` T?`b2X AM C2Mb2M- CXhX M/ :X >2`FpM - 2/BiQ`b- S`Q+22/BM;b Q7 i?2 kyyy MMmH *QM72`2M+2 Q7 i?2 *M/BM GBM;mBbiB+ bbQ+BiBQM- T;2b RdjĜR38X *?B2`b GBM;mBbiB[m2 /ǶPiir- kyyyX E?M2KmvBTQm`- `bHMX S2`bBM 1x72? +QMbi`m+iBQM, *b2- ;`22K2Mi Q` bQK2i?BM; 2Hb2X AM S`Q+22/BM;b Q7 i?2 kM/ qQ`Fb?QT QM S2`bBM GM;m;2 M/ *QKTmi2`- lMBp2`bBiv Q7 h2?`M- A`M- kyyeX EH#bbB- A`MX bti2 2Ȓi2[[Bv2 pʈ2 /` 7`bBv2 2K`mx (ǳh?2 .2`BpiBQMH ai`m+im`2 Q7 qQ`/ BM JQ/2`M S2`bBMǴ)X AMbiBimi2 7Q` >mKMBiB2b M/ *mH@ im`H aim/B2b- h2?`M- A`M- kyyRX ETHM- _QMH/ JX M/ CQM "`2bMMX G2tB+H@6mM+iBQMH :`KK`, 6Q`KH avbi2K 7Q` :`KKiB+H _2T`2b2MiiBQM- +?Ti2` k- T;2b kNĜRjyX *2Mi2` "A"GAP:_S>u kkd 7Q` i?2 aim/v Q7 GM;m;2 M/ AM7Q`KiBQM Sm#HB+iBQM G2+im`2 LQi2bX *aGA Sm#HB+iBQMb- aiM7Q`/- *HB7Q`MB- RNN8X l_G ?iiT,ffrrrkXT`+X+QKfBbHf ;`QmTbfMHiifTT2`bfF#3k@N8XT/7X E`BKB- aBKBMX S2`bBM +QKTQmM/ p2`#b, *QKTQbBiBQMH Q` B/BQKiB+X G2tB+QH@ Q;v- jUkV,kdjĜjR3- RNNdX E`BKB- aBKBMX aT2+B}+Biv 2z2+i, 1pB/2M+2 7`QK S2`bBMX h?2 GBM;mBbiB+ _2pB2r- ReUkV,Rk8ĜR9R- RNNNX E`BKB- aBKBMX PM P#D2+i SQbBiBQMb- aT2+B}+Biv- M/ a+`K#HBM; BM S2`bBM- +?Ti2` 8- T;2b NRĜRk8X "H+Fr2HH Sm#HBb?BM; Gi/- Pt7Q`/- lE- kyyjX E`BKB- aBKBMX JBMBKHBbi TT`Q+? iQ a+`K#HBM;, 1pB/2M+2 7`QK S2`bBMX JQmiQM /2 :`mvi2`- kyy8X E`BKB.QQbiM- :?QHK>Qb2BMX GB;?i o2`# *QMbi`m+iBQMb BM S2`bBM M/ Em`@ /Bb?X S?. i?2bBb- lMBp2`bBiv Q7 1bb2t- RNNdX EbKB- h/QX M 2{+B2Mi `2+Q;MBiBQM M/ bvMit@MHvbBb H;Q`Bi?K 7Q` +QMi2ti@7`22 HM;m;2bX h2+?MB+H `2TQ`i- B` 6Q`+2 *K#`B/;2 _2b2`+? G#- "2/7Q`/- J- RNe8X E2HH2`- 6`MFX hQr`/b M ++QmMi Q7 2ti`TQbBiBQM BM >Sa:X AM S`Q+22/BM;b Q7 i?2 di? *QM72`2M+2 QM 1m`QT2M *?Ti2` Q7 i?2 bbQ+BiBQM 7Q` *QKTm@ iiBQMH GBM;mBbiB+b- T;2b jyRĜjye- aM 6`M+Bb+Q- *- la- RNN8X JQ`;M Em7KMM Sm#HBb?2`b AM+X EBMB- aQ?2BH- h` F?pM- M/ J2?`MQmb? a?Kb7`/X .2p2HQTBM; S2`@ bBM +?mMF2` mbBM; ?v#`B/ TT`Q+?X AM AMi2`MiBQMH JmHiB@+QM72`2M+2 QM *QKTmi2` a+B2M+2 M/ AM7Q`KiBQM h2+?MQHQ;v- T;2b kkdĜkj9- P+iQ#2` Rk@R9 kyyNX EBM;- SmHX GQ;B+H 6Q`KHBbK 7Q` >2/@/`Bp2M S?