6.5 kutner
DESCRIPTION
ejercicios de kutnerTRANSCRIPT
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Resumen
stadísticas de la regresión
Coefciente d 0.97066389Coefciente d 0.94218839R^2 ajustad 0.93255312
Error tíico 2.80307696!"ser#acione 15
$%&'()() *E +$R($%,$Grados de libert a de cuadra io de los cua F lor crítico de
Re-resin 2 1536.64645 768.323224 97.7853777 3.7333E/008Residuos 12 94.2868852 7.85724044
ota 14 1630.93333
Coefcientes Error típico Estadístico t Probabilidad Inerior 95
(ntercecin 37.7172131 3.52560587 10.6980798 1.7193E/007 30.03557784 4.42008197 0.33571762 13.166071 1.7097E/008 3.688616122 4.36680328 0.72892372 5.99075484 6.3056E/005 2.77861493
$nisis de os residuaes Resutados d
!bser"ación ronóstico #$ %esiduos iduos est&ndares Percentil
1 72.8647541 0.1352459 0.05211497 3.33333333
2 64.1311475 /3.13114754 /1.2065405 103 72.8647541 3.1352459 1.20811974 16.66666674 72.9713115 /0.97131148 /0.37428023 23.33333335 81.704918 /1.70491803 /0.65696446 306 72.9713115 /1.97131148 /0.75961516 36.66666677 81.704918 1.29508197 0.49904031 43.33333338 81.8114754 1.18852459 0.45798003 509 90.545082 /1.54508197 /0.59537404 56.6666667
10 81.8114754 4.18852459 1.61398481 63.333333311 90.545082 2.45491803 0.94596566 70
12 90.6516393 /2.65163934 /1.02176925 76.666666713 99.3852459 /4.3852459 /1.6897884 83.333333314 90.6516393 3.34836066 1.2902403 9015 99.3852459 0.6147541 0.23688622 96.6666667
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F
Superior 95nerior 95'(uperior 95'(
45.3988484 30.0355778 45.39884845.15154782 3.68861612 5.151547825.95499162 2.77861493 5.95499162
datos de ro"a"iidad
#$
61
71727376808383868889
939495
100
3 4 5
/5
0
5
4 Gráfco d
Residuos
1.5
/5
0
5
2 G
Residuos
10
20
64
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6 7 8 9 10 11
los residuales
42 2.5 3 3.5 4 4.5
áfco de los residuales
23 4 5 6 7 8 9 10 11
4 Curva de regresión ajustada
Coumn $
ronstico 64
41.5 2 2.5 3 3.5 4 4.5
0
100
200
2 Curva de regresión ajustada
Coumn $
ronstico
2
64
0 20 40 60 800
100
200
Gráfco de probabilidad nor
Muestra percentil
64
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64
100 120
al
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Y1 i1 i2
64 4 2 173 4 4 161 4 2 176 4 4 172 6 2 1
80 6 4 171 6 2 183 6 4 183 8 2 189 8 4 186 8 2 193 8 4 188 10 2 195 10 4 194 10 2 1
100 10 4 1
16 112 48 112 864 336
48 336 160
37.65":;< 4.425
4.375
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4 2 64
4 4 73
4 2 61
4 4 76
6 2 72
6 4 806 2 < 71
6 4 83
8 2 83
8 4 89
8 2 86
8 4 93
10 2 88
10 4 95
10 2 94
10 4 100
1308 1.2375 /0.0875 /0.18759510 :;/1 /0.0875 0.0125 03994 /0.1875 0 0.0625
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i ei #aor eserado <=at1 /0.10 /0.208 64.12 0.15 /0.208 72.853 /3.10 /3.452 64.14 3.15 2.661 72.855 /0.95 /0.629 72.95
6 /1.70 /1.533 81.77 /1.95 /2.052 72.958 1.30 1.533 81.79 1.20 1.066 81.8
10 /1.55 /1.066 90.5511 4.20 4.764 81.812 2.45 2.052 90.5513 /2.65 /2.661 90.6514 /4.40 /4.764 99.415 3.35 3.452 90.65
16 0.60 0.629 99.4
Error Estadísticoarmetro Estimacin Estndar +aor/C!%)$%E 37.65 29>961 125>663 0>00001 4.425 0>30112 146>952 0>00002 4.375 0>673324 649>761 0>0000
