load("~/Econometria/Recursos/modelo_ventas.RData")
matriz_X<-model.matrix(modelo_ventas)
matriz_XX<-t(matriz_X)%*%matriz_X
matriz_A<-solve(matriz_XX)%*%t(matriz_X)
print(matriz_A)## 1 2 3 4
## (Intercept) -0.01128647020 0.014103779728 0.03506391877 0.00042833810
## tv -0.00006704103 0.000030949142 -0.00061201930 -0.00021206420
## periodico 0.00139818182 -0.001907246902 -0.00254688165 0.00022932432
## radio -0.00058002134 0.000648666541 -0.00010932839 -0.00018997103
## tv:radio 0.00001481990 0.000001945347 0.00003260788 0.00001485919
## 5 6 7 8
## (Intercept) -0.02802264005 0.04966825571 0.006721406058 0.013685771163
## tv 0.00156830834 -0.00096215598 0.000111663780 -0.000326611039
## periodico 0.00023142788 -0.00327078177 -0.001147087178 0.000018738210
## radio 0.00061595623 -0.00033083611 0.000772490837 -0.000100744979
## tv:radio -0.00003937064 0.00004642785 -0.000008511094 0.000004091601
## 9 10 11 12
## (Intercept) 0.06237349027 0.019005753345 0.0190774881507 0.00360558894
## tv -0.00140215257 -0.000194663316 0.0000131809233 -0.00039756395
## periodico -0.00123590258 0.000225171010 -0.0005248899956 0.00094786986
## radio -0.00131344307 -0.000735913630 -0.0003341352189 -0.00006782492
## tv:radio 0.00004044251 0.000007159682 0.0000007922246 0.00000221642
## 13 14 15 16
## (Intercept) 0.014899113818 0.03634139729 -0.011844700457 -0.00371574112
## tv 0.000213286058 -0.00085844430 0.000196044767 -0.00048543648
## periodico -0.002038352833 -0.00023578263 0.000811932802 0.00097903989
## radio 0.000336815220 -0.00089476990 0.000067852348 -0.00029853987
## tv:radio 0.000005251734 0.00002304953 -0.000002557309 0.00002032708
## 17 18 19 20
## (Intercept) 0.01533281090 -0.01698619508 0.013579431193 0.003694513315
## tv 0.00003888414 -0.00013321239 -0.000102411708 -0.000053437811
## periodico -0.00123652539 0.00195099121 -0.000580428810 0.000138506238
## radio -0.00083378557 -0.00044690226 0.000145541883 0.000151937838
## tv:radio 0.00003057413 0.00001102821 -0.000000845325 -0.000003078161
## 21 22 23 24
## (Intercept) -0.015735702231 0.010614027039 0.0039565024 -0.001153283948
## tv 0.000494790312 -0.000052925056 0.0010010281 0.000090362439
## periodico 0.000793792331 0.000598233661 -0.0020168690 0.000758430507
## radio 0.000066848849 -0.000626475545 0.0008051669 -0.000180595683
## tv:radio -0.000008570347 0.000002653757 -0.0000242403 -0.000003687696
## 25 26 27 28
## (Intercept) 0.020932126859 0.017662003516 0.001906479731 0.000459166814
## tv -0.000212519874 -0.000294160295 -0.000060899474 -0.000027522912
## periodico -0.000575150168 0.000571758575 -0.000044632121 0.000892483305
## radio -0.000222315654 -0.000842174697 0.000474802108 -0.000270548547
## tv:radio 0.000004605371 0.000009579634 -0.000006627237 -0.000001017345
## 29 30 31 32
## (Intercept) -0.009229296933 -0.00074255704 -0.020737133237 -0.00169324433
## tv 0.000025600123 0.00064847607 0.000302455839 0.00053023898
## periodico 0.001140034360 -0.00063161328 0.001724818959 -0.00031085451
## radio 0.000072298919 0.00034965909 -0.000097870752 0.00025494172
## tv:radio -0.000005118001 -0.00001618543 -0.000006563958 -0.00001343427
## 33 34 35 36
## (Intercept) 0.008864197705 0.01027581678 0.04236431872 0.03033028408
## tv 0.000349355310 -0.00066871791 -0.00106304463 -0.00092566223
## periodico -0.000041683492 0.00119509517 0.00006961331 0.00082003595
## radio -0.000335141773 -0.00044960780 -0.00136411967 -0.00130298655
## tv:radio -0.000007465636 0.00001074002 0.00003137340 0.00002639173
## 37 38 39 40
## (Intercept) -0.03691371138 0.01189641422 0.008312017572 -0.016421791419
## tv 0.00035119573 -0.00034519692 0.000282477316 0.000055370346
## periodico 0.00199878941 -0.00124947589 -0.001302070784 0.001259943073
## radio 0.00110703560 0.00045954540 0.000562172245 0.000254407845
## tv:radio -0.00002740139 0.00001270793 -0.000008200132 -0.000004675563
## 41 42 43 44
## (Intercept) -0.007098668942 -0.006645942619 -0.007827522911 0.00562418953
## tv 0.000222581337 0.000155364334 -0.000299207325 0.00010847218
## periodico 0.000747334684 0.000268389768 0.001648736739 0.00051002693
## radio 0.000029797138 0.000282618270 0.000056961391 -0.00039368776
## tv:radio -0.000007123256 -0.000004170304 -0.000003001041 -0.00000234203
## 45 46 47 48
## (Intercept) 0.00884005605 -0.002874908479 0.00100977476 -0.02451539730
## tv 0.00046057305 0.000228756456 0.00056234506 0.00014158543
## periodico -0.00171033165 0.000265781998 -0.00025382772 0.00152356607
## radio 0.00063601703 0.000136973068 0.00008691167 0.00066324823
## tv:radio -0.00001057989 -0.000007309017 -0.00001413098 -0.00001407076
## 49 50 51 52
## (Intercept) -0.01878764724 0.00272615988 -0.00178738864 0.03598768964
## tv 0.00095991001 0.00058696509 0.00060244753 -0.00096600682
## periodico 0.00053544810 -0.00060557497 0.00034275541 -0.00005860236
## radio 0.00026402722 0.00021734621 -0.00018745312 -0.00090579432
## tv:radio -0.00002327068 -0.00001482293 -0.00001462919 0.00002476176
## 53 54 55 56
## (Intercept) -0.015681810129 0.00074396845 -0.011168389305 0.00002541883
## tv -0.000067159493 -0.00051349075 -0.000062236867 -0.00074494491
## periodico 0.001345269333 0.00072784252 0.001418155003 0.00125889173
## radio 0.000103698401 -0.00043431222 0.000114865241 -0.00068987402
## tv:radio 0.000001767024 0.00002405979 -0.000005442162 0.00003168547
## 57 58 59 60
## (Intercept) 0.01831083030 0.010653820682 -0.015790159420 -0.005853894390
## tv 0.00037974671 -0.000185452442 -0.000211903555 -0.000115582009
## periodico -0.00266494448 0.000025266826 0.001251591776 0.000891572787
## radio 0.00085114752 -0.000065272194 0.000267070291 0.000307153563
## tv:radio -0.00000890655 0.000001426743 0.000004245123 -0.000006380628
## 61 62 63 64
## (Intercept) 0.024987561800 -0.01302879544 -0.002445181178 0.004949872745
## tv -0.000173057706 -0.00028160660 0.000128664831 -0.000096027177
## periodico -0.000434643049 0.00173643412 0.000887450274 -0.000331339214
## radio -0.000610378781 -0.00043427213 -0.000232545627 0.000581957346
## tv:radio 0.000006783625 0.00001501912 -0.000004268503 -0.000007163908
## 65 66 67 68
## (Intercept) -0.00821712853 0.04273553577 0.0229473149842 0.01820829672
## tv 0.00006580937 -0.00110033999 -0.0003618915503 -0.00052137470
## periodico 0.00001079112 -0.00041586509 -0.0012710528427 0.00037421605
## radio 0.00072776383 -0.00093213639 0.0004476366163 -0.00050459832
## tv:radio -0.00000712428 0.00002837397 0.0000006298279 0.00001117128
## 69 70 71 72
## (Intercept) -0.00587330896 -0.019410327467 -0.010929740347 0.001720050399
## tv -0.00015525538 0.000059280863 0.000208663285 0.000322859874
## periodico 0.00114264022 0.001140588393 0.000751392556 0.000022233140
## radio 0.00012267595 0.000570942606 0.000152655637 0.000009188374
## tv:radio -0.00000395234 -0.000008096259 -0.000005496981 -0.000008621258
## 73 74 75 76
## (Intercept) 0.014155913033 0.004183081585 0.000096498081 0.04133114660
## tv 0.000108055467 0.000387042857 -0.000182478045 -0.00071691915
## periodico -0.001983762315 0.000107969277 0.000778771733 -0.00259939839
## radio 0.001013932711 -0.000213930377 0.000032463947 -0.00064778051
## tv:radio -0.000009976884 -0.000009149524 -0.000001450933 0.00004497655
## 77 78 79 80
## (Intercept) 0.029052219752 0.004019870279 0.02568587940 0.014215520541
## tv -0.000213088043 -0.000054586137 -0.00002185503 -0.000049182026
## periodico -0.000740382123 -0.000223275356 -0.00276030449 0.000039133548
## radio -0.000591894264 0.000460017434 0.00111509664 -0.000423521968
## tv:radio 0.000008015092 -0.000005969221 -0.00000879480 0.000001929415
## 81 82 83 84
## (Intercept) 0.008345104731 -0.0067821677 0.004921867503 0.005786401831
## tv 0.000056112718 0.0007153471 0.000298223994 -0.000016296534
## periodico -0.000802770542 0.0005249677 -0.000613853773 -0.001299317483
## radio 0.000474863427 -0.0001189448 0.000286351652 0.000828294453
## tv:radio -0.000005880627 -0.0000177861 -0.000008593964 -0.000001622635
## 85 86 87 88
## (Intercept) -0.015196826163 -0.02826803967 0.009478256801 0.00697422257
## tv -0.000019107862 0.00135194466 -0.000035948293 -0.00019524819
## periodico 0.001025333548 0.00045642150 -0.000779061930 -0.00042841743
## radio 0.000362986505 0.00046608800 0.000520009708 -0.00015610155
## tv:radio -0.000002475481 -0.00003065541 -0.000005520579 0.00001652708
## 89 90 91 92
## (Intercept) -0.01345947077 0.00933095016 0.0324700557 0.01006201929
## tv 0.00101277100 -0.00042350545 -0.0008446069 0.00055051470
## periodico -0.00055310023 -0.00060621191 0.0003259917 -0.00069641935
## radio 0.00040642574 0.00009972553 -0.0011152082 -0.00006211493
## tv:radio -0.00001719827 0.00001793239 0.0000238975 -0.00001293978
## 93 94 95 96
## (Intercept) -0.012561667584 -0.01359268266 0.0226058265 -0.008511490317
## tv 0.000232457597 0.00002954089 -0.0004968032 0.000309545708
## periodico 0.000875090545 0.00148757677 -0.0001259276 0.000288419189
## radio -0.000128556632 -0.00059940482 -0.0004127950 0.000113139890
## tv:radio 0.000001429484 0.00001306496 0.0000108430 -0.000003180198
## 97 98 99 100
## (Intercept) 0.03711720155 0.000973109872 -0.01776733122 -0.000306931148
## tv -0.00109143130 -0.000019982349 -0.00022920641 -0.000098468643
## periodico 0.00056483304 0.000543224560 0.00208921866 -0.000150663149
## radio -0.00139218359 -0.000039807925 -0.00039761456 0.000243435856
## tv:radio 0.00003115892 -0.000002490315 0.00001179114 0.000005777537
## 101 102 103 104
## (Intercept) -0.0225338310 -0.01477602943 0.006267206369 0.007047657756
## tv 0.0014546750 0.00002311872 -0.000136410903 -0.000186875718
## periodico 0.0002772215 0.00191700120 0.000964993794 0.000550081239
## radio 0.0004411293 -0.00122375976 -0.000580253503 -0.000256494905
## tv:radio -0.0000376632 0.00002504818 0.000003477592 0.000002322845
## 105 106 107 108
## (Intercept) -0.015584348939 0.00606196517 0.015896337611 0.021292700367
## tv 0.000008587482 -0.00051842974 0.000293954503 -0.000076845097
## periodico 0.001254319136 0.00016389592 -0.001228173794 -0.000183639474
## radio 0.000591893676 -0.00032987456 0.000150658879 -0.000650144117
## tv:radio -0.000013381956 0.00002443714 -0.000007469916 0.000004553308
## 109 110 111 112
## (Intercept) 0.0259081117932 -0.005860740324 -0.03061336840 -0.018733131894
## tv 0.0000990139053 -0.000268584134 0.00161850702 0.000081711294
## periodico -0.0011455106749 0.001438677829 0.00051166319 0.001331666756
## radio -0.0003291803759 0.000033869706 0.00056348576 0.000439565172
## tv:radio -0.0000002575464 -0.000002297405 -0.00004137368 -0.000009291272
## 113 114 115 116
## (Intercept) 0.02231473162 0.006912749678 0.00350450818 0.0057889554831
## tv -0.00078956888 -0.000340935519 -0.00003798319 0.0001746561394
## periodico 0.00054611658 0.000711647822 -0.00114787787 -0.0010782704889
## radio -0.00063433762 -0.000199410936 0.00087218898 0.0003540656623
## tv:radio 0.00001686494 0.000003836647 -0.00000186540 0.0000009186797
## 117 118 119 120
## (Intercept) 0.007621528529 0.03207311114 0.00348876480 0.023749714363
## tv 0.000084597739 -0.00061246798 0.00002447478 0.000002781209
## periodico -0.000008596092 0.00003257176 -0.00028204609 -0.001641919181
## radio -0.000112009007 -0.00105955721 -0.00037873008 0.000235882012
## tv:radio -0.000003007049 0.00001919778 0.00001640435 -0.000001574375
## 121 122 123 124
## (Intercept) -0.008371458679 0.00579076808 0.0246214091 -0.00227449922
## tv 0.000433253314 0.00077346417 -0.0005429257 0.00007232554
## periodico 0.000163710546 -0.00193425007 0.0005456834 -0.00029428162
## radio 0.000230048851 0.00073326798 -0.0010511815 0.00083239722
## tv:radio -0.000009110407 -0.00001741039 0.0000166963 -0.00001233571
## 125 126 127 128
## (Intercept) -0.016078222443 0.011484301170 0.024292095391 0.04260889135
## tv 0.000403387727 0.000102516148 0.000039115008 -0.00099042499
## periodico 0.000997828788 -0.000313829344 -0.002941077130 -0.00005357818
## radio -0.000299975517 -0.000121803519 0.000741096734 -0.00134594321
## tv:radio 0.000002109399 -0.000002888536 0.000004259761 0.00002996835
## 129 130 131 132
## (Intercept) -0.04184894876 -0.00340210494 0.02635875495 -0.01680636474
## tv 0.00060133947 0.00085499383 0.00030830294 0.00110001765
## periodico 0.00149779495 -0.00064927980 -0.00434810562 0.00066593110
## radio 0.00165705121 0.00038887607 0.00208020059 0.00008961022
## tv:radio -0.00003768111 -0.00002141744 -0.00002206911 -0.00002816220
## 133 134 135 136
## (Intercept) 0.02919608430 -0.012799174302 0.01695419897 -0.00456404857
## tv -0.00022524016 0.000167341441 -0.00004276786 0.00049170331
## periodico -0.00247706077 0.000947591304 -0.00176944627 -0.00200884389
## radio 0.00090330909 0.000048936950 0.00014621124 0.00205837354
## tv:radio -0.00000435789 -0.000002109586 0.00001305045 -0.00003052679
## 137 138 139 140
## (Intercept) 0.00778594521 -0.022596153125 0.014558760948 -0.02706944785
## tv 0.00023732597 0.000501127883 0.000030221347 0.00043062493
## periodico -0.00212530270 0.001495386134 -0.001362977777 0.00069016250
## radio 0.00155063090 -0.000139327979 0.000563911227 0.00150299208
## tv:radio -0.00001977492 -0.000006599755 -0.000005442513 -0.00003119953
## 141 142 143 144
## (Intercept) 0.020217704051 -0.0082726940 -0.014022424717 0.00168474054
## tv -0.000338761324 0.0001422678 0.000137252931 0.00056054532
## periodico -0.000472916959 0.0007072714 0.001111115544 -0.00007458885
## radio -0.000126687558 -0.0004324584 0.000110590807 -0.00006142670
## tv:radio 0.000005712816 0.0000109961 -0.000004031128 -0.00001374589
## 145 146 147 148
## (Intercept) -0.00198829800 0.03763194326 0.02629464036 -0.01543522339
## tv 0.00060063272 -0.00095187216 -0.00081254970 -0.00036412185
## periodico -0.00031062935 0.00025268846 0.00074360036 0.00173390852
## radio 0.00023599016 -0.00130077426 -0.00107440049 -0.00012045260
## tv:radio -0.00001515365 0.00002809328 0.00002194616 0.00001218465
## 149 150 151 152
## (Intercept) 0.00403254897 0.013338479273 -0.01215692775 -0.01696418130
## tv 0.00024965446 0.000027895532 0.00051576139 0.00122943937
## periodico -0.00181365109 -0.001219077194 0.00104733986 0.00004097211
## radio 0.00149714575 0.000528800275 -0.00010471182 0.00041295892
## tv:radio -0.00001947075 -0.000005332999 -0.00001315815 -0.00003126069
## 153 154 155 156
## (Intercept) 0.001417534822 -0.008470399675 0.007947807307 0.04992101740
## tv -0.000186653453 0.000013929832 -0.000357034184 -0.00074406765
## periodico 0.000739771135 0.000456080437 0.000603260782 -0.00226306936
## radio -0.000026698877 0.000326717452 -0.000156384232 -0.00023230271
## tv:radio -0.000000566054 -0.000001153531 0.000003807189 0.00001812879
## 157 158 159 160
## (Intercept) 0.00778287975 0.016044205762 0.0198020921866 -0.00083849089
## tv -0.00021113564 -0.000010068402 0.0001294379729 0.00037522400
## periodico -0.00077083109 0.000141570665 -0.0026390976690 -0.00007396010
## radio 0.00022254888 -0.000633397205 0.0008090011419 0.00015964400
## tv:radio 0.00001127609 0.000002441521 -0.0000006920975 -0.00001006745
## 161 162 163 164
## (Intercept) -0.001790463491 0.0046878588293 0.000641191193 -0.0113002582
## tv 0.000243976491 0.0001313245628 0.000075684680 0.0001188405
## periodico 0.000371379207 -0.0009227419417 0.000527587196 0.0003582426
## radio 0.000004212692 0.0003693030404 -0.000100996155 0.0009174504
## tv:radio -0.000007238300 0.0000007849008 -0.000003640183 -0.0000166088
## 165 166 167 168
## (Intercept) 0.02587324499 -0.07225833746 0.01468504348 0.016653514998
## tv -0.00069122946 0.00355381404 0.00016799347 -0.000278836159
## periodico -0.00003379496 0.00018304394 -0.00246725793 0.000531485509
## radio -0.00050191766 0.00189664307 0.00127380853 -0.000762066393
## tv:radio 0.00001503164 -0.00009459444 -0.00001194893 0.000008659777
## 169 170 171 172
## (Intercept) -0.0202275264 0.02145995752 0.024433979551 -0.01151738746
## tv 0.0007922543 -0.00082193713 -0.000215338084 0.00067982384
## periodico 0.0007450594 0.00106072925 -0.000878903608 0.00019398865
## radio 0.0001652481 -0.00099540350 -0.000200975390 0.00025915032
## tv:radio -0.0000160912 0.00002053574 0.000005026328 -0.00001576635
## 173 174 175 176
## (Intercept) 0.0235756400961 0.02514494140 0.02775837039 -0.021103947078
## tv -0.0001232980468 -0.00059562607 -0.00066961037 -0.000312707438
## periodico -0.0015784204846 0.00031894679 0.00047486399 0.002179846329
## radio 0.0003275548165 -0.00085657634 -0.00108649690 -0.000111475421
## tv:radio -0.0000003579651 0.00001637958 0.00001978627 0.000009318024
## 177 178 179 180
## (Intercept) -0.01266987581 -0.00181364734 0.012597917565 0.015766611551
## tv 0.00001151397 0.00056422607 -0.000052667635 -0.000302612184
## periodico 0.00133066382 0.00016722575 0.000560014361 0.000378948165
## radio 0.00016996396 -0.00005098358 -0.000713286259 -0.000567858400
## tv:radio -0.00000642050 -0.00001404644 0.000003337299 0.000007731302
## 181 182 183 184
## (Intercept) 0.0375360999 0.006249894866 0.01182661003 -0.01048364001
## tv -0.0009729864 0.000166421440 0.00031343971 -0.00052366780
## periodico 0.0002714128 0.000477573166 -0.00052064220 0.00227758259
## radio -0.0012900129 -0.000444787514 -0.00013754438 -0.00108855870
## tv:radio 0.0000283698 -0.000003254349 -0.00000715736 0.00003015597
## 185 186 187 188
## (Intercept) -0.00878542694 -0.02403900996 0.012112048659 -0.004594159372
## tv 0.00018271141 0.00018060293 0.000133139885 -0.000015963520
## periodico 0.00108395802 0.00115362937 0.000138903045 0.000616178833
## radio -0.00007791804 0.00087000126 -0.000505287750 0.000269956649
## tv:radio -0.00000628598 -0.00001563611 -0.000001664489 -0.000005867028
## 189 190 191 192
## (Intercept) 0.01849130882 0.0234202371995 0.00170359876 0.03410061697
## tv -0.00081441237 0.0000187047846 0.00032730615 -0.00080167299
## periodico 0.00112799685 -0.0013998890588 -0.00188675507 -0.00036176657
## radio -0.00084391921 0.0000586567527 0.00172810634 -0.00068749942
## tv:radio 0.00001843973 -0.0000008807575 -0.00002479561 0.00001995866
## 193 194 195 196
## (Intercept) 0.01595370696 -0.02143366996 -0.00858635415 0.03609474671
## tv 0.00044877998 0.00033114925 0.00008016567 -0.00059753273
## periodico -0.00121850007 0.00049794605 0.00023567381 -0.00062652493
## radio 0.00004599813 0.00134310708 0.00088908809 -0.00080528477
## tv:radio -0.00001048754 -0.00002656952 -0.00001558263 0.00001780196
## 197 198 199 200
## (Intercept) 0.03769835435 0.02808613397 -0.01282058462 0.0246735133
## tv -0.00090291732 -0.00085615088 -0.00037778479 -0.0007715129
## periodico -0.00008300596 0.00052741693 0.00213262423 0.0007233832
## radio -0.00107306292 -0.00096939133 -0.00084263918 -0.0009870685
## tv:radio 0.00002548349 0.00002210282 0.00002311277 0.0000202718matriz_P<-matriz_X%*%matriz_A
print(matriz_P)## 1 2 3 4 5
