generate_individual
generate_individual.Rdsimulates data for an individual participant
Usage
generate_individual(
id = 1,
T,
P,
sigma_residual,
sigma_randint,
main_rand = 0.5,
rho,
beta_logit,
model,
beta,
theta1
)Arguments
- id
the assigned id for this specific individual
- T
the number of observations for this individual
- P
the number of measurements or predictors
- sigma_residual
the noise added to the moderator formula when generate pseudo outcome. This noise is generated using ARIMA
- sigma_randint
the noise added to the moderator formula so the intercept is random across participants when generate pseudo outcome.
- main_rand
the noise added to the control formula when generate pseudo outcome. This noise is generated using ARIMA
- rho
this value is used to simulate state or predictors and random noises. We also use ARIMA when generating predictors, and rho defines how much of the past values influence the current value in an autoregressive model
- beta_logit
the true value of beta when simulate the probability of assigning treatment \(p(A_t = 1|H_t)\)
- model
the true model for moderator when generate pseudo outcomes
- beta
the true coefficients for moderator
- theta1
the coefficients for the working model of control variables. For now, we just simply assume the working model contains the all predictors with coefficients equal to theta1
Value
A data frame containing the generated states \(S_t\), action \(A_t\), outcomes \(Y_{t+1}\), treatment effects, and noise components for a single participant. The outcome \(Y_{t + 1}\) is generated following the typical WCLS setting i.e. $$ Y_{i,t+1} \sim g_t(H_t) \theta_1 + (A_t - p_t(1|S_t)) (f(S_t)^T \beta + \sigma_{i,t,residual} + \sigma_{i,randint}) + \sigma_{i,t,rand} $$ where i represents the ith participant and t is the tth observation for this participant. This function simply assume the working model \(g_t(H_t)\) is \((H_{1,t} + H_{2,t} + ... + H_{P,t})\theta_1\)
Examples
generate_individual(id = 1, T = 50, P = 50, sigma_residual = 1.5, sigma_randint = 1.5, main_rand = 2, rho = 0.7,
beta_logit = c(-1, 1.6 * rep(1/50, 50)), model = ~ state1 + state2 + state3 + state4,
beta = matrix(c(-0.2, 0.8, 0.3, 0.7, 0.3),ncol = 1),
theta1 = 0.8
)
#> id decision_point state1 state2 state3 state4 state5
#> 1 1 1 3.30474256 1.39582649 0.83095981 -1.0087947 1.0949433
#> 2 1 2 4.46374619 -0.60925809 3.16733676 -0.7964939 -0.5416294
#> 3 1 3 2.18406962 -1.32510412 2.71116494 -1.1241022 -0.3914890
#> 4 1 4 1.19388102 -2.18601017 2.59061100 0.1468918 -1.5270347
#> 5 1 5 0.63203664 -3.80420829 3.14394353 1.2309099 -1.0763520
#> 6 1 6 1.21804110 -2.38140194 1.86070453 -0.9963578 0.6832645
#> 7 1 7 1.24641487 -1.33408265 0.99277438 -0.9337048 -1.5235716
#> 8 1 8 0.17389692 -0.79006113 1.26795360 1.6081644 -3.2478918
#> 9 1 9 -0.04237168 0.70787715 0.90627435 0.8228109 -1.7275132
#> 10 1 10 1.16682360 0.59607884 -0.66320074 0.7906015 -0.8199790
#> 11 1 11 1.68393076 -0.72185226 -1.96888519 0.2916819 -1.0792191
#> 12 1 12 -2.13666709 -0.74328470 -1.83828487 -0.6862238 -1.4370575
#> 13 1 13 -6.78763071 0.74748548 -2.64238839 -0.8291165 -0.6663264
#> 14 1 14 -7.76391325 1.12862557 -4.25511807 -1.2221361 0.1589733
#> 15 1 15 -6.54058523 0.12626599 -4.81680332 0.4538461 1.5037203
#> 16 1 16 -6.80336307 1.37562983 -2.96626427 -0.6363973 2.8323302
#> 17 1 17 -4.70209660 1.98204983 -2.41860799 -3.3774160 0.6039777
#> 18 1 18 -0.85589496 -0.24776305 -3.46949193 -3.6022575 0.3507519
#> 19 1 19 -0.25770504 -0.74525425 -2.27296209 -3.9512374 1.9998055
#> 20 1 20 0.54055049 -2.42059477 -2.78060212 -4.5546672 2.7623294
#> 21 1 21 2.22628362 -2.16388891 -3.50930480 -4.1552970 3.0737050
#> 22 1 22 2.70312481 -0.05101425 -2.53714171 -3.9047930 0.6501806
#> 23 1 23 2.50663399 1.29029901 -2.37390048 -3.7969008 -1.9691769
#> 24 1 24 0.80472503 3.14371330 -1.96580882 -5.8361409 -0.5380812
#> 25 1 25 -1.12219304 4.72228318 0.08537030 -6.6296272 1.3787290
#> 26 1 26 -2.97261487 5.00925139 2.31695795 -5.1130609 2.7774801
#> 27 1 27 -2.13435730 3.83233976 0.94086971 -5.6722802 2.4225198
#> 28 1 28 -0.93046484 1.20442800 -0.64389814 -6.0545305 -0.4591951
#> 29 1 29 -2.01846496 -1.22448873 -1.44893312 -5.5890647 -3.1263858
#> 30 1 30 -0.48872627 0.18705743 -0.02459456 -5.9153611 -3.3744281
#> 31 1 31 2.57540421 1.63140548 2.22025731 -6.9175338 -1.9393718
#> 32 1 32 2.63851170 2.02424935 1.58194767 -7.8509857 -2.7769991
#> 33 1 33 0.25351463 1.88781875 2.22468976 -7.2100684 -3.3732958
#> 34 1 34 -1.51110241 1.13636468 2.90523442 -4.4552999 -1.6644338
#> 35 1 35 -0.48216146 1.64546240 2.20146424 -2.1819092 -0.7100386
