Discriminant e

8/19/2019 Discriminant e

1/45


2/45

2 8.16666667 4.83333333 5.83333333 4.16666667

2 7.16666667 7.83333333 7.83333333 7.16666667

3 2.16666667 2.83333333 -2.16666667 -0.83333333

3 -0.83333333 0.83333333 -1.16666667 0.16666667

3 2.16666667 1.83333333 -1.16666667 0.16666667

3 1.16666667 2.83333333 0.83333333 -0.83333333

3 3.16666667 -0.16666667 -1.16666667 -0.833333333 4.16666667 1.83333333 -3.16666667 1.16666667

4 2.16666667 1.83333333 -1.16666667 1.16666667

4 -2.83333333 0.83333333 -2.16666667 -0.83333333

4 -0.83333333 2.83333333 1.83333333 1.16666667

4 1.16666667 -2.16666667 -3.16666667 -3.83333333

4 -1.83333333 4.83333333 -0.16666667 1.16666667

Distancia a

GrupoXC1= matriz X

centrada por

grupo

1 -5.4 -3.2 -3.4 -5.6

1 -7.4 -5.2 -6.4 -4.6

1 -8.4 -4.2 -4.4 -4.6

1 -10.4 -6.2 -9.4 -7.6

1 -6.4 -3.2 -6.4 -3.6

1 -7.4 -8.2 -7.4 -8.62 -1.4 0.8 -0.4 1.4

2 -0.4 -1.2 -1.4 -1.6

2 1.6 -2.2 0.6 0.4

2 0.6 -0.2 -0.4 -1.6

2 -0.4 2.8 1.6 1.4

3 -5.4 -2.2 -8.4 -6.6

3 -8.4 -4.2 -7.4 -5.6

3 -5.4 -3.2 -7.4 -5.6

3 -6.4 -2.2 -5.4 -6.6

3 -4.4 -5.2 -7.4 -6.6

3 -3.4 -3.2 -9.4 -4.6

4 -5.4 -3.2 -7.4 -4.6

4 -10.4 -4.2 -8.4 -6.6

4 -8.4 -2.2 -4.4 -4.6

4 -6.4 -7.2 -9.4 -9.6

4 -9.4 -0.2 -6.4 -4.6


3/45

Distancia a

GrupoXC1= matriz X

centrada por

grupo

1 0.16666667 0.16666667 4.16666667 0.333333331 -1.83333333 -1.83333333 1.16666667 1.33333333

1 -2.83333333 -0.83333333 3.16666667 1.33333333

1 -4.83333333 -2.83333333 -1.83333333 -1.66666667

1 -0.83333333 0.16666667 1.16666667 2.33333333

1 -1.83333333 -4.83333333 0.16666667 -2.66666667

2 4.16666667 4.16666667 7.16666667 7.33333333

2 5.16666667 2.16666667 6.16666667 4.33333333

2 7.16666667 1.16666667 8.16666667 6.33333333

2 6.16666667 3.16666667 7.16666667 4.33333333

2 5.16666667 6.16666667 9.16666667 7.333333333 0.16666667 1.16666667 -0.83333333 -0.66666667

3 -2.83333333 -0.83333333 0.16666667 0.33333333

3 0.16666667 0.16666667 0.16666667 0.33333333

3 -0.83333333 1.16666667 2.16666667 -0.66666667

3 1.16666667 -1.83333333 0.16666667 -0.66666667

3 2.16666667 0.16666667 -1.83333333 1.33333333

4 0.16666667 0.16666667 0.16666667 1.33333333

4 -4.83333333 -0.83333333 -0.83333333 -0.66666667

4 -2.83333333 1.16666667 3.16666667 1.33333333

4 -0.83333333 -3.83333333 -1.83333333 -3.666666674 -3.83333333 3.16666667 1.16666667 1.33333333

