angepasste Werte

! #"%$'&)(+*-,/.0(+&&21'34

5 6%798:8;79</=>8@?AB/C/D)E 8;<GFIH

C

A5

EKJMLNB

</OPQ8;R

E)S

8

E)C/T O8;<GUV8

DB/C 8;<G5

B

?XWZY#[]\_^`^badc]ceafQgh\_c+ikjlABD O/7m8

n

\IfQ^b\_op BD O8GqsrutvZw`xIy)z#{}|~ B </5€U C A5><=79=ƒ‚+5></=>8;< TS„S 8;<#…/6†5>Rl‡}5></< S 5><ˆ5 B ?`RK‰d5>ŠE 8;<ui

~`5k‚ 6%8 Dl‹ŒD p5 DE)B <=RKp8 D)E O8 D q r 79R EŽ w`q r |Œ‘xQ’

~bUV‚ R)7m8 C 5€UV8;<ˆ5>Š9Š98“O/7m8†=Šm8;79H C 8 E)C 8 T>D 8 E 79RH C 8”Œ5 D 795>< J–• 5 D w`qlr—|Œ‘z { ’

~`H˜‚ R)7m8R)7™</O–< T>DS 5>Š• 8 D)E 8;79ŠE

~`O‚ R)7m8R)7™</O B </5€U C A5></=7m=’

jlAB/D O/798›šs8@=

D

8;RR)7

T

</RK?

B

<‡

E 7T <

SB

R)R†œ8@p8;79Š9R„8;79<8ˆUV8;R

E 7 S„SžE

8Ÿj

T>DS

8;Š%5><=>8;RK8

EKJ@E p8

D

O8;<#’

O/7m8ˆ< BD 8;79</7m=>8¡ ¢5 D 5 S 8 E 8 D¤£¢¥¦¨§GT€© 8;<ªŠ—A5>R)RE …¢« S¬T UV8;<­UV8;RK‰ D)T H C 8;</8;<!FI79</<8®~°¯_…²±_…D ‚pl7D O

³X´

cQ\ƒa/o

´¶µk·

a µ

•T>D 5 B R)=>8;RK8 EKJ@E …¸¤8;</<ªOd7m8¹j T>D2S 8;Š†</79H CƒE Od7m8¹j T>D2SºC 5 E ’XO/798ˆ?AB/D O/798›6†5 E 8;<

»

8;79=>8;< E Š™79H C =79ŠE¼ ’79R E ?ABD Od7m8j8 C Šm8 Dl½ </</5 CdS 8„~`5k‚ • 8 D Š98 EKJ@E …

U 6%798;RK8¾” T>D 5 B R)RK8 EKJ;B <=>8;< J;B AB UV8 D ‰ D AB ?b8;<#’+7™R EGS 8;79R E 8;</RGp8;RK8;< E Š979H C … ‹ R=>8 C_E O/5€UV8;7†</79H CƒE

79<8 D R E 8 D–¿ 79</7m8 BdS 8;79<8Ÿšs8;H C_E ?¶8 D)E 79= B <=’+R T <dO8 D < BdS O/7m8ŸÀÁAT =Š™79H C ‡8;7E ’Œ5 B RG5>Š9Šm?KA5>Š9Š97m=>8;<

½ UIp8;79H C_B <=>8;<8;7™<¡ÂŒ\ƒÃ˜Ã;\ƒo}\_ÃWZY#[Q\I^`^e8;< E pl79H2‡8;Š9< J;B ‡ AT </<8;<#…/6†5>Rć€5></<¡UV8;O8 BE 8;<#’/Od5>R)R

Å ”Œ5 D 795€UŠm8 EKD 5></RK?T>DS 7m8 DE p8 D O/8;<#’

Å J;B R˜A5 EKJ Š™79H C 8–PQ8 DS 8>’+U8;79R)‰d7m8;Š9RKp8;79R)8„¸¤8;H C RK8;Šmpl7D ‡ B </=>8;<#’¢79</R'À T O8;Š9ŠÄ5 B ?¶=>8;< TSS 8;<

p8 D O8;<#’

Å

?A

BD O/7m8ÆX8

T

Ud5>H

CƒE)B

<=>8;<¹Ç%8@pl7™H

C_E

8†8;79<=>8@?AB/CD)E p8

D

O8;<#’

Å 5>Š9Šm=>8 S 8;79<8 D 8À T O8;Š9Š98 B </O–R E 5 E 79R E 7™R)H C 8†À¹8 E)CT O8;< • 8 D pX8;<dO8 E pX8 D O8;<#…

H 6%798ˆÈ C 5></HM8;<­O8 D À T O8;Š9ŠL ”¢8 D U8;RRK8 DB <=ŸpÄ5 CD)J;B </8 C/S 8;<#’Q8;< E R)‰ D 79H C_E O8 D Ç DB <dO C 5>ŠE)B </=

O8

D

\kÉuÊN^bYdo}a µË´¶Ì

\Ic͡a

µ

\Iceacead^¶ÎuÃ;\…

‹

RX=>8

CƒEC 7m8

D

</79H

C_E+B/S

‰ D A5

J

79RK8

S 5 E)C

8 S 5 E 7™R)H

C 8

½%B R L

R)5€=>8;<#’eÏ%‰ E 7S 5>Š97E 5A El•kT <ŸR E 5 E 79R E 79R)H C 8;<›”¢8 D ?b5 C/D 8;< T O8 DB/S FI7m=<d7ÑÐd‡€5>< J ’dR T </O/8 D < BdS À¹8 L

E)CT O8;< J;B/S ‡ D 8;5 E 7• 8;< ‹ < E pl79H2‡8;Š9< •T <®À T O8;Š™Šm8;<#’#O/7m8'O/7m8'6†5 E 8;<®= B/E U8;R)H CD 8;79U8;<#…0¸‘7D

‡

TS„S

8;<G=Šm8;79H

C < T H C 8 E pÄ5>R‡

T

</‡

D 8 E 8 D 5 B

?QO/7m8†ÆÒ8;O/8

BE)B

<='O8

D A

Ó

U8

D ‰ D AB ?B

<=

•T

<G”

T>D 5 B R L

RK8 EKJ;B <=>8;< J;BD AB H2‡Ÿ~bԅ²±_…Õ8˂2…

O 6%798šl8;R)79O B 8;</5></5>ŠmÖIRK8“UV8;O/7m8;< E R)79H C 8;79<d7m=>8 D = D 5}ÐR)H C 8 D 6%5 D R E 8;Š9ŠB </=>8;< B <dO¹5>Š9Š98;<?b5>Š™Š9Rl5 B H C

8;79</7m=>8

D ? T>DS

5>Š98

D

Pe8;R

E

R;…+6†7m8;RK8ˆ‡#AT </<8;<‘×0ÎeghÊ

µ

YVgØ\ØO/5€?AB/D Ð</O8;<#’¢O/5>RR„8;79<­À

T

O8;Š™ŠsO/7m8

6%5 E 8;<›</79H CƒE =>8;</5 B U8;R)H CD 8;79U E …IF_Ö S ‰ EKTS 8:‡ AT </<8;<GR)79H CJ;B F_ÖI</O DTS 8;< J;B R5 S„S 8;<? AB =>8;<#’

O/7m85 B ?¢UV8@‡€5></< E 8

»MÙ

D 5><‡ C 8;7E 8;< ¼ÄC 7™<ƒp8;79R)8;< B <dO›O/7m8p:7D ‡IR)5 S 8 » P C 8 D 5€‰d7m8 ¼ ‡_Š™5 DlS 5>H C 8;<#…

FIH C pl798 D 7m=Ÿpl7D OÁ8;R@’Œp8;</< S 8 CD 8 D 8 ½ RK‰V8@‡ E 8ŸO8;R„À T O8;Š9Š™R'?b5>Š™R)H C R79</O B </O­R79H C O/8;R C 5>ŠmU

S 8 CD 8 D 8“F_ÖI</O D)TS 8AB UV8 D Š95€=>8 D <#…ƒ6%5><d<‡€5></<8;RR)H C pl798 D 7m=p8 D O8;<#’ƒ5 B RO8;< • 8 D R)H C 7m8;O8;<8;<

F_Ö S ‰ EKTS 8;<'5 B ?VO/7m8

» D 79H CƒE 79=>8;< ¼ ”¢8 D UV8;R)RK8 DB <=>8;<'O8;R¢À T O8;Š9Š™R J;B R)H C Š97m8;R)R)8;<#…Ë6†7m8 ‹ < E pl79H2‡ L

ŠB <=†8;79<8;R¢À T O/8;Š9Š9RNU D 5 B H C_E O/5></<ž«Ú< E)B 7E 7T <#’ ‹+D ?`5 CDB <= B </O

Ù D 8;5 E 7• 7E A5 E]ÛB </Ož= BE 8sÍ

´

aIÜ

ÝcQYdÃ;\kÜÞ;ceÃ

µ

o}ß]gh\_c

µ

\’d<eA5 S Š979H C R T Š9H C 8>’dO/7m8 S AT =Š™79H C R E RK‰V8 J 7ÑÐR)H C R)79<dO–?ABD O/7m8”¢8 D Š98 EKJ;B <=

8;79< J 8;Š9<8 D ” T>D 5 B R)RK8 EKJ;B </=>8;< T O/8 D ? ABD O/7m8ĸ‘7D ‡IR)5 S ‡8;7E UV8;R E 7SSE 8 D À T O/8;Š9Š• 8 D A5><dO8 DB <=>8;<

~• 8 D =Šm8;79H C 8†Ô…²±_…à7¶‚2…

á_âäã¶åbæÕçKèéê0ëì_êVâäíäâäî]ï;âäã ô!õö;÷ø`ùú â—û

"# $&%'")(*%,+-+."/021354 687

"3.93

4

1;:1<=>@?A<CB?A3.D@1FE.E-"+G01F<=@"2<IHJ"23.K"<ML%,"23N:

4

13&K;%'"POQ1/,+G%'9/'"R/,%'<"D3."TSU"2=@3."2E-V

E-%'?@<WO%,+X<?A3GOYD/'>@"23-+."%'/Z+."<M["LF/,"23G<5KD@3G=A"2E-+G"2/,/,+2\$X%,"QO"2%'E-+G"2<*]K;""2<5E-%'<FKW%'<5K;"3&^P_`ba_ced@_ce_fghi

K;%'3G"2jA+8D@<Hk"<lK

7

D3N1<lKC/mD@E.EG"<CEG%mnoLMD@1FnoLMD@1;:D<FK;"23G"PSU"2=@3."2E.E-%'?@<FEGO?;K;"/'/,"

4

1 7

"3G+G3oD=@"2<\

pCqsr tvu8wyxz5{Wu&|}{*|Wz~)|W€u&‚W~Rww„ƒeu†… u&‡eƒeu

ˆ ‰.ŠŒ‹Ž‘’ŠŽ“”ˆ;•2–ŽŠ˜—)™;šš’›Šœž›ŠŠŽŠŒ‹’ ŸU›;ˆ;¡ššs¢s£¡„ŠŽ™;Š¥¤§¦5’¢©¨¡„šŠˆ;–¦*ª‹Ž©«Š¬

ˆ®­„–¯žˆ;ŠŽ™’™;œ’¢±°”‹²I¤³ˆ;Š–ˆ;Š„‹´’µŠŽš·¶¸¢s¡‹„’ˆ®™;ˆ;¦5¦5šW‹Ž‘¹’º™;Až›šš©™;™;Š˜‹’©œº-žˆ®Š¬

‹Ž Ÿ8ˆ®2’ˆ®­„º»­e¡Ž¢s’µº¢5¼P‹ŽŠ½8¾ž¡Ž©‹’ ¦W¡º¢’¿„º±—)™;šš’›Š¥Šl¢š¢s–l¢‘’ŠŽ»­eŠšs›³ˆ;Š¬

š•–ˆ;¡º’•–Ž Àˆ®š¢sºº¡ŠŽ™ŽÁT¼PŠŠŒˆ;¡Ž“C‹Ž±–Ž›;2’£›Š¸¢ˆ;ºŠÂ¨•–šsÃ‹’ÃĄÅJƄǸÈJÄÉ@ɐÊ@ÇņËvǸÌ@ÊAÇ

Í ÎlÏ)Ð

Í

ÑJÒRÓ

Í

ÑUÔÕ¯Ö ÔG×

Ï Ó Í

ѯØÕ¯Ö Ø×

Ï

ÓÚِِÙTÓ

Í

ÑJÛ)ÕÜÖ ÛT×

Ï Ý

¼PŠ‹Ž¢Y¼P‹ŽŠÁy¼Q’5‹ˆ;šÞš•–Ž›Š!’µŠà߸½á®½â™

™;¢ˆ;Š»¼Q¡‹Ž;½ã!ˆ;ššˆ®™;¢Q¡ŠšR‹’šsY¨Q­­’º‹¡Š™±ž¡Ž­e)‹’Y’Š£ºŠŽŠ©ŸU›;ˆ;¡šš¢s£¡ŠŽ™;Šä

­ åsÄyæIç©ÇlÆÌAǸÉÉ@èêéÅJÉë.ìJÅJíyÊAèêéÅ&îïÀ’Cðˆ;‹Ž¿„ˆ;ššs¢P•2–¸¢P™¡Ž¢P£¡¦òñóIǸÌôêĄìJëY‹Ž)õ&¡„ŠŽœl¢söb½

ã÷ŠŠ±¦5ˆ;Šø™;Šˆ;¡ –’Šš’–l¢Ál–ˆ®­Š±‹„’õX¡ŠŽœ¸¢s¢G¼Rˆ;šP•–¸¢š

Ý

›Š±‹ŽRùª’¢s¢s·°

ÍÎÏ

£¼Q’š•–ŽŠ

ú

½âû»¡Š‹

ú

½,ü;²‹’MýJŠ‹ŽŠŽ£;Áy’Šþ¼PŠ’™ø–¯ž›–ŽY£¡÷ºµ’™;ŠÁe¼Cžˆ;–ŽŠ‹Ã‹’MõX¡ŠŽœ¸¢sM•2–¸¢š¡Š‹

º’ŠŽœšP– žˆ;¡ÿ„™;)¡„Šl¢s2–ˆ;º­±‹Žðˆ;‹Š ˆ;ŠŽ£¡Ž¢seŠ±š’µŠ‹½

’Š©º’µ•2–¸¢I™;œ¸®ž¡¦5¦M¢sI¡Ž

Ý

·¼*ž¡Ž2‹Ž‘¢.¼Rˆ;šM­šš*£¡³‹Š³Àˆ®¢sŠ ¿ˆ;ššsŠ½NÀˆ;š*‹Ž¡Ž¢s¢

‹ˆ®ˆ;¡Ž“J–’ŠÁ¸‹ˆ;ššP‹Ž

¼Rˆ®¢¡„ŠŽ™šs¼P¢&‹ŽQ¹y’º™; ›ššs‹¡Ž•–©‹’ž

Ý

¼PŠ‹Ž¢s—)™;šš’›Ššo¬

“ê¡„ŠŽœl¢’›Š©Š„’•2–¸¢T™;Šˆ;¡»­eš•–Ž’­eŠ©¼Q’‹ø¡Š„‹±‹Žš–ˆ;º­

ÏÐ ú

’µšs¢½

• å&æøôêÇèJǧóIÄÌ®èÄÅÇÅ&î À’yÊ@ÌAÇìJÌǸèÊ@Çþ‹ŽMõ&¡ŠŽœ¸¢s·¡¦ ‹’‘ðˆ;‹‘’šs¢Þ’Š’™;s¬

¦5ˆ;ššsŠª™º’•–¦ žˆ;šš’™W¤±­„’šˆ;¡Ž“U’ŠŽŠª›l‹£¼P’kõ&¡Šœl¢s;Áe‹’C¦·ˆ;Šªˆ;ºš ñ ì¯ÉÌÇèÉ@ÉÇlÌAöQ­eb¬

£’•–ŠŽŠ±œ®ˆ;ŠŠÁ’µŠŽŠ»­e’

ÍÎlÏ

ú Ù

ü®ß¯Á‹ŽŠˆ;•– ¡„Šl¢sŠªˆ®­¼T’µ•2–¸¢ÁŽ¡Š‹±’µŠŽŠ±­e’

Í ÎlÏ

ú Ù!