#> 36 1 36 1.22715199 2.58652933 2.81476078 -1.6339488 0.3349980
#> 37 1 37 -0.18294523 3.17027682 3.72450021 -1.3538416 1.6444968
#> 38 1 38 -3.03829642 1.93841629 2.13743674 0.2875488 1.5446357
#> 39 1 39 -4.89230179 0.62194048 -0.28939303 1.9567785 3.6389864
#> 40 1 40 -4.84474141 -1.61556804 -2.98965584 3.1788914 5.6338189
#> 41 1 41 -2.83731894 -4.30330463 -3.38355884 2.6472676 4.1815508
#> 42 1 42 -1.79211750 -5.33847212 -0.99263438 2.0372456 4.2932853
#> 43 1 43 -2.06104944 -4.69939489 1.74182764 1.8142712 5.7450422
#> 44 1 44 -0.41384882 -3.41433779 3.56967292 1.5878285 5.5305946
#> 45 1 45 0.06572610 -3.63537213 3.24074048 1.7330988 5.6188879
#> 46 1 46 -1.55094331 -3.40146278 2.46882787 0.1342276 4.2710222
#> 47 1 47 -1.71858668 -2.18011634 3.01163931 -0.2178738 2.6113993
#> 48 1 48 -0.79200591 -3.30385407 4.48177992 0.3656345 3.1546285
#> 49 1 49 -0.10537249 -4.63157337 4.37408684 2.5442329 3.4351450
#> 50 1 50 -0.13863148 -2.58940642 3.21946893 2.4629368 3.1703428
#> state6 state7 state8 state9 state10 state11
#> 1 -0.5096393 -0.04104464 -2.21289058 -5.5960593 1.54405473 2.874893388
#> 2 1.9959382 0.23667198 1.32276627 -4.2081283 1.39997189 3.067384571
#> 3 5.4425988 -1.95587258 3.46267399 -2.7088307 0.55408409 3.860138629
#> 4 6.6513475 -3.28281427 2.64305848 -2.8209598 0.24153973 2.227182166
#> 5 6.4121346 -1.57621345 1.32925173 -3.3733668 -0.60134424 -0.833103096
#> 6 4.6034009 -0.65458204 1.48311085 -1.1895766 -2.31933375 -0.883089589
#> 7 3.9074815 0.18863954 3.12649093 -0.2487087 -3.15090071 0.586342981
#> 8 2.3347583 1.53237131 2.27014086 -1.8965502 -2.31444902 1.637106082
#> 9 1.3120348 1.97007203 1.62136515 -3.5070446 -1.09921743 0.555399616
#> 10 1.5389144 1.11918069 0.63511602 -2.6295285 -0.20571064 0.213154079
#> 11 2.6202525 -0.59217633 -0.43040250 -0.8854214 -1.76384727 0.440830120
#> 12 5.3187989 -0.17816512 0.35471991 -0.5294868 -4.15370792 -0.977208123
#> 13 6.8608702 0.17229379 0.90257227 -0.5243378 -1.78810661 0.622744479
#> 14 6.4393609 -1.29496040 1.54110141 -1.0981022 0.50414160 1.941149226
#> 15 4.6064150 -1.99848174 0.58936970 -2.6961329 -0.50849191 0.956825730
#> 16 3.1432224 -1.31753472 -0.25585638 -5.1117740 -0.82065698 0.340388592
#> 17 2.6248250 0.82079621 1.21650072 -5.7981737 -1.02029478 0.028087506
#> 18 3.0348730 1.16158261 1.71616049 -4.9838404 -1.38510874 0.724060463
#> 19 3.1490994 -1.20445762 0.54697908 -4.9295155 -0.41002214 2.469388403
#> 20 0.3179774 -2.17415709 0.05128132 -6.0230749 -0.03599422 5.187263768
#> 21 -0.8901896 -0.57843026 1.09177416 -7.9440514 -1.45000545 5.099766457
#> 22 -0.3639382 0.82768013 2.14413212 -9.4718185 -1.67974744 1.070645791
#> 23 -2.3680667 1.12382271 0.09016969 -8.5630815 -2.04465808 -1.516885740
#> 24 -4.2279935 0.29507092 -3.88342562 -6.0712041 -2.22643055 -1.386641065
#> 25 -4.1822612 1.52899662 -6.63821638 -3.4630709 0.28766021 -0.007626383
#> 26 -4.0615365 3.10826432 -6.16526660 -1.2147938 2.96102975 -0.083153231
#> 27 -1.8622404 1.60353802 -3.96587038 -0.6000473 4.45978130 -0.480935091
#> 28 -0.5032326 1.04297801 -2.01770622 -0.6904331 4.84950700 1.180172681
#> 29 -1.3109204 1.37554815 0.10077285 -0.6201927 4.28213369 2.144105536
#> 30 -0.1532035 1.10102758 0.06093003 -1.6517662 1.93665132 2.030674417
#> 31 -0.2030137 0.63087710 -2.74916191 -1.5155700 -1.95547225 1.734961933
#> 32 -2.1207726 0.88516753 -1.99650224 -1.0806284 -3.03016353 1.575238550
#> 33 -2.6610174 1.35355992 0.12716630 -1.2056502 -2.13171441 1.116277920
#> 34 -2.6483939 -0.27628524 -0.82590035 -0.1491792 -1.94187270 -0.101052754
#> 35 -3.1339061 -1.50204725 0.05357491 -0.1866078 -1.55817145 -0.596564427
#> 36 -2.7914301 -0.79663212 2.81246495 -0.4660519 -1.32339530 -0.603387351
#> 37 -0.3458003 -2.90963809 4.28013660 -2.3097394 -2.36718754 0.990911285
#> 38 1.0096796 -3.98072607 2.92581521 -3.1695263 -3.06887936 1.474717418
#> 39 0.4141345 -4.40063340 0.83770466 -1.6234732 -1.33314231 0.602771717
#> 40 1.7520814 -5.07034306 1.21815100 -0.4671042 -0.60411414 0.736700992
#> 41 3.1287660 -3.05662232 1.96135256 2.9721639 -0.68385486 2.067720886
#> 42 2.9141077 -2.50003527 1.20681306 6.1914730 0.60364683 2.861520534
#> 43 3.1716583 -3.84278493 1.02309003 6.4392122 1.90480399 1.938990369
#> 44 3.2301581 -4.70512180 2.75845444 4.6900061 1.15303235 0.271900612
#> 45 3.1308663 -3.56597545 3.98445155 2.6326712 -0.38861825 -0.899530428
#> 46 2.4861124 -3.91274565 1.59180016 3.6148534 -1.98847985 -0.416705711
#> 47 2.1805349 -4.47004515 -2.08653587 3.3539145 -1.71962611 0.541847589
#> 48 3.2235176 -4.68390929 -3.24585690 1.5864816 0.17899013 -0.313377492
