Para los EEUU se ha estimado un modelo que relaciona el "numero de crimenes" en un estado con el "Nivel de pobreza" y la cantidad de solteros en el mismo.
options(scipen = 999999)
load("C:/Users/gusta_000/Desktop/Econometria/Guia/modelo_estimado.RData")
matriz_x <- model.matrix(modelo_estimado_1)
#Matriz A
matriz_A <- solve(t(matriz_x)%*%matriz_x)%*%t(matriz_x)
print(matriz_A)## 1 2 3 4 5
## (Intercept) -0.12023796 0.007496216 0.043732382 -0.019624196 -0.042393783
## poverty -0.01182361 0.003994776 0.008825494 0.000303668 0.003470064
## single 0.02723384 -0.003960021 -0.013241432 0.003081729 0.001105700
## 6 7 8 9 10
## (Intercept) -0.013384345 0.086168745 0.020563005 0.051126534 -0.061552737
## poverty -0.007184049 -0.005862340 -0.005645941 0.005991789 -0.003735449
## single 0.011957829 0.001503614 0.007023918 -0.010326666 0.011869128
## 11 12 13 14 15
## (Intercept) 0.135718387 0.138007251 0.110339408 0.011807385 0.04768336913
## poverty -0.004929205 -0.001636594 0.001368417 -0.001178554 -0.00195483396
## single -0.004046260 -0.008393766 -0.009734111 0.002172555 -0.00001782648
## 16 17 18 19 20
## (Intercept) 0.0907464740 0.048176786 -0.169254531 0.044486937 -0.008259184
## poverty 0.0007228831 0.009531438 0.010760361 -0.004158321 -0.007294945
## single -0.0071913968 -0.014522641 0.003128543 0.003038604 0.011644914
## 21 22 23 24 25
## (Intercept) 0.059181614 -0.063708321 0.092448252 0.038360537 -0.157529384
## poverty -0.003674172 -0.001148784 -0.001319221 0.003193256 0.008768744
## single 0.001131571 0.008802840 -0.004770642 -0.005676113 0.004600706
## 26 27 28 29 30
## (Intercept) 0.044620170 0.0304927049 0.166375633 0.118414317 0.128664592
## poverty 0.001720954 0.0005561012 0.000556971 -0.002282127 -0.002503922
## single -0.004375184 -0.0016612271 -0.013660295 -0.005851051 -0.006476873
## 31 32 33 34 35
## (Intercept) 0.107937093 -0.1051632730 -0.027965571 -0.0501481154 0.017386353
## poverty -0.001788055 0.0002829526 -0.007804338 0.0006967702 -0.001834012
## single -0.005547989 0.0106606021 0.014026244 0.0052819644 0.002505176
## 36 37 38 39 40
## (Intercept) 0.024252854 0.023645985 0.105327700 0.048817888 -0.0331645748
## poverty 0.008043818 -0.003306313 0.001343172 -0.003316237 0.0044735326
## single -0.010537327 0.003806104 -0.009259812 0.001596010 -0.0009725754
## 41 42 43 44 45
## (Intercept) 0.113989696 0.019694998 -0.007198508 0.088571062 0.0750108562
## poverty 0.003027344 0.007474015 0.003510625 -0.002705869 -0.0045514234
## single -0.012145012 -0.009417501 -0.002052983 -0.002682507 0.0008383681
## 46 47 48 49 50
## (Intercept) 0.040382842 0.003712695 0.0668225421 0.10491355 0.0464353985
## poverty -0.005272687 -0.003543426 -0.0007647365 0.01391857 -0.0004572901
## single 0.004803970 0.005864667 -0.0032060825 -0.02505570 -0.0017930470
## 51
## (Intercept) -0.5219277203
## poverty -0.0008592616
## single 0.0488974529#Matriz P
matriz_P <- matriz_x%*%matriz_A
print(matriz_P)## 1 2 3 4 5
## 1 0.161611077 -0.0127796253 -0.0653080904 0.027207907 0.004995312
## 2 -0.012779625 0.0314650769 0.0450195150 0.021099510 0.030700881
## 3 -0.065308090 0.0450195150 0.0785589509 0.019423663 0.038838489
## 4 0.027207907 0.0210995096 0.0194236628 0.022341212 0.024424173
## 5 0.004995312 0.0307008811 0.0388384889 0.024424173 0.034582636
## 6 0.092237760 -0.0008717607 -0.0291165550 0.020671038 0.005338821
## 7 0.054323132 0.0014555968 -0.0149893805 0.014082445 -0.001730668
## 8 0.069626967 0.0030986911 -0.0171998930 0.018604926 0.005605850
## 9 -0.042019509 0.0366270037 0.0604669926 0.018447422 0.031093776
## 10 0.074183205 0.0099454181 -0.0092620561 0.024537798 0.018826182
## 11 0.033001099 0.0034182300 -0.0061606961 0.010848882 -0.004571400
## 12 0.003083400 0.0130022202 0.0154620904 0.011239145 0.003299178
## 13 -0.016405789 0.0222075842 0.0335527599 0.013630280 0.013568208
## 14 0.032150082 0.0162849295 0.0114826440 0.019945572 0.017514640
## 15 0.029639461 0.0134642545 0.0083959467 0.017363227 0.011882559
## 16 -0.005512265 0.0206235772 0.0282561924 0.014862970 0.014010488
## 17 -0.072760898 0.0470134239 0.0834132808 0.019236959 0.040115944
## 18 -0.026597072 0.0539539932 0.0794281003 0.034310399 0.065690838
## 19 0.050098243 0.0070760900 -0.0061664301 0.017215896 0.006788032
## 20 0.091879085 -0.0012747116 -0.0295575040 0.020302131 0.004534238
## 21 0.041928113 0.0082640934 -0.0021940108 0.016291379 0.006456323
## 22 0.051718351 0.0175354918 0.0075063795 0.025114767 0.025419303
## 23 0.012223150 0.0146314125 0.0150179511 0.014407468 0.008805392
## 24 -0.013749255 0.0286478850 0.0414912433 0.018855703 0.025526380
## 25 -0.011943712 0.0479548814 0.0670730541 0.033177818 0.059570593
## 26 -0.002284283 0.0242501501 0.0322247792 0.018183130 0.021251731
## 27 0.011797679 0.0210647547 0.0238396001 0.018955815 0.019848409
## 28 -0.023898157 0.0189735319 0.0313498957 0.009663407 0.005758814
## 29 0.013976925 0.0114182132 0.0101655228 0.012471835 0.003741458
## 30 0.013259614 0.0106123038 0.0092836039 0.011734023 0.002132290
## 31 0.012329555 0.0130230694 0.0128125179 0.013270384 0.006044635
## 32 0.049858208 0.0223570267 0.0145642200 0.028187487 0.033243991
## 33 0.101590245 -0.0024592395 -0.0339715188 0.021565188 0.005323525
## 34 0.031724585 0.0227182754 0.0203043056 0.024493916 0.028557657
## 35 0.036520858 0.0142840658 0.0075114923 0.019455197 0.015322030
## 36 -0.053232174 0.0430360250 0.0723798179 0.020625989 0.038933762
## 37 0.047985819 0.0098863347 -0.0017549634 0.018782624 0.011047384
## 38 -0.014864749 0.0222110559 0.0331111561 0.013968820 0.014025783
## 39 0.041463070 0.0094694781 -0.0004295475 0.017059559 0.008412495
## 40 -0.006363255 0.0334902728 0.0458995198 0.023959662 0.036096529
## 41 -0.032135147 0.0269978397 0.0445849466 0.013656140 0.017274706
## 42 -0.046961732 0.0414415952 0.0684080408 0.020843060 0.038003315
## 43 -0.004609469 0.0302770697 0.0410470830 0.022024029 0.031032591
## 44 0.025587799 0.0106401078 0.0057508532 0.014442341 0.005792902
## 45 0.045581566 0.0054573242 -0.0070470730 0.015063192 0.002654548
## 46 0.061098162 0.0038837436 -0.0136684226 0.017311502 0.004469558
## 47 0.055332259 0.0095007613 -0.0044038810 0.020106415 0.012530684
## 48 0.014016459 0.0166461782 0.0172227295 0.016252001 0.012828306
## 49 -0.126724035 0.0589560548 0.1151889082 0.016085484 0.045035222
## 50 0.016633486 0.0178585101 0.0181039936 0.017697261 0.015699630
## 51 0.169486584 0.0254418356 -0.0159102166 0.056498849 0.073651878
## 6 7 8 9 10
## 1 0.0922377599 0.054323132 0.069626967 -0.042019509 0.074183205
## 2 -0.0008717607 0.001455597 0.003098691 0.036627004 0.009945418
## 3 -0.0291165550 -0.014989380 -0.017199893 0.060466993 -0.009262056
## 4 0.0206710383 0.014082445 0.018604926 0.018447422 0.024537798
## 5 0.0053388207 -0.001730668 0.005605850 0.031093776 0.018826182
## 6 0.0601833060 0.046325314 0.049657601 -0.014507419 0.045082769
## 7 0.0463253143 0.051525360 0.043514080 -0.002242589 0.026574141
## 8 0.0496576009 0.043514080 0.043047070 -0.005481207 0.035653735
## 9 -0.0145074185 -0.002242589 -0.005481207 0.048317713 -0.002230971
## 10 0.0450827691 0.026574141 0.035653735 -0.002230971 0.042317361
## 11 0.0379595101 0.052952915 0.039313133 0.005088182 0.016572738
## 12 0.0202404094 0.039319171 0.025625073 0.019901969 0.006794286
## 13 0.0061039860 0.023656425 0.013328397 0.031515647 0.002269591
## 14 0.0264276188 0.023732484 0.024553262 0.013858209 0.024140123
## 15 0.0281148133 0.030887233 0.027540841 0.012698365 0.021061366
## 16 0.0108871129 0.024257870 0.016137961 0.027384984 0.007017238
## 17 -0.0331859478 -0.017484675 -0.020160655 0.063896367 -0.011943140
## 18 -0.0248715863 -0.046193174 -0.023833459 0.055442446 0.016681405
## 19 0.0400866623 0.039831103 0.036712140 0.002678021 0.027851446
## 20 0.0604243269 0.047347419 0.050084394 -0.014673105 0.044642941
## 21 0.0364993229 0.039380020 0.034604970 0.005776013 0.024290717
## 22 0.0314330794 0.015435698 0.024926450 0.009153426 0.035220009
## 23 0.0216631859 0.033051380 0.024606872 0.018397301 0.012620412
## 24 0.0012927954 0.008174465 0.006224056 0.035033686 0.007680018
## 25 -0.0150502752 -0.036527926 -0.015640148 0.047321742 0.020657841
## 26 0.0087178833 0.015058917 0.012296802 0.028876195 0.010975654
## 27 0.0158972585 0.018441171 0.017226949 0.022782299 0.016404119
## 28 0.0066000667 0.033140898 0.016329375 0.031490581 -0.003689098
## 29 0.0250235363 0.039920616 0.028434638 