Distancia a

GrupoXC1= matriz X

grupo

1 2.6 0.2 3.8 0.4

1 0.6 -1.8 0.8 1.4

1 -0.4 -0.8 2.8 1.4

1 -2.4 -2.8 -2.2 -1.6

1 1.6 0.2 0.8 2.4

1 0.6 -4.8 -0.2 -2.6

2 6.6 4.2 6.8 7.4

2 7.6 2.2 5.8 4.4

2 9.6 1.2 7.8 6.4


4/45

2 8.6 3.2 6.8 4.4

2 7.6 6.2 8.8 7.4

3 2.6 1.2 -1.2 -0.6

3 -0.4 -0.8 -0.2 0.4

3 2.6 0.2 -0.2 0.4

3 1.6 1.2 1.8 -0.6

3 3.6 -1.8 -0.2 -0.63 4.6 0.2 -2.2 1.4

4 2.6 0.2 -0.2 1.4

4 -2.4 -0.8 -1.2 -0.6

4 -0.4 1.2 2.8 1.4

4 1.6 -3.8 -2.2 -3.6

4 -1.4 3.2 0.8 1.4

Resumen

grupo d1 d2 d3 d4 min1 5.821 20.482 9.059 8.491 5.821

1 1.320 32.360 10.767 6.879 1.320

1 1.950 32.425 14.972 8.432 1.950

1 6.048 66.077 11.771 4.888 4.888

1 3.181 26.106 5.078 4.342 3.181

1 3.393 46.803 13.103 8.954 3.393

2 31.187 2.022 33.147 38.501 2.022

2 25.506 1.152 23.912 31.344 1.152

2 47.758 5.007 54.872 62.945 5.007

2 34.415 2.082 29.479 38.798 2.082

2 42.421 2.243 39.872 47.128 2.243

3 18.406 46.948 2.978 7.558 2.978

3 1.598 41.558 4.824 1.023 1.023

3 7.084 31.651 0.052 2.675 0.052

3 9.404 35.461 3.853 4.169 3.853

3 5.643 28.434 1.812 5.024 1.812

3 19.939 37.513 5.516 13.130 5.516

4 6.129 28.640 1.190 3.468 1.190

4 5.946 60.328 8.860 2.462 2.462

4 2.684 32.044 8.237 3.323 2.684

4 8.876 53.791 5.448 5.924 5.448

4 12.006 50.151 7.129 3.568 3.568

Cálculo de W1, W2, W3, W12, W23

1 1.2505151 -1.44273491 0.66852166 3.2336838

2 3.72314942 -1.16417536 1.90676082 4.26139004

3 2.33779797 0.42459877 -0.61523708 2.1868643


5/45

4 1.40263659 0.01785869 -0.21633283 2.35963104

12 -2.47263432 -0.27855955 -1.23823916 -1.02770623

13 -1.08728287 -1.86733368 1.28375874 1.0468195

14 -0.15212149 -1.4605936 0.88485449 0.8740527723 1.38535145 -1.58877413 2.5219979 2.07452573

24 2.32051283 -1.18203405 2.12309365 1.901759

34 0.93516138 0.40674008 -0.39890425 -0.17276673

Clasificación de los individuos con distancias entre proyecciones de los individuos y de los pro