#> 49 3.4374375 -5.24003303 -2.71001994 1.3704421 1.21164736 1.185290374
#> 50 4.0125244 -2.64465092 -1.03117191 3.0246744 3.00698170 3.522863628
#> state12 state13 state14 state15 state16 state17
#> 1 3.84366587 -4.0874907 0.42652264 1.3332276 -2.140503647 -0.51406660
#> 2 1.86235037 -3.5912788 0.76837200 -0.1793158 -3.657232344 1.65355932
#> 3 1.45751633 -3.4096340 1.36366036 -1.2377702 -4.510773785 2.44935990
#> 4 0.74234667 -2.0199894 1.58395004 0.1103516 -4.430485669 1.04480536
#> 5 0.46983005 -0.8181749 1.39721063 1.9207165 -2.489800247 1.72098083
#> 6 -0.47146491 -0.7522080 1.67556443 2.7856858 -0.900503488 1.98588067
#> 7 -2.59762558 0.1500178 -1.71095379 3.0293483 -0.008003627 0.33646719
#> 8 -3.86376241 -1.4609653 -2.67386934 1.5441688 0.496343415 2.29381756
#> 9 -1.81975523 -2.1470079 0.07821581 0.8167944 0.019451327 3.68290066
#> 10 -0.87376441 -1.4673570 2.79907254 1.1822080 -0.731332063 2.35479011
#> 11 -0.83546335 -0.7768641 2.54963406 1.7536656 -0.212523864 1.47889254
#> 12 -0.03943898 1.0192085 -0.32982016 1.0120364 -0.403448530 0.04804143
#> 13 0.70586189 2.7199207 0.24601956 -0.9479394 -1.514557526 -0.73061663
#> 14 3.23268878 4.2797501 2.20186704 0.1082169 -2.222998409 -0.91607571
#> 15 3.91750887 4.3333968 2.44733285 0.8238314 -2.418109996 -0.63292744
#> 16 3.31640335 0.2091700 3.09419821 0.5766916 -1.407538474 -0.95122593
#> 17 3.20194387 -3.9126471 4.16069722 0.5128026 -0.188281543 -2.35787066
#> 18 1.50771488 -3.0615583 3.95298278 1.5433887 0.560776276 -1.93998250
#> 19 0.21749343 -1.2895826 2.34819683 2.9816440 2.279996269 -0.87749654
#> 20 -0.91045285 -3.1588523 -0.04411140 2.7945564 2.263427643 -1.61827065
#> 21 -0.19253057 -5.4029836 -1.68437263 1.7916631 1.806007696 -1.86914982
#> 22 2.33716229 -4.8622944 -2.64736473 0.1143336 4.307351205 -0.85796833
#> 23 2.26703235 -4.7590394 -1.89088636 0.2497401 4.928152655 0.50744146
#> 24 0.95231866 -2.8270195 0.93107553 -0.7143800 4.154712505 -0.90668241
#> 25 -1.22293244 -0.2779811 2.72992689 -1.8628478 0.900635591 -3.27898096
#> 26 -3.21707700 1.0212526 3.03324376 -1.3831194 -0.881870716 -2.27512560
#> 27 -2.77804375 0.9028193 2.38094868 0.6042145 -1.894371052 -2.67620452
#> 28 -2.09860088 -0.4088592 2.76024792 0.8453157 -1.207110972 -4.04252891
#> 29 -0.31498803 2.0234411 3.51661733 0.4048820 2.625732156 -2.69128972
#> 30 1.00266190 3.8285835 3.40062918 2.2178327 2.547275373 0.26801186
#> 31 3.24433615 1.8091729 3.20464183 0.1960720 2.490270422 0.91912728
#> 32 3.94872400 -0.4439472 3.13495167 -2.0536803 4.040422775 -1.54811942
#> 33 0.18763015 -0.0268346 1.39618266 -2.4859286 2.475004031 -1.62083447
#> 34 -1.28285710 1.3378281 -0.66750027 -3.6250175 1.191958814 -0.62573512
#> 35 -0.10203685 1.6876561 -0.98335298 -5.8462827 1.146368896 -0.81703411
#> 36 0.28976502 3.4382623 -1.08908538 -5.9350236 -0.504142265 -1.24755090
#> 37 -1.45170237 5.2401531 -1.96215341 -3.2689005 -2.299221343 -2.79361408
#> 38 -2.59812617 3.3946924 -1.00357197 -2.2109180 -2.626329719 -1.28072357
#> 39 -2.78483706 1.3745172 -0.50972602 -2.2880898 -1.365787592 0.89507447
#> 40 -2.42389353 1.8139489 -2.16400298 0.0358720 -1.257366980 0.46099580
#> 41 0.86844882 1.2837390 -1.53264425 1.8049549 -0.853767139 -2.94134014
#> 42 2.92878348 0.6348487 0.22903145 0.0438026 -0.277940976 -4.89239739
#> 43 1.56913983 -0.1645747 -0.63874170 -1.8608273 1.005028539 -2.26464619
#> 44 -0.25585837 -0.9651058 -3.83826066 -1.7137553 2.626279805 -2.20791143
#> 45 0.02875915 -1.8095165 -3.40585389 -1.3864021 2.110935051 -1.63791772
#> 46 1.17151695 -2.7057023 -2.39437118 -1.6627686 1.746455374 -0.27057584
#> 47 1.21652448 -1.6998787 -2.14983085 -1.1352167 0.865859516 -3.74846740
#> 48 0.93376496 -1.5147252 -2.23909015 -1.1825147 -0.661058351 -5.53354824
#> 49 1.44175249 -1.1687796 -1.16823411 -1.0634269 -0.831860836 -4.01204791
#> 50 0.47774524 -1.8329151 -0.02149802 -0.6374945 -2.319070635 -3.96037330
#> state18 state19 state20 state21 state22 state23
#> 1 4.31955824 -4.23277425 1.4635008 0.5508084944 0.99575452 -1.9073614
#> 2 3.18645362 -2.17507476 0.9038328 0.9981641575 3.65622800 -0.7492393
#> 3 2.14565268 -0.77375091 1.5020016 0.7713510525 6.50210153 2.0394594
#> 4 1.73939301 -2.27164654 0.5285541 0.2764668797 7.01351976 4.5648448
#> 5 3.20658207 -3.68788005 -0.4614098 -1.5258162894 6.33139760 5.0604457
#> 6 3.85934250 -2.83003181 -1.3095985 -2.3311813274 6.52053065 4.1209019
#> 7 2.25594059 -1.69041647 -2.0140560 -1.1570481195 5.47785227 4.6325463
#> 8 -1.04660964 -2.58472076 -0.4797670 -1.8918702666 4.05512987 4.7570889