0.015771307 0.011541933
## 30 0.0255055964 0.041964833 0.029288235 0.015439919 0.010662291
## 31 0.0231046860 0.036703939 0.026451865 0.017301036 0.011674500
## 32 0.0266312472 0.004913909 0.019253703 0.012875670 0.037244415
## 33 0.0644890461 0.047362628 0.052329362 -0.018204586 0.049017041
## 34 0.0206616799 0.009122273 0.017173332 0.018243217 0.027923819
## 35 0.0295422633 0.027099528 0.027238434 0.011295804 0.025194476
## 36 -0.0236150092 -0.013801698 -0.013825726 0.055737139 -0.004140852
## 37 0.0369673443 0.033983974 0.033311174 0.005138319 0.028490109
## 38 0.0065813727 0.023220557 0.013466200 0.031082152 0.003082966
## 39 0.0352988620 0.036749573 0.033186782 0.006706576 0.024796816
## 40 -0.0006447671 -0.004962560 0.001378097 0.036155002 0.014584634
## 41 -0.0029942508 0.017057493 0.006415471 0.039139282 -0.003026318
## 42 -0.0202640241 -0.011892640 -0.011429560 0.052906946 -0.001833314
## 43 0.0027155901 0.001906681 0.005205868 0.033529002 0.013506159
## 44 0.0293246212 0.038477851 0.030390617 0.011972017 0.017169236
## 45 0.0400960207 0.044791276 0.038143735 0.002882226 0.024465426
## 46 0.0463112824 0.044085102 0.041366692 -0.002548901 0.031653178
## 47 0.0395952552 0.032826716 0.034426956 0.002805195 0.032117120
## 48 0.0204580515 0.027940847 0.022472891 0.019225757 0.014819527
## 49 -0.0604666469 -0.029841231 -0.038752062 0.087073601 -0.032909916
## 50 0.0202123570 0.024438657 0.021330304 0.019289336 0.016952371
## 51 0.0612247882 -0.035367152 0.026738755 -0.018909558 0.102139135
## 11 12 13 14 15
## 1 0.033001099 0.003083400 -0.0164057895 0.032150082 0.0296394607
## 2 0.003418230 0.013002220 0.0222075842 0.016284930 0.0134642545
## 3 -0.006160696 0.015462090 0.0335527599 0.011482644 0.0083959467
## 4 0.010848882 0.011239145 0.0136302797 0.019945572 0.0173632265
## 5 -0.004571400 0.003299178 0.0135682081 0.017514640 0.0118825586
## 6 0.037959510 0.020240409 0.0061039860 0.026427619 0.0281148133
## 7 0.052952915 0.039319171 0.0236564253 0.023732484 0.0308872331
## 8 0.039313133 0.025625073 0.0133283967 0.024553262 0.0275408413
## 9 0.005088182 0.019901969 0.0315156470 0.013858209 0.0126983655
## 10 0.016572738 0.006794286 0.0022695914 0.024140123 0.0210613665
## 11 0.059463778 0.048531233 0.0327063281 0.022149205 0.0318824765
## 12 0.048531233 0.045606447 0.0368271023 0.019221275 0.0273881407
## 13 0.032706328 0.036827102 0.0357916146 0.017007601 0.0219056920
## 14 0.022149205 0.019221275 0.0170076006 0.020763434 0.0208926221
## 15 0.031882477 0.027388141 0.0219056920 0.020892622 0.0236418693
## 16 0.031087826 0.033469599 0.0318979738 0.017876622 0.0218985614
## 17 -0.007727752 0.015646825 0.0350735318 0.010793969 0.0076157965
## 18 -0.054701898 -0.030265921 0.0014273628 0.013064630 -0.0041898611
## 19 0.038871660 0.029003659 0.0188796609 0.022877707 0.0265723376
## 20 0.039349978 0.021407108 0.0068037177 0.026446073 0.0285075624
## 21 0.040085535 0.031521783 0.0217998869 0.022225942 0.0265776855
## 22 0.007207250 0.003684759 0.0048695833 0.021900870 0.0173471827
## 23 0.038481633 0.035924490 0.0298453483 0.019644453 0.0248308123
## 24 0.012253950 0.020166053 0.0262691136 0.016513515 0.0160162331
## 25 -0.045513004 -0.025804963 0.0010478759 0.014633660 -0.0008630804
## 26 0.018573624 0.022969338 0.0256004177 0.017710526 0.0183638179
## 27 0.019824348 0.021269504 0.0219959740 0.018951570 0.0193358870
## 28 0.046522708 0.049169776 0.0438991476 0.016857042 0.0256394868
## 29 0.046912731 0.042248944 0.0329334615 0.020090296 0.0273810101
## 30 0.049693667 0.044582334 0.0343329143 0.020127207 0.0281665101
## 31 0.043145955 0.039588230 0.0318076813 0.019817677 0.0262045455
## 32 -0.005888169 -0.006303442 -0.0001808736 0.021281807 0.0134232536
## 33 0.037238553 0.017885945 0.0030469192 0.027197238 0.0283049477
## 34 0.003491924 0.004566297 0.0091582355 0.020070549 0.0153976967
## 35 0.025511358 0.021042611 0.0171599647 0.021253310 0.0220673058
## 36 -0.007286280 0.012268239 0.0295222676 0.012469523 0.0085843002
## 37 0.031831027 0.023845895 0.0164912701 0.022450321 0.0244148889
## 38 0.031808783 0.035824064 0.0349550407 0.017107002 0.0217084271
## 39 0.036811682 0.029024734 0.0205372750 0.022071176 0.0255967032
## 40 -0.006226751 0.004159633 0.0161992371 0.016490852 0.0109087069
## 41 0.027688833 0.035866230 0.0382702874 0.015493935 0.0197571584
## 42 -0.006212146 0.011919844 0.0281383380 0.013040343 0.0091689663
## 43 0.002204351 0.010484089 0.0192873490 0.016936696 0.0134589066
## 44 0.042513293 0.036558045 0.0276403573 0.020922409 0.0265883814
## 45 0.046228619 0.035676507 0.0233517051 0.022752730 0.0285378674
## 46 0.041917475 0.029309895 0.0169483544 0.023919951 0.0279389383
## 47 0.028733762 0.019997413 0.0130081546 0.022965776 0.0238213077
## 48 0.031529298 0.030091013 0.0263467097 0.019552176 0.0228670652
## 49 -0.011744812 0.022773480 0.0492176249 0.006065502 0.0041184849
## 50 0.026460349 0.025587887 0.0234109512 0.019596212 0.0214915512
## 51 -0.083834974 -0.090701039 -0.0686582458 0.028707029 -0.0043182118
## 16 17 18 19 20
## 1 -0.005512265 -0.072760898 -0.026597072 0.050098243 0.091879085
## 2 0.020623577 0.047013424 0.053953993 0.007076090 -0.001274712
## 3 0.028256192 0.083413281 0.079428100 -0.006166430 -0.029557504
## 4 0.014862970 0.019236959 0.034310399 0.017215896 0.020302131
## 5 0.014010488 0.040115944 0.065690838 0.006788032 0.004534238
## 6 0.010887113 -0.033185948 -0.024871586 0.040086662 0.060424327
## 7 0.024257870 -0.017484675 -0.046193174 0.039831103 0.047347419
## 8 0.016137961 -0.020160655 -0.023833459 0.036712140 0.050084394
## 9 0.027384984 0.063896367 0.055442446 0.002678021 -0.014673105
## 10 0.007017238 -0.011943140 0.016681405 0.027851446 0.044642941
## 11 0.031087826 -0.007727752 -0.054701898 0.038871660 0.039349978
## 12 0.033469599 0.015646825 -0.030265921 0.029003659 0.021407108
## 13 0.031897974 0.035073532 0.001427363 0.018879661 0.006803718
## 14 0.017876622 0.010793969 0.013064630 0.022877707 0.026446073
## 15 0.021898561 0.007615796 -0.004189861 0.026572338 0.028507562
## 16 0.029021418 0.029264481 0.002678779 0.020095101 0.011461679
## 17 0.029264481 0.088678108 0.083419388 -0.008133616 -0.033639964
## 18 0.002678779 0.083419388 0.161434287 -0.020017550 -0.027336512
## 19 0.020095101 -0.008133616 -0.020017550 0.033113678 0.040614464
## 20 0.011461679 -0.033639964 -0.027336512 0.040614464 0.060718819
## 21 0.022252515 -0.003776834 -0.020956111 0.032202099 0.037120999
## 22 0.008390716 0.006166587 0.037126086 0.019950638 0.030782549
## 23 0.027937093 0.014967325 -0.013461762 0.026332583 0.022404096
## 24 0.023998670 0.043336153 0.038088405 0.010658741 0.001221758
## 25 0.002888156 0.070120480 0.142515978 -0.013556129 -0.017264095
## 26 0.023850346 0.033350676 0.024863111 0.015344871 0.008811213
## 27 0.021331484 0.024228162 0.020421494 0.018335613 0.015952162
## 28 0.038435035 0.032938706 -0.022458728 0.023438008 0.007854707
## 29 0.030593043 0.009837774 -0.029014505 0.030219100 0.026065069
## 30 0.031742168 0.008929719 -0.033944364 0.031274710 0.026654070
## 31 0.029588488 0.012652092 -0.021932584 0.028331832 0.024017098
## 32 0.004083363 0.013611347 0.061149643 0.014064879 0.025508592
## 33 0.008657411 -0.038495867 -0.025009056 0.041414071 0.064647282
## 34 0.011271019 0.020054820 0.046947884 0.014880735 0.019994128
## 35 0.018162034 0.006527372 0.006295554 0.025068840 0.029658547
## 36 0.025307341 0.076651069 0.079603479 -0.004535153 -0.024170035
## 37 0.018013710 -0.003458095 -0.006929730 0.029754966 0.037247994
## 38 0.031251119 0.034574400 0.002816248 0.018767693 0.007238723
## 39 0.021175678 -0.001915641 -0.014950222 0.030730659 0.035802507
## 40 0.015810207 0.047786188 0.070445310 0.004101151 -0.001442215
## 41 0.033412287 0.047010377 0.012950898 0.014001648 -0.002385213
## 42 0.024371341 0.072339389 0.076688232 -0.002983801 -0.020817072
## 43 0.018466157 0.042656629 0.054892557 0.007987672 0.002218765
## 44 0.026567356 0.004936756 -0.022833238 0.030378936 0.030134046
## 45 0.023687052 -0.008951477 -0.032655035 0.035448839 0.040922467
## 46 0.018869941 -0.016257890 -0.027236945 0.036328364 0.046885420
## 47 0.015354019 -0.006407713 -0.002450203 0.029722909 0.039717471
## 48 0.025064278 0.017237442 -0.001137130 0.023693564 0.020931608
## 49 0.039195353 0.123261887 0.099033795 -0.019264925 -0.060744778
## 50 0.022693733 0.018100381 0.007646540 0.021998183 0.020483120
## 51 -0.049099283 -0.021143638 0.183959802 0.001860398 0.056506876
## 21 22 23 24 25
## 1 0.0419281127 0.051718351 0.012223150 -0.013749255 -0.0119437117
## 2 0.0082640934 0.017535492 0.014631413 0.028647885 0.0479548814
## 3 -0.0021940108 0.007506379 0.015017951 0.041491243 0.0670730541
## 4 0.0162913794 0.025114767 0.014407468 0.018855703 0.0331778182
## 5 0.0064563227 0.025419303 0.008805392 0.025526380 0.0595705928
## 6 0.0364993229 0.031433079 0.021663186 0.001292795 -0.0150502752
## 7 0.0393800202 0.015435698 0.033051380 0.008174465 -0.0365279257
## 8 0.0346049704 0.024926450 0.024606872 0.006224056 -0.0156401479
## 9 0.0057760130 0.009153426 0.018397301 0.035033686 0.0473217421
## 10 0.0242907171 0.035220009 0.012620412 0.007680018 0.0206578411
## 11 0.0400855353 0.007207250 0.038481633 0.012253950 -0.0455130038
## 12 0.0315217825 0.003684759 0.035924490 0.020166053 -0.0258049627
## 13 0.0217998869 0.004869583 0.029845348 0.026269114 0.0010478759
## 14 0.0222259425 0.021900870 0.019644453 0.016513515 0.0146336599
## 15 0.0265776855 0.017347183 0.024830812 0.016016233 -0.0008630804
## 16 0.0222525147 0.008390716 0.027937093 0.023998670 0.0028881565
## 17 -0.0037768344 0.006166587 0.014967325 0.043336153 0.0701204805
## 18 -0.0209561105 0.037126086 -0.013461762 0.038088405 0.1425159781
## 19 0.0322020992 0.019950638 0.026332583 0.010658741 -0.0135561288
## 20 0.0371209990 0.030782549 0.022404096 0.001221758 -0.0172640947
## 21 0.0318626289 0.017309793 0.027763772 0.012361571 -0.0149363370
## 22 0.0173097926 0.033037319 0.010113892 0.013747203 0.0373184518
## 23 0.0277637720 0.010113892 0.029915925 0.019208787 -0.0102649599
## 24 0.0123615708 0.013747203 0.019208787 0.027902325 0.0337950952
## 25 -0.0149363370 0.037318452 -0.010264960 0.033795095 0.1266889826
## 26 0.0166574230 0.014245466 0.021268915 0.024638023 0.0228125274
## 27 0.0188339802 0.017460712 0.020497332 0.021338560 0.0198083680
## 28 0.0275360867 -0.002630853 0.037599578 0.026445652 -0.0206735215
## 29 0.0319744104 0.007205892 0.034016235 0.017895610 -0.0239646821
## 30 0.0332177672 0.005904840 0.035498051 0.017753527 -0.0283923251
## 31 0.0299962246 0.008277196 0.032270570 0.018676335 -0.0177832958
## 32 0.0108667063 0.037782025 0.003658934 0.015592823 0.0585365059
## 33 0.0372062083 0.034188802 0.020363918 -0.000729358 -0.0145469363
## 34 0.0132961496 0.029247682 0.010225864 0.018643294 0.0447069834
## 35 0.0243172893 0.021709854 0.020913052 0.015165174 0.0089123377
## 36 -0.0013739633 0.011142399 0.013241614 0.038901468 0.0680364614
## 37 0.0286131381 0.022208116 0.022973179 0.011900875 -0.0020702217
## 38 0.0215456293 0.005634993 0.029236361 0.026020824 0.0023848176
## 39 0.0302518570 0.018495967 0.026150034 0.012822977 -0.0096318246
## 40 0.0043929230 0.023084345 0.009099908 0.028258230 0.0630348246
## 41 0.0176451427 0.002725634 0.028871272 0.030349307 0.0102334172
## 42 -0.0001585582 0.012367312 0.013160318 0.037375885 0.0658659127
## 43 0.0086035648 0.020176345 0.013200219 0.026945050 0.0493350940
## 44 0.0311836860 0.012028085 0.030626159 0.015767241 -0.0176967624
## 45 0.0351973290 0.015817723 0.030514187 0.010871150 -0.0250852940
## 46 0.0348871761 0.021635074 0.026778972 0.007855849 -0.0192341757
## 47 0.0279635137 0.025384613 0.020669157 0.010588409 0.0024006838
## 48 0.0246553858 0.013366528 0.026211383 0.019563986 0.0008041373
## 49 -0.0117482331 -0.006464639 0.018317499 0.055895357 0.0803833795
## 50 0.0225360954 0.016083520 0.023379668 0.019528816 0.0087825417
## 51 -0.0128088006 0.100506538 -0.047810391 -0.002779615 0.1756410645
## 26 27 28 29 30
## 1 -0.002284283 0.011797679 -0.023898157 0.013976925 0.013259614
## 2 0.024250150 0.021064755 0.018973532 0.011418213 0.010612304
## 3 0.032224779 0.023839600 0.031349896 0.010165523 0.009283604
## 4 0.018183130 0.018955815 0.009663407 0.012471835 0.011734023
## 5 0.021251731 0.019848409 0.005758814 0.003741458 0.002132290
## 6 0.008717883 0.015897258 0.006600067 0.025023536 0.025505596
## 7 0.015058917 0.018441171 0.033140898 0.039920616 0.041964833
## 8 0.012296802 0.017226949 0.016329375 0.028434638 0.029288235
## 9 0.028876195 0.022782299 0.031490581 0.015771307 0.015439919
## 10 0.010975654 0.016404119 -0.003689098 0.011541933 0.010662291
## 11 0.018573624 0.019824348 0.046522708 0.046912731 0.049693667
## 12 0.022969338 0.021269504 0.049169776 0.042248944 0.044582334
## 13 0.025600418 0.021995974 0.043899148 0.032933462 0.034332914
## 14 0.017710526 0.018951570 0.016857042 0.020090296 0.020127207
## 15 0.018363818 0.019335887 0.025639487 0.027381010 0.028166510
## 16 0.023850346 0.021331484 0.038435035 0.030593043 0.031742168
## 17 0.033350676 0.024228162 0.032938706 0.009837774 0.008929719
## 18 0.024863111 0.020421494 -0.022458728 -0.029014505 -0.033944364
## 19 0.015344871 0.018335613 0.023438008 0.030219100 0.031274710
## 20 0.008811213 0.015952162 0.007854707 0.026065069 0.026654070
## 21 0.016657423 0.018833980 0.027536087 0.031974410 0.033217767
## 22 0.014245466 0.017460712 -0.002630853 0.007205892 0.005904840
## 23 0.021268915 0.020497332 0.037599578 0.034016235 0.035498051
## 24 0.024638023 0.021338560 0.026445652 0.017895610 0.017753527
## 25 0.022812527 0.019808368 -0.020673522 -0.023964682 -0.028392325
## 26 0.023010393 0.020837360 0.027143308 0.021219266 0.021405920
## 27 0.020837360 0.020060941 0.022766732 0.020605014 0.020714818
## 28 0.027143308 0.022766732 0.057867232 0.043705663 0.046214931
## 29 0.021219266 0.020605014 0.043705663 0.039908526 0.041991588
## 30 0.021405920 0.020714818 0.046214931 0.041991588 0.044288531
## 31 0.021376798 0.020606427 0.041307776 0.037369036 0.039193856
## 32 0.014187226 0.017243932 -0.012445150 -0.002039205 -0.004284505
## 33 0.007233237 0.015343282 0.002446292 0.023496437 0.023812930
## 34 0.017278976 0.018515181 0.002024209 0.006679081 0.005343980
## 35 0.017115473 0.018784033 0.017888894 0.022044680 0.022277252
## 36 0.030302607 0.023119498 0.025830072 0.008053313 0.006943244
## 37 0.015487845 0.018282833 0.018586551 0.025368335 0.025929642
## 38 0.025334992 0.021885460 0.042588810 0.032120143 0.033434834
## 39 0.016642864 0.018779786 0.025082516 0.029663138 0.030670433
## 40 0.022987244 0.020458705 0.008769356 0.003770603 0.002175702
## 41 0.027930986 0.022773808 0.045877850 0.031008230 0.032226291
## 42 0.029348806 0.022786546 0.024296960 0.008152847 0.007046736
## 43 0.022937594 0.020566386 0.014875441 0.009662897 0.008669241
## 44 0.019282535 0.019830717 0.035732269 0.035485043 0.037103893
## 45 0.016249025 0.018776247 0.031077207 0.036011854 0.037664753
## 46 0.013702684 0.017780219 0.021682094 0.031231481 0.032379766
## 47 0.014254059 0.017785173 0.013289529 0.022343278 0.022587718
## 48 0.020802277 0.020222820 0.031326401 0.028808582 0.029755693
## 49 0.041698619 0.027222619 0.050333619 0.012751208 0.012194908
## 50 0.020256868 0.019947599 0.026252155 0.024870669 0.025412194
## 51 -0.006638218 0.008460658 -0.120812865 -0.071142077 -0.080577853
## 31 32 33 34 35
## 1 0.0123295548 0.0498582078 0.101590245 0.031724585 0.0365208582
## 2 0.0130230694 0.0223570267 -0.002459239 0.022718275 0.0142840658
## 3 0.0128125179 0.0145642200 -0.033971519 0.020304306 0.0075114923
## 4 0.0132703840 0.0281874867 0.021565188 0.024493916 0.0194551966
## 5 0.0060446349 0.0332439912 0.005323525 0.028557657 0.0153220299
## 6 0.0231046860 0.0266312472 0.064489046 0.020661680 0.0295422633
## 7 0.0367039393 0.0049139095 0.047362628 0.009122273 0.0270995277
## 8 0.0264518654 0.0192537035 0.052329362 0.017173332 0.0272384342
## 9 0.0173010357 0.0128756699 -0.018204586 0.018243217 0.0112958043
## 10 0.0116745000 0.0372444146 0.049017041 0.027923819 0.0251944763
## 11 0.0431459553 -0.0058881689 0.037238553 0.003491924 0.0255113578
## 12 0.0395882297 -0.0063034421 0.017885945 0.004566297 0.0210426110
## 13 0.0318076813 -0.0001808736 0.003046919 0.009158236 0.0171599647
## 14 0.0198176767 0.0212818069 0.027197238 0.020070549 0.0212533105
## 15 0.0262045455 0.0134232536 0.028304948 0.015397697 0.0220673058
## 16 0.0295884880 0.0040833632 0.008657411 0.011271019 0.0181620341
## 17 0.0126520923 0.0136113469 -0.038495867 0.020054820 0.0065273720
## 18 -0.0219325838 0.0611496435 -0.025009056 0.046947884 0.0062955538
## 19 0.0283318322 0.0140648787 0.041414071 0.014880735 0.0250688402
## 20 0.0240170976 0.0255085924 0.064647282 0.019994128 0.0296585468
## 21 0.0299962246 0.0108667063 0.037206208 0.013296150 