Entre P1 y P2 con W12

grupo Z12

1 -34.5628557 9.54769551 24.2087839

1 -26.3734567 1.35829654 32.39818291 -26.6558603 1.64070008 32.1157793

1 -11.879158 13.1360021 46.8924815

1 -30.4309163 5.41575618 28.3407232

1 -20.188714 4.82644618 38.5829256

2 -56.4762922 31.4611321 2.29534735

2 -54.0704496 29.0552894 4.70118997

2 -63.2690495 38.2538893 4.49740989

2 -58.0598826 33.0447224 0.71175695

2 -61.9825239 36.9673638 3.21088438

3 -27.6225132 2.60735303 31.1491264

3 -21.9134365 3.10172362 36.858203

3 -29.609899 4.59473887 29.1617405

3 -28.8645964 3.84943619 29.9070432

3 -30.497708 5.48254787 28.2739315

3 -33.1063956 8.09123542 25.665244

4 -30.6376053 5.62244511 28.1340343

4 -14.7022225 10.3129376 44.069417

4 -27.2129793 2.19781918 31.5586602

4 -19.4357233 5.57943687 39.3359163

4 -22.8209858 2.19417437 35.9506538

Entre P1 y P con W1

grupo Z1

1 3.94453241 0.3545883 3.02443358

1 5.38945188 1.09033117 4.46935305

1 5.85068875 1.55156804 4.93058992

1 2.02968816 2.26943255 1.10958934


6/45

1 3.19019596 1.10892475 2.27009714

1 5.3901671 1.09104639 4.47006828

2 6.26660492 1.96748421 5.34650609

2 5.52865783 1.22953711 4.608559

2 10.202823 5.90370225 9.28272414

2 4.80079723 0.50167652 3.8806984

2 4.96300522 0.6638845 4.042906393 -2.81438641 7.11350712 3.73448524

3 2.32207251 1.9770482 1.40197368

3 0.40511445 3.89400627 0.51498438

3 -0.00770145 4.30682216 0.92780028

3 2.30012738 1.99899333 1.38002856

3 -0.79478475 5.09390546 1.71488357

4 1.27916721 3.0199535 0.35906839

4 0.86740823 3.43171248 0.0526906

4 2.92950156 1.36961916 2.00940273

4 1.13369027 3.16543045 0.213591444 -1.60927313 5.90839384 2.52937196

Indicadores lineales transformados

X1 X2 X3 X4 !"#

$1 1.2505151 -1.44273491 0.66852166 3.2336838 -13.178921

$2 3.72314942 -1.16417536 1.90676082 4.26139004 -55.0723209

$3 2.33779797 0.42459877 -0.61523708 2.1868643 -15.4315519

$4 1.40263659 0.01785869 -0.21633283 2.35963104 -10.5693112

X1 X2 X3 X4 !"#

$12 -2.47263432 -0.27855955 -1.23823916 -1.02770623 41.8933999

$13 -1.08728287 -1.86733368 1.28375874 1.0468195 2.25263089

$14 -0.15212149 -1.4605936 0.88485449 0.87405277 -2.60960977

$23 1.38535145 -1.58877413 2.5219979 2.07452573 -39.640769

$24 2.32051283 -1.18203405 2.12309365 1.901759 -44.5030096

$34 0.93516138 0.40674008 -0.39890425 -0.17276673 -4.86224066


7/45

Clasificación utilizando los indicadores lineales transformados

grupo $1 $2 $3 $4 %&X

1 15.6764484 8.3459042 14.0574183 14.3415258 15.6764484

1 17.2890068 1.76906368 12.5652004 14.5091647 17.2890068

1 15.9328002 0.69526054 9.42152701 12.6917212 15.9328002

1 3.27358006 -26.7406618 0.41232601 3.85350167 3.853501671 18.8877359 7.42525241 17.9390602 18.3071497 18.8877359

1 8.01395468 -13.6907312 3.15918391 5.23339734 8.01395468

2 39.5489208 54.1318131 38.5693441 35.8919256 54.1318131

2 33.3153326 45.4923823 34.1125887 30.3962846 45.4923823

2 45.0635086 66.4391582 41.5068403 37.4702954 66.4391582

2 33.7916345 49.9581172 36.2597484 31.600447 49.9581172

2 39.2510094 59.3401335 40.5258655 36.8976139 59.3401335

3 7.6574214 -6.61346527 15.3713382 13.0814176 15.3713382

3 10.6935514 -9.28641195 9.08037394 10.9810886 10.9810886

3 13.0023618 0.71886094 16.5183666 15.2068571 16.51836663 8.41247127 -4.61633224 11.187829 11.0297825 11.187829

3 13.9046629 2.50897104 15.8201027 14.2141453 15.8201027

3 17.4000325 8.61302818 24.611301 20.804427 24.611301

4 16.2360456 4.98025098 18.7052309 17.5664881 18.7052309

4 4.29031571 -22.9008616 2.83315078 6.03251725 6.03251725

4 13.0473303 -1.63309018 10.2707245 12.7274386 13.0473303

4 3.25100775 -19.2066688 4.96519051 4.72692725 4.96519051

4 7.57430212 -11.4981119 10.0125983 11.793185 11.793185

!alores propios de "coincide co

x1-X' -2.16666667 -1.96969697 -0.83333333 -1.21212121

x2-X' 5.4 3.06363636 5.4 4.55454545

x3-X' -0.16666667 -0.3030303 -2.16666667 -1.37878788

x4-X' -2.6 -0.33636364 -1.8 -1.44545455

(1 (2

4.69444444 4.26767677 1.80555556 2.62626263 29.16

4.26767677 3.87970615 1.64141414 2.38751148 16.5436364

1.80555556 1.64141414 0.69444444 1.01010101 29.16

2.62626263 2.38751148 1.01010101 1.46923783 24.5945455

(

M= W-1


8/45

207.933333 113 182.2 158.9

113 71.3242424 99.5333333 89.030303

182.2 99.5333333 194.333333 159.966667

158.9 89.030303 159.966667 134.387879

)a*ores propios +unci,n #igena*oriscriminante

1 7.50962

2 1.20147

3 0.0987701

!ectores propios de

*am/da 0.0987701

%u-0.58023851 -0.05573002

0.78725155 0.08315314

0.20185695 0.02499243

-0.0530398 -0.01953411

Clasificación de los individuos con distancias entre proyecciones de los individuos y de los pro