## 1 0.03181459370 0.0037034602 0.0175878610 0.02250872200 0.00591785367
## 2 0.00370346017 0.0246048049 0.0344728495 0.01212022083 -0.00045970744
## 3 0.01758786098 0.0344728495 0.0676682205 0.02641047331 -0.01414708918
## 4 0.02250872200 0.0121202208 0.0264104733 0.02031981471 -0.00167762866
## 5 0.00591785367 -0.0004597074 -0.0141470892 -0.00167762866 0.04837246406
## 6 0.01974128734 0.0415471420 0.0850681470 0.03138113878 -0.02300479599
## 7 -0.00396491295 0.0151013072 0.0121764407 0.00337326699 0.00141992995
## 8 -0.00160711283 0.0024432890 -0.0003834528 0.00065042671 -0.00365398195
## 9 -0.00582916154 0.0063462287 0.0220657545 0.00094929578 -0.02413264817
## 10 0.00142180448 -0.0036631551 -0.0033947436 -0.00131147138 0.00711000884
## 11 -0.00216850258 0.0024857405 0.0022926063 -0.00174762293 0.00996718470
## 12 0.00027592714 -0.0032037695 -0.0111934245 0.00043750156 -0.00671919362
## 13 0.01107980331 0.0258646152 0.0428880590 0.01626574209 0.00801024632
## 14 -0.00180401945 0.0008626337 0.0069060350 0.00049523662 -0.01195906367
## 15 0.01554082576 0.0035749666 0.0042721338 0.01126839197 0.00919810680
## 16 0.02621480271 0.0088688054 0.0227034141 0.02278001790 -0.00983914907
## 17 0.03915387898 0.0256493572 0.0655093769 0.03416510070 0.01193129946
## 18 0.02886665981 -0.0007202930 0.0064928948 0.01950186214 0.00253115665
## 19 -0.00304461992 0.0071457201 0.0050758153 0.00081894552 0.00114974472
## 20 0.00074912504 0.0032402654 -0.0015379015 0.00196880908 0.00205994671
## 21 0.01615551448 0.0022716014 0.0017427388 0.00994916064 0.01871645159
## 22 0.00343339409 -0.0054681525 -0.0078040763 -0.00087659530 0.01014826003
## 23 -0.00431666340 0.0168062511 0.0144227775 -0.00010782097 0.02980589244
## 24 0.00538846600 -0.0028238544 -0.0078571873 0.00179562299 0.00963129892
## 25 -0.00284205462 0.0047916106 0.0053003997 -0.00019539471 0.00160521934
## 26 0.00316579480 -0.0057765720 -0.0055901992 -0.00060578101 0.00480530778
## 27 -0.00268187593 0.0056091483 -0.0020158956 0.00111575699 -0.00127787218
## 28 0.00539059765 -0.0039360203 -0.0088022958 0.00172840691 0.00680127941
## 29 0.00708242762 -0.0024483251 -0.0098140645 0.00397954481 0.00452499619
## 30 0.00105325171 0.0069889995 0.0028884407 0.00084456424 0.02254847896
## 31 0.01744205658 -0.0046387344 -0.0091074919 0.00896477127 0.01397942861
## 32 0.00262537348 0.0051955492 0.0011305214 0.00164614714 0.01954279549
## 33 -0.00007829225 -0.0022167758 -0.0064433622 -0.00334836745 0.02040057341
## 34 0.00151027366 -0.0060880287 -0.0114263483 0.00064469651 -0.01144240181
## 35 0.00084165771 -0.0028577552 0.0065243581 0.00092562585 -0.01376413460
## 36 0.00417879421 -0.0073185847 -0.0020501923 0.00130010517 -0.01057638859
## 37 0.00173276532 -0.0053479204 -0.0303344305 0.00012628533 0.00405388231
## 38 0.01100707443 0.0239175299 0.0378695407 0.01826930343 -0.01140309064
## 39 -0.00111578165 0.0150694185 0.0154985910 0.00415441701 0.00891145300
## 40 0.01264104413 0.0008899392 -0.0040621941 0.00933697052 0.00286373602
## 41 0.00731366001 -0.0007424149 -0.0060140321 0.00376851026 0.01136972767
## 42 0.00981113967 0.0068675687 0.0063238146 0.00900455346 0.00631154575
## 43 0.00220754843 -0.0072554645 -0.0201607339 0.00027231741 -0.00531016063
## 44 0.00339447303 -0.0038024488 -0.0076354001 -0.00051245653 0.01280931902
## 45 -0.00071962108 0.0180678107 0.0203916189 0.00484841011 0.01387028140
## 46 0.00488776773 0.0026344608 -0.0015122830 0.00342234801 0.01078242218
## 47 0.00063647701 0.0021011897 -0.0033398654 -0.00134054706 0.02260230468
## 48 0.00721817855 -0.0011585876 -0.0148485246 0.00534981675 0.00169556564
## 49 0.00858123877 -0.0007964303 -0.0091883803 0.00195407164 0.03235258732
## 50 -0.00059661158 0.0051694004 0.0005973611 -0.00097606843 0.02219122252
## 51 0.00212469888 -0.0043484704 -0.0119877971 -0.00328989971 0.02656567589
## 52 -0.00162330172 0.0001020848 0.0056863913 0.00080848879 -0.01534792128
## 53 0.01794311515 0.0024873711 0.0025554716 0.01382880419 -0.00001551011
## 54 0.02781335919 0.0107309188 0.0285241240 0.02436240395 -0.00937030487
## 55 0.00597256238 -0.0043581066 -0.0143310569 0.00302202129 0.00129924160
## 56 0.03310109513 0.0085691126 0.0292305850 0.02779753037 -0.01470563790
## 57 -0.00542999045 0.0253858461 0.0305803883 0.00485826329 0.00968510843
## 58 -0.00035636372 0.0025162950 -0.0004207625 0.00102362936 0.00034427562
## 59 0.01840577198 0.0056895900 0.0069264375 0.01625436218 -0.00645795020
## 60 0.00077180262 -0.0010323673 -0.0117697000 0.00114818074 -0.00180972591
## 61 -0.00192162659 0.0006979854 0.0025139247 -0.00199627758 0.00696057336
## 62 0.02873015752 0.0018831118 0.0114454927 0.02097276369 -0.00229189814
## 63 0.00611547255 -0.0041175800 -0.0095268177 0.00158249088 0.01131323061
## 64 -0.00575888212 0.0073465166 -0.0008618847 -0.00007101528 -0.00316567129
## 65 0.00544942934 0.0108369324 0.0071867691 0.00867638447 -0.00086823258
## 66 -0.00361387217 0.0024431192 0.0100832760 0.00072783730 -0.01906002264
## 67 -0.01161770542 0.0121155014 0.0085973604 -0.00172873037 -0.00935201272
## 68 0.00054690086 -0.0014442658 -0.0020694491 0.00078132283 -0.00581631376
## 69 0.00293414654 -0.0031759488 -0.0129470052 0.00170056192 -0.00136808376
## 70 0.01030267308 0.0032133517 -0.0042415718 0.00917745254 -0.00017502683
## 71 0.01150713366 0.0025518083 0.0000402868 0.00820152018 0.00913078431
## 72 0.00234948571 0.0015927828 -0.0027003456 0.00056875643 0.01552350937
## 73 -0.00997827445 0.0205623129 0.0179995065 0.00154832445 -0.00046632878
## 74 0.00133304167 -0.0018627594 -0.0069135842 -0.00211851122 0.02009795236
## 75 0.00211171797 -0.0013298794 -0.0084317867 0.00166404441 -0.00107858610
## 76 0.02743538500 0.0362243559 0.0808056666 0.03321475621 -0.01269759313
## 77 -0.00346396411 0.0026867197 0.0057266833 -0.00219087033 0.00571976938
## 78 -0.00291726725 0.0067346299 0.0002880732 0.00127276992 -0.00084493124
## 79 -0.01768365032 0.0242281819 0.0217083151 -0.00185345760 -0.00470239474
## 80 0.00071473266 -0.0008202598 -0.0021312910 -0.00076755084 0.00849099655
## 81 -0.00294559512 0.0107661079 0.0078586718 0.00218041474 0.00268584349
## 82 0.00330136684 -0.0052594894 -0.0143612386 -0.00310697655 0.02926353712
## 83 0.00033714420 0.0080091104 0.0056872082 0.00207455242 0.01209164783
## 84 0.00300887172 0.0212144913 0.0254307236 0.01108387460 -0.00400435957
## 85 0.01338640788 0.0044826317 0.0018014995 0.01166449224 -0.00072700344
## 86 0.01280438131 0.0014341410 -0.0064509846 0.00444895564 0.04227213722
## 87 -0.00501077742 0.0104062858 0.0060499645 0.00110104115 -0.00053685736
## 88 0.02132524740 0.0168712816 0.0348646588 0.02110972807 -0.00121679630
## 89 0.01477711925 0.0119540647 0.0155312148 0.01078878655 0.03209346901
## 90 0.01730353645 0.0196293652 0.0359622466 0.02078516991 -0.01083455065
## 91 0.00158292269 -0.0037024430 0.0017972966 0.00077084854 -0.00962131480
## 92 -0.00342854398 0.0022714935 -0.0022748569 -0.00444513964 0.02439604645
## 93 0.02174364624 0.0045044969 0.0103322401 0.01537059347 0.01181571681
## 94 0.03284428584 0.0028105239 0.0163342165 0.02246580229 0.00908900409
## 95 -0.00179690913 0.0018859775 0.0025491337 0.00036198536 -0.00565123101
## 96 0.01524118897 0.0072582994 0.0106996491 0.01192184784 0.01250268268
## 97 0.00295267116 -0.0057179048 0.0019451929 0.00150219751 -0.01471907160
## 98 0.00357678922 -0.0002569184 -0.0051082293 0.00219300492 0.00481312071
## 99 0.02835628289 -0.0011039459 0.0050339774 0.01954114454 -0.00105939354
## 100 0.01386390978 0.0134925461 0.0210193258 0.01515810510 -0.00172793888
## 101 0.00241305471 -0.0034638990 -0.0187006193 -0.00508429365 0.04700460455
## 102 0.04845143171 0.0025058317 0.0281586535 0.03201732508 0.01388520457
## 103 0.00531689952 -0.0064891634 -0.0097834932 0.00057712128 0.00667587884
## 104 0.00265315068 -0.0016227621 -0.0051715226 0.00131080089 0.00192508356
## 105 0.00009995288 -0.0026092937 -0.0187224118 0.00023665627 -0.00094993885
## 106 0.02526115752 0.0147343483 0.0342491339 0.02418342855 -0.01024972749
## 107 -0.00474925431 0.0090616684 0.0079997782 -0.00145401876 0.01413552890
## 108 -0.00074850014 -0.0015631086 -0.0010986470 -0.00245000099 0.01028630326
## 109 -0.00567260966 0.0050670562 0.0061879253 -0.00370891674 0.01319584843
## 110 0.00261883368 -0.0057525446 -0.0168470426 0.00089080235 -0.00407033589
## 111 0.00577123101 -0.0034843573 -0.0194326500 -0.00315384472 0.05049833849
## 112 0.00866295105 -0.0003918361 -0.0100643251 0.00638867789 0.00210442168
## 113 -0.00011759034 -0.0026527589 -0.0027944289 0.00077649858 -0.01296497993
## 114 0.00154544358 -0.0020989660 -0.0070448430 0.00116736638 -0.00355141573
## 115 0.00359727442 0.0208242719 0.0242968873 0.01156125541 -0.00527823900
## 116 0.00983211005 0.0179950102 0.0270385248 0.01290082342 0.00648252350
## 117 0.00118606007 0.0016157498 -0.0013020365 0.00052031638 0.00934484381
## 118 0.00057568218 -0.0028243277 0.0023639602 -0.00053060741 -0.00260963793
## 119 0.02754303392 0.0158507594 0.0373582172 0.02369485262 0.00753596100
## 120 -0.00754608763 0.0132788805 0.0144917051 -0.00052493199 0.00428591530
## 121 0.01009288317 0.0057642174 0.0047557273 0.00749232502 0.01578081285
## 122 -0.00125630434 0.0185165393 0.0196801293 0.00347439575 0.02294746426
## 123 0.00304940455 -0.0059078442 -0.0030689587 -0.00011930376 -0.00086820835
## 124 -0.00457582549 0.0087758902 -0.0010304012 0.00108665907 -0.00063740678
## 125 0.02806683034 0.0044417069 0.0140972012 0.01868721573 0.01844231645
## 126 -0.00051710071 0.0029373475 0.0008912172 -0.00033368058 0.01028551004
## 127 0.00115701801 0.0321442097 0.0472168338 0.01306948681 -0.00067292203
## 128 0.00040075234 -0.0023952609 0.0070207827 0.00049540156 -0.01155763798
## 129 -0.00306319662 -0.0008164906 -0.0300466960 -0.00156461688 0.00672075396
## 130 0.00009101935 0.0057275248 -0.0004660127 -0.00108166432 0.02884527971
## 131 -0.02749573073 0.0376788482 0.0325690011 -0.00345326778 -0.00318017913
## 132 0.00375365388 -0.0066637251 -0.0198491583 -0.00447597892 0.03923050701
## 133 -0.01838768802 0.0210523137 0.0181502824 -0.00302830351 -0.00890489521
## 134 0.01605426824 0.0027870035 0.0031460750 0.01144497080 0.00839545488
## 135 0.01455352648 0.0255002355 0.0457574120 0.01928658348 0.00144095912
## 136 -0.01697786439 0.0235072770 0.0082063393 -0.00170643931 0.00121391625
## 137 -0.01587288048 0.0222763337 0.0127398327 -0.00138472151 -0.00149624588
## 138 0.02259995692 -0.0016164633 -0.0013490171 0.01268488766 0.02029285666
## 139 -0.00639219470 0.0142620123 0.0125490053 0.00125177049 0.00139881362
## 140 -0.00681500437 0.0032980248 -0.0210629548 -0.00241594490 0.00353628867
## 141 -0.00352147722 0.0051679782 0.0047001842 0.00022145696 -0.00343162405
## 142 0.02961916240 0.0079934056 0.0232914067 0.02184108464 0.01142445498
## 143 0.01366699978 0.0009246100 -0.0019237993 0.00939050193 0.00697840441
## 144 0.00054817296 -0.0005880946 -0.0067065339 -0.00265094301 0.02412517230
## 145 0.00199270132 0.0042853267 -0.0006231371 0.00053649731 0.02207251964
## 146 0.00166281295 -0.0039965892 0.0036727348 0.00077494799 -0.01102707895
## 147 0.00329332866 -0.0059438071 -0.0026066580 0.00116737902 -0.00932745839
## 148 0.02500593327 0.0030381808 0.0086854932 0.01980498593 -0.00794830535
## 149 -0.01311175909 0.0207572750 0.0112517037 -0.00012540367 -0.00089514875
## 150 -0.00563395121 0.0132476482 0.0112425775 0.00137209871 0.00158889633
## 151 0.00830331499 -0.0054408202 -0.0133350243 0.00127556635 0.02204422890
## 152 0.00285788471 -0.0002684596 -0.0118643771 -0.00275618704 0.04010683057
## 153 0.00236017896 -0.0013594731 -0.0076637006 0.00171379540 -0.00058534867
## 154 0.01190548070 0.0076965145 0.0080635833 0.01148842477 0.00102753329
## 155 0.00062047427 -0.0012784462 -0.0062521988 0.00096132266 -0.00440860431
## 156 -0.01294277827 0.0158301580 0.0243132109 -0.00126776462 -0.01380080776
## 157 0.01404481822 0.0189762695 0.0320652195 0.01760593472 -0.00497557958
## 158 0.00092020197 -0.0035026298 -0.0046436990 -0.00218620684 0.01198169883
## 159 -0.00079497649 0.0287601794 0.0391602155 0.01029051161 0.00161760244
## 160 0.00319300170 0.0037450851 -0.0002188870 0.00201368571 0.01549491861
## 161 0.00452577384 0.0004113984 -0.0042597954 0.00203856560 0.01272871173
## 162 0.00939568880 0.0169188717 0.0246548281 0.01244819506 0.00493736774
## 163 0.00419874938 -0.0008796406 -0.0054219707 0.00186310372 0.00848035689
## 164 -0.00392433234 0.0044030448 -0.0104524019 0.00004242029 -0.00030568005
## 165 -0.00236003849 0.0012644868 0.0024324087 0.00039909886 -0.01087046813
## 166 0.00196761423 -0.0032016224 -0.0381134233 -0.01118744730 0.09846680748
## 167 -0.01132177744 0.0254841010 0.0238413131 0.00260747148 -0.00111106160
## 168 0.00294967219 -0.0049949065 -0.0051602369 -0.00037680526 0.00445722412
## 169 0.01521794607 0.0012254857 -0.0019943780 0.00785055273 0.02728703109
## 170 0.00411435002 -0.0072990116 -0.0060029922 0.00150534631 -0.01065581672
## 171 -0.00434038676 0.0065921167 0.0081005734 -0.00057943817 0.00152005048
## 172 0.00836845374 0.0033999972 -0.0008572257 0.00445170428 0.02354144663
## 173 -0.00839445630 0.0138377613 0.0142479004 -0.00017492238 -0.00067477385
## 174 0.00144281255 -0.0030325344 -0.0003812714 0.00039861945 -0.00444530165
## 175 0.00260238886 -0.0051320139 -0.0011620348 0.00030345349 -0.00447569731
## 176 0.02559124444 -0.0004020903 0.0020206981 0.01883870079 -0.00657291457
## 177 0.00716471067 -0.0030119961 -0.0121182158 0.00412823346 0.00295417596
## 178 0.00225719713 -0.0015278857 -0.0081776191 -0.00175526301 0.02388437547
## 179 0.00309698636 -0.0060702651 -0.0079681421 -0.00151851547 0.01114772237
## 180 0.00195878693 -0.0025537798 -0.0031526275 0.00030100109 0.00172590767
## 181 0.00164975623 -0.0039369213 0.0036613254 0.00090284722 -0.01182382032
## 182 0.00299506042 -0.0045259931 -0.0085430782 -0.00141174256 0.01527331239
## 183 -0.00191066832 0.0024566483 -0.0003739094 -0.00244217023 0.01741543514
## 184 0.04134637732 0.0002547852 0.0203650666 0.02891792182 -0.00442148658
## 185 0.00842575803 -0.0034756174 -0.0096140398 0.00355115701 0.01106176959
## 186 0.00593966763 0.0025810729 -0.0105978379 0.00602184179 0.00092402844
## 187 0.00094130578 -0.0032467494 -0.0058567893 -0.00241943402 0.01517233314
## 188 0.00277634059 0.0013045450 -0.0062412123 0.00284545895 0.00163735771
## 189 0.00339645950 -0.0069904201 -0.0075386125 0.00141356788 -0.01200323641
## 190 -0.00630956490 0.0104491061 0.0115882804 -0.00108891076 0.00653200932
## 191 -0.01688105483 0.0208089449 0.0072875534 -0.00259060835 -0.00049640281
## 192 -0.00315061759 0.0025393874 0.0071099183 0.00033745180 -0.01222054423
## 193 -0.00561371569 0.0067405879 0.0044739371 -0.00377360210 0.02032588850
## 194 -0.00624358233 0.0043712886 -0.0167197127 -0.00157241081 0.00207657713
## 195 -0.00498340087 0.0048021582 -0.0095962981 -0.00046578301 -0.00109061474
## 196 -0.00297482963 0.0025351971 0.0085221950 -0.00069946574 -0.00435235989
## 197 -0.00052104179 -0.0008901503 0.0061603079 0.00059396708 -0.01161892726
## 198 0.00166907623 -0.0039625202 -0.0005290231 0.00112416672 -0.01163813742
## 199 0.03677339303 0.0001706547 0.0156739026 0.02557315529 -0.00189518259
## 200 0.00298655031 -0.0054599881 -0.0028893662 0.00113433893 -0.00892571165
## 6 7 8 9 10
## 1 0.0197412873 -0.00396491295 -0.00160711283 -0.00582916154 0.001421804477
## 2 0.0415471420 0.01510130721 0.00244328899 0.00634622871 -0.003663155077
## 3 0.0850681470 0.01217644069 -0.00038345283 0.02206575448 -0.003394743570
## 4 0.0313811388 0.00337326699 0.00065042671 0.00094929578 -0.001311471378
## 5 -0.0230047960 0.00141992995 -0.00365398195 -0.02413264817 0.007110008835
## 6 0.1080531749 0.01339752608 -0.00059562524 0.03240908990 -0.003700808670
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## 53 0.0005185790 0.00337744946 0.00373093415 -0.00907019943 -0.002478722258
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## 200 -0.0019024360 -0.00167146611 0.01053507389 0.02534396657 0.014536304179
## 11 12 13 14
## 1 -0.00216850258 0.00027592714 0.011079803309 -0.001804019447
## 2 0.00248574047 -0.00320376949 0.025864615176 0.000862633710
## 3 0.00229260625 -0.01119342447 0.042888059038 0.006906034989
## 4 -0.00174762293 0.00043750156 0.016265742092 0.000495236620
## 5 0.00996718470 -0.00671919362 0.008010246322 -0.011959063672
## 6 0.00285312113 -0.01457496421 0.051950427651 0.011040326921
## 7 0.00284454948 0.00493145933 0.010954348776 0.001803842936
## 8 0.00593290883 0.01068028604 -0.001737412682 0.010974162872
## 9 0.01587117681 0.00762002248 0.006046646881 0.032520583582
## 10 0.01296800563 0.00517047795 -0.001020566608 0.014587170448
## 11 0.01305562492 0.00205393423 0.005221463769 0.011584880711
## 12 0.00205393423 0.01709324699 -0.011127349478 0.009543279253
## 13 0.00522146377 -0.01112734948 0.034171767344 -0.000490078471
## 14 0.01158488071 0.00954327925 -0.000490078471 0.022334525658
## 15 -0.00008319521 0.00445006409 0.005010764118 -0.002181688038
## 16 -0.00592198262 0.00616425018 0.009840787579 0.001129198165
## 17 0.00509511758 -0.02310293136 0.047974087368 -0.001045273411
## 18 -0.00447552393 0.00676125628 0.002007201735 -0.001813703058
## 19 0.00683487319 0.00648217704 0.004643761804 0.008271769557
## 20 0.00404166075 0.00924177527 -0.000339825882 0.005639562190
## 21 0.00224962683 0.00083706467 0.006696280293 -0.004434344491
## 22 0.01121697341 0.00603094014 -0.003220896245 0.011419832612
## 23 0.01210390804 -0.01013597094 0.023560416193 -0.003606886071
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## 80 0.01117624934 0.00472041281 0.000931743777 0.011127816016
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## 200 0.00934434761 0.01243077693 -0.007269679787 0.019742989042
## 15 16 17 18 19
## 1 0.01554082576 0.02621480271 0.0391538790 0.02886665981 -0.00304461992
## 2 0.00357496661 0.00886880541 0.0256493572 -0.00072029298 0.00714572009
## 3 0.00427213378 0.02270341409 0.0655093769 0.00649289478 0.00507581530
## 4 0.01126839197 0.02278001790 0.0341651007 0.01950186214 0.00081894552
## 5 0.00919810680 -0.00983914907 0.0119312995 0.00253115665 0.00114974472
## 6 0.00264362407 0.02687659178 0.0807046529 0.00566245392 0.00573623420
## 7 0.00259754223 0.00230518100 -0.0021260373 -0.00325283950 0.00844589331
## 8 0.00189540818 0.00234670662 -0.0099291308 0.00096971476 0.00739022289
## 9 -0.00761425866 -0.00008603299 0.0077496291 -0.00866998517 0.01099482397
## 10 0.00095339356 -0.00328494647 0.0025673892 0.00031613823 0.00558757217
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## 17 0.01246684488 0.02706866571 0.1013599916 0.02187246560 -0.00355106487
## 18 0.01594187740 0.02617964915 0.0218724656 0.02985622577 -0.00240204433
## 19 0.00134935828 -0.00003043970 -0.0035510649 -0.00240204433 0.00781293629
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## 48 0.01147146756 0.01323412365 -0.0237640330 0.01573283647 0.00360985604
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## 50 0.00293829286 -0.00682400380 0.0081781580 -0.00344424633 0.00551939776
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## 53 0.01287486184 0.02030468384 0.0046459662 0.02140627588 0.00107943083
## 54 0.01307561398 0.02987807389 0.0357952896 0.02581621204 -0.00030566261
## 55 0.00845655883 0.00905265470 -0.0190392621 0.01248500335 0.00403093805
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## 59 0.01345370206 0.02448689665 0.0031848551 0.02288080779 0.00154249133
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## 123 0.00069911841 0.00011286284 0.0007393191 0.00290752049 0.00556648590
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## 145 0.00456939600 -0.00415384665 0.0080111273 -0.00019184927 0.00464607665
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## 150 0.00078577528 -0.00072631971 -0.0016172104 -0.00569416412 0.00891312625
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## 158 0.00112713135 -0.00536951397 0.0036707047 -0.00075083662 0.00539099633
## 159 0.00118210037 0.00437653714 0.0282910342 -0.00686212093 0.00867388645
## 160 0.00503277993 -0.00043432752 0.0048500854 0.00237044123 0.00468825736
## 161 0.00567281411 0.00137111254 0.0006181974 0.00505757282 0.00424180321
## 162 0.00653463078 0.01056182756 0.0249159962 0.00585964613 0.00452928226
## 163 0.00531501734 0.00245996539 -0.0030206725 0.00569443749 0.00455192047
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## 175 0.00017750867 0.00107433248 0.0001490521 0.00267685037 0.00602009812
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## 200 0.00113298093 0.00413352556 -0.0057813367 0.00497991060 0.00609911625
## 20 21 22 23 24
## 1 0.00074912504 0.0161555145 0.0034333941 -0.00431666340 0.00538846600
## 2 0.00324026540 0.0022716014 -0.0054681525 0.01680625106 -0.00282385440
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## 4 0.00196880908 0.0099491606 -0.0008765953 -0.00010782097 0.00179562299
## 5 0.00205994671 0.0187164516 0.0101482600 0.02980589244 0.00963129892
## 6 -0.00317547204 -0.0010739616 -0.0099500685 0.01498350509 -0.01127115610
## 7 0.00668401310 0.0008452387 -0.0020734362 0.01140665638 0.00115369872
## 8 0.00718104803 -0.0001563924 0.0062212183 -0.00078424753 0.00552809304
## 9 0.00461851077 -0.0113083239 0.0121225978 -0.00308349508 0.00219054983
## 10 0.00425516800 0.0028694606 0.0143507314 0.00455679503 0.00812894855
## 11 0.00404166075 0.0022496268 0.0112169734 0.01210390804 0.00599092944
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## 13 -0.00033982588 0.0066962803 -0.0032208962 0.02356041619 -0.00308972023
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## 15 0.00420825885 0.0113356710 0.0029510651 0.00148800021 0.00589101048
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## 19 0.00624167551 0.0004440497 0.0045583473 0.00689686794 0.00398496268
## 20 0.00692220690 0.0029895707 0.0045760181 0.00180788372 0.00564609078
## 21 0.00298957072 0.0141489902 0.0051280473 0.00755511282 0.00686655254
## 22 0.00457601813 0.0051280473 0.0139712365 0.00347095090 0.00908760634
## 23 0.00180788372 0.0075551128 0.0034709509 0.03599831146 0.00179616778
## 24 0.00564609078 0.0068665525 0.0090876063 0.00179616778 0.00828497965
## 25 0.00526476632 -0.0001151089 0.0081666766 0.00726746075 0.00473131001
## 26 0.00463624882 0.0030872616 0.0147492469 0.00043780558 0.00882617954
## 27 0.00841417371 0.0012002114 0.0015446570 0.00095877514 0.00470886319
## 28 0.00603321748 0.0060551121 0.0094666933 -0.00101210375 0.00854882740
## 29 0.00729579493 0.0070906034 0.0053780675 -0.00446204596 0.00806766209
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## 32 0.00385634051 0.0082163149 0.0065717956 0.01632459285 0.00574086007
