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多維營養資料之因子及長期追蹤分析

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(1)國立交通大學 統計學研究所 碩 士 論 文. 多維營養資料之因子 及長期追蹤分析 Factor and Longitudinal Analysis for Multiple Nutritional Data. 研 究 生:劉育倫 指導教授:黃冠華 博士. 中 華 民 國 九 十 五 年 六 月.

(2) 多維營養資料之因子 及長期追蹤分析 Factor and Longitudinal Analysis for Multiple Nutritional Data 研 究 生:劉育倫. Student : Yu-Lun Liu. 指導教授:黃冠華. Advisor : Dr. Guan-Hua Huang 國 立 交 通 大 學 統計學研究所 碩 士 論 文 A Thesis. Submitted to Institute of Statistics College of Science Nation Chiao-Tung University in partial Fulfillment of the Requirements for the degree of Master in Statistics June 2006 Hsinchu, Taiwan. 中華民國九十五年六月.

(3) 多維營養資料之因子 及長期追蹤分析. 學生 : 劉育倫. 指導教授 : 黃冠華 博士. 國立交通大學統計學研究所. 摘 要 此論文主要分兩個部份去研究營養的相關問題。第一部份,主要是探討美國 社區老人的口腔健康和營養間的關係。營養不良普遍發生在老年人中,長期營養 不良可能會引發疾病而造成身體不適,近而影響生活的品質。然而老年人常因為 牙齒的因素而無法進食而導致營養不良,因此口腔健康是不容忽視的。利用因子 分析建立口腔健康和營養之間可能存在的關係。第二部份,針對台大醫院住院的 老人做營養的長期追蹤,分別在出院前和出院後三到六個月做調查。主要是觀察 住院老人的營養如何隨著時間的變化而有所改變, 應用因子分析和廣義估計方 程式去分析營養變化,且找出影響其變化的因素如個人生理或者心理社會因子 等。 關鍵字 : 因子分析 ; 廣義估計方程式. i.

(4) Factor and Longitudinal Analysis for Multiple Nutritional Data Student : Yu-Lun Liu. Advisor : Dr. Guan-Hua Huang. Institute of Statistics National Chiao Tung University Abstract. This thesis consists of two parts which are nutrition related problems. In the first part, we study the relationships between oral health and nutrition for community-dwelling in U.S.A.. Malnutrition is common in elder people, it may influence the elder people’ health and the life quality. However, elder people are usually unable to eat due to teeth, it results in poor nutrition. Thus, oral health is also important component for elder people’s health. We use factor analysis to obtain the possible associations between oral health and nutrition. In the second part, it is a longitudinal data set for hospitalized elder people of National Taiwan University Hospital, we collect the data in different time points as follows: before discharge, three month post index hospitalization and six month post index hospitalization. Factor analysis and Generalized estimating equations (GEEs) are employed to study the change of the nutritional status over time and find the risk factors such as personal physical factors, psychosocial factors and so on. Key words: Factor analysis; Generalized estimating equations ii.

(5) 誌謝 撰寫論文的過程中,因為有許多人的幫忙才能順利地完成。在此誠心地感 謝大家,倘若沒有大家的協助可能無法完成此論文。首先,最要感謝我的指導教 授-黃冠華老師,他很有耐心地指導每一個步驟。當我遇到瓶頸時,他會分析問 題的癥結,引導我如何去解決問題及提供意見,使我受用無窮。還有,陳佳慧老 師所提供的資料及一些問題的探討,使論文有發揮的空間。此外,還要感謝口試 委員陳鄰安老師和許文郁老師,他們提供一些建議及想法,並匡正論文錯誤的地 方,使得它能夠更完整。 另外,無論精神上的勉勵或是實質上的協助,由衷地感謝我的同學和朋友 以及祝福大家。最後,感謝我的家人和親戚,一路走來他們的鼓勵及支持是督促 我不斷努力的動力,讓我更加有信心達成目標,並謹以此成果獻給他們。. 劉育倫. 謹誌于. 國立交通大學統計學研究所 中華民國九十五年六月. iii.

(6) Contents Abstract……………………………………………………………………………..i Acknowledgements…………………………………………………………..……iii Contents……………………………………………………………………………iv List of tables and figures………………………………………………………….vi. 1 INTRODUCTION. 1. 2 LITERATURE REVIEW. 4. 2.1 Factor analysis……………………………………………………………...8 2.2 Factor scores………………………………………………………………..14 2.3 Generalized Estimating Equations(GEEs)……………………………….15 2.3.1 Marginal models……………………………………………………..15 2.3.2 Quasi-likehood……………………………………………………….16 2.3.3 Generalized Estimating Equations(GEEs)…………………………17 2.3.4 The working correlation……………………………………………..18 3 FACTOR ANALYSIS FOR MULTIPLE NUTRITIONAL DATA. 20. 3.1 Introduction………………………………………………………………...20 3.2 Method………………………………………………………………………22 3.2.1 Sample…………………………………………………………………22 3.2.2 Risk factors and measured instruments……………………………..22 3.2.3 Statistical methods…………………………………………………….25 3.3 Results……………………………………………………………………….26 3.3.1 The descriptive analysis………………………………………………26 3.3.2 Exploratory factor analysis and confirmatory factor analysis……..28 3.3.3 The structural equation model……………………………………….31. iv.

(7) 3.4 Discussion……………………………………………………………………32. 4 LONGITUDINAL ANALYSIS FOR MULTIPLE NUTRITIONAL DATA 34 4.1 Introduction…………………………………………………………………34 4.2 Method………………………………………………………………………36 4.2.1 Sample…………………………………………………………………36 4.2.2 Instruments……………………………………………………………37 4.2.3 Statistical analysis…………………………………………………….40 4.3 Results……………………………………………………………………….42 4.3.1 The descriptive analysis………………………………………………42 4.3.2 Exploratory factor analysis at Time1………………………………..44 4.3.3 Confirmatory factor analysis combining four time points…………45 4.3.4 Generalized estimating equations (GEEs) ………………………….46 4.4 Discussion…………………………………………………………………...47. 5 CONCLUSION …………………………………………………………………48 References ………………………………………………………………………...50. v.