#> 9 -2.47058929 -2.37104255 0.9509246 -2.4825985389 3.64231473 3.2656947
#> 10 -2.49350881 -1.58045389 1.5910513 0.0846306230 4.37981826 2.8960896
#> 11 -1.41187248 -1.47551622 2.1712631 1.7787410465 4.19263293 2.1474254
#> 12 -0.44695292 -0.58321572 1.3628085 0.4685937940 2.54142940 2.5224037
#> 13 -0.78267022 -1.25245725 0.7828954 0.8145144837 2.18253625 2.7813063
#> 14 0.93468470 -3.48580541 2.3784442 0.9206348013 3.04947519 1.7331300
#> 15 2.43538771 -4.52141012 2.6257455 -1.2881196361 2.86728446 0.2385171
#> 16 1.65168334 -4.92123926 1.3422656 -0.9358000665 1.59969302 -0.4696007
#> 17 0.59186847 -4.69929844 1.4472812 -0.2315840911 -0.43434701 0.2800931
#> 18 -0.42398349 -4.43467663 1.5469640 -0.9164859970 -1.77575872 -0.0827905
#> 19 -1.73564723 -3.22701548 1.5193947 -0.6260294411 -1.62990245 -2.3141400
#> 20 -1.71985926 -1.84981632 1.5527412 -1.1943066942 -0.74546973 -1.4265201
#> 21 0.43670201 -3.77659559 0.2838260 -2.9990988301 -0.67240352 1.9922751
#> 22 1.50134992 -2.65870376 -0.7769179 -3.4147580577 -1.40949310 1.9748856
#> 23 0.72083716 -1.02147962 -1.8643219 -3.6229142339 -1.89890788 -0.9132583
#> 24 0.01751420 -1.66582354 -1.6899135 -3.8990803835 -2.70016006 -1.1978227
#> 25 -1.06796986 1.16592570 -0.1708408 -3.5544162430 -2.72491279 1.1964814
#> 26 -0.75342730 3.36341511 0.4911124 -3.0864364417 -0.31454649 2.3208694
#> 27 -0.91229372 4.24629440 1.6652964 -3.8996931152 2.24245333 1.4078690
#> 28 -0.77162226 1.09936326 2.2645741 -4.6418768923 3.29051573 -0.9758751
#> 29 0.31740290 -2.37995441 1.5507315 -3.0266407479 1.80288157 -2.4498161
#> 30 1.21556268 -1.41259447 1.9412944 -0.7034038184 1.90426109 -2.2110280
#> 31 3.22921647 -3.13404187 1.9200724 0.0004854344 4.12442840 -2.0064570
#> 32 4.38217092 -2.60154103 1.4519556 0.8674042770 3.41376179 -2.7952269
#> 33 4.14309998 1.13415533 0.8217286 1.7730086498 2.94168049 -2.2169884
#> 34 3.32263078 1.52178353 -0.1832122 0.0125444807 2.76331725 -1.0272952
#> 35 1.49377752 1.86787697 -2.0545501 -0.7046961571 1.19517620 -3.0545660
#> 36 -0.80818726 2.50281271 -3.5554361 -0.3302187071 -0.24321259 -2.9459427
#> 37 -1.24772390 2.60174115 -4.0393131 -1.1517249413 0.01754069 -0.6218753
#> 38 -0.85820314 1.99466529 -2.9426676 -1.2504155554 0.26087174 0.2996072
#> 39 -0.36485332 0.89455551 0.2535904 -0.3770974502 -0.63317170 1.1043911
#> 40 0.27573363 0.05728957 1.1000896 0.1590912370 0.12829067 1.6186820
#> 41 0.08163084 -1.17431586 -0.5026208 -0.9645167894 1.70959487 1.8564337
#> 42 0.28163219 -2.38201733 -2.1695013 -3.1261263074 1.51704596 1.8478612
#> 43 2.98584211 -2.47354709 -2.8152333 -1.5425704948 1.14653490 1.6126383
#> 44 3.01600242 -2.54885087 -1.4173115 -0.9592806650 2.04579875 1.2953754
#> 45 1.53766713 -2.35729291 0.6444218 -2.5841834221 1.33173400 0.4978471
#> 46 2.72079290 -0.27568891 0.9665202 -1.9548380710 -0.26780703 -0.4028156
#> 47 3.45633294 0.76097928 1.6664576 -2.8342121339 -1.26849110 -0.9964759
#> 48 1.01005072 -0.44269166 0.9140037 -2.8843028085 -1.43903805 -0.8030027
#> 49 -0.84456299 -1.95914032 -0.3507391 -2.5245242576 -0.58654755 0.1887245
#> 50 -0.47406921 -3.00289962 -1.3900489 -3.4507596684 0.30762802 0.5656980
#> state24 state25 state26 state27 state28 state29
#> 1 2.6384330 -0.58955647 1.66562411 -5.4322909 -0.4606993 -0.16196320
#> 2 2.1720905 -0.46963026 1.81577863 -5.5104317 1.6702911 -0.42391488
#> 3 2.4496312 0.01902743 0.73193192 -5.0726204 3.0539410 0.55001873
#> 4 3.5382671 -0.50851621 -0.28914838 -4.8811399 5.8178333 -1.42326744
#> 5 2.7916206 -2.09373721 -0.47121865 -3.5145170 5.6270920 -2.50776967
#> 6 1.0657214 -2.44453664 -0.49800275 -2.4169833 3.4221202 -1.53324542
#> 7 -0.5323359 -2.10967534 1.20203197 -1.4535497 2.7203764 0.05159359
#> 8 -2.8255083 -0.22693770 3.54919725 -0.7051514 2.1060754 -0.02439621
#> 9 -2.7032632 1.28699655 3.11817055 -0.7764054 2.4882299 -0.45991509
#> 10 -2.0284585 -0.15130771 1.48811433 0.5964204 4.0846822 1.23366332
#> 11 -1.2401796 -2.30218281 0.82150469 -0.9616361 3.9034023 1.54902460
#> 12 0.8664867 -1.34644888 -0.84236165 -1.0943660 3.6441245 1.14426908
#> 13 2.6004706 1.23987758 -2.22208298 0.3199090 3.2372677 1.54965238
#> 14 5.0074420 2.64084561 -3.50081952 0.3415369 1.1790770 -0.26016090
#> 15 5.5510086 3.48146085 -4.53751232 0.7910296 1.5349677 -1.43175838
#> 16 4.2073944 2.09196111 -3.51072677 0.2587548 1.5652227 -0.53352828
#> 17 2.1702259 0.30086774 -1.22130068 -0.1055778 1.7436236 0.03800895
#> 18 0.5815270 0.79105412 -0.61036849 -1.5775999 2.2858549 0.73182399
#> 19 2.6290030 1.21115027 -0.04926106 -0.4965914 1.3574374 1.01623378
#> 20 4.9850898 1.11720367 3.34177972 0.7316138 1.5413671 0.90854015
