fit_multi.RdEstimate model parameters for multiple disease progress curves
fit_multi(time_col, intensity_col, data, strata_cols , starting_par = list(y0 = 0.01, r = 0.03, K = 0.8), maxiter=500, nlin = FALSE, estimate_K = FALSE)
| time_col | Character name specifying the column for the time. eg: time_col = "days". |
|---|---|
| intensity_col | Character name specifying the column for the disease intensity. |
| data |
|
| strata_cols | Character name or vector specifying the columns for stratification. |
| starting_par | Starting value for initial inoculun (y0) and apparent infection rate (r). Please informe in that especific order |
| maxiter | Maximum number of iterations. Only used if is |
| nlin | Logical. If |
| estimate_K | Logical. If |
Returns a data.frame containing estimated parameters for individual strata levels.
set.seed(1) # create stratified dataset data_A1 = sim_gompertz(N = 30, y0 = 0.01,dt = 5, r = 0.3, alpha = 0.5, n = 4) data_A1 = dplyr::mutate(data_A1, fun = "A", cultivar = "BR1") set.seed(1) data_B1 = sim_gompertz(N = 30, y0 = 0.01, dt = 5, r = 0.2, alpha = 0.5, n = 4) data_B1 = dplyr::mutate(data_B1, fun = "B", cultivar = "BR1") set.seed(1) data_A2 = sim_gompertz(N = 30, y0 = 0.01,dt = 5, r = 0.1, alpha = 0.5, n = 4) data_A2 = dplyr::mutate(data_A2, fun = "A", cultivar = "BR2") set.seed(1) data_B2 = sim_gompertz(N = 30, y0 = 0.01,dt = 5, r = 0.1, alpha = 0.5, n = 4) data_B2 = dplyr::mutate(data_B2, fun = "B", cultivar = "BR2") data = dplyr::bind_rows(data_A1, data_B1,data_A2, data_B2) fit_multi(time_col = "time", intensity_col = "random_y", data = data, strata_col = c("fun","cultivar"), starting_par = list(y0 = 0.01, r = 0.03), maxiter = 1024, nlin = FALSE, estimate_K = FALSE)#> $Parameters #> fun cultivar best_model model r r_se r_ci_lwr #> 1 A BR1 1 Gompertz 0.29808279 0.009443015 0.27867239 #> 2 A BR1 2 Monomolecular 0.25898305 0.010208285 0.23799962 #> 3 A BR1 3 Logistic 0.36784872 0.017501377 0.33187413 #> 4 A BR1 4 Exponential 0.10886568 0.019616106 0.06854419 #> 5 B BR1 1 Gompertz 0.19808503 0.008164125 0.18130343 #> 6 B BR1 2 Monomolecular 0.15418807 0.008001841 0.13774005 #> 7 B BR1 3 Logistic 0.27499434 0.015501019 0.24313154 #> 8 B BR1 4 Exponential 0.12080627 0.016495660 0.08689896 #> 9 A BR2 1 Gompertz 0.09684563 0.006070602 0.08436733 #> 10 A BR2 2 Logistic 0.18264336 0.012656741 0.15662706 #> 11 A BR2 3 Monomolecular 0.05130200 0.004408226 0.04224076 #> 12 A BR2 4 Exponential 0.13134136 0.011842997 0.10699773 #> 13 B BR2 1 Gompertz 0.09684563 0.006070602 0.08436733 #> 14 B BR2 2 Logistic 0.18264336 0.012656741 0.15662706 #> 15 B BR2 3 Monomolecular 0.05130200 0.004408226 0.04224076 #> 16 B BR2 4 Exponential 0.13134136 0.011842997 0.10699773 #> r_ci_upr v0 v0_se r_squared RSE CCC y0 #> 1 0.31749318 -1.3853100 0.17023637 0.9745707 0.4996774 0.9871216 0.01838786 #> 2 0.27996648 -0.4993432 0.18403248 0.9611727 0.5401717 0.9802020 -0.64763876 #> 3 0.40382332 -2.9402875 0.31551056 0.9444169 0.9260858 0.9714140 0.05019756 #> 4 0.14918716 -2.4409443 0.35363439 0.5422567 1.0379868 0.7031991 0.08707858 #> 5 0.21486663 -1.4159626 0.14718085 0.9577020 0.4320049 0.9783941 0.01623719 #> 6 0.17063609 -0.3728576 0.14425524 0.9345578 0.4234176 0.9661720 -0.45187757 #> 7 0.30685714 -3.1909969 0.27944859 0.9236914 0.8202368 0.9603322 0.03950593 #> 8 0.15471359 -2.8181393 0.29737974 0.6735060 0.8728683 0.8049042 0.05971695 #> 9 0.10932393 -1.4598600 0.10943933 0.9073101 0.3212260 0.9514028 0.01349607 #> 10 0.20865966 -3.7292757 0.22817264 0.8890027 0.6697318 0.9412403 0.02344725 #> 11 0.06036324 -0.1486216 0.07947043 0.8389476 0.2332614 0.9124214 -0.16023391 #> 12 0.15568499 -3.5806541 0.21350266 0.8254950 0.6266725 0.9044067 0.02785747 #> 13 0.10932393 -1.4598600 0.10943933 0.9073101 0.3212260 0.9514028 0.01349607 #> 14 0.20865966 -3.7292757 0.22817264 0.8890027 0.6697318 0.9412403 0.02344725 #> 15 0.06036324 -0.1486216 0.07947043 0.8389476 0.2332614 0.9124214 -0.16023391 #> 16 0.15568499 -3.5806541 0.21350266 0.8254950 0.6266725 0.9044067 0.02785747 #> y0_ci_lwr y0_ci_upr #> 1 0.003446951 0.05983360 #> 2 -1.405186351 -0.12869154 #> 3 0.026887747 0.09180884 #> 4 0.042093993 0.18013685 #> 5 0.003787148 0.04760688 #> 6 -0.953023103 -0.07932593 #> 7 0.022633917 0.06807882 #> 8 0.032405985 0.11004493 #> 9 0.004555328 0.03212729 #> 10 0.014798924 0.03695995 #> 11 -0.366121131 0.01462418 #> 12 0.017961673 0.04320526 #> 13 0.004555328 0.03212729 #> 14 0.014798924 0.03695995 #> 15 -0.366121131 0.01462418 #> 16 0.017961673 0.04320526 #> #> $Data #> fun cultivar time y model linearized predicted #> 1 A BR1 0 0.01000000 Exponential -4.6051701860 0.08707858 #> 2 A BR1 0 0.01000000 Monomolecular 0.0100503359 -0.64763876 #> 3 A BR1 0 0.01000000 Logistic -4.5951198501 0.05019756 #> 4 A BR1 0 0.01000000 Gompertz -1.5271796258 0.01838786 #> 5 A BR1 5 0.37899741 Exponential -0.9702258977 0.15007562 #> 6 A BR1 5 0.37899741 Monomolecular 0.4764200324 0.54867701 #> 7 A BR1 5 0.37899741 Logistic -0.4938058653 0.24954435 #> 8 A BR1 5 0.37899741 Gompertz 0.0302263503 0.40647578 #> 9 A BR1 10 0.72705035 Exponential -0.3187595472 0.25864791 #> 10 A BR1 10 0.72705035 Monomolecular 1.2984679314 0.87637312 #> 11 A BR1 10 0.72705035 Logistic 0.9797083842 0.67660205 #> 12 A BR1 10 0.72705035 Gompertz 1.1433182309 0.81643868 #> 13 A BR1 15 0.98792327 Exponential -0.0121502482 0.44576687 #> 14 A BR1 15 0.98792327 Monomolecular 4.4164746553 0.96613599 #> 15 A BR1 15 0.98792327 Logistic 4.4043244071 0.92939569 #> 16 A BR1 15 0.98792327 Gompertz 4.4104056824 0.95534052 #> 17 A BR1 20 0.99049783 Exponential -0.0095475994 0.76825713 #> 18 A BR1 20 0.99049783 Monomolecular 4.6562355322 0.99072393 #> 19 A BR1 20 0.99049783 Logistic 4.6466879328 0.98806988 #> 20 A BR1 20 0.99049783 Gompertz 4.6514655307 0.98976035 #> 21 A BR1 25 0.99641493 Exponential -0.0035915106 1.32405313 #> 22 A BR1 25 0.99641493 Monomolecular 5.6309775912 0.99745909 #> 23 A BR1 25 0.99641493 Logistic 5.6273860805 0.99808464 #> 24 A BR1 25 0.99641493 Gompertz 5.6291823733 0.99768401 #> 25 A BR1 30 0.99956995 Exponential -0.0004301469 2.28194003 #> 26 A BR1 30 0.99956995 Monomolecular 7.7515989041 0.99930399 #> 27 A BR1 30 0.99956995 Logistic 7.7511687572 0.99969509 #> 28 A BR1 30 0.99956995 Gompertz 7.7513838384 0.99947779 #> 29 A BR1 0 0.01365471 Exponential -4.2936709604 0.08707858 #> 30 A BR1 0 0.01365471 Monomolecular 0.0137487902 -0.64763876 #> 31 A BR1 0 0.01365471 Logistic -4.2799221701 0.05019756 #> 32 A BR1 0 0.01365471 Gompertz -1.4571420688 0.01838786 #> 33 A BR1 5 0.42405535 Exponential -0.8578912912 0.15007562 #> 34 A BR1 5 0.42405535 Monomolecular 0.5517437157 0.54867701 #> 35 A BR1 5 0.42405535 Logistic -0.3061475755 0.24954435 #> 36 A BR1 5 0.42405535 Gompertz 0.1532778878 0.40647578 #> 37 A BR1 10 0.77024027 Exponential -0.2610527704 0.25864791 #> 38 A BR1 10 0.77024027 Monomolecular 1.4707211797 0.87637312 #> 39 A BR1 10 0.77024027 Logistic 1.2096684092 0.67660205 #> 40 A BR1 10 0.77024027 Gompertz 1.3430327065 0.81643868 #> 41 A BR1 15 0.98594486 Exponential -0.0141548468 0.44576687 #> 42 A BR1 15 0.98594486 Monomolecular 4.2647672585 0.96613599 #> 43 A BR1 15 0.98594486 Logistic 4.2506124117 0.92939569 #> 44 A BR1 15 0.98594486 Gompertz 4.2576981834 0.95534052 #> 45 A BR1 20 0.99083638 Exponential -0.0092058609 0.76825713 #> 46 A BR1 20 0.99083638 Monomolecular 4.6925143412 0.99072393 #> 47 A BR1 20 0.99083638 Logistic 4.6833084803 0.98806988 #> 48 A BR1 20 0.99083638 Gompertz 4.6879149419 0.98976035 #> 49 A BR1 25 0.99666771 Exponential -0.0033378541 1.32405313 #> 50 A BR1 25 0.99666771 Monomolecular 5.7040956408 0.99745909 #> 51 A BR1 25 0.99666771 Logistic 5.7007577867 0.99808464 #> 52 A BR1 25 0.99666771 Gompertz 5.7024271780 0.99768401 #> 53 A BR1 30 0.99880225 Exponential -0.0011984645 2.28194003 #> 54 A BR1 30 0.99880225 Monomolecular 6.7273133223 0.99930399 #> 55 A BR1 30 0.99880225 Logistic 6.7261148578 0.99969509 #> 56 A BR1 30 0.99880225 Gompertz 6.7267141499 0.99947779 #> 57 A BR1 0 0.01556841 Exponential -4.1625115434 0.08707858 #> 58 A BR1 0 0.01556841 Monomolecular 0.0156908684 -0.64763876 #> 59 A BR1 0 0.01556841 Logistic -4.1468206750 0.05019756 #> 60 A BR1 0 0.01556841 Gompertz -1.4261186285 0.01838786 #> 61 A BR1 5 0.35273318 Exponential -1.0420433714 