## 33 0.00351042840 0.0064430212 0.0139490243 0.01474233982 0.00840168224
## 34 0.00910877829 -0.0004897237 0.0084938269 -0.01487881519 0.00843647577
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## 39 0.00438973947 0.0034017328 0.0005586424 0.01750288303 0.00140068280
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## 41 0.00552417747 0.0085280018 0.0067719192 0.00298252954 0.00766618605
## 42 0.00509088140 0.0081414246 0.0013015336 0.00376787309 0.00451436594
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## 44 0.00466415048 0.0062276533 0.0122601225 0.00575390624 0.00868125074
## 45 0.00303735344 0.0046168011 0.0002600646 0.02387557052 0.00046105471
## 46 0.00531192010 0.0071075643 0.0056457202 0.00637347944 0.00631668989
## 47 0.00367121981 0.0079752966 0.0098016890 0.01771829621 0.00702077878
## 48 0.00986142084 0.0080282442 -0.0004473784 -0.00951190673 0.00778805933
## 49 0.00305159318 0.0150016400 0.0090208868 0.01766824090 0.00881970804
## 50 0.00352385217 0.0072644499 0.0082820894 0.02021425511 0.00582808576
## 51 0.00356537994 0.0097212512 0.0139452517 0.01549577063 0.00966397532
## 52 0.00633637594 -0.0051153214 0.0109021456 -0.00712843813 0.00542606192
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## 54 0.00216578677 0.0099830375 -0.0015564593 -0.00858030718 0.00188538657
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## 57 0.00293247792 0.0010227001 -0.0028035257 0.02873176221 -0.00260569437
## 58 0.00657186307 0.0015078327 0.0064496305 0.00168423231 0.00571523559
## 59 0.00675655862 0.0090999904 -0.0032541593 -0.01169737062 0.00445078330
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## 61 0.00384497508 0.0010494152 0.0131877532 0.00961471367 0.00640473459
## 62 0.00342143229 0.0133758752 0.0016441301 -0.01233269707 0.00581880892
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## 64 0.00891672913 -0.0006185760 0.0006608819 0.00193480217 0.00396124664
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## 69 0.00897161218 0.0039554797 0.0049131518 -0.00834161610 0.00809313008
## 70 0.00832419479 0.0081251482 -0.0018184016 -0.00738974755 0.00588601993
## 71 0.00516521244 0.0098354814 0.0034859844 0.00171984219 0.00632974922
## 72 0.00449536207 0.0068630903 0.0085987747 0.01120543225 0.00686155583
## 73 0.00693548649 -0.0024533185 -0.0041264852 0.01665975524 -0.00104345166
## 74 0.00386234946 0.0073349531 0.0124405893 0.01336786178 0.00833047870
## 75 0.00809478674 0.0031231223 0.0055345825 -0.00522137812 0.00729273184
## 76 -0.00526383623 0.0048433809 -0.0059221749 0.01638591927 -0.00877558561
## 77 0.00368519553 -0.0001932674 0.0127318222 0.01124681622 0.00553929945
## 78 0.00798698168 0.0009989442 0.0015768318 0.00266876634 0.00426018827
## 79 0.00760407443 -0.0072875750 -0.0046985838 0.01993827040 -0.00272047015
## 80 0.00460607739 0.0034159982 0.0116201907 0.00678285470 0.00723030669
## 81 0.00636119629 0.0013468654 0.0013461322 0.00954541143 0.00279368249
## 82 0.00358353501 0.0112631785 0.0138523037 0.01572081951 0.01021143144
## 83 0.00457642647 0.0050175817 0.0046873660 0.01405164383 0.00425471012
## 84 0.00556062353 0.0020720392 -0.0068082064 0.00959212273 -0.00150028244
## 85 0.00695342879 0.0086318626 -0.0012746468 -0.00658348587 0.00523359646
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## 87 0.00732548298 -0.0002261584 0.0008856059 0.00724687932 0.00280471355
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## 89 -0.00032807023 0.0164853556 0.0034384536 0.02657553678 0.00375562172
## 90 0.00296069783 0.0050915707 -0.0055412800 0.00065812708 -0.00153571332
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## 92 0.00301769889 0.0060631032 0.0124262536 0.02227514160 0.00691178476
## 93 0.00223463624 0.0141566437 0.0033554026 0.00295203430 0.00555296487
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## 100 0.00406814081 0.0070120976 -0.0025702729 0.00239233774 0.00145015558
## 101 0.00264800867 0.0166444216 0.0128521239 0.02848173401 0.01065415776
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## 109 0.00308984319 0.0010770083 0.0122063683 0.01896726235 0.00506967590
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## 111 0.00235103897 0.0194342866 0.0117324788 0.02886038207 0.01092576841
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## 116 0.00226367601 0.0068732359 -0.0016691677 0.01476773681 0.00004223643
## 117 0.00506213943 0.0044337022 0.0085704835 0.00761701611 0.00648033659
## 118 0.00429069720 -0.0009991515 0.0149843727 0.00017027788 0.00712518805
## 119 -0.00172486927 0.0134930445 0.0005728833 0.01003857018 0.00062126718
## 120 0.00474970894 -0.0014511670 0.0043053924 0.01720182361 0.00166213886
## 121 0.00363321162 0.0106074801 0.0039377429 0.01050763044 0.00537121136
## 122 0.00190131950 0.0068356791 0.0014420820 0.03125122328 0.00075791063
## 123 0.00471696029 0.0010305811 0.0153237220 -0.00279829629 0.00848266700
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## 125 -0.00001171206 0.0182344587 0.0045971853 0.00641159539 0.00582129548
## 126 0.00463075912 0.0036631126 0.0090031748 0.01059696654 0.00596840383
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## 138 0.00246536610 0.0174594155 0.0063711255 0.00321380649 0.00843500008
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## 144 0.00355919740 0.0082410896 0.0119644734 0.01725284423 0.00809038237
## 145 0.00367127485 0.0086161165 0.0076310893 0.01786503177 0.00621202615
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## 148 0.00560846714 0.0110177760 -0.0014722083 -0.01609167371 0.00525983636
## 149 0.00921522264 -0.0026114336 -0.0074693362 0.01470816696 -0.00085759289
## 150 0.00627662273 -0.0003559868 0.0008132808 0.01209737335 0.00174902502
## 151 0.00447610259 0.0118730656 0.0109441793 0.00724798304 0.00999399531
## 152 0.00271582811 0.0146241499 0.0107992918 0.02615806959 0.00901959422
## 153 0.00775661128 0.0031892662 0.0060743120 -0.00456868308 0.00729181852
## 154 0.00573640604 0.0078266940 -0.0009140349 -0.00094034310 0.00397457299
## 155 0.00793642246 0.0010405508 0.0067569958 -0.00586683546 0.00698690752
## 156 0.00539208868 -0.0101664867 0.0051350521 0.01094554849 -0.00054998082
## 157 0.00296239552 0.0054772472 -0.0043277578 0.00542520037 -0.00094285287
## 158 0.00389516761 0.0041211711 0.0146395222 0.00819207411 0.00835140274
## 159 0.00276272318 0.0005959167 -0.0061018784 0.02376057104 -0.00434697445
## 160 0.00446827145 0.0073977570 0.0066623725 0.01195718877 0.00608631451
## 161 0.00508809560 0.0073326496 0.0077391986 0.00674906277 0.00722431822
## 162 0.00290876768 0.0064819394 -0.0017827723 0.01252512481 0.00041482205
## 163 0.00571402658 0.0059972438 0.0080632648 0.00287300714 0.00748309627
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## 166 0.00044030453 0.0334249287 0.0118800774 0.06059154849 0.01385751204
## 167 0.00686121013 -0.0031448688 -0.0071434897 0.02003102731 -0.00291940824
## 168 0.00482714778 0.0030305337 0.0138957698 0.00051215155 0.00854148721
## 169 0.00238635639 0.0162655150 0.0066179283 0.01317790195 0.00774578939
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## 171 0.00498018627 -0.0010175131 0.0079646704 0.00959980524 0.00399818939
## 172 0.00329599157 0.0121341887 0.0063154000 0.01497472356 0.00669943512
## 173 0.00584086093 -0.0028762708 0.0025755074 0.01354671821 0.00125689035
## 174 0.00543004771 -0.0004192622 0.0127291173 -0.00331397945 0.00725962502
## 175 0.00496678709 -0.0002797745 0.0147885774 -0.00446611897 0.00797413952
## 176 0.00633841927 0.0121298746 -0.0006562523 -0.01883098968 0.00673263600
## 177 0.00810897720 0.0071078447 0.0043313194 -0.00700810210 0.00828660114
## 178 0.00377400066 0.0091366337 0.0115925053 0.01522020845 0.00847997065
## 179 0.00424407729 0.0050441604 0.0151226230 0.00441235900 0.00932139945
## 180 0.00547680852 0.0021344981 0.0114225960 -0.00005257728 0.00753832801
## 181 0.00503390665 -0.0033052642 0.0148846342 -0.00734176103 0.00701111536
## 182 0.00428511305 0.0065987340 0.0134720132 0.00754017642 0.00905465085
## 183 0.00365735844 0.0047957278 0.0111251297 0.01662608715 0.00647514042
## 184 0.00051635530 0.0170020136 0.0037424923 -0.01722898183 0.00605461083
## 185 0.00579841997 0.0090261811 0.0079070097 0.00015095171 0.00870284023
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## 187 0.00384680520 0.0052634241 0.0142006675 0.01014688632 0.00847694551
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## 189 0.00765266873 -0.0007952539 0.0113585922 -0.01446277077 0.00854016393
## 190 0.00433895772 -0.0004569372 0.0065547771 0.01674665756 0.00281333946
## 191 0.01039131454 -0.0035884728 -0.0083475570 0.01529423431 -0.00073968792
## 192 0.00618656203 -0.0047418072 0.0096250175 -0.00287930193 0.00470795662
## 193 0.00304720392 0.0037467525 0.0102464450 0.02385007412 0.00495868890
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## 195 0.01052153624 0.0015148399 -0.0010897678 -0.00144295184 0.00529284023
## 196 0.00441471804 -0.0030650354 0.0122477784 0.00418389326 0.00500129177
## 197 0.00522750076 -0.0040407128 0.0130237981 -0.00451557953 0.00590414422
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## 199 0.00151171021 0.0162397808 0.0034318810 -0.01478632505 0.00633039823
## 200 0.00616194536 -0.0008605425 0.0129807746 -0.00924982257 0.00796680176
## 25 26 27 28 29
## 1 -0.00284205462 0.00316579480 -0.00268187593 0.00539059765 0.0070824276
## 2 0.00479161063 -0.00577657199 0.00560914828 -0.00393602033 -0.0024483251
## 3 0.00530039973 -0.00559019922 -0.00201589565 -0.00880229584 -0.0098140645
## 4 -0.00019539471 -0.00060578101 0.00111575699 0.00172840691 0.0039795448
## 5 0.00160521934 0.00480530778 -0.00127787218 0.00680127941 0.0045249962
## 6 0.00687101634 -0.00633239284 -0.00406990129 -0.01214010747 -0.0143358921
## 7 0.00540900406 -0.00274336062 0.01041391781 0.00068551974 0.0032511607
## 8 0.00756460436 0.00746835874 0.00841025452 0.00638662564 0.0063695481
## 9 0.01750169459 0.01836383475 0.00261451331 0.00414527539 -0.0035904520
## 10 0.01000594108 0.01582482136 0.00101150256 0.00857650184 0.0033036629
## 11 0.01019983349 0.01192043227 0.00187252943 0.00575649268 0.0008954926
## 12 0.00518097434 0.00714141364 0.01164531876 0.00928745445 0.0119535474
## 13 0.00448504287 -0.00386475790 -0.00118125313 -0.00499321057 -0.0063546377
## 14 0.01238543405 0.01521377743 0.00428092555 0.00680625184 0.0022827720
## 15 -0.00011605766 0.00178431303 0.00384842227 0.00570959897 0.0082420132
## 16 -0.00217712510 -0.00109083988 0.00361049226 0.00352256867 0.0081959721
## 17 0.00059417952 0.00042118196 -0.01586768900 -0.00566924976 -0.0107686606
## 18 -0.00358745077 0.00301657535 0.00157735540 0.00773825223 0.0115699209
## 19 0.00771405015 0.00506896032 0.00753491159 0.00411265679 0.0036836833
## 20 0.00526476632 0.00463624882 0.00841417371 0.00603321748 0.0072957949
## 21 -0.00011510894 0.00308726163 0.00120021137 0.00605511209 0.0070906034
## 22 0.00816667656 0.01474924692 0.00154465695 0.00946669333 0.0053780675
## 23 0.00726746075 0.00043780558 0.00095877514 -0.00101210375 -0.0044620460
## 24 0.00473131001 0.00882617954 0.00470886319 0.00854882740 0.0080676621
## 25 0.00972478566 0.00942239906 0.00481348600 0.00496909454 0.0020283763
## 26 0.00942239906 0.01649317923 0.00139285297 0.00961591599 0.0048540604
## 27 0.00481348600 0.00139285297 0.01193472290 0.00519697195 0.0084226747
## 28 0.00496909454 0.00961591599 0.00519697195 0.00911215280 0.0087336070
## 29 0.00202837630 0.00485406043 0.00842267471 0.00873360701 0.0116867157
## 30 0.00567157471 0.00444251827 0.00222371723 0.00371440732 0.0016013005
## 31 -0.00121813640 0.00506804537 0.00365519966 0.00946903090 0.0120623597
## 32 0.00510943147 0.00489156865 0.00283507690 0.00462649961 0.0031458237
## 33 0.00890885722 0.01349389847 0.00006500463 0.00774971584 0.0023611749
## 34 0.00644207713 0.01073633848 0.01056788973 0.01056304444 0.0120302513
## 35 0.01363202292 0.01983712422 0.00162788325 0.00834478100 0.0018386664
## 36 0.01101278877 0.01936108474 0.00253327248 0.01050430485 0.0056988072
## 37 -0.00346813624 -0.00407544211 0.01981329389 0.01091780335 0.0219014268
## 38 0.00217986044 -0.00735291143 0.00696098767 -0.00334096098 0.0007164035
## 39 0.00604384981 -0.00039658030 0.00578449221 0.00033012283 0.0003175585
## 40 -0.00105961876 0.00034856749 0.00890304653 0.00733981980 0.0126519585
## 41 0.00295667954 0.00582781109 0.00515916867 0.00765453058 0.0085099502
## 42 0.00140000697 0.00030887982 0.00607861702 0.00430417373 0.0070553735
## 43 0.00271546279 0.00611731891 0.01369456013 0.01133911043 0.0161629911
## 44 0.00705600052 0.01232196947 0.00224166085 0.00874738240 0.0056253326
## 45 0.00625263005 -0.00119876687 0.00371771787 -0.00123167622 -0.0022678001
## 46 0.00392996754 0.00475579172 0.00530912079 0.00608181095 0.0065629613
## 47 0.00667532674 0.00826932234 0.00161754446 0.00589893112 0.0026758959
## 48 -0.00203330104 -0.00211064914 0.01436060042 0.00864677451 0.0167641623
## 49 0.00193354163 0.00569184633 0.00048386756 0.00721776445 0.0060278463
## 50 0.00691423409 0.00665412599 0.00193420894 0.00449996576 0.0014134117
## 51 0.00682702083 0.01241887503 0.00005160082 0.00873336283 0.0043280289
## 52 0.01203787985 0.01496703825 0.00553874085 0.00727723021 0.0035784227
## 53 -0.00214767611 -0.00036464447 0.00734173327 0.00657754611 0.0121126519
## 54 -0.00151746774 -0.00041300311 0.00134866750 0.00250589725 0.0059026570
## 55 0.00164122796 0.00466645264 0.01067616553 0.00979205463 0.0139450129
## 56 -0.00278219937 0.00035366839 0.00100682323 0.00357913847 0.0077273362
## 57 0.00808102013 -0.00389229841 0.00477197400 -0.00455755554 -0.0058216386
## 58 0.00701167791 0.00720962249 0.00731037191 0.00626428589 0.0060010486
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## 60 0.00307810059 0.00323068950 0.01270736328 0.00836460589 0.0127141110
## 61 0.01147796375 0.01472387660 0.00090766927 0.00651465181 0.0004783714
## 62 -0.00334750465 0.00182218804 0.00229005963 0.00662313467 0.0108929612
## 63 0.00460334661 0.00960795130 0.00409831706 0.00909578730 0.0083230770
## 64 0.00565939357 0.00064918618 0.01317642061 0.00446155104 0.0078137334
## 65 0.00061896452 -0.00474341114 0.01146727480 0.00289060231 0.0087950010
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## 67 0.00978093412 0.00224750955 0.01266996153 0.00216665486 0.0031589169
## 68 0.00851496923 0.01152842813 0.00659169687 0.00806429018 0.0065996667
## 69 0.00300351421 0.00497051237 0.01144535717 0.00927651743 0.0130389788
## 70 -0.00193473872 -0.00312156045 0.01218507894 0.00652104912 0.0139524125
## 71 0.00083327264 0.00231503015 0.00541373999 0.00624292910 0.0087755643
## 72 0.00597193147 0.00772637410 0.00320800537 0.00632346672 0.0044324865
## 73 0.00736591578 -0.00467431100 0.01178593944 -0.00179422120 0.0004232973
## 74 0.00750804790 0.01165283729 0.00103337949 0.00769138482 0.0036113661
## 75 0.00438572531 0.00589803464 0.00989438898 0.00828748909 0.0106158752
## 76 0.00520601938 -0.00303914003 -0.00906853817 -0.01003429025 -0.0138577884
## 77 0.01236125414 0.01448781754 0.00087808826 0.00558100520 -0.0008869672
## 78 0.00527500962 0.00147879799 0.01125774829 0.00461925140 0.0073119769
## 79 0.01053329157 -0.00456135440 0.01343140619 -0.00344472350 -0.0022232014
## 80 0.00880359266 0.01237542931 0.00248593811 0.00737652498 0.0035488067
## 81 0.00621241745 0.00106672543 0.00875305544 0.00254732545 0.0036770634
## 82 0.00580104878 0.01183650564 0.00005436798 0.00915795287 0.0052598934
## 83 0.00605141955 0.00378668283 0.00468906693 0.00348640484 0.0025761622
## 84 0.00294715859 -0.00733490463 0.00976128632 -0.00203396374 0.0022958994
## 85 -0.00159793099 -0.00216392569 0.00966402465 0.00578358378 0.0120450836
## 86 -0.00029597902 0.00311101569 -0.00204819963 0.00600871677 0.0049244044
## 87 0.00654268945 0.00087177636 0.01053757632 0.00284088317 0.0045970172
## 88 0.00108946515 -0.00139250884 -0.00038447575 -0.00059524450 0.0004321354
## 89 0.00086455394 -0.00009893083 -0.00343604207 0.00114886765 -0.0003795448
## 90 0.00109193644 -0.00462902426 0.00444383960 -0.00148279479 0.0020064924
## 91 0.01163453019 0.01763989671 0.00286476200 0.00882696846 0.0038982064
## 92 0.00961486716 0.01133948121 -0.00004486248 0.00560985745 -0.0002071347
## 93 -0.00110951835 0.00211995619 0.00025468399 0.00507533296 0.0067040616
## 94 -0.00316257235 0.00362805255 -0.00364605589 0.00572264584 0.0070631164
## 95 0.00959179371 0.01070228626 0.00636531920 0.00647979862 0.0043913175
## 96 0.00064313475 0.00116462234 0.00185600660 0.00383620442 0.0051207208
## 97 0.01226599875 0.01986624110 0.00254993195 0.00977090821 0.0044075053
## 98 0.00480091452 0.00679285708 0.00678395413 0.00753562123 0.0081581992
## 99 -0.00398752965 0.00224686208 0.00338589481 0.00807154164 0.0130121844
## 100 0.00082913650 -0.00278868505 0.00545803856 0.00131747529 0.0047731971
## 101 0.00364961692 0.00813242774 -0.00102601740 0.00814936750 0.0045989078
## 102 -0.00540180789 0.00610517943 -0.01233858789 0.00537609742 0.0043654751
## 103 0.00662199577 0.01339357771 0.00330576585 0.01012650019 0.0078150686
## 104 0.00626738591 0.00926535813 0.00628648945 0.00811935617 0.0076552616
## 105 0.00111194646 0.00079324595 0.01574077449 0.00932294154 0.0160545465
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## 118 0.01225709621 0.01812264486 0.00088700077 0.00821268658 0.0018631499
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## 120 0.01048308833 0.00481905370 0.00548608497 0.00104403034 -0.0018035075
## 121 0.00194300723 0.00222489322 0.00292024269 0.00451076291 0.0052246682
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## 146 0.01275175336 0.01946735400 0.00168747187 0.00887259981 0.0027933082
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## 150 0.00745711927 0.00074033960 0.00892881653 0.00138542533 0.0019576095
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## 152 0.00392718056 0.00681336574 -0.00029978974 0.00678282415 0.0037554667
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## 155 0.00617313169 0.00793726595 0.00932156844 0.00820793762 0.0092980441
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## 157 0.00184619260 -0.00403572411 0.00424369332 -0.00127945947 0.0014080691
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## 159 0.00660539024 -0.00655877103 0.00529477050 -0.00594979097 -0.0056183020
## 160 0.00500085717 0.00546250652 0.00374079809 0.00539413308 0.0044348865
## 161 0.00466075727 0.00694435900 0.00430552462 0.00700373636 0.0064378124
## 162 0.00297470224 -0.00247808537 0.00361176797 -0.00050887515 0.0007505826
## 163 0.00503191178 0.00784615980 0.00520555614 0.00768425596 0.0073497116
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## 171 0.01059460849 0.00932767666 0.00450420655 0.00409409979 0.0005643153
## 172 0.00243496668 0.00389801366 0.00173070420 0.00543328135 0.0049554956
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## 174 0.01032271045 0.01547748383 0.00337358230 0.00853557723 0.0044849850
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## 176 -0.00493802424 -0.00079779504 0.00782743225 0.00809646144 0.0156958365
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## 178 0.00625255879 0.01005835807 0.00112450463 0.00754281414 0.0041689626
## 179 0.00884834661 0.01602233975 0.00066729731 0.00966045967 0.0047171367
## 180 0.00853227365 0.01295320894 0.00385391160 0.00833551506 0.0054079192
## 181 0.01265049834 0.01924101239 0.00202384653 0.00887642082 0.0030310756
## 182 0.00757315637 0.01344712530 0.00127668763 0.00898184686 0.0050137204
## 183 0.00912892410 0.01072108278 0.00129391293 0.00569198807 0.0009950031
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## 187 0.00914544461 0.01449300447 0.00045372983 0.00829465456 0.0030599564
## 188 0.00313927727 0.00303312157 0.01019112306 0.00710206785 0.0103608620
## 189 0.00814758228 0.01445102403 0.00723041145 0.01073486974 0.0097337060
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## 192 0.01186043991 0.01308272517 0.00579764269 0.00614176581 0.0026598258