#> 21 5.7256484 1.33048467 5.28006625 -2.2980722 0.5857314 1.71702519
#> 22 5.8180730 1.98502995 5.41780272 -3.2093502 -0.5247143 3.39162181
#> 23 4.9095020 2.12169833 4.19373710 -1.0834081 -1.1353564 2.82841820
#> 24 4.1399640 1.13578856 2.55780734 0.7013373 -1.1276813 2.18237664
#> 25 2.8545402 0.10631141 2.34538116 2.2193051 -0.4913122 2.54216412
#> 26 3.8007191 -0.34752149 1.99047964 2.1713492 0.1328112 2.19372327
#> 27 5.2418772 -0.05003386 3.31133845 0.3683092 0.7725708 2.65768557
#> 28 3.0966368 -0.45274705 4.56835234 0.6882830 0.4648361 2.40183353
#> 29 0.2952548 -1.95086253 4.09386940 2.5433417 -0.1491068 1.57306813
#> 30 -2.3407350 -3.31170170 2.79926138 3.4162984 1.2371139 1.07934993
#> 31 -3.2120723 -3.20537810 -0.06144647 4.2100716 2.3600665 1.83891459
#> 32 -2.7491959 -2.79026666 -3.16011156 4.5138449 1.3031228 1.55906614
#> 33 -1.8047723 -2.33665981 -4.59494585 4.3194784 1.6018685 0.68185946
#> 34 -1.7566191 -2.38721980 -2.15745488 5.6282479 2.5074693 1.44367354
#> 35 -1.9269383 -1.34022812 0.69010177 4.3061393 3.2951462 1.86587892
#> 36 -0.9906613 -0.64182352 -0.77163967 2.2391191 2.7476623 0.86338201
#> 37 0.2719671 -1.54331784 -4.15309304 3.5326918 0.7840625 -0.71951027
#> 38 2.7933486 -2.06641561 -6.40008005 3.7802169 -1.3270527 -1.23229673
#> 39 2.5509743 -3.01617470 -7.37331118 2.3628737 -0.9505827 -0.71206466
#> 40 1.0540678 -4.16052092 -5.96040926 1.1786407 -0.4476584 1.25195466
#> 41 0.5973515 -2.95949855 -3.36247500 1.4406249 -0.4378484 3.20641998
#> 42 -0.9457626 -0.15706561 -2.72086228 2.2020302 1.0964278 3.14607400
#> 43 -0.7950357 -0.06503873 -1.60816415 3.5505119 1.5738582 0.83125214
#> 44 -0.5542179 -1.58430797 -1.24187687 3.3112981 1.4179267 0.30969250
#> 45 -0.9038965 -2.98058163 -3.09671432 2.9200641 2.9668962 0.07456968
#> 46 -0.3455526 -0.73312442 -2.09726932 6.1575785 3.2875782 -1.74760713
#> 47 -0.2640489 1.77845735 -1.09577149 7.6499644 1.5639530 -0.90558064
#> 48 -0.5337468 0.41154021 -1.08852371 6.7689947 1.5931198 0.52585049
#> 49 -1.0291511 1.24750325 0.13290831 5.4926515 1.0422598 -0.29984289
#> 50 -0.7321507 2.30106137 -0.05064492 5.2539199 -0.7059065 -1.00283600
#> state30 state31 state32 state33 state34 state35
#> 1 -1.14863286 -3.9200544 -2.11193589 -0.379403018 3.75182045 2.605997118
#> 2 -1.91359590 -2.2556153 -2.61148828 0.843397696 1.89442884 3.506029420
#> 3 -0.74405772 -0.9696220 -4.63134812 -0.538071187 -0.57549865 4.900494703
#> 4 -1.04965750 -1.8548091 -3.90187975 0.008423396 -0.09911065 6.049805116
#> 5 -1.35652826 -2.2954376 -1.29501017 1.276172588 -0.02146891 7.247196548
#> 6 0.10805979 -4.1547684 -0.27474794 0.469873949 0.46651623 7.002155857
#> 7 1.62573500 -5.4718732 -1.89293922 1.070208080 0.57694862 4.604732045
#> 8 2.96847619 -3.1414724 -2.07269209 1.578157933 0.67543193 2.113245966
#> 9 2.29849898 -1.9166918 -1.58593665 1.392205353 2.47851506 0.006306097
#> 10 -0.91938869 -0.4551553 -2.16955456 1.185762167 0.23852118 -1.259896973
#> 11 -2.92682418 1.2564218 -1.70950379 0.849824546 -4.97491434 -2.508907550
#> 12 -3.68960698 0.9636728 0.03904275 1.345521934 -5.02993598 -4.508355371
#> 13 -3.10834297 -0.9081299 0.68435910 2.461531784 -3.66862884 -5.447901594
#> 14 -4.48797448 -0.5915375 0.36519733 2.872271896 -4.52684139 -3.241962074
#> 15 -5.47656426 1.8104505 1.06662469 3.196839102 -2.69775677 -0.822398691
#> 16 -2.58684517 2.5996935 2.59034450 2.632548866 -1.18886033 1.271874735
#> 17 -1.14148071 3.1129371 2.45015583 2.414230087 -0.39581227 2.244438211
#> 18 -0.49865683 2.7372877 -0.17298501 3.464488152 -0.88859895 3.387154494
#> 19 -1.58418943 1.9454164 -1.62036247 3.313680616 -0.47176604 5.023151011
#> 20 -2.63400616 2.3706273 -1.74800426 2.283467922 0.76437039 6.145419942
#> 21 -2.05061442 -1.1543420 -1.99947121 1.998570859 1.93584575 5.880976341
#> 22 -2.36693637 -1.8448531 -1.09507832 3.382441337 5.65267895 5.103529572
#> 23 -1.96522430 1.2129316 -1.53848228 2.894189065 4.28343193 4.408759583
#> 24 -3.41746688 1.3507539 -3.41795281 2.031060728 0.76136673 2.626174728
#> 25 -7.10006790 0.7399754 -2.88528281 1.820239412 -1.01343588 -0.699084106
#> 26 -7.67438962 2.3838955 -4.10215691 -0.343762922 -2.82341023 -0.821871660
#> 27 -4.60779745 3.4674142 -5.18218728 -2.108317999 -4.67702067 0.136058939
#> 28 -2.04994659 1.9755453 -3.57417564 -0.892069860 -5.36716676 -0.438991767
#> 29 -1.60407907 3.0055384 -2.74257671 1.250859236 -3.83872676 -0.541001432
#> 30 -2.56362407 2.5316494 -2.34338393 -0.619353595 -2.70078034 -0.351310794
#> 31 -3.25761621 0.5602251 -2.41625161 -2.432002929 -2.45948902 1.105436163