`b2 ai`m+im`2 :`KK`X S?. i?2bBb- .2T`iK2Mi Q7 Ji?2KiB+b- lMBp2`bBiv Q7 JM+?2bi2`- RN3NX EBM;- SmH CX M/ EB`BH aBKQpX h?2 miQKiB+ /2/m+iBQM Q7 +HbbB}+iQ`v bvbi2Kb 7`QK HBM;mBbiB+ i?2Q`B2bX :`KK`b- RUkV,RyjĜR8j- RNN3X EH2BM- .M M/ *?`BbiQT?2` .X JMMBM;X ;2M2`iBp2 +QMbiBim2Mi@+QMi2ti KQ/2H 7Q` BKT`Qp2/ ;`KK` BM/m+iBQMX AM S`Q+22/BM;b Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b U*GǶykV- T;2b Rk3ĜRj8- kyykX EH2BM- .M M/ *?`BbiQT?2` .X JMMBM;X ++m`i2 mMH2tB+HBx2/ T`bBM;X AM S`Q+22/BM;b Q7 i?2 9Rbi J22iBM; Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM@ ;mBbiB+b- T;2b 9kjĜ9jy- kyyjX "A"GAP:_S>u kk3 EM2b2`- _2BM?`/ M/ CQ+?2M S2i2`bX a2KMiB+ +Hmbi2`BM; 7Q` /TiBp2 HM;m;2 KQ/2HBM;X AM S`Q+22/BM;b Q7 i?2 A111 AMi2`MiBQMH *QM72`2M+2 QM +QmbiB+b- aT22+?- M/ aB;MH S`Q+2bbBM;X A111 *QKTmi2` aQ+B2iv- RNNdX EQHH2`- H2tM/2` M/ ai27M h?i2`X 1{+B2Mi bQHpBM; M/ 2tTHQ`iBQM Q7 b+QT2 K#B;mBiB2bX AM S`Q+22/BM;b Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b AMi2`+iBp2 SQbi2` M/ .2KQMbi`iBQM a2bbBQMb- T;2b NĜRkX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b- MM `#Q`- kyy8X EƺMB;- 1bi?2` M/ qQH7;M; G2xBmbX h?2 hA:1_ HM;m;2 @ /2b+`BTiBQM HM;m;2 7Q` bvMit ;`T?b @ T`i R, lb2`Ƕb ;mB/2HBM2bX h2+?MB+H `2TQ`i- AJa- lMBp2`bBiv Q7 aimii;`i- kyykX EƺMB;- 1bi?2` M/ qQH7;M; G2xBmbX h?2 hA:1_ HM;m;2 @ /2b+`BTiBQM HM;m;2 7Q` bvMit ;`T?b @ T`i k, 6Q`KH /2}MBiBQMX h2+?MB+H `2TQ`i- AJa- lMBp2`bBiv Q7 aimii;`i- kyyk#X EQQ- h2``v- spB` *``2`b- M/ JB+?2H *QHHBMbX aBKTH2 b2KB@bmT2`pBb2/ /2@ T2M/2M+v T`bBM;X AM S`Q+22/BM;b Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM@ ;mBbiB+b U*G@y3V- T;2b 8N8Ĝeyj- *QHBK#mb- la- kyy3X EɃ#H2`- aM/`- qQH7;M; JB2`- AM2b _2?#2BM- M/ uMMB+F o2`bH2vX >Qr iQ +QKT`2 i`22#MFbX AM *HxQH`B- LB+QH2ii- E?HB/ *?QmF`B- "2Mi2 J2;`/- CQb2T? 