(8) List of Tables A.1 Characteristics of community-dwelling elders in U.S.A…………………….57 A.2 Spearman correlation among observed indicators of oral helath…………..58 A.3 Spearman correlation among observed indicators of nutrition…………….58 A.4 The relationship between each nutritional factor and adjusted risk factors from the SEM model…………………………………………………59 A.5 Goodness-of-fit indices for the SEM models with or without adjusting for risk factors………………………………………………………………...59 A.6 Baseline characteristics of elderly hospitalized patients in National Taiwan University Hospital, February, 2006………………………………..60 A.7 Two CFA models for nutrition at Time1……………………………………..61 A.8 The relationship between factor score and risk factors at each time point..62 A.9 The relationship of the difference in factor scores between two adjacent time points with risk factors…………………………………………………63. vi.

(9) List of Figures A.1 The measurement models for oral health and nutrition………………64 A.2 Structural equation modeling: combining measurement and structural models……………………………………………………………....65 A.3 Structural equation modeling: combining measurement and structural models. The relationship is adjusted for risk factors……………66 A.4 CFA for Factor1 at different time points……………………………. ..67 A.5 CFA for Factor2 at different time points……………………………....68 A.6 CFA for Factor3 at different time points………………………………69. vii.

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(41) MH D=9<K LG ?=F=J9DAR=< =KLAE9LAF? =IM9LAGF $""K O@A;@ ?AN= ;GFKAKL=FL =KLAE9LGJK G> L@= J=?J=KKAGF ;G=Y;A=FLK 9F< G> L@=AJ N9JA9F;=K MF<=J O=9C 9KKMEHLAGFK 9:GML L@= 9;LM9D ;GJJ=D9LAGF 9EGF? 9 KM:B=;LUK G:K=JN9LAGFK &F ?=F=J9D $""K 9J= MK=< LG ;@9J9;L=JAR= L@= E9J?AF9D =PH=;L9LAGF G> 9 K=L G> GML;GE=K 9K 9 >MF;LAGF G> 9 K=L G> KLM<Q N9JA9:D=K &F 9 E9J?AF9D EG<=D L@= 9F9DQKL AK AFL=J=KL=< AF EG<=DAF? L@= E9J?AF9D =PH=;L9LAGF 9N

(42) =J9?= J=KHGFK= >GJ G:K=JN9LAGFK K@9JAF? L@= K9E= ;GN9JA9L=K 9K 9 >MF;LAGF G> =PHD9F9LGJQ N9JA9:D=K %GO=N=J AF L@AK 9JLA;D= O= 9J= AFKL=9< G> L@= =PH=;

(43) L9LAGF G> >9;LGJ K;GJ=K 9K <=H=F<=FL N9JA9:D=K +A;@GD9K 9F< 0LM9JL  ;GEH9J= L@= $""K AEHD=E=FL9LAGFK G> K=N=J9D ?=F=J9D HMJHGK= KL9LAKLA;9D H9;C9?=K AF;DM<AF? 00 0L9L9 02!+ 9F< 0

(44) -DMK &F L@AK H9H=J O= MLADAR= 9F / H9;C9?= LG 9F9DQR= L@= FMLJALAGF9D KL9LMK G> @GKHAL9DAR=< =D<=JK MKAF? $""K 9HHJG9;@ 1@= MK= G> $""K LG =KLAE9L= J=?J=KKAGF ;G=Y;A=FLK KH=;AS=< :Q E9J?AF9D EG<=DK @9K :==F KLM<A=< =PL=FKAN=DQ GN=J L@= D9KL S>

(45) L==F Q=9JK #GJ EGJ= <=L9AD=< LJ=9LE=FLK K== -J=FLA;=  6@9G 9F< -J=FLA;= 1@9DD 9F< 39AD )A9F?   9F< #ALRE9MJA;= 9F< )9AJ< &F L@= >GDDGOAF?K O= OADD <=K;JA:= L@= <=L9AD=< KL9LAKLA;9D EG<=D G> >9;LGJ 9F9DQKAK 9F< $"" 9HHJG9;@. .

(46)

(47) . )+<7: )6)4A;1;. 39JA9:D=K )=L   ;

(48)

(49) ; <=H=F<=FL N9JA9:D=K := 3

(50) <AE=FKAGF9D ;9L=?GJA;9D N9JA9:D=K G>. AF<ANA<M9D ;GJJ=KHGF<AF? LG ;GFLAFMGMK D9L=FL J=KHGFK= N9JA

(51). 9:D= ; )=L ,, 

(52)

(53)

(54) 1 <=FGL= L@= G:K=JN9LAGF9D MFAL L@= AF<ANA<M9D 9F< -- 

(55)

(56)

(57) 3<=FGL= L@= G:K=JN=< <=H=F<=FL N9JA9:D=  ;9L=?GJA;9D N9JA9:D= ; - 

(58)

(59)

(60) 3 OAL@  GJ<=J=< ;9L=?GJA=K AK <=SF=< 9K. ;  & A>   ;     , 

(61)

(62)

(63) 1.  . >GJ ;9L=?GJA=K & 

(64)

(65)

(66)

(67)   9F<       *G<=D 1@= =PHDGJ9LGJQ >9;LGJ 9F9DQKAK EG<=D AK <=SF=< 9K.         .  . O@=J=  AK 9 3

(68) <AE=FKAGF9D N=;LGJ G> J=KHGFK= N9JA9:D=K  AK 9 3

(69) <AE=FKAGF9D H9J9E=L=J N=;LGJ G> E=9KMJ=E=FL AFL=J;=HLK  AK 9 3  0 H9J9E=L=J E9LJAP G> >9;LGJ DG9<AF?K  AK 9F 0

(70) <AE=FKAGF9D N=;LGJ G> >9;LGJK AK 9 3

(71) <AE=FKAGF9D N=;LGJ G> J=KA<M9D 1@= =IM9LAGF   ;9F := =PL=F<=< 9K L@= >GDDGOAF? LG AF;GJHGJ9L= ;GN9JA9L= =Z=;LK.           .  . @=J=  AK 9 3 4 H9J9E=L=J E9LJAP G> J=?J=KKAGF KDGH=K  AK 9 4

(72) <AE=FKAGF9D .