## 193 0.01050829049 0.00952813488 0.00080679063 0.00361403806 -0.0020607930
## 194 0.00025318661 -0.00611340215 0.01975210234 0.00633589562 0.0154702498
## 195 0.00277617961 -0.00214674437 0.01625632439 0.00588515742 0.0121275347
## 196 0.01304079363 0.01532104634 0.00214524394 0.00580924850 -0.0002055732
## 197 0.01272519971 0.01707892295 0.00304375770 0.00752725299 0.0021875286
## 198 0.01041665360 0.01583584250 0.00496663840 0.00913015263 0.0058947402
## 199 -0.00433550310 0.00403231200 -0.00174786619 0.00720381009 0.0103427718
## 200 0.00980885091 0.01623841965 0.00436603213 0.00977615853 0.0065087264
## 30 31 32 33 34
## 1 0.00105325171 0.01744205658 0.00262537348 -0.00007829225 0.001510273656
## 2 0.00698899950 -0.00463873439 0.00519554922 -0.00221677583 -0.006088028716
## 3 0.00288844067 -0.00910749192 0.00113052144 -0.00644336221 -0.011426348259
## 4 0.00084456424 0.00896477127 0.00164614714 -0.00334836745 0.000644696508
## 5 0.02254847896 0.01397942861 0.01954279549 0.02040057341 -0.011442401811
## 6 0.00108380457 -0.01449344460 -0.00096701665 -0.00900292961 -0.013870148960
## 7 0.00603668405 -0.00154621681 0.00510623985 -0.00016498044 0.002194338469
## 8 0.00161586930 0.00212831652 0.00229668987 0.00410033136 0.011923482732
## 9 -0.00242553002 -0.01237485929 -0.00214794137 0.00829399670 0.014421933324
## 10 0.00632700766 0.00334174220 0.00617511569 0.01454581078 0.008190015405
## 11 0.00927492562 -0.00007322640 0.00805821780 0.01396841917 0.003270405475
## 12 -0.00230070676 0.00750550198 -0.00015224580 0.00077622255 0.018636055528
## 13 0.01101585593 -0.00355524806 0.00826341662 0.00247105925 -0.013736424861
## 14 -0.00042843570 -0.00293170479 0.00031162127 0.00801962897 0.014224145437
## 15 0.00409544702 0.01279355378 0.00484766805 0.00181789708 0.003683446828
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## 17 0.01055399139 0.00433354146 0.00814602758 0.00475384894 -0.022663332264
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## 19 0.00508337294 -0.00018055642 0.00468391108 0.00511523657 0.006355012083
## 20 0.00339014817 0.00488663792 0.00385634051 0.00351042840 0.009108778295
## 21 0.00826142127 0.01404045458 0.00821631491 0.00644302117 -0.000489723678
## 22 0.00644490235 0.00664498476 0.00657179563 0.01394902428 0.008493826859
## 23 0.02067992506 -0.00280908226 0.01632459285 0.01474233982 -0.014878815194
## 24 0.00520016488 0.00936149857 0.00574086007 0.00840168224 0.008436475766
## 25 0.00567157471 -0.00121813640 0.00510943147 0.00890885722 0.006442077129
## 26 0.00444251827 0.00506804537 0.00489156865 0.01349389847 0.010736338485
## 27 0.00222371723 0.00365519966 0.00283507690 0.00006500463 0.010567889729
## 28 0.00371440732 0.00946903090 0.00462649961 0.00774971584 0.010563044438
## 29 0.00160130048 0.01206235972 0.00314582366 0.00236117494 0.012030251344
## 30 0.01411202507 0.00386278024 0.01198570840 0.01244438186 -0.004642016039
## 31 0.00386278024 0.01844550994 0.00535143991 0.00445261970 0.007368654611
## 32 0.01198570840 0.00535143991 0.01048780303 0.01100759221 -0.001924812407
## 33 0.01244438186 0.00445261970 0.01100759221 0.01810602920 0.001496082273
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## 35 -0.00162231860 -0.00231820157 -0.00050485437 0.01050689136 0.016162524007
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## 38 0.00034134444 -0.00121353818 0.00023429235 -0.00919328710 -0.000680869632
## 39 0.00980705889 -0.00146495542 0.00799526036 0.00476070997 -0.003065026774
## 40 0.00008503892 0.01441657493 0.00199522784 -0.00249401610 0.010577932687
## 41 0.00565635652 0.01064445829 0.00612045999 0.00647733331 0.006524932169
## 42 0.00431053272 0.00870898796 0.00466157391 0.00082779291 0.003697992213
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## 44 0.00757725566 0.00722012784 0.00745736786 0.01307869042 0.006643392424
## 45 0.01294267622 -0.00279955071 0.01022604995 0.00671599449 -0.008124681434
## 46 0.00666930861 0.00763573102 0.00659219962 0.00641584622 0.004513932489
## 47 0.01345414694 0.00505480105 0.01171707774 0.01493785383 -0.001584676603
## 48 -0.00131468801 0.01577298465 0.00117027096 -0.00527991202 0.015217667985
## 49 0.01503222062 0.01316122006 0.01360126439 0.01449881490 -0.004041957067
## 50 0.01411692686 0.00315271998 0.01200281936 0.01418058008 -0.003376768454
## 51 0.01384221766 0.00838332546 0.01245864237 0.01863699598 0.000520452203
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## 53 -0.00148390185 0.01530062095 0.00072569459 -0.00454694566 0.009790298577
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## 57 0.01362674366 -0.00911524028 0.01008418576 0.00499569101 -0.010975768553
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## 63 0.00561536313 0.01030503333 0.00616874841 0.00939338531 0.008358529481
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## 65 0.00157469168 0.00674262263 0.00232966656 -0.00536819961 0.006502910671
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## 67 0.00240942239 -0.00644881219 0.00206466704 0.00058825837 0.009678939349
## 68 0.00008451290 0.00307055508 0.00125946889 0.00590533975 0.014538304832
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## 71 0.00432740431 0.01176407931 0.00503044943 0.00252514605 0.005227219975
## 72 0.00964523822 0.00586341239 0.00881651212 0.01124511073 0.002335804929
## 73 0.00744508503 -0.00713164839 0.00566163706 -0.00057460190 -0.000110341696
## 74 0.01171241238 0.00597380404 0.01054019552 0.01609824821 0.001844355178
## 75 0.00040075127 0.00802403894 0.00191059735 0.00208176930 0.014232956149
## 76 0.00378336353 -0.00861254804 0.00166189333 -0.00407837865 -0.016799212169
## 77 0.00834615908 -0.00294903805 0.00710077017 0.01502474782 0.004315849664
## 78 0.00291193588 0.00260441865 0.00325100416 0.00066025393 0.009283036599
## 79 0.00791129797 -0.01352370940 0.00549039404 -0.00019181567 -0.000100811079
## 80 0.00710296694 0.00330146919 0.00670937380 0.01256728256 0.006422826799
## 81 0.00596435455 -0.00016089964 0.00527104560 0.00276955598 0.003855715897
## 82 0.01440227535 0.01024442913 0.01306185369 0.01873914430 0.000081261831
## 83 0.00961542846 0.00226578820 0.00833892241 0.00801839019 0.000005748298
## 84 0.00367212476 -0.00126603828 0.00301797444 -0.00600651892 -0.000270458085
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## 86 0.01912928572 0.01561560416 0.01686897287 0.01599158529 -0.010782894525
## 87 0.00454773731 -0.00077959952 0.00416014273 0.00145240198 0.006278865413
## 88 0.00280096349 0.00515903545 0.00272355305 -0.00248646446 -0.003561683715
## 89 0.01732981611 0.00893182553 0.01457236026 0.01144961346 -0.014754258400
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## 91 -0.00081003875 0.00061499216 0.00039342232 0.00966394325 0.015728150481
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## 93 0.00498731431 0.01431691586 0.00554798656 0.00268442141 0.000172089440
## 94 0.00217046930 0.01852716537 0.00359506387 0.00126309706 0.000390308804
## 95 0.00148761032 0.00002320291 0.00203064782 0.00636156949 0.012074803464
## 96 0.00688058081 0.01034693051 0.00670184803 0.00357030605 -0.001156416097
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## 98 0.00359908374 0.00756375469 0.00430091067 0.00541681914 0.009608122128
## 99 -0.00384673279 0.02020311676 -0.00075208785 -0.00465284492 0.010634767140
## 100 0.00176013527 0.00616765295 0.00221549688 -0.00408221370 0.001945371814
## 101 0.02219926224 0.01267909916 0.01929509363 0.02273459430 -0.008677167726
## 102 0.00306702538 0.02323703175 0.00445861000 0.00361227233 -0.005738178993
## 103 0.00382019266 0.00885551383 0.00472445090 0.01072493110 0.011432970612
## 104 0.00261141612 0.00632737665 0.00347732596 0.00644195179 0.011447047581
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## 106 -0.00269449004 0.00771359093 -0.00132591903 -0.00731266668 0.002307356952
## 107 0.01252803718 -0.00255652167 0.01023208317 0.01281434635 -0.002417341972
## 108 0.00879929933 0.00121072080 0.00788684583 0.01645409117 0.005098757484
## 109 0.01248500474 -0.00395908651 0.01019775450 0.01737626632 -0.000579222575
## 110 -0.00267068615 0.01147392845 -0.00006151761 -0.00015953582 0.019755288349
## 111 0.02280121852 0.01562057380 0.01996623156 0.02183722204 -0.010203403623
## 112 -0.00044910970 0.01437502157 0.00167580258 -0.00325655169 0.013197938858
## 113 -0.00330542514 0.00255889463 -0.00137414763 0.00367780000 0.018994726578
## 114 -0.00021112905 0.00646080057 0.00132834316 0.00339003590 0.015227942275
## 115 0.00263936670 -0.00029856780 0.00230182112 -0.00743027467 0.000952625366
## 116 0.00785785051 0.00140231148 0.00647702817 0.00124968205 -0.005833728857
## 117 0.00722771176 0.00424604204 0.00681609679 0.00977360751 0.005239113414
## 118 0.00300581574 -0.00020350247 0.00327715181 0.01328632492 0.011380161893
## 119 0.00617492704 0.00784752390 0.00550505376 0.00168546608 -0.008887670310
## 120 0.00936939632 -0.00651651515 0.00736516439 0.00835370263 -0.000110651041
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## 35 36 37 38 39
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## 200 0.02466457781 0.024034449387 0.00039580365 -0.00294687828 -0.00245703082
## 40 41 42 43 44
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## 139 0.00091542716 0.0016283146 0.004221158338 0.00174849666 0.00130411377
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## 141 0.00132544793 0.0028629997 0.002173668704 0.00659414830 0.00537647503
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## 45 46 47 48 49
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## 200 0.000478177106 0.00534017459 0.02086100234 0.002784526316
## 54 55 56 57 58
## 1 0.02781335919 0.0059725624 0.03310109513 -0.00542999045 -0.0003563637
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## 6 0.03447403578 -0.0199676559 0.03569020637 0.03656057633 -0.0010324225
## 7 0.00156532182 0.0036760350 -0.00083056892 0.01684100334 0.0055526422
## 8 0.00135271103 0.0078433379 0.00168390717 0.00219612325 0.0078811437
## 9 0.00286259169 -0.0041936937 0.00394095826 0.00766754952 0.0104555736
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## 200 0.00409475699 0.0078740855 0.00685133784 -0.00744214879 0.0089243679
## 59 60 61 62 63
## 1 0.0184057720 0.00077180262 -0.00192162659 0.028730157525 0.0061154726
## 2 0.0056895900 -0.00103236731 0.00069798541 0.001883111810 -0.0041175800
## 3 0.0069264375 -0.01176970003 0.00251392470 0.011445492666 -0.0095268177
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## 6 0.0059572595 -0.01648436460 0.00391022513 0.012199763017 -0.0134318921
## 7 0.0060309361 0.00710693615 0.00100031165 -0.001824013597 0.0001326970
## 8 0.0044725196 0.00914362536 0.00682170498 0.001528512447 0.0052332934
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## 13 0.0009535587 -0.00924615568 0.00385118219 0.003886155859 -0.0038374090
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## 15 0.0134537021 0.00621812610 -0.00104643486 0.015451937427 0.0062242530
## 16 0.0244868966 0.00655384290 -0.00590093925 0.028153763583 0.0023768069
## 17 0.0031848551 -0.02326629502 0.00579007754 0.023344909211 -0.0030053331
## 18 0.0228808078 0.00751514073 -0.00445570846 0.029616828935 0.0077472709
## 19 0.0015424913 0.00600868282 0.00694125113 -0.001828645256 0.0035690591
## 20 0.0067565586 0.00938372924 0.00384497508 0.003421432294 0.0054627218
## 21 0.0090999904 0.00309239301 0.00104941518 0.013375875190 0.0076442279
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## 24 0.0044507833 0.00730291596 0.00640473459 0.005818808925 0.0088612879
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## 26 -0.0036787018 0.00323068950 0.01472387660 0.001822188040 0.0096079513
## 27 0.0097061063 0.01270736328 0.00090766927 0.002290059632 0.0040983171
## 28 0.0053410945 0.00836460589 0.00651465181 0.006623134673 0.0090957873
## 29 0.0128844193 0.01271411096 0.00047837141 0.010892961249 0.0083230770
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## 64 65 66 67 68
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## 39 0.00705725379 0.006956403289 0.00161655564 0.00994944132 0.00068423578
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## 114 0.00906334107 0.006080211583 0.01140182348 0.00822547616 0.01064726974
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## 149 0.02021283736 0.018595917519 0.00115076811 0.02312813175 0.00110498887
## 150 0.01083221228 0.008237429197 0.00689937271 0.01453848096 0.00416623273
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## 200 0.00414332038 -0.001774255739 0.02169655300 0.00666354903 0.01518312119
## 69 70 71 72 73
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## 2 -0.0031759488 0.0032133517 0.00255180831 0.00159278278 0.02056231285
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## 4 0.0017005619 0.0091774525 0.00820152018 0.00056875643 0.00154832445
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## 7 0.0049386520 0.0079280373 0.00361031070 0.00322572176 0.01885363162
## 8 0.0089144242 0.0056828071 0.00315139232 0.00397866538 0.00682843059
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## 11 0.0003529868 -0.0059915941 0.00069573354 0.00856767720 0.00419095367
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## 15 0.0067496757 0.0115189058 0.00964846825 0.00424892045 -0.00030565011
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## 18 0.0094684239 0.0164470882 0.01294624285 0.00159175900 -0.01011237894
## 19 0.0052294888 0.0032301732 0.00244678167 0.00483371743 0.01075960632
## 20 0.0089716122 0.0083241948 0.00516521244 0.00449536207 0.00693548649
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## 25 0.0030035142 -0.0019347387 0.00083327264 0.00597193147 0.00736591578
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## 27 0.0114453572 0.0121850789 0.00541373999 0.00320800537 0.01178593944
## 28 0.0092765174 0.0065210491 0.00624292910 0.00632346672 -0.00179422120
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## 32 0.0012112641 0.0009475460 0.00503044943 0.00881651212 0.00566163706
## 33 0.0004445343 -0.0061901707 0.00252514605 0.01124511073 -0.00057460190
## 34 0.0163918592 0.0118239694 0.00522721998 0.00233580493 -0.00011034170
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## 36 0.0077980474 -0.0022481986 0.00089604061 0.00448616502 -0.00650834343
## 37 0.0268811200 0.0330912276 0.01468142501 0.00241346688 0.00653394262
## 38 0.0009658005 0.0099920708 0.00478295571 -0.00220769936 0.01749740309
## 39 -0.0002106728 0.0018469706 0.00290770530 0.00544273225 0.01563462718
## 40 0.0135820644 0.0187665206 0.01102598398 0.00247529535 0.00115194808
## 41 0.0081389877 0.0084234638 0.00766774380 0.00642116544 0.00022019993
## 42 0.0066461172 0.0109923247 0.00798775165 0.00375814070 0.00538475534
## 43 0.0207009441 0.0197179886 0.00895416114 0.00258608622 0.00087502159
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## 46 0.0062204740 0.0065597722 0.00637766854 0.00631783227 0.00374397094
## 47 0.0005136768 -0.0024128925 0.00405279273 0.01052577300 0.00349741627
## 48 0.0198203628 0.0256262349 0.01247773926 0.00197111388 0.00455010797
## 49 0.0021126992 0.0030661368 0.00868119647 0.01150781294 -0.00165763977
## 50 -0.0007695076 -0.0029709809 0.00345686702 0.01021249050 0.00645722515
## 51 0.0017373208 -0.0034549845 0.00473951073 0.01224822770 -0.00264718740
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## 53 0.0123912566 0.0191532855 0.01160326237 0.00115447039 -0.00059215348
## 54 0.0041862938 0.0126709142 0.00939352355 -0.00181256301 -0.00177001275
## 55 0.0164626749 0.0173078322 0.00944544018 0.00361941069 0.00043464337
## 56 0.0062373987 0.0153857237 0.01064619613 -0.00348093373 -0.00585913523
## 57 -0.0071670810 -0.0040580777 -0.00026365614 0.00543747089 0.02460371712
## 58 0.0077279912 0.0050111602 0.00363144228 0.00480165130 0.00605164669
## 59 0.0141625687 0.0231499624 0.01211281260 -0.00124430237 0.00265114784
## 60 0.0162420122 0.0167494093 0.00783169571 0.00303755200 0.00583345902
## 61 0.0001358034 -0.0081075857 -0.00030802586 0.00845872706 0.00200068006
## 62 0.0092929379 0.0169034741 0.01234699258 0.00017428579 -0.00794848329
## 63 0.0080567153 0.0055389565 0.00660374520 0.00737751988 -0.00254500267
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## 67 0.0074441391 0.0051626988 0.00012538021 0.00240100848 0.01995068877
## 68 0.0090487153 0.0035594530 0.00266778862 0.00416929261 0.00190210689
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## 72 0.0033364652 0.0011065363 0.00469329250 0.00845369079 0.00295923494
## 73 0.0027165574 0.0054555700 0.00124632417 0.00295923494 0.02588977696
## 74 0.0018303560 -0.0031984448 0.00375615930 0.01058438415 -0.00028389579
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## 80 0.0033509363 -0.0025382906 0.00235340000 0.00795996541 0.00086330231
## 81 0.0050698360 0.0057941531 0.00339283093 0.00429432321 0.01428882128
## 82 0.0023572641 -0.0020776447 0.00580631313 0.01264040964 -0.00360939542
## 83 0.0018754914 0.0016535778 0.00381482831 0.00696288005 0.00925178611
## 84 0.0033372899 0.0107929266 0.00480246939 0.00026731889 0.02033814555
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## 105 0.0204457794 0.0226255534 0.00996679310 0.00263933653 0.00662892126
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## 114 0.0122893878 0.0093361736 0.00518315995 0.00381714087 0.00245819471
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## 149 0.0077823478 0.0128537926 0.00325936645 0.00204021906 0.02989563765
## 150 0.0035335465 0.0037581208 0.00197476795 0.00425055255 0.01720280570
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## 154 0.0089385354 0.0150445728 0.00904647587 0.00177572565 0.00585894568
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## 200 0.0088466473 0.0006936449 0.00185584483 0.00426083290 -0.00351306860
## 74 75 76 77 78
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## 4 -0.0021185112 0.00166404441 0.03321475621 -0.0021908703 0.0012727699
## 5 0.0200979524 -0.00107858610 -0.01269759313 0.0057197694 -0.0008449312
## 6 -0.0100283993 -0.01171600771 0.10212155938 0.0081915853 -0.0010789394
## 7 0.0004832569 0.00494420894 0.00723136679 0.0020720427 0.0105899429
## 8 0.0038247021 0.00856594891 -0.00376780476 0.0070285381 0.0080986159
## 9 0.0046199092 0.00371725168 0.02687122683 0.0240591513 0.0038470637
## 10 0.0124723238 0.00448737473 -0.00062628444 0.0155895695 0.0013629472
## 11 0.0119530312 0.00236260425 0.00418265808 0.0152202144 0.0026089789
## 12 0.0015972351 0.01355705922 -0.01799504589 0.0018812051 0.0103839077
## 13 0.0020098950 -0.00698075868 0.05146941349 0.0059623425 0.0007077763
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## 18 -0.0002746393 0.00699572863 0.01163340435 -0.0066316414 0.0005526665
## 19 0.0046680021 0.00567846391 0.00243177523 0.0076594199 0.0076889364
## 20 0.0038623495 0.00809478674 -0.00526383623 0.0036851955 0.0079869817
## 21 0.0073349531 0.00312312226 0.00484338086 -0.0001932674 0.0009989442
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## 23 0.0133678618 -0.00522137812 0.01638591927 0.0112468162 0.0026687663
## 24 0.0083304787 0.00729273184 -0.00877558561 0.0055392995 0.0042601883
## 25 0.0075080479 0.00438572531 0.00520601938 0.0123612541 0.0052750096
## 26 0.0116528373 0.00589803464 -0.00303914003 0.0144878175 0.0014787980
## 27 0.0010333795 0.00989438898 -0.00906853817 0.0008780883 0.0112577483
## 28 0.0076913848 0.00828748909 -0.01003429025 0.0055810052 0.0046192514
## 29 0.0036113661 0.01061587519 -0.01385778844 -0.0008869672 0.0073119769
## 30 0.0117124124 0.00040075127 0.00378336353 0.0083461591 0.0029119359
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## 32 0.0105401955 0.00191059735 0.00166189333 0.0071007702 0.0032510042
## 33 0.0160982482 0.00208176930 -0.00407837865 0.0150247478 0.0006602539
## 34 0.0018443552 0.01423295615 -0.01679921217 0.0043158497 0.0092830366
## 35 0.0076786153 0.00617490987 0.01089072446 0.0196961224 0.0020770003
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## 39 0.0045721753 0.00106412992 0.01476829110 0.0058028968 0.0065371061
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## 41 0.0069877920 0.00695930533 -0.00722494447 0.0024771272 0.0046405753
## 42 0.0020361487 0.00556044352 0.00563657840 -0.0012639427 0.0057382643
## 43 0.0007326561 0.01671552028 -0.02946784421 -0.0026530873 0.0117446729
## 44 0.0119678031 0.00527617134 -0.00659511558 0.0106812810 0.0022389561
## 45 0.0061800839 -0.00196553060 0.02159605265 0.0072398513 0.0049382888
## 46 0.0066855153 0.00565422868 -0.00268077685 0.0036713282 0.0050933108
## 47 0.0137933590 0.00164560214 -0.00233345626 0.0105699468 0.0021488971
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## 49 0.0145006979 0.00188565122 -0.00768873847 0.0044288004 0.0005535687
## 50 0.0130311563 0.00069050639 0.00152042734 0.0105546883 0.0026574255
## 51 0.0171610521 0.00260576665 -0.01029133288 0.0122638438 0.0003716462
## 52 0.0043617680 0.00803394431 0.00627237138 0.0149578307 0.0056441850
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## 55 0.0021670976 0.01319683669 -0.02063613400 -0.0026678829 0.0091568648
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## 57 0.0041450363 -0.00395053967 0.03147438588 0.0088503213 0.0065142457
## 58 0.0050095880 0.00750801589 -0.00298423101 0.0069321144 0.0070963302
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## 60 0.0009480969 0.01328847516 -0.01993534152 -0.0018144704 0.0113368111