Á

‹ŽY¢.¼Pˆ;š£¡!–›l•–÷º’™;¢½yÀ’šs*"¸¢s¦*Š÷õ&¡Šœl¢s

Ý

º¢s£Šª–YŸU›;ˆ;¡ššs¢s£¡„ŠŽ™à°”•@²ˆ;ºš

°ê­e²2½

’Š»¢$#¸¿„’š•2–Žª¨Q­¼P’•–¸¡„ŠŽ™

Ý

›Š˜‹Ž©ŸU›;ˆ;¡ššs¢s£¡ŠŽ™§‹Ž©™º’•–ŽŠŸ8ˆ®’µˆ;ŠŽ£Š¥“ž¡–Ž¢·‹ˆ¬

£¡Á8‹ˆ;šš·‹’ ¶¸¢s¡Ž­„’¢s±‹Ž5õ&¡„ŠŽœl¢s±“ž¡Ž*™;Až›ššs»ˆ;ŠŽ™;¿„ˆ;ššs¢s ã÷¢s ™;Až›ššs5¼’‹ÁU’¦

À’ˆ®™;ˆ;¦5¦ ˆ;ºšs›Þ‹„’Qõ&¡„ŠŽœl¢sQ™;™;Š‘•2–¸¢š ñ ¢s’µ•2–¸¢s“sž›;¦5’™;ökˆ;¡šs’Š„ˆ;Š‹Žºˆ;¡“ŠC¤W›l‹ŽP¡¦W¬

™;œ–Ž¢ÁR¼Rˆ;š»šº¢sŠŽ

Ý

›;œ›¦5¦M¢!°

Ý

™º’•–ŽÃûŽ½âûŽ½â­e²2½)ã÷Š„ŠÚ‹’ÃŸ8ˆ®’µˆ;ŠŽ£Š ‹Ž ¾–º

Ý

š•–’‹Š!š’Š‹ÜÁ¯ˆ®­5Š„’•2–¸¢I¦5’¢C‹ŽŠ³ã÷¢sŠ§‹Ž*—)™;šš’›Šš“ê¡Šœl¢’›Š!£¡´¢¡„Š´–ˆ®­eŠÁ

¼P‹ŽŠø¼Q’R‹ˆ;šQ’Š±‹’šs)¾N’™¡)Š’•–l¢Pšs–ŽŠÜ½

#ø$X%'")B?@3oD1FE.EG"+G021<=YK;"23&=@/'"%mnoL"2<MBÜD@3G%mD<F0"<WHU%'3.KMO%,+TK;"2O&%¸1F<=@"2<

7

3G"noL"3('*),+-)¸h/.¸i0e_h212ad@a43

165_7198:"2K"<;

7

HJ"2%'noL®1<F=KDb>A?@<MO%Z+='*i12i`)¸h/.¸i0e_h212ad@a>195_71

7

"20"2%'noL<F"+2\

‹ åæÞóIǸÌAÊ@Ǹè”ô”ìkůÆ@?kǸÌBAJÇ,kôêÇlÌlîïÀ’I¨Q­¼P’•–¡ŠŽ™;Š

Ý

›Š»‹Žð2ˆ;‹ŽŠ»š’Š„‹©‹„’Yç‘ǸÉ@è?kìDC

ǸÅFE

ϯÐHGÏJI÷ÍθÏ

½e¶Ž’š¢s¡ŽŠ±’Š„’™;¦5ˆ;ššŠ©ÉLKMNM´ÇFÊAÌèêÉLO÷¡¦ ‹„’Yðˆ;‹Ž;½„À’Y­e’‹ŽŠ

ñ ¨¡š’ššsöP–ˆ®­eŠ±¼Q’)š•2–›Š±œ›¦5¦*Š¸¢’¢½¶Ž’I‹Ž¡Ž¢sŠ»ˆ;¡“k’µŠŽ ñ ºˆ;ŠŽ™š•–¸¼Cžˆ;ŠŽ£’™;öTŸUs¬

¢s’º¡Š™»–’Š½Ü¨¡Ž“R‹’QPT¡Ž¢s’µº¡ŠŽ™»‹ŽCŸU¢s’º¡„ŠŽ™»‹ŽC¾–ºÞœF›¦5¦*Š!¼’ÞŠŽ›¸•2–࣡Ž ¡•2œž

°êûŽ½Z߸½ˆF²2½

 À’Þ–’Q“šs¢s™;š¢sºº¢sŠ ¨­¼P’•2–¡Š™;Š

Ý

›Š ‹ŽŠ»ŸU›;ˆ;¡„ššs¢s£¡ŠŽ™;Šªš’Š‹ø›–„ŠŽIã÷’¢sš£¡

¢s›º’Š½y¶¸›±‹’SRWǸìJÌAÊ@Ǹè”ô”ìkůƴ‹Žš¨¡Ž¢s›;2š½eÀˆ;šY’š¢’ŠC’µ•2–ºµ’•2–±¡„Šl¼’ššsŠš•2–ˆ®“ꢺ’•–Ž

¨¡„ššˆ®™;7Tã!ˆ;ššs›ººyšQ–’ššsŠä

U PT’)"Žˆ®œl¢s»ð‘ž¡º¢’™;œ’¢*‹Ž5ŸU›;2ˆ;¡ššs¢s£¡Š™;Š™’­¢·š·’Š‹ŠÀˆ®¢sŠ˜’¦·¦**¼Q’b¬

‹Ž)š•–Ž’Š¸­„ˆ®Q¨Q­¼P’•–¡ŠŽ™;ŠM¤·¼Q’(VˆM­’šs¢s2’œl¢P‹¡Ž2•2–Ž™;“ ž¡–Ž¢sŠ·ýJšs¢šR’Š

üXW

‹Ž

¾Ržˆ;ººWš’™Š’ÿ„œˆ;Š¸¢s

eœ¸¢s*ˆ;¡Ž“¢s¢sŠÁ¼PŠŠª‹’ZY¡ºµº–,#l¿e›;¢–ŽšsI"Žˆ®œ¸¢™’µº¢½ùþ’¢

s¬

“”ˆ;–Ž¡ŠŽ™Iºˆ;ššs¢&š’µ•2–*¢.¼RˆIˆ®­„š•–ž žˆ®¢s£ŠÁF¼Q’)™;›šš&šs›º•–Ž<FìJë/[Äôêô”èêƄÇÅ ]\MÇèìkůÆǸÅ

¢.¼PˆI¼T2‹ŽŠ*œž›ŠŠŽŠ½ã’8¼P‹Š*™º’•–5ŠŽ›¸•2–‘‹’šsœ¡Ž¢’ŠÜÁ¼’)¦5ˆ;Š·‹„’)£¡Ž“sžˆ;ºº’™;Š

} ~,L€4ƒ‚„g…†L‡J‡-ˆ>‡-ˆ4‰/Š7L‡Œ‹Lˆ>‡LŽ~ˆ>‡Œ‡‚ˆ4ŠX‡Jˆ’‘J“O”7‡•„—–pb…†Lˆ™˜2šb›Œ‡Š7L‡BœXX‡-‹ŒL‡-žŸ7‰/”7›Œ‚/‚„j 

¡ ›Œ‡Š7L‡¢œX7‰2€>ˆ4Š7L‡¤£¥“”7‡J‡¢‹Jˆ4Z–‡,…gL‡Œ‹Œ›Œ‡ŠB‹‰—ˆ>ŽoœX7‰/š‰Š7LšŒL‡Œ‹L‡¢¦§”O¨Jˆ4„L€ƒL‚¨Œ‰O 

˜©šL‡L‡-ª«„š•‹Jˆ4“ˆ>ŽQŽ*‰<‡,˜2š ¡ ›-Š7L‡¬›ŒŠ7L‡Œ‹“X7‰‰/“•„L‡-­eL‚›Œ€4„”O„L‡®/¬›Jš‰L‡¤¯J~,X€>˜©š

°

L›‰„Lˆ>€™›Œ‡Š7L‡@¥‰/›ŒšŒL‡N”7›®p‹LŽ²±³ˆ>‚/‚L‡N›J‡Œ‹N‹Œ‰Z´=‰®”7šŒ‰/›Œ‡Š ¬›ƒ‰s‹Œˆ4µ¶·L¸B¹ºL»

¼

¶m½¾ƒ¿,½oÀ¥Áƒ½ÂµlÃ]¸s¿,¹ÄOŤ¶½¾J¿b½ÇÆJ¶È¢¿b¹½ÉÊ¿,˽¿&ÌB¿,·6¶m˙Í9ƍÍ6¿³‹‰ª«„š•‹L‡D£<…eˆ4

žŸ‰„Lˆ>€™›Œ‡Š7L‡œXX‡~b˜©š ¬”O„ ¡ ›Œ‡ŒŠ7L‡¤£ŒÎŸ Ï±Ð‰„SœXX‡ÑL‚„‚e›Œ‡J‹

¬

–šŒ‡Œ€™ˆ>˜2šŒLŽ¯

} ±Hˆ4B…pˆ>˜2š,„ˆ4Š¨Œ‰ ¬” ¡ ˆ>‚l–p›J‚‚”OŠ7L‡Ò‹‰*‚„”O„ˆ>‚„ˆ>‚˜©šL‡Óª«„š•‹ŒL‡Ò‚ˆ>‡Œ‹¤£mš ¬”7‡Š7„ZœXX‡Ô‹‰

¸B¹·L·L¿b½·LÄÅƌÈÕÍ9˹ÖÄOÅ¿,½×ºÆŒ¾J¿,·Í6¿bË˶m½¾F”OD¯=±ÐL‡J‡ØL‚›ŒŽÙLˆ>‡«¨Œ‰ ”¬ ¡ ˆ>‚Ð~b˜©š ¬”O„ ¡ ›Œ‡Š

‹L‚´ŸÚ]“,„‚Lˆ>‡‰‰“b€ ¬”O‰L‡Œ‹L‡Sž(”O‰/ˆ>”Oƒ€4L‡S”7›Œ®ƒ‹Œˆ4<Û]ˆ4L€>Š7‰ X‚‚†ˆ>‡ZLˆ>‡LŽÜŠX›„®›J‡Œ‹Œˆ4‰„L‡¬

ª«•‹L€>€ÊŠ7Lš,„£6‚ˆ>‡Œ‹Ý‹Œˆ4ŸžŸ7‰/”7›Œ‚/‚„ ¡ ›Œ‡Š7L‡S“•‰2ˆ4„ˆ>‚˜©š‰L£”7€>‚…†L‡J‡—L‚‹Œ”O‰2›ŒŽÞŠ7Lš,„£9ˆ>‡§Lˆ>‡‰

žvˆ4L€¡ ”7šŒ€,œXX‡*Ž ¬7ŠX€™ˆ>˜2šŒL‡S‰/“,€¬”O‰/L‡Œ‹L‡Zž(”O‰/ˆ>”OJ€>L‡Z‹Jˆ4g…eˆ>˜©š•„ˆ>Š7L‡ÝœXX‡*‹ŒL‡*›Œ‡,…eˆ>˜©š•„ˆ>Š7L‡

¡ ›„‰L‡J‡L‡¤¯

ß

”7˜©š‹Œˆ>L‚L‡”7€>€4Š7LŽ*Lˆ™‡L‡

°

LŽQ‰“,›J‡Š7L‡ ¡ ›‰ ›J˜/“¬ ¡ ›ŒŽà¦—X‡“,‰„L‡¤á

®ãâˆ>

°

„‰/”7˜2š,„›Œ‡ŒŠ7L‡ ¡ ›ŒŽä~,„‰L›J‹Œˆ>”OŠ7‰/”7ŽQŽH‹‰ƒ7J”7˜©š,„„L‡§›Œ‡Œ‹—”7‡ŒŠ7¨J”7‚‚„L‡—±Ð‰/„å

|

¯>æO¯çŠ•è

€>”7‚‚L‡Q‚/ˆ>˜2šé‡•˜©š*¨Œ‰ ”¬ ¡ ˆ™‚‰(®”7‚‚L‡¤£X…gL‡Œ‡s…pˆ4‰(‹Œˆ4<–pŒJˆ>€™‹Œ›Œ‡Šp„$…t”7‚=”O ¬”7‡Œ‹‰/‡¤ê•~b„”O„„=‹‰(¥ 

7J”7˜2š,„„L‡±Ð‰„ëƒì†„‰2”OŠ7L‡…eˆ4‰gˆ>‡éœÊ‰„ˆ4“O”7€4‰†­pˆ>˜©š•„›J‡ŠÝ‹Œˆ4ÌB¿,·6¹í¶¿b½Hîì<”OD¯,âv”7‚tšŒˆ™€4®Ö„

œX7‰=”7€>€4LŽ&‹J”7‡Œ‡¤£X–p,…gLˆ>˜©šb›Œ‡Š7L‡S‹L›„€>ˆ>˜©š‰ ¡ ›é‚LšŒL‡¤£O…†L‡J‡*‹Œˆ4tÎ=›Œ‡Œ“•„<ˆ>‡

|

¯>æO¯çŠS…gL‡Œˆ4Š—›ŒŽ

‹Œˆ4lï‰2”7‹B‚„‰/L›L‡¤£D…gL‡Œ‡@”7€™‚‹Œˆ4BŽZ›J€4„ˆ4¨J€4s¦—7‰‰/L€>”O„ˆ4X‡Ð,‹‰Z‹J”7‚

°

L‚„ˆ>ŽQŽZ„šLˆ>„‚ŽQ”7‚‚

î—ðК•˜©šÓˆ>‚„Ý›Œ‡Œ‹@‹Jˆ4Q­<L‚ˆ™‹Œ›L‡@‹L‚/šŒ”7€4@“b€4Lˆ>‡z…g‰/‹L‡D¯Dâˆ>B‚«L‡•„‚„LšL‡Œ‹éâv”O‰/‚„L€>€>›Œ‡Š

