CS4248_Tutorial_6_ws.pdf

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kjjjjk@FA@@@[U^@>b3934NQ3U IDCCCDXaCAeTONNONNNclNLpIDCCCDXaCAekjjjjkIDCCCDXaCAe±OJIIJI^gIGk 3934NQ3URMLLMLLajLJn$*3934NQ3U0601K00601K0IDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ 8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_ 3934NQ3U±,2,@FA@@@[U^@>b kjjjjkXSRRSRRRpRqPtMHGGGHG\eGEi3934NQ3UTONNONNNclNLp_ZYYZYYYYxWx{x pglm`tujhA8cZ_`S uvki; ijiiiij@FA@@@[U^@>b3934NQ3U idccdccccda3934NQ3Ub]\\]\\\\{Z{~{nnnoo3934NQ3UTONNONNNclNLp,2,3934NQ3U XSRRSRRRpRqPt8>89886SV86Z 3934NQ3URMLLMLLajLJn$*3934NQ3U0601K00601K0IDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ ttIDCCCDXaCAeOJIIJI^gIGkOJIIJI^gIGk $*3934NQ3U [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt,2,3934NQ3Uidccdccccdaidccdccccda3934NQ3U0601K0 $*„ kjjjjk@FA@@@[U^@>b3934NQ3U kjjjjkgbaabaaaa_±TONNONNNclNLpidccdccccda8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_RMLLMLLajLJn3934NQ3Ugbaabaaaa_ ±gbaabaaaa_,2,@FA@@@[U^@>bIDCCCDXaCAekjjjjk3934NQ3U,2,kjjjjknnnoogbaabaaaa_3934NQ3U_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>b3934NQ3U ,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U XSRRSRRRpRqPt8>89886SV86Z 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b]\\]\\\\{Z{~{nnnoo3934NQ3UidccdccccdakjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp ±TONNONNNclNLp0601K0 kjjjjk@FA@@@[U^@>b3934NQ3U ,2,XSRRSRRRpRqPtTONNONNNclNLpkjjjjk3934NQ3Uvkjjjjk ttIDCCCDXaCAeOJIIJI^gIGkOJIIJI^gIGk $*3934NQ3U ,2,±[VUUVUUUUUtStwkjjjjknnnoogbaabaaaa_3934NQ3U0601K0 $*„ kjjjjk@FA@@@[U^@>b3934NQ3U idccdccccda3934NQ3UOJIIJI^gIGk8>89886SV86ZAGBAAA\V_A?c±kjjjjkkjjjjk3934NQ3UTONNONNNclNLpkjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp RMLLMLLajLJn3934NQ3U,2,@FA@@@[U^@>b±TONNONNNclNLpIDCCCDXaCAeidccdccccdaRMLLMLLajLJn_ZYYZYYYYxWx{x pglm`tujhA8cZ_`S H?88; ijiiiijtt3934NQ3UOJIIJI^gIGkqrr3934NQ3U OJIIJI^gIGk±„3934NQ3Ugbaabaaaa_idccdccccda XSRRSRRRpRqPt8>89886SV86Z kjjjjkgbaabaaaa_±TONNONNNclNLpidccdccccda8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_RMLLMLLajLJn3934NQ3Ugbaabaaaa_idccdccccda ±gbaabaaaa_3934NQ3U idccdccccdakjjjjk±,2,MHGGGHG\eGEi3934NQ3U0601K0 kjjjjkXSRRSRRRpRqPt<B=<<WQZ<:^3934NQ3Ukjjjjk@FA@@@[U^@>b3934NQ3Ugbaabaaaa_.4.EI. ±TONNONNNclNLp0601K0 RMLLMLLajLJnXSRRSRRRpRqPtgbaabaaaa_3934NQ3U ±$*idccdccccdakjjjjkgbaabaaaa_±,2,kjjjjk RMLLMLLajLJn3934NQ3U±TONNONNNclNLpIDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ IDCCCDXaCAeidccdccccda ,2,±[VUUVUUUUUtStwkjjjjknnnoogbaabaaaa_3934NQ3U0601K0 IDCCCDXaCAeTONNONNNclNLp @FA@@@[U^@>bIDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>b3934NQ3Ugbaabaaaa_ OJIIJI^gIGk±„3934NQ3Ugbaabaaaa_idccdccccda \WVVWVVVVVuTux@FA@@@[U^@>bkjjjjkkjjjjk[VUUVUUUUUtStwidccdccccda-3-D-gghgggghgghggggh±gbaabaaaa_vIDCCCDXaCAeqrr_ZYYZYYYYxWx{xXSRRSRRRpRqPtgbaabaaaa_<B=<<WQZ<:^gghggggh±$*idccdccccdagghgggghYTSSTSSSqSrQuUPOOPOOdmOMq…UPOOPOOdmOMq_ZYYZYYYYxWx{x…:@:;:8UOX:8\UPOOPOOdmOMqllllm9?9:997TW97[]XWWXWWWWWvUvyv_ZYYZYYYYxWx{x pglm`tujhA8cZ_`S G>77; ²8>89886SV86Zkjjjjk3934NQ3Ugbaabaaaa_ $*3934NQ3UIDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt,2,3934NQ3Uidccdccccdaidccdccccda3934NQ3U0601K0 $*„ kjjjjktt3934NQ3UOJIIJI^gIGkqrr3934NQ3U OJIIJI^gIGk±„3934NQ3Ugbaabaaaa_idccdccccda.4.EI. tt3934NQ3U ,2,XSRRSRRRpRqPtOJIIJI^gIGkOJIIJI^gIGk3934NQ3U,2,kjjjjk kjjjjk@FA@@@[U^@>b3934NQ3U ´TONNONNNclNLp±OJIIJI^gIGk ttXSRRSRRRpRqPtgbaabaaaa_0601K0 gbaabaaaa_3934NQ3U[VUUVUUUUUtStwgbaabaaaa_3934NQ3Uidccdccccda3934NQ3UTONNONNNclNLpkjjjjk±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp_ZYYZYYYYxWx{x ss3934NQ3U nnnooidccdccccda3934NQ3U ± idccdccccdaIDCCCDXaCAeRMLLMLLajLJn[VUUVUUUUUtStwOJIIJI^gIGk3934NQ3U hcbbcbbbb`ijiiiij²fa``a````^ijiiiijgghggggh2823MP2SNMMNMMbkMKo/5/FJ/ ,2,OJIIJI^gIGk±idccdccccdaidccdccccdaIDCCCDXaCAe´3934NQ3Ugbaabaaaa_ kjjjjkXSRRSRRRpRqPt [VUUVUUUUUtStwgbaabaaaa_3934NQ3U0601K0IDCCCDXaCAe,2,kjjjjk kjjjjk@FA@@@[U^@>b3934NQ3U [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt$*±$*IDCCCDXaCAeOJIIJI^gIGkIDCCCDXaCAekjjjjk„ XSRRSRRRpRqPt8>89886SV86Z 3934NQ3U±,2,@FA@@@[U^@>b ttXSRRSRRRpRqPtgbaabaaaa_0601K0 $*3934NQ3UIDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ kjjjjk@FA@@@[U^@>b3934NQ3U idccdccccdakjjjjk±gbaabaaaa_kjjjjkgghggggh3934NQ3UTONNONNNclNLp0601K0 XSRRSRRRpRqPt8>89886SV86Z kjjjjk@FA@@@[U^@>b3934NQ3U ±TONNONNNclNLpidccdccccdatt3934NQ3Ugbaabaaaa_ idccdccccda[VUUVUUUUUtStw±TONNONNNclNLp_ZYYZYYYYxWx{x llllm_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>b3934NQ3U XSRRSRRRpRqPtnnnookjjjjk[VUUVUUUUUtStwnnnookjjjjk ±TONNONNNclNLpidccdccccdatt3934NQ3Ugbaabaaaa_ idccdccccda[VUUVUUUUUtStw±TONNONNNclNLp IDCCCDXaCAeidccdccccda Ǵ/5/FJ/±TONNONNNclNLpIDCCCDXaCAe3934NQ3UOJIIJI^gIGk fa``a````^±0601K0,2,OJIIJI^gIGkIDCCCDXaCAe‰3934NQ3U ±TONNONNNclNLp0601K0 2823MP2RMLLMLLajLJnRMLLMLLajLJn± ss±kjjjjkidccdccccdaXSRRSRRRpRqPtTONNONNNclNLpǵ_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>b3934NQ3U kjjjjkXSRRSRRRpRqPtMHGGGHG\eGEi3934NQ3UTONNONNNclNLp Ƕ/5/FJ/±TONNONNNclNLpIDCCCDXaCAe3934NQ3UOJIIJI^gIGkǷ @FA@@@[U^@>b±idccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U @FA@@@[U^@>bIDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>b3934NQ3Uidccdccccdakjjjjk idccdccccdakjjjjk±gbaabaaaa_kjjjjk [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt$*±$*IDCCCDXaCAeOJIIJI^gIGkIDCCCDXaCAekjjjjk„ \WVVWVVVVVuTux…_ZYYZYYYYxWx{x4:454OR4V]XWWXWWWWWvUvyv ±TONNONNNclNLp0601K0 kjjjjk@FA@@@[U^@>b3934NQ3U kjjjjkXSRRSRRRpRqPtMHGGGHG\eGEi3934NQ3UTONNONNNclNLp Ƕss±kjjjjkidccdccccdaXSRRSRRRpRqPtTONNONNNclNLpǷ @FA@@@[U^@>b±idccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U @FA@@@[U^@>bIDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>b3934NQ3Uidccdccccdakjjjjk 3934NQ3UTONNONNNclNLp0601K0 [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt$*±$*IDCCCDXaCAeOJIIJI^gIGkIDCCCDXaCAekjjjjk„ \WVVWVVVVVuTux…_ZYYZYYYYxWx{x4:454OR4V]XWWXWWWWWvUvyv_ZYYZYYYYxWx{x kkkkl_ZYYZYYYYxWx{x 2823MP2v±,2,kjjjjk RMLLMLLajLJn±kjjjjk,2,@FA@@@[U^@>b idccdccccda,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U IDCCCDXaCAeidccdccccda …_ZYYZYYYYxWx{x ZUTTUTTTrTsRvgbaabaaaa_3934NQ3U,2,IDCCCDXaCAeidccdccccdaIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp 5;565PS5W TP TP + FP = 2 2 + 3 = 0.4 _ZYYZYYYYxWx{x fa``a````^3934NQ3U,2,±OJIIJI^gIGkOJIIJI^gIGk 5;565PS5W TP TP + FN = 2 2 + 0 = 1 _ZYYZYYYYxWx{x 7=7875RU7YYTSSTSSSqSrQu idccdccccda,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U 5;565PS5W 2 * prec * recall prec + recall = 2 * 0.4 * 1 0.4 + 1 = 0.571 :@:;:8UOX:8\_ZYYZYYYYxWx{x WRQQRQQfoQOsTONNONNNclNLp3934NQ3U idccdccccdakjjjjkgbaabaaaa_±IDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>bkjjjjk8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_tt±gbaabaaaa_0601K0 idccdccccdaXSRRSRRRpRqPtOJIIJI^gIGknnnookjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp IDCCCDXaCAeidccdccccda kjjjjkXSRRSRRRpRqPt gbaabaaaa_3934NQ3UKFEEEFZcECg3934NQ3U,2,kjjjjk ±OJIIJI^gIGkOJIIJI^gIGk RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGkǷidccdccccda XSRRSRRRpRqPtnnnookjjjjk[VUUVUUUUUtStwnnnookjjjjk IDCCCDXaCAe8>89886SV86Z IDCCCDXaCAekjjjjkidccdccccda ,2,XSRRSRRRpRqPtTONNONNNclNLp´0601K03934NQ3UTONNONNNclNLp,2,3934NQ3U IDCCCDXaCAeidccdccccda OJIIJI^gIGkXSRRSRRRpRqPttt3934NQ3Ugbaabaaaa_ kjjjjk@FA@@@[U^@>b±TONNONNNclNLp ± kjjjjk@FA@@@[U^@>bgbaabaaaa_3934NQ3Uidccdccccda@FA@@@[U^@>bXSRRSRRRpRqPtOJIIJI^gIGk0601K0_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>bIDCCCDXaCAeidccdccccda IDCCCDXaCAe0601K03934NQ3U± $*3934NQ3UOJIIJI^gIGkXSRRSRRRpRqPtTONNONNNclNLp<B=<<WQZ<:^idccdccccda kjjjjkXSRRSRRRpRqPt kjjjjk@FA@@@[U^@>b3934NQ3U 8>89886SV86Z±RMLLMLLajLJnIDCCCDXaCAeOJIIJI^gIGk„ XSRRSRRRpRqPt8>89886SV86Z QLKKLKK`iKIm±vZUTTUTTTrTsRvgbaabaaaa_XSRRSRRRpRqPt$* RMLLMLLajLJn3934NQ3Ukjjjjk@FA@@@[U^@>bXSRRSRRRpRqPt0601K0idccdccccda.4.EI. idccdccccda3934NQ3U3934NQ3U @FA@@@[U^@>b3934NQ3Ugbaabaaaa_3934NQ3U 8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_ RMLLMLLajLJnXSRRSRRRpRqPtgbaabaaaa_3934NQ3U @FA@@@[U^@>bkjjjjkkjjjjk[VUUVUUUUUtStwidccdccccda-3-D-gghgggghgghggggh„IDCCCDXaCAeidccdccccdaXSRRSRRRpRqPtTONNONNNclNLp<B=<<WQZ<:^_ZYYZYYYYxWx{xRMLLMLLajLJn3934NQ3UgghgggghQLKKLKK`iKImNIHHHIH]fHFjZUTTUTTTrTsRvgghgggghRMLLMLLajLJn±v[VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt$*_ZYYZYYYYxWx{x[VUUVUUUUUtStw0601K08>89886SV86Z_ZYYZYYYYxWx{x mllYZZ{kxx{x ebbbg336nQLIIg88;sVAADAA|_±jjomjjom336nQQNNNljjomCFCC~aURRRprQNNNl NKKKi336nQ,,@@C@@{^±QNNNlCFCC~afccchOLLLj MNNMo_oRSStdtst IJIIIJk[k33334UUkjj̢Ƿddcc ddcckjjnno00001R„ kjj@@@A@bRb33334UU ddcc33334UUIJIIIJk[k88889:ZZAAABAcSc±kjjkjj33334UUNOONp`pkjjCCDCCeUeRSStdtNOONp`p LMLMn^n33334UU,,,@@@A@bRb±NOONp`pCCDCCeUeddccLMLMn^n....E kjj@@@A@bRb33334UU ,,,RSStdtbbaa33334UU LMLMn^n33334UU,,,@@@A@bRb±NOONp`pCCDCCeUeddccLMLMn^n ±kjj kjj@@@A@bRb33334UU @@@A@bRb33334UU±bbaakjj RSStdt88889:ZZ kjj@@@A@bRb33334UU ##22223Taa`rjii LMLMn^nRSStdt00001R33334UUIJIIIJk[kYZZ{kxx{x jii@@@A@bRb33334UU CCDCCeUeNOONp`pUVVwgttwnnokjj kjjRSStdt kjj@@@A@bRb33334UU ±kjjkjj33334UUNOONp`pkjjCCDCCeUeRSStdtNOONp`p LMLMn^nRSStdt00001RnnoIJIIIJk[k33334UU ,,,RSStdtNOONp`pddccCCDCCeUeddcckjjddcc RSStdt88889:ZZ \]]\n{{~{nno33334UUbbaaCCDCCeUe33334UUddcc ±NOONp`p00001R GHGGGiYi33334UU„ddcc RSStdt88889:ZZ kjj@@@A@bRb33334UU ddccCCDCCeUe»33334UU d k ±NOONp`p00001R qqr±IJIIIJk[knno33334UUddcc RSStdt88889:ZZ kjj@@@A@bRb33334UU ddccCCDCCeUe»33334UU d v YZZ{kxx{x Attention ( Q , K , V ) = So f tmax ( QK T √ d k ) V VWWxhuuxSTTueuWXXyivvyv BBBCBBdTdNOONp`p UVVwgttwbbaa±,,,kjjCCDCCeUe,,,33334UU....E st33334UU UVVwgttw±,,,GHGGGiYi kjj@@@A@bRb33334UU \]]\n{{~{nno33334UUbbaaCCDCCeUe33334UUddcc....E GHGGGiYi33334UU„ddcc....E ±NOONp`p00001R qqr±IJIIIJk[knno33334UUddcc kjjRSStdt<<<=^^33334UUkjj@@@A@bRb33334UUbbaa CCDCCeUeNOONp`pkjjRSStdt LMLMn^n±kjjbbaaCCDCCeUe,,,33334UUddcc Q ....E K ....E ±NOONp`p00001R V ±NOONp`p00001R ,,,RSStdtLMLMn^nUVVwgttwnnokjj33334UU kjj@@@A@bRb33334UU LMLMn^n±kjjbbaaCCDCCeUev RSStdtnnokjjUVVwgttwnnokjjYZZ{kxx{x ² ddccUVVwgttw33334UU,,,CCDCCeUe´,,, q ....E k ....E ±NOONp`p00001R v ±bbaa33334UU RSStdt$$kjj±CCDCCeUeNOONp`p33334UU00001R $$„ IJIIIJk[kRSStdtRSStdtGHGGGiYinnoUVVwgttw CCDCCeUeNOONp`pkjjRSStdt kjj@@@A@bRb33334UU bbaa33334UUddccUVVwgttw33334UU,,,kjjCCDCCeUeqqr33334UU st33334UUCCDCCeUe<<<=^^@@@A@bRbkjj LMLMn^n±kjjbbaaCCDCCeUe,,,33334UUddccYZZ{kxx{x +++RSStdtNOONp`pddccCCDCCeUe00001R33334UUbbaa ±NOONp`p CCDCCeUeNOONp`pUVVwgttwnnokjj ddcc33334UU\]]\n{{~{nno33334UUNOONp`p,,,33334UU RSStdt88889:ZZ IJIIIJk[k33334UUNOONp`p<<<=^^kjj@@@A@bRb gff....E ,,,RSStdtbbaabbaa33334UUddccUVVwgttwRSStdtNOONp`p00001RCCDCCeUeNOONp`p<<<=^^ kjjRSStdt kjj@@@A@bRb33334UU CCDCCeUeNOONp`pUVVwgttwnnokjj )) ̡ǶBBBCBBdTd̢Ƿ....E ̡ǶIJIIIJk[kCCDCCeUeGHGGGiYi33334UU̢Ƿ....E ̡Ƕ???