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AMi2`MiBQMH qQ`Fb?QT QM GBM;mBbiB+HHv AMi2`T`2i2/ *Q`TQ`- T;2b RdĜk9- kyyjX aBKQp- EB`BH- w/`pFQ S22p- JBH2M EQmvH2FQp- H2tM/2` aBKQp- J`BM .BK@ Bi`Qp- M/ iMb EB`vFQpX *G_E @ M sJG@#b2/ bvbi2K 7Q` +Q`TQ` /2@ p2HQTK2MiX AM *Q`Tmb GBM;mBbiB+b *QM72`2M+2- T;2b 883Ĝ8ey- GM+bi2`-lE- kyyRX "A"GAP:_S>u kjN aBKQp- EB`BH- :2`;M SQTQp- M/ S2iv Pb2MQpX >Sa:@#b2/ bvMi+iB+ i`22@ #MF Q7 "mH;`BM U"mHh`22"MFVX AM qBHbQM- M/`2r- SmH _vbQM- M/ hQMv J+1M2`v- 2/BiQ`b- _BM#Qr Q7 *Q`TQ`, *Q`Tmb GBM;mBbiB+b M/ i?2 GM;m;2b Q7 i?2 qQ`H/- T;2b Rj8ĜR9k- kyykX aBKQp- EB`BH- :2`;M SQTQp- M/ S2iv Pb2MQpX >Sa:@#b2/ bvMi+iB+ i`22@ #MF Q7 "mH;`BM U"mHh`22"MFV- +?Ti2` Rj- T;2b Rj8ĜR9kX GBM+QK :K#>- Jm2M+?2M- kyyk#X aBKQp- EB`BH- H2tM/2` aBKQp- JBH2M EQmvH2FQp- E`bBKB` ApMQp- AHFQ :`B;@ Q`Qp- M/ >`BbiQ :M2pX .2p2HQTK2Mi Q7 +Q`TQ` rBi?BM i?2 *G_E bvbi2K, h?2 "mHh`22"MF T`QD2+i 2tT2`B2M+2X AM S`Q+22/BM;b Q7 i?2 .2KQ a2bbBQMb Q7 i?2 Ryi? *QM72`2M+2 Q7 i?2 1m`QT2M *?Ti2` Q7 i?2 bbQ+BiBQM 7Q` *QK@ TmiiBQMH GBM;mBbiB+b- kyyjX aBKQp- EB`BH- S2iv Pb2MQp- H2tM/2` aQKQp- M/ JBH2M EQmvH2FQpX .2bB;M M/ BKTH2K2MiiBQM Q7 i?2 "mH;`BM >Sa:@#b2/ i`22#MFX _2b2`+? QM GM;m;2 M/ *QKTmiiBQM- k,9N8Ĝ8kk- kyy9X aBKQp- EB`BH ApMQpX >Sa:@#b2/ MMQiiBQM b+?2K2 7Q` +Q`TQ` /2p2HQT@ K2Mi M/ T`bBM; 2pHmiBQMX AM LB+QHQp- LB+QHb- EHBM "QMi+?2p- :HB M;2HQp- M/ _mbHM JBiFQp- 2/BiQ`b- _2+2Mi /pM+2b BM Lim`H GM@ ;m;2 S`Q+2bbBM; AAA- pQHmK2 key- T;2b jkdĜjjeX CQ?M "2MDKBMb- Kbi2`@ /KfS?BH/2HT?B- kyyjX aFmi- qQD+B2+?- "`B;Bii2 E`2MM- h?Q`bi2M "`Mib- M/ >Mb lbxFQ`2BiX M M@ MQiiBQM b+?2K2 7Q` 7`22 rQ`/ Q`/2` HM;m;2bX AM S`Q+22/BM;b Q7 i?2 8i? *QM72`2M+2 QM TTHB2/ Lim`H GM;m;2 S`Q+2bbBM;- T;2b 33ĜN8- ai`Qm/b@ #m`;- S- la- RNNdX aFmi- qQD+B2+?- h?Q`bi2M "`Mib- "`B;Bii2 E`2MM- M/ >Mb lbxFQ`2BiX HBM@ ;mBbiB+HHv BMi2`T`2i2/ +Q`Tmb Q7 ;2`KM M2rbTT2` i2tiX AM AM S`Q+22/BM;b Q7 i?2 1aaGGA qQ`Fb?QT QM _2+2Mi /pM+2b BM *Q`Tmb MMQiiBQM- T;2b dy8ĜdRR- RNN3X aH2iQ`- .MB2H .X EX M/ .pv h2KT2`H2vX S`bBM; 1M;HBb? rBi? HBMF ;`KK`X AM S`Q+22/BM;b Q7 i?2 j`/ AMi2`MiBQMH qQ`Fb?QT QM S`bBM; h2+?MQHQ;B2b- RNNjX aQ?2BHBAb7?MB- #mH;?b2KX LQmM S?