0.0243172893
## 22 0.0082771964 0.0377820245 0.034188802 0.029247682 0.0217098540
## 23 0.0322705703 0.0036589342 0.020363918 0.010225864 0.0209130523
## 24 0.0186763347 0.0155928232 -0.000729358 0.018643294 0.0151651736
## 25 -0.0177832958 0.0585365059 -0.014546936 0.044706983 0.0089123377
## 26 0.0213767976 0.0141872257 0.007233237 0.017278976 0.0171154734
## 27 0.0206064274 0.0172439320 0.015343282 0.018515181 0.0187840328
## 28 0.0413077762 -0.0124451501 0.002446292 0.002024209 0.0178888943
## 29 0.0373690363 -0.0020392053 0.023496437 0.006679081 0.0220446804
## 30 0.0391938560 -0.0042845049 0.023812930 0.005343980 0.0222772516
## 31 0.0351866025 0.0002626947 0.021619098 0.008153539 0.0214453113
## 32 0.0002626947 0.0468764135 0.029801125 0.034866795 0.0200459709
## 33 0.0216190981 0.0298011246 0.069477338 0.022176589 0.0304772143
## 34 0.0081535391 0.0348667945 0.022176589 0.028359862 0.0191242886
## 35 0.0214453113 0.0200459709 0.030477214 0.019124289 0.0221031999
## 36 0.0107721254 0.0188001716 -0.027580576 0.022347417 0.0086969660
## 37 0.0241457725 0.0186403737 0.038439802 0.017759971 0.0240534980
## 38 0.0310740758 0.0009134858 0.003669120 0.009756111 0.0172270831
## 39 0.0279926005 0.0131403010 0.036109285 0.014700927 0.0239013180
## 40 0.0062602041 0.0312533492 -0.001383890 0.027849650 0.0139039891
## 41 0.0303956229 -0.0009356901 -0.006940478 0.009396484 0.0148920338
## 42 0.0107537449 0.0197813401 -0.023836665 0.022666580 0.0094976844
## 43 0.0113586718 0.0255552094 0.001748636 0.024302866 0.0150356190
## 44 0.0333250198 0.0044703410 0.028790456 0.010126969 0.0228141828
## 45 0.0334486771 0.0073855710 0.040802670 0.011014789 0.0253997482
## 46 0.0290286694 0.0149328762 0.048279736 0.014921194 0.0266031669
## 47 0.0213901624 0.0229894963 0.041708991 0.020081786 0.0245053634
## 48 0.0277085212 0.0092721879 0.019572702 0.013563616 0.0203316281
## 49 0.0160911819 0.0013279314 -0.069375188 0.014970646 0.0002199351
## 50 0.0242376845 0.0137345016 0.019720173 0.016164144 0.0200498918
## 51 -0.0618781056 0.1379059865 0.075979912 0.084978031 0.0243328225
## 36 37 38 39 40
## 1 -0.05323217408 0.04798581916 -0.0148647495 0.0414630703 -0.0063632555
## 2 0.04303602499 0.00988633473 0.0222110559 0.0094694781 0.0334902728
## 3 0.07237981793 -0.00175496339 0.0331111561 -0.0004295475 0.0458995198
## 4 0.02062598918 0.01878262392 0.0139688204 0.0170595586 0.0239596621
## 5 0.03893376181 0.01104738429 0.0140257830 0.0084124945 0.0360965286
## 6 -0.02361500919 0.03696734429 0.0065813727 0.0352988620 -0.0006447671
## 7 -0.01380169777 0.03398397378 0.0232205566 0.0367495729 -0.0049625601
## 8 -0.01382572557 0.03331117441 0.0134662003 0.0331867822 0.0013780971
## 9 0.05573713908 0.00513831910 0.0310821519 0.0067065763 0.0361550017
## 10 -0.00414085174 0.02849010874 0.0030829660 0.0247968158 0.0145846344
## 11 -0.00728628002 0.03183102660 0.0318087828 0.0368116815 -0.0062267510
## 12 0.01226823934 0.02384589473 0.0358240642 0.0290247343 0.0041596327
## 13 0.02952226761 0.01649127006 0.0349550407 0.0205372750 0.0161992371
## 14 0.01246952316 0.02245032083 0.0171070022 0.0220711761 0.0164908525
## 15 0.00858430019 0.02441488885 0.0217084271 0.0255967032 0.0109087069
## 16 0.02530734095 0.01801371004 0.0312511193 0.0211756783 0.0158102073
## 17 0.07665106865 -0.00345809543 0.0345744004 -0.0019156411 0.0477861881
## 18 0.07960347922 -0.00692972971 0.0028162483 -0.0149502220 0.0704453099
## 19 -0.00453515328 0.02975496623 0.0187676927 0.0307306588 0.0041011511
## 20 -0.02417003455 0.03724799441 0.0072387233 0.0358025071 -0.0014422148
## 21 -0.00137396331 0.02861313806 0.0215456293 0.0302518570 0.0043929230
## 22 0.01114239918 0.02220811569 0.0056349928 0.0184959668 0.0230843446
## 23 0.01324161412 0.02297317924 0.0292363608 0.0261500338 0.0090999084
## 24 0.03890146791 0.01190087524 0.0260208239 0.0128229771 0.0282582295
## 25 0.06803646135 -0.00207022173 0.0023848176 -0.0096318246 0.0630348246
## 26 0.03030260695 0.01548784494 0.0253349920 0.0166428640 0.0229872440
## 27 0.02311949799 0.01828283313 0.0218854604 0.0187797857 0.0204587049
## 28 0.02583007240 0.01858655088 0.0425888096 0.0250825157 0.0087693560
## 29 0.00805331268 0.02536833471 0.0321201428 0.0296631376 0.0037706029
## 30 0.00694324425 0.02592964173 0.0334348338 0.0306704326 0.0021757022
## 31 0.01077212543 0.02414577255 0.0310740758 0.0279926005 0.0062602041
## 32 0.01880017158 0.01864037369 0.0009134858 0.0131403010 0.0312533492
## 33 -0.02758057635 0.03843980185 0.0036691196 0.0361092855 -0.0013838897
## 34 0.02234741708 0.01775997109 0.0097561106 0.0147009265 0.0278496499
## 35 0.00869696605 0.02405349796 0.0172270831 0.0239013180 0.0139039891
## 36 0.06736049636 0.00009811276 0.0292729081 0.0005404823 0.0450631341
## 37 0.00009811276 0.02764046450 0.0165412525 0.0277212016 0.0086330079
## 38 0.02927290810 0.01654125249 0.0341633724 0.0203652548 0.0165493298
## 39 0.00054048231 0.02772120165 0.0203652548 0.0289129402 0.0064351744
## 40 0.04506313408 0.00863300790 0.0165493298 0.0064351744 0.0385278098
## 41 0.03942419937 0.01247371607 0.0373585142 0.0167298146 0.0212173782
## 42 0.06389363049 0.00147061226 0.0279439815 0.0016949509 0.0436238207
## 43 0.03987482497 0.01102816653 0.0194331105 0.0099482813 0.0331985000
## 44 0.00494843673 0.02632947446 0.0271015202 0.0292942505 0.0049764686
## 45 -0.00625658117 0.03077761905 0.0229804025 0.0330892908 0.0002111632
## 46 -0.01121956095 0.03244999636 0.0169014875 0.0332116256 0.0008724212
## 47 -0.00170366700 0.02817101001 0.0132402830 0.0273647332 0.0095860387
## 48 0.01601676866 0.02156991823 0.0259496270 0.0236318017 0.0130871533
## 49 0.10377475013 -0.01397678944 0.0481038940 -0.0098000845 0.0570056431
## 50 0.01743250294 0.02077794352 0.0231859171 0.0219488413 0.0158295945
## 51 0.00373471899 0.02047421898 -0.0638544075 -0.0034589501 0.0634427661
## 41 42 43 44 45
## 1 -0.0321351475 -0.04696173199 -0.004609469 0.025587799 0.0455815656
## 2 0.0269978397 0.04144159523 0.030277070 0.010640108 0.0054573242
## 3 0.0445849466 0.06840804084 0.041047083 0.005750853 -0.0070470730
## 4 0.0136561402 0.02084306015 0.022024029 0.014442341 0.0150631921
## 5 0.0172747063 0.03800331459 0.031032591 0.005792902 0.0026545484
## 6 -0.0029942508 -0.02026402406 0.002715590 0.029324621 0.0400960207
## 7 0.0170574929 -0.01189263976 0.001906681 0.038477851 0.0447912755
## 8 0.0064154706 -0.01142955985 0.005205868 0.030390617 0.0381437345
## 9 0.0391392822 0.05290694621 0.033529002 0.011972017 0.0028822256
## 10 -0.0030263180 -0.00183331380 0.013506159 0.017169236 0.0244654258
## 11 0.0276888329 -0.00621214597 0.002204351 0.042513293 0.0462286191
## 12 0.0358662301 0.01191984441 0.010484089 0.036558045 0.0356765073
## 13 0.0382702874 0.02813833798 0.019287349 0.027640357 0.0233517051
## 14 0.0154939355 0.01304034275 0.016936696 0.020922409 0.0227527296
## 15 0.0197571584 0.00916896625 0.013458907 0.026588381 0.0285378674
## 16 0.0334122873 0.02437134100 0.018466157 0.026567356 0.0236870520
## 17 0.0470103772 0.07233938887 0.042656629 0.004936756 -0.0089514769
## 18 0.0129508981 0.07668823171 0.054892557 -0.022833238 -0.0326550350
## 19 0.0140016484 -0.00298380147 0.007987672 0.030378936 0.0354488388
## 20 -0.0023852131 -0.02081707196 0.002218765 0.030134046 0.0409224674
## 21 0.0176451427 -0.00015855822 0.008603565 0.031183686 0.0351973290
## 22 0.0027256341 0.01236731244 0.020176345 0.012028085 0.0158177231
## 23 0.0288712715 0.01316031803 0.013200219 0.030626159 0.0305141871
## 24 0.0303493068 0.03737588549 0.026945050 0.015767241 0.0108711499
## 25 0.0102334172 0.06586591273 0.049335094 -0.017696762 -0.0250852940
## 26 0.0279309862 0.02934880617 0.022937594 0.019282535 0.0162490251
## 27 0.0227738083 0.02278654628 0.020566386 0.019830717 0.0187762474
## 28 0.0458778502 0.02429695980 0.014875441 0.035732269 0.0310772069
## 29 0.0310082300 0.00815284742 0.009662897 0.035485043 0.0360118543
## 30 0.0322262908 0.00704673551 0.008669241 0.037103893 0.0376647528
## 31 0.0303956229 0.01075374486 0.011358672 0.033325020 0.0334486771
## 32 -0.0009356901 0.01978134011 0.025555209 0.004470341 0.0073855710
## 33 -0.0069404777 -0.02383666457 0.001748636 0.028790456 0.0408026702
## 34 0.0093964838 0.02266657998 0.024302866 0.010126969 0.0110147891
## 35 0.0148920338 0.00949768445 0.015035619 0.022814183 0.0253997482
## 36 0.0394241994 0.06389363049 0.039874825 0.004948437 -0.0062565812
## 37 0.0124737161 0.00147061226 0.011028167 0.026329474 0.0307776191
## 38 0.0373585142 0.02794398150 0.019433110 0.027101520 0.0229804025
## 39 0.0167298146 0.00169495094 0.009948281 0.029294251 0.0330892908
## 40 0.0212173782 0.04362382074 0.033198500 0.004976469 0.0002111632
## 41 0.0428148697 0.03730150429 0.023354334 0.024932155 0.0182613048
## 42 0.0373015043 0.06070968685 0.038616343 0.005491946 -0.0048073213
## 43 0.0233543338 0.03861634300 0.029661175 0.009835355 0.0057088348
## 44 0.0249321545 0.00549194624 0.009835355 0.032793191 0.0346943078
## 45 0.0182613048 -0.00480732130 0.005708835 0.034694308 0.0394972418
## 46 0.0106680025 -0.00915736450 0.005324936 0.032004792 0.0387186714
## 47 0.0085239197 -0.00005417871 0.011260163 0.024444711 0.0297475381
## 48 0.0258261094 0.01592558262 0.015684353 0.026579037 0.0263819477
## 49 0.0670336232 0.09709363390 0.051439339 0.003285199 -0.0181500866
## 50 0.0230872378 0.01739038595 0.017320596 0.023611924 0.0235312999
## 51 -0.0744931970 0.00888221413 0.040111081 -0.042147291 -0.0266187841
## 46 47 48 49 50
## 1 0.0610981620 0.05533225892 0.0140164593 -0.1267240353 0.016633486
## 2 0.0038837436 0.00950076134 0.0166461782 0.0589560548 0.017858510
## 3 -0.0136684226 -0.00440388101 0.0172227295 0.1151889082 0.018103994
## 4 0.0173115022 0.02010641476 0.0162520006 0.0160854844 0.017697261
## 5 0.0044695580 0.01253068375 0.0128283056 0.0450352224 0.015699630
## 6 0.0463112824 0.03959525517 0.0204580515 -0.0604666469 0.020212357
## 7 0.0440851020 0.03282671578 0.0279408473 -0.0298412311 0.024438657
## 8 0.0413666923 0.03442695554 0.0224728906 -0.0387520617 0.021330304
## 9 -0.0025489007 0.00280519452 0.0192257569 0.0870736011 0.019289336
## 10 0.0316531775 0.03211711988 0.0148195267 -0.0329099159 0.016952371
## 11 0.0419174754 0.02873376166 0.0315292980 -0.0117448120 0.026460349
## 12 0.0293098947 0.01999741335 0.0300910133 0.0227734801 0.025587887
## 13 0.0169483544 0.01300815463 0.0263467097 0.0492176249 0.023410951
## 14 0.0239199513 0.02296577564 0.0195521764 0.0060655020 0.019596212
## 15 0.0279389383 0.02382130771 0.0228670652 0.0041184849 0.021491551
## 16 0.0188699407 0.01535401915 0.0250642779 0.0391953530 0.022693733
## 17 -0.0162578898 -0.00640771321 0.0172374416 0.1232618867 0.018100381
## 18 -0.0272369450 -0.00245020324 -0.0011371298 0.0990337955 0.007646540
## 19 0.0363283635 0.02972290933 0.0236935635 -0.0192649252 0.021998183
## 20 0.0468854200 0.03971747067 0.0209316081 -0.0607447782 0.020483120
## 21 0.0348871761 0.02796351374 0.0246553858 -0.0117482331 0.022536095
## 22 0.0216350737 0.02538461273 0.0133665276 -0.0064646395 0.016083520
## 23 0.0267789716 0.02066915744 0.0262113827 0.0183174990 0.023379668
## 24 0.0078558491 0.01058840945 0.0195639858 0.0558953572 0.019528816
## 25 -0.0192341757 0.00240068385 0.0008041373 0.0803833795 0.008782542
## 26 0.0137026836 0.01425405946 0.0208022767 0.0416986194 0.020256868
## 27 0.0177802192 0.01778517341 0.0202228196 0.0272226188 0.019947599
## 28 0.0216820941 0.01328952935 0.0313264015 0.0503336190 0.026252155
## 29 0.0312314810 0.02234327786 0.0288085816 0.0127512081 0.024870669
## 30 0.0323797658 0.02258771784 0.0297556925 0.0121949084 0.025412194
## 31 0.0290286694 0.02139016243 0.0277085212 0.0160911819 0.024237684
## 32 0.0149328762 0.02298949630 0.0092721879 0.0013279314 0.013734502
## 33 0.0482797356 0.04170899129 0.0195727024 -0.0693751879 0.019720173
## 34 0.0149211944 0.02008178601 0.0135636164 0.0149706458 0.016164144
## 35 0.0266031669 0.02450536339 0.0203316281 0.0002199351 0.020049892
## 36 -0.0112195610 -0.00170366700 0.0160167687 0.1037747501 0.017432503
## 37 0.0324499964 0.02817101001 0.0215699182 -0.0139767894 0.020777944
## 38 0.0169014875 0.01324028304 0.0259496270 0.0481038940 0.023185917
## 39 0.0332116256 0.02736473324 0.0236318017 -0.0098000845 0.021948841
## 40 0.0008724212 0.00958603873 0.0130871533 0.0570056431 0.015829594
## 41 0.0106680025 0.00852391966 0.0258261094 0.0670336232 0.023087238
## 42 -0.0091573645 -0.00005417871 0.0159255826 0.0970936339 0.017390386
## 43 0.0053249356 0.01126016252 0.0156843529 0.0514393389 0.017320596
## 44 0.0320047921 0.02444471137 0.0265790365 0.0032851987 0.023611924
## 45 0.0387186714 0.02974753809 0.0263819477 -0.0181500866 0.023531300
## 46 0.0404996425 0.03278977545 0.0239082695 -0.0315135010 0.022138980
## 47 0.0327897755 0.02945384619 0.0200580654 -0.0198234879 0.019923538
## 48 0.0239082695 0.02005806536 0.0238436049 0.0197082164 0.022025855
## 49 -0.0315135010 -0.01982348795 0.0197082164 0.1783821911 0.019428916
## 50 0.0221389802 0.01992353828 0.0220258547 0.0194289164 0.020988532
## 51 0.0073516449 0.03977540282 -0.0242209261 -0.0813672909 -0.005263400
## 51
## 1 0.169486584
## 2 0.025441836
## 3 -0.015910217
## 4 0.056498849
## 5 0.073651878
## 6 0.061224788
## 7 -0.035367152
## 8 0.026738755
## 9 -0.018909558
## 10 0.102139135
## 11 -0.083834974
## 12 -0.090701039
## 13 -0.068658246
## 14 0.028707029
## 15 -0.004318212
## 16 -0.049099283
## 17 -0.021143638
## 18 0.183959802
## 19 0.001860398
## 20 0.056506876
## 21 -0.012808801
## 22 0.100506538
## 23 -0.047810391
## 24 -0.002779615
## 25 0.175641065
## 26 -0.006638218
## 27 0.008460658
## 28 -0.120812865
## 29 -0.071142077
## 30 -0.080577853
## 31 -0.061878106
## 32 0.137905986
## 33 0.075979912
## 34 0.084978031
## 35 0.024332822
## 36 0.003734719
## 37 0.020474219
## 38 -0.063854408
## 39 -0.003458950
## 40 0.063442766
## 41 -0.074493197
## 42 0.008882214
## 43 0.040111081
## 44 -0.042147291
## 45 -0.026618784
## 46 0.007351645
## 47 0.039775403
## 48 -0.024220926
## 49 -0.081367291
## 50 -0.005263400
## 51 0.536021500#Matriz M
n <- nrow(matriz_x)
matriz_M <- diag(n)-matriz_P
print(matriz_M)## 1 2 3 4 5
## 1 0.838388923 0.0127796253 0.0653080904 -0.027207907 -0.004995312
## 2 0.012779625 0.9685349231 -0.0450195150 -0.021099510 -0.030700881
## 3 0.065308090 -0.0450195150 0.9214410491 -0.019423663 -0.038838489
## 4 -0.027207907 -0.0210995096 -0.0194236628 0.977658788 -0.024424173
## 5 -0.004995312 -0.0307008811 -0.0388384889 -0.024424173 0.965417364
## 6 -0.092237760 0.0008717607 0.0291165550 -0.020671038 -0.005338821
## 7 -0.054323132 -0.0014555968 0.0149893805 -0.014082445 0.001730668
## 8 -0.069626967 -0.0030986911 0.0171998930 -0.018604926 -0.005605850
## 9 0.042019509 -0.0366270037 -0.0604669926 -0.018447422 -0.031093776
## 10 -0.074183205 -0.0099454181 0.0092620561 -0.024537798 -0.018826182
## 11 -0.033001099 -0.0034182300 0.0061606961 -0.010848882 0.004571400
## 12 -0.003083400 -0.0130022202 -0.0154620904 -0.011239145 -0.003299178
## 13 0.016405789 -0.0222075842 -0.0335527599 -0.013630280 -0.013568208
## 14 -0.032150082 -0.0162849295 -0.0114826440 -0.019945572 -0.017514640
## 15 -0.029639461 -0.0134642545 -0.0083959467 -0.017363227 -0.011882559
## 16 0.005512265 -0.0206235772 -0.0282561924 -0.014862970 -0.014010488
## 17 0.072760898 -0.0470134239 -0.0834132808 -0.019236959 -0.040115944
## 18 0.026597072 -0.0539539932 -0.0794281003 -0.034310399 -0.065690838
## 19 -0.050098243 -0.0070760900 0.0061664301 -0.017215896 -0.006788032
## 20 -0.091879085 0.0012747116 0.0295575040 -0.020302131 -0.004534238
## 21 -0.041928113 -0.0082640934 0.0021940108 -0.016291379 -0.006456323
## 22 -0.051718351 -0.0175354918 -0.0075063795 -0.025114767 -0.025419303
## 23 -0.012223150 -0.0146314125 -0.0150179511 -0.014407468 -0.008805392
## 24 0.013749255 -0.0286478850 -0.0414912433 -0.018855703 -0.025526380
## 25 0.011943712 -0.0479548814 -0.0670730541 -0.033177818 -0.059570593
## 26 0.002284283 -0.0242501501 -0.0322247792 -0.018183130 -0.021251731
## 27 -0.011797679 -0.0210647547 -0.0238396001 -0.018955815 -0.019848409
## 28 0.023898157 -0.0189735319 -0.0313498957 -0.009663407 -0.005758814
## 29 -0.013976925 -0.0114182132 -0.0101655228 -0.012471835 -0.003741458
## 30 -0.013259614 -0.0106123038 -0.0092836039 -0.011734023 -0.002132290
## 31 -0.012329555 -0.0130230694 -0.0128125179 -0.013270384 -0.006044635
## 32 -0.049858208 -0.0223570267 -0.0145642200 -0.028187487 -0.033243991
## 33 -0.101590245 0.0024592395 0.0339715188 -0.021565188 -0.005323525
## 34 -0.031724585 -0.0227182754 -0.0203043056 -0.024493916 -0.028557657
## 35 -0.036520858 -0.0142840658 -0.0075114923 -0.019455197 -0.015322030
## 36 0.053232174 -0.0430360250 -0.0723798179 -0.020625989 -0.038933762
## 37 -0.047985819 -0.0098863347 0.0017549634 -0.018782624 -0.011047384
## 38 0.014864749 -0.0222110559 -0.0331111561 -0.013968820 -0.014025783
## 39 -0.041463070 -0.0094694781 0.0004295475 -0.017059559 -0.008412495
## 40 0.006363255 -0.0334902728 -0.0458995198 -0.023959662 -0.036096529
## 41 0.032135147 -0.0269978397 -0.0445849466 -0.013656140 -0.017274706
## 42 0.046961732 -0.0414415952 -0.0684080408 -0.020843060 -0.038003315
## 43 0.004609469 -0.0302770697 -0.0410470830 -0.022024029 -0.031032591
## 44 -0.025587799 -0.0106401078 -0.0057508532 -0.014442341 -0.005792902
## 45 -0.045581566 -0.0054573242 0.0070470730 -0.015063192 -0.002654548
## 46 -0.061098162 -0.0038837436 0.0136684226 -0.017311502 -0.004469558
## 47 -0.055332259 -0.0095007613 0.0044038810 -0.020106415 -0.012530684
## 48 -0.014016459 -0.0166461782 -0.0172227295 -0.016252001 -0.012828306
## 49 0.126724035 -0.0589560548 -0.1151889082 -0.016085484 -0.045035222
## 50 -0.016633486 -0.0178585101 -0.0181039936 -0.017697261 -0.015699630
## 51 -0.169486584 -0.0254418356 0.0159102166 -0.056498849 -0.073651878
## 6 7 8 9 10
## 1 -0.0922377599 -0.054323132 -0.069626967 0.042019509 -0.074183205
## 2 0.0008717607 -0.001455597 -0.003098691 -0.036627004 -0.009945418
## 3 0.0291165550 0.014989380 0.017199893 -0.060466993 0.009262056
## 4 -0.0206710383 -0.014082445 -0.018604926 -0.018447422 -0.024537798
## 5 -0.0053388207 0.001730668 -0.005605850 -0.031093776 -0.018826182
## 6 0.9398166940 -0.046325314 -0.049657601 0.014507419 -0.045082769
## 7 -0.0463253143 0.948474640 -0.043514080 0.002242589 -0.026574141
## 8 -0.0496576009 -0.043514080 0.956952930 0.005481207 -0.035653735
## 9 0.0145074185 0.002242589 0.005481207 0.951682287 0.002230971
## 10 -0.0450827691 -0.026574141 -0.035653735 0.002230971 0.957682639
## 11 -0.0379595101 -0.052952915 -0.039313133 -0.005088182 -0.016572738
## 12 -0.0202404094 -0.039319171 -0.025625073 -0.019901969 -0.006794286
## 13 -0.0061039860 -0.023656425 -0.013328397 -0.031515647 -0.002269591
## 14 -0.0264276188 -0.023732484 -0.024553262 -0.013858209 -0.024140123
## 15 -0.0281148133 -0.030887233 -0.027540841 -0.012698365 -0.021061366
## 16 -0.0108871129 -0.024257870 -0.016137961 -0.027384984 -0.007017238
## 17 0.0331859478 0.017484675 0.020160655 -0.063896367 0.011943140
## 18 0.0248715863 0.046193174 0.023833459 -0.055442446 -0.016681405
## 19 -0.0400866623 -0.039831103 -0.036712140 -0.002678021 -0.027851446
## 20 -0.0604243269 -0.047347419 -0.050084394 0.014673105 -0.044642941
## 21 -0.0364993229 -0.039380020 -0.034604970 -0.005776013 -0.024290717
## 22 -0.0314330794 -0.015435698 -0.024926450 -0.009153426 -0.035220009
## 23 -0.0216631859 -0.033051380 -0.024606872 -0.018397301 -0.012620412
## 24 -0.0012927954 -0.008174465 -0.006224056 -0.035033686 -0.007680018
## 25 0.0150502752 0.036527926 0.015640148 -0.047321742 -0.020657841
## 26 -0.0087178833 -0.015058917 -0.012296802 -0.028876195 -0.010975654
## 27 -0.0158972585 -0.018441171 -0.017226949 -0.022782299 -0.016404119
## 28 -0.0066000667 -0.033140898 -0.016329375 -0.031490581 0.003689098
## 29 -0.0250235363 -0.039920616 -0.028434638 -0.015771307 -0.011541933
## 30 -0.0255055964 -0.041964833 -0.029288235 -0.015439919 -0.010662291
## 31 -0.0231046860 -0.036703939 -0.026451865 -0.017301036 -0.011674500
## 32 -0.0266312472 -0.004913909 -0.019253703 -0.012875670 -0.037244415
## 33 -0.0644890461 -0.047362628 -0.052329362 0.018204586 -0.049017041
## 34 -0.0206616799 -0.009122273 -0.017173332 -0.018243217 -0.027923819
## 35 -0.0295422633 -0.027099528 -0.027238434 -0.011295804 -0.025194476
## 36 0.0236150092 0.013801698 0.013825726 -0.055737139 0.004140852
## 37 -0.0369673443 -0.033983974 -0.033311174 -0.005138319 -0.028490109
## 38 -0.0065813727 -0.023220557 -0.013466200 -0.031082152 -0.003082966
## 39 -0.0352988620 -0.036749573 -0.033186782 -0.006706576 -0.024796816
## 40 0.0006447671 0.004962560 -0.001378097 -0.036155002 -0.014584634
## 41 0.0029942508 -0.017057493 -0.006415471 -0.039139282 0.003026318
## 42 0.0202640241 0.011892640 0.011429560 -0.052906946 0.001833314
## 43 -0.0027155901 -0.001906681 -0.005205868 -0.033529002 -0.013506159
## 44 -0.0293246212 -0.038477851 -0.030390617 -0.011972017 -0.017169236
## 45 -0.0400960207 -0.044791276 -0.038143735 -0.002882226 -0.024465426
## 46 -0.0463112824 -0.044085102 -0.041366692 0.002548901 -0.031653178
## 47 -0.0395952552 -0.032826716 -0.034426956 -0.002805195 -0.032117120
## 48 -0.0204580515 -0.027940847 -0.022472891 -0.019225757 -0.014819527
## 49 0.0604666469 0.029841231 0.038752062 -0.087073601 0.032909916
## 50 -0.0202123570 -0.024438657 -0.021330304 -0.019289336 -0.016952371
## 51 -0.0612247882 0.035367152 -0.026738755 0.018909558 -0.102139135
## 11 12 13 14 15
## 1 -0.033001099 -0.003083400 0.0164057895 -0.032150082 -0.0296394607
## 2 -0.003418230 -0.013002220 -0.0222075842 -0.016284930 -0.0134642545
## 3 0.006160696 -0.015462090 -0.0335527599 -0.011482644 -0.0083959467
## 4 -0.010848882 -0.011239145 -0.0136302797 -0.019945572 -0.0173632265
## 5 0.004571400 -0.003299178 -0.0135682081 -0.017514640 -0.0118825586
## 6 -0.037959510 -0.020240409 -0.0061039860 -0.026427619 -0.0281148133
## 7 -0.052952915 -0.039319171 -0.0236564253 -0.023732484 -0.0308872331
## 8 -0.039313133 -0.025625073 -0.0133283967 -0.024553262 -0.0275408413
## 9 -0.005088182 -0.019901969 -0.0315156470 -0.013858209 -0.0126983655
## 10 -0.016572738 -0.006794286 -0.0022695914 -0.024140123 -0.0210613665
## 11 0.940536222 -0.048531233 -0.0327063281 -0.022149205 -0.0318824765
## 12 -0.048531233 0.954393553 -0.0368271023 -0.019221275 -0.0273881407
## 13 -0.032706328 -0.036827102 0.9642083854 -0.017007601 -0.0219056920
## 14 -0.022149205 -0.019221275 -0.0170076006 0.979236566 -0.0208926221
## 15 -0.031882477 -0.027388141 -0.0219056920 -0.020892622 0.9763581307
## 16 -0.031087826 -0.033469599 -0.0318979738 -0.017876622 -0.0218985614
## 17 0.007727752 -0.015646825 -0.0350735318 -0.010793969 -0.0076157965
## 18 0.054701898 0.030265921 -0.0014273628 -0.013064630 0.0041898611
## 19 -0.038871660 -0.029003659 -0.0188796609 -0.022877707 -0.0265723376
## 20 -0.039349978 -0.021407108 -0.0068037177 -0.026446073 -0.0285075624
## 21 -0.040085535 -0.031521783 -0.0217998869 -0.022225942 -0.0265776855
## 22 -0.007207250 -0.003684759 -0.0048695833 -0.021900870 -0.0173471827
## 23 -0.038481633 -0.035924490 -0.0298453483 -0.019644453 -0.0248308123
## 24 -0.012253950 -0.020166053 -0.0262691136 -0.016513515 -0.0160162331
## 25 0.045513004 0.025804963 -0.0010478759 -0.014633660 0.0008630804
## 26 -0.018573624 -0.022969338 -0.0256004177 -0.017710526 -0.0183638179
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## 31 -0.043145955 -0.039588230 -0.0318076813 -0.019817677 -0.0262045455
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## 33 -0.037238553 -0.017885945 -0.0030469192 -0.027197238 -0.0283049477
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## 41 -0.027688833 -0.035866230 -0.0382702874 -0.015493935 -0.0197571584
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## 43 -0.002204351 -0.010484089 -0.0192873490 -0.016936696 -0.0134589066
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## 50 -0.026460349 -0.025587887 -0.0234109512 -0.019596212 -0.0214915512
## 51 0.083834974 0.090701039 0.0686582458 -0.028707029 0.0043182118
## 16 17 18 19 20
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## 2 -0.020623577 -0.047013424 -0.053953993 -0.007076090 0.001274712
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## 51 0.049099283 0.021143638 -0.183959802 -0.001860398 -0.056506876
## 21 22 23 24 25
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## 2 -0.0082640934 -0.017535492 -0.014631413 -0.028647885 -0.0479548814
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## 4 -0.0162913794 -0.025114767 -0.014407468 -0.018855703 -0.0331778182
## 5 -0.0064563227 -0.025419303 -0.008805392 -0.025526380 -0.0595705928
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## 7 -0.0393800202 -0.015435698 -0.033051380 -0.008174465 0.0365279257
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## 15 -0.0265776855 -0.017347183 -0.024830812 -0.016016233 0.0008630804
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## 18 0.0209561105 -0.037126086 0.013461762 -0.038088405 -0.1425159781
## 19 -0.0322020992 -0.019950638 -0.026332583 -0.010658741 0.0135561288
## 20 -0.0371209990 -0.030782549 -0.022404096 -0.001221758 0.0172640947
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## 25 0.0149363370 -0.037318452 0.010264960 -0.033795095 0.8733110174