0.15007562 #> 62 A BR1 5 0.35273318 Monomolecular 0.4349966741 0.54867701 #> 63 A BR1 5 0.35273318 Logistic -0.6070466973 0.24954435 #> 64 A BR1 5 0.35273318 Gompertz -0.0411835657 0.40647578 #> 65 A BR1 10 0.79379647 Exponential -0.2309281825 0.25864791 #> 66 A BR1 10 0.79379647 Monomolecular 1.5788916004 0.87637312 #> 67 A BR1 10 0.79379647 Logistic 1.3479634179 0.67660205 #> 68 A BR1 10 0.79379647 Gompertz 1.4656485153 0.81643868 #> 69 A BR1 15 0.97248821 Exponential -0.0278973294 0.44576687 #> 70 A BR1 15 0.97248821 Monomolecular 3.5931405541 0.96613599 #> 71 A BR1 15 0.97248821 Logistic 3.5652432248 0.92939569 #> 72 A BR1 15 0.97248821 Gompertz 3.5792243168 0.95534052 #> 73 A BR1 20 0.99325689 Exponential -0.0067659441 0.76825713 #> 74 A BR1 20 0.99325689 Monomolecular 4.9992345290 0.99072393 #> 75 A BR1 20 0.99325689 Logistic 4.9924685848 0.98806988 #> 76 A BR1 20 0.99325689 Gompertz 4.9958534643 0.98976035 #> 77 A BR1 25 0.99820948 Exponential -0.0017921284 1.32405313 #> 78 A BR1 25 0.99820948 Monomolecular 6.3252472723 0.99745909 #> 79 A BR1 25 0.99820948 Logistic 6.3234551439 0.99808464 #> 80 A BR1 25 0.99820948 Gompertz 6.3243513419 0.99768401 #> 81 A BR1 30 0.99969255 Exponential -0.0003074960 2.28194003 #> 82 A BR1 30 0.99969255 Monomolecular 8.0872022495 0.99930399 #> 83 A BR1 30 0.99969255 Logistic 8.0868947535 0.99969509 #> 84 A BR1 30 0.99969255 Gompertz 8.0870485054 0.99947779 #> 85 A BR1 0 0.01387157 Exponential -4.2779135191 0.08707858 #> 86 A BR1 0 0.01387157 Monomolecular 0.0139686841 -0.64763876 #> 87 A BR1 0 0.01387157 Logistic -4.2639448350 0.05019756 #> 88 A BR1 0 0.01387157 Gompertz -1.4534653952 0.01838786 #> 89 A BR1 5 0.36646396 Exponential -1.0038551052 0.15007562 #> 90 A BR1 5 0.36646396 Monomolecular 0.4564383864 0.54867701 #> 91 A BR1 5 0.36646396 Logistic -0.5474167188 0.24954435 #> 92 A BR1 5 0.36646396 Gompertz -0.0038476934 0.40647578 #> 93 A BR1 10 0.63307556 Exponential -0.4571654888 0.25864791 #> 94 A BR1 10 0.63307556 Monomolecular 1.0025993499 0.87637312 #> 95 A BR1 10 0.63307556 Logistic 0.5454338611 0.67660205 #> 96 A BR1 10 0.63307556 Gompertz 0.7827098337 0.81643868 #> 97 A BR1 15 0.96481124 Exponential -0.0358228062 0.44576687 #> 98 A BR1 15 0.96481124 Monomolecular 3.3470284789 0.96613599 #> 99 A BR1 15 0.96481124 Logistic 3.3112056728 0.92939569 #> 100 A BR1 15 0.96481124 Gompertz 3.3291705450 0.95534052 #> 101 A BR1 20 0.98833398 Exponential -0.0117345973 0.76825713 #> 102 A BR1 20 0.98833398 Monomolecular 4.4510753304 0.99072393 #> 103 A BR1 20 0.98833398 Logistic 4.4393407331 0.98806988 #> 104 A BR1 20 0.98833398 Gompertz 4.4452137693 0.98976035 #> 105 A BR1 25 0.99725826 Exponential -0.0027455006 1.32405313 #> 106 A BR1 25 0.99725826 Monomolecular 5.8991642912 0.99745909 #> 107 A BR1 25 0.99725826 Logistic 5.8964187906 0.99808464 #> 108 A BR1 25 0.99725826 Gompertz 5.8977918550 0.99768401 #> 109 A BR1 30 0.99901361 Exponential -0.0009868731 2.28194003 #> 110 A BR1 30 0.99901361 Monomolecular 6.9214624704 0.99930399 #> 111 A BR1 30 0.99901361 Logistic 6.9204755973 0.99969509 #> 112 A BR1 30 0.99901361 Gompertz 6.9209690744 0.99947779 #> 113 B BR1 0 0.01000000 Exponential -4.6051701860 0.05971695 #> 114 B BR1 0 0.01000000 Monomolecular 0.0100503359 -0.45187757 #> 115 B BR1 0 0.01000000 Logistic -4.5951198501 0.03950593 #> 116 B BR1 0 0.01000000 Gompertz -1.5271796258 0.01623719 #> 117 B BR1 5 0.19753751 Exponential -1.6218267983 0.10925093 #> 118 B BR1 5 0.19753751 Monomolecular 0.2200701641 0.32839355 #> 119 B BR1 5 0.19753751 Logistic -1.4017566342 0.13991150 #> 120 B BR1 5 0.19753751 Gompertz -0.4835531672 0.21644632 #> 121 B BR1 10 0.43231262 Exponential -0.8386063008 0.19987230 #> 122 B BR1 10 0.43231262 Monomolecular 0.5661843947 0.68932971 #> 123 B BR1 10 0.43231262 Logistic -0.2724219061 0.39148996 #> 124 B BR1 10 0.43231262 Gompertz 0.1760139308 0.56641743 #> 125 B BR1 15 0.92505595 Exponential -0.0779010573 0.36566223 #> 126 B BR1 15 0.92505595 Monomolecular 2.5910134382 0.85629079 #> 127 B BR1 15 0.92505595 Logistic 2.5131123809 0.71786952 #> 128 B BR1 15 0.92505595 Gompertz 2.5523157541 0.80967421 #> 129 B