šLˆ>‚‚„‡Œ”7˜©š«‹L‡«–p›Œ„7‰L‡¤£]‹Œˆ4݂ˆ>S”7€>‚›Œ‡,œX‰ ¡ ˆ>˜©š,„J”O‰L‡

°

L‚„”7‡Œ‹„Lˆ™€‹‰­<L‚ˆ™‹Œ›L‡Œ”7‡Œ”7€>ñ,‚

¨Œ‰7¨J”OŠXˆ4‰/„šJ”OƒL‡¤£Êòg¶

¼

¿•ó]»2µ½·LÄÊÁƒôzÃ(¿Ê»/õ-¹ÆŒ¾JºÆJôôöå÷ˆ4ŠX›‰Ÿø¯!ù,¯ç®2è2¯Xúj‡*‹Œˆ4L‚‰Ÿâv”O‰/‚„L€™€>›Œ‡Š

‚X€>€4„L‡‹Œˆ>§Î=›Œ‡“,„vŠX€4Lˆ>˜©šŒŽ ¬”7‚‚/ˆ4Š*›ŒŽû‹Œˆ4

ß

›Œ€>€>€>ˆ™‡Œˆ4*î ìDüÞý ‚„‰L›L‡¤¯

−0.2 0.0 0.2 0.4 0.6 0.8

−0.4 −0.2 0.0 0.2 0.4

angepasste Werte

Residuen

R _i

y^ _i

–eŒƒˆ>€>‹Œ›Œ‡ŒŠ-ø¯!ù,¯ç®$ê(Ñm›“Xñ• Õ–‡Œ‚˜XŽZƒ Õâvˆ>”OŠ7‰2”7ŽQŽþ®›Œ‰s‹J”7‚¬

°

Lˆ™‚¨Jˆ4L€†‹‰B~,¨Œ‰/L‡ŠX›Œ‡Š7L‡¤£mŽQˆ4„

Lˆ>‡‰ïv€ ¬”O„„›Œ‡Š

&(')+*-,/.10243657589,;:<>=?,@)A=B8DCE/E@=?)AFG=IHJ=?2KCLFG=B=,/).1=?M=?,/NPO)A= <?Q6FG,@=SRT0)U<V=IM0A:KCWW=)G8DCL:V:X<?QY8PZ0A2[FG,/=IFG,/=

\

,/=E/.12]Z

^

:K:X=`_aU

^

)A:X<KC)<bD.1E/=,;NPOcFG=?Wed+,f<V<V=?E@gh=2V<JFG=?2i_kjl4,;:X<?5mY,/=I=2Kgh=,;:<n:X,;NPOcCE;:JoipYqrpLstpYu-v1wDx"ux"p

^

8<>C1E/:y)9Z0<VME/,;NPOQGgz,@2PF{C|k=2z}

^

){RT2

^

.12PCWW=)cbD|,;:XO=?2Pl~),;NPO<z.1=M?=,;NPO)=<?5



,@2zg

^

E/E/=){)0A)`F,@=n€

^

2PC06:V:V= <KM0).L=))

^

NPOW‚CE;:~W,@<>FG,/=?:V=Wƒ)A=0=?){„[,/C1.12PCWW†…2Z0G8=?)5

‡ ˆŠ‰9‹IŒ(6ŽLk1‘“’-”T•K–~”~—9˜L‘“’”>™›š[œŸžS ¢¡Ÿ£¤žBœc¥k¦§Y¦¨‡{©Iœ£ª{«¡¬žœDŸžt£4žk­ ®Š¯£ ž°±Ÿžªž²G³´-µG°?±

‡Gž¶žt‡G­ŠžŸ· ¢¡Ÿ£ ¤ž¢œD ¦f¸k¦¨¹K¦ºz»½¼¡Ÿ‡Gži¾¿»ŸžÀ©Iœ£I«t©BµY£Á¡® ­Šžt£œÂ®Š»¶°±ŸžÄõY£®Š­Šž¶D¶¡Ÿ‡Gž

£ ž°±6­i‡¡Ÿ­ižt£ ¾AžŸž²TµYÅ-žt£`ž®ižt£©JžœD®Š­i® œ°±Æ»G¹“­{µG¶D®iy¿¡Ÿ­Š«¶Dœ°?±Ç²žœŸžcÈÀ¿»G‡¶Dœ°?±žc ¢¡Ÿ£ ¤Až+žœŸ«¡É

«tžœ°±Ÿž¦ŸÁʵGËžt£±T¿µG¶­S®œž¢È¬œ­nžœŸžt£B‡Gžtžœ‡Ÿžt­ŠžÆÌËÍVΉ˜˜L–h”TŽ1ÏЍ6˜LÑ~’Ò~¦

± ܞ¢ºz»G£µG¡®®Šžt­Š«¡Ÿ‡½ÓrµAÔB¶µG¡Ÿ­Šžt­4ՊµÖz×JØrÙSÚXÛ>܃ÝT¦ÞƞÄ©œ£I¡ßžœœ‡GžiàJžt»GÅáµG°?±k­ ¡‡GžÄȬœ­

¿µG±¶œD°?±ŸžÈãâ ä Ú «¡®µGȬÈ+žŸž±áÈ+ž²µG¶®Š»`žœŸž(¤žt£ ­ œ¾µG¶žÄåk­Š£žœ¹"ž(œß¼ÅÅ᜶ªá¡Ÿ‡ ¦f¸k¦¨¹y±Ÿžt£ŠÉ

µG¡®Š‡G£ žœ¹"ž²6®Š»¶¶­ŠžªŸžt£JÁʜ­Š­Šž¶©nžt£ ­[ªŸžt£JæIž® œª¡žÆçÚB¡‡Gžt¹P¿µG±Ÿ£JÝižt£‡Gžtޝ¦ÁʵGè¾YµGèžœŸž

®Š»¶°±ŸžÆåk­Š£ žœ¹“žÂÈcœ­¤A»G£ ‡Gžt‡Gžtޝžt£iàJ£ žœ­ŠžÊéꩁ¿µG±á¶ž½¡ªÊªŸž½Áœ­Š­Šž¶©Jžt£­ªŸžt£¢æIž® œª¡Ÿž

œëªŸžt£cÁʜ­Š­ŠžÀªž®(åk­Š£ žœ¹"ž®+œDì¤žt£œ­Š¾YµG¶žt£¬æIœD°?±k­ ¡Ÿ‡ÊžœŸ«tžœD°?±ž†Óríhœ‡¡Ÿ£ ¦f¸k¦î±Ô?¦>º4µY£?œœžt£ ­

ȬµGß¡èªáœžïy»® œ­ œ»èªž®B孊£ žœ¹“ž®t²Ažk­ ¶µG‡{ªŸžt£B±Ÿ»G£?œ«t»k­ µG¶žc¼°?±á®ŠžG²Ÿ®Š»`žt£±T¿µG¶­nȬµGßªµG®

ŽÍ“‘D˜Lk”~Ò~ñðò‘"˜˜LkÍßóXô?õöö÷“ö6øúùcû üGöGýL¦nܞ®ŠžÂàJž® °±Ÿ£ žœÅᡝŸ‡Æ®Š»¶¶¡Ÿ£cªœž½þ£¡ªáœªŸžtžËªŸž®

þ¶X¿µY­Š­Šž®IȬœ­BªŸžt£S©n»±¶-žœŸ¹rµG°±®Š­ŠžßÿPªŸžtž‚žt£ ¾¶X¿µY£ ž¦ŸÃµG®Bºzžt£ ¹rµG±Ÿ£ žË¾YµGË¶žœD°?±k­J¤žt£ Å-ž® ®Šžt£ ­

©nžt£ªŸž½¡ª½®Š»¶¶­Šž{ªŸž®±µG¶ÅƝœ°±k­I¤žt£ ©nžªžt­©nžt£ªŸžÇ¦þžáµG¡Ÿžt£ ž®«¡ þ¶ ¿µY­Š­ ¡Ÿ‡È+žt­ ±Ÿ»kªŸž

Å£œ‡G­nªžt£SàJ¶»6°?¾ ¡Åžt£S³¿

œ°?±k­Š¯áµY£?µGÈ+žt­Š£œ® °±ŸžæSžt‡G£ ž® ®œ»Ÿ·]¦

−0.2 0.0 0.2 0.4 0.6 0.8

−0.4 −0.2 0.0 0.2 0.4

angepasste Werte

Residuen

y^ i R i

¼IÅáÅ᜶ª¡áŸ‡ ¦f¸k¦î±ÖSàJž®Š­ œÈcÈ{¡áŸ‡ ªŸž®ß‡¶žœ­ŠžªŸž Áʜ­Š­Šž¶®tÖBÁʜ­Š­Šž¶©nžt£ ­(¹¿¡Ÿ£ß«t©nžœ¤žt£ ­ œ¾µG¶ž

åk­Š£ žœ¹“ž¦

œ Þƞë¼¡®Š£ žœ®®Šžt£¤A»G£±µGªŸžì® œDª²~ªáµGì®Š»¶¶­Šžß® œ°± ªáœžËþ‚¶X¿µY­Š­ ¡Ÿ‡ÆªµL¤»ìœ°±k­iÅ-žœ£ £ ž

¶µG® ®Šžš>œk¤žt£® ­ µGªŸž

ÿK¢žœŸžÈ £ žµG¶ž¢àJžœ®Š¯áœž¶GœD®Š­ÇœÈ¬È+žt£ÇªáµGȬœ­«¡‚£ ž°±ŸžÇ²ªµG® ®TÏ kÑ~6¢’Ꮙá–~6˜ A–h”TŽk”

–~”~kL•Î–~ÍrÍ"˜ÂŶžœÅ-ž¦>Ážt­ ±Ÿ»6ªŸžÇ²nªáœžÀžœ«tž¶ŸžÄºz»G£µG¡á® ®Šžt­Š«¡Ÿ‡Gž Å-ž¡Ÿ£ ­Šžœ¶ž ¶µG® ® ž²[µG¡°±

©nž µGáªŸžt£ ž(¤žt£¶žt­Š«t­`® œªÇ²Tžt£ ©nžœ®Šž ® œ°± µG¶D®Å-ž®Š»ªžt£®y¿¡Ÿ­Š«¶œ°±¦h圞èžt£¶DµG¡ŸÅž ž®t²zªœž

‡Gžtžœ‡Ÿžt­Šžëºzžt£Åž® ® žt£¡Ÿ‡Gžì«¡áªŸžhžœŸžË®Š¯-žt«œ® °±ŸžßÜDµY‡Ÿ»®ŠžËžt£ÈÀ¿»G‡¶Dœ°?±k­{ªœžßÞ%µG±¶

ªŸžt£S©Iœ£ ¾k®µGÈ+žS±Ÿžt£µY¯áœžG¦

ÁÀžt­ ±»6ªŸž²Yªœž[µG¡Ÿ¹ªœž4ºzžt£?¶žt­Š«¡Ÿ‡Åž®Š­ œDȬÈ{­Šžt£Tºz»G£µG¡®®Šžt­Š«¡Ÿ‡Gž©nžœ‡S£ žµY‡œžt£ ž²L±žœ® ®Šž

ÿ

:';=<?>?@BAC<?<D@E> FGAC<?H0I9JK<DLMACN6O=AP@B<D@BQSRACN1NT@UN=AKVXWH>YL9Z1;=<DHE[/\]AP>0^_@E>?`@BN=OT@BNaOT@B<?W=I9JCZaO=AC@b>YL9Z1;=<DHD@

c JedIfHDH?;=NTg_<YQh@EH?WTLiO=@kjlJPLm`@B<?<Dnl[

o p

AC@ c JqdIfHDH?;=NTg'AKNk:'Z=Z1ACJCO1;=NTgsrT[ut[wv1xE@BAPg9H3O=AP@%:'Z`@BACVXW;=N=gy^_L_NbOT@E>3z{ACN=@BIf>YAPH dIfHEF O=AC@%`AP>|ACNk:'ZT}

Z1ACJCO=;1NTg'~[Cf[wg€^_L_N,:*;Tg9@-v@B<DHDg9@B<DHD@BJCJPH‚W=IfZG@BNMƒrT[ut[wZG„XF…OT@B;=H?JCACV†W[B‡ <DH3@BACNT@<DL_JCV†WT@-ˆ‰1Š

‹|ŒŒ‹|Ž|

 ‹{‘q

‰

‹|Ž|’“’|”•–%‹{‘ 1—˜—•

QdL9g_JCACV†W™kšOT@E>7W=I9N=OT@BJCHy@B<'<?ACV†W";1Q›@BACNT@@BV†WiHD@€:'Z`@BACVXW;=N=gTF…O=AP@

`AP>7O=;T>XVXWO=AP@0œ‚@E>?ZG@B<?<D@E>X;=NTgOT@B<7žŸLiO=@BJCJC<-xB;=Q œ‚@E>Y<?V†Wi`'ACN=OT@BN¡Z=>YACN=g9@BN"<?L_JCJPHD@BN™

¢ <*JCAP@B<?<D@b<?ACV†WM@BACNŸv£L9>XQh@BJCJP@E>¤|@B<DH0I9NTg9@EZG@BNFGO=@E>*O=AC@€@BNH?<D¥=>?@BV†WT@BN=OT@€¦*;=JCJKWi§¥GL9H?WT@B<D@¥=>9d;=v£H©¨

¦bdI9WT@E>Y@B<yACQ«ªsJCLiVX¬ad;TZ@E>s¦'AKVXWHD¥1If>YI9Q@EHD>YAC<?V†WT@­7@Eg9>?@B<?<YAPL_N[_\]AP>%`L_JCJC@BNhW=AP@E>®@BACN=@ACNTvL9>YQh@BJCJC@

ž@EH?WTLOT@bZ@BN d;=HDxE@BNF1O=AP@U<D@BWT>'I9JKJPg9@BQh@BACN¯N d;THDxBJCACV†WAC<DHE[ p I9<€RH?ACV†W`sL9>YHsWT@BAK<?<DH°±

Œ‹ —T²

±³

Ž F

ƒ^_@E>?g_JP@BACV†WT@€t[ut[w@m„X[

RVXW=>YAPHDHƒ  „X´žŸI9Nµ@E>?xE@B;Tg9H"ªy@EL9ZI9VXWH?;=NTg9@BNFyO=AP@¯O=@BQ¶žŸLiOT@BJKJ7@BNH?<D¥=>?@BV†WT@BNF®Q·APH¡¸/;Tv˜I9JCJC< }

xBI9W=JP@BN[ c @BN=I9;T@E> ´ ¢ <%`@E>YOT@BNº¹»<DH?I9N=O=If>YOT}eNTL9>YQI9JP^…@E>?HD@BACJPHD@'¸/;=vI9JCJK<DxBI9W=JP@BN6¼U½

