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> * NTI QF` I OFJ FQMFVFMSI Uf QDTD DPRDNI DRS\ I d c Fl EJ DESc LEPVUJ LPEJ DNTI QF` I OFLG V EDDPVLPEPVFF E QI EPDJ c F] F _ NI VFUI ] F _ NFL] I F _ NFQF] I L] e ] F UDHI Uf Qe ] F QDN] I PFVQe ] F I HPI ] F _ D DEQDVQe ] VD_ NDEI ] DNTI QF` I OFF F DESc LEPVULQFJ DRNI ` DVI PLUf QDG MLJ PLUf QDEPFC V PD] \ FEUL NLTUI ] LQPFNSd c FL _ DNJ MDH F DEQDVI QFL _ LNLVDMI C DP\ FEULQFJ F VDEEPI QDVULQFJ DRS\ I d c Fl EJ C _ DNJ MDH Dk DN] ULQFJ VD` QFHQDVLQFJ C _ NFDEPI QDVULQFJ F _ NLHNI c LQFJ DPQDo LQFG ] Lg MS DRNI ` DVI PLUf QDG DNTI QF` I OFLG F DRS\ I d c F] FEJ F YFUF[ NDMFPLUJ ] F Y` I HDQQe ] F _ NLMEPI VFPLUJ ] F[ QLEDVLNo LQQDULPQFl DRS\ I d c Fl EJ > 9>^B> $ Qk DN] FNDVI QFL DRS\ I d c Fl EJ C NDMFPLULG Ỳ I HDQQe l _NLMEPI VFPLULG[ DRS\ I d c Fl EJ D HVDPL E S\ LPD] ] SQFOF_I Uf QDTD `I MI QFJ C SEPI QDVULQQDG MUJ _NFL] I Y_LNLVDMI [ DRS\ I d c Fl EJ C ENDHI l _NDVLMLQFJ FQMFVFMSI Uf QDTD DPRDNI DRS\ I d c Fl EJ C ] LEPL _DMI \ F `I J VULQFG NDMFPLUJ ] F Y`I HDQQe ] F _NLMEPI VFPLUJ ] F[ DRS\ I d c Fl EJ C _LNL\ QL MDHS] LQPDVC _NLMmJ VUJ L] e l MUJ S\ I EPFJ V FQMFVFMSI Uf QD] DPRDNL DRS\ I d c Fl EJ C V _NDOLMSNL FQMFVFMSI Uf QDTD DPRDNI DESc LEPVUJ LPEJ DNTI QF` I OFLGC V PD] \ FEUL \ LNL` Dk FOFI Uf Qe G EI GP F FQk DN] I OFDQQe L EPLQMe DNTI QF`I OFFC QL _D`MQLL 8A MQLG MD MI Pe QI \ I UI _NDVLMLQFJ FQMFVFMSI Uf QDTD DPRDNI > 9>^n> 0 DMFPLUF Ỳ I HDQQe L _NLMEPI VFPLUF[ DRS\ I d c Fl EJ _DMI d P `I J VULQFL QI F] J NSHDVDMFPLUJ DNTI QF` I OFF QL _D` MQLL ^ % MQLG MD QI \ I UI _NDVLMLQFJ FQMFVFMSI Uf QDTD DPRDNI > 9>^b> * NTI QF` I OFJ FQMFVFMSI Uf QDTD DPRDNI DRS\ I d c Fl EJ V HUI EE YHUI EEe [ E STUSRULQQe ] F` S\ LQFL] DPMLUf Qe l S\ LRQe l _NLM] LPDV DESc LEPVUJ LPEJ _D NL` SUf PI PI ] PLEPFNDVI QFJ YEDRLELMDVI QFJ [ _D DPMLUf Qe ] S\ LRQe ] _NLM] LPI ] > 9>@A> * NTI QF` I OFJ FQMFVFMSI Uf QDTD DPRDNI DRS\ I d c Fl EJ V HUI EE YHUI EEe [ _NDk FUf QDTD DRS\ LQFJ DESc LEPVUJ LPEJ _D NL` SUf PI PI ] SE_LVI L] DEPFCE S\ LPD] _NDl Dg MLQFJ TDESMI NEPVLQQDG FPDTDVDG I PPLEPI OFF _D _NDk FUf Qe ] _NLM] LPI ] > 9>@^> &NF NI VQe l NL` SUf PI PI l FQMFVFMSI