BR1 20 0.93136076 Exponential -0.0711085783 0.66897146 #> 130 B BR1 20 0.93136076 Monomolecular 2.6788909111 0.93352330 #> 131 B BR1 20 0.93136076 Logistic 2.6077823327 0.90961062 #> 132 B BR1 20 0.93136076 Gompertz 2.6435472976 0.92458050 #> 133 B BR1 25 0.95729415 Exponential -0.0436445691 1.22386941 #> 134 B BR1 25 0.95729415 Monomolecular 3.1534193416 0.96924935 #> 135 B BR1 25 0.95729415 Logistic 3.1097747725 0.97549007 #> 136 B BR1 25 0.95729415 Gompertz 3.1316764245 0.97129518 #> 137 B BR1 30 0.99138346 Exponential -0.0086538738 2.23904370 #> 138 B BR1 30 0.99138346 Monomolecular 4.7540720391 0.98577543 #> 139 B BR1 30 0.99138346 Logistic 4.7454181653 0.99368714 #> 140 B BR1 30 0.99138346 Gompertz 4.7497482226 0.98924078 #> 141 B BR1 0 0.01365471 Exponential -4.2936709604 0.05971695 #> 142 B BR1 0 0.01365471 Monomolecular 0.0137487902 -0.45187757 #> 143 B BR1 0 0.01365471 Logistic -4.2799221701 0.03950593 #> 144 B BR1 0 0.01365471 Gompertz -1.4571420688 0.01623719 #> 145 B BR1 5 0.22694693 Exponential -1.4830390974 0.10925093 #> 146 B BR1 5 0.22694693 Monomolecular 0.2574075723 0.32839355 #> 147 B BR1 5 0.22694693 Logistic -1.2256315251 0.13991150 #> 148 B BR1 5 0.22694693 Gompertz -0.3940934265 0.21644632 #> 149 B BR1 10 0.49824487 Exponential -0.6966636086 0.19987230 #> 150 B BR1 10 0.49824487 Monomolecular 0.6896430745 0.68932971 #> 151 B BR1 10 0.49824487 Logistic -0.0070205341 0.39148996 #> 152 B BR1 10 0.49824487 Gompertz 0.3614526123 0.56641743 #> 153 B BR1 15 0.91825459 Exponential -0.0852805962 0.36566223 #> 154 B BR1 15 0.91825459 Monomolecular 2.5041456113 0.85629079 #> 155 B BR1 15 0.91825459 Logistic 2.4188650151 0.71786952 #> 156 B BR1 15 0.91825459 Gompertz 2.4618083274 0.80967421 #> 157 B BR1 20 0.93360358 Exponential -0.0687033615 0.66897146 #> 158 B BR1 20 0.93360358 Monomolecular 2.7121121663 0.93352330 #> 159 B BR1 20 0.93360358 Logistic 2.6434088048 0.90961062 #> 160 B BR1 20 0.93360358 Gompertz 2.6779571508 0.92458050 #> 161 B BR1 25 0.96024479 Exponential -0.0405670337 1.22386941 #> 162 B BR1 25 0.96024479 Monomolecular 3.2250144665 0.96924935 #> 163 B BR1 25 0.96024479 Logistic 3.1844474328 0.97549007 #> 164 B BR1 25 0.96024479 Gompertz 3.2047995189 0.97129518 #> 165 B BR1 30 0.97622067 Exponential -0.0240666172 2.23904370 #> 166 B BR1 30 0.97622067 Monomolecular 3.7389387521 0.98577543 #> 167 B BR1 30 0.97622067 Logistic 3.7148721349 0.99368714 #> 168 B BR1 30 0.97622067 Gompertz 3.7269295768 0.98924078 #> 169 B BR1 0 0.01556841 Exponential -4.1625115434 0.05971695 #> 170 B BR1 0 0.01556841 Monomolecular 0.0156908684 -0.45187757 #> 171 B BR1 0 0.01556841 Logistic -4.1468206750 0.03950593 #> 172 B BR1 0 0.01556841 Gompertz -1.4261186285 0.01623719 #> 173 B BR1 5 0.18039478 Exponential -1.7126075912 0.10925093 #> 174 B BR1 5 0.18039478 Monomolecular 0.1989324973 0.32839355 #> 175 B BR1 5 0.18039478 Logistic -1.5136750940 0.13991150 #> 176 B BR1 5 0.18039478 Gompertz -0.5380171162 0.21644632 #> 177 B BR1 10 0.53420496 Exponential -0.6269756916 0.19987230 #> 178 B BR1 10 0.53420496 Monomolecular 0.7640095721 0.68932971 #> 179 B BR1 10 0.53420496 Logistic 0.1370338805 0.39148996 #> 180 B BR1 10 0.53420496 Gompertz 0.4668475085 0.56641743 #> 181 B BR1 15 0.87199333 Exponential -0.1369735034 0.36566223 #> 182 B BR1 15 0.87199333 Monomolecular 2.0556729121 0.85629079 #> 183 B BR1 15 0.87199333 Logistic 1.9186994086 0.71786952 #> 184 B BR1 15 0.87199333 Gompertz 1.9879677773 0.80967421 #> 185 B BR1 20 0.94963898 Exponential -0.0516733836 0.66897146 #> 186 B BR1 20 0.94963898 Monomolecular 2.9885378925 0.93352330 #> 187 B BR1 20 0.94963898 Logistic 2.9368645089 0.90961062 #> 188 B BR1 20 0.94963898 Gompertz 2.9628124540 0.92458050 #> 189 B BR1 25 0.97824154 Exponential -0.0219986681 1.22386941 #> 190 B BR1 25 0.97824154 Monomolecular 3.8277525396 0.96924935 #> 191 B BR1 25 0.97824154 Logistic 3.8057538715 0.97549007 #> 192 B BR1 25 0.97824154 Gompertz 3.8167733697 0.97129518 #> 193 B BR1 30 0.99380506 Exponential -0.0062142048 2.23904370 #> 194 B BR1 30 0.99380506 Monomolecular 5.0840229990 0.98577543 #> 195 B BR1 30 0.99380506 Logistic 5.0778087942 