Proyecci&n de los promedios so're e(es can&nicos

1 2 3

pym1 7.862 -0.411 0.16710909

pym2 17.557 1.008 0.69151595

pym3 7.796 2.229 0.05841534

pym 6.51530549 1.08177399 1.52163754

Proyecci&n indi)iduos

Grupo *1 *2 *3

1 10.40903 0.34146334 0.91630821

1 8.48397024 -0.82454674 -0.15632851

1 8.77377134 -1.4689252 1.61487546

1 3.73176681 -0.18203622 0.35068403

1 9.0696431 0.57795264 0.78489627

M= W-1


9/45

1 6.70514276 -0.9086445 -2.50778091

2 16.9692101 0.65141405 1.97865261

2 16.0308472 1.27957021 -0.21882656

2 19.6236358 -0.29917923 -1.86892083

2 16.9526887 1.90565821 0.19004342

2 18.2100018 1.50148705 3.37663109

3 6.79316294 3.74310562 0.74731483 6.56018009 0.30995071 1.0623444

3 8.11406191 2.20650517 0.1088804

3 7.91149782 1.94222125 1.93312417

3 8.73417143 1.6082118 -1.99282141

3 8.66472542 3.56313756 -1.50835033

4 8.60642709 1.82641063 0.05584061

4 4.2882905 0.35209969 2.07400428

4 8.26418783 -0.08843429 3.18937855

4 5.41339297 1.49631941 -2.65144198

4 6.00422907 1.82247453 4.94040626


10/45

s1

2.96667 1.63333 2.63333 1.36667

1.63333 3.76667 2.76667 3.23333

2.63333 2.76667 4.56667 2.23333

1.36667 3.23333 2.23333 3.76667

s3

2.96667 -0.0333333 -1.23333 0.333333

-0.0333333 1.36667 0.166667 -0.0666667

-1.23333 0.166667 1.76667 -0.666667

0.333333 -0.0666667 -0.666667 0.666667

52.0667 -6.0000165 4.8 3.100015

-6.0000165 67.2667 34.466685 42.8333165

4.8 34.466685 51.6667 26.0333153.100015 42.8333165 26.033315 50.566685

x1 4.83333333 3.16666667 4.16666667 6.83333333

x2 12.4 8.2 10.4 12.6

x3 6.83333333 4.83333333 2.83333333 6.66666667

x4 4.4 4.8 3.2 6.6

pos

0.8276006 0.83142993 0.95342697 -1.18653893-0.06186006 -0.62713698 -0.15229769 1.02871955

-0.45129418 -0.5323266 0.7903839 0.48696131

-0.79926627 0.45293416 -1.12567541 -0.40773629

0.48218448 0.44935222 -0.78930581 0.76742666

0.00263543 -0.57425274 0.32346805 -0.68883231

1.94920418 0.07601227 0.82055867 1.94475311

2.42368125 0.48956283 0.90279106 0.45512788

2.69184712 -1.42352274 1.95750082 2.22813099

!C1"#-1


11/45

2.85682867 1.0959739 1.14018816 -0.20731607

2.44161035 1.15477146 1.37015708 0.71783525

1.43365463 3.2538462 -1.99317382 -2.11460279

-0.12891152 0.68731725 -0.80138996 -0.10239177

1.12681742 1.80532901 -1.26927735 -0.88552142

0.83535335 2.38935893 -0.25134137 -2.24239588

1.33055021 0.99696573 -0.78187763 -0.820168611.92623312 2.07118494 -2.60549229 -0.11583654

1.02884738 1.31610948 -1.34453172 -0.07040521

-0.70391459 1.15188563 -1.13220325 -0.64631352

-0.18316826 0.89931917 0.30343436 -0.49147775

0.7581655 1.25180218 -1.03090871 -1.94062933

-0.13932259 2.68385152 -1.22006313 -1.22143802

-1.64503371 0.55287039 -0.28481219 -2.21424516

-2.53449438 -0.90569653 -1.39053685 0.00101332

-2.92392849 -0.81088614 -0.44785526 -0.54074492

-3.27190058 0.17437462 -2.36391457 -1.43544252

-1.99044984 0.17079267 -2.02754497 -0.26027957

-2.46999889 -0.85281228 -0.91477111 -1.71653854-0.52343013 -0.20254727 -0.41768049 0.91704687