64.172.8564.1
72.8572.9581.7
72.9581.781.8
90.5581.8
90.5590.6599.4
90.6599.4
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1 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 1
1 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 1
1 1 1 1 1
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1 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 1
1 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 11 1 1 1 1 1
1 1 1 1 1 1
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1 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 1
1 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 11 1 1 1 1
1 1 1 1 1
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Resumen
stadísticas de la regresión
Coefciente d 0.76472942Coefciente d 0.58481109R^2 ajustad 0.56266768
Error tíico 1.13775763!"ser#acione 80
$%&'()() *E +$R($%,$Grados de libert a de cuadra io de los cua F lor crítico de
Re-resin 4 136.751037 34.1877593 26.4101657 1.1082E/013Residuos 75 97.0869316 1.29449242
ota 79 233.837969
Coefcientes Error típico Estadístico t Probabilidad Inerior 95
(ntercecin 12.3244666 0.59322559 20.7753454 7.6939E/033 11.14270061 /0.14324137 0.0213976 /6.69427203 3.4545E/009 /0.18586758
5.02 0.27039223 0.06441908 4.19739338 7.3387E/005 0.142062840.14 0.55768316 1.08962341 0.51181275 0.61028581 /1.61295799
123000 8.0293E/006 1.3903E/006 5.7750811 1.6421E/007 5.2596E/006
$nisis de os residuaes Resutados d
!bser"ación ronóstico )*' %esiduos iduos est&ndares Percentil1 13.5198529 /1.51985285 /1.37099131 0.6252 11.1649362 /0.66493619 /0.5998092 1.8753 15.13115 /0.13114995 /0.11830451 3.1254 13.695024 0.304976 0.27510522 4.3755 13.6789443 /3.17894435 /2.86758357 5.6256 14.5583977 /0.55839773 /0.50370563 6.8757 16.2984722 0.20152782 0.18178924 8.1258 15.5839505 1.91604946 1.72838255 9.3759 16.3959543 0.10404566 0.09385494 10.625
10 16.9419571 0.05804287 0.05235788 11.87511 16.844212 /0.34421201 /0.31049827 13.12512 15.3002614 0.69973864 0.63120294 14.37513 16.8848793 /0.38487932 /0.34718243 15.62514 17.4338968 /0.20889678 /0.18843644 16.87515 17.8293883 /0.82938826 /0.74815407 18.12516 15.9393388 0.06066124 0.05471979 19.37517 16.4044618 /1.77946182 /1.60517295 20.62518 15.7273729 /1.22737294 /1.10715825 21.875
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19 15.1518575 /0.65185751 /0.58801151 23.12520 16.8523411 /0.35234113 /0.31783118 24.37521 16.204886 0.29511398 0.26620912 25.62522 15.0923385 /0.09233846 /0.08329439 26.87523 14.7805425 0.21945755 0.19796284 28.12524 13.8300625 /0.83006248 /0.74876225 29.375
25 14.6807345 /2.18073446 /1.96714306 30.62526 13.5302315 0.46976847 0.42375713 31.87527 14.3116136 /0.56161355 /0.50660648 33.12528 15.0944131 /1.0944131 /0.98722113 34.37529 15.2009788 /0.20097878 /0.18129397 35.62530 14.9102366 /1.16023659 /1.04659755 36.87531 15.8326978 /0.20769785 /0.18735494 38.12532 16.6528505 /1.02785045 /0.92717794 39.37533 13.1051286 /0.10512864 /0.09483184 40.62534 13.7749827 0.22501725 0.202978 41.875