0.99368714 #> 196 B BR1 30 0.99380506 Gompertz 5.0809175056 0.98924078 #> 197 B BR1 0 0.01387157 Exponential -4.2779135191 0.05971695 #> 198 B BR1 0 0.01387157 Monomolecular 0.0139686841 -0.45187757 #> 199 B BR1 0 0.01387157 Logistic -4.2639448350 0.03950593 #> 200 B BR1 0 0.01387157 Gompertz -1.4534653952 0.01623719 #> 201 B BR1 5 0.18935689 Exponential -1.6641217243 0.10925093 #> 202 B BR1 5 0.18935689 Monomolecular 0.2099273865 0.32839355 #> 203 B BR1 5 0.18935689 Logistic -1.4541943378 0.13991150 #> 204 B BR1 5 0.18935689 Gompertz -0.5092974914 0.21644632 #> 205 B BR1 10 0.28885393 Exponential -1.2418341453 0.19987230 #> 206 B BR1 10 0.28885393 Monomolecular 0.3408774296 0.68932971 #> 207 B BR1 10 0.28885393 Logistic -0.9009567157 0.39148996 #> 208 B BR1 10 0.28885393 Gompertz -0.2165894362 0.56641743 #> 209 B BR1 15 0.84560146 Exponential -0.1677071221 0.36566223 #> 210 B BR1 15 0.84560146 Monomolecular 1.8682180742 0.85629079 #> 211 B BR1 15 0.84560146 Logistic 1.7005109521 0.71786952 #> 212 B BR1 15 0.84560146 Gompertz 1.7855361419 0.80967421 #> 213 B BR1 20 0.91702568 Exponential -0.0866197990 0.66897146 #> 214 B BR1 20 0.91702568 Monomolecular 2.4892241578 0.93352330 #> 215 B BR1 20 0.91702568 Logistic 2.4026043587 0.90961062 #> 216 B BR1 20 0.91702568 Gompertz 2.4462268633 0.92458050 #> 217 B BR1 25 0.96713822 Exponential -0.0334138528 1.22386941 #> 218 B BR1 25 0.96713822 Monomolecular 3.4154451169 0.96924935 #> 219 B BR1 25 0.96713822 Logistic 3.3820312641 0.97549007 #> 220 B BR1 25 0.96713822 Gompertz 3.3987847103 0.97129518 #> 221 B BR1 30 0.98039528 Exponential -0.0197994430 2.23904370 #> 222 B BR1 30 0.98039528 Monomolecular 3.9319848586 0.98577543 #> 223 B BR1 30 0.98039528 Logistic 3.9121854156 0.99368714 #> 224 B BR1 30 0.98039528 Gompertz 3.9221014711 0.98924078 #> 225 A BR2 0 0.01000000 Exponential -4.6051701860 0.02785747 #> 226 A BR2 0 0.01000000 Monomolecular 0.0100503359 -0.16023391 #> 227 A BR2 0 0.01000000 Logistic -4.5951198501 0.02344725 #> 228 A BR2 0 0.01000000 Gompertz -1.5271796258 0.01349607 #> 229 A BR2 5 0.06650718 Exponential -2.7104454417 0.05372122 #> 230 A BR2 5 0.06650718 Monomolecular 0.0688220022 0.10227218 #> 231 A BR2 5 0.06650718 Logistic -2.6416234395 0.05646253 #> 232 A BR2 5 0.06650718 Gompertz -0.9971129910 0.07045064 #> 233 A BR2 10 0.12108868 Exponential -2.1112320932 0.10359767 #> 234 A BR2 10 0.12108868 Monomolecular 0.1290712760 0.30538555 #> 235 A BR2 10 0.12108868 Logistic -1.9821608172 0.12978714 #> 236 A BR2 10 0.12108868 Gompertz -0.7472717075 0.19502858 #> 237 A BR2 15 0.54118615 Exponential -0.6139919688 0.19978098 #> 238 A BR2 15 0.54118615 Monomolecular 0.7791107132 0.46254397 #> 239 A BR2 15 0.54118615 Logistic 0.1651187445 0.27098609 #> 240 A BR2 15 0.54118615 Gompertz 0.4877734311 0.36523971 #> 241 A BR2 20 0.57718069 Exponential -0.5495999042 0.38526387 #> 242 A BR2 20 0.57718069 Monomolecular 0.8608103584 0.58414486 #> 243 A BR2 20 0.57718069 Logistic 0.3112104542 0.48090716 #> 244 A BR2 20 0.57718069 Gompertz 0.5985647123 0.53761644 #> 245 A BR2 25 0.59673942 Exponential -0.5162747507 0.74295485 #> 246 A BR2 25 0.59673942 Monomolecular 0.9081723145 0.67823322 #> 247 A BR2 25 0.59673942 Logistic 0.3918975638 0.69779258 #> 248 A BR2 25 0.59673942 Gompertz 0.6611161926 0.68222018 #> 249 A BR2 30 0.83481780 Exponential -0.1805417809 1.43273731 #> 250 A BR2 30 0.83481780 Monomolecular 1.8007061749 0.75103383 #> 251 A BR2 30 0.83481780 Logistic 1.6201643940 0.85195597 #> 252 A BR2 30 0.83481780 Gompertz 1.7117930547 0.79007599 #> 253 A BR2 0 0.01365471 Exponential -4.2936709604 0.02785747 #> 254 A BR2 0 0.01365471 Monomolecular 0.0137487902 -0.16023391 #> 255 A BR2 0 0.01365471 Logistic -4.2799221701 0.02344725 #> 256 A BR2 0 0.01365471 Gompertz -1.4571420688 0.01349607 #> 257 A BR2 5 0.07777727 Exponential -2.5539061009 0.05372122 #> 258 A BR2 5 0.07777727 Monomolecular 0.0809685076 0.10227218 #> 259 A BR2 5 0.07777727 Logistic -2.4729375933 0.05646253 #> 260 A BR2 5 0.07777727 Gompertz -0.9376239914 0.07045064 #> 261 A BR2 10 0.16085410 Exponential -1.8272575403 0.10359767 #> 262 A BR2 10 0.16085410 Monomolecular 