@?aa33334UUbbaaLMLMn^nCCDCCeUeRSStdtNOONp`p33334UU̢Ƿ....E ̡Ƕccbb@@@A@bRb33334UU̢Ƿ....E ̡ǶCCDCCeUeddcc̢Ƿ....E ̡ǶddccLMLMn^n±bbaakjj̢Ƿ***YZZ{kxx{x HIHHHjZj33334UUkjj̢Ƿddcc ±ddccddccnnoLMLMn^n33334UU ± kjjRSStdt„ 33334UUv±LMLMn^nUVVwgttwIJIIIJk[k33334UU RSStdt88889:ZZ IJIIIJk[k33334UUNOONp`p<<<=^^kjj@@@A@bRb RSStdt88889:ZZ d k = 2 ±NOONp`p00001R st@@@A@bRb33334UUbbaa33334UU st33334UU @@@A@bRb±qqr33334UU kjj@@@A@bRb33334UU [\\}mzz}z ±NOONp`p00001R FGFFFhXh ±ddcc 88889:ZZRSStdtIJIIIJk[kIJIIIJk[kRSStdtstddcc----D Q =         - 0.2 0.4 - 0.3 0.5 0.8 - 0.6 - 0.5 - 0.8 0.1 0.3 - 0.6 - 0.7         , K =         - 0.1 - 0.3 - 0.1 - 0.2 - 0.3 - 0.5 0.8 - 0.8 - 0.2 - 0.4 - 0.8 0.8         STTueuYZZ{kxx{x rrs@@@A@bRb±kjj CCDCCeUeddcc kjj@@@A@bRb33334UU GHGGGiYi33334UU„ ddcckjjbbaa33334UUNOONp`p<<<=^^kjj@@@A@bRb RSStdt88889:ZZ ddcc33334UUIJIIIJk[k88889:ZZAAABAcSc±kjjkjj33334UUNOONp`pkjjCCDCCeUeRSStdtNOONp`p ,,,RSStdtLMLMn^nUVVwgttw±bbaa33334UU00001R stCCDCCeUekjj@@@A@bRb aa`rMNNMo_oMNNMo_oddcc stCCDCCeUekjj@@@A@bRbRSStdtnnokjj ±kjjkjj33334UUNOONp`pkjjCCDCCeUeRSStdtNOONp`p]^^]o||| mllYZZ{kxx{x rrs@@@A@bRb33334UUNOONp`p st33334UU \]]\n{{~{nno33334UUbbaa„ kjj@@@A@bRb33334UU stRSStdtbbaa00001R ̡ǶIJIIIJk[kCCDCCeUeGHGGGiYi33334UU̢Ƿ nnoddccCCDCCeUeNOONp`p<<<=^^ kjj@@@A@bRb33334UU \]]\n{{~{nno33334UUbbaa„ LMLMn^n±kjjbbaaCCDCCeUev Q ±NOONp`p00001R GHGGGiYi33334UU„ LMLMn^n±kjjbbaaCCDCCeUev K ....E st@@@A@bRb±kjj CCDCCeUeddcc kjj@@@A@bRb33334UU bbaa33334UUddccnnoIJIIIJk[kkjj±NOONp`pkjj stRSStdtbbaa00001R kjj@@@A@bRb±kjj CCDCCeUeddcc $$33334UUCCDCCeUeNOONp`p<<<=^^ UVVwgttw±CCDCCeUe00001R kjj@@@A@bRb33334UU LMLMn^nRSStdtddcckjj ±kjjkjj33334UUNOONp`pkjjCCDCCeUeRSStdtNOONp`p kjjRSStdt]^^]o||| lkkYZZ{kxx{x rrs33334UU ,,,±NOONp`p UVVwgttwbbaaRSStdt$$33334UU kjj@@@A@bRb33334UU LMLMn^n±kjjbbaaCCDCCeUe,,,33334UUddcc 88889:ZZRSStdtbbaa nnoddcc33334UU88889:ZZnnoIJIIIJk[k UVVwgttwbbaaRSStdtUVVwgttw33334UUbbaakjjCCDCCeUe33334UUddccYZZ{kxx{x ////FQRSStdt kjj@@@A@bRb33334UU st33334UUCCDCCeUe<<<=^^@@@A@bRbkjjddcc ddcckjjRSStdtbbaa33334UU00001R CCDCCeUeNOONp`p Q ±NOONp`p00001R K ddcc@@@A@bRbRSStdtst ±NOONp`p„ ,,,±UVVwgttw±,,,CCDCCeUekjj„ 88889:ZZRSStdtbbaa ,,,RSStdtbbaa33334UU88889:ZZ33334UUbbaa33334UUNOONp`p,,,33334UU bbaa33334UUddccRSStdtIJIIIJk[knnokjjCCDCCeUeRSStdtNOONp`p stCCDCCeUekjj@@@A@bRb bbaa33334UUddccUVVwgttw33334UU,,,kjj kjjRSStdt kjj@@@A@bRbCCDCCeUeddcc CCDCCeUeNOONp`pUVVwgttwnnokjj ddcc33334UU\]]\n{{~{nno33334UUNOONp`p,,,33334UU]^^]o||| A•dZWXN,]S,olRHaWT]S< YTSSTSSSqSrQu_ZYYZYYYYxWx{x hcbbcbbbb`kjjjjk±TONNONNNclNLp0601K0±gbaabaaaa_0601K0 fa``a````^SNMMNMMbkMKoSNMMNMMbkMKo 0601K03934NQ3U,2,XSRRSRRRpRqPt0601K0IDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ IDCCCDXaCAeidccdccccda [VUUVUUUUUtStw3934NQ3Ugbaabaaaa_8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_RMLLMLLajLJn3934NQ3U0601K0 OJIIJI^gIGk3934NQ3U8>89886SV86ZkjjjjkAGBAAA\V_A?ckjjjjkXSRRSRRRpRqPtAGBAAA\V_A?cgbaabaaaa_IDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>bkjjjjk kjjjjkXSRRSRRRpRqPt RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGk 0601K03934NQ3U[VUUVUUUUUtStw3934NQ3UTONNONNNclNLp0601K03934NQ3UTONNONNNclNLp,2,IDCCCDXaCAe3934NQ3Uidccdccccda ±RMLLMLLajLJnXSRRSRRRpRqPtTONNONNNclNLp<B=<<WQZ<:^ ttXSRRSRRRpRqPtgbaabaaaa_0601K0idccdccccda_ZYYZYYYYxWx{x #nnnookjjjjk idccdccccda3934NQ3UOJIIJI^gIGk8>89886SV86ZAGBAAA\V_A?c±kjjjjkkjjjjk3934NQ3UTONNONNNclNLpkjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp kjjjjk±MHGGGHG\eGEi3934NQ3Uidccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U tt@FA@@@[U^@>bXSRRSRRRpRqPtOJIIJI^gIGk3934NQ3U 3934NQ3UTONNONNNclNLp,2,XSRRSRRRpRqPt0601K03934NQ3U0601K0 idccdccccda3934NQ3Ub]\\]\\\\{Z{~{nnnoo3934NQ3UTONNONNNclNLp,2,3934NQ3U ±idccdccccda IDCCCDXaCAeTONNONNNclNLp[VUUVUUUUUtStwnnnookjjjjk ±TONNONNNclNLp0601K0 ±OJIIJI^gIGkOJIIJI^gIGkXSRRSRRRpRqPtttidccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U 0601K03934NQ3U,2,XSRRSRRRpRqPt0601K0IDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt,2,3934NQ3Uidccdccccdaidccdccccda kjjjjkXSRRSRRRpRqPt 8>89886SV86ZXSRRSRRRpRqPt,2,nnnooidccdccccda XSRRSRRRpRqPtTONNONNNclNLp ±gbaabaaaa_$*IDCCCDXaCAekjjjjkgbaabaaaa_±gbaabaaaa_„ [VUUVUUUUUtStw±gbaabaaaa_kjjjjkidccdccccda TONNONNNclNLp3934NQ3U3934NQ3U0601K03934NQ3U0601K0 8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_ XSRRSRRRpRqPt[VUUVUUUUUtStwkjjjjkIDCCCDXaCAeRMLLMLLajLJn±OJIIJI^gIGk 0601K03934NQ3U,2,IDCCCDXaCAeidccdccccdaIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp_ZYYZYYYYxWx{x