(73) N=;LGJ G> AF<=H=F<=FL N9JA9:D=K 1@AK =IM9LAGF   AK L@= E=9KMJ=E=FL H9JL G> 0"* EG<=D 9F< 9FGL@=J H9JL G> 0"* EG<=D AK L@= KLJM;LMJ9D H9JL O@A;@ AK <=SF=< AF L=JEK G> L@= D9L=FL N9JA9:D= J=?J=KK=< GF =9;@ GL@=J 9F< L@= AF<=H=F<=FL N9JA9:D=K.     

(74)      .  . O@=J=  AK 9F 0

(75) <AE=FKAGF9D H9J9E=L=J N=;LGJ

(76) AK 0  0 H9J9E=L=J E9LJAP G> KDGH=K >GJ J=?J=KKAGFK G> D9L=FL N9JA9:D=K GF GL@=J D9L=FL N9JA9:D=K  AK 9F 0  4 KDGH=K H9J9E=L=J E9LJAP >GJ J=?J=KKAGFK G> L@= D9L=FL N9JA

(77) 9:D=K GF L@=  N9JA9:D=K 9F<  AK 9F 0

(78) <AE=FKAGF9D N=;LGJ G> J=KA<M9DKK== *ML@[F   : 1@= K;9DAF? H9J9E=L=J G>  1@= K;9DAF? H9J9E=L=J  AK MK=< 9K L@= K;9D= G> GJA?AF9D J=KHGFK= N9JA9:D= ; .    . 1@= <A9?GF9D =D=E=FLK G>  9J= MK=>MD O@=F ;GEH9JAF? L@= K9E= ; N9JA9:D=K GN=J LAE= L@=  =D=E=FL >GJ L@= SJKL LAE= HGAFL ;9F := KL9F<9J<

(79) AR=< LG GF= O@=J=9K  =D=E=FLK ;9F := =KLAE9L=< >GJ GL@=J LAE= HGAFLK LG ;9HLMJ= <AZ=J=F;=K AF  N9JA9F;=K GN=J LAE= 1@= L@J=K@GD< H9J9E=L=J G> 1@= L@J=K@GD< H9J9E=L=JK 9J= MK=< AF L@= EG<=D >GJ ;9L=?GJA;9D ; N9JA

(80) 9:D=K K HJ=NAGMK =IM9LAGF     9F<    9J= L@= L@J=K@GD< H9

(81). .

(82) J9E=L=JK $AN=F L@= ;GF<ALAGF9D FGJE9DALQ 9KKMEHLAGF L@AK D=9<K LG L@= MFAN9JA9L= 9F< :AN9JA9L= HJG:9:ADALQ =PHJ=KKAGFK   ;   .   ; 

(83) ;   . .    . . .    .  ; '; . .    .  ;

(84) ; '; '; . O@=J=   AK L@= L@J=K@GD< H9J9E=L=J >GJ ; EMDLAHDA=< :Q L@= BL@ <A9?GF9D =D=E=FL G>   AK 9 MFAN9JA9L= KL9F<9J< FGJE9D <=FKALQ  AK 9 :AN9JA9L= FGJE9D <=FKALQ OAL@ MFAL N9JA9F;=K R=JG E=9FK 9F< ;GJJ=D9LAGF ;G=Y;A=FL   O@A;@ AK 9F GZ

(85) <A9?GF9D =D=E=FL G>  1@= GZ

(86) <A9?GF9D =D=E=FLK G>  9J= J=>=JJ=< LG 9K HJG:AL J=KA<M9D ;GJJ=D9LAGFK 1@= =D=E=FLK G>  9J= J=>=JJ=< LG 9K HJG:AL KDGH=K "KLAE9LGJ #GJ ;9L=?GJA;9D GML;GE=K L@= EG<=D H9J9E=L=JK 9J= =KLAE9L=< :Q L@= E=9F

(87) 9<BMKL=< 9F< N9JA9F;=

(88) 9<BMKL=< O=A?@L=< D=9KL KIM9J= =KLAE9LAF? E=L@G< 4)0*3 4)0*3

(89) O=A?@L=< D=9KL KIM9J= H9J9E=L=J =KLAE9L=K MKAF? 9 <A

(90) 9?GF9D O=A?@L E9LJAP OAL@ JG:MKL KL9F<9J< =JJGJK 9F< E=9F

(91) 9<BMKL=< 9F< N9JA9F;=

(92) 9<BMKL=< L=KL KL9LAKLA; #GDDGOAF? AK L@= :JA=> <=K;JAHLAGF G> L@AK =K

(93) LAE9LGJ *ML@[F 9 HJGHGK=< 9 L@J==

(94) KL9?= DAEAL=< AF>GJE9LAGF 4)0 =KLAE9LGJ 1@= L@J== H9JLK 9J= J=KH=;LAN=DQ 9 E=9FL@J=K@GD<J=<M;=<

(95) >GJE J=?J=KKAGF AFL=J;=HL KLJM;LMJ= 9 J=<M;=<

(96) >GJE J=?J=KKAGF KDGH KLJM;LMJ= 9F< 9 ;GN9JA9F;=;GJJ=D9LAGF KLJM;LMJ= GFKA<=J L@= L@J== HGHMD9LAGF N=;LGJK     9F<   *ML@[F  .

(97) -9JL ;GFL9AFK 9 E=9F GJ L@J=K@GD< GJ AFL=J;=HL KLJM;LMJ=.           

(98)     -9JL ;GFL9AFK 9 KDGH KLJM;LMJ=.    9(&  

(99)     -9JL ;GFL9AFK 9 ;GN9JA9F;= ;GJJ=D9LAGF GJ J=KA<M9D ;GJJ=D9LAGF KLJM;LMJ=. . .   9(&

(100)   

(101)     

(102)       %=J=  AK 9 <A9?GF9D 3  3 E9LJAP G> K;9DAF? >9;LGJK  ;GFL9AFK L@= K9E= =D=E=FL 9K  :ML <A9?GF9D =D=E=FLK 9J= <MHDA;9L=< >GJ ;9L=?GJA;9D N9JA9:D=K OAL@ EGJ= L@9F GF= L@J=K@GD<  9F<  KAEAD9JDQ <AKLJA:ML=< =D