## 61 0.0125208895 0.00250234691 0.00556338497 0.0176542978 0.0017077488
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## 63 0.0092569274 0.00723079262 -0.01006007324 0.0058281419 0.0036286399
## 64 0.0003385347 0.01006665966 -0.00907388643 0.0013697327 0.0125678206
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## 66 0.0034694004 0.00746461535 0.01086360923 0.0165373564 0.0061224817
## 67 0.0003024245 0.00781346645 0.00155836980 0.0074229738 0.0127720395
## 68 0.0051225020 0.00892689751 -0.00355415340 0.0095605665 0.0062586069
## 69 0.0018303560 0.01326187670 -0.01989215246 -0.0011374978 0.0100443085
## 70 -0.0031984448 0.01219234236 -0.01086760825 -0.0096677936 0.0106231244
## 71 0.0037561593 0.00656129362 -0.00054257282 -0.0013636127 0.0048291099
## 72 0.0105843842 0.00377522564 -0.00250267355 0.0082858238 0.0033932169
## 73 -0.0002838958 0.00357507422 0.01188870670 0.0039965592 0.0123803129
## 74 0.0146334154 0.00287760790 -0.00536988838 0.0122945359 0.0014124259
## 75 0.0028776079 0.01127619064 -0.01369152568 0.0016966149 0.0089018984
## 76 -0.0053698884 -0.01369152568 0.10202927276 0.0090082457 -0.0060202987
## 77 0.0122945359 0.00169661492 0.00900824568 0.0188510896 0.0018876646
## 78 0.0014124259 0.00890189843 -0.00602029875 0.0018876646 0.0107689901
## 79 -0.0005745618 0.00307156748 0.01408776592 0.0076802501 0.0144002131
## 80 0.0110367439 0.00443963927 -0.00081099971 0.0128537412 0.0027832904
## 81 0.0029285157 0.00521963162 0.00415469440 0.0045325364 0.0088962816
## 82 0.0175316391 0.00285554108 -0.01294716865 0.0108684076 0.0002423429
## 83 0.0076028423 0.00266784742 0.00518140456 0.0070330437 0.0051229694
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## 85 -0.0028888606 0.01011525079 -0.00179331508 -0.0080187669 0.0084348670
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## 79 80 81 82 83
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## 80 0.00183959192 0.01059195071 0.0034212938 0.01143750759 0.005734749570
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## 103 -0.00627275661 0.00988165364 0.0011899948 0.01125015331 0.003253477396
## 104 0.00119011770 0.00721987596 0.0039059190 0.00621773711 0.003515765250
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## 93 94 95 96 97
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## 98 99 100 101 102
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## 200 0.0075497991 0.005696830981 -0.00065667083 -0.00518763971 0.00246269074
## 103 104 105 106 107
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## 3 -0.00978349324 -0.00517152265 -0.01872241182 0.034249133941 0.0079997782
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## 8 0.00684045474 0.00764179366 0.00963087293 0.001302092780 0.0043488696
## 9 0.00955153626 0.00896741066 -0.00834015499 0.005688817282 0.0105957547
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## 13 -0.00616724289 -0.00383672664 -0.01365689890 0.018351990928 0.0119782784
## 14 0.01042585490 0.00921568541 0.00041050785 0.002749215072 0.0068357779
## 15 0.00449983507 0.00397962929 0.00786378822 0.011458511739 -0.0002653516
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## 18 0.00690765430 0.00501752049 0.00936936803 0.022067869331 -0.0082084748
## 19 0.00408473871 0.00545701982 0.00586018770 0.000831888838 0.0076835091
## 20 0.00547009497 0.00643964486 0.01093026102 0.001824144913 0.0037703363
## 21 0.00542371559 0.00330095350 0.00405309988 0.008337344607 0.0026102799
## 22 0.01258146916 0.00850236283 0.00171127639 -0.002826003839 0.0073251868
## 23 -0.00157827137 -0.00138730353 -0.00927665916 -0.004707233442 0.0201031091
## 24 0.00938416870 0.00737151851 0.00816033025 0.000264888869 0.0037998573
## 25 0.00662199577 0.00626738591 0.00111194646 -0.000357212684 0.0095383078
## 26 0.01339357771 0.00926535813 0.00079324595 -0.001567389889 0.0069078492
## 27 0.00330576585 0.00628648945 0.01574077449 0.001344567412 0.0028341189
## 28 0.01012650019 0.00811935617 0.00932294154 0.000632458992 0.0027592156
## 29 0.00781506856 0.00765526160 0.01605454648 0.003513400170 -0.0011374887
## 30 0.00382019266 0.00261141612 -0.00132907094 -0.002694490040 0.0125280372
## 31 0.00885551383 0.00632737665 0.01201940643 0.007713590925 -0.0025565217
## 32 0.00472445090 0.00347732596 0.00098461848 -0.001325919027 0.0102320832
## 33 0.01072493110 0.00644195179 -0.00299960828 -0.007312666684 0.0128143464
## 34 0.01143297061 0.01144704758 0.01800096205 0.002307356952 -0.0024173420
## 35 0.01364887968 0.01055552103 -0.00291475570 0.003573940762 0.0065374840
## 36 0.01520178899 0.01152957605 0.00250433250 0.003252328803 0.0030317011
## 37 0.00544248354 0.00935956884 0.03931258912 -0.001463999514 -0.0088665570
## 38 -0.00659494302 -0.00083320859 0.00227530116 0.023651987442 0.0018545186
## 39 -0.00100805223 0.00137262712 0.00064808820 0.003614532283 0.0108315959
## 40 0.00496923451 0.00602680353 0.01782871151 0.010040668551 -0.0044347222
## 41 0.00748645554 0.00619075957 0.00927794522 0.002264417674 0.0028934073
## 42 0.00260409774 0.00365748963 0.00866884365 0.009370500428 0.0016471471
## 43 0.01009740901 0.01110887130 0.02612374513 0.000602347665 -0.0051969409
## 44 0.01101143994 0.00757074367 0.00282740171 -0.002862089002 0.0074223005
## 45 -0.00247955386 -0.00037540438 -0.00423070553 0.003723188475 0.0137444259
## 46 0.00575771028 0.00523246404 0.00720865812 0.002071121817 0.0049516365
## 47 0.00711084716 0.00448871927 -0.00085183038 -0.005337620033 0.0122233015
## 48 0.00472086191 0.00749116731 0.02796431410 0.005345219075 -0.0066418209
## 49 0.00731600854 0.00364251962 0.00220940779 -0.003327308579 0.0088786740
## 50 0.00531607115 0.00350555306 -0.00193801303 -0.004764336814 0.0133470392
## 51 0.01112253908 0.00630669819 -0.00058846213 -0.008408773882 0.0117318015
## 52 0.01065131268 0.00987870087 0.00308747963 0.003627056222 0.0050012792
## 53 0.00422024123 0.00521913794 0.01568740217 0.015833961350 -0.0062725388
## 54 0.00134106501 0.00218912661 0.00256572742 0.030136581066 -0.0061833421
## 55 0.00847230590 0.00886459873 0.02080811105 0.002819497007 -0.0033205448
## 56 0.00259596606 0.00308610385 0.00423369286 0.034976388677 -0.0102723945
## 57 -0.00633224019 -0.00216879866 -0.00726562458 0.004659626852 0.0168545602
## 58 0.00670821447 0.00702222814 0.00821447735 0.001074470866 0.0050759270
## 59 0.00181361354 0.00471576343 0.01892693333 0.019751602341 -0.0087475794
## 60 0.00659106993 0.00850188118 0.02136451050 0.001229282958 -0.0015732179
## 61 0.01015279672 0.00709060339 -0.00462955219 -0.003318713818 0.0122203616
## 62 0.00550413310 0.00461063500 0.00925766806 0.024662075503 -0.0087604316
## 63 0.01017120523 0.00758946689 0.00785467696 -0.000290481295 0.0038132845
## 64 0.00232043280 0.00616434204 0.01624101703 0.000313461378 0.0037733051
## 65 -0.00083852671 0.00344360313 0.01602221379 0.010137626203 -0.0005069944
## 66 0.00975162871 0.00962926473 0.00148115197 0.004256315937 0.0060774848
## 67 0.00104851456 0.00567824066 0.01018692827 -0.000313945232 0.0081773230
## 68 0.00990739213 0.00913698668 0.00791438678 0.001801258852 0.0035168978
## 69 0.00810006953 0.00903761097 0.02044577937 0.001777554927 -0.0021991781
## 70 0.00275558622 0.00574498611 0.02262555340 0.010313960212 -0.0058021284
## 71 0.00500996818 0.00478406938 0.00996679310 0.007842816011 0.0005609338
## 72 0.00718770612 0.00532979653 0.00263933653 -0.001979555125 0.0087535745
## 73 -0.00480706564 0.00129675933 0.00662892126 0.002176708212 0.0109758834
## 74 0.00992546914 0.00620173922 -0.00053173110 -0.005882485595 0.0111132496
## 75 0.00773157081 0.00838975224 0.01609968761 0.001816964300 0.0001671403
## 76 -0.00930337183 -0.00700730823 -0.03031865684 0.042195245691 0.0088912315
## 77 0.00928873011 0.00664143173 -0.00624796653 -0.003257089784 0.0135004472
## 78 0.00290324025 0.00583512668 0.01380221712 0.001515869891 0.0039011266
## 79 -0.00627275661 0.00119011770 0.00508075311 -0.000937573244 0.0145553946
## 80 0.00988165364 0.00721987596 0.00058886515 -0.002304306929 0.0090081742
## 81 0.00118999479 0.00390591896 0.00724392831 0.002177419637 0.0075340014
## 82 0.01125015331 0.00621773711 0.00056286244 -0.008707563311 0.0111242989
## 83 0.00325347740 0.00351576525 0.00205524648 0.000490971016 0.0097015930
## 84 -0.00577718511 0.00014181458 0.00691967921 0.013868747500 0.0045284330
## 85 0.00270031541 0.00501476317 0.01792672610 0.013427912174 -0.0051978161
## 86 0.00550024320 0.00121969236 -0.00124083609 -0.002035774784 0.0102827977
## 87 0.00123772680 0.00462706299 0.00999389576 0.001414630870 0.0067178801
## 88 -0.00154913022 -0.00041504690 -0.00527865975 0.025230375066 0.0017730243
## 89 0.00041561147 -0.00176592333 -0.00872702961 0.007450670174 0.0114895152
## 90 -0.00382086870 0.00007519004 0.00121829905 0.026423828212 -0.0006563957
## 91 0.01312174719 0.01031965047 0.00083435224 0.002573418009 0.0052723924
## 92 0.00811186183 0.00462659059 -0.00591899865 -0.009134949397 0.0164873950
## 93 0.00437481180 0.00269208996 0.00263510542 0.015903397488 -0.0003041355
## 94 0.00582550002 0.00251615423 -0.00082778336 0.024665949087 -0.0043298966
## 95 0.00828488772 0.00810018414 0.00517834963 0.001406747611 0.0059457581
## 96 0.00283673665 0.00223602658 0.00240194913 0.011832934790 0.0029642034
## 97 0.01479373445 0.01153127610 0.00093714157 0.004270877976 0.0036340881
## 98 0.00764489446 0.00714941249 0.01029382570 0.001559489863 0.0030393780
## 99 0.00678071793 0.00563267444 0.01277003319 0.022652601622 -0.0100539816
## 100 -0.00093651563 0.00168161679 0.00545260625 0.018102696592 0.0002490914
## 101 0.00901397236 0.00357168342 -0.00080162773 -0.014023745246 0.0152138638
## 102 0.00714426989 0.00048088037 -0.01239302571 0.035183854110 -0.0055651104
## 103 0.01252100764 0.00910118089 0.00624909650 -0.000656661532 0.0039170988
## 104 0.00910118089 0.00809222174 0.00906839284 0.001041206636 0.0033954633
## 105 0.00624909650 0.00906839284 0.02829481810 -0.000165336869 -0.0041592576
## 106 -0.00065666153 0.00104120664 -0.00016533687 0.030214342352 -0.0038003545
## 107 0.00391709878 0.00339546332 -0.00415925760 -0.003800354473 0.0150007610
## 108 0.01134804742 0.00743706642 -0.00438811318 -0.004468590070 0.0120241771
## 109 0.00769306350 0.00510025793 -0.00861689173 -0.006222901222 0.0168960234
## 110 0.00952951410 0.01035540180 0.02324048057 0.001197589840 -0.0038572040
## 111 0.00834399704 0.00283318411 0.00036238806 -0.012416354845 0.0138218287
## 112 0.00515555052 0.00700492575 0.02265346490 0.006615874161 -0.0049185475
## 113 0.01073886057 0.01049113232 0.01074272634 0.002951794731 0.0013286366
## 114 0.00896431980 0.00902258570 0.01369457032 0.001711730239 0.0009707414
## 115 -0.00589100357 0.00037813531 0.00911909610 0.014587093647 0.0030963392
## 116 -0.00265717976 -0.00056250332 -0.00329410711 0.014334498468 0.0074075502
## 117 0.00752346349 0.00615710040 0.00350339710 -0.000981564480 0.0078576876
## 118 0.01289623856 0.00927496735 -0.00335158174 -0.000044737181 0.0087341139
## 119 -0.00044129573 -0.00168280180 -0.01222816886 0.026852951550 0.0033782025
## 120 0.00155095121 0.00323573799 -0.00241872495 -0.000976126916 0.0140908519
## 121 0.00367744843 0.00294224892 0.00354808695 0.006067346960 0.0052290482
## 122 -0.00264107430 -0.00154580024 -0.00816279099 0.000648509245 0.0172140276
## 123 0.01407071694 0.00998471848 0.00001924214 -0.000001118497 0.0063171195
## 124 0.00065887191 0.00521350334 0.01832591340 0.001195504468 0.0028810361
## 125 0.00474831366 0.00130036379 -0.00319090425 0.018735791719 0.0004761701
## 126 0.00717892866 0.00572170577 0.00082840161 -0.002052109854 0.0099859360
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## 128 0.01350417145 0.01016911606 -0.00446733571 0.002734695722 0.0077927896
## 129 0.00177890305 0.00783263381 0.04232931305 -0.003880890842 -0.0072878985
## 130 0.00458390502 0.00245253884 -0.00286575648 -0.006012172871 0.0145969567
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## 132 0.01140787934 0.00554385717 0.00076252755 -0.012058360368 0.0124439862
## 133 -0.00410304709 0.00294670130 0.00691843450 -0.001669269210 0.0131842913
## 134 0.00484458120 0.00431804599 0.00899791116 0.011763196618 -0.0011573713
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## 137 -0.00720253781 0.00137467989 0.01464176428 -0.001204177925 0.0101288211
## 138 0.00742601470 0.00392783832 0.00503559848 0.011149497944 -0.0006346226
## 139 -0.00044741474 0.00308758187 0.00485805471 0.001438703852 0.0100678494
## 140 0.00079708332 0.00702987828 0.03538009288 -0.004084469320 -0.0029706923
## 141 0.00592426455 0.00678183300 0.00532603766 0.000911884020 0.0072243046
## 142 0.00324832093 0.00061798392 -0.00571249827 0.023737566084 -0.0001196033
## 143 0.00560497712 0.00542885932 0.01276555344 0.009504713061 -0.0020464515
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## 145 0.00537611917 0.00359030211 0.00010470884 -0.003049732348 0.0112591577
## 146 0.01393592949 0.01058399339 -0.00169180797 0.002875338954 0.0060502544
## 147 0.01380336092 0.01095802244 0.00451831055 0.002858971013 0.0028672431
## 148 0.00385143400 0.00521507588 0.01661036033 0.024140326716 -0.0111097545
## 149 -0.00655411818 0.00159694426 0.01562565108 0.000104490465 0.0084965069
## 150 0.00008130954 0.00337081552 0.00541979122 0.001514747979 0.0094641330
## 151 0.01047940514 0.00661892408 0.00627290800 -0.002498446930 0.0052514366
## 152 0.00736640749 0.00312342485 -0.00111842035 -0.010058572106 0.0141748471
## 153 0.00797975815 0.00831757630 0.01472285958 0.001820129536 0.0007216619
## 154 0.00162821118 0.00374771766 0.01204100160 0.013109986966 -0.0015558713
## 155 0.00847894047 0.00890717753 0.01387115410 0.001631730216 0.0012109518
## 156 0.00207664214 0.00492097174 -0.00554042736 0.001420621308 0.0148954543
## 157 -0.00345876536 -0.00002814200 0.00039096427 0.021721611048 0.0020941035
## 158 0.01205438633 0.00780233363 -0.00236032406 -0.004537396334 0.0105947586
## 159 -0.00846525913 -0.00297396718 -0.00651828555 0.012411224087 0.0133178011
## 160 0.00553311906 0.00443711560 0.00326484983 -0.000273478552 0.0082401973
## 161 0.00740510767 0.00587992048 0.00601880625 0.000114528596 0.0058111555
## 162 -0.00225876709 0.00006792952 -0.00090709777 0.014003768357 0.0062632169
## 163 0.00826228361 0.00689360546 0.00783745803 0.000584675989 0.0043874486
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## 168 0.01272726044 0.00903381504 0.00161281705 -0.001246170663 0.0066451957
## 169 0.00594464962 0.00279430821 0.00213694201 0.004436861180 0.0052275892
## 170 0.01395431624 0.01154160756 0.00865163904 0.003363598831 0.0004452645
## 171 0.00587451032 0.00575027407 -0.00088033662 -0.000711098347 0.0111417046
## 172 0.00511155309 0.00310633266 0.00212393427 0.001179403556 0.0077698843
## 173 0.00080737178 0.00368955647 0.00141891214 0.000213960129 0.0120352164
## 174 0.01200781793 0.00948158539 0.00218739764 0.001222384591 0.0056801339
## 175 0.01375968223 0.01015689694 0.00036922331 0.001122195374 0.0058026731
## 176 0.00535393527 0.00629378667 0.02023183909 0.022635925327 -0.0128784958
## 177 0.00759925671 0.00804361885 0.01959847043 0.003867759400 -0.0029751054
## 178 0.00918480043 0.00554268302 0.00033608510 -0.006132740161 0.0109981017
## 179 0.01327617524 0.00864634187 0.00005204522 -0.003717490774 0.0083099388
## 180 0.01083481752 0.00853354039 0.00393492433 0.000004881165 0.0057868306
## 181 0.01383381805 0.01065568255 -0.00109258097 0.003149585141 0.0056708474
## 182 0.01168364757 0.00759686985 0.00116987314 -0.004309083003 0.0086752798
## 183 0.00789252521 0.00521436917 -0.00330836165 -0.005652825341 0.0135358478
## 184 0.00754155921 0.00418437992 0.00203137007 0.034395397629 -0.0117601703
## 185 0.00902155201 0.00714377242 0.01080555759 0.001982644500 0.0015348715
## 186 0.00230703205 0.00630211141 0.02779686895 0.006328900223 -0.0059072737
## 187 0.01155383838 0.00733371525 -0.00194097416 -0.005367815848 0.0109644514
## 188 0.00564213067 0.00701483614 0.01626908178 0.002759038332 0.0004209767
## 189 0.01321921624 0.01165669404 0.01193018710 0.003421265966 -0.0008340134
## 190 0.00350422780 0.00391441221 -0.00360651725 -0.002043538849 0.0142540489
## 191 -0.00712147437 0.00191643515 0.01914894449 -0.002907370741 0.0087483980
## 192 0.00896078967 0.00875258309 0.00241023634 0.002594837702 0.0066442094
## 193 0.00572160273 0.00363718306 -0.00721950377 -0.007539838631 0.0175889736
## 194 0.00084517034 0.00673492560 0.03186740368 -0.002751858001 -0.0019194110
## 195 0.00222892263 0.00680774994 0.02437992602 -0.000736975388 0.0001805400
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## 197 0.01181750133 0.00970512114 -0.00097874554 0.002805999434 0.0068058308
## 198 0.01255672588 0.01064554614 0.00523401304 0.003228547737 0.0030135400
## 199 0.00714259724 0.00438920862 0.00462162366 0.030011550146 -0.0104039884
## 200 0.01328136169 0.01076086669 0.00538728623 0.002739297303 0.0027329802
## 108 109 110 111 112
## 1 -0.00074850014 -0.0056726097 0.00261883368 0.00577123101 0.0086629510
## 2 -0.00156310864 0.0050670562 -0.00575254459 -0.00348435728 -0.0003918361
## 3 -0.00109864700 0.0061879253 -0.01684704260 -0.01943264997 -0.0100643251
## 4 -0.00245000099 -0.0037089167 0.00089080235 -0.00315384472 0.0063886779
## 5 0.01028630326 0.0131958484 -0.00407033589 0.05049833849 0.0021044217
## 6 -0.00088567737 0.0080450060 -0.02241557245 -0.02972486692 -0.0155977870
## 7 -0.00049514266 0.0037222795 0.00414401786 0.00005067639 0.0061567765
## 8 0.00626967152 0.0054254411 0.01015573941 -0.00344713073 0.0062957341
## 9 0.01897864509 0.0198168548 0.00084263095 -0.02544244270 -0.0113558450
## 10 0.01627760950 0.0149947285 0.00365668933 0.00830715620 -0.0022544503
## 11 0.01472201593 0.0165074611 -0.00011386643 0.01041581326 -0.0040580294
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## 81 0.00276434593 0.0056566342 0.00466265540 0.00192773369 0.0050069716
## 82 0.01422162979 0.0140833399 0.00171553390 0.03145386613 0.0010580566
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## 200 0.01291281814 0.0085694689 0.01120024829 -0.00792567144 0.0029071784
## 113 114 115 116 117
## 1 -0.0001175903 0.00154544358 0.0035972744 0.00983211005 0.00118606007
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## 4 0.0007764986 0.00116736638 0.0115612554 0.01290082342 0.00052031638
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## 7 0.0023972588 0.00371481825 0.0162368923 0.00949125499 0.00351641288
## 8 0.0117658663 0.00931549466 0.0045827018 0.00073035423 0.00561033474
## 9 0.0228498297 0.00957701770 -0.0002156093 0.00153338039 0.00742333131
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## 15 0.0010244675 0.00399678652 0.0058195225 0.00637508868 0.00311373483
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## 18 0.0037283790 0.00583384413 0.0037935719 0.00527595641 0.00105216551
## 19 0.0073596986 0.00606664407 0.0070184650 0.00440369506 0.00564825232
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## 21 -0.0026430214 0.00166786265 0.0022147760 0.00687323594 0.00443370223
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## 23 -0.0105752356 -0.00615732470 0.0075891013 0.01476773681 0.00761701611
## 24 0.0068399853 0.00733952614 -0.0013687267 0.00004223643 0.00648033659
## 25 0.0090590152 0.00594868986 0.0022344575 0.00319899559 0.00698160626
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## 27 0.0081980179 0.00886535245 0.0106742205 0.00252884757 0.00416651248
## 28 0.0087730777 0.00855761301 -0.0017643942 -0.00109169248 0.00640160281
## 29 0.0078308699 0.00953241865 0.0034184739 -0.00042542831 0.00449476212
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## 71 0.0023134150 0.00518315995 0.0055083321 0.00473812622 0.00374966963
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## 79 0.0035605666 0.00259563033 0.0226178745 0.01256065701 0.00417695754
## 80 0.0081983396 0.00601222545 -0.0036155037 0.00085224808 0.00808384616
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## 83 0.0010744494 0.00235715169 0.0057737730 0.00707445533 0.00601613593
## 84 0.0001226756 0.00165808545 0.0223984100 0.01455352967 0.00076813370
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## 192 0.0172258741 0.01000742662 0.0012113811 0.00004545407 0.00663945961
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## 200 0.0185699756 0.01205481536 -0.0048462531 -0.00402666035 0.00705407637
## 118 119 120 121 122
## 1 0.00057568218 0.027543033917 -0.007546087630 0.01009288317 -0.0012563043
## 2 -0.00282432770 0.015850759355 0.013278880546 0.00576421737 0.0185165393
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## 6 0.00496803545 0.044936676519 0.017897096086 0.00313822849 0.0218781871
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## 8 0.00899591552 -0.003643753854 0.006373980671 0.00125287440 -0.0003555218