#> 32 -4.12507841 -0.9664499 -2.02797604 -2.612034454 -3.27152229 1.159274457
#> 33 -5.60873663 -2.9848584 0.17964361 -3.016284663 -5.41403196 -0.531721156
#> 34 -5.34274816 -3.6245821 -0.03049655 -2.447232839 -5.19487817 -0.788950738
#> 35 -2.22628071 -3.2601078 -1.73420552 -3.432965732 -3.10082294 0.599244782
#> 36 -0.61545084 -1.9129378 -2.29991370 -4.597923289 -1.55246506 1.205616127
#> 37 -2.29785828 0.4258388 -1.04411957 -4.363157312 -1.06462208 2.051182728
#> 38 -3.61302123 1.6566653 0.13773904 -3.942359971 -2.35297004 3.592863721
#> 39 -1.74642831 3.5135182 -0.61705169 -2.559617041 -2.06493786 5.928531925
#> 40 -0.02415206 1.9509944 -0.82899839 -0.557699847 -1.33802381 6.209620188
#> 41 -0.11763346 -2.5380540 -1.46829350 0.309523785 -2.86518255 5.998655332
#> 42 -1.29071296 -4.8683171 -0.57489590 -0.302217786 -5.67721384 6.255523127
#> 43 -1.62950485 -4.3289586 3.13838005 -1.055632282 -6.46184288 3.744197866
#> 44 -0.17677186 -4.1434226 4.57784956 -1.000265752 -5.27680293 2.253247886
#> 45 -1.02615456 -6.6764862 3.33898898 -1.659467727 -5.47724294 2.613699858
#> 46 -2.39834986 -5.8833945 1.67825201 -2.859635475 -3.07550134 1.861278264
#> 47 -2.84648371 -3.0651399 0.86434667 -1.566413754 -1.06932950 1.444033651
#> 48 -2.07723673 -2.5724298 1.78584725 0.161218544 -3.41472898 1.937843676
#> 49 -1.33319595 -1.0666950 4.13597765 -0.318737432 -5.30906251 2.929327419
#> 50 -1.21332172 -0.5309813 3.29954272 -0.679683989 -4.40344530 2.374350609
#> state36 state37 state38 state39 state40 state41
#> 1 -1.41870142 -0.94874274 1.58106439 1.0733569 1.81795725 -0.08905778
#> 2 -3.30294507 -2.26027098 0.50432812 2.2631491 0.60614678 0.63412103
#> 3 -5.20745198 -4.31047551 -1.19798644 2.1612591 -0.38245122 0.44468321
#> 4 -5.08437789 -5.97866849 -0.70583493 0.3079530 0.70844409 0.90308905
#> 5 -2.75442997 -5.91110436 -0.13993145 -1.3313041 1.11566852 -0.66781175
#> 6 1.88896455 -3.98860712 -1.28504080 -2.0430413 0.71090271 -0.80473493
#> 7 2.89765404 -2.90695222 -2.55938152 -3.5679208 0.92384442 -0.46797272
#> 8 -0.55089257 -1.91420747 -4.01456230 -4.6736158 1.16158234 -1.91384712
#> 9 -0.33345349 0.57720460 -3.27848650 -2.4529831 0.06737255 -3.55430959
#> 10 0.25772903 -0.34119517 -2.21855996 -0.2375286 -0.54367209 -3.13662234
#> 11 0.90272279 -1.00598632 -2.28518746 -0.0864534 -1.47219799 -1.37841628
#> 12 3.47930382 -1.59924304 -0.75549195 -0.6110135 -3.32809367 0.22745664
#> 13 5.76528307 -3.22738678 -0.47810718 0.1285232 -3.64272711 1.46336927
#> 14 7.46664465 -3.51717717 0.07536892 1.4627275 -3.45816038 3.11789478
#> 15 6.29397239 -5.26170795 1.23000013 1.8971613 -3.90432574 3.26235066
#> 16 3.87593298 -6.29589244 1.50280262 2.4680857 -4.85593273 2.43187015
#> 17 3.16266018 -6.29261034 1.73914964 2.0439800 -3.86424291 2.00834468
#> 18 2.06604184 -5.46644255 2.57870970 1.5662814 -1.31680997 -1.37376531
#> 19 0.75267732 -3.06663051 2.66352347 0.6849019 0.13717592 -3.21243549
#> 20 0.84041752 -0.54061460 0.66347946 -1.2321104 1.76979182 -1.39561508
#> 21 0.10682788 0.83720229 -0.77966548 -2.6882008 3.14657254 0.46081489
#> 22 -1.66199782 -0.34728478 -1.40697815 -3.2996398 3.09853341 -0.55127002
#> 23 -3.15038887 0.05926841 -0.81724077 -1.5254978 0.86159370 -2.61264027
#> 24 -3.56060376 1.84655132 0.26885327 1.5457917 -1.39656638 -2.54631165
#> 25 -2.48887594 0.72423815 0.75825878 1.0412542 -1.14898495 -3.46256585
#> 26 -0.01475289 1.37509851 2.07482454 -0.7558303 -1.63438523 -4.18859788
#> 27 0.87457488 3.16277697 1.95282321 -1.3050990 -2.00028029 -2.86079022
#> 28 -0.40787861 4.40115733 -0.36755593 -1.3042094 -2.45946988 -1.68896010
#> 29 -1.18761577 4.65386933 -2.29674318 -1.6757825 -3.05828983 -2.34878873
#> 30 0.06443751 1.52438574 -2.90333286 -3.7054069 -1.33238033 -2.75579321
#> 31 1.07845687 0.62566710 -2.31829955 -5.5199430 0.31742510 -1.39220376
#> 32 0.13411858 2.96453632 -1.53747533 -6.7546537 -0.35407602 1.24944772
#> 33 -0.11202967 1.85776435 -2.07617382 -6.0738119 -1.08083820 2.61362635
#> 34 -0.04730971 -0.26449900 -1.74316749 -5.9175640 -2.45008409 2.66363549
#> 35 0.16656753 -0.79746661 -2.24671760 -6.4481978 -4.83265141 2.28225060
#> 36 0.31390686 -0.82937536 -3.80538065 -5.3151432 -4.67902126 2.10126484
#> 37 1.17226863 1.86674471 -4.52675903 -3.8250743 -2.74281787 2.59745728
#> 38 2.28819549 2.26233446 -4.72725202 -1.8675875 -1.45399179 1.27078750
#> 39 1.03760594 0.38024140 -3.61142711 -0.8102354 -0.53182106 -0.06698400
#> 40 -1.50466563 -1.89862466 -4.87647859 -0.8178532 0.31296388 0.30665084
#> 41 -3.29693524 -3.50663180 -7.09600098 -1.4679481 -0.60937841 0.20326675