`b2 *QKTH2K2MiiBQM BM S2`bBMX S?. i?2bBb- lMBp2`bBiv Q7 AHHBMQBb i l`#M@*?KTB;M- RNdeX ai22/KM- J`FX *i2;Q`BH ;`KK`X GBM;m- Ny,kkRĜk83- RNNjX "A"GAP:_S>u k9y ai22/KM- J`F- _2#2++ >r- ai2T?2M *H`F- JBH2b Pb#Q`M2- MQQT a`F`- CmHB >Q+F2MKB2`- SmH _m?H2M- ai2p2M "F2`- M/ C2`2KB? *`BKX 1tKTH2 b2H2+iBQM 7Q` #QQibi`TTBM; biiBbiB+H T`b2`bX AM S`Q+22/BM;b Q7 i?2 kyyj *QM@ 72`2M+2 Q7 i?2 LQ`i? K2`B+M *?Ti2` Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b QM >mKM GM;m;2 h2+?MQHQ;v- T;2b R8dĜRe9- ai`Qm/b#m`;- S- la- kyyjX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX aiQH+F2- M/`2bX a_AGJ @ M 2ti2MbB#H2 HM;m;2 KQ/2HBM; iQQHFBiX AM S`Q+22/@ BM;b Q7 i?2 AMi2`MiBQMH *QM72`2M+2 QM aTQF2M GM;m;2 S`Q+2bbBM;- kyykX aimKT- :`2;Q`v hX AM~2+iBQMH JQ`T?QHQ;v, h?2Q`v Q7 S`/B;K ai`m+im`2X *K#`B/;2 aim/B2b BM GBM;mBbiB+bX *K#`B/;2 lMBp2`bBiv S`2bb- kyyRX h#i#vB- H2//BMX 72ǶH2 KQ`FF# /` x#M2 7`bB (ǳ*QKTQmM/ p2`# BM S2`bBMǴ)X LK2v2 6`?M;2biM (+/2KBǶb H2ii2`)- ke,keĜj9- kyy8X h#B#x/2?- PKB/X bti2 x#M2 7`bB, #` bb2Mx`Bv2v2 ;Q`m??v2 tQ/;`/M /` /bim`2 p#bi2;B (ǳS2`bBM :`KK`, h?2Q`v Q7 miQMQKQmb S?`b2b "b2/ QM .2T2M/2M+v :`KK`Ǵ)X LȒ`@2 J`Fx (J`Fx Sm#HB+iBQM)- h2?`M- A`M- kyRkX h;?pBTQm`- J2?`M X S2`bBM _2HiBp2 *Hmb2b BM >2/@/`Bp2M S?`b2 ai`m+@ im`2 :`KK`X S?. i?2bBb- .2T`iK2Mi Q7 GM;m;2 M/ GBM;mBbiB+b- lMB@ p2`bBiv Q7 1bb2t- kyy8X hH2;?MB- xBi >X JQ/HBiv- bT2+i M/ L2;iBQM BM S2`bBMX CQ?M "2MDKBMb Sm#HBb?BM;- Kbi2`/KfS?BH/2HT?B- kyy3X hbHBKBTQQ`- a?Bp- 7bM2? 6xHv- M/ HB >Kx2?X lbBM; MQmM bBKBH`Biv iQ /Ti M ++2Ti#BHBiv K2bm`2 7Q` S2`bBM HB;?i p2`# +QMbi`m+iBQMbX AM *HxQH`B- LB+QH2ii- E?HB/ *?QmF`B- h?B2``v .2+H2`+F- J2?K2i lĴm` .QĴM- "2Mi2 J2;`/- CQb2T? J`BMB- CM P/BDF- M/ ai2HBQb SBT2`B/Bb- 2/BiQ`b- S`Q+22/BM;b Q7 i?2 3i? AMi2`MiBQMH *QM72`2M+2 QM GM;m;2 _2bQm`+2b M/ 1pHmiBQM- AbiM#mH- hm`F2v- Jv kjĜk8 kyRkX 1m`QT2M GM;m;2 _2bQm`+2b bbQ+BiBQMX