-0.04895306 0.21100328 -0.3354481 -0.57257835

0.21921281 -1.70208229 0.71926166 1.20042476

0.38419435 0.81741436 -0.098051 -1.2350223

-0.03102396 0.87621192 0.13191793 -0.30987098

-1.03897969 2.97528665 -3.23141298 -3.14230902

-2.60154584 0.4087577 -2.03962912 -1.130098

-1.34581689 1.52676947 -2.5075165 -1.91322766

-1.63728096 2.11079938 -1.48958053 -3.27010211

-1.14208411 0.71840619 -2.02011679 -1.84787484

-0.5464012 1.79262539 -3.84373145 -1.14354278

-1.44378693 1.03754993 -2.58277088 -1.09811145

-3.17654891 0.87332608 -2.37044241 -1.67401975

-2.65580257 0.62075963 -0.9348048 -1.51918399

-1.71446882 0.97324264 -2.26914787 -2.96833557

-2.6119569 2.40529198 -2.45830229 -2.24914426

!C1"#-1


12/45

-0.25968227 -1.03590375 2.23718571 -0.13971943-1.14914293 -2.49447066 1.13146105 2.07553906

-1.53857704 -2.39966027 2.07414264 1.53378081

-1.88654914 -1.41439951 0.15808332 0.63908322

-0.60509839 -1.41798146 0.49445292 1.81424616

-1.08464744 -2.44158641 1.60722678 0.3579872

0.86192131 -1.7913214 2.10431741 2.99157261

1.33639838 -1.37777085 2.18654979 1.50194738

1.60456425 -3.29085642 3.24125956 3.2749505

1.7695458 -0.77135977 2.4239469 0.83950343

1.35432748 -0.71256221 2.65391582 1.764654750.34637176 1.38651252 -0.70941508 -1.06778329

-1.21619439 -1.18001643 0.48236878 0.94442773

0.03953456 -0.06200467 0.01448139 0.16129808

-0.25192952 0.52202525 1.03241736 -1.19557638

0.24326734 -0.87036794 0.5018811 0.22665089

0.83895025 0.20385126 -1.32173355 0.93098296

-0.05843549 -0.5512242 -0.06077299 0.97641429

-1.79119746 -0.71544805 0.15155549 0.40050598

-1.27045113 -0.9680145 1.5871931 0.55534175

-0.32911737 -0.61553149 0.25285003 -0.89380983-1.22660546 0.81651785 0.06369561 -0.17461852

0.67547911 -0.62916367 1.83828146 -0.31248616

-0.21398155 -2.08773058 0.7325568 1.90277232

-0.60341566 -1.99292019 1.67523839 1.36101408

-0.95138776 -1.00765943 -0.24082092 0.46631648

0.33006299 -1.01124138 0.09554868 1.64147943

-0.14948606 -2.03484633 1.20832254 0.18522046

1.79708269 -1.38458132 1.70541316 2.81880588

2.27155976 -0.97103077 1.78764555 1.32918065

2.53972563 -2.88411634 2.84235531 3.10218376

!C1"#-1

!C1"#-1


13/45

2.70470718 -0.36461969 2.02504265 0.6667367

2.28948886 -0.30582214 2.25501157 1.59188802

1.28153314 1.7932526 -1.10831933 -1.24055002

-0.28103301 -0.77327635 0.08346453 0.771661

0.97469594 0.34473541 -0.38442285 -0.01146865

0.68323186 0.92876533 0.63351312 -1.36834311

1.17842872 -0.46362786 0.10297686 0.053884161.77411163 0.61059134 -1.7206378 0.75821623

0.87672589 -0.14448412 -0.45967723 0.80364755

-0.85603608 -0.30870797 -0.24734876 0.22773925

-0.33528975 -0.56127442 1.18828885 0.38257501

0.60604401 -0.20879142 -0.14605422 -1.06657656

-0.29144408 1.22325793 -0.33520864 -0.34738526

!*asicacion1

1

1

4

1

1

2

2

2

2

2

3

4

3

3

3

3

3

4

1

3

4

1 2 3 4

1.2505151 3.72314942 2.33779797 1.40263659

-1.44273491 -1.16417536 0.42459877 0.01785869


14/45

0.66852166 1.90676082 -0.61523708 -0.21633283

3.2336838 4.26139004 2.1868643 2.35963104

12 13 14 23 24

-2.47263432 -1.08728287 -0.15212149 1.38535145 2.32051283

-0.27855955 -1.86733368 -1.4605936 -1.58877413 -1.18203405-1.23823916 1.28375874 0.88485449 2.5219979 2.12309365