0.1753706893 0.30538555 #> 263 A BR2 10 0.16085410 Logistic -1.6518868510 0.12978714 #> 264 A BR2 10 0.16085410 Gompertz -0.6028162309 0.19502858 #> 265 A BR2 15 0.53159190 Exponential -0.6318791910 0.19978098 #> 266 A BR2 15 0.53159190 Monomolecular 0.7584153525 0.46254397 #> 267 A BR2 15 0.53159190 Logistic 0.1265361615 0.27098609 #> 268 A BR2 15 0.53159190 Gompertz 0.4590570565 0.36523971 #> 269 A BR2 20 0.58468307 Exponential -0.5366853326 0.38526387 #> 270 A BR2 20 0.58468307 Monomolecular 0.8787133728 0.58414486 #> 271 A BR2 20 0.58468307 Logistic 0.3420280401 0.48090716 #> 272 A BR2 20 0.58468307 Gompertz 0.6223433290 0.53761644 #> 273 A BR2 25 0.61822535 Exponential -0.4809022366 0.74295485 #> 274 A BR2 25 0.61822535 Monomolecular 0.9629247779 0.67823322 #> 275 A BR2 25 0.61822535 Logistic 0.4820225413 0.69779258 #> 276 A BR2 25 0.61822535 Gompertz 0.7320912799 0.68222018 #> 277 A BR2 30 0.61471972 Exponential -0.4865888494 1.43273731 #> 278 A BR2 30 0.61471972 Monomolecular 0.9537842184 0.75103383 #> 279 A BR2 30 0.61471972 Logistic 0.4671953690 0.85195597 #> 280 A BR2 30 0.61471972 Gompertz 0.7203357643 0.79007599 #> 281 A BR2 0 0.01556841 Exponential -4.1625115434 0.02785747 #> 282 A BR2 0 0.01556841 Monomolecular 0.0156908684 -0.16023391 #> 283 A BR2 0 0.01556841 Logistic -4.1468206750 0.02344725 #> 284 A BR2 0 0.01556841 Gompertz -1.4261186285 0.01349607 #> 285 A BR2 5 0.05993785 Exponential -2.8144471154 0.05372122 #> 286 A BR2 5 0.05993785 Monomolecular 0.0618092871 0.10227218 #> 287 A BR2 5 0.05993785 Logistic -2.7526378283 0.05646253 #> 288 A BR2 5 0.05993785 Gompertz -1.0347658357 0.07045064 #> 289 A BR2 10 0.18254254 Exponential -1.7007720328 0.10359767 #> 290 A BR2 10 0.18254254 Monomolecular 0.2015564153 0.30538555 #> 291 A BR2 10 0.18254254 Logistic -1.4992156175 0.12978714 #> 292 A BR2 10 0.18254254 Gompertz -0.5310822849 0.19502858 #> 293 A BR2 15 0.46633403 Exponential -0.7628530984 0.19978098 #> 294 A BR2 15 0.46633403 Monomolecular 0.6279851607 0.46254397 #> 295 A BR2 15 0.46633403 Logistic -0.1348679377 0.27098609 #> 296 A BR2 15 0.46633403 Gompertz 0.2706897979 0.36523971 #> 297 A BR2 20 0.63832254 Exponential -0.4489115703 0.38526387 #> 298 A BR2 20 0.63832254 Monomolecular 1.0170024668 0.58414486 #> 299 A BR2 20 0.63832254 Logistic 0.5680908965 0.48090716 #> 300 A BR2 20 0.63832254 Gompertz 0.8009293588 0.53761644 #> 301 A BR2 25 0.74927365 Exponential -0.2886510037 0.74295485 #> 302 A BR2 25 0.74927365 Monomolecular 1.3833931877 0.67823322 #> 303 A BR2 25 0.74927365 Logistic 1.0947421840 0.69779258 #> 304 A BR2 25 0.74927365 Gompertz 1.2425369203 0.68222018 #> 305 A BR2 30 0.86996896 Exponential -0.1392977504 1.43273731 #> 306 A BR2 30 0.86996896 Monomolecular 2.0399820590 0.75103383 #> 307 A BR2 30 0.86996896 Logistic 1.9006843086 0.85195597 #> 308 A BR2 30 0.86996896 Gompertz 1.9711415474 0.79007599 #> 309 A BR2 0 0.01387157 Exponential -4.2779135191 0.02785747 #> 310 A BR2 0 0.01387157 Monomolecular 0.0139686841 -0.16023391 #> 311 A BR2 0 0.01387157 Logistic -4.2639448350 0.02344725 #> 312 A BR2 0 0.01387157 Gompertz -1.4534653952 0.01349607 #> 313 A BR2 5 0.06337225 Exponential -2.7587291905 0.05372122 #> 314 A BR2 5 0.06337225 Monomolecular 0.0654693556 0.10227218 #> 315 A BR2 5 0.06337225 Logistic -2.6932598349 0.05646253 #> 316 A BR2 5 0.06337225 Gompertz -1.0147701355 0.07045064 #> 317 A BR2 10 0.03456511 Exponential -3.3649105781 0.10359767 #> 318 A BR2 10 0.03456511 Monomolecular 0.0351766127 0.30538555 #> 319 A BR2 10 0.03456511 Logistic -3.3297339654 0.12978714 #> 320 A BR2 10 0.03456511 Gompertz -1.2134013886 0.19502858 #> 321 A BR2 15 0.42910466 Exponential -0.8460544234 0.19978098 #> 322 A BR2 15 0.42910466 Monomolecular 0.5605493814 0.46254397 #> 323 A BR2 15 0.42910466 Logistic -0.2855050420 0.27098609 #> 324 A BR2 15 0.42910466 Gompertz 0.1671715912 0.36523971 #> 325 A BR2 20 0.52922892 Exponential -0.6363342010 0.38526387 #> 326 A BR2 20 0.52922892 Monomolecular 0.7533833314 0.58414486 #> 327 A BR2 20 0.52922892 Logistic 0.1170491304 0.48090716 #> 328 A BR2 20 0.52922892 Gompertz 0.4520313804 0.53761644 #> 329 A BR2 