(103) =E=FLK >JGE L@= N=;LGJK L@=Q HJ=

(104) EMDLAHDQ L@= 9(& GH=J9LGJ KLJAF?K GML E9

(105) LJAP =D=E=FLK JGO

(106) OAK= AFLG 9 ;GDMEF N=;LGJ 9F< K=D=;LK DGO=J

(107) LJA9F?MD9J =D=E=FLK >JGE L@= KQEE=LJA; E9LJAP =D=E=FLK AL HJ=

(108) EMDLAHDA=K O@=J= 9 <A9?GF9D =D=E=FL A> GFDQ AF;DM<=< A> L@= ;GJJ=KHGF<AF? G:K=JN=< N9JA9:D= AK ;GFLAFMGMK  AK 9 3  0 E9LJAP G> DG9<AF?K

(109)  AK 9F 0  0 E9LJAP G> KDGH=K >GJ L@= J=?J=KKAGF 9EGF? L@= 0 D9L=FL N9JA9:D=K  AK 9F 0  4 E9LJAP G> KDGH=K >GJ L@= J=?J=KKAGF G> L@= 0 D9L=FL N9JA9:D=K GF L@= 4: N9JA9:D=K  AK 0  0 9F ;GN9JA9L= E9LJAP >GJ L@= D9L=FL N9JA9:D=K 9F< L@= J=KA<M9DK AF L@= D9L=FL N9JA9:D= J=D9LAGFK 4AL@ L@= FGJE9DALQ KH=;AS;9LAGF GF L@= D9L=FL J=KHGFK= N9JA9:D=K 9FQ EG<=D L@9L SLK AF L@= ?=F=J9D >J9E=OGJC AK A<=FLAS=< A> 9F< GFDQ A> ALK .

(110) . H9J9E=L=JK 9J= A<=FLAS=< AF L=JEK G>       O@=J=    . . .  

(111)  

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

(113) G>

(114) L=KL 1@= FMDD @QHGL@=KAK >GJ L@AK L=KL AK L@9L L@= EG<=D 9<=IM9L=DQ 9;;GMFLK >GJ L@= <9L9 O@AD= L@= 9DL=JF9LAN= AK L@9L L@=J= AK KA?FAS;9FL 9EGMFL G> <AK

(115) ;J=H9F;Q 1@=  9HHJGPAE9LAGF AK K=FKALAN= LG K9EHD= KAR= 9F< NAGD9LAGF G> L@= EMDLAN9JA9L= FGJE9DALQ 9KKMEHLAGF *ML@[F 9F< (9HD9F  HJG

(116) HGK=< L@9L L@=  AK 9DKG K=FKALAN= LG EG<=D ;GEHD=PALQ 1@= *HDMK HJGNA<=< KGE= EG<=D SL E=9KMJ=K L@= EG<=D SL AF>GJE9LAGF G:L9AF=< >JGE L@=K= SL AF<A;=K 9J= N=JQ <AZ=J=FL >JGE L@9L G:L9AF=< >JGE L@=  E=9KMJ= O@=J= 9 @QHGL@=KAR=< EG<=D AK ;GEH9J=< LG 9 K9LMJ9L=< EG<=D 1@= SJKL SL AF<A;=K 9J= 1M;C=J

(117) )=OAK &F<=P 1)& 9F<. GEH9J9LAN= #AL &F<=P  #&. .

(118)     '    '    '   .     0%:    ' 

(119) 0%:    ' 

(120)   '

(121)  O@=J= ' 9F< '  9J= L@= <=?J== G> >J==<GE >GJ L@= :9K=DAF= 9F< @QHGL@=

(122) KAR=< EG<=DK J=KH=;LAN=DQ 1)& ;GEH9J= L@= SL G> L@= HJGHGK=< EG<=D LG L@9L G> 9 VFMDD EG<=DW AL @9K :==F K@GOF LG := EM;@ D=KK K=FKALAN= LG K9E

(123) HD= KAR= %M 9F< =FLD=J  J=;GEE=F<=< ;MLGZ N9DM=K G> 1)& 9F< #& :GL@ ;DGK= LG   GL@ 1)& 9F<. #& 9J= AF;J=E=FL9D SL AF<A;=K O@A;@. E=9KMJ= L@= AEHJGN=E=FL G> SL :Q ;GEH9JAF? 9 @QHGL@=KAR=< EG<=D OAL@ 9 EGJ= J=KLJA;L=< EG<=D F< L@= K=;GF< SL AF<=P AK /GGL

(124) E=9F

(125) KIM9J= "JJGJ G> 9HHJGPAE9LAGF /*0" 4AL@ ;9L=?GJA;9D GML;GE=K /*0" AK <=SF=< 9K  '  1

(126)        O@=J= ' AK 9 >MF;LAGF G> L@= K9EHD= N9JA9F;=K 9F<    AK L@= EAFAEME G> L@= SLLAF? >MF;LAGF   JGOF= 9F<. M<=;C  KM??=KL=< L@9L. /*0" N9DM=K D9J?=J L@9F   9J= AF<A;9LAN= G> HGGJ SLLAF? EG<=DK N9DM=K AF L@= J9F?= G>   LG   9J= AF<A;9LAN= G> >9AJ SL 9F< N9DM=K D=KK L@9F   9J= AF<A;9LAN= G> ;DGK= SL DKG %M 9F< =FLD=J  J=;GEE=F<=< 9 ;MLGZ N9DM= G> /*0" ;DGK= LG   1@= SF9D SL AF<=P AK 4=A?@L=< /GGL

(127) E=9F

(128) KIM9J= J=KA<M9D 4/*/ AL AK =PHJ=KK=< 9K .

(129)  #   . 1  . (. O@=J=    AK L@= EAFAEME G> L@= SLLAF? >MF;LAGF   9F< ( AK L@= FME:=J G> K9EHD= KL9LAKLA;K 0E9DD N9DM=K G> 4/*/ AF<A;9L= ?GG< SL 5M 9F< *ML@[F  J=;GEE=F<=< L@= N9DM= G> 4/*/   >GJ ?GG< EG<=DK OAL@ ;9L=?GJA;9D GML;GE=K.