-1.02770623 1.0468195 0.87405277 2.07452573 1.901759

edios

Entre P2 y

PreClas grupo Z23

1 1 33.9292549

1 1 28.84463231 1 30.9145025

1 1 12.4877812

1 1 29.1269612

1 1 22.7908539

2 2 55.203238

2 2 51.0205626

2 2 64.5730869

2 2 53.3391378

2 2 58.4550369

1 3 17.6559655

1 3 21.2739831

1 3 23.8412633

1 3 23.8366078

1 3 26.3296373

1 3 23.6424961

1 4 25.915789

1 4 13.9067566

1 4 27.7369542

1 4 15.4689096

1 4 18.1300587

PreClas !*asicacion grupo

1 1 1

1 1 1

1 1 1

4 4 1


15/45

1 1 1

1 1 1

1 2 2

1 2 2

1 2 2

1 2 2

1 2 24 3 3

4 4 3

4 3 3

4 3 3

4 3 3

4 3 3

4 3 4

4 4 4

1 1 4

4 3 44 4 4

$1 $2 $3

X1 1.2505151 3.72314942 2.33779797

X2 -1.44273491 -1.16417536 0.42459877

X3 0.66852166 1.90676082 -0.61523708

X4 3.2336838 4.26139004 2.1868643

!"# -13.178921 -55.0723209 -15.4315519

$12 $13 $14 $23

X1 -2.47263432 -1.08728287 -0.15212149 1.38535145

X2 -0.27855955 -1.86733368 -1.4605936 -1.58877413

X3 -1.23823916 1.28375874 0.88485449 2.5219979

X4 -1.02770623 1.0468195 0.87405277 2.07452573

!"# 41.8933999 2.25263089 -2.60960977 -39.640769

S

1 2 3

x1 1.25052 3.72315 2.3378

x2 -1.44274 -1.16418 0.424595

x3 0.66852 1.90676 -0.615238

x4 3.23369 4.2614 2.18687

!S"&"# -14.5652 -56.4587 -16.8179


16/45

!$&S+

1

1

1

41

1

2

2

2

2

2

3

4

33

3

3

3

4

1

3

4

n #$Plus%

x1-X' x2-X' x3-X' x4-X'

-2.16666667 5.4 -0.16666667 -2.6

-1.96969697 3.06363636 -0.3030303 -0.33636364

-0.83333333 5.4 -2.16666667 -1.8

-1.21212121 4.55454545 -1.37878788 -1.44545455

(3

16.5436364 29.16 24.5945455 0.02777778 0.05050505

9.38586777 16.5436364 13.9534711 0.05050505 0.09182736

16.5436364 29.16 24.5945455 0.36111111 0.65656566

13.9534711 24.5945455 20.7438843 0.22979798 0.41781451

-1


17/45

0.02077159 0.00744794 -0.00415579 -0.00544278

0.00744794 0.03976794 -0.01352638 -0.02717886

-0.00415579 -0.01352638 0.03087089 -0.0041808

-0.00544278 -0.02717886 -0.0041808 0.04528423

$: di; norma-0.05731022 0.00158019 0.00026153

0.07775691 0.00539623

0.01993743 0.005055

-0.00523875 -0.01429536

edios sobre el espacio generado por las variables canónicas

Distancia de proy de indi)iduos

a proy de promedios

a pym1 a pym2 a pym3 apym

7.61342114 51.591954 11.1245872 16.075574

0.66237946 86.4011887 9.84226969 10.3252697

4.04660328 84.1366779 17.0515995 11.6154277

17.1466772 192.676577 22.4182487 10.716436

2.81714075 72.2334044 4.87465714 7.3212643


18/45

8.74172555 131.677033 17.6198925 20.234017

87.3472217 2.129547 90.3179129 109.678194

69.7327212 3.23257493 68.7857744 93.6138731

142.488759 12.533845 149.991457 185.231241

88.0030637 1.4231686 83.9612372 111.390896

121.034407 7.8796301 119.984807 140.383082

18.7343674 123.35121 3.77382017 7.759466493.01622241 121.560628 6.21806087 0.80867511

6.91704569 90.9506881 0.10401892 5.81692503

8.6578968 95.4558031 3.60996285 2.85904374

9.50196386 85.4133602 5.47237355 17.5519245

19.2432739 90.4466809 4.98922648 19.9579977

5.57128802 81.1919318 0.81827438 7.07583392

16.9912262 178.407199 19.8909408 5.79712937

9.3996031 93.8025265 15.391681 7.20933693

17.5780517 158.887941 13.5581812 18.8006518

31.2239668 152.18969 27.2104987 12.4978159


19/45

s2

1.3 -1.35 0.3 -0.55

-1.35 3.7 1.15 1.6

0.3 1.15 1.3 1.2

-0.55 1.6 1.2 2.3

s4

4.3 -2.15 -0.85 -0.8

-2.15 6.7 3.8 5.15

-0.85 3.8 3.7 3.35

-0.8 5.15 3.35 4.8

S s iner

2.89259444 -0.33333425 0.26666667 0.17222306 0.374

-0.33333425 3.73703889 1.91481583 2.37962869 0.134

0.26666667 1.91481583 2.87037222 1.44629528 -0.0750.17222306 2.37962869 1.44629528 2.80926028 -0.098