#> 42 -2.49149954 -2.27588596 -6.93292897 -3.6542573 -0.86383257 -0.01622319
#> 43 0.78132502 -0.60670743 -4.77991002 -4.4798555 0.76635337 -0.55156097
#> 44 1.49524289 -0.15784503 -2.44058296 -2.9855737 0.84582727 -2.74636940
#> 45 -0.34737841 0.09081876 -0.98146433 -2.6472733 0.15615406 -3.80331323
#> 46 -1.40259684 0.99018294 -1.49513297 -3.6337231 0.93575257 -2.15794850
#> 47 -2.54958069 -0.98751769 -2.38433351 -4.1269742 1.31093014 -0.51094135
#> 48 -3.33016591 -3.11965072 -1.79868994 -3.0810136 -0.30327366 -1.16685700
#> 49 -3.50472688 -4.26749686 -0.58264653 -0.7936831 -0.82413418 -0.13807437
#> 50 -1.79732280 -3.66693840 0.38191420 -0.6416347 -0.76546943 0.73934375
#> state42 state43 state44 state45 state46 state47
#> 1 1.102797014 -5.470663929 4.253813220 0.7873873 -5.07547310 0.27115161
#> 2 1.332158332 -2.544789503 3.251290213 -1.2180792 -3.04821563 1.47391832
#> 3 2.746462897 1.758121673 1.015494853 -0.7220274 -1.06250171 4.40857910
#> 4 4.148581983 3.450106633 0.357615483 0.5370866 -2.45142007 5.15294207
#> 5 3.976677803 1.598493927 -1.093530143 1.7295812 -3.36205537 3.70776909
#> 6 3.669064542 1.346843319 -3.591814549 3.7880194 -0.66033169 1.54218474
#> 7 3.474290282 0.571653440 -3.323268598 3.3085512 1.23728954 0.56842133
#> 8 2.437867474 -0.184730635 -2.326803829 0.2504358 2.96815110 0.27360975
#> 9 1.722480931 0.621356336 -1.903409592 -0.5150308 4.31358673 -1.09285437
#> 10 0.756440795 0.914340987 0.865803418 -1.0775606 3.38998415 -1.54623231
#> 11 -1.072801823 0.846321381 0.863120037 -1.0092914 2.54890702 -0.81103820
#> 12 -1.582805614 1.229723913 -0.292690908 1.8323095 3.55924088 0.73720867
#> 13 -0.682396856 3.345974914 -0.688125460 2.6575849 4.78166937 1.15799492
#> 14 0.004850269 4.645046229 -1.128030731 2.1537841 4.19648682 0.14242304
#> 15 0.919145469 3.484265716 -1.108227686 2.6226106 2.55597636 0.03991825
#> 16 2.170024155 1.744755945 -3.573116230 3.1196949 3.88903436 -0.53831552
#> 17 3.142151439 1.350851531 -4.292136558 3.6157946 3.59335146 -1.53639516
#> 18 1.410951034 0.508044173 -2.736795062 1.5022281 1.18791114 -1.33114502
#> 19 0.839057826 -0.631055260 0.365708157 -2.8433604 -0.43495014 0.52309259
#> 20 2.747655522 -0.008750028 1.824586804 -2.3984093 -3.09493159 1.64400507
#> 21 3.883836711 2.092510669 -0.664309505 0.5005751 -4.24595468 0.32969829
#> 22 4.969376683 1.976571555 -1.062298762 -0.5391455 -2.18097274 -1.85776303
#> 23 2.850469525 0.722090905 2.828998761 -1.1278512 -0.88225537 -3.03805755
#> 24 -0.414164873 0.626269531 4.916969245 2.2010652 -1.59891352 -2.92296291
#> 25 -1.325833608 1.773939612 2.176411821 3.6225813 -0.54517027 -4.28316776
#> 26 -1.009629162 2.300351729 0.447658460 4.6386073 0.88741163 -5.58224211
#> 27 0.250979524 1.681639783 -0.862486259 5.4076031 1.46252866 -3.63534527
#> 28 1.328647587 1.427665422 -3.363866941 2.9859562 2.43901753 -0.59377387
#> 29 0.082199438 2.095644830 -4.312205199 -0.2292832 2.52891370 0.63179845
#> 30 -1.141133691 2.592316876 -4.292285687 -1.7425513 1.32918069 0.41513972
#> 31 -0.333802735 2.461499819 -4.349090203 -1.4222553 0.08886981 -1.26915236
#> 32 -1.755094819 0.819948860 -3.801934226 0.2652610 0.84580839 -1.35366090
#> 33 -4.715895948 -0.570158106 -3.622052623 1.8814415 1.05960336 -0.48844438
#> 34 -5.923242885 -0.344707571 -3.155466912 2.6224481 0.07939045 -1.56358290
#> 35 -3.543305894 -0.833893856 -1.227673914 4.1780901 -0.92378808 -0.67434543
#> 36 -0.902339671 -1.069842200 -0.129493757 3.5372555 -2.93073807 0.38806344
#> 37 0.256274657 -1.405454101 1.209582792 1.1528872 -2.43071317 0.47014250
#> 38 0.936465647 -1.832913496 2.050033390 0.2690494 -2.33960570 1.10115576
#> 39 -1.516657136 -3.435806468 0.381391200 0.7392205 -3.40357886 1.16478602
#> 40 -3.603157809 -4.465524073 0.002502771 4.0364994 -4.16553985 1.76719515
#> 41 -3.095497909 -3.121108693 0.357166213 5.3486960 -4.43574513 1.44500297
#> 42 -2.019837365 -2.348460504 -2.250802925 4.6675868 -4.92965636 0.84255399
#> 43 -0.966133599 -2.009134749 -3.191953203 5.4727140 -4.08175807 1.31711119
#> 44 -0.025921444 -1.808249981 -1.348200845 5.9646049 -1.66722503 1.70140545
#> 45 0.487408504 -2.380074278 -0.449256199 7.1116972 -0.43899168 3.02510645
#> 46 0.693013383 -3.027548228 -1.034699196 7.2104358 -0.90297747 3.26869118
#> 47 1.163404670 -2.886474937 -2.250236821 4.9465414 0.17651965 1.43706730
#> 48 0.228968519 -2.444837362 -3.028366670 2.6380427 3.63969494 -0.73915775
#> 49 -0.405838456 -2.473634501 -4.037532459 0.9590846 4.62549583 -0.81099749
#> 50 -1.436307128 -2.363116098 -3.866070232 0.9033066 3.08363867 -1.23589978
#> state48 state49 state50 prob action outcome signal