(130)

(131). )+<7: ;+7:-;. #9;LGJ K;GJ=K O@A;@ 9J= L@= =KLAE9L=< N9DM=K G> L@= ;GEEGF >9;LGJK 9J= FGL =KLAE9L=K G> MFCFGOF H9J9E=L=JK AF L@= MKM9D K=FK= /9L@=J L@=Q 9J= =KLAE9L=K G> N9DM=K >GJ L@= MFG:K=JN=< J9F<GE >9;LGJ N=;LGJK #9;LGJ K;GJ=K 9F IM9FLA>Q AF<ANA<M9D ;9K=K GF 9 D9L=FL ;GFLAFMME MKAF? 9 R

(132) K;GJ= K;9D= O@A;@ J9F?=K >JGE 9HHJGPAE9L=DQ

(133)   LG   9JLD=LL  @9K KM??=KL=< L@9L O=A?@L=< D=9KL KIM9J=K := MK=< LG =KLAE9L= L@= ;GEEGF >9;LGJ N9DM=K 1@= O=A?@L=< D=9KL KIM9J=K E=L@G< LG ;9D;MD9L= L@= >9;LGJ K;GJ=K ) 9K >GDDGOK.                    )         : . - 

(134)

(135)

(136) 1.  <=FGL= L@= =KLAE9L=K O@=J=  <=FGL= L@= =KLAE9L=K G> L@= E=9F N=;LGJ   9J= L@= =KLAE9L=K G> L@= KH=;AS; N9JA9F;=K     G> L@= >9;LGJ DG9<AF?K  .  .  .  AK 9 <A9?GF9D E9LJAP 9F<  AK L@= G:K=JN=< N9DM=K .

(137)

(138)

(139) . -6-:)41B-, ;<15)<16/ 9=)<176; ; ):/16)4 57,-4;. &F L@= J=?J=KKAGF O= EG<=D L@= E9J?AF9D =PH=;L9LAGF $  9K 9 >MF;

(140) LAGF G> =PHD9F9LGJQ N9JA9:D=K Q E9J?AF9D =PH=;L9LAGF O= E=9FK L@= 9N

(141) =J9?= J=KHGFK= GN=J L@= KM:

(142) HGHMD9LAGF L@9L K@9J=K 9 ;GEEGF N9DM= G> : KKME= L@9L L@= E9J?AF9D =PH=;L9LAGF G> L@= J=KHGFK= $ $    <=H=F<K GF =PHD9F9LGJQ N9JA9:D=K : :Q. . *   :  O@=J= * AK 9 CFGOF DAFC >MF;LAGF KM;@ 9K L@= DG?AL >GJ :AF9JQ J=KHGFK=K GJ DG? >GJ ;GMFLK L@= E9J?AF9D N9JA9F;= <=H=F<K GF L@= E9J?AF9D E=9F 9;;GJ<AF? LG. " %5$   9  O@=J= 9 AK 9 CFGOF >MF;LAGF 9F< AK 9 K;9D= H9J9E=L=J O@A;@ E9Q F==< LG := =KLAE9L=< L@= ;GN9JA9F;= :=LO==F $ 9F< $ 6 7 

(143)

(144) 1 AK 9 >MF;LAGF G> L@= E9J?AF9D E=9FK 9F< 9<<ALAGF9D H9J9E=L=JK  L@9L AK. &29$

(145) $   &

(146)    O@=J= & AK 9 CFGOF >MF;LAGF K== 6=?=J  )A9F?  .

(147)

(148)

(149). !=);113-077,. 1@AK IM9KA

(150) DAC=DA@GG< O9K SJKL HJGHGK=< :Q 4=<<=J:MJF  9F< D9L=J L=KL=< =PL=FKAN=DQ :Q *; MDD9?@  F 9DL=JF9LAN= ?=F=J9DAR9LAGF O9K HJGHGK=< :Q )== 9F< +=D<=J   F =PL=FKAN= J=NA=O G> L@= <=N=DGHE=FL G> L@= $"" 9HHJG9;@ AK ?AN=F :Q 6A=?D=J (9KLF=J 9F< D=LLF=J  KKME= L@= G:K=JN9LAGFK ;

(151) :  >GJ LAE=K 7 - 

(152)

(153)

(154) 1 9F< KM:

(155) B=;LK , 

(156)

(157)

(158)  . . )=L   $

(159) $

(160)

(161) $

(162)

(163) $  9F<  := 1 3 E9LJAP :

(164) :

(165)

(166) :  >GJ L@= ,7+ KM:B=;L 9F< L@= =PH=;L9LAGFK $    := J=D9L=< LG L@= 3

(167) <AE=FKAGF9D J=?J=KKGJ : :Q L@= E=9F

(168) DAFC >MF;LAGF *. . *   :  .  . O@=J=  AK 9 3  N=;LGJ G> H9J9E=L=JK )=L. " %5$   + .  . O@=J= AK 9 K;9D= H9J9E=L=J 9F< +  +  AK 9 CFGOF N9JA9F;= >MF;LAGF 1@= >G;MK G> IM9KA

(169) DAC=DA@GG< AK GF E=L@G<K >GJ AF>=J=F;= 9:GML  %=F;= AK LJ=9L=< 9K 9 FMAK9F;= H9J9E=L=J 1@= IM9KA

(170) DAC=DA@GG< =KLAE9LGJ AK L@= KGDMLAGF G> L@= K;GJ=

(171) DAC= =IM9LAGF KQKL=E .   " %5     . 

(172)

(173)

(174) 3      . .  .

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(259). <=P #& 9F< L@= JGGL E=9F KIM9J= =JJGJ G> 9HHJGPAE9LAGF /*0" %M 9F< =FLD=J  KM??=KLK L@= >GDDGOAF? SL AF<=P ;MLGZ N9DM= ?MA<= >GJ ?GG< EG<=DK OAL@ ;GFLAFMGMK GML;GE=K.       .    0AEMD9LAGF KLM<A=K AF 5M 9F< *ML@[F  KM??=KL L@9L L@=K= ;ML GZ N9DM=K 9J= J=9KGF9:D= 9DKG >GJ ;9L=?GJA;9D GML;GE=K 5M 9F< *ML@[F  KM??=KLK #    >GJ ?GG< EG<=DK OAL@ ;GFLAF

(260) MGMK 9K O=DD 9K OAL@ ;9L=?GJA;9D GML;GE=K 4= MK=< L@=K= ;JAL=JA9 LG BM<?= O@=L@=J 9 ?GG< EG<=D SL O9K G:L9AF=<. . "-;=4<; $0- ,-;+:18<1>- )6)4A;1;. 1OG @MF<J=< >GJLQ L@J== =D<=JK H9JLA;AH9L=< AF L@= IM=KLAGFF9AJ= 1@=Q O=J= 9:D= LG HJGNA<= ;GEHD=L= <9L9 GF 9DD N9JA9:D=K G> AFL=J=KL 9F< LG 9FKO=J. .