Uf QDTD DPRDNI S\ FPe VI LPEJ ENLMQFG RI UU VLMD] DEPF SE_LVI L] DEPF YFUF I PPLEPI PI DR DEQDVQD] DRc L] DRNI `DVI QFF[C FE\ FEUJ L] e G HI H ENLMQLL I NFk ] LPF\ LEHDL ES] ] e _ND] Lg SPD\ Qe l YFUF FPDTDVe l [ DP] LPDH> 9>@@> &NLF] Sc LEPVLQQe ] _NI VD] `I \ FEULQFJ V HUI EE E STUSRULQQe ] F` S\ LQFL] DPMLUf Qe l S\ LRQe l _NLM] LPDV UFRD V HUI EE _NDk FUf QDTD DRS\ LQFJ DRUI MI d P EULMSd c FL HI PLTDNFF DRS\ I d c Fl EJ q ^[ _DRLMFPLUF F _NF` LNe , ELNDEEFGEHFl C ] SQFOF_I Uf Qe l F NLTFDQI Uf Qe l DUF] _FI M _D S\ LRQe ] _NLM] LPI ] UFRD _NLM] LPI ] _NDk FUf QDTD DRS\ LQFJ q @[ S\ I EPQFHF NLTFDQI Uf Qe l HDQHSNEDV QI S\ QD 5 FEEULMDVI PLUf EHFl NI RDP FUF _NDLHPDV _D S\ LRQD] S _NLM] LPSCF` S\ I L] D] S STUSRULQQDCFUF _NLM] LPI ] _NDk FUf QDTD DRS\ LQFJ q Z[ DRS\ I d c FLEJ C _NFQF] I L] e L V DNTI QF`I OFd V _DNJ MHL _LNLVDMI F` MNSTDG DRNI `DVI PLUf QDG DNTI QF` I OFFC LEUF DQF _DUS\ FUF DEQDVQDL DRc LL FUF ENLMQLL DRc LL DRNI `DVI QFL V HUI EEL E STUSRULQQe ] F` S\ LQFL] EDDPVLPEPVSd c Fl DPMLUf Qe l S\ LRQe l _NLM] LPDV UFRD V HUI EEL EDDPVLPEPVSd c LTD _NDk FUf QDTD DRS\ LQFJ > 9>@Z> 1I \ FEULQFL DRS\ I d c Fl EJ DESc LEPVUJ LPEJ QI DEQDVI QFF _NDPDHDUI _NFL] QDG HD] FEEFF _D NL` SUf PI PI ] FQMFVFMSI Uf QDTD DPRDNI F Dk DN] UJ LPEJ NI E_DNJ MFPLUf Qe ] I HPD] DNTI QF` I OFF QL _D` MQLL ^ % MQLG MD QI \ I UI S\ LRQDTD TDMI > 9>@8> $ Qk DN] I OFJ DR FPDTI l FQMFVFMSI Uf QDTD DPRDNI F `I \ FEULQFJ MDVDMFPEJ MD DRS\ I d c Fl EJ CNDMFPLULG Ỳ I HDQQe l _NLMEPI VFPLULG[ DRS\ I d c Fl EJ _DENLMEPVD] NI `] Lc LQFJ QI Dk FOFI Uf QD] EI GPL F FQk DN] I OFDQQe l EPLQMI l DRNI `DVI PLUf QDG DNTI QF` I OFF QL _D` MQLL Z5l MQLG _DEUL MI Pe `I \ FEULQFJ > 9>@9> &NF _DEPS_ULQFF V HUI EE E STUSRULQQe ] F`S\ LQFL] DPMLUf Qe ] S\ LRQe l _NLM] LPDVC UFRD V HUI EE _NDk FUf QDTD DRS\ LQFJ DRS\ I d c FLEJC Fl NDMFPLUF Ỳ I HDQQe L _NLMEPI VFPLUF[ MDUg Qe Re Pf D` QI HD] ULQe ED VEL] F MDHS] LQPI ] FC _NLMSE] DPNLQQe ] F \ I EPf d @EPI Pf F 99 K LMLNI Uf QDTD `I HDQI ! @BZ5K 1> 9>@? > 1I DRS\ I d c F] FEJ HUI EEDV E STUSRULQQe ] F` S\ LQFL] DPMLUf Qe l S\ LRQe l _ NLM] LPDVC UFRD _ NDk FUf QDTD DRS\ LQFJ EDl NI QJ LPEJ _ NI VD _ LNLVDMI V HUI EEe RL` STUSRULQQDTD F` S\ LQFJ _ NLM] LPDV Y_ NF Fl QI UF\ FF[ UFRD V HUI EEe _ NDk FUf QDTD DRS\ LQFJ Y_ NF Fl QI UF\ FF[> &LNLVDM DESc LEPVUJ LPEJ QI DEQDVI QFF ` I J VULQFJ NDMFPLULG Y` I HDQQe l _ NLMEPI VFPLULG[ DRS\ I d c LTDEJ F NLo LQFL S_ DUQD] D\ LQQDTD HDUULTFI Uf QDTD DNTI QI DNTI QF` I OFF YLEUF _ NLMSE] DPNLQD " EPI VD] [> 9>@B> * PHI ` _ D NL` SUf PI PI ] FQMFVFMSI Uf QDTD DPRDNI DRS\ I d c Fl EJ V _ NFL] L V HUI EE YHUI EEe [ E STUSRULQQe ] F` S\ LQFL] DPMLUf Qe l S\ LRQe l _ NLM] LPDVC UFRD V HUI EE YHUI EEe [ _ NDk FUf QDTD DRS\ LQFJ QL J VUJ LPEJ DEQDVI QFL] MUJ DP\ FEULQFJ DRS\ I d c LTDEJ F` DNTI QF` I OFF> 9>@n> 4 DHS] LQPe C _ NLMEPI VUJ L] e L MUJ S\ I EPFJ V FQMFVFMSI Uf QD] DPRDNL DRS\ I d c Fl EJ X ^[ ( F\ QDL ` I J VULQFL NDMFPLULG Y` I HDQQe l _ NLMEPI VFPLULG[ DRS\ I d c LTDEJ _ NF _ NLMmJ VULQFF DNFTFQI UI MDHS] LQPI C SMDEPDVLNJ d c LTD UF\ QDEPf NDMFPLUJ Y` I HDQQDTD _ NLMEPI VFPLUJ [C UFRD DNFTFQI UI MDHS] LQPI C SMDEPDVLNJ d c LTD UF\ QDEPf FQDEPNI QQDTD TNI g MI QFQI V 0 DEEFGEHDG K LMLNI OFF V EDDPVLPEPVFF ED EPI Pf LG ^ % K LMLNI Uf QDTD `I HDQI DP @9 Fd UJ @AA@TDMI ! ^^95 K 1 i * _NI VDVD] _DUDg LQFF FQDEPNI QQe l TNI g MI Q V 0DEEFGEHDG K LMLNI OFFj > @[ , `I J VULQFF NDMFPLUJ ] F ỲI HDQQe ] F _NLMEPI VFPLUJ ] F[ DRS\ I d c LTDEJ Y_NFUDg LQFF ! @[ SHI `e VI d PEJ EULMSd c FL EVLMLQFJ X 5 k I ] FUFJ CF] J CDP\ LEPVD Y_DEULMQLL5_NF QI UF\ FF[ DRS\ I d c LTDEJ q 5 MI PI F ] LEPD NDg MLQFJ DRS\ I d c LTDEJ q 5 k I ] FUFJ C F] J C DP\ LEPVD Y_DEULMQLL 5 _NF QI UF\ FF[ NDMFPLULG Y`I HDQQe l _NLMEPI VFPLULG[ DRS\ I d c LTDEJ q 5 HUI EE E STUSRULQQe ] F` S\ LQFL] DPMLUf Qe l S\ LRQe l _NLM] LPDVC UFRD HUI EE _NDk FUf QDTD DRS\ LQFJ CMUJ _NFL] I UFRD _LNLVDMI C V HDPDNe G DNTI QF` DVI Q FQMFVFMSI Uf Qe G DPRDN DRS\ I d c Fl EJ q 5 DREPDJ PLUf EPVI C SHI `I QQe L V _SQHPL 9>@@> QI EPDJ c Fl _NI VFU _NFL] I C EVFMLPLUf EPVSd c FL D QI UF\ FF _NLF] Sc LEPVLQQDTD _NI VI `I \ FEULQFJ DRS\ I d c Fl EJ V HUI EE E STUSRULQQe ] F` S\ LQFL] DPMLUf Qe l S\ LRQe l _NLM] LPDV UFRD V HUI EE _NDk FUf QDTD DRS\ LQFJ >UTSRQPO P1 ! 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