¾

@E>?xE@B;Tg9H-;=N=O

O=If>YI9;=<,¿ ½

¾ÁÀµÂ Ã

¾=Ä

ÂÅ ¼ ½

¾

ZG@B<DH?ACQ·QUHE[

RVXW=>YAPHDH-ƒÆt_„X´…žŸI9NvYd;=W=>?H‚O=AP@­7@Eg9>?@B<?<YAPL_N=<D>?@BV†W=N;=NTg*QAPH‚OT@BNhACQ

p

IfHD@BN=<YIfHDx7g9@Eg9@EZ@BN=@BN@E>?¬JedIÇ}

>?@BN=OT@BN6œ®If>YAKIfZ1JP@BN6;=N=O6OT@BNNT@B;6@E>YxE@B;Tg9HD@BN\@E>?HD@BNÈ¿

½

¾

OT@E>U¸AP@BJPg9>mdL_<?<?@,O1;T>YV†WF1ZG@E>?@BV†W=NT@EH

O=AP@ c J dIfHDH?;=NTg¡v d;T>*O=I9<0¤|;=¬_@E§…}e:*N=<?VlL_QbZG@l}p ACIfg9>YI9QQ&;=N=OxE@BACVXW1NT@EH<?AP@bACN=< p AKIfg9>YI9QQÉOT@E>

p

IfHD@BNŸLiO=@E>ACN@BACNT@€<?@E¥1If>YIfHD@

p

If>Y<DHD@BJKJC;=NTg,@BACN[

RVXW=>YAPHDH€ƒ>?@E¥G„X´=žaI9N¯`AC@BOT@E>YWTL_JPHO=AP@B<?@*ZG@BACOT@BNRTVXWT>XAPHDHD@·¹ÊDˁ̟žaI9JÆ[

p AC@b@E>YxE@B;Tg9HD@BNÍ€;T>?^…@BN@BNH?<DHD@BWT@BN6I9;Tvg9>Y;=N1O¯^_L_NaxB;TvDdI9JCJCAPg9@BNRV†W`I9N=¬;=N=g9@BN[ p AP@bžŸLiO=@BJCJ}

`s@E>YHD@UvL_JPg9@BN

o

I·@lÎIf¬H0@BACNT@BQÏJKACNT@BIf>?@BNŸžLOT@BJCJ¨OT@BQ&I9;=<0OT@BN

p

IfHD@BN6g9@B<?V†W{dIfHDxEHD@BN6Q,;=JPH?A}

¥1JP@BNMÐÒÑ£Ó/Ô?ÕfÖ?ÔlÓ¯­@Eg9>?@B<?<?APL_N1<?QhLiO=@BJCJÆ[9¦';1NhZ@BN3d;THDxEH®QI9N`'AP@BOT@E>®O=AP@7×-dI9W=ACg9¬_@BAPH®OT@B<y:';Tg9@B<%xB;T>

žŸ;=<?HD@E>?@E>?¬_@BN=N;=N=gTFi;=Q›ACNTvL9>YQh@BJKJTxB;Z@B;=>?HD@BACJP@BNFiL9Z¯O=AP@0̀;T>?^…@'ACQ›;T>Y<?¥=>fd;=NTg_JKACVXW=@BNb¤#;T¬_@E§i}

:'N=<YVlL_QUZG@l}

p

ACIfg9>YI9QQ j @lÎHD>?@BQh@E>?nI9;1<?<?AP@BWH0I9JC<O=AP@h<?ACQ,;=JKAP@E>?HD@BN[

p

IfZG@BA®<DL_JCJCHD@,Q·I9NN=ACV†WiH

N;=>O=If>YI9;Tv‚I9V†WHD@BNF1L9ZaO=AP@k;T>X<D¥=>9d;=N=g_JCACV†WT@

c

JqdIfHDH?;=NTg j ACNOT@E>'ªI9N=OTZ1>?@BAPHD@En7OT@E>*<?ACQ,;=JCAP@E>YHD@BN

̀;T>?^_@BNZJP@BAPZ=HE[ ¢ <-¬fI9N=NMI9;=V†W¯O=AC@0×=L9>YQÏOT@E>':Z`@BACV†W;1NTgk;=NH©§i¥1AK<?VXW¡<D@BACN[

ØÙ ÚÇÛ©ÜBÛeÛsÝ_ÞYß%ÞXàâá…ãYÞYäÒá_ÞXáåæ_ßqçmÞYá,ØEÜBá_á·è0Ü áhÞYàÒá·éYÚÇÛ©ßqÞXæ_ê…Ü á…Ý9ë3ÞYàÒá_ãYÞXàÒì í…á_ÞYá=îÝ_Ü ï%ãYæ0ðñކÝ9ÞYèóò"ÞYßqÛ%ç ômá6õ

ö

ÜBá_÷màâê9ۆî…àÒáhø|ÞXäÒì í…ÞYèúù#ÞXßqÞXàÒì íbàâáhçmÞYßqÛqàÒØEÜBäÒÞYß®û‚àì íÇÛqæ_á_÷ÞXàâá…Þ7ãYæ9üeýÜ äâäÒàÒ÷ Þþsä˜ýÜEÛeÛ©æ_á_÷ÇïeØfæ_ß©ç ÞäÒàâÞX÷ ÞYá,ø*ýæ_ß Ý9Þmÿ

Ü ãYæ€ïqô äÒäuÛ©Þkø|ކïeÞYÛqá_äÒàì í*÷m߆ýôÇïqïqÞYßG÷ ÞXø7ýÜBí_äâÛø|ÞXß©Ý_ÞYáÜBäï …îBÝ_ÜBè0àâÛ|Ý9àÒÞyæ…ÜBáÇÛqàÒäÒÞ#è0àâÛ{ç ÞXßqá/ýæ_á9üPÛqàÒ÷ ÞXß

þsÞYá…Ü æ_àâ÷mØ ÞXàuÛ{ÞXßqè0àâÛeÛ©ÞYäâÛ{ø|ÞXß©Ý_ÞYáØTýô á_á…ÞYá=ÿ àÒޅô ß©è*ÞXá€Ý9ÞYß|ãYæ9üeýÜ äâäÒàÒ÷ ÞYá€åæ…ßqçmÞYá0÷ ÞXí_ÞYá€Ý_Ü êiÞXà…çmÞYß©äâômßqÞXá=ÿ

æ…Ý9ÞXèµàïñÛ#Ý9àâÞÆáÇÛqÞYß_ß©Þ?Û ÜEÛqàÒô á*ÞYàÒá_ކïïeômäÒì í…ÞYá€ÚÇÛqß©ÞYàâüCÞYáiïá_àì íÇÛ{÷mÜ á_ã‚ÞYàÒá9üKÜ ì íÜmì ímÛèÜ á€Ý_ÜBß ÜBæ…ï/ÞXàâá…Þ

ކïñÛ©ßqÞX÷ ÞYäîBÝ9àÒÞ®Ý9àÒÞ®æ_äÒäâíôBÛqí…ÞXïqÞ®ÜBØfãYÞ9ÛqàÒÞYßqÛXîEø#ÞYá_áÝ9àÒނêÞYô êiÜ ì íÇÛqÞYÛqނåæ_ß©ç Þ3÷mÜ á_ã3àâè]ÚÇÛqß©ÞYàâüCÞYá0äÒàâÞX÷BÛXî

Ý_ÜBá_áaàïñÛÝ9àÒÞÆß©ßqÛqæ_èïqø#Ü í_ß©ï©ì í_ÞXàâá_äÒàì í_Ø ÞXàuÛ7í ýômí_ÞYßÜ äÒï*Ý_Ü ï%àâçmÞXÜBæ1î/Ý…Ü ï*èÜBáãXæ_ßù#ÞXïeÛqàÒè*è'æ_á_÷Ý9ÞXï

ÚÇÛqß©ÞYæ_êiÜBá…Ý9ކïs÷ ÞYø ýÜ í_äâÛyí…ÜBÛXÿ àÒÞù#ÞXïeÛqàÒè*è'æ_á_÷UÞYàÒá_ÞXï é ïqàâè'æ_äâÛ©ÜBá…ÞYá_ëyÚfÛqß©ÞYæ_ê…Ü á…Ý9ކïyè0àâÛsçmô ß©÷ ÞX÷ ÞYêÞYá…ÞYß

ÆßqßqÛqæ_èïqø#Ü í_ß ïqì í_ÞXàâá…äâàì í_Ø ÞXàuÛ#àÒïeÛ®ïqì ífø‚àÒÞYß©àâ÷iÿ

ä£Ù ®ýæ…ߝÝ9àâÞMÚfàÒèæ_äÜEÛ©àâômá çmô á …ÞYí_äÒÞYß©á"!#¡ØEÜBá_áÁè0Ü áïeÛ©ÜBÛeÛhÝ9ÞYß,çmô ß ÜBæ…ïq÷ ކïeÞYÛqã?Û©ÞYá$%ô ß©è0Ü äâçmÞYßqÛqÞXàâäÒæ_á_÷

ÜBæ…ì íÝ9àÒÞ7ÞXè%…àâß©àÒï©ì í_Þ'&ÞXßeÛ©ÞYàÒäâæ_á…÷€Ý9ÞYßsû‚ÞXïqàÒÝ_æ_ÞYá)(#çmÞYß©ø|ÞXá…Ý9ÞXá=ÿ Ümï®àïñÛsÝ9àâÞñÝ9ÞYÞÝ_ÞYß+*%,,.-/-10325476

hÞ?Û©í_ô9Ý9Þ î…Ý_àâÞ-àÒáUÞXàâá…ÞYèúïqÞ1iÜBß ÜEÛqÞXáUù#äÒôfì ØêÞXï8_ß©ô9ì í_ÞYábø‚àâß ÝTÿ

Ú9ì í_ß©àuÛqÛ:9; =<yØEÜBá_á"èÜBá¡ø|ކïeÞXámÛ©äâàì í·çmÞYß©ÞYàÒá9üKÜ ì í…ÞYá>ÜBá"ß©ÞXì í_á_ÞYÛsáfæ_ß-Ý9àÒހþsä

ýÜBÛeÛ©æ_á_÷hÝ9ÞYß-ïqàâè'æ_äÒàâÞXßeÛ©ÞYá

_ÞYí…äâÞXß/Ü æ…ïæ_á…ÝïeÛqÞXäâäâÛïeàÒÞ|Ý_Ü ßXÿ9@?%äâäÒÞYá_üKÜBäÒäÒïGèæ…äuÛ©àA_äÒàÒãYàÒÞYßqÛGèÜBá'Ý9àâÞB_ÞXí_äÒÞYß/è0àuÛÝ9ÞYèCiÜBØÇÛqômßD EGFIHKJL%î

ïeàÒÞYí_ÞNM…ÿO_ÿü#ô9Ý9ÞXßç ÞXßqø#ÞYáiÝ9Þ?Û7Ý9àÒހÞYè_àÒß©àÒï©ì í_Þ:&ÞYßqÛqÞXàâäÒæ_á_÷¡Ý9ÞYßû®ÞXïqàÒÝ9æ…ÞYá=ÿP< Ü ï7çmÞYß©á…Ü ì í…äýÜmïqïqàâ÷ ÛsãXø#Ü ß

ÞYàÒá_ÞQyæ_ÞYäÒäÒÞÝ_ÞYß æ9üeýÜ äâäÒàÒ÷ Ø ÞXàuۂÝ9ÞXß®åæ_ßqçmÞ îfø‚àÒß©ÝbÜBêÞYß3ü ýæ_ß+_ß©Ü ØÇÛqàïqì í_Þ ø#ÞXì ØmÞy÷mÞYá…Ü æk÷ ÞXáfæ_÷ïeÞXàâá=ÿ

Q ‡©Nh:*N=JP@BW=N;=N=gI9N=<‚¤|@B<DHD@BNI9;TvGOT@BQ)¦'AC^_@BI9;

8SR

À

=TftU`;T>XOT@%^_L_N

p

Im^AC@B<7ƒ V5V

8

„3@BQh¥=vL_W}

JP@BNFO1AP@kO=;T>XVXW¯O1AP@k;T>Y<?¥=>fd;=NTg_JKACVXW=@BN¡ªs@EL9Z1I9V†WH?;=NTg9@BN¯g9@Eg9@EZG@BNT@ c JedIfHDH?;1NTg¡O=;=>YVXW¹ ÊDˁÌ

À

V

<?ACQ,;=JCAP@E>YHD@¯Í€;T>?^_@BN xB;“@E>?g dI9NTxE@BN[

¢

ACN“ACNTvL9>YQh@BJKJP@E>hg9>YIXW<?V†WT@E>¤{@B<?H"ZG@B<DHD@BWHO=I9N=N“O=If>YACNF

O=AP@ŸtÙ;T>?^…@BN»I9;Tvg_JP@BACV†WT@¯\@BAK<D@ƒL_W=N=@ŸO=AP@Ÿ­7@B<?ACO1;T@BN„,O=If>YxB;=<DHD@BJCJP@BN ;=N=O»;=NZG@EHD@BACJCAPg9HD@

Y @E>Y<DL_NT@BN6I9;TvxB;TvL9>YOT@E>YNFO=AP@UI9;KZ‚dI9JCJKAPg_<DHD@,I9;=<DxB;=<?;1VXWT@BN[=\@BN=N6O=I9<O=AP@b̀;T>?^…@UAC<DHEFGO=AP@,OT@BN

vxw3y5z{5|}~r€‚5wƒw~r„†…‡1ˆi|q}~3‰Š‚Sˆi‹i~ŒˆkwŽz>wˆi|q}>€K‚N{5‹i„„rˆk‚Sˆ’‘7“X{5~3”

• –Bˆk‚S€K‡N—K”™˜”›šœ€K‡ŒKw$ŒˆkwžŸw„rˆiŒ€Kw w3‚5‚5w‹i{5„r„†w‰¡Œ{5š¢ˆi~Œ{5„Ivˆi‹@Œ wˆiK£¤{5|}w3‡ˆk‡1Œ”¥+„

¦

wˆk‚5~§„rˆi|q}¨ŒKw€~r‹iˆi|q}c‰Œ{5„r„©Œˆkw ª‹¬«{~†~r€K‚­{5š®‹iˆiK“Šw¯€Œ¨‡rw|}~†w¨{5Œ

¦

€K£†«{5‹i‹iˆk‚°„r~=«{‡r“Sw3‡

„†~†‡rw€K~%{5‹i„%ˆi±Œw3‡Q²³ˆk~†~†w5‰´{5„%{5€|q}µˆi~r€ˆi~rˆk¶

¦

€±w3‡r'{‡r~†w³ˆi„†~3”¸·%ˆiw¹ª‹«{~†~r€K‚©Œw3‡%w„rˆiŒ€Kw

ŒKw3‡z7w3y5z7{5|}~†w3~†w$·{~†w w3‡1„1|}Kwˆ@.~%„†y§y.ŒKw3‡„ryº{5‹i„Œˆkw¹{5š»„†~ «{‡r“>„†~†w³‚5w3“.‡ «€š¢š~†w½¼€K‡r¶Sw5”