(261) IM=KLAGFK -9JLA;AH9FLKU E=9F KL9F<9J< <=NA9LAGF 9?= O9K     1@= ;@9J9;L=JAKLA;K G> L@= KLM<Q HGHMD9LAGF 9J= J=HGJL=< AF 19:D=   1@= E=9F K;GJ=K KL9F<9J< <=NA9LAGF G> 0ME 0ME" 9F< 0ME0 O=J=    9F<   #GJ 0ME! MK=< 9 ;MLGZ K;GJ= G>  GJ 9:GN=   J=HGJL=< K;GJ=K :=DGO  &FALA9DDQ L@=J= O=J= =A?@L==F G:K=JN=< AF<A;LGJK AF *+ !M= LG GF= GJ EGJ= R=JG ;=DDK KG O= <=D=L=< L@J== N9JA9:D=K AF<=H=F<=FL DANAF? + HJ=KKMJ= KGJ= + EA<

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

(263) KMJ=E=FL 9F< KLJM;LMJ9D EG<=D L=KLAF? %=F;= KH=9JE9F ;GJJ=D9LAGF AK ;9D;MD9L=< LG =P9EAF= L@= ;GJJ=D9LAGF :=LO==F =9;@ H9AJ G> GJ9D @=9DL@ 9F< FMLJALAGF9D GML;GE=K J=KH=;LAN=DQ 1@= ;GJJ=D9LAGF ;G=Y;A=FLK G> KH=9JE9F ;GJJ=D9LAGF L=KL 9J=   >GJ , 9F< ,   >GJ , 9F< ,   >GJ , 9F< ,   >GJ , 9F< ,   >GJ , 9F< ,   >GJ , 9F< ,   >GJ + 9F< + L@= J=KMDLK @9N= K@GOF KLJGF? HGKALAN= ;GJJ=D9LAGFK :=LO==F .

(264) LOG G:K=JN=< AF<A;9LGJK K== 19:D=   9F< 19:D=  .

(265). @847:)<7:A .)+<7: )6)4A;1; )6, +76C:5)<7:A .)+<7: )6)4A;1;. L SJKL O= MK= "# LG <=L=JEAF= L@= FME:=J G> >9;LGJK >GJ L@= AL=EK G> $,%& 9F< *+ J=KH=;LAN=DQ %GO=N=J <=L=JEAFAF? L@= GHLAE9D FME

(266) :=J G> >9;LGJK LG =PLJ9;L AK FGL 9 KLJ9A?@L>GJO9J< L9KC KAF;= L@= <=;AKAGF AK MDLAE9L=DQ KM:B=;LAN= 1@= (9AK=J ;JAL=JAGF O@A;@ O9K HJGHGK=< :Q (9AK=J AF  J=L9AFK GFDQ >9;LGJK OAL@ =A?=FN9DM=K ?J=9L=J L@9F GF= 9F< AL AK HJG:9:DQ L@= GF= EGKL OA<=DQ MK=< &F GMJ GJ9D @=9DL@ <9L9 MKAF? L@AK ;JAL=JAGF O= OGMD< J=L9AF L@J== >9;LGJK &F "# LOG

(267) >9;LGJ SLK L@= <9L9 OAL@   

(268)

(269) OAL@ ')   3  9%/8(   9F<     L@J==

(270) >9;LGJ SLK L@= <9L9 OAL@    

(271) OAL@ ')   39%/8( 

(272)

(273)  9F<    1@= ;@A

(274) KIM9J= L=KL G> EG<=D SL AK FGF

(275) KA?FAS;9FL AF<A;9LAF? L@9L L@= FMDD @QHGL@=KAK L@9L L@= EG<=D SLK L@= <9L9 ;9FFGL := J=B=;L=< L@= EG<=D SLK L@= <9L9 O=DD DL@GM?@ LOG

(276) 9F< L@J==

(277) >9;LGJ KG

(278) DMLAGFK AF<A;9L=< 9 ?GG< SL :=LO==F <9L9 9F< EG<=D    SF9DDQ O= KH=;AS=< L@= FME:=J G> >9;LGJK LG := LOG K== #A?MJ=   D

(279) L@GM?@ L@= L@J==

(280) >9;LGJ EG<=D SLK L@= <9L9 AK :=LL=J L@9F LOG

(281) >9;LGJ EG<=D L@=J= 9J= LOG G:K=JN=< AF<A;9LGJK , 9F< , O@A;@ @9N= F=?9LAN= J=KA<M9D N9JA9F;=K 1@=GJ=LA;9DDQ KM;@ KALM9LAGF KM??=KLK L@9L LGG E9FQ >9;LGJK 9J= :=AF? =PLJ9;L=< KG O= ;GMD< 9;;=HL L@= KGDMLAGF >GJ GF= D=KK >9;LGJ GJ FGL MK= L@=K= N9JA9:D=K :Q *HDMK <AK;MKKAGFK 1@=J=>GJ= O= MK= LOG >9;LGJK. .