35 14.4587979 0.79120213 0.71370807 43.12536 15.2307649 1.01923508 0.9194064 44.37537 15.1714843 /2.17148432 /1.95879892 45.62538 14.7026397 /0.20263966 /0.18279218 46.87539 12.6339807 /1.13398066 /1.02291326 48.12540 14.3204859 /0.07048593 /0.06358221 49.37541 13.0158295 2.48417047 2.24085912 50.62542 13.6642577 /1.66425775 /1.50125251 51.87543 13.3140844 0.93591561 0.84424762 53.12544 13.6584604 0.3415396 0.30808761 54.37545 16.3856179 0.11438207 0.10317895 55.62546 13.7493329 0.75066709 0.67714322 56.87547 13.9527709 1.54722909 1.39568619 58.12548 16.1780249 0.5719751 0.51595317 59.37549 16.2397082 0.51029185 0.46031146 60.62550 16.5292902 0.22070981 0.19909245 61.87551 16.7931653 /0.04316531 /0.0389375 63.12552 15.8851939 1.11480607 1.00561671 64.37553 15.7446743 0.25532568 0.23031788 65.62554 15.5846338 /1.08463378 /0.97839964 66.87555 13.9284651 1.07153494 0.96658376 68.125
56 15.2640267 /0.26402666 /0.23816664 69.37557 15.0113436 0.98865641 0.89182275 70.62558 15.8382091 /0.3382091 /0.30508331 71.87559 15.0511488 0.19885116 0.17937474 73.12560 15.6237383 0.87626172 0.79043652 74.37561 16.3561572 2.89384277 2.61040618 75.62562 15.2812295 2.46877054 2.22696753 76.87563 16.8901723 1.85982771 1.67766742 78.125
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64 17.8071136 1.44288641 1.30156332 79.37565 14.4735893 /0.47358933 /0.42720376 80.62566 14.7461468 /0.7461468 /0.67306567 81.87567 15.9686274 2.03137263 1.83241042 83.12568 13.7414525 0.00854751 0.00771033 84.37569 15.0004306 /0.00043056 /0.00038839 85.625
70 13.7275352 1.77246478 1.59886123 86.87571 16.4026894 /0.50268939 /0.45345362 88.12572 15.7348464 /0.48484643 /0.43735829 89.37573 15.6128949 /0.11289489 /0.10183743 90.62574 13.5233387 1.22666129 1.10651631 91.87575 15.2687058 /0.26870576 /0.24238745 93.12576 15.1283301 /0.62833014 /0.56678853 94.37577 12.5933938 0.90660619 0.81780891 95.62578 15.5355723 /0.53557229 /0.48311582 96.87579 17.3035564 /2.05355635 /1.85242137 98.125
80 15.3857423 /0.88574232 /0.79898854 99.375
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F
Superior 95nerior 95'(uperior 95'(
13.5062326 11.1427006 13.5062326/0.10061516 /0.18586758 /0.100615160.39872163 0.14206284 0.398721632.72832431 /1.61295799 2.72832431
1.0799E/005 5.2596E/006 1.0799E/005
datos de ro"a"iidad
)*'510.510.511.5
1212
12.5131313
13.513.7513.7513.75
1414141414
0 5 10/5
0
5
1 Gráfco de los re
1
Residuos
2.00
/5
0
5
!"#2
Residuos
Resid
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141414
14.2514.2514.5
14.514.514.514.514.514.5
14.62514.75
1515
15151515151515
15.2515.2515.2515.2515.515.515.515.515.5
15.62515.625
15.91616
1616
16.2516.516.516.516.516.5
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16.516.516.5
16.7516.7516.75
16.75171717
17.22517.5
17.7518
18.7519.25
19.25
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15 20 25
iduales
4.00 6.00 8.00 10.00 12.00 14.00 16.00
ráfco de los residuales
!"#20.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80
/5
0
5#"14 Gráfco de los residuales
#"14
os
0 100000 200000 300000 400000 500000 6000
/5
0
5
12$### Gráfco de los residuales
12$###
Residuos
0 5 10 15 20 25
0
20
40
1 Curva de regresión ajusta
1
1$"!