·{5š¢ˆk~'“{5ºŒˆkw:ŽQz>xwˆ@|}>€K‚{5‹i„'„rˆk‚Sˆ’‘“{5.~x‚5w‹k~†wc”

−0.2 0.0 0.2 0.4 0.6 0.8

−0.10 −0.05 0.00 0.05 0.10

angepasste Werte

Residuen

y^ _i R i

Žzzˆi‹iŒ€K‚—K”™˜”›šƒ¾·ˆkwIª:‹«{~†~r€K‚½£ «€K‡ŸŒˆkw:w„rˆiŒ€Kw§ˆišÀ¿Á€K“Sw3Â.ìŽ%„r|LySšz7wL췈i{‚5‡{5š¢š»Ä@ÅÇÆ

š¢ˆk~:ÈÉ¢„1ˆiš¹€‹iˆkw3‡r~†w§ª‹«{~†~r€‚S„†“€‡r¶Sw ÄÁÃGÃÃxÆ

 ʆË+ÌI̓ÎÏ>Ð;ÑXҡϧӏÔÕÐ;ÔÖØ׊ÏÖ+ÙÚª{5

¦

{5{5‹ky5‚

¦

€§Œˆkw„rw¢•ŒKw3w©“X{5©š¢{5§ŒˆkwQÛGy5‡1{5€„r„rw3~

¦

€K‚

ŒKw3‡%‚S‹kwˆi|q}KwºÛ{‡1ˆ@{5

¦

wµ…‡ «€K£;wc‰ˆiŒwšÜš¢{5

¦

€„ «{~

¦

‹iˆ@|}

¦

€µwˆiwšÜ‚S‹kwˆi~†wŒKwµ²³ˆk~†~†w‹¡wˆiKw

ÝLÞ

Î;ÏÐß=Ï>Ö¡à¡ÏCá¸ß=Ô7ÖØàÁÔÕXà¡ÔË´â¹Ï>ÐÑÒcãÁÖ

Þ7ä

{5|q})y5z7w$€Œ)€~†w {z~†‡«{‚5~3”Ø·ˆkwžå~r{5Œ{‡1Œ{zKÃ

wˆi|}>€‚'‡rw{‚Sˆkw3‡r~GKy|}¹„†~ «{‡r“Šw3‡B{5€£ŽQ€„†‡rwˆi„r„rw3‡Á€ŒI„†yS‹@‹k~†wŒKw„1}{5‹kz¹Ky.|q}¹ŒK‡1ˆiK‚5wŒKw3‡¡Œ€‡1|}

wˆiKw:‡ry5z7€„†~†w3‡rwåK|}Ø«{~

¦

€K‚½w3‡1„†w3~

¦

~Qxw3‡ŒKwc”K¥+ˆiw:wˆiK£¤{5|}Kw²­«y5‚S‹iˆi|q}K“Swˆi~xz¸w„†~†w}~Œ{‡ˆic‰Œˆkw

£ «€‡Œˆkwžª‹ «{~†~r€K‚ƒz7w «€K~

¦

~†wž²±w3~r}Ky.Œw±Ä¤‹kyXxw„1„Æ%{5€K£Œˆkw¢ŽQz„†yS‹i€K~w3‡r~†w­æç%èræxŒKw3‡Nw„rˆiŒ€Kw

{5

¦

€wŒKwc”

·{5„+é‡1y5‚5‡1{5š¢š¢„†Â>„†~†wšê¨‹iˆkw3£;w3‡r~Bwˆiëå~†‡rw€Œˆi{‚5‡1{5š¢šìŒKw3‡+€K‡

¦

w‹’Ãe~†‡{5„†£;y5‡1š¢ˆkw3‡r~†wíæçQè1æ‚5wLÃ

‚5w­Œˆkwë{5K‚5w3…7{5„r„†~†wíî w3‡r~†w ï

ð

èºÄ¤–Bˆk‚S€K‡—K”™˜”›7ƉGŒ{5„Nw‚S‹iˆi„r|q}­ñLòóôiõLöô’÷òó5ø¤ùg÷ú û7ôk÷5øx‚5w{5~

ˆk‡1Œ³€Œ±ˆk‡á´ß=ÕXÏãÁã¡Ö

Þü3ý1þ ÐÔ

Þ

ÕXÔÿ ÿځKwKw³xyS‹@‹kwc”7·ˆkw½¼€‡r¶SwN£†«{5‹i‹k~‹kwˆi|q}~3‰7{z¸w3‡wˆ’Ã

Kw넆y±š¢ˆi‹iŒKw¹ŽQzwˆi|q}>€K‚ž «{‡rw5‰Ø{5€|q}$w „1ˆkw¢„rˆi|q} {5‹i„N„1ˆk‚Sˆ’‘“{5~%}w3‡1{5€„r„†~†w‹@‹kw)„†yS‹i‹k~†w5‰

€z7wŒw€K~†wŒc”

"!#$%'&)(*+,.-/10&2*3546 &710813$*&9 3;:<*&2!

+71&&=>1& %'?$@A( '3B?$@DCE*+713C*3FG*01?$@<1 H?$@<I1B?$@D I:<$%%$E!

%0EGB?$@<JB&)LKEM8&G+,NO @"6&?$@/=* 3 P *$&2NL?$@PQI*R<2(S1R*1T 3($@ UKVW+7%

B?$@*I%X I:EP%D&B?$@U='&1A<V%D3@ %"(2131AYT1B3*;(VC*$&?$@3LJFG!

?$@VC*1H%*N*&&2 PZ[;* &&2\&2 =R1]+71H%$%(^1?$@;C1B?$@< UK

−0.2 0.0 0.2 0.4 0.6 0.8

0.0 0.1 0.2 0.3 0.4 0.5 0.6

angepasste Werte

Wurzel abs. Residuen

R _i

y^ _i

stUt^uvwUxUyUz{}|"~.|y€'‚ƒx}„†…‡%vBˆ)‰Š„‹y/ŒŠŽ„ Xu‘‡„†‰Š‡’‹Et/ŒŠŽvSx}‰Š‡J“J‡%Œ†uSwUx}‡%y•”–W—”/z‡z‡%y[‹y}z‡˜/‹Œ†ŒŠ‰Š‡‚™‡„Šˆ

‰Š‡Pu›š ‡%uŒŠ˜^u‘‡%v9w}‡„Wœ.˜U„†‡%yUzxUy}z‡%y

]žŸ  ¢¡6£¥¤9¡¦§ ¨A©Hª¬«A¡6£®­H¡¯A§¡6£

‹ °±u‡[s±yUyU‹²UX‡³w}‡„H´Ž„ X‹v‘µ‡„†‰Š‡%uSvxUy}z·¶Š¶¸1¹]uyº{}|»E|‹¹]¼<‹y/yºX‹y½xUy.‰Š‡„H‹yUw}‡„†‡%¾z„‹<¿^Œ†¸L²

À

x}t^‡„˜U„

À

x}#‡%y|%s±vv‘‡„wUuSy}zŒ9¼‡%yUy}‡%yPÁu‘„Âw/u‘‡VÃ}‡%²/v‘‡„ÄJ—yUuS¸ ².‰¥Å,‹Et¥‡„\ÁI‡%yUu‘zŒŠ‰Š‡%yUŒÂwUu‘‡VÆ[Ç.È1É#ÊGË8Ç.Ì|

°±‹ŒIͱuŒŠ‰ŠŽz„‹DÎw}‡„ “J‡%Œ†uSwUx}‡%yA¼E‹yUyXz„ ‹<¿^Œ†¸L²DXu‘‰Vw}‡„Vz‡‡%uzy}‡‰Š‡%y³´WŽ„X‹vµ‡„†‰Š‡%uvx/y}z,µ‡„Šˆ

zvu¸L²}‡%yHÁI‡„w}‡%y϶Ã\u‘zx}„{}|"Ð.|‹¹ |.°,u‘‡%ŒŠ‡WuŒŠ‰6wUx}„ ¸ ²Aw}‡%yDÑ6„†Á’‹E„†‰†xUyUzŒŠÁI‡„†‰GÒ]xUyUwAwUu‡’‡%A˜/u‘„uSŒ†¸ ²U‡

Ó

‹E„u‹y}…PwU‡„J“J‡%Œ†uw/x}‡%yԍ‡%Œ†‰Šz‡%v‘‡z‰|

Residuen

−0.50 −0.25 0.00 0.25 0.50

0 2 4 6 8

0 1 2 3

Wahrsch.dichte

Häufigkeit

sWtUt/uvw/xUy}z5{}|"Ð.|‹>€9ÍWuSŒŠ‰ŠŽz„‹X›wU‡„J“J‡%Œ†uw/x}‡%yԍ

À

xU„JwU‹ŒJš ‡%uŒŠ˜/u‡%v¥wU‡„Wœ.˜U„†‡%y}zx/y}z‡%y|

éDêëìIìí,îëïëBðñ$òìVóTô1ïëBô%õö ÷ì ïøì ðë÷ùìõ]ëð2úõëñ$ò<úû1üìëBñ$ò]÷ìï\û1ìLðñ$ò/ýô%úöúìõPóTô%ïëô1õöAþ

ÿ

÷ìïì òüìï

ð*õ÷ì ïõWû1üìëBñ$ò

þ

ÿ

ê ô%í,ë3úT÷ô1ð 6ëBð2ú1û*ïô1í,í•í±ë3úÂ÷ì ï !1ïí7ô%ü#"1ìï$

úì ë3üùõû%$êVëñ$ò<úì&"1ì ïû*ü3ì ëñ$ò('ô1ï*)ëï÷.íù'ðð ÷ëì,+(-ô1üô]ô%ù/.8÷ìï0"1ìïúë#-ô%üìõ21Vñ$òð2ì,ðPû1ì3) ýô%òü3ú4)Gìï$÷ì õ5

÷ô1ðð÷ëì6+Eùí,í,ìJ÷ìï*7Âï÷ù8-<úì0"91õ;:Gô1ü<-*ìõò^ý1òì í7ô%ü5:\ô%ü#-1ì õ'ïì ë"úìVû*ü3ì ëñ$ò=>)ë3ï$÷

?0@BA/C3DFEG@BHJILKM@/N(O5A/PQPRO5K@TSUWVX@ZY\[5Y

S

]^_]

H`&O5@ZY*a&b/Y\cJA/dMe8@ZYQEG@BKd

]

H`

^ S]

YRO5KM@6f KM@BdM`/Y

S

b8P\PG@0PQ@BdMVgPGEhPQKH5HLi

dMb8P6KPQEZNLOgA2O5KM@=jgk*lGAme8@ZY3PQC3DgKM@BO@BH@,n*YQopA(YQE

]

H`8PGo>@ZYQEG@,D5A(VX@BHq

V nKH5@&o>@BKMEG@ZYQ@srsA(Y3PGEG@Bdd

]

H5`8PQA(YQEZNtOgA/P0uwvgx(y{zX|}~tx9€%~L_|‚hƒ…„g†‡\ˆ z5„Xx9zgy‰yŠbtO@ZY6O@ZYpƒ…vgx(y{zg|

‹

|vg€8NVX@ZY

]

DFE0A

]^

O@BcŒ@ZYQ`8d@BKC3DŽO@ZYW

]

A/HFEQKdM@,O@ZYp@Bc[gKMY3KPQCD@BH2Œ@ZYQEG@BKd

]

H`mO@ZY&‘&@BPQKO

]

@BH

]

H5OTO@ZYW

]

A/HFEQKdM@,O@ZY&aWb/Y\c2A/dMe8@ZY\EG@BKd

]

H`Ž’“IFEQA/D@Bd’•”(–/–8”8—3NR˜/˜(qš™8—3q

Quantile der Standardnormalverteilung

Geordnete Residuen

-2 -1 0 1 2

-0.3 -0.2 -0.1 0.0 0.1 0.2 0.3

› V5VgKdO

]

H`œqš™FqžC(Ÿa&b/Y3c2A/d [gdMb/E6O5@ZY&‘6@BPQKO

]

@BH

^ S]

Y6O5A/P6?0@BKPG[gK@BdO5@ZYsIF[5YQ@BH5`

]

H`/@BH q

C ¡¢c¤£m~F†

‹

~F|h¥h~txJ¦

‹

x~Fƒ…„X‚hƒ§„X~Fƒw¨Z@BKM`/E4PGb9o>b8D5dgO5A/P*©sKPGEGb/`/Y\A/c2cª’e8@ZYQ`8dM@BKC3D@6«RKM`

]

Y*œqš™FqžA¬—

A/dP>A

]

CD­O5A/P>aWb/Y\c2A/dMe¬@ZYQEG@BKd

]

H5`8P®ir,KA(`/Y\A/c2cª’_«hK`

]

Y4œqš™FqžC%—3NXO5A/PQP>O5KM@srsA(EG@BHŽ`/@BH

S

A/D@ZYQEpHb/YGi

c2A/dMe8@ZY\EG@BKdME,PG@BKH°¯

S

b8H5HFEG@BH qnP

^ S

A/ddMEA/dd@ZY\O5KH`8PW@BKH°e8@ZY3O

S

A/C3DFEQKM`=@±LEGYQ@Bc@ZY³²´@ZY\E³A

]^

N @BKH´PGb

`/@BH5A/H5HFEG@ZYµ=‚…†Bx~F†B†%~txtN/O@BH³oWKMY…V@ZYQ@BKMEQPhKc·¶

]

¯8@Z¸¬i

›

H5PQCb8c;V@ir,KA(`/Y\A/c2c¹`/@BPG@BD@BHD5A(V@BH q

O nKHT©sKPGEGb/`/Y3A/c2c¯(A/H5HTH5KM@º[@ZY

^

@Z¯tE6c2KEp@BKH@ZY6r,KCDtEG@Z¯

]

YQe¬@

S]

V@ZYQ@BKHgPGEQKc2c@BHqtr,KM@©

S

A

]L»

`(i

¯8@BKMEQPGe¬@ZYQEG@BKd

]

H5`JO@ZY‘6@BP\KO

]

@BHwo&KMY\Ow¨

]^GS

A/ddKM`=Kc2c@ZY,o&K@BO@ZYºA/H5O@ZY\PºD@ZY3A

]

PG¯8b8c2c2@BH NXA

]

CD

o>@BH5H¼?0@Zb/VgA/C3DFE

]

H5`/@BH½`/@BH5A

]

H5A/C3D¾O@BcÀ¿wbtO@Bdd6@ZYQ¨Z@

]

`/EJo>@ZY\O5@BHÂÁÂVX@BKPG[gKM@BdPQo0@BKPG@

S

]