(282) AFKL=9< G> L@J== >9;LGJK >GJ $,%& 0=;GF<DQ O= H=J>GJE. # LG ;GFSJE 9F< ?=L L@= KA?FAS;9F;= G> >9;

(283). LGJ DG9<AF?K AF "# 9F< O= OGMD< ?AN= L@= F9E=K >GJ =9;@ >9;LGJ :9K=< GF KA?FAS;9FL DG9<AF?K 1@= AL=EK KA?FAS;9FLDQ DG9<=< GF L@= SJKL >9;

(284) LGJ #9;LGJ 9J= DAEAL L@= >GG< , LJGM:D= :ALAF?;@=OAF? , KO9D

(285) DGO ;GE>GJL9:DQ , =9L OAL@GML <AK;GE>GJL , @9HHQ OAL@ DGGCK G> L==L@?MEK<=FLMJ=K N9JA9:D= , 1@=K= AL=EK 9J= GJ9DDQ HJ=K=FL=< 9F< J=IMAJ= H@QKA;9D >MF;LAGF 1@=J=>GJ= L@AK >9;LGJ E9Q := F9E=<W -@QKA;9D >MF;LAGFAF? G> GJ9D @=9DL@W 1@= K=;GF< >9;LGJ #9;LGJ AK A<=FLAS=< :Q L@= >GDDGOAF? AL=EK HJ=N=FL >JGE KH=9CAF? , DAEAL ;GFL9;LK OAL@ GL@=JK , MK= E=< LG J=DA=N= H9AF , OGJJA=< GJ ;GF;=JF=< OAL@ GJ9D HJG:

(286) D=EK , >==D F=JNGMKK=D>

(287) ;GFK;AGMK , MF;GE>GJL9:D= =9LAF? AF HM:DA; , ?MEL==L@ K=FKALAN= LG @GL;GD<KO==LK , *GKL G> L@=K= AL=EK @9N= 9 ;GEEGF >=9LMJ= AF L@=E L@=K= N9JA9:D=K 9J= ;GF;=JF=< GF L@= K=D>

(288) AE9?= KG L@AK >9;LGJ E9Q := F9E=<W 0G;A9D >MF;LAGFAF? G> GJ9D @=9DL@WK== #A?MJ=   >GJ GJ9D @=9DL@ <9L9 1@AK O=DD     . # EG<=D SLK L@= GJ9D @=9DL@ <9L9.   

(289)     #    

(290) . # J=KMDLK 9DKG K@GO L@9L L@= ;GJJ=D9LAGF :=LO==F #9;LGJ 9F< #9;LGJ O9K KL9LAKLA;9DDQ KA?FAS;9FL #A?MJ= %=F;= AL ;GMD< =PHD9AF L@9L L@= H@QKA;9D >MF;LAGF ;GMD< 9Z=;L L@= KG;A9D >MF;LAGF G> GJ9D @=9DL@ *GJ=GN=J >GJ FMLJALAGF <9L9 >GMJ

(291) >9;LGJ EG<=D SLK LG <9L9 AK :=LL=J L@9F L@J==

(292) >9;LGJ EG<=D L@J==

(293) >9;LGJ SLK L@= <9L9 OAL@     OAL@ ') 

(294)  39%/8(  9F<     >GMJ

(295) >9;LGJ SLK L@= <9L9 OAL@  

(296)  OAL@ ')   39%/8(   9F<   

(297)  .

(298) :ML O= GFDQ L9C= L@J== >9;LGJK 4@=F SLLAF? >GMJ

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

(300)  AK FGL KA?FAS;9FLDQ DG9<=< GF # 1@= K=;GF< >9;LGJ # @9K SN= AL=EK AF;DM<AF? *& +  E=<K + >==<AF? EG<=@=DH OAL@ =9LAF? + K=D> NA=O G> @=9DL@ + ;9D> ;AJ;ME>=J=F;= + AL >G;MK GF VL@= ?=F=J9D @=9DL@ 9HHJ9AK9D W %=J= L@= + 3  9%/8( 

(301)  9F< + 3  9%/8(   AL=EK 9J= FGL KA?FAS;9FLDQ DG9<=< GF L@= # 1@= SF9D >9;LGJ # @9K >GMJ AL=EK AF;DM<AF? EG:ADALQ + <=HJ=KKAGF<=E=FLA9 + >JMALN=??A= AFL9C= + TMA< AFL9C= + 9F< AL AK AFL=JHJ=L=< 9K VL@= <A=L9JQ :=@9NAGJ 9HHJ9AK9DW K== #A?MJ=   >GJ FMLJALAGF <9L9 1@AK ;GFSJE9LGJQ L@J==

(302) >9;LGJ EG<=D G> *+ =P;DM<AF? + + 9F< + <AKHD9Q=< L@= ?GG<F=KKXG> X SL E=9KMJ=K 9K >GDDGOK    .  .      #     K E=FLAGF=< 9:GN= L@= ;GJJ=D9LAGFK 9EGF? L@GK= >9;LGJK AL ;GMD< K@GO KGE= HGL=FLA9D J=D9LAGFK@AHK 1@= E=9KMJ=E=FL EG<=D K@GOK L@= =KLAE9L= G> ;GJJ=D9LAGFK 9EGF? >9;LGJK KA?FAS;9FLDQ 9K ADDMKLJ9L=< AF #A?MJ=   &F GMJ K=FK= L@= AEH9;L G> L@= <A=L9JQ :=@9NAGJ GF L@= FMLJALAGF9D @=9DL@ AK E9BGJ >9;LGJ 9F< L@= ?=F=J9D .

(303) @=9DL@ @9K AFTM=F;=< :Q L@= FMLJALAGF9D @=9DL@. . $0- ;<:=+<=:)4 -9=)<176 57,-4. &F 9<<ALAGF LG "# 9F<. # O= MK= *HDMK LG SL KLJM;LMJ9D =IM9LAGF. EG<=DK L@9L >=9LMJ= ;9MK9D J=D9LAGFK@AHK 9EGF? D9L=FL N9JA9:D=K >9;LGJK 1@= #A?MJ=   :=DGO K@GOK 9 KLJM;LMJ9D =IM9LAGF EG<=D >GJ LOG AF<=H=F

(304) <=FLK #9;LGJ 9F< #9;LGJ 9K ;9MK=K G> L@J== <=H=F<=FLK # # 9F< # &L @9K K@GOF L@= 0"* EG<=D SL EGKL G> G:K=JN=< AF<A;9LGJK ;GJJ=KHGF<

(305) AF? LG L@=AJ >9;LGJK 9J= KA?FAS;9FL =P;=HL + + 9F< + 1@= H@QKA;9D >MF;LAGF #9;LGJ AFTM=F;=K L@= ?=F=J9D @=9DL@ # 3  9%/8(   9F< L@= KG;A9D >MF;LAGF #9;LGJ 9Z=;LK LOG 9<<ALAGF9D >9;LGJK L@= FM