25 0.66842178 Exponential -0.4028358910 0.74295485 #> 330 A BR2 25 0.66842178 Monomolecular 1.1038915526 0.67823322 #> 331 A BR2 25 0.66842178 Logistic 0.7010556617 0.69779258 #> 332 A BR2 25 0.66842178 Gompertz 0.9092260184 0.68222018 #> 333 A BR2 30 0.67531691 Exponential -0.3925732002 1.43273731 #> 334 A BR2 30 0.67531691 Monomolecular 1.1249056839 0.75103383 #> 335 A BR2 30 0.67531691 Logistic 0.7323324837 0.85195597 #> 336 A BR2 30 0.67531691 Gompertz 0.9350322619 0.79007599 #> 337 B BR2 0 0.01000000 Exponential -4.6051701860 0.02785747 #> 338 B BR2 0 0.01000000 Monomolecular 0.0100503359 -0.16023391 #> 339 B BR2 0 0.01000000 Logistic -4.5951198501 0.02344725 #> 340 B BR2 0 0.01000000 Gompertz -1.5271796258 0.01349607 #> 341 B BR2 5 0.06650718 Exponential -2.7104454417 0.05372122 #> 342 B BR2 5 0.06650718 Monomolecular 0.0688220022 0.10227218 #> 343 B BR2 5 0.06650718 Logistic -2.6416234395 0.05646253 #> 344 B BR2 5 0.06650718 Gompertz -0.9971129910 0.07045064 #> 345 B BR2 10 0.12108868 Exponential -2.1112320932 0.10359767 #> 346 B BR2 10 0.12108868 Monomolecular 0.1290712760 0.30538555 #> 347 B BR2 10 0.12108868 Logistic -1.9821608172 0.12978714 #> 348 B BR2 10 0.12108868 Gompertz -0.7472717075 0.19502858 #> 349 B BR2 15 0.54118615 Exponential -0.6139919688 0.19978098 #> 350 B BR2 15 0.54118615 Monomolecular 0.7791107132 0.46254397 #> 351 B BR2 15 0.54118615 Logistic 0.1651187445 0.27098609 #> 352 B BR2 15 0.54118615 Gompertz 0.4877734311 0.36523971 #> 353 B BR2 20 0.57718069 Exponential -0.5495999042 0.38526387 #> 354 B BR2 20 0.57718069 Monomolecular 0.8608103584 0.58414486 #> 355 B BR2 20 0.57718069 Logistic 0.3112104542 0.48090716 #> 356 B BR2 20 0.57718069 Gompertz 0.5985647123 0.53761644 #> 357 B BR2 25 0.59673942 Exponential -0.5162747507 0.74295485 #> 358 B BR2 25 0.59673942 Monomolecular 0.9081723145 0.67823322 #> 359 B BR2 25 0.59673942 Logistic 0.3918975638 0.69779258 #> 360 B BR2 25 0.59673942 Gompertz 0.6611161926 0.68222018 #> 361 B BR2 30 0.83481780 Exponential -0.1805417809 1.43273731 #> 362 B BR2 30 0.83481780 Monomolecular 1.8007061749 0.75103383 #> 363 B BR2 30 0.83481780 Logistic 1.6201643940 0.85195597 #> 364 B BR2 30 0.83481780 Gompertz 1.7117930547 0.79007599 #> 365 B BR2 0 0.01365471 Exponential -4.2936709604 0.02785747 #> 366 B BR2 0 0.01365471 Monomolecular 0.0137487902 -0.16023391 #> 367 B BR2 0 0.01365471 Logistic -4.2799221701 0.02344725 #> 368 B BR2 0 0.01365471 Gompertz -1.4571420688 0.01349607 #> 369 B BR2 5 0.07777727 Exponential -2.5539061009 0.05372122 #> 370 B BR2 5 0.07777727 Monomolecular 0.0809685076 0.10227218 #> 371 B BR2 5 0.07777727 Logistic -2.4729375933 0.05646253 #> 372 B BR2 5 0.07777727 Gompertz -0.9376239914 0.07045064 #> 373 B BR2 10 0.16085410 Exponential -1.8272575403 0.10359767 #> 374 B BR2 10 0.16085410 Monomolecular 0.1753706893 0.30538555 #> 375 B BR2 10 0.16085410 Logistic -1.6518868510 0.12978714 #> 376 B BR2 10 0.16085410 Gompertz -0.6028162309 0.19502858 #> 377 B BR2 15 0.53159190 Exponential -0.6318791910 0.19978098 #> 378 B BR2 15 0.53159190 Monomolecular 0.7584153525 0.46254397 #> 379 B BR2 15 0.53159190 Logistic 0.1265361615 0.27098609 #> 380 B BR2 15 0.53159190 Gompertz 0.4590570565 0.36523971 #> 381 B BR2 20 0.58468307 Exponential -0.5366853326 0.38526387 #> 382 B BR2 20 0.58468307 Monomolecular 0.8787133728 0.58414486 #> 383 B BR2 20 0.58468307 Logistic 0.3420280401 0.48090716 #> 384 B BR2 20 0.58468307 Gompertz 0.6223433290 0.53761644 #> 385 B BR2 25 0.61822535 Exponential -0.4809022366 0.74295485 #> 386 B BR2 25 0.61822535 Monomolecular 0.9629247779 0.67823322 #> 387 B BR2 25 0.61822535 Logistic 0.4820225413 0.69779258 #> 388 B BR2 25 0.61822535 Gompertz 0.7320912799 0.68222018 #> 389 B BR2 30 0.61471972 Exponential -0.4865888494 1.43273731 #> 390 B BR2 30 0.61471972 Monomolecular 0.9537842184 0.75103383 #> 391 B BR2 30 0.61471972 Logistic 0.4671953690 0.85195597 #> 392 B BR2 30 0.61471972 Gompertz 0.7203357643 0.79007599 #> 393 B BR2 0 0.01556841 Exponential -4.1625115434 0.02785747 #> 394 B BR2 0 0.01556841 Monomolecular 0.0156908684 -0.16023391 #> 395 B BR2 0 0.01556841 Logistic -4.1468206750 