V@ZY

f

]^

A/ddPG¨BA/DgdM@BH q(²´@BdCD@

›

VLo>@BKC3D

]

H5`/@BH¯

S

b8H5H@BH=HbFC3D=A/dP0Ã3Y\@BKH2¨

]^ S

A/ddK`(ÄR`/@BdEG@BHXÅ,¿ÆA/HJ¯(A/H5H

O5KM@BPG@«Y3A(`/@

^

b/Y\c2A/dc2KME,@BKH5@BcÇPGEQA(EQKPGEQKP\C3D@BH´¶…@BPGEºV@BA/HFEo>b/YQEG@BH q r,KM@BP

^ S]

DY\Es¨

]

O5@BH{µŽƒ ‡

‹

zg†B†%‚hƒ§„X†Z€%~F†Z€%†JÈɬÊBÊ%Ë(ÌÍÎ3κÊGϧÐÑRÑÍÎÑÎÒqFÓ/@BO5@ZY4O5KM@BPQ@ZY¶§@BPQEQP*[5Y

S

]5^

E@BKH5@pVX@BPGEQKc2c;EG@ › Y\E*e8b8H

› VLo>@BKCD

]

H`/@BH q8²ÔKMY6`/@BD5@BH D5KM@ZY6H5KC3DFE>H

S

A/D@ZY&A

]^

O5KM@BPG@¿w@ZEQDbFO@BH @BKHq

rs@ZYpŒb/YQEG@BKd@BKH@ZY>`/Y\A

»

P\C3D@BHŽr,A(Y\PGEG@Bdd

]

H`VX@BPGEG@BDFE>`/@ZY\A/O@ºO5A(Y3KH NtOgA/PQPpO5A/P › ]

`/@,A

]

C3DT?0@i

PGb8H5O@ZY3D@BKMEG@BH¼@BHFEQO@BC3¯tEZN0A/H¾O5K@Õc2A/HÖe8b/Y\D@ZYJHgKC3DFE`/@BO5A/CDFE­D5A(EZq0r,KM@wn4HtEQP\C3D@BKO

]

H`NRb/V

@BKH=©WKPQEGb/`/Y\A/c2c à H ] Y¨

]^ S

A/ddKM`/Äe¬b8H­O@ZYpKO5@BA/dM@BH2Œ@ZYQEG@BKd

]

H`;A(VFo>@BKCDFE*btO5@ZY>HgKC3DFEZN8VgY\A

]

CDtE

S

U&V

]

H`mÁ

]

H5OwO5KM@BPG@¯A/H5Hwc2A/HÆPQKCD e8@ZY\P\C3D5A× @BH NKH5O@BcØcJA/HwO

]

Y\C3D°ILKc

]

dA(EQKb8H°’e¬@ZYQ`8dM@BKÙi

C3D5@­œqš”Fql3—c2KMEmO@BcÚA/H`/@Z[gA/PQPGEG@BHÛ¿wbtO@Bdd0Kc2c@ZYmH@ @ŽrsA(EG@BHgP A(EG¨Z@T@ZYQ¨Z@ `/EZqIFb°PQKH5O‰O5KM@

î ï%ð_ñ´òhóðôFõ%ö9ôF÷ùø6úBû\üý5þúBÿsüû ú2üÿRü8þ žý_ü,þ5ÿ5ý ýgüMú !"8ú# GúBü$!þ5ÿ8û

%

ü&' ú³üÿ(hü$8þ )žý*_üü*úBÿQû+/ÿgýúBÿ,

−0.4 −0.2 0.0 0.2 0.4

0 5 10 15 Häufigkeit

−0.4 −0.2 0.0 0.2 0.4

0 2 4 6 8 10 14

−0.4 −0.2 0.0 0.2 0.4

0 2 4 6 8 10 12

−0.4 −0.2 0.0 0.2 0.4

0 2 4 6 8 10 14

Residuen

Häufigkeit

−0.4 −0.2 0.0 0.2 0.4

0 5 10 15

Residuen

−0.4 −0.2 0.0 0.2 0.4

0 5 10 15

Residuen

-/..

ü$!ý5þ5ÿ*žý0_ü12/süû 2ú"38ÿ ø&úBûQüý5þ5úBÿ4/þ5ûÕî½û\ü$mþ!üMú# +GúBÿ45,6'7ZúBÿ8"38ÿ:9(

; ú# +GúBÿwü&=<4úBüû>güMú?! ýú# @5> QúBÿ8þ5ÿ/úBÿ

−2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

−0.3 −0.2 −0.1 0.0 0.1 0.2 empir. Quantile

−2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

−0.3 −0.2 −0.1 0.0 0.1 0.2 0.3

−2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

−0.2 −0.1 0.0 0.1 0.2

−2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

−0.2 −0.1 0.0 0.1 0.2 0.3

theoret. Quantile

empir. Quantile

−2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0

−0.4 −0.2 0.0 0.2

theoret. Quantile −0.4 −0.2 0.0 0.2 −2.0 −1.5 −1.0 −0.5 0.0 0.5 1.0 1.5 2.0 theoret. Quantile

-/..

ü$!ý5þ5ÿ/žýA_üü12CB,þ/ÿQü$!DEB,þF/ÿGQü&!D % ü$' úH"I8ÿ2ø6úBûQüý5þúBÿJ/þ5ûî,ûQü&;þF!üMú# +GúBÿK5,6'L

7ZúBÿM"38ÿN9O ; ú# +GúBÿwü$P<0úBüû>XüMú?! ýú# 5> QúBÿ8þ5ÿ/úBÿ

6þ7?!ü$QR=üû4úBûS/þQRUT/ÿ!$V7Bþ XWsÿGú# \ûQþQYRLþ5ÿýú# S7BþZ6!$!ü/úBÿ[\' \ü$'Qü8ÿŽýú# ^]_!6'Qþgÿ/úBÿ

üÿ`abJ"3 +7Bþ/ú?R5úBÿÂþ5ÿgý4c,de1f¼ûQü&;þF!üMú# +Gú !"¬ú# +GúBü$!þ5ÿ8ûL % ü$' ú 6þ . ú# \úBüÿ/ÿ5ýú#

týú# sýúBÿ ý' /þgû>ú# 2üGú?!GúBÿ(g?5 \úBþ5û QúBüZúBÿhi7Bþ(7ZúBü$QYR5ÿúBÿ,

‚ ƒX‚?„…„‚?†‚?‡KƒX‚#ˆ‰ Š‹YŒˆ+‡Ž‚?‡ŒFŠ'y‚?‡K„‰?‘'/„‚S‚?„$‡Ž3Š‡Ž3†\Š‡Ž‚?…‚?ˆ‚#ˆ#‘G‚?„$‡JS‚?‡„Ž_Ž‚?†+‹YŒ’’K‚?“ˆ#”

•

„$‰\S–3“$“‚?‡—+ŠC…„‚)˜™šœ›™ž Ÿ ¡£¢¥¤A¦§™š¨©¡§ª«FŸ Ÿ¬?ª­™®£Ÿ™Gš°¯^±C²y‚#‰ ³‰'²´‚?‡,‘'ŒŠ'y‚?‡°Š'y‚#‰S…„‚^µ/‚?†+„D¶

…‚?‡¸·

±

¹‚?‡

²ˆº#ˆ#‘‡……FŠ†©„$†ˆi‡„$‹YŒGˆH…Š† †‚?“¹‚”I»_Š†i„$†+ˆ\’„ˆ©¼@„$“´‚)½3–3‡¾¿Š'ˆ‰ „DÀŠ“Ž‚#‰Š‡„$‹YŒˆ

†+‹YŒG„‚#‰ „ŽÁº?M‡ˆ‚#‰ †+‹YŒ‚?‡,‘/„‚ÃÂ@‡ŒŠ‡ŽKĔÅÂƺ#‚?„Žˆ#”y¼„‚#‰…„‚ÃÇ\‰+Ž‚#y‡„$†+†‚È

´ÊɊ“$“$†¥…„‚Hɂ?Œ“‚#‰§‡–‰ ’Š“½I‚#‰+ˆ‚?„$“ˆ¹†+„$‡…,‘ˆ–/† „$‡…@‚?†U…„‚Hµ/‚?†+„$…‚?‡_½I–3‡_‚?„$‡‚#‰U̓‚?„&‡†ˆ‚˶EÍ_Š…‰ Š'ˆ‚˶

Î

‹YŒ¥²Š'ˆº?‡Ž¸‚#¹‚?‡´Š“&“$†#”ÏÂ/¹‚#‰†+„‚(ŒŠ'¹‚?‡Ð‡„$‹YŒˆV…F„‚OŽ3“‚?„$‹YŒ‚°›€®¥™ÑFš€™I›€ž1¬Ò€®§™˜«š€ž«F¢§Ó‘\Š‹YŒ

S‚?‡‡A…F„‚Vɂ?Œ“‚#‰Ã…„‚?†@‚#‰+´“$“‚?‡UÔ£½'Š'‰œÕ ·² ±Ö Œ ²Š‡Žˆ@½I–3‡Ø×ÙUÚ1Û­Ü

±ÞÝ Ù¥Úàß+Ü

±áÝ#â#â#â+ã

Š'¥äHåæH‚#‰ /„‰+‰+ˆ

Î

„‚J…„‚

ƒX‚#ˆ‰ Š‹Œˆ+‡Ž¸…‚#‰Væ\Š'‰„$Š‡º*çËèé¹çËêOµ/‚?†+„$…F’†ëíì‚?…‚?†¸·@±„$†ˆ—+Š¸‚?„$‡‚Mî Š“$“$†½'Š'‰ „$Š'y“‚‘¥…„‚

‚?„$‡‚È+Œ‚#–‰ ‚#ˆ+„$†+‹YŒ‚Ãæ\Š'‰ „$Š‡ºŒFŠ'ˆSð퇄$‹YŒˆiº?ñ½3‚#‰+S‚?‹YŒ†‚?“$‡í’„ˆ^…‚#‰/‚?’K³F„‰ „&†+‹Œ‚?‡æ\Š'‰ „&Š‡º‘F…„‚

‚?†^„$’’‚#‰^‡‰)´ ²‰)‚?„&‡‚

Î

ˆ+„$‹YŒ³‰+–¹‚Ž3„$ˆ#‘Œ„‚#‰^Š“$†+–K´ ²‰^Š“&“‚µ^‚?†+„&…‚?‡íº?†+Š’’‚?‡,”óòXÇ©†^„&†ˆ

½'Š'‰œÕ ·@±

Ö©ô

åLõ)ö`÷K±D±uòø

ß â

»_„‚Vù@‰œ²–3† †‚M÷K±D±@„&†ˆ)‚?„$‡‚CÉF‡úˆ+„–3‡MŠ“$“‚#‰JÙ ÚûYÜ

± ” Î

„‚Œ‚?„$†+†ˆ)‚?‡Ž3“&„$†+‹YŒMŸ1™Güy™š€«¤F™y‘F)Š†^„‰^’„ˆ

ý

™þ\™Ÿ1«Fš€ÿ ²y‚#‰†‚#ˆº#‚?‡(S–3“$“‚?‡,‘‡…O„‰ …í–´1ˆ^Š“&†

±@‡–ˆ+„‚#‰+ˆ#”

Ž »_„‚¼/‚#¹‚?“$Š'‰ ’K¶

•

‚#‰+ˆ‚ÁŒŠ'¹‚?‡(‚?„$‡F„Ž‚ʇ†+‹YŒŠ“$„$‹YŒ‚@ƒi‚?…‚?ˆ+‡Ž‚?‡,È

•

‚?‡‡Á’Š‡‚?„$‡‚?‡

•

‚#‰+ˆy±§’±§½3‚#‰œ²Š‡…‚#‰ ˆ#‘?…Š‡‡’„&†+†ˆS÷K±D± ±§…„‚HæH‚#‰œ²Š‡…‚#‰ ‡Ž

…‚?†@º?Ž‚?Œ¥²–‰„Ž‚?‡AŠ‡Ž‚#³FŠ†+†ˆ‚?‡

•

‚#‰+ˆ‚?†±?”

•

‚?‡F‡ ÷K±D±ÃŠ“$†–°Ž‰+–3†+†_„$†ˆ#‘ï…Š‡‡Yº#/„$‡Žˆ

…„‚ˈ‚@ƒX‚#–FŠ‹YŒˆ+‡Ž…„$‚^µ^‚#Ž‰+‚?†+† „–3‡†L¶ÉF‡úGˆ+„$–3‡,‘3†+„$‹YŒKŠ‡†+„$‚^†ˆ+Š'‰+úKŠ‡º?³FŠ† †‚?‡Ë”

Î

„‚

ŒŠ'ˆ^‚?„&‡‚IŽ‰+–3† †‚

ý

™þ\™Ÿ°žšU¡£¢¥¤\ðO…ŠŒ‚#‰^…‚#‰@Š’K‚”

»_Š†^’Š‹YŒˆXŠ‹YŒ(…Š†SÇ\‰ Ž‚#F‡„$† ²¹‚#‰)…„‚@æ\Š'‰ „$Š‡º#‚?‡Š“$„ˆ+Š'ˆ+„$½K³F“$Š†+„$y‚?“uÈ

•

‚?‡‡M…„‚

ˈ‚^ƒX‚#–FŠ‹Œˆ+‡Ž@…„$‚Xµ/‚#Ž‰+‚?†+†+„–3‡´‡úGˆ+„–3‡Á†ˆ+Š'‰+úVŠ‡V† „$‹ŒÁº?„‚?Œˆ#‘€/„‰ …V…„‚XÂ/S‚?„$‹YŒF‡Ž

·@±/ˆ‚?‡…‚?‡º?„‚?“$“¹Ž‚#‰ „$‡Ž‚#‰?‘Š“$†–…„$‚@æ\Š'‰„$Š‡ºÃ½3–3‡N·@±/ú“‚?„$‡‚#‰”

¼‚#y‚?“³y‡úˆ‚^„$‡…‚#‰©Œ† „úÁ†+„&‡…K†–3“$‹YŒ‚‘3…„‚/X‚?„$ˆH½3–3’ »@‰+‚?Œ³y‡úˆ£‚?‡ˆ´‚#‰ ‡ˆ\†+„$‡…U”! L‡

‡†+‚#‰+‚?’ÆîïF†+Š’’K‚?‡ŒFŠ‡Ž^Œ‚?„$†+†+ˆ¥…Š†#‘€…Š†+†£†+„‚©„$‡CŽ‚#/„$†+†+‚?’