2.00 4.00 6.00 8.00 10.00 12.000
20
40
!"#2 Curva de regresi
!"#2
1$"!
0.00 0.10 0.20 0.30 0.0
20
40
#"14 Curva de
#"1
1$"!
0 100000
20
4012$###
1$"!
0
0
5
10
15
20
25
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00
da
Coumn $
ronstico 13.5
14.00 16.00
n ajustada
Coumn $
ronstico 13.5
0 0.50 0.60 0.70 0.80
regresión ajustada
Coumn $
ronstico 13.5
4200000 300000 400000 500000 600000
urva de regresión ajustada
Coumn $
ronstico 13.5
12$###
20 40 60 80 100 120
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Resumen
stadísticas de la regresión
Coefciente d 0.53458362Coefciente d 0.28577965R^2 ajustad 0.27662298
Error tíico 1.46327625!"ser#acione 80
$%&'()() *E +$R($%,$Grados de libert a de cuadra io de los cua F lor crítico de
Re-resin 1 66.826132 66.826132 31.2099933 3.2605E/007Residuos 78 167.011837 2.14117739
ota 79 233.837969
Coefcientes Error típico Estadístico t Probabilidad Inerior 95
(ntercecin 13.8087329 0.29191615 47.3037639 3.3980E/059 13.2275724123000 8.3837E/006 1.5007E/006 5.58659049 3.2605E/007 5.3961E/006
$nisis de os residuaes Resutados d
!bser"ación ronóstico )*' %esiduos iduos est&ndares Percentil
1 14.6812981 /2.68129813 /1.84410237 0.6252 14.1440634 /3.64406338 /2.50625838 1.875
3 14.2875417 0.71245828 0.4900037 3.1254 14.3117538 /0.3117538 /0.21441327 4.3755 14.6587125 /4.15871249 /2.8602159 5.6256 14.0711421 /0.07114211 /0.04892904 6.8757 15.8893281 0.61067192 0.41999863 8.1258 15.6112246 1.88877543 1.29903318 9.3759 15.9131629 0.58683711 0.40360589 10.625
10 16.2505977 0.74940228 0.51541248 11.87511 15.5487577 0.95124225 0.6542309 13.12512 14.4961948 1.50380519 1.03426422 14.375
13 16.82405 /0.32404998 /0.22287016 15.62514 16.0346005 1.19039947 0.81871481 16.87515 16.3154539 0.68454611 0.47080669 18.12516 15.3954118 0.60458819 0.41581445 19.37517 16.8772696 /2.25226959 /1.54903166 20.62518 16.7424348 /2.24243483 /1.54226765 21.87519 14.5241544 /0.02415439 /0.01661254 23.12520 15.7867118 0.71328819 0.49057448 24.37521 14.8986116 1.60138844 1.10137853 25.625
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22 14.148272 0.85172801 0.58578851 26.87523 14.148272 0.85172801 0.58578851 28.12524 14.1940385 /1.19403851 /0.82121761 29.37525 14.8147747 /2.31477474 /1.59202049 30.62526 14.4898484 /0.48984836 /0.33690044 31.87527 15.0993756 /1.34937561 /0.92805299 33.125
28 14.6246412 /0.62464121 /0.42960621 34.37529 16.1234592 /1.12345918 /0.77267563 35.62530 14.5632643 /0.81326427 /0.5593345 36.87531 15.3513304 0.27366959 0.1882203 38.12532 15.3573499 0.2676501 0.18408031 39.37533 14.6135664 /1.61356636 /1.10975408 40.62534 14.7003375 /0.70033747 /0.48166744 41.87535 14.9448224 0.30517758 0.20989038 43.12536 15.3177957 0.93220432 0.64113728 44.37537 16.4495928 /3.4495928 /2.37250837 45.625