BHCBBB]W`B@dkjjjjk ±OJIIJI^gIGkidccdccccdaXSRRSRRRpRqPt ±OJIIJI^gIGkOJIIJI^gIGkXSRRSRRRpRqPtttidccdccccda [VUUVUUUUUtStw±gbaabaaaa_±OJIIJI^gIGkOJIIJI^gIGk3934NQ3UOJIIJI^gIGkIDCCCDXaCAe»±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp.4.EI. ±idccdccccda ,2,XSRRSRRRpRqPtRMLLMLLajLJn[VUUVUUUUUtStwnnnookjjjjk±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp IDCCCDXaCAeidccdccccda TONNONNNclNLpXSRRSRRRpRqPtkjjjjk idccdccccdakjjjjkgbaabaaaa_IDCCCDXaCAe,2,kjjjjkOJIIJI^gIGk„ idccdccccda3934NQ3Ugbaabaaaa_IDCCCDXaCAe±OJIIJI^gIGkOJIIJI^gIGk„ 0601K03934NQ3U[VUUVUUUUUtStw3934NQ3UTONNONNNclNLp0601K03934NQ3UTONNONNNclNLpkjjjjk ±idccdccccda IDCCCDXaCAeTONNONNNclNLp idccdccccdakjjjjk±TONNONNNclNLp0601K0±gbaabaaaa_0601K0 fa``a````^SNMMNMMbkMKoSNMMNMMbkMKoidccdccccda_ZYYZYYYYxWx{x ZUTTUTTTrTsRv±gbaabaaaa_±OJIIJI^gIGkOJIIJI^gIGk3934NQ3UOJIIJI^gIGkIDCCCDXaCAe»±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp IDCCCDXaCAeidccdccccda 3934NQ3Uidccdccccda[VUUVUUUUUtStw3934NQ3U,2,IDCCCDXaCAe±OJIIJI^gIGkOJIIJI^gIGk„ nnnooidccdccccda3934NQ3U8>89886SV86ZnnnooOJIIJI^gIGk tt@FA@@@[U^@>b3934NQ3UTONNONNNclNLp RMLLMLLajLJnnnnooOJIIJI^gIGkkjjjjkIDCCCDXaCAeAGBAAA\V_A?c@FA@@@[U^@>b3934NQ3U±0601K0 ±kjjjjkkjjjjk3934NQ3UTONNONNNclNLpkjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp \WVVWVVVVVuTuxIDCCCDXaCAe_ZYYZYYYYxWx{x3934NQ3U_ZYYZYYYYxWx{x.4.EI. RMLLMLLajLJnnnnooOJIIJI^gIGkkjjjjkIDCCCDXaCAe[VUUVUUUUUtStwOJIIJI^gIGk3934NQ3U idccdccccda3934NQ3Ukjjjjkidccdccccda XSRRSRRRpRqPt8>89886SV86Z a\[[\[[[[zYz}z.4.EI. LGFFFG[dFDh.4.EI. ppqq]XWWXWWWWWvUvyv IDCCCDXaCAeidccdccccda nnnooidccdccccda3934NQ3U0601K0 kjjjjkXSRRSRRRpRqPt ,2,±[VUUVUUUUUtStwkjjjjknnnoogbaabaaaa_3934NQ3U 0601K0IDCCCDXaCAe‰3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLpkjjjjk ±idccdccccda[VUUVUUUUUtStw3934NQ3U,2,kjjjjkidccdccccda XSRRSRRRpRqPt8>89886SV86Z kjjjjk@FA@@@[U^@>b3934NQ3U IDCCCDXaCAeTONNONNNclNLp[VUUVUUUUUtStwnnnookjjjjk idccdccccda3934NQ3Ub]\\]\\\\{Z{~{nnnoo3934NQ3UTONNONNNclNLp,2,3934NQ3U_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>bIDCCCDXaCAeidccdccccda OJIIJI^gIGk±idccdccccdakjjjjk ±idccdccccda[VUUVUUUUUtStw3934NQ3U,2,kjjjjk IDCCCDXaCAeidccdccccda 8>89886SV86Znnnoogbaabaaaa_kjjjjk@FA@@@[U^@>b3934NQ3Ugbaabaaaa_ 3934NQ3Uvkjjjjk3934NQ3UTONNONNNclNLp0601K03934NQ3U0601K0 IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U kjjjjkgbaabaaaa_±TONNONNNclNLpidccdccccda8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_RMLLMLLajLJn3934NQ3Ugbaabaaaa_ RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGk ±gbaabaaaa_,2,@FA@@@[U^@>bIDCCCDXaCAekjjjjk3934NQ3U,2,kjjjjknnnoogbaabaaaa_3934NQ3U _ZYYZYYYYxWx{x QK T =        - 0.1 - 0.06 - 0.14 - 0.48 - 0.12 0.48 - 0.12 - 0.07 - 0.16 - 0.64 - 0.14 0.64 0.1 0.04 0.06 1.12 0.08 - 1.12 0.29 0.21 0.55 0.24 0.42 - 0.24 - 0.1 - 0.07 - 0.18 - 0.16 - 0.14 0.16 0.27 0.2 0.53 0.08 0.4 - 0.08        TUUvfsv±<<<=^^33334UU mll RSStdt88889:ZZ lkk

llllm_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>b3934NQ3U ttXSRRSRRRpRqPtgbaabaaaa_0601K0 ǶidccdccccdaRMLLMLLajLJn±gbaabaaaa_kjjjjkǷ IDCCCDXaCAeidccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U XSRRSRRRpRqPtTONNONNNclNLp3934NQ3U $*3934NQ3UIDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ [VUUVUUUUUtStw±IDCCCDXaCAe0601K0 RMLLMLLajLJnXSRRSRRRpRqPtidccdccccdakjjjjk ±kjjjjkkjjjjk3934NQ3UTONNONNNclNLpkjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp kjjjjkXSRRSRRRpRqPt tt@FA@@@[U^@>b3934NQ3UTONNONNNclNLp tt3934NQ3U b]\\]\\\\{Z{~{nnnoo3934NQ3Ugbaabaaaa_„ ǶOJIIJI^gIGkIDCCCDXaCAeMHGGGHG\eGEi3934NQ3UǷ_ZYYZYYYYxWx{x ss@FA@@@[U^@>b3934NQ3UTONNONNNclNLp tt3934NQ3U b]\\]\\\\{Z{~{nnnoo3934NQ3Ugbaabaaaa_„ kjjjjk@FA@@@[U^@>b3934NQ3U ttXSRRSRRRpRqPtgbaabaaaa_0601K0 ǶOJIIJI^gIGkIDCCCDXaCAeMHGGGHG\eGEi3934NQ3UǷ ±<B=<<WQZ<:^±IDCCCDXaCAeTONNONNNclNLpidccdccccdakjjjjk ±OJIIJI^gIGkOJIIJI^gIGk MHGGGHG\eGEi3934NQ3U„idccdccccda.4.EI. kjjjjk@FA@@@[U^@>b3934NQ3U 0601K0XSRRSRRRpRqPtkjjjjk [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt0601K0nnnoo,2,kjjjjkidccdccccda ±gbaabaaaa_3934NQ3U idccdccccdakjjjjkXSRRSRRRpRqPtgbaabaaaa_3934NQ3U0601K0 IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U idccdccccda3934NQ3U,2,XSRRSRRRpRqPtTONNONNNclNLp0601K0 gbaabaaaa_XSRRSRRRpRqPttt IDCCCDXaCAeTONNONNNclNLp QK T _ZYYZYYYYxWx{x ²idccdccccda tt3934NQ3U ,2,±TONNONNNclNLp idccdccccda3934NQ3U3934NQ3U IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U RMLLMLLajLJn±kjjjjkgbaabaaaa_IDCCCDXaCAev XSRRSRRRpRqPt8>89886SV86Z QK T .4.EI. QK T 2,6 = 0.64 _ZYYZYYYYxWx{x BHCBBB]W`B@dkjjjjk IDCCCDXaCAeidccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U @FA@@@[U^@>bIDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>b3934NQ3Uidccdccccdakjjjjk qrr±OJIIJI^gIGknnnoo3934NQ3U IDCCCDXaCAeTONNONNNclNLp QK T 2 _ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>b3934NQ3U ffgffffgdkjjjjk@FA@@@[U^@>b ttXSRRSRRRpRqPtgbaabaaaa_0601K0 IDCCCDXaCAeidccdccccda ǶidccdccccdaRMLLMLLajLJn±gbaabaaaa_kjjjjkǷ_ZYYZYYYYxWx{x ppqqIDCCCDXaCAeidccdccccdannnoo±OJIIJI^gIGkIDCCCDXaCAe»±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp 3934NQ3Uv±RMLLMLLajLJn[VUUVUUUUUtStwOJIIJI^gIGk3934NQ3Uidccdccccda ,2,±TONNONNNclNLp $*3934NQ3U 8>89886SV86ZXSRRSRRRpRqPtnnnooTONNONNNclNLp0601K0 @FA@@@[U^@>b3934NQ3Ugbaabaaaa_3934NQ3U-3-D- @FA@@@[U^@>bkjjjjkkjjjjk[VUUVUUUUUtStwidccdccccda-3-D-gghgggghgghgggghKFEEEFZcECg±OJIIJI^gIGk±RMLLMLLajLJnRMLLMLLajLJn±gbaabaaaa__ZYYZYYYYxWx{x<B=<<WQZ<:^IDCCCDXaCAekjjjjk@FA@@@[U^@>bnnnoo$*_ZYYZYYYYxWx{xIDCCCDXaCAeXSRRSRRRpRqPtgghgggghIDCCCDXaCAeOJIIJI^gIGkOJIIJI^gIGknnnooidccdccccdakjjjjkgbaabaaaa_±kjjjjk3934NQ3U0601K0AGBAAA\V_A?ckjjjjkgbaabaaaa_±TONNONNNclNLpidccdccccda8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_RMLLMLLajLJn3934NQ3Ugbaabaaaa_gghggggh _ZYYZYYYYxWx{x kkkkl_ZYYZYYYYxWx{x w3934NQ3Uidccdccccda_ZYYZYYYYxWx{x ijiiiij@FA@@@[U^@>b3934NQ3U [VUUVUUUUUtStw±gbaabaaaa_±RMLLMLLajLJn3934NQ3Ukjjjjk3934NQ3Ugbaabaaaa_idccdccccda IDCCCDXaCAeTONNONNNclNLp Q ±TONNONNNclNLp0601K0 K 3934NQ3Uv@FA@@@[U^@>bIDCCCDXaCAe$*IDCCCDXaCAekjjjjk ± <B=<<WQZ<:^XSRRSRRRpRqPtXSRRSRRRpRqPt0601K0 ,2,±[VUUVUUUUUtStw±,2,IDCCCDXaCAekjjjjk„ 8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_ ,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U gbaabaaaa_3934NQ3UidccdccccdaXSRRSRRRpRqPtOJIIJI^gIGknnnookjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp_ZYYZYYYYxWx{x BHCBBB]W`B@dTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U IDCCCDXaCAeTONNONNNclNLp[VUUVUUUUUtStwnnnookjjjjk idccdccccda3934NQ3Ub]\\]\\\\{Z{~{nnnoo3934NQ3UTONNONNNclNLp,2,3934NQ3U.4.EI. kjjjjk@FA@@@[U^@>b3934NQ3U kjjjjk@FA@@@[U^@>bIDCCCDXaCAegbaabaaaa_0601K0 kjjjjkXSRRSRRRpRqPtMHGGGHG\eGEi3934NQ3UTONNONNNclNLp Ƕ?E@??ZT]?=a3934NQ3Ugbaabaaaa_RMLLMLLajLJnIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp3934NQ3UǷ.4.EI. ±TONNONNNclNLp0601K0 kjjjjk@FA@@@[U^@>b3934NQ3U 8>89886SV86ZXSRRSRRRpRqPtnnnoogbaabaaaa_kjjjjk@FA@@@[U^@>b kjjjjkXSRRSRRRpRqPtMHGGGHG\eGEi3934NQ3UTONNONNNclNLp Ƕidccdccccda@FA@@@[U^@>b3934NQ3UǷ ±gbaabaaaa_3934NQ3U ± [VUUVUUUUUtStw±IDCCCDXaCAegbaabaaaa_ XSRRSRRRpRqPt8>89886SV86Z ,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U kjjjjkXSRRSRRRpRqPtMHGGGHG\eGEi3934NQ3UTONNONNNclNLpidccdccccda_ZYYZYYYYxWx{x ss@FA@@@[U^@>b3934NQ3UTONNONNNclNLp tt3934NQ3U b]\\]\\\\{Z{~{nnnoo3934NQ3Ugbaabaaaa_„ Ƕ?E@??ZT]?=a3934NQ3Ugbaabaaaa_RMLLMLLajLJnIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp3934NQ3UǷ.4.EI. Ƕidccdccccda@FA@@@[U^@>b3934NQ3UǷ 8>89886SV86Zgbaabaaaa_XSRRSRRRpRqPtRMLLMLLajLJn K @FA@@@[U^@>b±idccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U @FA@@@[U^@>bIDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>b3934NQ3Uidccdccccdakjjjjk 0601K0XSRRSRRRpRqPtkjjjjk [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt0601K0nnnoo,2,kjjjjk \WVVWVVVVVuTux QK T 3,4 = 1.12 ]XWWXWWWWWvUvyv_ZYYZYYYYxWx{x ²kjjjjk kjjjjk@FA@@@[U^@>b3934NQ3U idccdccccda±RMLLMLLajLJn3934NQ3U kjjjjkIDCCCDXaCAeRMLLMLLajLJn3934NQ3U.4.EI. tt@FA@@@[U^@>b3934NQ3UTONNONNNclNLp tt3934NQ3U b]\\]\\\\{Z{~{nnnoo3934NQ3Ugbaabaaaa_„ Ƕidccdccccda@FA@@@[U^@>b3934NQ3UǷ.4.EI. Ƕ?E@??ZT]?=a3934NQ3Ugbaabaaaa_RMLLMLLajLJnIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp3934NQ3UǷ 8>89886SV86Zgbaabaaaa_XSRRSRRRpRqPtRMLLMLLajLJn K @FA@@@[U^@>b±idccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U @FA@@@[U^@>bIDCCCDXaCAe<B=<<WQZ<:^@FA@@@[U^@>b3934NQ3Uidccdccccdakjjjjk 0601K0XSRRSRRRpRqPtkjjjjk [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt0601K0nnnoo,2,kjjjjk \WVVWVVVVVuTux QK T 4,3 = 0.55 ]XWWXWWWWWvUvyv_ZYYZYYYYxWx{x lkkYZZ{kxx{x 22mPvt±LIIgnsq±jjomCFCC~aURRRprQNNNl 88;sVURRRprdaaaf iiin336nQxvjjom ;;>;vY336nQQNNNl336nQdaaaf±jjomCFCC~aURRRprQNNNl +++RSStdtNOONp`pddccCCDCCeUe00001R33334UUbbaa kjjstRSStdt @@@A@bRbnnoLMLMn^n±NOONp`p ddccnnoLMLMn^nLMLMn^n±bbaaCCDCCeUe33334UUddcc y 1 ....E y 2 kjjRSStdt RSStdtNOONp`p33334UU ,,,@@@A@bRb±UVVwgttwkjj33334UUbbaa CCDCCeUeNOONp`p ???@?aa±bbaabbaa„ TUUvfsvRSStdtkjjkjj33334UUbbaa....E ±NOONp`p00001R kjj@@@A@bRb33334UU ddccnnoLMLMn^nLMLMn^n±bbaaCCDCCeUe33334UUddcc <<<=^^33334UUNOONp`p33334UUbbaa±kjj33334UU00001R $$„ kjjstRSStdt NOONp`p±kjjnnobbaa±IJIIIJk[k IJIIIJk[k±NOONp`p<<<=^^±nno<<<=^^33334UU <<<=^^33334UUNOONp`p33334UUbbaa±kjjCCDCCeUeRSStdtNOONp`p LMLMn^nRSStdt00001R33334UUIJIIIJk[kddcc ˆ y 1 ....E ˆ y 2 ----D ǳ y 1 ----D ccbbCCDCCeUebbaaCCDCCeUennoddcc ##IJIIIJk[k±,,,GHGGGiYi ±IJIIIJk[kst±„ddcc UVVwgttwbbaaRSStdtkjj33334UU,,,kjjddcc ???@?aa±bbaabbaa„ TUUvfsvRSStdtkjjkjj33334UUbbaa ±<<<=^^±CCDCCeUeNOONp`pddcckjj kjj@@@A@bRb33334UU 00001R±bbaaGHGGGiYi IJIIIJk[kRSStdtbbaa00001RYZZ{kxx{x ǳ y 2 ----D ccbbCCDCCeUebbaaCCDCCeUennoddcc ##IJIIIJk[k±,,,GHGGGiYi ddcc@@@A@bRbCCDCCeUe33334UUIJIIIJk[k00001Rddcc ddcc33334UUqqr33334UUbbaa±IJIIIJk[k ±kjjkjj±,,,GHGGGiYiddcc 88889:ZZbbaaRSStdtLMLMn^n kjj@@@A@bRb33334UU HIHHHjZjRSStdtbbaa00001R ppqRSStdtIJIIIJk[k00001R33334UULMLMn^nRSStdtbbaakjj kjjRSStdt UVVwgttwbbaaRSStdtkjj33334UU,,,kjj ???@?aa±bbaabbaa„ TUUvfsvRSStdtkjjkjj33334UUbbaaYZZ{kxx{x ǳ ˆ y 1 ----D ???