5.821042781.31976858

1.94963167

6.0483199

3.18066968

3.39321838

31.1874869

25.5062294

47.7583476


20/45

34.4152553

42.4213004

18.4061949

1.5980803

7.08444427

9.40364129

5.6429124519.9387267

6.12851763

5.94603102

2.68361682

8.87591172

12.0057066

20.4821312

32.3596549

32.4247109

66.0768036

26.1056367

46.80259012.02170219

1.15212999

5.00704842

2.08228982

2.24305225

46.9479682

41.5580069

31.6514459

35.4612483

28.4342961

37.5127352

28.6401068

60.3283857

32.0444579

53.7912649

50.1505347


21/45

9.0591029810.7673815

14.972178

11.770828

5.0780212

13.1027599

33.1466402

23.9117172

54.8716842

29.4790275

39.87158822.97836133

4.82443516

0.05243457

3.85292593

1.81203271

5.51618954

1.19014694

8.86036088

8.23682841

5.447546217.12911428

8.49088806

6.8794528

8.43178963

4.88847669

4.34184207

8.95433305

38.5014772

31.3443256

62.944774


22/45

38.7976302

47.1280913

7.55820249

1.02300578

2.67545362

4.16901885

5.0239476713.1299376

3.46763252

2.46162794

3.3234004

5.92407272

3.5679408

con 12 con 13

m1 -25.0151602 m1

m2 -58.7716396


23/45

m3

con 23 con 24

m2 56.5182124 m2

34 m3 22.7633255

0.93516138 m4

0.40674008-0.39890425

-0.17276673

3 con W23

PreClas

22.5889575 11.1659294 3

27.6735801 6.08130677 325.6037099 8.15117699 3

44.0304312 10.2755443 3

27.3912512 6.36363569 3

33.7273586 0.02752834 3

1.31497446 32.4399124 2

5.49764985 28.2572371 2

8.05487443 41.8097613 2

3.17907464 30.5758123 2

1.93682451 35.6917114 2

38.8622469 5.10735998 3

35.2442293 1.48934243 3

32.6769491 1.07793778 3

32.6816047 1.07328226 3

30.1885752 3.56631175 3

32.8757163 0.87917062 3

30.6024234 3.15246351 3

42.6114559 8.85656896 3

28.7812582 4.97362873 3

41.0493028 7.29441587 3

38.3881537 4.63326677 3

Entre P1 y P3 con W13

Z13

-0.63360079 1.96743828 5.20549848

2.47117558 1.1373381 8.31027486

4.25864225 2.92480476 10.0977415

0.60862315 0.72521434 6.44772243


24/45

-1.30395514 2.63779262 4.53514414

2.60213987 1.26830238 8.44123915

-1.27305426 2.60689174 4.56604502

-3.04988701 4.3837245 2.78921226

1.3040374 0.02980009 7.14313668

-4.72074482 6.05458231 1.11835446

-3.527487 4.86132449 2.31161227-9.96654766 11.3003851 4.12744838

-0.63945346 1.97329095 5.19964582

-5.76863574 7.10247323 0.07046353

-5.02798858 6.36182607 0.8111107

-4.16807076 5.50190825 1.67102851

-9.46389946 10.7977369 3.62480018

-4.72181624 6.05565373 1.11728303

-0.79546596 2.12930345 5.04363332

0.5239749 0.80986259 6.36307418

-3.96681365 5.30065114 1.87228563-4.69092706 6.02476454 1.14817222

$4

1.40263659

0.01785869

-0.21633283

2.35963104

-10.5693112

$24 $34

2.32051283 0.93516138

-1.18203405 0.40674008

2.12309365 -0.39890425

1.901759 -0.17276673

-44.5030096 -4.86224066

4

1.40264 -2.47263 -1.08728 -0.15212 1.38535

0.0178555 -0.27856 -1.867335 -1.4605955 -1.588775

-0.216334 -1.23824 1.283758 0.884854 2.521998

2.35964 -1.02771 1.04682 0.87405 2.07453

-11.9556 41.8935 2.2527 -2.6096 -39.6408


25/45

(4

0.36111111 0.22979798 6.76 0.87454545 4.68

0.65656566 0.41781451 0.87454545 0.1131405 0.60545455

4.69444444 2.98737374 4.68 0.60545455 3.24

2.98737374 1.90105601 3.75818182 0.48619835 2.60181818

%


26/45

3.539 1.980 2.848 2.567

-0.741 -0.088 -1.661 -1.092

2.568 1.266 3.227 2.512

2.231 1.062 2.735 2.132

restriccion 0.60289119 0.402103 -0.580238511.00000118 -0.25479176 0.69024546 0.78725155