38 14.1650394 0.33496065 0.23037413 46.87539 14.0602852 /2.56028524 /1.76087397 48.12540 14.3117538 /0.0617538 /0.04247208 49.37541 14.4251096 1.07489043 0.73927176 50.62542 14.227917 /2.22791697 /1.53228278 51.87543 14.2339868 0.01601324 0.01101334 53.12544 14.0749148 /0.07491477 /0.05152374 54.37545 15.2171915 1.28280851 0.88227048 55.62546 14.3955906 0.10440938 0.07180909 56.87547 14.0350923 1.46490772 1.00751191 58.12548 14.8953755 1.85462454 1.2755454 59.37549 14.8953755 1.85462454 1.2755454 60.62550 14.8986116 1.85138844 1.27331972 61.87551 15.5609225 1.18907753 0.81780562 63.12552 15.653143 1.34685702 0.9263208 64.37553 14.3117538 1.6882462 1.16111625 65.62554 14.7309379 /0.23093792 /0.15883096 66.87555 14.6572118 0.34278819 0.23575764 68.12556 16.2303344 /1.23033436 /0.84618062 69.37557 14.6890195 1.3109805 0.90164619 70.62558 16.1261923 /0.62619226 /0.43067297 71.875
59 14.0853944 1.16460563 0.80097471 73.12560 15.5693062 0.93069385 0.64009843 74.37561 15.8208166 3.42918337 2.35847148 75.62562 16.1691754 1.5808246 1.08723545 76.87563 17.3382631 1.41173686 0.97094286 78.12564 17.8688664 1.3811336 0.94989502 79.37565 15.7746477 /1.77464769 /1.22054014 80.62566 15.7426388 /1.74263879 /1.19852555 81.875
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67 16.2984015 1.70159852 1.1702995 83.12568 14.0770107 /0.32701069 /0.22490643 84.37569 14.1317813 0.86821871 0.59713024 85.62570 14.7302002 0.76979985 0.52944121 86.87571 15.7872819 0.1127181 0.07752354 88.12572 15.8488014 /0.59880136 /0.41183447 89.375
73 14.8330763 0.66692368 0.45868661 90.62574 14.884091 /0.13409103 /0.09222308 91.87575 14.412358 0.58764202 0.40415947 93.12576 14.1726182 0.3273818 0.22516166 94.37577 14.3070841 /0.80708408 /0.55508399 95.62578 15.9440568 /0.94405676 /0.64928897 96.87579 17.4535052 /2.20350524 /1.51549325 98.12580 15.5016498 /1.00164984 /0.68889946 99.375
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F
Superior 95nerior 95'(uperior 95'(
14.3898933 13.2275724 14.38989331.1371E/005 5.3961E/006 1.1371E/005
datos de ro"a"iidad
)*'5
10.510.5
11.51212
12.5131313
13.513.7513.75
13.751414141414141414
0 100000 200
/5
0
5
12$### Gráfc
Residuos
0 100000
20
40
12$###
1$"!
1$"!
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14.2514.2514.514.514.514.5
14.514.514.5
14.62514.75
1515151515
15151515
15.2515.2515.2515.2515.515.515.515.515.5
15.62515.625
15.916161616
16.25
16.516.516.516.516.516.516.516.5
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16.7516.7516.7516.75
1717
1717.225
17.517.75
1818.7519.2519.25
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000 300000 400000 500000 600000
de los residuales
12$###200000 300000 400000 500000 600000
urva de regresión ajustada
Coumn $
ronstico 13.5
12$###0 20 40 60 80 100 120
0
0
0Gráfco de probabilidad normal