## 9 0.02943223281 0.001398534304 0.016363329540 -0.00668842401 -0.0012168672
## 10 0.01773738349 0.000937450836 0.006930846342 0.00264480477 0.0026319940
## 11 0.01408067162 0.001761337464 0.010843651023 0.00357672888 0.0096832827
## 12 0.00660360163 -0.008835642897 0.000701473707 0.00085669146 -0.0088442922
## 13 -0.00077313644 0.027158129711 0.013465126540 0.00868759605 0.0244328684
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## 16 -0.00169538530 0.021793799752 -0.005603245671 0.00619952581 -0.0055754503
## 17 0.00397992678 0.057337282545 0.005607140771 0.01347332849 0.0239820635
## 18 -0.00084536882 0.019223175210 -0.010295860025 0.00877746485 -0.0076796067
## 19 0.00671413195 -0.000860344166 0.009491878108 0.00270523855 0.0065886232
## 20 0.00429069720 -0.001724869273 0.004749708935 0.00363321162 0.0019013195
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## 22 0.01498437268 0.000572883317 0.004305392398 0.00393774293 0.0014420820
## 23 0.00017027788 0.010038570179 0.017201823607 0.01050763044 0.0312512233
## 24 0.00712518805 0.000621267184 0.001662138859 0.00537121136 0.0007579106
## 25 0.01225709621 0.000211321042 0.010483088335 0.00194300723 0.0064076261
## 26 0.01812264486 0.000375511171 0.004819053697 0.00222489322 -0.0009595024
## 27 0.00088700077 -0.005474179605 0.005486084970 0.00292024269 0.0015798504
## 28 0.00821268658 -0.000486574237 0.001044030341 0.00451076291 -0.0016641579
## 29 0.00186314988 -0.001364646501 -0.001803507490 0.00522466816 -0.0039873791
## 30 0.00300581574 0.006174927040 0.009369396316 0.00875774546 0.0174052671
## 31 -0.00020350247 0.007847523897 -0.006516515153 0.00922085398 -0.0027222912
## 32 0.00327715181 0.005505053756 0.007365164389 0.00818421127 0.0136942593
## 33 0.01328632492 0.001685466078 0.008353702627 0.00613286696 0.0107423271
## 34 0.01138016189 -0.008887670310 -0.000110651041 -0.00084660462 -0.0130722466
## 35 0.02656578873 0.000630167217 0.008485987379 -0.00338244939 -0.0060147692
## 36 0.02360890990 -0.000894491428 0.003669038393 -0.00196760790 -0.0099935407
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## 38 -0.00443947537 0.018786040318 0.007838896960 0.00463170434 0.0096226994
## 39 0.00060586472 0.006760731016 0.012086543533 0.00609351374 0.0166651967
## 40 -0.00361067780 0.003720044769 -0.004469123798 0.00669447128 -0.0044044440
## 41 0.00315997923 0.002694335862 0.000732480274 0.00674710917 0.0022068086
## 42 -0.00164696843 0.008167294402 0.001623982389 0.00710259719 0.0046349867
## 43 0.00325237081 -0.011978437301 -0.003777573133 0.00171531387 -0.0134125318
## 44 0.01168115109 0.000952999286 0.004274656289 0.00509038144 0.0035569198
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## 46 0.00303207755 0.003162386401 0.003564233456 0.00643440633 0.0054934806
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## 200 0.01950528714 -0.002107427825 0.003682984400 -0.00111165404 -0.0083955852
## 123 124 125 126 127
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## 25 0.010583942385 0.003838364461 -0.00231059419 0.00811543900 0.0067994864
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## 52 0.018991369760 0.002401750732 -0.00675612274 0.00722624372 0.0002251301
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## 54 0.001034935156 0.000735298324 0.02061630091 -0.00261204284 0.0100281962
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## 128 129 130 131 132
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## 195 0.003512000968 -0.00359446380 0.00357493897 0.00366626257 0.00470212666
## 196 0.000410079628 0.01476229326 0.00448915965 0.00385414240 0.00404489341
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## 162 163 164 165 166
## 1 0.00939568880 0.0041987494 -0.00392433234 -0.00236003849 0.0019676142
## 2 0.01691887169 -0.0008796406 0.00440304478 0.00126448677 -0.0032016224
## 3 0.02465482805 -0.0054219707 -0.01045240195 0.00243240873 -0.0381134233
## 4 0.01244819506 0.0018631037 0.00004242029 0.00039909886 -0.0111874473
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## 6 0.02883100155 -0.0081729117 -0.01585730768 0.00437246214 -0.0585836399
## 7 0.00960377243 0.0025267834 0.01301007048 0.00435405770 0.0027127074
## 8 0.00144782477 0.0056761279 0.00901294676 0.01098889633 -0.0129507029
## 9 0.00116720675 0.0030295581 -0.00757008562 0.02399733907 -0.0640416104
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## 17 0.02491599624 -0.0030206725 -0.02899426490 -0.00900154018 0.0098957966
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## 23 0.01252512481 0.0028730071 -0.00191051113 -0.00472692977 0.0605915485
## 24 0.00041482205 0.0074830963 0.00551699266 0.00541251039 0.0138575120
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## 28 -0.00050887515 0.0076842560 0.00608696692 0.00687327395 0.0075325893
## 29 0.00075058262 0.0073497116 0.01274762863 0.00513187980 0.0052781966
## 30 0.00677834251 0.0052765420 0.00114696557 -0.00090179495 0.0432542737
## 31 0.00202526680 0.0078926025 0.00715864051 -0.00053827314 0.0232111866
## 32 0.00572940155 0.0056386821 0.00235857716 0.00015210822 0.0365652853
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## 38 0.01714063143 -0.0013517007 0.00722328469 0.00292766051 -0.0270186438
## 39 0.01057363407 0.0025182869 0.00541995438 0.00195575830 0.0163185753
## 40 0.00392092208 0.0062071543 0.01475588383 0.00223918015 0.0027838648
## 41 0.00230876050 0.0069733964 0.00715718687 0.00286912688 0.0187170443
## 42 0.00734050088 0.0045134306 0.00859946444 0.00121031287 0.0094813113
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## 46 0.00394134450 0.0060339149 0.00665218263 0.00295649649 0.0180448174
## 47 0.00352858874 0.0066491469 -0.00004756907 0.00118177273 0.0418973420
## 48 0.00163843399 0.0072952901 0.02453230987 0.00301241236 0.0038196459
## 49 0.00403819333 0.0077604152 0.00133288219 -0.00519832744 0.0631728435
## 50 0.00522879838 0.0057950112 0.00013111145 0.00070777407 0.0417596861
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## 52 -0.00114027616 0.0054634712 0.00119428790 0.01872429665 -0.0425674472
## 53 0.00573040287 0.0053391291 0.01233335471 0.00162886652 -0.0045061872
## 54 0.01202488594 0.0017307513 0.00061457415 0.00215792076 -0.0286784644
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## 56 0.01126836485 0.0019073772 0.00041410177 0.00335757266 -0.0413751136
## 57 0.01634013702 -0.0003964955 0.00204875249 0.00045348984 0.0191264769
## 58 0.00202843491 0.0057623827 0.00772278933 0.00910680631 -0.0045824382
## 59 0.00746266921 0.0042348193 0.01615462475 0.00222241463 -0.0167336460
## 60 0.00004050277 0.0070745924 0.01890478742 0.00814034205 -0.0058408731
## 61 0.00079619458 0.0061765075 -0.00473126255 0.01044671396 0.0050205828
## 62 0.00714348228 0.0047338794 0.00425192299 0.00092251258 -0.0133916805
## 63 -0.00015770118 0.0078847183 0.00476096574 0.00505301270 0.0170049049
## 64 0.00399912571 0.0047685821 0.01774032057 0.00847449128 -0.0072230117
## 65 0.00865081341 0.0034997979 0.01730572594 0.00239925932 -0.0020877552
## 66 -0.00033436123 0.0046461358 0.00053162818 0.02039482591 -0.0505105711
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## 69 -0.00091412756 0.0075665712 0.01698349906 0.00837533035 -0.0061639870
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## 71 0.00511411018 0.0058237746 0.00826022347 0.00094630030 0.0146406172
## 72 0.00304568427 0.0064881006 0.00249980126 0.00317878175 0.0269087016
## 73 0.01178919748 0.0010933674 0.01384362042 0.00524548678 0.0002830810
## 74 0.00089321777 0.0075884578 -0.00137359049 0.00368688167 0.0349237962
## 75 0.00005939453 0.0069440522 0.01356360696 0.00874054523 -0.0064182121
## 76 0.02760539760 -0.0066375144 -0.02235353592 0.00057480703 -0.0396312541
## 77 0.00165623866 0.0055660590 -0.00545054907 0.01102638937 0.0024702773
## 78 0.00429251807 0.0048560795 0.01490007967 0.00735654789 -0.0034229975
## 79 0.01229454257 0.0001059446 0.01447922804 0.00841402831 -0.0077594388
## 80 0.00055453859 0.0067678168 -0.00050421264 0.00834301088 0.0096268883
## 81 0.00705577065 0.0036904900 0.01018403091 0.00560883218 0.0034695270
## 82 -0.00018310057 0.0089584709 -0.00125985864 0.00016747351 0.0545938843
## 83 0.00654361323 0.0046108462 0.00427678960 0.00275459757 0.0214021862
## 84 0.01449114806 0.0002496455 0.01231745267 0.00228364619 -0.0087090593
## 85 0.00612393453 0.0050144995 0.01580156002 0.00204085857 -0.0040952801
## 86 0.00703423196 0.0073741269 -0.00124410449 -0.01111805530 0.0845544155
## 87 0.00621733851 0.0038041178 0.01282211778 0.00721921817 -0.0026646558
## 88 0.01523139632 0.0004249969 -0.00342601162 -0.00016105861 -0.0104466504
## 89 0.01331003711 0.0036135898 -0.00564773471 -0.00996314032 0.0622648600
## 90 0.01560927482 -0.0004291637 0.00383844262 0.00271953717 -0.0282869010
## 91 -0.00258017966 0.0065932710 -0.00244408004 0.01729190253 -0.0321748925
## 92 0.00287836038 0.0066584889 -0.00420931148 0.00280715893 0.0445162862
## 93 0.00845782272 0.0047635868 0.00056854153 -0.00266912911 0.0175393705
## 94 0.00924862865 0.0045330098 -0.00509794618 -0.00350515273 0.0083434610
## 95 0.00079778267 0.0055639689 0.00442469706 0.01321718218 -0.0192988681
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## 98 0.00139248715 0.0066811721 0.00846018846 0.00654671978 0.0048896245
## 99 0.00529545657 0.0057610624 0.00672122498 0.00094770295 -0.0102946005
## 100 0.01174675540 0.0020106594 0.00678424271 0.00140557471 -0.0079565021
## 101 0.00218782308 0.0093692663 -0.00080213500 -0.00788475484 0.0947623269
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## 105 -0.00090709777 0.0078374580 0.02519445584 0.00702699854 -0.0017755798
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## 111 0.00313488410 0.0094723790 0.00004291779 -0.01078564018 0.1027118124
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## 116 0.01435547083 0.0010281903 0.00095233333 -0.00082163015 0.0092370743
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## 126 0.00290575769 0.0058895814 0.00132501676 0.00628351543 0.0151961466
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## 129 0.00053529290 0.0083951937 0.04027943660 0.00058957042 0.0217381547
## 130 0.00623493785 0.0059261404 -0.00028394456 -0.00249520593 0.0565220449
## 131 0.01924880986 -0.0031097760 0.02091581700 0.00510823661 0.0014701032
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## 148 0.00686752487 0.0045441813 0.01196609626 0.00242859423 -0.0225757053
## 149 0.01145206138 0.0014766719 0.02302696051 0.00426068924 0.0030972875
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## 153 0.00009960452 0.0069162599 0.01221551321 0.00877547582 -0.0058613824
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## 159 0.01882411549 -0.0018846206 0.00283894516 0.00093317306 0.0019242283
## 160 0.00462319287 0.0058899408 0.00374021623 0.00185520621 0.0277405217
## 161 0.00255256982 0.0067111958 0.00488368143 0.00343377243 0.0212455319
## 162 0.01349604368 0.0013489894 0.00285440173 -0.00009255752 0.0063254856
## 163 0.00134898939 0.0069250228 0.00598987431 0.00555457492 0.0119446153
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## 176 0.00492646481 0.0056703471 0.01425444050 0.00224858010 -0.0193738104
## 177 0.00034850336 0.0075531173 0.01587351944 0.00521601000 0.0028681269
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## 193 0.00500937177 0.0052598852 -0.00382155685 0.00372063997 0.0366427259
## 194 0.00270428990 0.0064621309 0.03217079154 0.00391467938 0.0094793836
## 195 0.00282721367 0.0058495516 0.02472397897 0.00648370416 -0.0004536727
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## 198 -0.00280152525 0.0067227613 0.00158956007 0.01724364966 -0.0351624458
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## 200 -0.00329962707 0.0072283909 0.00118150883 0.01621487130 -0.0296537923
## 167 168 169 170 171
## 1 -0.01132177744 0.00294967219 0.01521794607 0.00411435002 -0.004340386762
## 2 0.02548410102 -0.00499490649 0.00122548568 -0.00729901161 0.006592116729
## 3 0.02384131305 -0.00516023692 -0.00199437799 -0.00600299216 0.008100573355
## 4 0.00260747148 -0.00037680526 0.00785055273 0.00150534631 -0.000579438165
## 5 -0.00111106160 0.00445722412 0.02728703109 -0.01065581672 0.001520050479
## 6 0.02798683561 -0.00593781431 -0.00637786977 -0.00590846663 0.010561879836
## 7 0.02208993155 -0.00194842701 0.00019919187 -0.00215924318 0.006284773090
## 8 0.00631590169 0.00746700996 -0.00162222436 0.01108621108 0.007538198520
## 9 0.00566010405 0.01734365539 -0.01554575739 0.02368229850 0.019588411120
## 10 -0.00525315177 0.01487188913 0.00400859360 0.01382250158 0.010306949124
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## 172 173 174 175
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## 19 0.00251329414 0.01006371748 0.006434068477 0.006020098123
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## 200 0.013906664767 0.02373656668 0.01002857878 0.00585853470 0.00837472144
## 185 186 187 188 189
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## 11 0.00362400332 -0.00689588312 0.0133643035 0.00106091387 0.00617677121
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## 100 0.00296436828 0.01044416536 -0.0036440790 0.00529891503 0.00061408795
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## 110 0.01065584870 0.02088583962 0.0017560967 0.01391218916 0.01637310926
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## 112 0.01058115725 0.02457535470 -0.0024393675 0.01355416601 0.00837480709
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## 200 0.00618878766 -0.00069701358 0.0106616548 0.00540641048 0.02064303419
## 190 191 192 193 194
## 1 -0.00630956490 -0.01688105483 -0.00315061759 -0.00561371569 -0.00624358233
## 2 0.01044910614 0.02080894489 0.00253938739 0.00674058789 0.00437128857
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## 189 0.00701438192 0.01364422562 0.019432806730 0.02096651324
## 190 0.00121443578 0.01321126489 0.010245282908 0.00611445298
## 191 0.02725081586 -0.00299098544 -0.006463162426 -0.00575655270
## 192 0.00282020721 0.01876344494 0.021521341958 0.01913349240
## 193 -0.00303626846 0.01252096967 0.007578514663 0.00303266242
## 194 0.03130705426 -0.00946656397 -0.008394604009 -0.00203112745
## 195 0.02429488195 -0.00319497035 -0.001912919408 0.00228437170
## 196 -0.00319497035 0.02101661995 0.021938104147 0.01782144236
## 197 -0.00191291941 0.02193810415 0.025332997598 0.02239449931
## 198 0.00228437170 0.01782144236 0.022394499310 0.02165792528
## 199 -0.00325396190 -0.00376369762 0.001594227385 0.00559831042
## 200 0.00174938106 0.01690727144 0.021409027328 0.02102197542
## 199 200
## 1 0.036773393027 0.00298655031
## 2 0.000170654693 -0.00545998810
## 3 0.015673902580 -0.00288936616
## 4 0.025573155286 0.00113433893
## 5 -0.001895182589 -0.00892571165
## 6 0.017761466477 -0.00190243595
## 7 -0.006356805717 -0.00167146611
## 8 -0.000313057559 0.01053507389
## 9 -0.004682778557 0.02534396657
## 10 0.000859308575 0.01453630418
## 11 -0.005265607392 0.00934434761
## 12 0.004771423198 0.01243077693
## 13 0.005788814963 -0.00726967979
## 14 0.000006492798 0.01974298904
## 15 0.017577207576 0.00113298093
## 16 0.033092631462 0.00413352556
## 17 0.036364865920 -0.00578133666
## 18 0.035838362136 0.00497991060
## 19 -0.004238741159 0.00609911625
## 20 0.001511710205 0.00616194536
## 21 0.016239780767 -0.00086054252
## 22 0.003431881041 0.01298077455
## 23 -0.014786325051 -0.00924982257
## 24 0.006330398232 0.00796680176
## 25 -0.004335503095 0.00980885091
## 26 0.004032312003 0.01623841965
## 27 -0.001747866191 0.00436603213
## 28 0.007203810095 0.00977615853
## 29 0.010342771836 0.00650872643
## 30 -0.004235862321 -0.00176835874
## 31 0.020907326317 0.00367400281
## 32 -0.001163312191 -0.00005826911
## 33 -0.003904819887 0.00790423195
## 34 0.007459634626 0.01740918724
## 35 0.003703491566 0.02466457781
## 36 0.008616494138 0.02403444939
## 37 0.007613246844 0.00039580365
## 38 0.011816771033 -0.00294687828
## 39 -0.005379200487 -0.00245703082
## 40 0.017057467786 0.00278124961
## 41 0.008139229046 0.00457536682
## 42 0.010757969780 0.00042064496
## 43 0.008456021687 0.01192777570
## 44 0.002764067609 0.00984131294
## 45 -0.006987069013 -0.00539324318
## 46 0.004477087457 0.00330785919
## 47 -0.003875067434 0.00219104591
## 48 0.012442579675 0.00178334182
## 49 0.004799661547 -0.00273190399
## 50 -0.005944055340 0.00047817711
## 51 -0.001713128129 0.00534017459
## 52 0.001347910535 0.02086100234
## 53 0.023444965456 0.00278452632
## 54 0.033965588289 0.00409475699
## 55 0.010567436507 0.00787408553
## 56 0.041935387220 0.00685133784
## 57 -0.013521596540 -0.00744214879
## 58 0.000246656530 0.00892436793
## 59 0.025117506905 0.00175203403
## 60 0.004389434502 0.00725173954
## 61 -0.004326974738 0.01291603619
## 62 0.036127658824 0.00517843481
## 63 0.007067351052 0.00824677475
## 64 -0.005332598952 0.00414332038
## 65 0.007172357652 -0.00177425574
## 66 -0.000970276067 0.02169655300
## 67 -0.012869841780 0.00666354903
## 68 0.003103285359 0.01518312119
## 69 0.007149415213 0.00884664726
## 70 0.015067821969 0.00069364486
## 71 0.013172009166 0.00185584483
## 72 0.000075686078 0.00426083290
## 73 -0.014431309584 -0.00351306860
## 74 -0.001865876541 0.00647277414
## 75 0.005204443001 0.00911511145
## 76 0.025432448394 -0.00194375567
## 77 -0.006508350374 0.01278663183
## 78 -0.002563344425 0.00406261391
## 79 -0.023767690409 -0.00256053528
## 80 -0.000465800533 0.01081409638
## 81 -0.004817113123 0.00171999708
## 82 -0.000487655396 0.00412223838
## 83 -0.002856863935 0.00111039949
## 84 0.001851767938 -0.00476430555
## 85 0.018046845723 0.00131287346
## 86 0.007210843576 -0.00867535380
## 87 -0.006276610513 0.00278511053
## 88 0.022519763960 -0.00057114778
## 89 0.008733730771 -0.00985141928
## 90 0.019884167780 -0.00027744610
## 91 0.004475725054 0.02168748476
## 92 -0.009839202531 0.00401713488
## 93 0.023716993731 0.00018829379
## 94 0.037446938596 0.00242049057
## 95 -0.000683200439 0.01385744578
## 96 0.015244776773 -0.00121856491
## 97 0.007430230151 0.02554904311
## 98 0.004906501087 0.00754979905
## 99 0.036418557903 0.00569683098
## 100 0.015620705357 -0.00065667083
## 101 -0.005356544147 -0.00518763971
## 102 0.053884021688 0.00246269074
## 103 0.007142597235 0.01328136169
## 104 0.004389208617 0.01076086669
## 105 0.004621623659 0.00538728623
## 106 0.030011550146 0.00273929730
## 107 -0.010403988441 0.00273298017
## 108 -0.003123287770 0.01291281814
## 109 -0.011289347688 0.00856946887
## 110 0.008080098782 0.01120024829
## 111 -0.001789756898 -0.00792567144
## 112 0.013261942846 0.00290717841
## 113 0.004220338078 0.01856997557
## 114 0.004781992396 0.01205481536
## 115 0.003164513432 -0.00484625313
## 116 0.007280349166 -0.00402666035
## 117 -0.000062478194 0.00705407637
## 118 0.001234412117 0.01950528714
## 119 0.027620797947 -0.00210742782
## 120 -0.012405457164 0.00368298440
## 121 0.008816006917 -0.00111165404
## 122 -0.009939867866 -0.00839558516
## 123 0.004867421737 0.01941916816
## 124 -0.004328241818 0.00064701789
## 125 0.029336679252 -0.00161980770
## 126 -0.002878812325 0.00690724790
## 127 -0.005146055943 -0.00808589036
## 128 0.002470888573 0.02394136641
## 129 0.000981084698 -0.00511550338
## 130 -0.006574401157 -0.00292212652
## 131 -0.038100814562 -0.01298511057
## 132 -0.001542494357 0.00035081792
## 133 -0.023057558939 0.00148628139
## 134 0.018632267362 0.00161743829
## 135 0.011428425824 -0.00489461023
## 136 -0.021663805298 -0.01178673978
## 137 -0.020553980407 -0.00677250872
## 138 0.024509124935 0.00010981936
## 139 -0.009644611406 0.00100021217
## 140 -0.004584451273 -0.00348345076
## 141 -0.003704640552 0.01027131322
## 142 0.031591154266 -0.00045394104
## 143 0.016833830244 0.00271009599
## 144 -0.003908181335 0.00400525676
## 145 -0.002369074453 -0.00002950711
## 146 0.004539595749 0.02365196131
## 147 0.007359953396 0.02159187047
## 148 0.033493767517 0.00450705377
## 149 -0.016944788830 -0.00667973013
## 150 -0.008519564086 0.00139420338
## 151 0.007710839665 0.00447953643
## 152 -0.004103461212 -0.00450651080
## 153 0.005230030765 0.00943462048
## 154 0.014596660578 0.00048573058
## 155 0.003712665334 0.01186525389
## 156 -0.016395958691 0.01248109204
## 157 0.014848600145 -0.00162553950
## 158 -0.000826548849 0.01258911620
## 159 -0.006872364623 -0.00753007913
## 160 0.000828865182 0.00205458443
## 161 0.003882513242 0.00480327289
## 162 0.007544691354 -0.00329962707
## 163 0.004741988290 0.00722839094
## 164 -0.001944009002 0.00118150883
## 165 -0.000034498610 0.01621487130
## 166 -0.015679606571 -0.02965379229
## 167 -0.016831710722 -0.00685393511
## 168 0.003818298300 0.01544369980
## 169 0.013419171787 -0.00313392739
## 170 0.009386951018 0.02149889071
## 171 -0.006699206716 0.00943091141
## 172 0.005481202356 -0.00195441802
## 173 -0.012074396962 0.00414230107
## 174 0.003413223679 0.01809584541
## 175 0.004920082748 0.02043247341
## 176 0.035006766902 0.00512392492
## 177 0.011311203202 0.00624249915
## 178 -0.001393650015 0.00384653123
## 179 0.002712688649 0.01375933644
## 180 0.003042923586 0.01390666477
## 181 0.004744267717 0.02373656668
## 182 0.001715641217 0.01002857878
## 183 -0.006377245044 0.00585853470
## 184 0.051054093436 0.00837472144
## 185 0.010200901605 0.00618878766
## 186 0.010399875437 -0.00069701358
## 187 -0.001382093510 0.01066165476
## 188 0.005087109567 0.00540641048
## 189 0.009166341968 0.02064303419
## 190 -0.011023951603 0.00526300523
## 191 -0.021102243564 -0.00772484891
## 192 -0.001577109290 0.01785920162
## 193 -0.012636431519 0.00314109836
## 194 -0.004277370049 -0.00231740521
## 195 -0.003253961903 0.00174938106
## 196 -0.003763697619 0.01690727144
## 197 0.001594227385 0.02140902733
## 198 0.005598310422 0.02102197542
## 199 0.045423871120 0.00695245270
## 200 0.006952452703 0.02068263204n<-nrow(matriz_X)
matriz_M<-diag(n)-matriz_Plibrary(magrittr)