#> 1 0.90715079 5.06595343 -0.4112710 0.5130522 1 2.4444602 3.14157544
#> 2 -3.68552886 4.72726289 0.2987712 0.3357172 0 9.1831096 5.16640710
#> 3 -6.38192332 2.07647427 2.5759835 0.6260589 0 20.7149488 2.71030926
#> 4 -4.13308471 0.64792291 2.5384166 0.6295046 0 14.9270015 1.95679700
#> 5 -0.98970577 0.65081100 2.8125650 0.6202825 1 10.5431187 1.73440026
#> 6 2.36264163 0.03724544 2.6941749 0.4160484 0 19.0631116 1.06359814
#> 7 4.21522106 -1.40336624 1.9170874 0.6165203 0 13.8704554 0.81173772
#> 8 3.79917200 -3.51258655 2.5120046 0.5002114 1 -5.0043864 1.07211603
#> 9 2.25115954 -4.39765765 0.3563221 0.2733237 1 0.5088018 0.85970112
#> 10 -0.37858787 -3.52396177 -2.6679962 0.2832558 1 3.1253024 0.68522245
#> 11 -0.86993768 -0.98498297 -2.5801886 0.2234101 0 -5.9968360 -0.36012614
#> 12 -1.85647320 0.02696788 -1.2434418 0.4322597 0 -2.8307508 -3.62498564
#> 13 -1.46539008 0.43584383 1.0180781 0.5666493 1 2.9113587 -7.50426575
#> 14 -0.02660357 -1.45742114 3.1136679 0.4178063 0 21.9023008 -9.41776642
#> 15 -1.40267935 -4.00166655 4.7475665 0.6278594 0 20.0297558 -8.63019688
#> 16 -2.46179810 -3.96419329 4.9753032 0.5539532 1 -0.5451070 -7.49730567
#> 17 -2.25647338 -3.63575533 3.0265722 0.2800664 0 2.3113961 -6.07331273
#> 18 -0.68515280 -2.29926486 2.4345397 0.4775828 1 -4.9340913 -4.46836648
#> 19 0.30061671 -2.41780832 2.1810399 0.2699271 1 -0.7869633 -3.40618497
#> 20 -0.30151506 -3.97123172 0.4341760 0.2791377 0 5.1191823 -3.80655967
#> 21 -0.06770083 -3.47741152 -0.7285208 0.4694128 0 4.9859497 -2.77124222
#> 22 0.10488216 -2.20975766 -1.3662820 0.4869718 0 3.5729573 -1.00024152
#> 23 -0.58908374 -2.93117320 -2.3436320 0.3785974 0 -4.0780176 -0.60840367
#> 24 0.68486161 -0.58694566 -3.8560765 0.2984696 0 -14.4785149 -1.74001441
#> 25 -0.89963641 3.13780622 -3.6529283 0.3009164 0 -15.1916787 -1.61019844
#> 26 -4.06728565 3.04098105 -1.8419547 0.3983250 0 -6.0453564 -0.98736418
#> 27 -5.12030231 1.92105802 -2.1109307 0.4838557 0 -2.5173795 -1.80085919
#> 28 -5.15749613 -0.34856259 -2.5550741 0.4039843 1 -11.1839509 -2.85013132
#> 29 -4.41391842 -4.79391247 -0.9687889 0.1650319 1 -14.0875250 -4.87309119
#> 30 -3.42181354 -8.24430909 0.2411030 0.1676138 0 -10.4782794 -2.32668830
#> 31 -0.78586831 -9.16290362 0.4744759 0.3527598 0 -12.3683059 1.82866500
#> 32 0.78273575 -7.74012308 0.3275657 0.2936489 0 -18.0642331 1.27015183
#> 33 1.24804959 -5.20234029 -1.0651451 0.2346073 0 -23.8469644 -0.03658035
#> 34 0.80893651 -3.92485832 -1.9267211 0.2066900 0 -28.6669397 -0.37089840
#> 35 -0.03030108 -3.08158250 0.8429333 0.2397873 1 -22.9897131 0.79436175
#> 36 -1.65530101 -1.74860805 2.7714746 0.1285869 0 -18.6979402 3.03782830
#> 37 -2.94341096 -0.98158137 1.3148209 0.3198898 1 -7.2285422 2.80572452
#> 38 -2.00908203 -0.87324653 1.1718953 0.1478458 0 -14.5167083 -0.46664190
#> 39 -2.08835335 0.25465516 2.7182749 0.3327635 0 -14.1817033 -3.54280086
#> 40 -4.29662963 -0.46903059 2.9183247 0.3331068 1 -22.6419882 -5.69955519
#> 41 -5.64034045 -3.05534870 2.8080554 0.1417366 1 -20.7651033 -5.33515745
#> 42 -5.96485162 -3.95705681 3.7296655 0.1298999 0 -20.0992842 -3.31890602
#> 43 -7.17979987 -3.91782286 2.4327911 0.3870571 0 -10.3474349 -1.49509730
#> 44 -4.88086050 -3.82959195 0.3941226 0.4659615 1 -2.6092729 1.41973919
#> 45 -0.58032448 -5.60596349 0.2856218 0.2050402 0 -10.2439860 1.55041721
#> 46 1.17221032 -5.27876036 0.1122797 0.4149209 0 -13.0391161 -0.69274569
#> 47 2.20559607 -2.75887120 1.1445106 0.4195669 0 -9.6370648 -0.18611887
#> 48 1.41521638 -0.34492835 1.7693218 0.3499047 1 -16.7007460 1.42217534
#> 49 0.83396410 1.08206189 2.5363778 0.2098301 0 -9.9303112 2.15136064
#> 50 3.45419784 -0.11545559 3.9488444 0.5064861 0 -0.6994594 1.90478218
#> noise
#> 1 -0.39083825
#> 2 2.97853564
#> 3 9.52810331
#> 4 2.90651371
#> 5 -2.38415026
#> 6 2.98103433
#> 7 2.50079019
#> 8 -5.56135905
#> 9 -0.67032087
#> 10 0.84339089
#> 11 0.07028844
#> 12 2.41825103
#> 13 -0.54149749
#> 14 1.26213049
#> 15 1.53509700
#> 16 -2.61736990
#> 17 -0.78622543
#> 18 -0.35652012
#> 19 1.57461157
#> 20 2.77520238
#> 21 6.74763313
#> 22 4.38897877
#> 23 8.07928361
#> 24 6.36704953
#> 25 5.39723193
#> 26 3.87257705
#> 27 -1.77373898
#> 28 0.23704919
#> 29 5.51272253
#> 30 4.19758525
#> 31 3.45002155
#> 32 4.25193234
#> 33 5.70635820
#> 34 4.88124771
#> 35 5.25255413
#> 36 4.53045588
#> 37 9.72020968
#> 38 4.20423853
#> 39 2.03219800
#> 40 -1.48682966
#> 41 3.83738626
#> 42 2.01568999
#> 43 0.56636418
#> 44 0.04165796
#> 45 -1.04895708
#> 46 -4.73507561
#> 47 -1.60136159
#> 48 -2.13883821
#> 49 -1.33013830
#> 50 -0.38336138