hi2BbB- umF- E2Mi`Q hQ`Bbr- umbmF2 JBvQ- M/ CmMǶB+?B hbmDBBX h`MbHiBM; i?2 sh: 1M;HBb? ;`KK` iQ >Sa:X AM h?2 9i? AMi2`MiBQMH qQ`Fb?QT QM h`22 /DQBMBM; :`KK`b M/ _2Hi2/ 6Q`KHBbKb- T;2b RdkĜRd8- RNN3X hvHQ`- MM- JBi+?2HH J`+mb- M/ "2i`B+2 aMiQ`BMBX h?2 S2MM h`22#MF, M Pp2`pB2r- +?Ti2` R- T;2b 8ĜkkX h`22#MFb, "mBH/BM; M/ lbBM; S`b2/ *Q`TQ`X EHmr2` +/2KB+ Sm#HBb?2`b- h?2 L2i?2`HM/b- kyyjX "A"GAP:_S>u k9R h2Bt2B`- CQ`;2- Gmőb a`K2MiQ- M/ 1m;ûMBQ PHBp2B`X #QQibi`TTBM; TT`Q+? 7Q` i`BMBM; L1_ rBi? +QM/BiBQMH `M/QK }2H/bX AM S`Q+22/BM;b Q7 i?2 R8i? SQ`im;2b2 *QM72`2M+2 QM S`Q;`2bb BM `iB}+BH AMi2HHB;2M+2- T;2b ee9Ĝed3- "2`HBM- >2B/2H#2`;- kyRRX aT`BM;2`@o2`H;X h2H2KM- lH7X JMmH 7ƺ` ;`KKiBbF #2bF`BpMBM; p iH/ Q+? bF`Bp2M bp2MbFX GmM/bim/B2` B MQ`/BbF bT`´Fp2i2MbFTX aim/2MiHBii2`im`- GmM/- RNd9X h?2H2M- JB+?2H M/ 1HH2M _BHQzX #QQibi`TTBM; K2i?Q/ 7Q` H2`MBM; b2KMiB+ H2tB+QMb mbBM; 2ti`+iBQM Tii2`M +QMi2tibX AM S`Q+22/BM;b Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b *QM72`2M+2 QM 1KTB`B+H J2i?Q/b BM Lim`H GM;m;2 S`Q+2bbBM;- T;2b kR9ĜkkR- ai`Qm/b#m`;- S- la- kyykX bbQ+B@ iBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX h?QKTbQM- *BM/B- _Q;2` G2pv- M/ *?`BbiQT?2` JMMBM;X ;2M2`iBp2 KQ/2 7Q` 6`K2L2i b2KMiB+ `QH2 H#2HBM;X AM Gp`+- L/- .`;M :K#2`;2`- GDmT+Q hQ/Q`QpbFB- M/ >2M/`BF "HQ+F22H- 2/BiQ`b- S`Q+22/BM;b Q7 i?2 R9i? 1m`QT2M *QM72`2M+2 QM J+?BM2 G2`MBM;- pQHmK2 k3jd Q7 G2+im`2 LQi2b BM *QKTmi2` a+B2M+2- T;2b jNdĜ9y3- *pi[email protected]#`QpMBF- *`QiB- kyyjX aT`BM;2`X hBMbH2v- CQ?M- J`v >2`M2- M/ M/v qvX 1tTHQBiBM; T`HH2H i`22#MFb iQ BKT`Qp2 T?`b2@#b2/ biiBbiB+H K+?BM2 i`MbHiBQMX AM h?2 aBti? AMi2`M@ iBQMH qQ`Fb?QT QM h`22#MFb M/ GBM;mBbiB+ h?2Q`B2b- kyydX hQmMbB- GKB- JQ?KK2/ iiB- M/ CQb27 :2M#Bi?pM X miQKiB+ i`22#MF@ #b2/ +[mBbBiBQM Q7 `#B+ G6: /2T2M/2M+v bi`m+im`2bX AM S`Q+22/BM;b Q7 i?2 1m`QT2M *?Ti2` Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b kyyN- qQ`Fb?QT QM *QKTmiiBQMH TT`Q+?2b iQ a2KBiB+ GM;m;2b- T;2b 98Ĝ8k- ai`Qm/b#m`;- S- la- kyyNX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX hQmiMQp- E`BbiBM M/ *?