@?aa±bbaabbaa„ TUUvfsvRSStdtkjjkjj33334UUbbaa̢Ƿddcc <<<=^^RSStdt00001R88889:ZZ±kjj@@@A@bRb33334UUbbaa 33334UUNOONp`pddccnnobbaa33334UUddcc @@@A@bRbCCDCCeUeddcc ddcc±88889:ZZ33334UUkjj„ 88889:ZZbbaaRSStdtLMLMn^n kjj@@@A@bRb33334UU 00001R±bbaaGHGGGiYi IJIIIJk[kRSStdtbbaa00001RYZZ{kxx{x ǳ ˆ y 2 ----D ccbbCCDCCeUebbaaCCDCCeUennoddcc ##IJIIIJk[k±,,,GHGGGiYi stRSStdtbbaaGHGGGiYiddcc stCCDCCeUekjj@@@A@bRb kjj@@@A@bRb33334UU 00001R±bbaaGHGGGiYi IJIIIJk[kRSStdtbbaa00001R kjjRSStdt UVVwgttwbbaaRSStdtkjj33334UU,,,kjj ???@?aa±bbaabbaa„ TUUvfsvRSStdtkjjkjj33334UUbbaaYZZ{kxx{x MNNMo_oRSStdtst ,,,RSStdtNOONp`pddccCCDCCeUe00001R33334UUbbaa kjj@@@A@bRb33334UU 88889:ZZRSStdtIJIIIJk[kIJIIIJk[kRSStdtstCCDCCeUeNOONp`p<<<=^^ \]]\n{{~{nno33334UUddcckjjCCDCCeUeRSStdtNOONp`pddcc----D STTueuYZZ{kxx{x ##RSStdtkjj@@@A@bRb ##HIHHHjZj22223Tnmm ddcc,,,RSStdtbbaa33334UU ±NOONp`p00001R aa`rQRRscsnmm;;;;<]]22223T ddcc,,,RSStdtbbaa33334UUddcc ,,,±NOONp`p $$33334UU nnoddcc33334UU00001R kjjRSStdt ±nnokjjRSStdtLMLMn^n±kjjCCDCCeUe,,,±IJIIIJk[kIJIIIJk[k„ 33334UUqqr±IJIIIJk[knno±kjj33334UU kjj33334UUvkjj <<<=^^33334UUNOONp`p33334UUbbaa±kjj33334UU00001R $$„ LMLMn^nRSStdt00001R33334UUIJIIIJk[kddccYZZ{kxx{x rrs@@@A@bRb±kjj CCDCCeUeddcc kjj@@@A@bRb33334UU GHGGGiYi33334UU„ 00001RCCDCCeUe‰33334UUbbaa33334UUNOONp`p,,,33334UU $$33334UUkjjst33334UU33334UUNOONp`p kjj@@@A@bRb33334UULMLMn^n]^^]o||| mllYZZ{kxx{x TUUvfsvIJIIIJk[k33334UU±ddcc33334UU ,,,±IJIIIJk[k,,,nnoIJIIIJk[k±kjj33334UU kjj@@@A@bRb33334UU aa`rQRRscsnmm;;;;<]]22223TAAABAcScmll VWWxhuuxCCDCCeUeYZZ{kxx{x33334UUYZZ{kxx{x....E n = 2 ....E ddccRSStdt $$CCDCCeUe<<<=^^bbaa±LMLMn^nWXXyivvyv ddcc,,,RSStdtbbaa33334UU 88889:ZZRSStdtbbaa ˆ y 1 ±NOONp`p00001R ˆ y 2 CCDCCeUeNOONp`p kjj@@@A@bRb33334UU ±$$RSStdtqqr33334UU 33334UUv±LMLMn^nUVVwgttwIJIIIJk[k33334UUYZZ{kxx{x lkkYZZ{kxx{x ////FQRSStdt „RSStdtnno kjj@@@A@bRbCCDCCeUeNOONp`pGHGGGiYi kjj@@@A@bRb33334UU ˆ y stCCDCCeUekjj@@@A@bRb kjj@@@A@bRb33334UU @@@A@bRbCCDCCeUe<<<=^^@@@A@bRb33334UUbbaa aa`rQRRscsnmm;;;;<]]22223T ddcc,,,RSStdtbbaa33334UU ddcc@@@A@bRbRSStdtnnoIJIIIJk[k00001R $$33334UU bbaa±NOONp`pGHGGGiYi33334UU00001R @@@A@bRbCCDCCeUe<<<=^^@@@A@bRb33334UUbbaa]^^]o||| DEDDfVfnnoddcckjjCCDCCeUe88889:ZZ„ „RSStdtnnobbaa bbaa33334UUddccUVVwgttwRSStdtNOONp`pddcc33334UUYZZ{kxx{x BBBCBBdTd88889:ZZ „RSStdtnno 00001RCCDCCeUeddcc±<<<=^^bbaa33334UU33334UU....E 00001R33334UUddcc,,,bbaaCCDCCeUe$$33334UU ±NOONp`p ±IJIIIJk[kkjj33334UUbbaaNOONp`p±kjjCCDCCeUeqqr33334UU LMLMn^n33334UUkjj@@@A@bRbRSStdt00001R kjj@@@A@bRb±kjj ,,,RSStdtnnoIJIIIJk[k00001R ,,,RSStdtbbaabbaa33334UU,,,kjj kjj@@@A@bRb33334UU UVVwgttwbbaaRSStdt$$IJIIIJk[k33334UULMLMn^nYZZ{kxx{x A•dZWXN,]S,olRHaWT]S< YTSSTSSSqSrQu_ZYYZYYYYxWx{x #NIHHHIH]fHFj2823MP2mmmn idccdccccda,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U IDCCCDXaCAeidccdccccda [VUUVUUUUUtStwgbaabaaaa_3934NQ3U,2,IDCCCDXaCAeidccdccccdaIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLpAGBAAA\V_A?cXSRRSRRRpRqPtgbaabaaaa_IDCCCDXaCAe3934NQ3UTONNONNNclNLpkjjjjk3934NQ3U0601K0-3-D- IDCCCDXaCAekjjjjk RMLLMLLajLJn3934NQ3U±idccdccccdannnoogbaabaaaa_3934NQ3Uidccdccccda @FA@@@[U^@>bXSRRSRRRpRqPttt RMLLMLLajLJnnnnoo,2,@FA@@@[U^@>b 0601K0XSRRSRRRpRqPt TONNONNNclNLpAGBAAA\V_A?c<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJnidccdccccda IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGkǷidccdccccda <B=<<WQZ<:^3934NQ3UTONNONNNclNLp3934NQ3Ugbaabaaaa_±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp ±[VUUVUUUUUtStw[VUUVUUUUUtStw3934NQ3U±gbaabaaaa_ IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U gbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U_ZYYZYYYYxWx{x fa``a````^WRQQRQQfoQOsmmmn;A;<;;VPY;9]2823MP2 idccdccccda,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U IDCCCDXaCAeidccdccccda gbaabaaaa_3934NQ3U,2,±OJIIJI^gIGkOJIIJI^gIGkAGBAAA\V_A?cXSRRSRRRpRqPtgbaabaaaa_IDCCCDXaCAe3934NQ3UTONNONNNclNLpkjjjjk3934NQ3U0601K0-3-D- IDCCCDXaCAekjjjjk RMLLMLLajLJn3934NQ3U±idccdccccdannnoogbaabaaaa_3934NQ3Uidccdccccda @FA@@@[U^@>bXSRRSRRRpRqPttt RMLLMLLajLJnnnnoo,2,@FA@@@[U^@>b 0601K0XSRRSRRRpRqPt TONNONNNclNLpAGBAAA\V_A?c<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJnidccdccccda IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U gbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U ±[VUUVUUUUUtStw[VUUVUUUUUtStw3934NQ3U±gbaabaaaa_ IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGkǷidccdccccda <B=<<WQZ<:^3934NQ3UTONNONNNclNLp3934NQ3Ugbaabaaaa_±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp_ZYYZYYYYxWx{x llllm_ZYYZYYYYxWx{x fa``a````^3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U y 1 @FA@@@[U^@>b±idccdccccda UPOOPOOdmOMq $*IDCCCDXaCAe<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJnidccdccccda_ZYYZYYYYxWx{x fa``a````^3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U y 2 @FA@@@[U^@>b±idccdccccda YTSSTSSSqSrQullllm $*IDCCCDXaCAe<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJnidccdccccda_ZYYZYYYYxWx{x 7=7875RU7YXSRRSRRRpRqPtgbaabaaaa_ ˆ y 1 .4.EI. IDCCCDXaCAekjjjjk @FA@@@[U^@>b±idccdccccda kkkkl $*IDCCCDXaCAe<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJn XSRRSRRRpRqPtqrr3934NQ3Ugbaabaaaa_OJIIJI^gIGk±[VUUVUUUUUtStwidccdccccda ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b y 1 \WVVWVVVVVuTuxǴ?E@??ZT]?