Muestra percentil
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Y 1 2 $ 4
13.5 1 1 5.02 0.14 12300012 1 14 8.19 0.27 104079
10.5 1 16 3.00 0.00 3999815 1 4 10.70 0.05 5711214 1 11 8.97 0.07 60000
10.5 1 15 9.45 0.24 10138514 1 2 8.00 0.19 31300
16.5 1 1 6.62 0.60 24817217.5 1 1 6.20 0.00 21500016.5 1 8 11.78 0.03 251015
17 1 12 14.62 0.08 29126416.5 1 2 11.55 0.03 207549
16 1 2 9.63 0.00 8200016.5 1 13 12.99 0.04 359665
17.225 1 2 12.01 0.03 265500
17 1 1 12.01 0.00 29900016 1 1 7.99 0.14 189258
14.625 1 12 10.33 0.12 36601314.5 1 16 10.67 0.00 34993014.5 1 3 9.45 0.03 8533516.5 1 6 12.65 0.13 23593216.5 1 3 12.08 0.00 130000
15 1 3 10.52 0.05 4050015 1 3 9.47 0.00 4050013 1 14 11.62 0.00 45959
12.5 1 1 5.00 0.33 12000014 1 15 9.89 0.05 81243
13.75 1 16 11.13 0.06 15394714 1 2 7.96 0.22 9732115 1 16 10.73 0.09 276099
13.75 1 2 7.95 0.00 9000015.625 1 3 9.10 0.00 18400015.625 1 3 12.05 0.03 184718
13 1 16 8.43 0.04 9600014 1 16 10.60 0.04 106350
15.25 1 13 10.55 0.10 13551216.25 1 1 5.50 0.21 180000
13 1 14 8.53 0.03 31500014.5 1 3 9.04 0.04 4250011.5 1 15 8.20 0.00 30005
14.25 1 1 6.13 0.00 6000015.5 1 15 8.32 0.00 73521
12 1 1 4.00 0.00 5000014.25 1 15 10.10 0.00 50724
14 1 3 5.25 0.16 3175016.5 1 3 11.62 0.00 16800014.5 1 4 5.31 0.00 70000
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15.5 1 1 5.75 0.00 2700016.75 1 4 12.46 0.03 12961416.75 1 4 12.75 0.00 12961416.75 1 2 12.75 0.00 13000016.75 1 2 11.38 0.00 209000
17 1 1 5.99 0.57 220000
16 1 2 11.37 0.27 6000014.5 1 3 10.38 0.00 110000
15 1 15 10.77 0.05 10120615 1 17 11.30 0.00 28884716 1 1 7.06 0.14 105000
15.5 1 14 12.10 0.05 27642515.25 1 2 10.04 0.06 33000
16.5 1 1 4.99 0.73 21000019.25 1 0 7.33 0.22 24000017.75 1 18 12.11 0.00 281552
18.75 1 16 12.86 0.00 42100019.25 1 13 12.70 0.04 484290
14 1 20 11.58 0.00 23449314 1 18 11.58 0.03 23067518 1 16 12.97 0.08 296966
13.75 1 1 4.82 0.00 3200015 1 2 9.75 0.03 38533
15.5 1 16 10.36 0.02 10991215.9 1 1 8.13 0.23 236000
15.25 1 15 13.23 0.05 24333815.5 1 4 10.57 0.04 122183
14.75 1 20 11.22 0.00 12826815 1 3 10.34 0.00 72000
14.5 1 3 10.67 0.00 4340413.5 1 18 8.60 0.08 59443
15 1 15 11.97 0.14 25470015.25 1 11 11.27 0.03 434746
14.5 1 14 12.68 0.03 201930
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% &at e % &at e
12.324466583511 14.604 /1.1043 14.312 /0.5616/0.143241370041 13.520 /1.5199 15.094 /1.09440.270392234843 11.165 /0.6649 15.201 /0.20100.557683160357 15.131 /0.1311 14.910 /1.16020.000008029272 13.695 0.3050 15.833 /0.2077
13.679 /3.1789 16.653 /1.027914.558 /0.5584 13.105 /0.105116.299 0.2015 13.775 0.225015.584 1.9160 14.459 0.791216.396 0.1040 15.231 1.019216.942 0.0580 15.172 /2.171516.844 /0.3442 14.703 /0.202615.300 0.6997 12.634 /1.134016.885 /0.3849 14.321 /0.070517.434 /0.2089 13.016 2.4842