`BbiQT?2` .X JMMBM;X 1M`B+?BM; i?2 FMQrH2/;2 bQm`+2b mb2/ BM KtBKmK 2Mi`QTv T`i@Q7@bT22+? i;;2`X AM S`Q+22/BM;b Q7 i?2 CQBMi aA:.h *QM72`2M+2 QM 1KTB`B+H J2i?Q/b BM Lim`H GM;m;2 S`Q+2bbBM; M/ o2`v G`;2 *Q`TQ`- T;2b ejĜdy- >QM; EQM;- P+iQ#2` kyyyX lB#Q- >2HB- E`Bbi GBBM- M/ J`iBM oQHFX S?`b2 HB;MK2Mi Q7 1biQMBM@:2`KM T`HH2H i`22#MFbX AM S`Q+22/BM;b Q7 i?2 qQ`Fb?QT QM 1tTHQBiBM; T`HH2H +Q`TQ` BM mT iQ ky HM;m;2b- kyy8X lbxFQ`2Bi- CFQ# M/ h?Q`bi2M "`MibX .Bbi`B#mi2/ rQ`/ +Hmbi2`BM; 7Q` H`;2 b+H2 +Hbb@#b2/ HM;m;2 KQ/2HBM; BM K+?BM2 i`MbHiBQMX AM S`Q+22/BM;b Q7 i?2 AMi2`MiBQMH *QM72`2M+2 Q7 i?2 bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+b- kyy3X "A"GAP:_S>u k9k o?2/BGM;`QQ/B- JQ?KK/J2?/BX bti?v2 72ǶHBv2 KD?mH # 72ǶH2 ǳȒQ/MǴ /` x#M2 7`bB (ǳo2`#H TbbBp2 +QMbi`m+iBQMb rBi? i?2 p2`# ǳ#2Ǵ BM i?2 S2`bBM HM;m;2Ǵ)X JQ/``2b2 QHmK2 2MbMB (>mKM a+B2M+2b JQ/``2b)- d,d8ĜRyR- RNNNX l_G ?iiT,ffrrrXMQQ`K;bX+QKfpB2rf7f`iB+H2T;2f 8yyjdX oBi2`#B- M/`2r CX 1``Q` #QmM/b 7Q` +QMpQHmiBQMH +Q/2b M/ M bvKTiQiB+HHv QTiBKmK /2+Q/BM; H;Q`Bi?KX A111 h`Mb+iBQMb QM AM7Q`KiBQM h?2Q`v- Rj UkV,keyĜkeN- RNedX oH+?Qb- M/`2bX biQTTBM; +`Bi2`BQM 7Q` +iBp2 H2`MBM;X CQm`MH Q7 *QKTmi2`- aT22+? M/ GM;m;2- kkUjV,kN8ĜjRk- kyy3X oQHF- J`iBM M/ upQMM2 aKm2HbbQMX "QQibi`TTBM; T`HH2H i`22#MFbX AM >Mb2M@a+?B``- aBHpB- ai2T?M P2T2M- M/ >Mb lbxFQ`2Bi- 2/BiQ`b- *PG@ AL: kyy9 8i? AMi2`MiBQMH qQ`Fb?QT QM GBM;mBbiB+HHv AMi2`T`2i2/ *Q`TQ`- T;2b ejĜdy- :2M2p- arBix2`HM/- kyy9X q?Hbi2`- qQH7;M;- 2/BiQ`X o2`#KQ#BH, 6QmM/iBQMb Q7 aT22+?@iQ@aT22+? h`Mb@ HiBQMX aT`BM;2` o2`H;- "2`HBM- kyyyX sB- umM[BM;- "QvB >Q- M/ EK@6B qQM;X PTBMBQM i`;2i M2irQ`F M/ #QQibi`TTBM; K2i?Q/ 7Q` *?BM2b2 QTBMBQM i`;2i 2ti`+iBQMX AM S`Q+22/BM;b Q7 i?2 8i? bB AM7Q`KiBQM _2i`B2pH avKTQbBmK QM AM7Q`KiBQM _2i`B2pH h2+?MQHQ;v- T;2b jjNĜj8y- "2`HBM- >2B/2H#2`;- kyyNX