residuos_modelo_ventas<-modelo_ventas$residuals
datos_modelo<-modelo_ventas$model
residuos_matrices<-matriz_M%*%datos_modelo$ventas
cbind(residuos_matrices,residuos_modelo_ventas,residuos_modelo_ventas-residuos_matrices) %>% round(digits=2) %>% as.data.frame()->comparacion
names(comparacion)<-c("por_matrices","En_modelo","Diferencia")
comparacion## por_matrices En_modelo Diferencia
## 1 -15.93 -15.93 0
## 2 19.33 19.33 0
## 3 38.02 38.02 0
## 4 -15.43 -15.43 0
## 5 5.16 5.16 0
## 6 80.22 80.22 0
## 7 -16.35 -16.35 0
## 8 -22.89 -22.89 0
## 9 -34.40 -34.40 0
## 10 46.09 46.09 0
## 11 -40.56 -40.56 0
## 12 9.25 9.25 0
## 13 5.82 5.82 0
## 14 -19.64 -19.64 0
## 15 -2.74 -2.74 0
## 16 -20.58 -20.58 0
## 17 -4.89 -4.89 0
## 18 -0.83 -0.83 0
## 19 -36.61 -36.61 0
## 20 -8.11 -8.11 0
## 21 11.00 11.00 0
## 22 56.50 56.50 0
## 23 -7.55 -7.55 0
## 24 31.71 31.71 0
## 25 -40.48 -40.48 0
## 26 86.80 86.80 0
## 27 -1.44 -1.44 0
## 28 35.92 35.92 0
## 29 24.51 24.51 0
## 30 -38.94 -38.94 0
## 31 25.44 25.44 0
## 32 -17.24 -17.24 0
## 33 -44.11 -44.11 0
## 34 47.62 47.62 0
## 35 -38.06 -38.06 0
## 36 104.56 104.56 0
## 37 -22.01 -22.01 0
## 38 6.26 6.26 0
## 39 -20.85 -20.85 0
## 40 -8.14 -8.14 0
## 41 3.52 3.52 0
## 42 7.13 7.13 0
## 43 39.33 39.33 0
## 44 29.22 29.22 0
## 45 -13.40 -13.40 0
## 46 8.21 8.21 0
## 47 -42.24 -42.24 0
## 48 -15.16 -15.16 0
## 49 36.15 36.15 0
## 50 -42.33 -42.33 0
## 51 29.60 29.60 0
## 52 -27.94 -27.94 0
## 53 -25.78 -25.78 0
## 54 -16.15 -16.15 0
## 55 20.52 20.52 0
## 56 -34.10 -34.10 0
## 57 32.84 32.84 0
## 58 -8.84 -8.84 0
## 59 -25.90 -25.90 0
## 60 4.38 4.38 0
## 61 -56.13 -56.13 0
## 62 -5.97 -5.97 0
## 63 34.06 34.06 0
## 64 -22.00 -22.00 0
## 65 -22.92 -22.92 0
## 66 -33.91 -33.91 0
## 67 -25.98 -25.98 0
## 68 -24.10 -24.10 0
## 69 15.18 15.18 0
## 70 -12.96 -12.96 0
## 71 -2.78 -2.78 0
## 72 -39.34 -39.34 0
## 73 9.10 9.10 0
## 74 -23.58 -23.58 0
## 75 16.53 16.53 0
## 76 41.92 41.92 0
## 77 -61.13 -61.13 0
## 78 -11.80 -11.80 0
## 79 42.30 42.30 0
## 80 -28.28 -28.28 0
## 81 -18.10 -18.10 0
## 82 55.90 55.90 0
## 83 -32.84 -32.84 0
## 84 1.99 1.99 0
## 85 -7.85 -7.85 0
## 86 2.06 2.06 0
## 87 -18.80 -18.80 0
## 88 -12.42 -12.42 0
## 89 -34.44 -34.44 0
## 90 -0.71 -0.71 0
## 91 -19.86 -19.86 0
## 92 -71.04 -71.04 0
## 93 5.47 5.47 0
## 94 -1.83 -1.83 0
## 95 -22.68 -22.68 0
## 96 -9.60 -9.60 0
## 97 30.46 30.46 0
## 98 2.80 2.80 0
## 99 -1.39 -1.39 0
## 100 -6.92 -6.92 0
## 101 47.13 47.13 0
## 102 13.67 13.67 0
## 103 74.24 74.24 0
## 104 8.29 8.29 0
## 105 5.20 5.20 0
## 106 -23.16 -23.16 0
## 107 -39.16 -39.16 0
## 108 -36.55 -36.55 0
## 109 -51.39 -51.39 0
## 110 14.93 14.93 0
## 111 31.77 31.77 0
## 112 0.85 0.85 0
## 113 3.55 3.55 0
## 114 20.05 20.05 0
## 115 1.25 1.25 0
## 116 -6.04 -6.04 0
## 117 -5.24 -5.24 0
## 118 -59.49 -59.49 0
## 119 -9.08 -9.08 0
## 120 -15.33 -15.33 0
## 121 -22.74 -22.74 0
## 122 -6.98 -6.98 0
## 123 52.60 52.60 0
## 124 -7.38 -7.38 0
## 125 6.99 6.99 0
## 126 -36.29 -36.29 0
## 127 51.55 51.55 0
## 128 -45.71 -45.71 0
## 129 -38.99 -38.99 0
## 130 -49.74 -49.74 0
## 131 137.77 137.77 0
## 132 68.15 68.15 0
## 133 29.49 29.49 0
## 134 4.04 4.04 0
## 135 2.44 2.44 0
## 136 24.96 24.96 0
## 137 14.83 14.83 0
## 138 18.65 18.65 0
## 139 -13.45 -13.45 0
## 140 -17.13 -17.13 0
## 141 -36.00 -36.00 0
## 142 -7.79 -7.79 0
## 143 -5.46 -5.46 0
## 144 -38.02 -38.02 0
## 145 -33.90 -33.90 0
## 146 -7.02 -7.02 0
## 147 57.02 57.02 0
## 148 -24.42 -24.42 0
## 149 5.76 5.76 0
## 150 -21.33 -21.33 0
## 151 60.96 60.96 0
## 152 -37.40 -37.40 0
## 153 3.70 3.70 0
## 154 -11.53 -11.53 0
## 155 5.57 5.57 0
## 156 20.34 20.34 0
## 157 -6.39 -6.39 0
## 158 0.10 0.10 0
## 159 35.21 35.21 0
## 160 -12.86 -12.86 0
## 161 -0.28 -0.28 0
## 162 -5.49 -5.49 0
## 163 7.07 7.07 0
## 164 -11.48 -11.48 0
## 165 -17.07 -17.07 0
## 166 43.48 43.48 0
## 167 30.49 30.49 0
## 168 32.76 32.76 0
## 169 9.33 9.33 0
## 170 79.25 79.25 0
## 171 -32.15 -32.15 0
## 172 -2.32 -2.32 0
## 173 -19.07 -19.07 0
## 174 11.45 11.45 0
## 175 56.81 56.81 0
## 176 -20.90 -20.90 0
## 177 10.72 10.72 0
## 178 10.72 10.72 0
## 179 99.16 99.16 0
## 180 0.68 0.68 0
## 181 8.07 8.07 0
## 182 43.24 43.24 0
## 183 -53.93 -53.93 0
## 184 -14.41 -14.41 0
## 185 33.06 33.06 0
## 186 -26.80 -26.80 0
## 187 -11.78 -11.78 0
## 188 2.02 2.02 0
## 189 75.55 75.55 0
## 190 -31.29 -31.29 0
## 191 11.46 11.46 0
## 192 -34.64 -34.64 0
## 193 -47.21 -47.21 0
## 194 -20.94 -20.94 0
## 195 -16.29 -16.29 0
## 196 -54.55 -54.55 0
## 197 -31.98 -31.98 0
## 198 8.34 8.34 0
## 199 -9.58 -9.58 0
## 200 49.59 49.59 0eigen(x=matriz_XX,symmetric = TRUE)->descomposicion
auto_valores<-descomposicion$values
print(auto_valores)## [1] 311421698.6388 70252.5341 40973.4590 3714.3627 12.7735print(auto_valores>0)## [1] TRUE TRUE TRUE TRUE TRUEload("~/Econometria/Recursos/datos_cajas.RData")
modelo_cajas<-lm(formula = Tiempo~Distancia+N_cajas, data = datos_cajas)
library(stargazer)
stargazer(modelo_cajas, title=("Regresion"), type="html",digits=6)| Dependent variable: | |
| Tiempo | |
| Distancia | 0.455921*** |
| (0.146762) | |
| N_cajas | 0.877205*** |
| (0.153035) | |
| Constant | 2.311202 |
| (5.857303) | |
| Observations | 15 |
| R2 | 0.736789 |
| Adjusted R2 | 0.692921 |
| Residual Std. Error | 3.140790 (df = 12) |
| F Statistic | 16.795400*** (df = 2; 12) |
| Note: | p<0.1; p<0.05; p<0.01 |
matriz_X2<-model.matrix(modelo_cajas)
matriz_XX2<-t(matriz_X2)%*%matriz_X2
matriz_A2<-solve(matriz_XX2)%*%t(matriz_X2)
print(matriz_A2)## 1 2 3 4 5
## (Intercept) 0.459747079 0.505626389 -0.317731768 0.707001469 0.053149816
## Distancia -0.003015297 -0.009318829 0.018819615 -0.019989342 -0.006641453
## N_cajas -0.017147338 -0.009890695 -0.007919488 -0.004479623 0.011082085
## 6 7 8 9 10
## (Intercept) -0.166576988 0.633594572 -0.125532551 0.1260628274 -0.90735239
## Distancia 0.006550474 -0.009903692 0.009409808 0.0003379213 0.02334256
## N_cajas 0.002768355 -0.016090251 -0.003959744 -0.0038254420 0.01780152
## 11 12 13 14 15
## (Intercept) 0.277217608 0.368482344 0.487274665 -0.3674581822 -0.73350489
## Distancia -0.011931220 -0.007473259 -0.006797416 0.0001559637 0.01645417
## N_cajas 0.006862401 -0.005142468 -0.012793352 0.0238754370 0.01885861matriz_P2<-matriz_X2%*%matriz_A2
print(matriz_P2)## 1 2 3 4 5 6
## 1 0.19781478 0.127154573 0.16766180 0.062524965 -0.03527291 0.057620774
## 2 0.12715457 0.124295239 0.03396629 0.140073563 0.05334477 0.038710181
## 3 0.16766180 0.033966286 0.35585795 -0.137368460 -0.10168744 0.123125512
## 4 0.06252497 0.140073563 -0.13736846 0.257600846 0.15524536 0.006698639
## 5 -0.03527291 0.053344771 -0.10168744 0.155245361 0.18408997 0.046742309
## 6 0.05762077 0.038710181 0.12312551 0.006698639 0.04674231 0.086318088
## 7 0.17558129 0.144648497 0.07654437 0.133523089 0.01345706 0.036955589
## 8 0.11716423 0.050316476 0.21126231 -0.035350897 -0.01751039 0.094896089
## 9 0.09794605 0.077129229 0.10132526 0.055636570 0.03786105 0.067680430
## 10 -0.02906036 -0.056765574 0.20436525 -0.131155907 0.05122193 0.136694350
## 11 -0.01209498 0.081873124 -0.13140718 0.199703669 0.18629079 0.030873007
## 12 0.09285990 0.104513848 0.01812731 0.131114317 0.07550894 0.044246890
## 13 0.15541865 0.125438973 0.08744449 0.109054124 0.01789770 0.046274418
## 14 -0.12402490 -0.005427535 -0.12246527 0.112857904 0.23285894 0.067134558
## 15 -0.05129385 -0.039271650 0.11324781 -0.060157783 0.09995191 0.116029165
## 7 8 9 10 11 12
## 1 0.17558129 0.11716423 0.09794605 -0.02906036 -0.01209498 0.092859897
## 2 0.14464850 0.05031648 0.07712923 -0.05676557 0.08187312 0.104513848
## 3 0.07654437 0.21126231 0.10132526 0.20436525 -0.13140718 0.018127310
## 4 0.13352309 -0.03535090 0.05563657 -0.13115591 0.19970367 0.131114317
## 5 0.01345706 -0.01751039 0.03786105 0.05122193 0.18629079 0.075508940
## 6 0.03695559 0.09489609 0.06768043 0.13669435 0.03087301 0.044246890
## 7 0.18301556 0.07160552 0.08894348 -0.08682757 0.04935470 0.112467995
## 8 0.07160552 0.13896449 0.08399596 0.13551596 -0.03237026 0.042396988
## 9 0.08894348 0.08399596 0.07465547 0.05440619 0.04101064 0.069478345
## 10 -0.08682757 0.13551596 0.05440619 0.34795579 -0.01326471 -0.021162536
## 11 0.04935470 -0.03237026 0.04101064 -0.01326471 0.20329083 0.095597926
## 12 0.11246799 0.04239699 0.06947834 -0.02116254 0.09559793 0.094228911
## 13 0.15702161 0.07705558 0.08545596 -0.04568349 0.04428588 0.099852268
## 14 -0.07689788 -0.02789930 0.01907176 0.16357209 0.20867158 0.042323339
## 15 -0.07939330 0.08995724 0.04540362 0.29018859 0.04818497 -0.001554438
## 13 14 15
## 1 0.15541865 -0.124024902 -0.051293849
## 2 0.12543897 -0.005427535 -0.039271650
## 3 0.08744449 -0.122465266 0.113247813
## 4 0.10905412 0.112857904 -0.060157783
## 5 0.01789770 0.232858944 0.099951911
## 6 0.04627442 0.067134558 0.116029165
## 7 0.15702161 -0.076897883 -0.079393301
## 8 0.07705558 -0.027899299 0.089957240
## 9 0.08545596 0.019071756 0.045403621
## 10 -0.04568349 0.163572088 0.290188586
## 11 0.04428588 0.208671580 0.048184973
## 12 0.09985227 0.042323339 -0.001554438
## 13 0.13743085 -0.052866482 -0.044080529
## 14 -0.05286648 0.352392093 0.210699107
## 15 -0.04408053 0.210699107 0.262089133n2<-nrow(matriz_X2)
matriz_M2<-diag(n2)-matriz_P2library(magrittr)
residuos_modelo_cajas<-modelo_cajas$residuals
datos_modelo_cajas<-modelo_cajas$model
residuos_matrices2<-matriz_M2%*%datos_modelo_cajas$Tiempo
cbind(residuos_matrices2,residuos_modelo_cajas,residuos_modelo_cajas-residuos_matrices2) %>% round(digits=2) %>% as.data.frame()->comparacion2
names(comparacion2)<-c("por_matrices","En_modelo","Diferencia")
comparacion2## por_matrices En_modelo Diferencia
## 1 -0.76 -0.76 0
## 2 0.13 0.13 0
## 3 -0.32 -0.32 0
## 4 2.94 2.94 0
## 5 -9.27 -9.27 0
## 6 0.77 0.77 0
## 7 1.31 1.31 0
## 8 -2.09 -2.09 0
## 9 1.43 1.43 0
## 10 0.52 0.52 0
## 11 0.52 0.52 0
## 12 1.38 1.38 0
## 13 -1.02 -1.02 0
## 14 2.89 2.89 0
## 15 1.59 1.59 0eigen(x=matriz_XX2,symmetric = TRUE)->descomposicion2
auto_valores2<-descomposicion2$values
print(auto_valores2)## [1] 16976.7781334 709.9345923 0.2872743print(auto_valores2>0)## [1] TRUE TRUE TRUEload("~/Econometria/Recursos/modelo_estimado.RData")
matriz_X3<-model.matrix(modelo_estimado_1)
matriz_XX3<-t(matriz_X3)%*%matriz_X3
matriz_A3<-solve(matriz_XX3)%*%t(matriz_X3)
print(matriz_A3)## 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 0.0488974529matriz_P3<-matriz_X3%*%matriz_A3
print(matriz_P3)## 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 0.536021500n3<-nrow(matriz_X3)
matriz_M3<-diag(n3)-matriz_P3library(magrittr)
residuos_modelo_estimado<-modelo_estimado_1$residuals
datos_modelo_estimado<-modelo_estimado_1$model
residuos_matrices3<-matriz_M3%*%datos_modelo_estimado$crime
cbind(residuos_matrices3,residuos_modelo_estimado,residuos_modelo_estimado-residuos_matrices3) %>% round(digits=2) %>% as.data.frame()->comparacion3
names(comparacion3)<-c("por_matrices","En_modelo","Diferencia")
comparacion3## por_matrices En_modelo Diferencia
## 1 -311.71 -311.71 0
## 2 116.80 116.80 0
## 3 45.25 45.25 0
## 4 -34.45 -34.45 0
## 5 243.00 243.00 0
## 6 -145.12 -145.12 0
## 7 86.13 86.13 0
## 8 88.31 88.31 0
## 9 689.82 689.82 0
## 10 -163.29 -163.29 0
## 11 60.90 60.90 0
## 12 126.92 126.92 0
## 13 -19.27 -19.27 0
## 14 322.59 322.59 0
## 15 -22.44 -22.44 0
## 16 128.18 128.18 0
## 17 -70.82 -70.82 0
## 18 -227.95 -227.95 0
## 19 287.10 287.10 0
## 20 303.88 303.88 0
## 21 -341.99 -341.99 0
## 22 -107.18 -107.18 0
## 23 -30.63 -30.63 0
## 24 189.45 189.45 0
## 25 -811.14 -811.14 0
## 26 -351.77 -351.77 0
## 27 102.71 102.71 0
## 28 -23.36 -23.36 0
## 29 73.38 73.38 0
## 30 -91.63 -91.63 0
## 31 324.03 324.03 0
## 32 -115.85 -115.85 0
## 33 113.65 113.65 0
## 34 217.94 217.94 0
## 35 -112.70 -112.70 0
## 36 21.38 21.38 0
## 37 -88.91 -88.91 0
## 38 99.42 99.42 0
## 39 -102.65 -102.65 0
## 40 217.88 217.88 0
## 41 -84.09 -84.09 0
## 42 137.78 137.78 0
## 43 48.89 48.89 0
## 44 -67.16 -67.16 0
## 45 -39.29 -39.29 0
## 46 -415.78 -415.78 0
## 47 -145.50 -145.50 0
## 48 -183.61 -183.61 0
## 49 -138.39 -138.39 0
## 50 -232.91 -232.91 0
## 51 434.17 434.17 0eigen(x=matriz_XX3,symmetric = TRUE)->descomposicion3
auto_valores3<-descomposicion3$values
print(auto_valores3)## [1] 17956.580914 279.157317 1.681762print(auto_valores3>0)## [1] TRUE TRUE TRUEInvReal=Inversión Real en millones de US
Trend=tendencia, Inflation=inflación
PNBr=Producto Nacional Bruto Real en US
Interest=Tasa de interés
Se solicita:
library(readxl)
Investiment_Equation <- read_excel("~/Econometria/Recursos/Investiment_Equation.xlsx")
Inversion_Real<-lm(formula = InvReal~Trend+Inflation+PNBr+Interest, data = Investiment_Equation)
library(stargazer)
stargazer(Inversion_Real, title=("Modelo de Regresión para función de inversión"), type="text",digits=6)##
## Modelo de Regresión para función de inversión
## ===============================================
## Dependent variable:
## ---------------------------
## InvReal
## -----------------------------------------------
## Trend -0.016378***
## (0.001941)
##
## Inflation 0.000023
## (0.001330)
##
## PNBr 0.664547***
## (0.054118)
##
## Interest -0.240322*
## (0.120337)
##
## Constant -0.503352***
## (0.054240)
##
## -----------------------------------------------
## Observations 15
## R2 0.972999
## Adjusted R2 0.962199
## Residual Std. Error 0.006629 (df = 10)
## F Statistic 90.089230*** (df = 4; 10)
## ===============================================
## Note: *p<0.1; **p<0.05; ***p<0.01#Calculo de la matriz X
matriz_X4<-model.matrix(Inversion_Real)
matriz_XX4<-t(matriz_X4)%*%matriz_X4
#Calculo de la matriz A
matriz_A4<-solve(matriz_XX4)%*%t(matriz_X4)
#Calculo de la matriz P
matriz_P4<-matriz_X4%*%matriz_A4
#Calculo de la matriz M
n4<-nrow(matriz_X4)
matriz_M4<-diag(n4)-matriz_P4
print(matriz_M4)## 1 2 3 4 5 6
## 1 0.67842756 -0.28471424 -0.209833694 -0.13923274 -0.1393226219 -0.16147365
## 2 -0.28471424 0.73908208 -0.203548351 -0.12621852 -0.1010834681 -0.13420892
## 3 -0.20983369 -0.20354835 0.758582327 -0.17225535 -0.0801426018 -0.03646669
## 4 -0.13923274 -0.12621852 -0.172255351 0.82801107 -0.1302644807 -0.04228856
## 5 -0.13932262 -0.10108347 -0.080142602 -0.13026448 0.7980613342 -0.12428885
## 6 -0.16147365 -0.13420892 -0.036466690 -0.04228856 -0.1242888510 0.82271472
## 7 -0.04075884 -0.07835320 -0.100105925 -0.05736545 0.0498420966 -0.01917733
## 8 0.12675799 0.06204480 -0.097374051 -0.12684820 0.0557105136 0.11221127
## 9 0.02887486 0.04215174 -0.026124109 -0.12275203 -0.1659655377 -0.02680105
## 10 0.05649707 0.07518229 0.085751775 -0.04969122 -0.1726641302 -0.10543435
## 11 0.03013955 0.03858522 0.128917726 0.03988953 -0.0952374400 -0.16120800
## 12 -0.01835770 -0.02572103 0.085215645 0.08602415 0.0006200257 -0.15295675
## 13 0.01384862 -0.01931307 -0.006215429 0.04595314 0.0718810049 -0.03794411
## 14 -0.01079919 -0.04723036 -0.043188000 0.05457573 0.1029397996 -0.01791431
## 15 0.06994704 0.06334503 -0.083213272 -0.08753708 -0.0700856433 0.08523657
## 7 8 9 10 11
## 1 -0.04075884 0.1267579909 0.02887486 0.05649707 0.0301395482
## 2 -0.07835320 0.0620447953 0.04215174 0.07518229 0.0385852240
## 3 -0.10010592 -0.0973740506 -0.02612411 0.08575177 0.1289177256
## 4 -0.05736545 -0.1268481966 -0.12275203 -0.04969122 0.0398895251
## 5 0.04984210 0.0557105136 -0.16596554 -0.17266413 -0.0952374400
## 6 -0.01917733 0.1122112748 -0.02680105 -0.10543435 -0.1612080000
## 7 0.72908167 -0.3412372203 0.03848329 0.03284320 -0.0331689311
## 8 -0.34123722 0.2961643473 -0.11673072 -0.06805334 -0.0008186063
## 9 0.03848329 -0.1167307207 0.73613120 -0.24227787 -0.0995979798
## 10 0.03284320 -0.0680533391 -0.24227787 0.65892407 -0.2706620648
## 11 -0.03316893 -0.0008186063 -0.09959798 -0.27066206 0.6637732682
## 12 -0.08204746 0.0689687040 0.04180083 -0.09942102 -0.2561204399
## 13 -0.12947696 -0.0577740589 0.04943069 0.02953218 -0.0824169036
## 14 -0.10565511 0.0249327305 0.09038480 0.11932553 -0.0060307187
## 15 0.13709616 0.0620458361 -0.22700810 -0.04985211 0.1039557933
## 12 13 14 15
## 1 -0.0183577019 0.013848624 -0.010799191 0.06994704
## 2 -0.0257210317 -0.019313067 -0.047230364 0.06334503
## 3 0.0852156449 -0.006215429 -0.043188000 -0.08321327
## 4 0.0860241509 0.045953139 0.054575734 -0.08753708
## 5 0.0006200257 0.071881005 0.102939800 -0.07008564
## 6 -0.1529567464 -0.037944112 -0.017914310 0.08523657
## 7 -0.0820474556 -0.129476957 -0.105655109 0.13709616
## 8 0.0689687040 -0.057774059 0.024932730 0.06204584
## 9 0.0418008317 0.049430688 0.090384796 -0.22700810
## 10 -0.0994210180 0.029532177 0.119325528 -0.04985211
## 11 -0.2561204399 -0.082416904 -0.006030719 0.10395579
## 12 0.6834362759 -0.205933791 -0.201122369 0.07561492
## 13 -0.2059337907 0.748638334 -0.304841907 -0.11536774
## 14 -0.2011223686 -0.304841907 0.583886260 -0.23926288
## 15 0.0756149198 -0.115367741 -0.239262879 0.27508548#Demostracion que M*Y es igual a los residuos de Y
library(magrittr)
residuos_modelo_Inversion<-Inversion_Real$residuals
datos_modelo_Inversion<-Inversion_Real$model
residuos_matrices4<-matriz_M4%*%datos_modelo_Inversion$InvReal
cbind(residuos_matrices4,residuos_modelo_Inversion,residuos_modelo_Inversion-residuos_matrices4) %>% round(digits=5) %>% as.data.frame()->comparacion4
names(comparacion4)<-c("por_matrices","En_modelo","Diferencia")
comparacion4## por_matrices En_modelo Diferencia
## 1 -0.01006 -0.01006 0
## 2 -0.00093 -0.00093 0
## 3 0.00297 0.00297 0
## 4 0.00786 0.00786 0
## 5 0.00281 0.00281 0
## 6 0.00063 0.00063 0
## 7 0.00759 0.00759 0
## 8 -0.00554 -0.00554 0
## 9 -0.00373 -0.00373 0
## 10 0.00070 0.00070 0
## 11 0.00199 0.00199 0
## 12 -0.00013 -0.00013 0
## 13 -0.01020 -0.01020 0
## 14 0.00687 0.00687 0
## 15 -0.00083 -0.00083 0confint(object = Inversion_Real, parm = "PNBr", level=0.93)## 3.5 % 96.5 %
## PNBr 0.554777 0.774317C=Consumo en millones de US
Yd=Ingreso disponible
W=Riqueza
I=Tasa de interés
Se solicita:
load("~/Econometria/Recursos/consumption_equation.RData")
#Calculo de la matriz M
n5<-nrow(P)
matriz_M5<-diag(n5)-P
#Calculo de los residuos
residuos_consumption<-matriz_M5%*%C
print(residuos_consumption)## [,1]
## 1 -5.859103
## 2 2.605057
## 3 45.765735
## 4 31.102448
## 5 -21.037889
## 6 7.008120
## 7 17.859663
## 8 10.705631
## 9 22.002328
## 10 -2.689665
## 11 7.784083
## 12 -13.127696
## 13 17.521565
## 14 17.304695
## 15 -16.308260
## 16 -5.255508
## 17 2.788211
## 18 -16.379339
## 19 -14.327554
## 20 11.749135
## 21 -31.424669
## 22 -23.329596
## 23 22.171806
## 24 -5.040038
## 25 -36.191398
## 26 -25.211753
## 27 -21.411271
## 28 1.410519
## 29 -24.229564
## 30 20.971808
## 31 43.342653
## 32 36.808458
## 33 17.882297
## 34 -33.100273
## 35 -37.819995
## 36 -49.370820
## 37 23.456143
## 38 -25.510341
## 39 -11.960629
## 40 -9.234201
## 41 21.949616
## 42 3.211123
## 43 -14.511436
## 44 3.197576
## 45 -62.396763
## 46 -66.854500
## 47 8.330745
## 48 91.963380
## 49 61.620735
## 50 48.148861
## 51 -10.717721
## 52 -84.069717
## 53 -56.426627
## 54 125.113605#"k" es la cantidad de parametros en este caso tenemos 3 parametros y la intersección entonces asumiremos que este modelo si incluye la intersección
k<-4
sigma_cuadrado<-(t(residuos_consumption)%*%residuos_consumption)/(n5-k)
print(sigma_cuadrado)## [,1]
## [1,] 1428.746sigma_cuadrado_escalar<-as.vector(sigma_cuadrado)
var_covar<-sigma_cuadrado_escalar*solve(XX)
print(var_covar)## (Intercept) Yd W I
## (Intercept) 164.522304918 -0.09333539523 0.009670913575 10.5186890800
## Yd -0.093335395 0.00018911268 -0.000032769561 -0.0072901023
## W 0.009670914 -0.00003276956 0.000006165749 0.0004193421
## I 10.518689080 -0.00729010228 0.000419342092 5.3203789879C_estimado<-P%*%C
print(C_estimado)## [,1]