=a±gbaabaaaa_gbaabaaaa_„ ZUTTUTTTrTsRvXSRRSRRRpRqPtkjjjjkkjjjjk3934NQ3Ugbaabaaaa_ǵ.4.EI. Ǵkjjjjk@FA@@@[U^@>b3934NQ3U 0601K0±gbaabaaaa_MHGGGHG\eGEiǵ.4.EI. Ǵ0601K0±gbaabaaaa_MHGGGHG\eGEi OJIIJI^gIGkXSRRSRRRpRqPtgbaabaaaa_0601K0ǵ]XWWXWWWWWvUvyv ±TONNONNNclNLp0601K0 llllm $*IDCCCDXaCAe<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJn XSRRSRRRpRqPtqrr3934NQ3Ugbaabaaaa_OJIIJI^gIGk±[VUUVUUUUUtStw ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b y 2 \WVVWVVVVVuTuxǴ?E@??ZT]?=a±gbaabaaaa_gbaabaaaa_„ ZUTTUTTTrTsRvXSRRSRRRpRqPtkjjjjkkjjjjk3934NQ3Ugbaabaaaa_ǵ.4.EI. Ǵ8>89886SV86Zgbaabaaaa_XSRRSRRRpRqPtRMLLMLLajLJn kjjjjk@FA@@@[U^@>b3934NQ3Uǵ]XWWXWWWWWvUvyv_ZYYZYYYYxWx{x ROUGE - 2 = 3 + 2 9 + 12 = 0.24 7=7875RU7YXSRRSRRRpRqPtgbaabaaaa_ ˆ y 2 .4.EI. IDCCCDXaCAekjjjjk @FA@@@[U^@>b±idccdccccda :@:;:8UOX:8\ $*IDCCCDXaCAe<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJn XSRRSRRRpRqPtqrr3934NQ3Ugbaabaaaa_OJIIJI^gIGk±[VUUVUUUUUtStwidccdccccda ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b y 1 \WVVWVVVVVuTuxǴhcbbcbbbb`IDCCCDXaCAegbaabaaaa_IDCCCDXaCAennnooidccdccccda #OJIIJI^gIGk±,2,MHGGGHG\eGEiǵ.4.EI. Ǵ?E@??ZT]?=a±gbaabaaaa_gbaabaaaa_„ ZUTTUTTTrTsRvXSRRSRRRpRqPtkjjjjkkjjjjk3934NQ3Ugbaabaaaa_ǵ.4.EI. Ǵkjjjjk@FA@@@[U^@>b3934NQ3U 0601K0±gbaabaaaa_MHGGGHG\eGEiǵ.4.EI. Ǵ0601K0±gbaabaaaa_MHGGGHG\eGEi OJIIJI^gIGkXSRRSRRRpRqPtgbaabaaaa_0601K0ǵ]XWWXWWWWWvUvyv ±TONNONNNclNLp0601K0 :@:;:8UOX:8\ $*IDCCCDXaCAe<B=<<WQZ<:^gbaabaaaa_±RMLLMLLajLJn XSRRSRRRpRqPtqrr3934NQ3Ugbaabaaaa_OJIIJI^gIGk±[VUUVUUUUUtStw ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b y 2 \WVVWVVVVVuTuxǴhcbbcbbbb`IDCCCDXaCAegbaabaaaa_IDCCCDXaCAennnooidccdccccda #OJIIJI^gIGk±,2,MHGGGHG\eGEiǵ.4.EI. ǴkjjjjkXSRRSRRRpRqPt [VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPtkjjjjk3934NQ3U,2,kjjjjkǵ.4.EI. Ǵ[VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPtkjjjjk3934NQ3U,2,kjjjjk ?E@??ZT]?=a±gbaabaaaa_gbaabaaaa_„ǵ.4.EI. Ǵ?E@??ZT]?=a±gbaabaaaa_gbaabaaaa_„ ZUTTUTTTrTsRvXSRRSRRRpRqPtkjjjjkkjjjjk3934NQ3Ugbaabaaaa_ǵ]XWWXWWWWWvUvyv_ZYYZYYYYxWx{x ROUGE - 2 = 4 + 4 9 + 12 = 0.38 kkkkl_ZYYZYYYYxWx{x SNMMNMMbkMKoXSRRSRRRpRqPt_ZYYZYYYYxWx{x ˆ y 2 @FA@@@[U^@>b±idccdccccda qrr3934NQ3Ugbaabaaaa_„ 0601K0IDCCCDXaCAe‰3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLpkjjjjk RMLLMLLajLJn3934NQ3U±TONNONNNclNLpIDCCCDXaCAeTONNONNNclNLp<B=<<WQZ<:^ ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b gbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3Uidccdccccda y 1 ±TONNONNNclNLp0601K0 y 2 _ZYYZYYYYxWx{x BHCBBB]W`B@dkjjjjk IDCCCDXaCAeidccdccccda [VUUVUUUUUtStwXSRRSRRRpRqPtidccdccccdaidccdccccdaIDCCCDXaCAe$*OJIIJI^gIGk3934NQ3U kjjjjkXSRRSRRRpRqPt $*XSRRSRRRpRqPtgbaabaaaa_gbaabaaaa_XSRRSRRRpRqPttt kjjjjk@FA@@@[U^@>b3934NQ3U 0601K0IDCCCDXaCAeidccdccccdakjjjjk±TONNONNNclNLpkjjjjk idccdccccdannnoo[VUUVUUUUUtStw3934NQ3Ugbaabaaaa_qrrIDCCCDXaCAeidccdccccdaIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp 8>89886SV86Zgbaabaaaa_XSRRSRRRpRqPtRMLLMLLajLJn TONNONNNclNLp±kjjjjknnnoogbaabaaaa_±OJIIJI^gIGk OJIIJI^gIGk±TONNONNNclNLp<B=<<WQZ<:^nnnoo±<B=<<WQZ<:^3934NQ3U IDCCCDXaCAeTONNONNNclNLp8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U \WVVWVVVVVuTuxSNMMNMMbkMKoNIHHHIH]fHFjBHCBBB]W`B@d]XWWXWWWWWvUvyv RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGk_ZYYZYYYYxWx{x /5/FJ/IDCCCDXaCAeidccdccccdakjjjjk±TONNONNNclNLpkjjjjk idccdccccdannnoo[VUUVUUUUUtStw3934NQ3Ugbaabaaaa_qrrIDCCCDXaCAeidccdccccdaIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp IDCCCDXaCAeidccdccccda ± ,2,XSRRSRRRpRqPtRMLLMLLajLJnRMLLMLLajLJnXSRRSRRRpRqPtTONNONNNclNLp ±[VUUVUUUUUtStw[VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPt±,2,@FA@@@[U^@>b IDCCCDXaCAeTONNONNNclNLp SNMMNMMbkMKoNIHHHIH]fHFjZUTTUTTTrTsRv_ZYYZYYYYxWx{x BHCBBB]W`B@dkjjjjk RMLLMLLajLJn3934NQ3U±TONNONNNclNLpidccdccccda kjjjjk@FA@@@[U^@>b±kjjjjk tt@FA@@@[U^@>b3934NQ3UTONNONNNclNLp tt3934NQ3U [VUUVUUUUUtStw3934NQ3Ugbaabaaaa_8>89886SV86ZXSRRSRRRpRqPtgbaabaaaa_RMLLMLLajLJn ijiiiij±idccdccccdaMHGGGHG\eGEi ².4.EI. tt3934NQ3U @FA@@@[U^@>b±qrr3934NQ3U ±,2,,2,3934NQ3Uidccdccccdaidccdccccda kjjjjkXSRRSRRRpRqPt ±TONNONNNclNLpXSRRSRRRpRqPtkjjjjk@FA@@@[U^@>b3934NQ3Ugbaabaaaa_ QLKKLKK`iKImXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGk # XSRRSRRRpRqPtgbaabaaaa_ ±TONNONNNclNLpXSRRSRRRpRqPtkjjjjk@FA@@@[U^@>b3934NQ3Ugbaabaaaa_ 0601K0±kjjjjk±idccdccccda3934NQ3Ukjjjjk /5/FJ/_ZYYZYYYYxWx{x BHCBBB]W`B@d8>89886SV86Z kjjjjk@FA@@@[U^@>b3934NQ3U IDCCCDXaCAeTONNONNNclNLp0601K0nnnoo,2,kjjjjkIDCCCDXaCAeqrr3934NQ3U $*IDCCCDXaCAe±idccdccccda IDCCCDXaCAeTONNONNNclNLp RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGk # XSRRSRRRpRqPtgbaabaaaa_ kjjjjk@FA@@@[U^@>b3934NQ3U gbaabaaaa_3934NQ3UidccdccccdaXSRRSRRRpRqPtnnnoogbaabaaaa_,2,3934NQ3U IDCCCDXaCAeTONNONNNclNLp 0601K0±kjjjjk±idccdccccda3934NQ3Ukjjjjk /5/FJ/ ,2,±TONNONNNclNLp @FA@@@[U^@>b3934NQ3UOJIIJI^gIGk[VUUVUUUUUtStw kjjjjk±idccdccccdaMHGGGHG\eGEi ².4.EI. tt3934NQ3U ,2,±TONNONNNclNLp nnnooidccdccccda3934NQ3U kjjjjk@FA@@@[U^@>b3934NQ3URMLLMLLajLJn ±idccdccccda 0601K0IDCCCDXaCAeidccdccccdakjjjjk±TONNONNNclNLpkjjjjk idccdccccdannnoo[VUUVUUUUUtStw3934NQ3Ugbaabaaaa_qrrIDCCCDXaCAeidccdccccdaIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp_ZYYZYYYYxWx{x BHCBBB]W`B@dTONNONNNclNLp kjjjjk@FA@@@[U^@>bIDCCCDXaCAeidccdccccda ,2,±idccdccccda3934NQ3U.4.EI. tt3934NQ3U 8>89886SV86Z3934NQ3U3934NQ3UOJIIJI^gIGk ˆ y 2 ,2,XSRRSRRRpRqPtTONNONNNclNLpkjjjjkgbaabaaaa_±0601K0IDCCCDXaCAe,2,kjjjjkidccdccccda ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b kjjjjk@FA@@@[U^@>b3934NQ3U gbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U-3-D- kjjjjk@FA@@@[U^@>b3934NQ3U NIHHHIH]fHFjXSRRSRRRpRqPt±0601K0 ppqqXSRRSRRRpRqPtOJIIJI^gIGk0601K03934NQ3URMLLMLLajLJnXSRRSRRRpRqPtgbaabaaaa_kjjjjk ,2,±TONNONNNclNLpTONNONNNclNLpXSRRSRRRpRqPtkjjjjk cZ_`Sofkl_`W\PtujhA8:tujh ±TONNONNNclNLp0601K0 +tujhtujh+:ULQE ?E@??ZT]?=a±gbaabaaaa_gbaabaaaa_„ ZUTTUTTTrTsRvXSRRSRRRpRqPtkjjjjkkjjjjk3934NQ3Ugbaabaaaa_ IDCCCDXaCAeTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3U idccdccccda±RMLLMLLajLJn3934NQ3U kjjjjkIDCCCDXaCAeRMLLMLLajLJn3934NQ3U_ZYYZYYYYxWx{x ss3934NQ3U tt±TONNONNNclNLpkjjjjk kjjjjkXSRRSRRRpRqPt ,2,±OJIIJI^gIGkIDCCCDXaCAe$*gbaabaaaa_±kjjjjk3934NQ3U kjjjjk@FA@@@[U^@>b3934NQ3U fa``a````^WRQQRQQfoQOsmmmn;A;<;;VPY;9]2823MP2 idccdccccda,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U IDCCCDXaCAe8>89886SV86Z kjjjjk@FA@@@[U^@>b3934NQ3U RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGkǷidccdccccda <B=<<WQZ<:^3934NQ3UTONNONNNclNLp3934NQ3Ugbaabaaaa_±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp ±TONNONNNclNLp0601K0 kjjjjk@FA@@@[U^@>b3934NQ3U <B=<<WQZ<:^gbaabaaaa_XSRRSRRRpRqPtnnnooTONNONNNclNLp0601K0 kjjjjkgbaabaaaa_nnnookjjjjk@FA@@@[U^@>b gbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U ,2,XSRRSRRRpRqPtTONNONNNclNLpkjjjjkgbaabaaaa_±0601K0IDCCCDXaCAe,2,kjjjjkidccdccccda ttIDCCCDXaCAekjjjjk@FA@@@[U^@>b 3934NQ3U±,2,@FA@@@[U^@>b XSRRSRRRpRqPtkjjjjk@FA@@@[U^@>b3934NQ3Ugbaabaaaa__ZYYZYYYYxWx{x ss3934NQ3U MHGGGHG\eGEiTONNONNNclNLpXSRRSRRRpRqPttt kjjjjk@FA@@@[U^@>b±kjjjjk ,2,XSRRSRRRpRqPtTONNONNNclNLpkjjjjkgbaabaaaa_±0601K0IDCCCDXaCAe,2,kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp IDCCCDXaCAeidccdccccda XSRRSRRRpRqPtTONNONNNclNLp3934NQ3U idccdccccda3934NQ3UTONNONNNclNLpidccdccccda3934NQ3U IDCCCDXaCAeTONNONNNclNLp SNMMNMMbkMKoNIHHHIH]fHFjBHCBBB]W`B@d kjjjjk±idccdccccdaMHGGGHG\eGEi_ZYYZYYYYxWx{x ss3934NQ3U ,2,±TONNONNNclNLp idccdccccda3934NQ3Ukjjjjk kjjjjk@FA@@@[U^@>b3934NQ3U gbaabaaaa_3934NQ3U8>89886SV86Z3934NQ3Ugbaabaaaa_3934NQ3UTONNONNNclNLp,2,3934NQ3U y ±idccdccccda [VUUVUUUUUtStwgbaabaaaa_3934NQ3URMLLMLLajLJnIDCCCDXaCAeidccdccccda3934NQ3U ±TONNONNNclNLp0601K0 kjjjjk@FA@@@[U^@>b3934NQ3U <B=<<WQZ<:^3934NQ3UTONNONNNclNLp3934NQ3Ugbaabaaaa_±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp ˆ y ±idccdccccda kjjjjk@FA@@@[U^@>b3934NQ3U @FA@@@[U^@>b„[VUUVUUUUUtStwXSRRSRRRpRqPtkjjjjk@FA@@@[U^@>b3934NQ3UidccdccccdaIDCCCDXaCAeidccdccccda_ZYYZYYYYxWx{x ss@FA@@@[U^@>b3934NQ3UTONNONNNclNLp kjjjjk@FA@@@[U^@>b3934NQ3Ugbaabaaaa_3934NQ3U IDCCCDXaCAeidccdccccda ± ,2,XSRRSRRRpRqPtTONNONNNclNLpkjjjjkgbaabaaaa_±0601K0IDCCCDXaCAe,2,kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp gbaabaaaa_3934NQ3UOJIIJI^gIGk±kjjjjkIDCCCDXaCAeXSRRSRRRpRqPtTONNONNNclNLp $*3934NQ3Ukjjjjktt3934NQ3U3934NQ3UTONNONNNclNLp y ±TONNONNNclNLp0601K0 ˆ y IDCCCDXaCAeidccdccccda [VUUVUUUUUtStwgbaabaaaa_3934NQ3U0601K0IDCCCDXaCAe,2,kjjjjk3934NQ3U0601K0.4.EI. tt3934NQ3U ,2,±TONNONNNclNLp ±0601K00601K0 ± [VUUVUUUUUtStw3934NQ3UTONNONNNclNLp±OJIIJI^gIGkkjjjjk„ kjjjjkXSRRSRRRpRqPt kjjjjk@FA@@@[U^@>b3934NQ3U fa``a````^WRQQRQQfoQOsmmmn;A;<;;VPY;9]2823MP2 idccdccccda,2,XSRRSRRRpRqPtgbaabaaaa_3934NQ3U_ZYYZYYYYxWx{x 2823MP2v±RMLLMLLajLJn[VUUVUUUUUtStwOJIIJI^gIGk3934NQ3U $*3934NQ3Ukjjjjktt3934NQ3U3934NQ3UTONNONNNclNLp y 1 ±TONNONNNclNLp0601K0 ˆ y 2 $*„ ± fa``a````^XSRRSRRRpRqPt#2823MP2fa``a````^ijiiiij±AGBAAA\V_A?c$*±idccdccccda3934NQ3U0601K0 SNMMNMMbkMKoNIHHHIH]fHFjBHCBBB]W`B@d RMLLMLLajLJnXSRRSRRRpRqPt0601K03934NQ3UOJIIJI^gIGk-3-D- @FA@@@[U^@>bkjjjjkkjjjjk[VUUVUUUUUtStwidccdccccda-3-D-gghgggghgghggggh0601K03934NQ3URMLLMLLajLJnXSRRSRRRpRqPt_ZYYZYYYYxWx{x±OJIIJI^gIGkOJIIJI^gIGk3934NQ3UTONNONNNclNLpTONNONNNclNLpOJIIJI^gIGk[VUUVUUUUUtStw_ZYYZYYYYxWx{xXSRRSRRRpRqPtgbaabaaaa_<B=<<WQZ<:^gghgggghkjjjjk3934NQ3Uvkjjjjknnnoo±OJIIJI^gIGkAGBAAA\V_A?c3934NQ3UTONNONNNclNLpkjjjjk±IDCCCDXaCAeOJIIJI^gIGkRMLLMLLajLJn3934NQ3UTONNONNNclNLpkjjjjkgghgggghgbaabaaaa_XSRRSRRRpRqPt$*3934NQ3Ugbaabaaaa_kjjjjk±AGBAAA\V_A?cidccdccccdaTONNONNNclNLpOJIIJI^gIGkIDCCCDXaCAegghgggghidccdccccdagghgggghidccdccccdaIDCCCDXaCAegbaabaaaa_IDCCCDXaCAennnooidccdccccdaAGBAAA\V_A?c$*OJIIJI^gIGk±,2,MHGGGHG\eGEiAGBAAA\V_A?c±OJIIJI^gIGktt±„idccdccccdaAGBAAA\V_A?c[VUUVUUUUUtStwgbaabaaaa_XSRRSRRRpRqPtkjjjjk3934NQ3U,2,kjjjjkidccdccccdaAGBAAA\V_A?cOJIIJI^gIGkXSRRSRRRpRqPtgbaabaaaa_0601K0gghggggh/5/FJ/…SNMMNMMbkMKoYTSSTSSSqSrQuhcbbcbbbb`kkkkla\[[\[[[[zYz}zUPOOPOOdmOMq?E@??ZT]?=afeefeeeefc _ZYYZYYYYxWx{x TUUvfsv±<<<=^^33334UU lkk RSStdt88889:ZZ lkk

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