Î

„$‡F‡‚HS‚?„ˆU½3–3’"IŽ‰ –3†+†‚?‡

¼@Š´1‚?‡)…‚#‰©‡úGˆ‚_S‚#Ž†+„$‡F…,‘G)Š†^…F„‚Ù϶sæ\Š'‰ „&Š'F“‚?‡(¹‚#ˆ‰ „$#ïˆ#”

%'&)(+*-,/.+.102(4365798

:<;

5=(+*1*>(43<7@?BADC<*EF*HG

;

*I0202(4J3GBK+*H($ADCMLONQPSRT6UL@V6.W VTYXQPBZ<Z\[]4^`_Ba=?BK+02J*>(43<**H(+3=7@?ADC<*

b :

3\cd9(4J3e5=*I0gf

:

?5

;

(+*

;

d2*>3hji\0Yd9?B3\5=*>0gkBJlmZ<ADC!no*

;9p<:

3\cd Vjq!rs3e5=*

; l : K4d2(

p

K4*>3eEF*>G

;

*>090Y(+JB302(43\5e0Y(+*

*H(+3<*t*Hi*H3\02J/*H(+3=7@?BADC\*

b :

3<c!d2(+JB3u5=*

;

0YJ/G*H3\?B3<3!d2*H3v'?BC\?wK$?w3<Ji<($0Oxs&)($0Yd9?w3\yBq

»_„‚(“‚#½3‚#‰ Š'Ž‚?†“$„‚#Ž‚?‡ º#/„$†+‹YŒ‚?‡

k

‡… õ'”F LŒ‰K¾A„ˆˆ‚?“$X‚#‰ ˆV’J†+†J„$’’K‚#‰JŽ3“‚?„$‹YŒ{z}|~

†‚?„$‡U”

Œ »_Š’„ˆ…„$‚Mµ^‚?†+„$…F‚?‡ /„‰+ú“$„$‹YŒ*…F„‚(Ž3“‚?„$‹YŒ‚(æH‚#‰+ˆ‚?„$“&‡Ž ŒŠ'¹‚?‡,‘©’J†+†K’Š‡ †+„‚ñŠ“$†+–†ˆ+Š‡¶

…Š'‰ …„&†+„‚#‰+‚?‡,ä¹¾AŠ‡*†–3“$“HŠ“$†+–(´ ²‰…F„‚

²



¹‚#‰+³‰²´‡Ží…‚#‰CæH‚#‰+ˆ‚?„$“$‡ŽO…F„‚K¬#›«F¢§¦§«Fšœ¦Ïž¬ž™Gšœ›™¢

€

™¬ž¦Ï¡¥™¢ 

·± ô ·@±\‚„ƒ!ø)… õ)ö÷K±D±‡†

½3‚#‰+S‚?‡…‚?‡U”I»_Š†)ùӂ?„$‹YŒ‚/Ž3„$“$ˆ©´ ²‰i…Š†

Î

ˆ‰ ‚?‡Ž3†L¶»_„$Š'Ž‰Š’’(‘I…Š†Xº#‚?„Ž‚?‡O†–3“&“u‘I–(…„‚/æ\Š'‰ „D¶

Š‡º#‚?‡¸…‚#‰Ãɂ?Œ“‚#‰_Ž3“‚?„&‹Œ¿†‚?„$‡Aúﲖ3‡F‡‚?‡,‘¹SŠ†@¹‚?…‚?ˆ‚#ˆ#‘,…Š†+†_…„$‚Cæ\Š'‰ „$Š‡º#‚?‡ …‚#‰CêQˆO‰'鋊<‰=ŒDŠ'臍

êèsçQŒQˆçË鸵^‚?†+„&…‚?‡íŽ3“‚?„$‹YŒ(†+„$‡…U”

¾ñ‚?„&†ˆ‚?‡†S„$†ˆXŠ“$“‚#‰ …„&‡Ž3†\…‚#‰



‡Gˆ‚#‰†+‹ŒF„‚?……‚#‰Xæ\Š'‰ „$Š‡º#‚?‡`½'Š'‰œÕ · ±uÖ ú“$‚?„$‡,‘I†–K…Š† †i’Š‡OŠ‹YŒ

‡†ˆ+Š‡F…Š'‰ …„$† „‚#‰+ˆ‚(µ^‚?†+„&…‚?‡ ´ ²‰O…„‚?†‚¿Â‡FŠ“Ž†+‚A½3‚#‰ X‚?‡F…‚?‡Ðú'Š‡‡,”

•

‚?†+‚?‡Gˆ+“&„$‹Œ /„‰… …„‚



‡ˆ‚#‰ † ‹Œ‚?„&…‡ŽV„$‡(…‚#‰^Ž‚#/„&‹Œˆ‚#ˆ‚?‡(µ^‚#Ž‰ ‚?†+†+„–3‡,‘† „‚?Œ‚_Ĕ4G”

«-¬O« ­¯®H°)±³²µ´¶

·¸•¸

°º¹•´¼»½

¸•¾w·

´À¿Á®³°j´¼°1½ÃÂ

Ä ÅµÄ=ÆIǞÈÉwÊÌËÍÉSÎÍÏSÎÐÉwÑÓÒюÔ=ÉMÕ£Ñ@ÄÖÔ<Ò×<ØÍÉQÙOÚDҞØÍÎÍÛHܞÊ'ÉwÒ6ÎÍÉÝÉwÑÓҞÔ=ÉSÞHßܞǞ۳ÎØHÑÓҞȼàtá¼ß×<ҞÒÉwÒmâюÛȞÑÓÉÉSÛ>ØÍÎÍÉwÒ

ãä

ÒÈÛ³×<ÊuÉåܞҞÈæǞÉSÛHÄÖçюÉwÒè•ÉwØÍçžÛ³ÉwÆIÇÉwÒ¼é=Õ/ÄÖÏwÜ'Ô=ÉwÇÉwÒ'âюÛFÈÉwÒuܞÊuÔ=ÉSá\ÉwÇÛ³ÎÍÉwÒêMÉSÔeë\×<ÒÉwÑÓÒÉSÛ

è‹ÉSáÖÄ=ҞÒÎÍÉwÒÐìÛHÄ=ҞáÇÉwÑÓÎ1ÏwܧÈÉwÒ¯ÉwÒγØÍçžÛ³ÉwÆIÇÉwҞÈÉwÒ ãä

ÊuçžÎÍ×<Ê'ÉwÒ¼é

Ú9Êîí1ÉwÑ@ØÍçюÉwïžÈžÉSÛ

ã

çžÛ³ÉwҞÔ<ܞÒÔ=ÉwÒuâܞÛHÈÉåÄ=ÜÞñð£ÛHܞÒÈuë<×<Ò'Ô=Û>Ä!ò‹Ø³ÆIÇÉwÒ'Õ/ÄÖÛHØÍÎÍÉwïÓï@ܞÒÔ=ÉwÒ'ܞÒÈγÇÉS×ÖÙ

Û³ÉSγÑÓسÆIÇÉwÒ

ß

ó

è•ÉSÛHïŽÉSÔ<ܞÒÔ=ÉwÒôȞюÉõ}ÑÓÉwïŽÔ=Ûß×<سØÍÉ-öI÷)ÛHسÆIÇoßÜÎÍÎÍÉSÛHÜÒÔ=øïÓ×=Ô<ÄÖÛHюγǞÊ'ÑÓÉSÛ³ÎSéêùÑÓÉúâßÜÛHȞÉwÒÐȞюÉ

è‹ÉwØÍçÛ³×6ÆIÇÉwÒÉwÒûÔ=ÛHÄ!ò‹ØHÆ>ÇÉwÒüÕ/ÄÖÛHØÍÎÍÉwï@ïÓܞÒÔ=ÉwÒûÄ=ܞسØÍÉwǞÉwÒ¼àgâtÉwҞÒûȞюÉÐõ}юÉwïÓÔ=Ûß×<سØÍÉҞÑÓÆIÇ6ÎeÎÍÛHÄ=ҞØÍއ×=ÛÍÙ

Ê'юÉSÛ³Îåât×=ÛHÈÉwÒ¯âßÄÖÛ³Éýúþ`юÔ<ܞÛåÿéÿéÄ'ÏSÉwюÔ=ÎÉwØ

−1 0 1 2 3 4 5 6

−2 0 2 4

Tukey−Anscombe Plot

angepasste Werte

Residuen

−10 1 2 3 4 5 6

0.00.51.01.52.0

Streuungs−Diagramm

angepasste Werte

Wurzel(|standard. Residuen|)

standardisierte Residuen

standardisierte Residuen

Häufigkeit

−2−1 0 1 2 3 4

0246810

−2.0 −1.0 0.0 0.5 1.0 1.5 2.0

−2−10123

QQ−Diagramm

theoretische Quantile

standardisierte Residuen

èžè‹ÑÓïÓÈžÜžÒžÔ ÿéÿéÄ/ægܞá<É ä Ù

ҞسÆQ×<Êè•ÉQÙYÕ/ÑÓÄÖÔ=ÛHÄ=Ê'Ê Ê ÑŽÎ

ã

ÎÍÛ³ÉwܞÜÒÔ<ØDÙYÕ/ÑÓÄÖÔ=ÛHÄ=Ê'Ê ÜžÒžÈ£ÑÓØÍÎÍ×ÖÙ

Ô=ÛHÄ=Ê'Ê ÜҞȯÅ×=ÛHÊ Ä=ïŽë<ÉSÛ³ÎÍÉwÑÓï@ܞÒÔ<ØDÙYÕ/ÑÓÄÖÔ=ÛHÄ=Ê Ê ÈžÉSÛØÍγÄ=ҞȞÄÖÛHÈÑÓسюÉSÛ³ÎÍÉwÒÉwسÑÓȞÜÉwÒ

è Ê Ä=ÜÔ=ÉwÒÞÍßÄ=ïÓïÓюÔ<ØÍÎÍÉwÒ¯ÑÓسÎȞÄ=Ø ÜžØÍÎÍÉSÛÑÓÊæoÜá<É ä Ù

ҞسÆQ×<Êè‹ÉQÙYÕ/ÑÓÄÖÔ=Û>Ä=Ê'ʞ÷)ØÏSÉwюÔ=ÎسÑÓÆIÇ

ÉwÑÓÒÉҞÄ=ÆIÇ×=è•ÉwÒÔ=ÉSáÛÖßܞÊ'ÊÎÍÉ-ð/ïYßÄÖÎÍγÜÒÔà

ÉwÑÓÒÉҞÄ=ÆIÇÛ³ÉwÆIÇγØtÎÍÛHÑÓÆIÇÎÍÉSÛ³ÞDß×=Û>Ê'юÔeÏwÜÒÉwǞÊuÉwҞȞÉ

ã

ÎÍÛ³ÉwܞܞÒÔà

ÑÓÊ Û³ÉwÆIÇÎÍÉw҄ægÉwÑÓï`ÉwÑÓÒÉ'سÆIǞюÉSއÉFÉSÛ³ÎÍÉwÑÓï@ܞÒÔÈÉSÛÉwسÑÓȞÜÉwÒèÑÓØÄ=ÜÞÉwÑÓÒÉwÒ

ܞØÍÛHÉwÑÓسØÍÉSÛ

ҞÄ=ÆIÇܞÒÎÍÉwÒ¼é

9;:=<?>A@2B$C*CD:FE0GIHKJL#MNE@.MOPORQSL&@.TUT*L#BWVXC*:*MY*OPBZTFB[@\<?>A@.B$C*C*:FE]EB[EB$:^@2B$_1Y?>2GB[`(B$:*abMc#cdGe?cdMN@$f6<L&B

Q=gCF@.T*BS:Fhi_1Yje?cdMN@2B[@$klQmB$:*:jn`?QmB$L#_1YC*:FEB$:=o0h0:jTFB[@SpcKgMN>A>2CD:FE0GAeCF@2o0BSLdOqrCFe0B[siHKn:DG2_th0O^`(BtH

JL#MNE@.MOPOuG2>2MN>A>TFB[@vSB$G2L#T*CFB$:TFB$GxwbabMc#G._yYFB$:{z}|hiT*B$c#c#G]o0B[@.Q~B$:DTFB[>mQ gCF@.TFB$:f

JL&BW€B[@.>AB$L#c#C*:FETFB[@GA>2M:*TDMN@.T*L#G2L#B[@2>AB$:‚vB$G.L#T*CFB$:ƒ[B$L&E>B[`(B$:*abMc#cdGB$L#:FB~EB[QSL#G.GAB]<F_yY*L#B[a4Bf…„†B$:*:

OPM:T*L&BSG.L#O=C*c#L&B[@2>AB$:‡mL#cdTFB[@~MCDGWTFB$Oˆc&B[>Aƒ[>AB$:n`DG2_1Y*:*L&>A>WM:*G2L&B$Y?>wb‰Ff‹Š?fŒT(zykF`(c&B$L&`*>ZMc#c#B[@.T*L#:FE0G

C*:Fec#MN@$k?h`B$L#:*BG2h0c#_yY*B‚nS`QmB$L#_1Y?CD:FEMC*_1Yƒ$CFaAgMc#c#L&E^ƒ$C*GA>2M:DTFBUe0h0OPOB$:egh0:*:?>ABf

_ JL&B,T*@2B$L*B[@2Q^gMY*:?>AB$:j<?sOŽ*>Ah0OB`DL#c#T*B$:B$L#:{’‘”“”•6–(—˜kiTDMG~:DM_yY™B$L#:FB[@]š~•…›D‘”œ$ž–D•N—Ÿ›F 6¡4–{‘

¢

£¥¤§¦X¨©£ª

TFB[@}VXL&B$c&E@6gh0G2GAB~@.CFab>[k6C*:DTƒ[Q]MN@OPL&>rB$L#:FB[@«*C*:*ei>2L&h0:¬¦ZkT*L&B~B$L#:FB~Ž(h0G2L#>2L&o0Bm<F_yY*L#B[a4B~o0B[@2ec&B$L#:FB[@.>[f

9;O­o0h@yc#L&B[EB$:*TFB$:‡~B$L#GAŽDL&B$crL#GA>,T*L&B=®Wgh0G2CD:FEjG._yYFh0:`{B[e6M:*:?>[¯{„†B$:*:†T*L&BVXL&B$c&E@6gh0G2GABxc#hE0MN@.L&>2YH

OPL&B[@2>mQSL#@.TkŽDMG2GA>TDMG|h?TFB$c#cX@2B$_1Y?>]E0CF>[kFQSL&BUQL&@m`(B[@2B$L#>2G]QSL#G2G2B$:f

JL&BŸ®hE0MN@yL&>2Y*O=C*GAa©C*:Fe?>2L&h0:°L#GA>Mc#c#B[@.T*L#:FE0G:CF@B$L#:*BŸC*:?>AB[@¬oL&B$c&B$:kT*L#B8T*L&B±<_1Y*L&B[abB†B$L#:FB[@

€B[@2>AB$L#c#CD:FE@2B$TDCFƒ$L&B[@2B$:²rMc#c&BOh0:Fh>Ah0:³ƒ$C*:*B$Y*OB$:*TFB$:k’:*M_1Y´CD:i>AB$:±EB[e?@NgC*OPO^>AB$:¥µ!¶·N¸F¶N¹º