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## 30 -0.0332177672 -0.005904840 -0.035498051 -0.017753527 0.0283923251
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## 50 -0.0225360954 -0.016083520 -0.023379668 -0.019528816 -0.0087825417
## 51 0.0128088006 -0.100506538 0.047810391 0.002779615 -0.1756410645
## 26 27 28 29 30
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## 30 -0.021405920 -0.020714818 -0.046214931 -0.041991588 0.955711469
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## 50 -0.020256868 -0.019947599 -0.026252155 -0.024870669 -0.025412194
## 51 0.006638218 -0.008460658 0.120812865 0.071142077 0.080577853
## 31 32 33 34 35
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## 2 -0.0130230694 -0.0223570267 0.002459239 -0.022718275 -0.0142840658
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## 30 -0.0391938560 0.0042845049 -0.023812930 -0.005343980 -0.0222772516
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## 32 -0.0002626947 0.9531235865 -0.029801125 -0.034866795 -0.0200459709
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## 35 -0.0214453113 -0.0200459709 -0.030477214 -0.019124289 0.9778968001
## 36 -0.0107721254 -0.0188001716 0.027580576 -0.022347417 -0.0086969660
## 37 -0.0241457725 -0.0186403737 -0.038439802 -0.017759971 -0.0240534980
## 38 -0.0310740758 -0.0009134858 -0.003669120 -0.009756111 -0.0172270831
## 39 -0.0279926005 -0.0131403010 -0.036109285 -0.014700927 -0.0239013180
## 40 -0.0062602041 -0.0312533492 0.001383890 -0.027849650 -0.0139039891
## 41 -0.0303956229 0.0009356901 0.006940478 -0.009396484 -0.0148920338
## 42 -0.0107537449 -0.0197813401 0.023836665 -0.022666580 -0.0094976844
## 43 -0.0113586718 -0.0255552094 -0.001748636 -0.024302866 -0.0150356190
## 44 -0.0333250198 -0.0044703410 -0.028790456 -0.010126969 -0.0228141828
## 45 -0.0334486771 -0.0073855710 -0.040802670 -0.011014789 -0.0253997482
## 46 -0.0290286694 -0.0149328762 -0.048279736 -0.014921194 -0.0266031669
## 47 -0.0213901624 -0.0229894963 -0.041708991 -0.020081786 -0.0245053634
## 48 -0.0277085212 -0.0092721879 -0.019572702 -0.013563616 -0.0203316281
## 49 -0.0160911819 -0.0013279314 0.069375188 -0.014970646 -0.0002199351
## 50 -0.0242376845 -0.0137345016 -0.019720173 -0.016164144 -0.0200498918
## 51 0.0618781056 -0.1379059865 -0.075979912 -0.084978031 -0.0243328225
## 36 37 38 39 40
## 1 0.05323217408 -0.04798581916 0.0148647495 -0.0414630703 0.0063632555
## 2 -0.04303602499 -0.00988633473 -0.0222110559 -0.0094694781 -0.0334902728
## 3 -0.07237981793 0.00175496339 -0.0331111561 0.0004295475 -0.0458995198
## 4 -0.02062598918 -0.01878262392 -0.0139688204 -0.0170595586 -0.0239596621
## 5 -0.03893376181 -0.01104738429 -0.0140257830 -0.0084124945 -0.0360965286
## 6 0.02361500919 -0.03696734429 -0.0065813727 -0.0352988620 0.0006447671
## 7 0.01380169777 -0.03398397378 -0.0232205566 -0.0367495729 0.0049625601
## 8 0.01382572557 -0.03331117441 -0.0134662003 -0.0331867822 -0.0013780971
## 9 -0.05573713908 -0.00513831910 -0.0310821519 -0.0067065763 -0.0361550017
## 10 0.00414085174 -0.02849010874 -0.0030829660 -0.0247968158 -0.0145846344
## 11 0.00728628002 -0.03183102660 -0.0318087828 -0.0368116815 0.0062267510
## 12 -0.01226823934 -0.02384589473 -0.0358240642 -0.0290247343 -0.0041596327
## 13 -0.02952226761 -0.01649127006 -0.0349550407 -0.0205372750 -0.0161992371
## 14 -0.01246952316 -0.02245032083 -0.0171070022 -0.0220711761 -0.0164908525
## 15 -0.00858430019 -0.02441488885 -0.0217084271 -0.0255967032 -0.0109087069
## 16 -0.02530734095 -0.01801371004 -0.0312511193 -0.0211756783 -0.0158102073
## 17 -0.07665106865 0.00345809543 -0.0345744004 0.0019156411 -0.0477861881
## 18 -0.07960347922 0.00692972971 -0.0028162483 0.0149502220 -0.0704453099
## 19 0.00453515328 -0.02975496623 -0.0187676927 -0.0307306588 -0.0041011511
## 20 0.02417003455 -0.03724799441 -0.0072387233 -0.0358025071 0.0014422148
## 21 0.00137396331 -0.02861313806 -0.0215456293 -0.0302518570 -0.0043929230
## 22 -0.01114239918 -0.02220811569 -0.0056349928 -0.0184959668 -0.0230843446
## 23 -0.01324161412 -0.02297317924 -0.0292363608 -0.0261500338 -0.0090999084
## 24 -0.03890146791 -0.01190087524 -0.0260208239 -0.0128229771 -0.0282582295
## 25 -0.06803646135 0.00207022173 -0.0023848176 0.0096318246 -0.0630348246
## 26 -0.03030260695 -0.01548784494 -0.0253349920 -0.0166428640 -0.0229872440
## 27 -0.02311949799 -0.01828283313 -0.0218854604 -0.0187797857 -0.0204587049
## 28 -0.02583007240 -0.01858655088 -0.0425888096 -0.0250825157 -0.0087693560
## 29 -0.00805331268 -0.02536833471 -0.0321201428 -0.0296631376 -0.0037706029
## 30 -0.00694324425 -0.02592964173 -0.0334348338 -0.0306704326 -0.0021757022
## 31 -0.01077212543 -0.02414577255 -0.0310740758 -0.0279926005 -0.0062602041
## 32 -0.01880017158 -0.01864037369 -0.0009134858 -0.0131403010 -0.0312533492
## 33 0.02758057635 -0.03843980185 -0.0036691196 -0.0361092855 0.0013838897
## 34 -0.02234741708 -0.01775997109 -0.0097561106 -0.0147009265 -0.0278496499
## 35 -0.00869696605 -0.02405349796 -0.0172270831 -0.0239013180 -0.0139039891
## 36 0.93263950364 -0.00009811276 -0.0292729081 -0.0005404823 -0.0450631341
## 37 -0.00009811276 0.97235953550 -0.0165412525 -0.0277212016 -0.0086330079
## 38 -0.02927290810 -0.01654125249 0.9658366276 -0.0203652548 -0.0165493298
## 39 -0.00054048231 -0.02772120165 -0.0203652548 0.9710870598 -0.0064351744
## 40 -0.04506313408 -0.00863300790 -0.0165493298 -0.0064351744 0.9614721902
## 41 -0.03942419937 -0.01247371607 -0.0373585142 -0.0167298146 -0.0212173782
## 42 -0.06389363049 -0.00147061226 -0.0279439815 -0.0016949509 -0.0436238207
## 43 -0.03987482497 -0.01102816653 -0.0194331105 -0.0099482813 -0.0331985000
## 44 -0.00494843673 -0.02632947446 -0.0271015202 -0.0292942505 -0.0049764686
## 45 0.00625658117 -0.03077761905 -0.0229804025 -0.0330892908 -0.0002111632
## 46 0.01121956095 -0.03244999636 -0.0169014875 -0.0332116256 -0.0008724212
## 47 0.00170366700 -0.02817101001 -0.0132402830 -0.0273647332 -0.0095860387
## 48 -0.01601676866 -0.02156991823 -0.0259496270 -0.0236318017 -0.0130871533
## 49 -0.10377475013 0.01397678944 -0.0481038940 0.0098000845 -0.0570056431
## 50 -0.01743250294 -0.02077794352 -0.0231859171 -0.0219488413 -0.0158295945
## 51 -0.00373471899 -0.02047421898 0.0638544075 0.0034589501 -0.0634427661
## 41 42 43 44 45
## 1 0.0321351475 0.04696173199 0.004609469 -0.025587799 -0.0455815656
## 2 -0.0269978397 -0.04144159523 -0.030277070 -0.010640108 -0.0054573242
## 3 -0.0445849466 -0.06840804084 -0.041047083 -0.005750853 0.0070470730
## 4 -0.0136561402 -0.02084306015 -0.022024029 -0.014442341 -0.0150631921
## 5 -0.0172747063 -0.03800331459 -0.031032591 -0.005792902 -0.0026545484
## 6 0.0029942508 0.02026402406 -0.002715590 -0.029324621 -0.0400960207
## 7 -0.0170574929 0.01189263976 -0.001906681 -0.038477851 -0.0447912755
## 8 -0.0064154706 0.01142955985 -0.005205868 -0.030390617 -0.0381437345
## 9 -0.0391392822 -0.05290694621 -0.033529002 -0.011972017 -0.0028822256
## 10 0.0030263180 0.00183331380 -0.013506159 -0.017169236 -0.0244654258
## 11 -0.0276888329 0.00621214597 -0.002204351 -0.042513293 -0.0462286191
## 12 -0.0358662301 -0.01191984441 -0.010484089 -0.036558045 -0.0356765073
## 13 -0.0382702874 -0.02813833798 -0.019287349 -0.027640357 -0.0233517051
## 14 -0.0154939355 -0.01304034275 -0.016936696 -0.020922409 -0.0227527296
## 15 -0.0197571584 -0.00916896625 -0.013458907 -0.026588381 -0.0285378674
## 16 -0.0334122873 -0.02437134100 -0.018466157 -0.026567356 -0.0236870520
## 17 -0.0470103772 -0.07233938887 -0.042656629 -0.004936756 0.0089514769
## 18 -0.0129508981 -0.07668823171 -0.054892557 0.022833238 0.0326550350
## 19 -0.0140016484 0.00298380147 -0.007987672 -0.030378936 -0.0354488388
## 20 0.0023852131 0.02081707196 -0.002218765 -0.030134046 -0.0409224674
## 21 -0.0176451427 0.00015855822 -0.008603565 -0.031183686 -0.0351973290
## 22 -0.0027256341 -0.01236731244 -0.020176345 -0.012028085 -0.0158177231
## 23 -0.0288712715 -0.01316031803 -0.013200219 -0.030626159 -0.0305141871
## 24 -0.0303493068 -0.03737588549 -0.026945050 -0.015767241 -0.0108711499
## 25 -0.0102334172 -0.06586591273 -0.049335094 0.017696762 0.0250852940
## 26 -0.0279309862 -0.02934880617 -0.022937594 -0.019282535 -0.0162490251
## 27 -0.0227738083 -0.02278654628 -0.020566386 -0.019830717 -0.0187762474
## 28 -0.0458778502 -0.02429695980 -0.014875441 -0.035732269 -0.0310772069
## 29 -0.0310082300 -0.00815284742 -0.009662897 -0.035485043 -0.0360118543
## 30 -0.0322262908 -0.00704673551 -0.008669241 -0.037103893 -0.0376647528
## 31 -0.0303956229 -0.01075374486 -0.011358672 -0.033325020 -0.0334486771
## 32 0.0009356901 -0.01978134011 -0.025555209 -0.004470341 -0.0073855710
## 33 0.0069404777 0.02383666457 -0.001748636 -0.028790456 -0.0408026702
## 34 -0.0093964838 -0.02266657998 -0.024302866 -0.010126969 -0.0110147891
## 35 -0.0148920338 -0.00949768445 -0.015035619 -0.022814183 -0.0253997482
## 36 -0.0394241994 -0.06389363049 -0.039874825 -0.004948437 0.0062565812
## 37 -0.0124737161 -0.00147061226 -0.011028167 -0.026329474 -0.0307776191
## 38 -0.0373585142 -0.02794398150 -0.019433110 -0.027101520 -0.0229804025
## 39 -0.0167298146 -0.00169495094 -0.009948281 -0.029294251 -0.0330892908
## 40 -0.0212173782 -0.04362382074 -0.033198500 -0.004976469 -0.0002111632
## 41 0.9571851303 -0.03730150429 -0.023354334 -0.024932155 -0.0182613048
## 42 -0.0373015043 0.93929031315 -0.038616343 -0.005491946 0.0048073213
## 43 -0.0233543338 -0.03861634300 0.970338825 -0.009835355 -0.0057088348
## 44 -0.0249321545 -0.00549194624 -0.009835355 0.967206809 -0.0346943078
## 45 -0.0182613048 0.00480732130 -0.005708835 -0.034694308 0.9605027582
## 46 -0.0106680025 0.00915736450 -0.005324936 -0.032004792 -0.0387186714
## 47 -0.0085239197 0.00005417871 -0.011260163 -0.024444711 -0.0297475381
## 48 -0.0258261094 -0.01592558262 -0.015684353 -0.026579037 -0.0263819477
## 49 -0.0670336232 -0.09709363390 -0.051439339 -0.003285199 0.0181500866
## 50 -0.0230872378 -0.01739038595 -0.017320596 -0.023611924 -0.0235312999
## 51 0.0744931970 -0.00888221413 -0.040111081 0.042147291 0.0266187841
## 46 47 48 49 50
## 1 -0.0610981620 -0.05533225892 -0.0140164593 0.1267240353 -0.016633486
## 2 -0.0038837436 -0.00950076134 -0.0166461782 -0.0589560548 -0.017858510
## 3 0.0136684226 0.00440388101 -0.0172227295 -0.1151889082 -0.018103994
## 4 -0.0173115022 -0.02010641476 -0.0162520006 -0.0160854844 -0.017697261
## 5 -0.0044695580 -0.01253068375 -0.0128283056 -0.0450352224 -0.015699630
## 6 -0.0463112824 -0.03959525517 -0.0204580515 0.0604666469 -0.020212357
## 7 -0.0440851020 -0.03282671578 -0.0279408473 0.0298412311 -0.024438657
## 8 -0.0413666923 -0.03442695554 -0.0224728906 0.0387520617 -0.021330304
## 9 0.0025489007 -0.00280519452 -0.0192257569 -0.0870736011 -0.019289336
## 10 -0.0316531775 -0.03211711988 -0.0148195267 0.0329099159 -0.016952371
## 11 -0.0419174754 -0.02873376166 -0.0315292980 0.0117448120 -0.026460349
## 12 -0.0293098947 -0.01999741335 -0.0300910133 -0.0227734801 -0.025587887
## 13 -0.0169483544 -0.01300815463 -0.0263467097 -0.0492176249 -0.023410951
## 14 -0.0239199513 -0.02296577564 -0.0195521764 -0.0060655020 -0.019596212
## 15 -0.0279389383 -0.02382130771 -0.0228670652 -0.0041184849 -0.021491551
## 16 -0.0188699407 -0.01535401915 -0.0250642779 -0.0391953530 -0.022693733
## 17 0.0162578898 0.00640771321 -0.0172374416 -0.1232618867 -0.018100381
## 18 0.0272369450 0.00245020324 0.0011371298 -0.0990337955 -0.007646540
## 19 -0.0363283635 -0.02972290933 -0.0236935635 0.0192649252 -0.021998183
## 20 -0.0468854200 -0.03971747067 -0.0209316081 0.0607447782 -0.020483120
## 21 -0.0348871761 -0.02796351374 -0.0246553858 0.0117482331 -0.022536095
## 22 -0.0216350737 -0.02538461273 -0.0133665276 0.0064646395 -0.016083520
## 23 -0.0267789716 -0.02066915744 -0.0262113827 -0.0183174990 -0.023379668
## 24 -0.0078558491 -0.01058840945 -0.0195639858 -0.0558953572 -0.019528816
## 25 0.0192341757 -0.00240068385 -0.0008041373 -0.0803833795 -0.008782542
## 26 -0.0137026836 -0.01425405946 -0.0208022767 -0.0416986194 -0.020256868
## 27 -0.0177802192 -0.01778517341 -0.0202228196 -0.0272226188 -0.019947599
## 28 -0.0216820941 -0.01328952935 -0.0313264015 -0.0503336190 -0.026252155
## 29 -0.0312314810 -0.02234327786 -0.0288085816 -0.0127512081 -0.024870669
## 30 -0.0323797658 -0.02258771784 -0.0297556925 -0.0121949084 -0.025412194
## 31 -0.0290286694 -0.02139016243 -0.0277085212 -0.0160911819 -0.024237684
## 32 -0.0149328762 -0.02298949630 -0.0092721879 -0.0013279314 -0.013734502
## 33 -0.0482797356 -0.04170899129 -0.0195727024 0.0693751879 -0.019720173
## 34 -0.0149211944 -0.02008178601 -0.0135636164 -0.0149706458 -0.016164144
## 35 -0.0266031669 -0.02450536339 -0.0203316281 -0.0002199351 -0.020049892
## 36 0.0112195610 0.00170366700 -0.0160167687 -0.1037747501 -0.017432503
## 37 -0.0324499964 -0.02817101001 -0.0215699182 0.0139767894 -0.020777944
## 38 -0.0169014875 -0.01324028304 -0.0259496270 -0.0481038940 -0.023185917
## 39 -0.0332116256 -0.02736473324 -0.0236318017 0.0098000845 -0.021948841
## 40 -0.0008724212 -0.00958603873 -0.0130871533 -0.0570056431 -0.015829594
## 41 -0.0106680025 -0.00852391966 -0.0258261094 -0.0670336232 -0.023087238
## 42 0.0091573645 0.00005417871 -0.0159255826 -0.0970936339 -0.017390386
## 43 -0.0053249356 -0.01126016252 -0.0156843529 -0.0514393389 -0.017320596
## 44 -0.0320047921 -0.02444471137 -0.0265790365 -0.0032851987 -0.023611924
## 45 -0.0387186714 -0.02974753809 -0.0263819477 0.0181500866 -0.023531300
## 46 0.9595003575 -0.03278977545 -0.0239082695 0.0315135010 -0.022138980
## 47 -0.0327897755 0.97054615381 -0.0200580654 0.0198234879 -0.019923538
## 48 -0.0239082695 -0.02005806536 0.9761563951 -0.0197082164 -0.022025855
## 49 0.0315135010 0.01982348795 -0.0197082164 0.8216178089 -0.019428916
## 50 -0.0221389802 -0.01992353828 -0.0220258547 -0.0194289164 0.979011468
## 51 -0.0073516449 -0.03977540282 0.0242209261 0.0813672909 0.005263400
## 51
## 1 -0.169486584
## 2 -0.025441836
## 3 0.015910217
## 4 -0.056498849
## 5 -0.073651878
## 6 -0.061224788
## 7 0.035367152
## 8 -0.026738755
## 9 0.018909558
## 10 -0.102139135
## 11 0.083834974
## 12 0.090701039
## 13 0.068658246
## 14 -0.028707029
## 15 0.004318212
## 16 0.049099283
## 17 0.021143638
## 18 -0.183959802
## 19 -0.001860398
## 20 -0.056506876
## 21 0.012808801
## 22 -0.100506538
## 23 0.047810391
## 24 0.002779615
## 25 -0.175641065
## 26 0.006638218
## 27 -0.008460658
## 28 0.120812865
## 29 0.071142077
## 30 0.080577853
## 31 0.061878106
## 32 -0.137905986
## 33 -0.075979912
## 34 -0.084978031
## 35 -0.024332822
## 36 -0.003734719
## 37 -0.020474219
## 38 0.063854408
## 39 0.003458950
## 40 -0.063442766
## 41 0.074493197
## 42 -0.008882214
## 43 -0.040111081
## 44 0.042147291
## 45 0.026618784
## 46 -0.007351645
## 47 -0.039775403
## 48 0.024220926
## 49 0.081367291
## 50 0.005263400
## 51 0.463978500Y <- modelo_estimado_1$model$crime
residuos_estimados <- matriz_M%*%Y
comparativo <- as.data.frame(cbind(residuos_estimados, modelo_estimado_1$residuals))
names(comparativo) <- c("residuos_estimados", "modelo_estimado_1$residuals")
print(comparativo)## residuos_estimados modelo_estimado_1$residuals
## 1 -311.70552 -311.70552
## 2 116.80291 116.80291
## 3 45.25394 45.25394
## 4 -34.44604 -34.44604
## 5 243.00035 243.00035
## 6 -145.11556 -145.11556
## 7 86.13208 86.13208
## 8 88.30923 88.30923
## 9 689.82331 689.82331
## 10 -163.28540 -163.28540
## 11 60.89843 60.89843
## 12 126.92483 126.92483
## 13 -19.26611 -19.26611
## 14 322.59487 322.59487
## 15 -22.44199 -22.44199
## 16 128.18489 128.18489
## 17 -70.82382 -70.82382
## 18 -227.95033 -227.95033
## 19 287.10188 287.10188
## 20 303.87924 303.87924
## 21 -341.98644 -341.98644
## 22 -107.18138 -107.18138
## 23 -30.63408 -30.63408
## 24 189.45014 189.45014
## 25 -811.13733 -811.13733
## 26 -351.76785 -351.76785
## 27 102.71399 102.71399
## 28 -23.36012 -23.36012
## 29 73.37583 73.37583
## 30 -91.63472 -91.63472
## 31 324.02875 324.02875
## 32 -115.85426 -115.85426
## 33 113.65150 113.65150
## 34 217.94310 217.94310
## 35 -112.69538 -112.69538
## 36 21.38352 21.38352
## 37 -88.91338 -88.91338
## 38 99.41783 99.41783
## 39 -102.65463 -102.65463
## 40 217.88117 217.88117
## 41 -84.09487 -84.09487
## 42 137.78255 137.78255
## 43 48.89108 48.89108
## 44 -67.16278 -67.16278
## 45 -39.28725 -39.28725
## 46 -415.78430 -415.78430
## 47 -145.49859 -145.49859
## 48 -183.60777 -183.60777
## 49 -138.39375 -138.39375
## 50 -232.90808 -232.90808
## 51 434.16632 434.16632descomposicion <- eigen(x = t(matriz_x)%*%matriz_x, symmetric = TRUE)
auto_valores <- descomposicion$values
print(auto_valores)## [1] 17956.580914 279.157317 1.681762print(auto_valores>0)## [1] TRUE TRUE TRUE