## 1 982.2591
## 2 995.4949
## 3 979.5343
## 4 1059.7976
## 5 1128.1379
## 6 1135.3919
## 7 1179.3403
## 8 1211.1944
## 9 1288.3977
## 10 1351.4897
## 11 1374.0159
## 12 1406.1277
## 13 1453.1784
## 14 1493.4953
## 15 1557.5083
## 16 1622.5555
## 17 1681.2118
## 18 1801.1793
## 19 1911.9276
## 20 1994.3509
## 21 2097.6247
## 22 2207.5296
## 23 2242.6282
## 24 2322.5400
## 25 2441.3914
## 26 2575.7118
## 27 2697.3113
## 28 2652.2895
## 29 2735.1296
## 30 2847.9282
## 31 2948.7573
## 32 3087.8915
## 33 3185.3177
## 34 3226.1003
## 35 3273.8200
## 36 3324.8708
## 37 3430.8439
## 38 3666.1103
## 39 3832.8606
## 40 3990.4342
## 41 4091.4504
## 42 4276.2889
## 43 4408.2114
## 44 4471.3024
## 45 4528.9968
## 46 4661.3545
## 47 4740.5693
## 48 4836.1366
## 49 5013.9793
## 50 5189.3511
## 51 5434.6177
## 52 5767.7697
## 53 6024.8266
## 54 6132.6864ventas=Ventas en milones de US
tv=gasto en publicidad en TV en millones de US
radio=gasto en publicidad en radio en millones de US
periodico=gasto en publicidad en periodico en millones de US
*Se solicita:
load("~/Econometria/Recursos/datos_ventas.RData")
ventas<-lm(formula = ventas~tv+radio+periodico, data = datos_ventas)
library(stargazer)
stargazer(ventas, title=("Modelo de Regresión para función de ventas"), type="text",digits=6)##
## Modelo de Regresión para función de ventas
## ===============================================
## Dependent variable:
## ---------------------------
## ventas
## -----------------------------------------------
## tv 0.045034
## (0.117959)
##
## radio -3.449593***
## (0.206123)
##
## periodico 18.485040***
## (0.563420)
##
## Constant -33.288540***
## (7.172245)
##
## -----------------------------------------------
## Observations 200
## R2 0.846668
## Adjusted R2 0.844321
## Residual Std. Error 33.874780 (df = 196)
## F Statistic 360.757500*** (df = 3; 196)
## ===============================================
## Note: *p<0.1; **p<0.05; ***p<0.01#Calculo de la matriz X
matriz_X6<-model.matrix(ventas)
matriz_XX6<-t(matriz_X6)%*%matriz_X6
#Calculo de la matriz A
matriz_A6<-solve(matriz_XX6)%*%t(matriz_X6)
#Calculo de la matriz P
matriz_P6<-matriz_X6%*%matriz_A6
#Calculo de la matriz M
n6<-nrow(matriz_X6)
matriz_M6<-diag(n6)-matriz_P6
print(matriz_M6)## 1 2 3 4 5
## 1 0.97175346136 -0.00323509620 -0.00973715187 -0.01893120752 -0.01539677375
## 2 -0.00323509620 0.97545667536 -0.03344231907 -0.01165061515 -0.00078455158
## 3 -0.00973715187 -0.03344231907 0.94960551342 -0.01853895086 -0.00670915966
## 4 -0.01893120752 -0.01165061515 -0.01853895086 0.98326718427 -0.00782642137
## 5 -0.01539677375 -0.00078455158 -0.00670915966 -0.00782642137 0.97680930146
## 6 -0.00856326584 -0.04007984887 -0.06047340454 -0.02017348277 -0.00669081426
## 7 0.00191577224 -0.01537028952 -0.01668511765 -0.00542784026 0.00402383162
## 8 0.00259221130 -0.00231397915 0.00255094222 0.00033728339 0.00103696247
## 9 0.01556614639 -0.00506809458 -0.00064169169 0.00881350319 -0.00173469402
## 10 0.00030196859 0.00388942771 0.00718752163 0.00303981441 -0.01168939645
## 11 0.00235923949 -0.00246070322 -0.00187293224 0.00193886551 -0.01047389770
## 12 0.00025770055 0.00327381661 0.01236755317 0.00009754086 0.00530155454
## 13 -0.00981538978 -0.02569864079 -0.04010599916 -0.01499797642 -0.01136929617
## 14 0.00735344943 -0.00013418276 0.00530424759 0.00506890569 -0.00278359091
## 15 -0.01615652627 -0.00365578709 -0.00562684538 -0.01188572479 -0.00756243252
## 16 -0.02132083076 -0.00822639375 -0.01193532070 -0.01787307134 -0.00316221109
## 17 -0.03179281618 -0.02468310066 -0.04931300052 -0.02678452268 -0.03148675048
## 18 -0.02621149530 0.00106882555 -0.00065079766 -0.01683965842 -0.00958488529
## 19 0.00284109851 -0.00717243551 -0.00552361877 -0.00102300649 -0.00060906831
## 20 -0.00149022654 -0.00333754676 -0.00009272696 -0.00271187535 -0.00009113127
## 21 -0.01821892088 -0.00254245628 -0.00628280421 -0.01201803743 -0.01323479167
## 22 -0.00279447243 0.00555202112 0.00920988089 0.00151721084 -0.01184562381
## 23 -0.00151945933 -0.01757233499 -0.02726386352 -0.00574377415 -0.01430160789
## 24 -0.00627631994 0.00270730945 0.00590366278 -0.00268583076 -0.00727261993
## 25 0.00395084889 -0.00464606375 -0.00286074532 0.00130712855 -0.00455084997
## 26 -0.00085939128 0.00607932413 0.01066492560 0.00291829913 -0.01093251553
## 27 0.00108629477 -0.00581859369 -0.00149482472 -0.00271556826 0.00551670427
## 28 -0.00563553472 0.00390386845 0.00826336646 -0.00197399335 -0.00615057787
## 29 -0.00831464338 0.00228657723 0.00710284865 -0.00521502735 -0.00125148316
## 30 -0.00495007378 -0.00750051937 -0.01146252824 -0.00475171734 -0.01219615414
## 31 -0.01902240258 0.00443128884 0.00563029313 -0.01054930699 -0.00978107035
## 32 -0.00585982418 -0.00562012231 -0.00824720858 -0.00488917282 -0.01095013110
## 33 -0.00171914289 0.00198083388 0.00248850721 0.00154616706 -0.01562549463
## 34 0.00107550513 0.00642745331 0.01711577757 0.00194793754 0.00457300378
## 35 0.00671183887 0.00384927180 0.01009542586 0.00664789612 -0.00630253735
## 36 0.00217530889 0.00815266184 0.01603097856 0.00507084355 -0.00630396624
## 37 -0.00832995509 0.00448193427 0.01581878624 -0.00674096518 0.01347225826
## 38 -0.00794749938 -0.02351591198 -0.03113762839 -0.01520161702 0.00327500213
## 39 -0.00085849135 -0.01532857322 -0.01984253824 -0.00613392409 -0.00366658553
## 40 -0.01376673802 -0.00103770444 0.00158535582 -0.01046564878 0.00012679025
## 41 -0.00902866321 0.00051729345 0.00224055022 -0.00548806018 -0.00681363815
## 42 -0.01081518678 -0.00699936587 -0.00853299629 -0.01001126245 -0.00364418716
## 43 -0.00293008259 0.00716062039 0.01857095863 -0.00099676711 0.00722964995
## 44 -0.00395834290 0.00372843195 0.00639473023 -0.00005290824 -0.01131133836
## 45 -0.00182760470 -0.01840217461 -0.02599622097 -0.00740238895 -0.00710330354
## 46 -0.00664749502 -0.00286545299 -0.00235960426 -0.00518674058 -0.00610751834
## 47 -0.00403866708 -0.00254778128 -0.00414589476 -0.00207066269 -0.01356402271
## 48 -0.01060587054 0.00071389913 0.00739466420 -0.00874648999 0.00730420065
## 49 -0.01418391459 0.00006099001 -0.00313905782 -0.00757160094 -0.01746847947
## 50 -0.00297217464 -0.00563786034 -0.00844967899 -0.00260217915 -0.01271036003
## 51 -0.00564683913 0.00388613350 0.00423811327 -0.00024157823 -0.01720873342
## 52 0.00758497094 0.00068047912 0.00743093176 0.00516898565 -0.00048989093
## 53 -0.01751768446 -0.00243152654 -0.00161940635 -0.01340224563 -0.00111469202
## 54 -0.02202069708 -0.00997053978 -0.01577866343 -0.01855438468 -0.00601852190
## 55 -0.00728282342 0.00418611401 0.01144811979 -0.00433575602 0.00218160705
## 56 -0.02547246441 -0.00756773345 -0.01244548505 -0.02014867507 -0.00556063592
## 57 0.00328563943 -0.02566732631 -0.03529855433 -0.00700829928 -0.00398841049
## 58 0.00069986794 -0.00247120461 0.00117656689 -0.00067921447 -0.00125683132
## 59 -0.01738371140 -0.00555542827 -0.00467762127 -0.01522959198 0.00374273691
## 60 -0.00230800985 0.00083071567 0.00838961875 -0.00268846068 0.00589082482
## 61 0.00355485979 -0.00048359757 0.00107964059 0.00363384072 -0.01129943215
## 62 -0.02511413629 -0.00140845151 -0.00348924468 -0.01734715586 -0.00731444923
## 63 -0.00714316215 0.00398267944 0.00726561600 -0.00261290502 -0.00858306323
## 64 0.00403409136 -0.00757292283 -0.00293313254 -0.00165834815 0.00774776251
## 65 -0.00716467913 -0.01106208619 -0.01096079355 -0.01039618162 0.00542497718
## 66 0.01044522130 -0.00154639593 0.00494758369 0.00612162269 0.00091181268
## 67 0.01176934350 -0.01209559646 -0.00826371468 0.00188077046 0.00894916993
## 68 0.00214270811 0.00179731978 0.00798733357 0.00191541668 -0.00132892027
## 69 -0.00388571633 0.00305104011 0.01085328816 -0.00265465447 0.00389603075
## 70 -0.01225193749 -0.00346922364 -0.00004734965 -0.01113188473 0.00535345634
## 71 -0.01283059315 -0.00272553341 -0.00295226413 -0.00952848834 -0.00561487256
## 72 -0.00442514952 -0.00186524667 -0.00186668954 -0.00264992311 -0.01000928636
## 73 0.00757622841 -0.02087761960 -0.02328467295 -0.00395673866 0.00684762114
## 74 -0.00353589143 0.00157360031 0.00206670480 -0.00009017861 -0.01424584625
## 75 -0.00246104619 0.00128402449 0.00766316784 -0.00201429874 0.00200661390
## 76 -0.01660678045 -0.03480292933 -0.05697973819 -0.02235744350 -0.01606975360
## 77 0.00539368676 -0.00243341292 -0.00148075915 0.00412570895 -0.01084628409
## 78 0.00148011072 -0.00692327958 -0.00345021554 -0.00271373656 0.00466289135
## 79 0.01556620432 -0.02450613038 -0.02636728263 -0.00026960205 0.01032761664
## 80 -0.00025020445 0.00088123647 0.00315338173 0.00123331059 -0.00972506546
## 81 0.00152976871 -0.01095195765 -0.01097388197 -0.00359999471 0.00107545088
## 82 -0.00758356763 0.00469738247 0.00493921114 -0.00118657696 -0.01788741249
## 83 -0.00240623680 -0.00828071170 -0.01023978482 -0.00414913047 -0.00659488194
## 84 -0.00339953919 -0.02126577257 -0.02629030021 -0.01147557779 0.00504220951
## 85 -0.01398240741 -0.00456086610 -0.00311286352 -0.01226207185 0.00231033997
## 86 -0.02018501236 -0.00240296622 -0.00978844739 -0.01184915378 -0.02266470105
## 87 0.00368163645 -0.01058075667 -0.00897444267 -0.00243370586 0.00406786258
## 88 -0.01734616983 -0.01634896442 -0.02610958640 -0.01712010141 -0.00935404906
## 89 -0.01891779376 -0.01249759405 -0.02464184522 -0.01494043857 -0.02109332411
## 90 -0.01298611445 -0.01906263489 -0.02646272274 -0.01645630182 -0.00063514288
## 91 0.00417066624 0.00445769309 0.01086219221 0.00499799397 -0.00566370989
## 92 0.00031314694 -0.00268043894 -0.00457987923 0.00132148325 -0.01611966086
## 93 -0.02139948198 -0.00445931982 -0.00957498348 -0.01502551678 -0.01273002598
## 94 -0.02969875172 -0.00239762253 -0.00941317047 -0.01931192891 -0.01744545208
## 95 0.00440748289 -0.00154329822 0.00319485141 0.00225550940 -0.00128403755
## 96 -0.01600685714 -0.00735880553 -0.01238433113 -0.01268954591 -0.01046860324
## 97 0.00454918483 0.00670264269 0.01456096752 0.00601954696 -0.00521041159
## 98 -0.00417636019 0.00017821518 0.00378900710 -0.00279416545 -0.00322029624
## 99 -0.02551743429 0.00147658995 0.00121227560 -0.01669476975 -0.00648231154
## 100 -0.01247290330 -0.01330995436 -0.01795872640 -0.01376341086 -0.00196741869
## 101 -0.01148089081 0.00227360127 -0.00125113097 -0.00400758256 -0.02291492762
## 102 -0.04242080239 -0.00171421573 -0.01488959911 -0.02597070770 -0.02990621669
## 103 -0.00447963040 0.00659906828 0.01162571713 0.00026236755 -0.00890017384
## 104 -0.00209389991 0.00169617267 0.00640202918 -0.00075006747 -0.00341079306
## 105 -0.00332180789 0.00218637396 0.01163343868 -0.00346705288 0.00950914145
## 106 -0.01937764431 -0.01396204359 -0.02130377578 -0.01828431732 -0.00538045492
## 107 0.00295078875 -0.00929774561 -0.01195690042 -0.00034921477 -0.00935771271
## 108 0.00184475969 0.00170701014 0.00351072156 0.00354916688 -0.01319863407
## 109 0.00561060249 -0.00507519559 -0.00632435821 0.00364674519 -0.01303111976
## 110 -0.00317195940 0.00567993804 0.01563001284 -0.00144539449 0.00553977358
## 111 -0.01573240414 0.00217679487 -0.00248468913 -0.00683373689 -0.02403541612
## 112 -0.01089992825 0.00009819725 0.00514235582 -0.00863158564 0.00383834764
## 113 0.00417801205 0.00318575381 0.01172848100 0.00329468788 0.00217803518
## 114 -0.00062172802 0.00222021840 0.00907727295 -0.00024120192 0.00109746651
## 115 -0.00404639030 -0.02088322549 -0.02528506659 -0.01201156196 0.00647136341
## 116 -0.00961092769 -0.01796597649 -0.02655186241 -0.01267905468 -0.00707011810
## 117 -0.00191004056 -0.00171078372 -0.00029092107 -0.00124621624 -0.00742151219
## 118 0.00404639688 0.00343104909 0.00780589357 0.00516494026 -0.00966940969
## 119 -0.02359350507 -0.01533232088 -0.02866816013 -0.01973485301 -0.01802830702
## 120 0.00716703925 -0.01332863667 -0.01532571649 0.00014487871 -0.00327893273
## 121 -0.01228631503 -0.00605214018 -0.00958188478 -0.00969157197 -0.00995372641
## 122 -0.00293544048 -0.01906677250 -0.02890312858 -0.00767725348 -0.01181164560
## 123 0.00097041588 0.00643550959 0.01191367672 0.00414978130 -0.00981087478
## 124 0.00160586703 -0.00916574451 -0.00550432981 -0.00406449131 0.00852741925
## 125 -0.02755896914 -0.00437504207 -0.01297976590 -0.01817800811 -0.01979150408
## 126 -0.00017834659 -0.00302863603 -0.00242139385 -0.00036361044 -0.00843797988
## 127 -0.00013143313 -0.03200958537 -0.04496026307 -0.01204118297 -0.00205165394
## 128 0.00681446081 0.00334237238 0.00885468408 0.00673894015 -0.00761034785
## 129 -0.00600895060 -0.00037437306 0.01008546010 -0.00753158188 0.01738037593
## 130 -0.00524750639 -0.00640439575 -0.01087968662 -0.00408849330 -0.01514652009
## 131 0.02218234652 -0.03837631442 -0.04425991761 -0.00187420297 0.01729575287
## 132 -0.01053401627 0.00577369465 0.00493048358 -0.00232235917 -0.02121774875
## 133 0.01733847753 -0.02119003930 -0.02045883605 0.00197631142 0.01169223515
## 134 -0.01656217448 -0.00285367430 -0.00426360941 -0.01195422357 -0.00704614761
## 135 -0.01141148563 -0.02508779263 -0.03884405213 -0.01613621263 -0.00978812686
## 136 0.00962819981 -0.02447203734 -0.02437763652 -0.00566271027 0.01831125420
## 137 0.01111184856 -0.02290129484 -0.02321542121 -0.00338893257 0.01414443663
## 138 -0.02418892147 0.00140788645 -0.00214714494 -0.01427806478 -0.01607160229
## 139 0.00508184902 -0.01443401605 -0.01543212859 -0.00256559008 0.00208225989
## 140 -0.00069663099 -0.00428404643 0.00453527705 -0.00511560486 0.01641917448
## 141 0.00489690142 -0.00498743195 -0.00167387014 0.00115761368 -0.00022233751
## 142 -0.02697172928 -0.00764588789 -0.01746632074 -0.01918663280 -0.01845764437
## 143 -0.01463753883 -0.00105200867 -0.00021165535 -0.01036361402 -0.00440006354
## 144 -0.00385765017 0.00015367310 -0.00057523231 -0.00066730809 -0.01533319196
## 145 -0.00564111069 -0.00476423847 -0.00740437376 -0.00419457913 -0.01238012974
## 146 0.00510095686 0.00488444158 0.01120943160 0.00600675352 -0.00694159932
## 147 0.00199045483 0.00663738772 0.01423244472 0.00413041253 -0.00470947786
## 148 -0.02207234322 -0.00265310049 -0.00223078281 -0.01686361851 0.00015490945
## 149 0.00842395840 -0.02137262340 -0.02156616319 -0.00457482504 0.01334879290
## 150 0.00434997228 -0.01341619084 -0.01406768671 -0.00265948165 0.00182213111
## 151 -0.01147128500 0.00502497375 0.00636461310 -0.00445193508 -0.01362817760
## 152 -0.01038424465 -0.00071949487 -0.00469569874 -0.00479012634 -0.02011225001
## 153 -0.00249646277 0.00134158366 0.00736383848 -0.00185044052 0.00094740119
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## 25 26 27 28 29
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## 30 31 32 33 34
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## 195 -0.0068812357
## 196 -0.0110445228
## 197 -0.0130165078
## 198 -0.0137428188
## 199 0.0006593127
## 200 0.9859935120#Demostracion que M*Y es igual a los residuos de Y
library(magrittr)
residuos_modelo_datos_ventas<-ventas$residuals
datos_modelo_datos_ventas<-ventas$model
residuos_matrices6<-matriz_M6%*%datos_modelo_datos_ventas$ventas
cbind(residuos_matrices6,residuos_modelo_datos_ventas,residuos_modelo_datos_ventas-residuos_matrices6) %>% round(digits=5) %>% as.data.frame()->comparacion6
names(comparacion6)<-c("por_matrices","En_modelo","Diferencia")
comparacion6## por_matrices En_modelo Diferencia
## 1 -17.85246 -17.85246 0
## 2 19.08216 19.08216 0
## 3 33.79319 33.79319 0
## 4 -17.35090 -17.35090 0
## 5 10.25721 10.25721 0
## 6 74.20385 74.20385 0
## 7 -15.24652 -15.24652 0
## 8 -23.42430 -23.42430 0
## 9 -39.64052 -39.64052 0
## 10 45.16139 45.16139 0
## 11 -40.66494 -40.66494 0
## 12 8.95902 8.95902 0
## 13 5.13920 5.13920 0
## 14 -22.62364 -22.62364 0
## 15 -2.40708 -2.40708 0
## 16 -23.21295 -23.21295 0
## 17 -8.85315 -8.85315 0
## 18 -2.25533 -2.25533 0
## 19 -36.49982 -36.49982 0
## 20 -7.70785 -7.70785 0
## 21 12.10682 12.10682 0
## 22 56.16023 56.16023 0
## 23 -4.41281 -4.41281 0
## 24 32.18873 32.18873 0
## 25 -41.07555 -41.07555 0
## 26 85.56353 85.56353 0
## 27 -0.58134 -0.58134 0
## 28 36.05341 36.05341 0
## 29 25.17407 25.17407 0
## 30 -36.84822 -36.84822 0
## 31 26.28680 26.28680 0
## 32 -15.49877 -15.49877 0
## 33 -43.14443 -43.14443 0
## 34 46.22727 46.22727 0
## 35 -42.12312 -42.12312 0
## 36 101.14063 101.14063 0
## 37 -18.46435 -18.46435 0
## 38 4.61037 4.61037 0
## 39 -19.78687 -19.78687 0
## 40 -7.53115 -7.53115 0
## 41 4.43981 4.43981 0
## 42 7.66803 7.66803 0
## 43 39.72097 39.72097 0
## 44 29.51927 29.51927 0
## 45 -12.02968 -12.02968 0
## 46 9.15879 9.15879 0
## 47 -40.40957 -40.40957 0
## 48 -13.33930 -13.33930 0
## 49 39.16640 39.16640 0
## 50 -40.41331 -40.41331 0
## 51 31.49470 31.49470 0
## 52 -31.14737 -31.14737 0
## 53 -26.00857 -26.00857 0
## 54 -19.26650 -19.26650 0
## 55 21.22307 21.22307 0
## 56 -38.19893 -38.19893 0
## 57 33.99001 33.99001 0
## 58 -9.02930 -9.02930 0
## 59 -26.45326 -26.45326 0
## 60 5.20807 5.20807 0
## 61 -57.00479 -57.00479 0
## 62 -7.91504 -7.91504 0
## 63 34.61275 34.61275 0
## 64 -21.07229 -21.07229 0
## 65 -22.00099 -22.00099 0
## 66 -37.58161 -37.58161 0
## 67 -26.05838 -26.05838 0
## 68 -25.55118 -25.55118 0
## 69 15.68981 15.68981 0
## 70 -11.91553 -11.91553 0
## 71 -2.07287 -2.07287 0
## 72 -38.22429 -38.22429 0
## 73 10.38765 10.38765 0
## 74 -22.39373 -22.39373 0
## 75 16.71298 16.71298 0
## 76 36.08993 36.08993 0
## 77 -62.17106 -62.17106 0
## 78 -11.02504 -11.02504 0
## 79 43.43737 43.43737 0
## 80 -28.52527 -28.52527 0
## 81 -17.33500 -17.33500 0
## 82 58.20419 58.20419 0
## 83 -31.72922 -31.72922 0
## 84 2.19575 2.19575 0
## 85 -7.52637 -7.52637 0
## 86 6.02979 6.02979 0
## 87 -18.08862 -18.08862 0
## 88 -14.56468 -14.56468 0
## 89 -32.20927 -32.20927 0
## 90 -3.03574 -3.03574 0
## 91 -22.95967 -22.95967 0
## 92 -69.36395 -69.36395 0
## 93 5.28323 5.28323 0
## 94 -3.52504 -3.52504 0
## 95 -24.08593 -24.08593 0
## 96 -9.18371 -9.18371 0
## 97 26.42150 26.42150 0
## 98 3.12120 3.12120 0
## 99 -2.91930 -2.91930 0
## 100 -7.67309 -7.67309 0
## 101 52.00419 52.00419 0
## 102 10.42102 10.42102 0
## 103 73.78718 73.78718 0
## 104 7.98541 7.98541 0
## 105 6.93067 6.93067 0
## 106 -26.32002 -26.32002 0
## 107 -38.19570 -38.19570 0
## 108 -37.14118 -37.14118 0
## 109 -51.35518 -51.35518 0
## 110 15.23120 15.23120 0
## 111 37.13132 37.13132 0
## 112 2.05452 2.05452 0
## 113 1.36519 1.36519 0
## 114 19.55623 19.55623 0
## 115 1.49431 1.49431 0
## 116 -6.16043 -6.16043 0
## 117 -4.85258 -4.85258 0
## 118 -61.97762 -61.97762 0
## 119 -11.20022 -11.20022 0
## 120 -15.12346 -15.12346 0
## 121 -21.56098 -21.56098 0
## 122 -4.72024 -4.72024 0
## 123 50.43862 50.43862 0
## 124 -5.78650 -5.78650 0
## 125 6.71369 6.71369 0
## 126 -35.91401 -35.91401 0
## 127 50.99777 50.99777 0
## 128 -49.59409 -49.59409 0
## 129 -34.10588 -34.10588 0
## 130 -46.96214 -46.96214 0
## 131 140.62457 140.62457 0
## 132 71.79595 71.79595 0
## 133 30.05820 30.05820 0
## 134 4.31219 4.31219 0
## 135 0.75023 0.75023 0
## 136 28.91022 28.91022 0
## 137 17.39602 17.39602 0
## 138 19.50452 19.50452 0
## 139 -12.74653 -12.74653 0
## 140 -13.09112 -13.09112 0
## 141 -36.73620 -36.73620 0
## 142 -9.21310 -9.21310 0
## 143 -4.94096 -4.94096 0
## 144 -36.24231 -36.24231 0
## 145 -31.93870 -31.93870 0
## 146 -10.65840 -10.65840 0
## 147 54.17631 54.17631 0
## 148 -25.99630 -25.99630 0
## 149 8.28435 8.28435 0
## 150 -20.63851 -20.63851 0
## 151 62.66256 62.66256 0
## 152 -33.35444 -33.35444 0
## 153 3.77299 3.77299 0
## 154 -11.37606 -11.37606 0
## 155 5.08058 5.08058 0
## 156 17.99501 17.99501 0
## 157 -7.84941 -7.84941 0
## 158 -0.22017 -0.22017 0
## 159 35.30224 35.30224 0
## 160 -11.55408 -11.55408 0
## 161 0.65913 0.65913 0
## 162 -5.58717 -5.58717 0
## 163 7.54628 7.54628 0
## 164 -9.33032 -9.33032 0
## 165 -19.01755 -19.01755 0
## 166 55.72637 55.72637 0
## 167 32.04023 32.04023 0
## 168 31.63533 31.63533 0
## 169 11.41088 11.41088 0
## 170 76.59048 76.59048 0
## 171 -32.79910 -32.79910 0
## 172 -0.28258 -0.28258 0
## 173 -19.02648 -19.02648 0
## 174 9.32930 9.32930 0
## 175 54.24930 54.24930 0
## 176 -22.10473 -22.10473 0
## 177 11.55435 11.55435 0
## 178 12.53526 12.53526 0
## 179 98.73188 98.73188 0
## 180 -0.31957 -0.31957 0
## 181 4.39083 4.39083 0
## 182 43.66498 43.66498 0
## 183 -53.00609 -53.00609 0
## 184 -18.32031 -18.32031 0
## 185 33.87723 33.87723 0
## 186 -24.77928 -24.77928 0
## 187 -11.56108 -11.56108 0
## 188 2.78113 2.78113 0
## 189 73.15919 73.15919 0
## 190 -31.17491 -31.17491 0
## 191 14.66724 14.66724 0
## 192 -37.22791 -37.22791 0
## 193 -45.85291 -45.85291 0
## 194 -17.49737 -17.49737 0
## 195 -14.26726 -14.26726 0
## 196 -56.85570 -56.85570 0
## 197 -35.27807 -35.27807 0
## 198 5.47308 5.47308 0
## 199 -12.57819 -12.57819 0
## 200 46.96377 46.96377 0confint(object = ventas, parm = "tv", level=0.968)## 1.6 % 98.4 %
## tv -0.2097376 0.2998052