0.57374202 -0.46626046 0.20185695

0.49236518 -0.38009454 -0.0530398

min Clasi+ ndicador

7.61342114 1 1

0.66237946 1 1

4.04660328 1 1

10.716436 4 4

2.81714075 1 1


27/45

8.74172555 1 1

2.129547 2 2

3.23257493 2 2

12.533845 2 2

1.4231686 2 2

7.8796301 2 2

3.77382017 3 30.80867511 4 4

0.10401892 3 3

2.85904374 4 3

5.47237355 3 3

4.98922648 3 3

0.81827438 3 3

5.79712937 4 4

7.20933693 4 1

13.5581812 3 3

12.4978159 4 4


28/45

0.134 -0.075 -0.098

0.716 -0.243 -0.489

-0.243 0.556 -0.075-0.489 -0.075 0.815


29/45


30/45


31/45

con 14

1.33383749 m1 4.29912071


32/45

-5.83909928

m4 0.92009883

65.1240172 con 34

m3 6.0741729

23.8820021 m4 3.65030843

Entre P3 y P con W3

grupo Z3

1 4.5781332 1.49603969

1 2.91827629 3.15589661 1.5920465 4.4821264

1 1.42106501 4.65310789

1 4.4941511 1.5800218

1 2.78802723 3.28614566

2 7.53965917 1.46548628

2 8.57854484 2.50437194

2 8.89878556 2.82461267

2 9.52154205 3.44736915

2 8.49049222 2.41631932

3 7.15216125 1.07798835

3 2.96152597 3.11264693

3 6.17375019 0.09957729

3 5.02028713 1.05388577

3 6.46819814 0.39402525

3 8.66911471 2.59494181

4 6.00098346 0.07318944

4 1.66287419 4.41129871

4 2.40552666 3.66864624

4 5.10050392 0.97366898

4 3.08165393 2.99251897

Entre P2 y P con W2

PreClas grupo Z2

1 1 38.5073881

1 1 31.7629086

1 1 32.506549

1 1 13.9088462


33/45

1 1 33.6211123

1 1 25.5788811

1 2 62.7428971

3 2 59.5991074

1 2 73.4718724

3 2 62.8606798

3 2 66.94552923 3 24.8081268

1 3 24.2355091

3 3 30.0150135

3 3 28.8568949

3 3 32.7978354

3 3 32.3116108

3 4 31.9167725

1 4 15.5696308

1 4 30.1424809

3 4 20.56941363 4 21.2117127

2.32051 0.93516

-1.1820355 0.4067395

2.123094 -0.398904

1.90176 -0.17277

-44.5031 -4.8623


34/45

3.75818182

0.48619835

2.60181818

2.08933884


35/45


36/45

1 1 1

2 2 2

2 2 2

2 2 2

2 2 2

2 2 2

3 3 34 4 4

3 3 3

3 3 3

3 3 3

3 3 3

3 3 3

4 4 4

1 1 1

3 3 3

4 4 4


37/45


38/45


39/45


40/45


41/45

PreClas

0.92782477 4

0.73203213 42.05826193 4

2.22924342 4

0.84384267 4

0.8622812 4

3.88935075 3

4.92823641 3

5.24847714 3

5.87123362 3

4.84018379 3

3.50185282 3

0.68878246 4

2.52344176 3

1.3699787 3

2.81788972 3

5.01880628 3

2.35067503 3

1.98743424 4

1.24478177 4

1.45019549 3

0.5686545 4

PreClas

26.6166291 14.625386 4

33.3611086 7.88090651 4

32.6174682 8.62454693 4

51.215171 9.97315587 4


42/45

31.5029049 9.73911024 4

39.5451361 1.69687901 4

2.38112006 38.8608951 2

5.52490978 35.7171053 2

8.34785523 49.5898704 2

2.26333735 38.9786778 2

1.82151196 43.0635271 240.3158904 0.92612471 4

40.8885081 0.35350698 4

35.1090037 6.13301141 4

36.2671223 4.97489283 4

32.3261818 8.91583334 4

32.8124064 8.42960877 4

33.2072447 8.03477041 4

49.5543864 8.31237132 4

34.9815363 6.26047882 4

44.5546036 3.31258851 443.9123045 2.6702894 4


43/45


44/45


45/45

Documents

Discriminant e