»N¼

¸½x«*C*:*ei>2L&h0:*B$:e0h0OPOB$:Y*L&B[@L#:¬«*@.MNEBf{¾WL#:FBUQmB$L&>AB[@2BkFhab>SolB[@2QmB$:*TFB[>ABU«*C*:Fe?>2L&h0:¬LdGA>ST*L&B

w¿C*MTF@yMN>IH;zWÀÂÁ”•6Ã0Ä?Şk{T*L&BQmB$:*L&EB[@GA>2MN@2ejQSL&@.ei>[f

ncdGPq’@yM:*GAabh@.OPMN>2L&h0:FB$:˜TFB[@jVXL&B$c#E@…gh0G2GABe0h0OPOPB$:˜L#OÆo0h@yc#L&B[EB$:*TFB$:˜VC*G2MOPOB$:DY*M:FE±Ár—†Ç

È Äɒ•6Êr›*•…ÄPhiTFB[@S—±–(‘”–* Ë–{‘’ÄÌ«*C*:Fe?>2L&h0:FB$:jL#:j«F@.MNEBfF„ÍgCF@.TFB,B$L#:FB«*C*:Fe?>2L&h0:™o0B[@2QmB$:*TFB[>[kT*L&B

ƒ[QmB$LolB[@.G2_1Y*L&B$TFB$:FB$:˜„†B[@2>AB$:TFB[@CF@.G2Ž*@NgC*:FE0cdL#_yY*B$:ÎTFB$:˜E0c#B$L#_yY*B$:˜„†B[@2>¬T*B[@j>A@yM:*GAabh@.OPL&B[@AH

>AB$:°VXL#B$c&E@ gh0G2GABƒ$C?QmB$L#GA>[kT*M:D:ÎQ gCF@.T*B¬T*MOPL&>PT*L#B¬nS@2>™TFB$GPC*:?>AB[@.G2CD_yY?>AB$:ÏVXC*G2MOÌOB$:*Y*M:H

EB$GE@yC*:*T*GËgMN>Aƒ$cdL#_yYÐolB[@…gM:*TFB[@2>[f”J,MG^GAŽ*@.B$:FE>TFB$:±vSMY*OB$:±TFB[@€B[@6gM:*TFB[@.C*:*ETFB$G|hiT*B$c#c#G

ƒ[QmB$_.eG’`{B$G2GAB[@.B[@\¾}@2a.gC*c#c#C*:*E~TFB[@r€h@.MC*G.GAB[>Aƒ$C*:FEB$:fn,c#Gp,@2B$:Fƒ[a©Mc#clG.L#:*T‚«*CD:Fei>2L#h0:FB$:ƒ$CDcKgMG2G2L&EFk

T*L&B=:*L#_1Y?>SGA>A@.L&e?>[kXGAh0:*TFB[@.:Ñ:CF@Ò1G._yY?Q]M_yYFÓSOh0:Fh>Ah0:†G2L#:DTkDa.gCF@T*L&B=Mc#GAhjƒ$C*G2MOPOB$:DY’gM:FEB$:H

TFB$:Î9I:?>AB[@2o6Mcdc&B$:³TFB[@ÌCF@.G2Ž*@NgC*:FE0cdL#_yY*B$:´p,@…gh0G.GABMc#c&B$:*abMc#cdGxTFB[@ÌE0c&B$L#_1YFB>A@.M:*GAabh@.OPL#B[@2>AB„†B[@2>

ƒ$CFEB[QSL&B$G2B$:QSL&@.Tfi„ÔL&@]e0h0OPOPB$:¬MCFa\O ghE0c#L#_1YFBUq’@yM:*GAabh@.OPMN>2L&h0:FB$:jE0c&B$Ld_yYƒ$CF@ gC*_.e{f

T 9;OÖÕ=Ä¡bœ$×r¡bÄœ”Ä?•°Ê”›*œ…¡4œËØ6ɔÄ?‘ÙÕږ(“”đƒ[B$L&E>¬TDMGq”CFelB[slHKn,:*G2_th0O^`{BtHKJ,LdMNE@.MOPOÛw©«\L&E0CF@

‰Ff܉FfŒT(zB$L#:¬M:*Mc&hEB$G,‡mL#c#TQL&BT*MG<?Ž*@2B$:FENHK‡~B$L#G2ŽDL&B$cOPL&>CD:i>A@yM:*GAabh@.OPL&B[@2>AB[@VL&B$c&E@…gh0G2G2B,ÝL#:

C*OEB[e0B$Y*@2>AB[@]vSL#_1Y?>2C*:FExCD:*Tjo?L&B$cXG2_1Y?QxgM_1YFB[@$¯J,L#B‚pUcKgMN>A>2C*:FE=ƒ[B$L&E>]B$L#:*Bc#B$L#_yY?>ABÞU@gC*OÌO^CD:FE

:*M_1YjCD:i>AB$:k?T*L#BU<?>A@.B$C*C*:FE=:*L#OPO^>wba.gCF@^ß

àá

‰z~EB[EB$:¬@2B$_yY?>2Gmc&B$L#_1Y?>WMN`¬C*:DTjTDL&B€B[@.>AB$L#c#C*:FE

TFB[@SvSB$G2L#T*CFB$:L#G2>mMC*arT*L#B‚C*:rgCF`DcdL#_yY*B,<?B$L&>AB‚G2_1Y*L&B[a;f

âL#B[@,Y*Ldc&a4>]B$Ld:FBq”@.M:*GAabh@.OPMN>2L&h0:kDT*L&BxB$L#:FB:FB[E0MN>2L#o0B<F_yY*L#B[a4BU@2B$TDCFƒ$L&B[@2>[kDMcdGAh™B$Ld:FBOPL&>B$L#:FB[@

Oh0:Fh>Ah0:ƒ$CD:FB$Y*OB$:*T*B$:k0¶·N¸

»N¼.ãi¼

¸™«*C*:*ei>2L&h0:f6¾}@2abMY*@.C*:FE,C*:*T=äZ@2h`(L&B[@2B$:^a.gCDYF@2>ABmL#:=T*L&B$GAB$O

«*Mc#cƒ$C

¢

£Ù¤å£xæDf’JMGqrCFe0B[siHKn:*G._th0Ox`{BtHKJL#MNE@.MOPOçƒ[B$L&E>T*M:*M_1YÐe0B$L#:*BPnS`QmB$L#_1Y?CD:FEB$:

o0h0:¬TFB$:|hiT*B$c#c#M:*:*MYDOB$:OB$YF@$fFJL&B‚vSB$G2L#T*CFB$:G.L#:*TjB[>žQ]MGAsOPOB[>A@yL#G2_1Y™olB[@2>AB$L#c&>[f

è^éWêìëWíDîIï$ðlñKò#óËî;ôUï[õ;êìó…ðÐö

÷Ïø8÷ù

êúñKõ”ñKëyû‹õ;ë.ðUðXü

ý

õžþ.ûÿêNêÿëêúñõ”ï

ý

Uð0ê6õ êìë}ë.êÿð0þ.ê]îžê6õžêËëËñKó…ðëyîžð

ë.êÿð0ërë.êÿðòdï0ë0êìërþ

ý

ôêìëyû…òIü

ý

0îKõPï$ð[ïËð0ð…ë.îIñ

ý

lë.ð0ûÿï

ý

ñžê?ë.ûNþ

ý

ôUï0ëyðrëyñlïËûëyêìðlërñžóËû0ë

íDîIï$ðiñò#ó…îžôUï[õ;êìó…ðêìðêìë1ñKëyô! ”ëyêÿñ0êÿë.û?ë.êÿð0ë" ”ëë

ý õ ý

ð#$lï[õ%'&}êÿë.ûÿûìëyê6õ”êúñKõ(êÿë")

ý

ïî;êìëyîKõ;ë* \ï

ý

ô+Düó0ë

ë2õ,\ï-0îžóió…îKõ;êìó…ðlï$û?þ

ý

î. ”ûúï[õžõ0/(üï0ë

B ¾}L#:pcIgC*_yeGAabMcdc!klT*MG2G~Mc#c&Bn`?QmB$L#_1YC*:FEB$:OPL#>WTFB[@~E0c&B$L#_1YFB$:jq’@.M:DGAa4h@yOPMN>2L&h0:P`{B$GAB$L&>2L#E>WQmB[@AH

TFB$:´eXgh0:D:FB$:21’ݱJ,L#B$GAB[@Ìpc;gC*_ye?G2abMc#c}>A@.L&>A>^B[@.GA>2MC*:Dc#L#_1YŸY’gMC43(EB$L#:fmwb„†B$:*:°<L&BjEB[@.:FBŽDY*L#c#hNH

GAhŽDY*L#B[@2B$:kreXgh0:*:*B$:˜<L&BG2L#_1Y´:DM_yYÎTFB$O p@.C*:*T³T*L&B$G2B[@^B$OPŽDL&@.L#G._yYFB$:±¾Z@.G._yYFB$Ld:?CD:FE¬ab@.MNEB$:k

T*L&BMc#c&B[@yT*L#:FE0GxQmh0Y*cme6MCDO65IB¬OPL#>B$L#:FB[@B$OŽDL#@.L#G2_1YFB$:87,:?>AB[@.G2C*_1YC*:FE:9iC*M:?>2L&>2MN>2L#oŸB[@2a©MG2GA>

QSCF@.T*Bfìz

2.5 3.0 3.5 4.0 4.5 5.0 5.5 6.0 6.5 7.0

−4 −3 −2 −1 0 1 2

Fit

Residuen

W$XXZY\[^]_`badcbefcbeg]2hjik_bl#mnpo0W$`Zqsrut#vXjmuo0w+Y^x'aVyzxVv{v}|z~_by]ZxVq€mY^qƒ‚ZY„m[2]my…XZxVqsY^qsr†bm`‡ˆ~t#]bm`

|Š‰Œ‹4Ž‘‹“’€”•Z–‘—˜0™j”š“•b›œ™j–‘‹4–qƒt#[^[kvžxV`PY\`P€mŸƒyzxVr†=Ÿ$ Y„m†m`2¡j_v¢]xVq$XAmqsr†yzY„mXAm`bm¤£=n4`4o

]byst#v¥ _:l=_byY„mysm`j¦§w+Y„m|¨t#[„aVm`Z]bm`ª©*v«‚|m†[^_Z`baVm`¬XAmyz_†bm`P­Y„m]bmy+xV_b|*©*ys|®xV†byz_`baVm`P]bmy

xV`baVm­…xV`]bŸƒm`§£=Ÿsx'ŸsY\qƒŸsY„lA¡uxV_|=¯Q[^xV_qsY„XjY^[^Y„Ÿ ~x'Ÿ¡z©QY^`b|®xVr†Z†bmY„Ÿ°_`] ~xV†`[^Y\r†bm`-±u_`bmu²bx'lpŸƒm`b³ ´+yz_`]4o

[^x'aVm`2e

a W$[\q…` ~_bŸƒ [^Y^r†Smys­"mY^qƒm`‡qsY^r†¬qƒm†by…tV|Ÿ

µ

]Y„m€¶·tVa#x'yzY^Ÿs†v¤_qo0i‘yzxV`qƒ|tVyzvžx'ŸsY„t#`¸| ~_byk¹º™A– »#‹4–A›”•b›œ™j–‘‹4–½¼‘–‘¾ª¿‹p›”=À•ÁZ‹+ˆxV[^qst$|_by~

qƒŸƒmŸsY„aVm¤Ã°_b|®xV[^[^qƒÄ'x'yzY^x'XZ[^mV¡]Y„mˆ`4_by…‚At#qsY„ŸsY„Ä#m-ŽmysŸƒm†x'Xjm`Æl ~t#``m`ÇÂ

µ

]Y„m+ÅÈ_byz m[„ŸƒyzxV`qƒ|tVyzvžx'ŸsY^t#`‡| ~_by+ÉÀ•Zk¾‘•›‹=–8_`]

µ

]Y„m¤qƒt‡aVm`xV``=Ÿƒm«W$yzr_qoÊ£4Y\`=_Zqo0i yxV`qƒ|tVyzvžx'ŸsY„t#`ÌË

ͺÎ

x'yrqsY^`-Ï

Í

|z~_by¸Ð‡–A›‹=œ®‹8Ñ®¯*ystV uo

m`=Ÿƒ xV†[„m`jÒ=ÓÔVÔÕe

w-Y^mqƒm¸i yxV`qƒ|tVyzvžx'ŸsY„t#`bm`S†x'XAm`‡Ä#t#`ÆÖbe=Å×ei‘_blmnÇ]bm`‡Ø-xVv«m`‡Ùk”—›ž•Zœ¾Ú›”•Z–‘—˜™Z”'š8•b›œ^Û

™j–‘—+myz†xV[„Ÿƒm`S_`]S—™j®¨›‹4–˜À¼‘”«—™jŽ' ‹ºÜ¬•b›‹4–ÚœšÝš“‹p”•Z–‘ÁZ‹pދ4– ¾k‹p›§Þ¤‹p”¾k‹=–*¡­"m``Çmq

l#mY^`bm§´-maVm`aVy _`]bm+a#Y„XZŸ€ÂS_`]S ­…x'yxV_r†¬|~ ~_by…mysl4[ ~x'ysm`]bm+ß.x'yzY\x'XZ[„mVe

† Žm``ÈY^`:mY^`bmyˆmY\`b|xVr†bm`ªàmaVyzmqsqsY„t#`½qƒt­"t#†[k]Y„m¤mysl4[ ~x'ysm`]bmß.x'yzY^x'Xj[„m«xV[^qˆxV_r†½]Y„mžÃ°Y„m[o

aVy ~t#qsqƒmá¸t#`b m`=Ÿƒyzx'ŸsY„t#`bm`«qsY\`]2¡|_†ysŸk]ZY„m…àmaVm[b _~

Ë

â Î

[„tVaã0ä#åâ«æ _`]

Ë

ç Î

[^tVabã0ä#åçªæ epW-_q

Ë

â

Î!è‡éÝê

Ë

ëZìZéíì

­Y„yz]“[„tVa ã0ä åâ ìæ

ÎîèÆéÝê

[„tVa ã0ä å

ëjì

æ

éíì _`]

â ì Î ÓÔVï

ëjð

ì

ÓÔVñjòKó

xV[^qƒt{mY\`Pô-™›‹4–‘»#ÁZ‹=—‹p›»S|_by-]Y„md_yzqƒ‚y~ ~_Z`ba#[^Y^r†bm`¬´-y ~t#qsqƒm`ÝяÄ#mysa#[„mY\r†bmõ=e^Ó'eg]jÕeAöZxV[^[^q

ê“Î

Ó

Y^qƒŸ¡jqzY^`]Æ]Y^mdáˆt#`b m`=Ÿƒyzx'ŸsY„t#`m`¬‚ystV‚AtVysŸsY„t#`xV[·XZY^qxV_|kmY\`bm`Pš½¼k¨›œ÷k®œø4•b›œ¨ùj‹4–ú»¼ ˜À•Z®®œ¨Áj‹=–

û ‹4‘‹=”e