aT`BM;2`@o2`H;X uQb?BM;- LQFB M/ umbmF2 JBvQX :`KK` +QMp2`bBQM 7`QK Hi; iQ ?Tb;X AM S`Q+22/BM;b Q7 i?2 aBti? 1aaGGA aim/2Mi a2bbBQM- T;2b jyNĜjk9- kyykX uQmM;2`- .MB2H >X _2+Q;MBiBQM M/ T`bBM; Q7 +QMi2ti@7`22 HM;m;2b BM iBK2 M3 X AM7Q`KiBQM M/ *QMi`QH- RyUkV,R3NĜky3- RNedX um- EmM- JBvQ umbmF2- sBM;HB qM;- hFmv JibmxFB- M/ CmMB+?B hbmDBBX a2KB@miQKiB+HHv /2p2HQTBM; *?BM2b2 >Sa: ;`KK` 7`QK i?2 S2MM *?B@ M2b2 i`22#MF 7Q` /22T T`bBM;X AM S`Q+22/BM;b Q7 i?2 AMi2`MiBQMH *QM72`2M+2 QM *QKTmiiBQMH GBM;mBbiB+b- T;2b R9RdĜR9k8- "2BDBM;- *?BM- kyRyX w?M;- *? M/ hbm?M *?2MX M +iBp2 H2`MBM; 7`K2rQ`F 7Q` +QMi2Mi@#b2/ BM7Q`KiBQM `2i`B2pHX AM A111 h`Mb+iBQMb QM JmHiBK2/B- pQHmK2 9- T;2b keyĜke3- kyykX w?2+?2p- o2MibBbHp M/ M/v qvX miQKiB+ ;2M2`iBQM Q7 T`HH2H i`22#MFbX AM S`Q+22/BM;b Q7 i?2 kkM/ AMi2`MiBQMH *QM72`2M+2 QM *QKTmiiBQMH GBM@ ;mBbiB+b- T;2b RRy8ĜRRRk- kyy3X "A"GAP:_S>u k9j w?m- CBM;#Q M/ 1/m`/ >QpvX +iBp2 H2`MBM; 7Q` rQ`/ b2Mb2 /BbK#B;miBQM rBi? K2i?Q/b 7Q` //`2bbBM; i?2 +Hbb BK#HM+2 T`Q#H2KX AM S`Q+22/BM;b Q7 i?2 kyyd CQBMi *QM72`2M+2 QM 1KTB`B+H J2i?Q/b BM Lim`H GM;m;2 S`Q+2bbBM; M/ *QKTmiiBQMH Lim`H GM;m;2 G2`MBM;- T;2b d3jĜdNy- S`;m2- *x2+? _2Tm#HB+- kyydX bbQ+BiBQM 7Q` *QKTmiiBQMH GBM;mBbiB+bX w?m- CBM;#Q M/ >mBx?2M qM;X G2`MBM; biQTTBM; +`Bi2`BQM 7Q` +iBp2 H2`MBM; 7Q` rQ`/ b2Mb2 /BbK#B;miBQM M/ i2ti +HbbB}+iBQMX AM S`Q+22/BM;b Q7 i?2 j`/ ACLGS- T;2b jeeĜjdk- >2v/`#/- AM/B- kyy3X w?m- CBM;#Q- >mBx?2M qM;- hBMb?mM uQ- M/ "2MDKBM EX hbQmX +iBp2 H2`MBM; rBi? bKTHBM; #v mM+2`iBMiv M/ /2MbBiv 7Q` rQ`/ b2Mb2 /BbK@ #B;miBQM M/ i2ti +HbbB}+iBQMX AM S`Q+22/BM;b Q7 i?2 kkM/ AMi2`MiBQMH *QM72`2M+2 QM *QKTmiiBQMH GBM;mBbiB+b- T;2b RRjdĜRR99- kyy3#X wBMbK2Bbi2`- >2BF2- CQMb Em?M- "2iiBM a+?`/2`- M/ ai27MB2 .BTT2`X hA:1_ h`Mb72` @ 6`QK G6: bi`m+im`2b iQ i?2 hA:1_ h`22#MFX h2+?MB+H `2TQ`i- AJa- lMBp2`bBiv Q7 aimii;`i- kyyRX

From HPSG-based Persian Treebanking to Parsing

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