(306) LJALAGF9D @=9DL@ # 3  9%/8( 

(307)  9F< L@= ?=F=J9D @=9DL@ # 3  9%/8(   1@=F #A?MJ=   HJ=K=FLK L@= 0"* EG<=D 9>L=J 9<

(308) BMKLAF? >GJ ?= $=F<=J "<M;9LAGF 0ME +ME:=J G> E=<A;9LAGFK 0ME! 0ME" 9F< 0ME0 *GKL G> G:K=JN=< AF<A;9LGJK AF L@=AJ >9;LGJK 9J= KA?FAS;9FL =P;=HL + + + 9F< + 2F>GJLMF9L=DQ L@=J= 9J= FG KA?FAS;9FLDQ ;9

(309) KM9D J=D9LAGFK@AHK 9EGF? L@GK= FMLJALAGF 9F< GJ9D @=9DL@ >9;LGJK %GO=N=J L@=J= O=J= KGE= KA?FAS;9FL 9KKG;A9LAGFK :=LO==F FMLJALAGF9D >9;LGJK 9F< JAKC =Z=;LK 9K K@GOF AF 19:D=   >GJ AFKL9F;= 9?= 9Z=;LK L@= FMLJALAGF9D @=9DL@ # 9F< L@= ?=F=J9D @=9DL@ # L@= AFTM=F;= G> ?=F<=J GF L@= FMLJALAGF9D @=9DL@ # 9F< L@= ?=F=J9D @=9DL@ # 9J= KA?FAS;9FL 0ME! GFDQ 9Z=;L L@= FMLJALAGF9D @=9DL@ # 9F< 0ME" OADD 9Z=;L L@= ?=F=J9D @=9DL@ # 9F< L@= <A=L9JQ :=@9NAGJ >9;LGJ # 1@= FMLJALAGF9D @=9DL@ # 9F< L@= <A=L9JQ :=@9NAGJ # 9J= AFTM=F;=< :Q 0ME0 .

(310) GEH9JAF? LOG 0"* EG<=DK 19:D=   HJ=K=FLK L@= SL AF<A;=K LG L@= <9L9 G> LOG EG<=DK OAL@ GJ OAL@GML 9<BMKLAF? >GJ JAKC >9;LGJK 1@= ;@A

(311) KIM9J= L=KLK G> GN=J9DD EG<=D SLK 9J= KL9LAKLA;9DDQ KA?FAS;9FL >GJ :GL@ EG<

(312) =DK L@=Q KM??=KL L@9L L@= LOG EG<=DK E9Q F==< KGE= EG<AS;9LAGF :=>GJ= L@=Q SL L@= <9L9 O=DD %GO=N=J :GL@ N9DM=K G> /*0" 9J= O=DD :=DGO L@= J=;GEE=F<=<   ;MLGZ L@9L AF<A;9L=K ?GG< EG<=D SL KG O= KLADD ;GF

(313) KA<=J L@9L L@=K= LOG EG<=DK SL L@= <9L9 O=DD &L AK AFL=J=KLAF? LG SF< L@9L L@= ;9MK9D J=D9LAGFK@AHK :=LO==F FMLJALAGF9D >9;LGJK 9F< GJ9D @=9DL@ >9;LGJK <AK9HH=9J=< 9>L=J 9<BMKLAF? >GJ A<=FLAS=< JAKC >9;LGJK 1@= ;GF>GMF<AF? =Z=;LK E9Q := G;;MJJ=< <M= LG 0ME! 0ME" 9F< 0ME0 DKG ?= AK AE

(314) HGJL9FL ;GEHGF=FL :=;9MK= GD<=J H=GHD= @9N= FMLJALAGF 9F< GJ9D @=9DL@ J=D9L=< HJG:D=EK. . 1;+=;;176.  !AK;MKK L@= SL AF<A;=K 0AF;= L@= ;@A

(315) KIM9J= L=KL AK K=FKALAN= LG K9EHD= KAR= KM;@ L@9L D9J?= K9EHD=K G>L=F J=LMJF KL9LAKLA;9DDQ KA?FAS;9FL ;@A

(316) KIM9J= N9DM=K 9F< FGF

(317) FGJE9DALQ AF L@= AFHML N9JA9:D=K *HDMK 9DKG HJGNA<=K L@= /*0" KL9LAKLA; 1@= /*0" AK FGL 9K K=FKALAN= LG D9J?= K9EHD= KAR=K 09EHD= KAR= @9K 9DKG :==F K@GOF LG := 9 HJGEAF=FL >9;LGJ L@9L 9Z=;LK L@= H=J>GJE9F;= G> EG<=D SL AF<A;=K =;9MK= G> GMJ K9EHD= KAR= O= <GFUL <AK;MKK L@= SL AF<=P 0/*/ O@A;@ ;ML GZ <G=K FGL OGJC O=DD OAL@ KE9DD K9EHD= KAR=K     G> L@AK 9JLA;D=  ;MLGZ N9DM= ;DGK= LG   >GJ 4/*/ AK KMAL9:D= MF<=J EGKL .

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

(319) 0)8<-:  $% (## " %$  %$"$ $  . 6<:7,=+<176. 0LM<Q FMLJALAGF AK AEHGJL9FL :=;9MK= L@= FMLJALAGF AK C=Q HGAFL >GJ @GK

(320) HAL9DAR=< =D<=JDQ H9LA=FLKU ?=F=J9D @=9DL@ *9FQ KLM<A=K AF<A;9L=< L@9L L@= ;G?FALAGF FMLJALAGF 9F< >MF;LAGF <=L=JAGJ9L= KL=9<ADQ <MJAF? @GKHAL9DAR9

(321) LAGF 9F< KM;@ KA?FAS;9FLDQ 9Z=;L ;DAFA;9D GML;GE=K >GJ =D<=J H=GHD= 1@= HMJHGK= G> L@AK 9JLA;D= AK LG G:K=JN= L@= ;@9F?=K G> FMLJALAGF9D KL9LMK >GJ @GKHAL9DAR=< =D<=J H9LA=FLK 1@MK O= >G;MK GF L@= FMLJALAGF9D KL9LMK 9F< KGE= J=D9L=< JAKC >9;LGJK %=J= FMLJALAGF AK E=9KMJ=< :Q EMDLAHD= AF<A;9LGJK -J=NAGMK KLM<Q MK=K. .

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