17.829 /0.8294 13.664 /1.664315.939 0.0607 13.314 0.935916.405 /1.7795 13.659 0.341515.727 /1.2274 16.386 0.114415.152 /0.6519 13.749 0.750716.852 /0.3523 13.953 1.547216.205 0.2951 16.178 0.572015.092 /0.0923 16.240 0.510314.781 0.2195 16.529 0.220713.830 /0.8301 16.793 /0.043214.681 /2.1807 15.885 1.114813.530 0.4698 15.745 0.2553
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% &at e
15.585 /1.084613.929 1.071515.264 /0.264015.011 0.988715.838 /0.3382
15.051 0.198915.624 0.876316.356 2.893815.281 2.468816.890 1.859817.807 1.442914.474 /0.473614.746 /0.746115.969 2.031413.742 0.0085
15.000 /0.000413.728 1.772516.403 /0.502715.735 /0.484815.613 /0.112913.523 1.226715.269 /0.268715.128 /0.628312.593 0.906615.536 /0.535617.304 /2.053615.386 /0.8857
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13.5 1 5.02 0.14 12300012 14 8.19 0.27 104079
10.5 16 3.00 0.00 3999815 4 10.70 0.05 5711214 11 8.97 0.07 60000
10.5 15 9.45 0.24 101385
14 2 8.00 0.19 3130016.5 1 6.62 0.60 24817217.5 1 6.20 0.00 21500016.5 8 11.78 0.03 251015
17 12 14.62 0.08 29126416.5 2 11.55 0.03 207549
16 2 9.63 0.00 8200016.5 13 12.99 0.04 359665
17.225 2 12.01 0.03 26550017 1 12.01 0.00 299000
16 1 7.99 0.14 18925814.625 12 10.33 0.12 36601314.5 16 10.67 0.00 34993014.5 3 9.45 0.03 8533516.5 6 12.65 0.13 23593216.5 3 12.08 0.00 130000
15 3 10.52 0.05 4050015 3 9.47 0.00 4050013 14 11.62 0.00 45959
12.5 1 5.00 0.33 12000014 15 9.89 0.05 81243
13.75 16 11.13 0.06 15394714 2 7.96 0.22 9732115 16 10.73 0.09 276099
13.75 2 7.95 0.00 9000015.625 3 9.10 0.00 18400015.625 3 12.05 0.03 184718
13 16 8.43 0.04 9600014 16 10.60 0.04 106350
15.25 13 10.55 0.10 13551216.25 1 5.50 0.21 180000
13 14 8.53 0.03 31500014.5 3 9.04 0.04 4250011.5 15 8.20 0.00 30005
14.25 1 6.13 0.00 6000015.5 15 8.32 0.00 73521
12 1 4.00 0.00 5000014.25 15 10.10 0.00 50724
14 3 5.25 0.16 31750
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16.5 3 11.62 0.00 16800014.5 4 5.31 0.00 7000015.5 1 5.75 0.00 27000
16.75 4 12.46 0.03 12961416.75 4 12.75 0.00 12961416.75 2 12.75 0.00 130000
16.75 2 11.38 0.00 20900017 1 5.99 0.57 22000016 2 11.37 0.27 60000
14.5 3 10.38 0.00 11000015 15 10.77 0.05 10120615 17 11.30 0.00 28884716 1 7.06 0.14 105000
15.5 14 12.10 0.05 27642515.25 2 10.04 0.06 33000
16.5 1 4.99 0.73 210000
19.25 0 7.33 0.22 24000017.75 18 12.11 0.00 28155218.75 16 12.86 0.00 42100019.25 13 12.70 0.04 484290
14 20 11.58 0.00 23449314 18 11.58 0.03 23067518 16 12.97 0.08 296966
13.75 1 4.82 0.00 3200015 2 9.75 0.03 38533
15.5 16 10.36 0.02 10991215.9 1 8.13 0.23 236000
15.25 15 13.23 0.05 24333815.5 4 10.57 0.04 122183
14.75 20 11.22 0.00 12826815 3 10.34 0.00 72000
14.5 3 10.67 0.00 4340413.5 18 8.60 0.08 59443
15 15 11.97 0.14 25470015.25 11 11.27 0.03 434746
14.5 14 12.68 0.03 201930