0.02344725 #> 396 B BR2 0 0.01556841 Gompertz -1.4261186285 0.01349607 #> 397 B BR2 5 0.05993785 Exponential -2.8144471154 0.05372122 #> 398 B BR2 5 0.05993785 Monomolecular 0.0618092871 0.10227218 #> 399 B BR2 5 0.05993785 Logistic -2.7526378283 0.05646253 #> 400 B BR2 5 0.05993785 Gompertz -1.0347658357 0.07045064 #> 401 B BR2 10 0.18254254 Exponential -1.7007720328 0.10359767 #> 402 B BR2 10 0.18254254 Monomolecular 0.2015564153 0.30538555 #> 403 B BR2 10 0.18254254 Logistic -1.4992156175 0.12978714 #> 404 B BR2 10 0.18254254 Gompertz -0.5310822849 0.19502858 #> 405 B BR2 15 0.46633403 Exponential -0.7628530984 0.19978098 #> 406 B BR2 15 0.46633403 Monomolecular 0.6279851607 0.46254397 #> 407 B BR2 15 0.46633403 Logistic -0.1348679377 0.27098609 #> 408 B BR2 15 0.46633403 Gompertz 0.2706897979 0.36523971 #> 409 B BR2 20 0.63832254 Exponential -0.4489115703 0.38526387 #> 410 B BR2 20 0.63832254 Monomolecular 1.0170024668 0.58414486 #> 411 B BR2 20 0.63832254 Logistic 0.5680908965 0.48090716 #> 412 B BR2 20 0.63832254 Gompertz 0.8009293588 0.53761644 #> 413 B BR2 25 0.74927365 Exponential -0.2886510037 0.74295485 #> 414 B BR2 25 0.74927365 Monomolecular 1.3833931877 0.67823322 #> 415 B BR2 25 0.74927365 Logistic 1.0947421840 0.69779258 #> 416 B BR2 25 0.74927365 Gompertz 1.2425369203 0.68222018 #> 417 B BR2 30 0.86996896 Exponential -0.1392977504 1.43273731 #> 418 B BR2 30 0.86996896 Monomolecular 2.0399820590 0.75103383 #> 419 B BR2 30 0.86996896 Logistic 1.9006843086 0.85195597 #> 420 B BR2 30 0.86996896 Gompertz 1.9711415474 0.79007599 #> 421 B BR2 0 0.01387157 Exponential -4.2779135191 0.02785747 #> 422 B BR2 0 0.01387157 Monomolecular 0.0139686841 -0.16023391 #> 423 B BR2 0 0.01387157 Logistic -4.2639448350 0.02344725 #> 424 B BR2 0 0.01387157 Gompertz -1.4534653952 0.01349607 #> 425 B BR2 5 0.06337225 Exponential -2.7587291905 0.05372122 #> 426 B BR2 5 0.06337225 Monomolecular 0.0654693556 0.10227218 #> 427 B BR2 5 0.06337225 Logistic -2.6932598349 0.05646253 #> 428 B BR2 5 0.06337225 Gompertz -1.0147701355 0.07045064 #> 429 B BR2 10 0.03456511 Exponential -3.3649105781 0.10359767 #> 430 B BR2 10 0.03456511 Monomolecular 0.0351766127 0.30538555 #> 431 B BR2 10 0.03456511 Logistic -3.3297339654 0.12978714 #> 432 B BR2 10 0.03456511 Gompertz -1.2134013886 0.19502858 #> 433 B BR2 15 0.42910466 Exponential -0.8460544234 0.19978098 #> 434 B BR2 15 0.42910466 Monomolecular 0.5605493814 0.46254397 #> 435 B BR2 15 0.42910466 Logistic -0.2855050420 0.27098609 #> 436 B BR2 15 0.42910466 Gompertz 0.1671715912 0.36523971 #> 437 B BR2 20 0.52922892 Exponential -0.6363342010 0.38526387 #> 438 B BR2 20 0.52922892 Monomolecular 0.7533833314 0.58414486 #> 439 B BR2 20 0.52922892 Logistic 0.1170491304 0.48090716 #> 440 B BR2 20 0.52922892 Gompertz 0.4520313804 0.53761644 #> 441 B BR2 25 0.66842178 Exponential -0.4028358910 0.74295485 #> 442 B BR2 25 0.66842178 Monomolecular 1.1038915526 0.67823322 #> 443 B BR2 25 0.66842178 Logistic 0.7010556617 0.69779258 #> 444 B BR2 25 0.66842178 Gompertz 0.9092260184 0.68222018 #> 445 B BR2 30 0.67531691 Exponential -0.3925732002 1.43273731 #> 446 B BR2 30 0.67531691 Monomolecular 1.1249056839 0.75103383 #> 447 B BR2 30 0.67531691 Logistic 0.7323324837 0.85195597 #> 448 B BR2 30 0.67531691 Gompertz 0.9350322619 0.79007599 #> residual #> 1 -7.707858e-02 #> 2 6.576388e-01 #> 3 -4.019756e-02 #> 4 -8.387862e-03 #> 5 2.289218e-01 #> 6 -1.696796e-01 #> 7 1.294531e-01 #> 8 -2.747836e-02 #> 9 4.684024e-01 #> 10 -1.493228e-01 #> 11 5.044830e-02 #> 12 -8.938833e-02 #> 13 5.421564e-01 #> 14 2.178728e-02 #> 15 5.852758e-02 #> 16 3.258275e-02 #> 17 2.222407e-01 #> 18 -2.260997e-04 #> 19 2.427956e-03 #> 20 7.374869e-04 #> 21 -3.276382e-01 #> 22 -1.044159e-03 #> 23 -1.669705e-03 #> 24 -1.269081e-03 #> 25 -1.282370e+00 #> 26 2.659545e-04 #> 27 -1.251399e-04 #> 28 9.215872e-05 #> 29 -7.342387e-02 #> 30 6.612935e-01 #> 31 -3.654285e-02 #> 32 -4.733155e-03 #> 33 2.739797e-01 #> 34 -1.246217e-01 #> 35 1.745110e-01 #> 36 1.757957e-02 #> 37 5.115924e-01 #> 38 -1.061328e-01 #> 39 9.363822e-02 #> 40 -4.619841e-02 #> 41 5.401780e-01 #> 42 1.980887e-02 #> 43 5.654918e-02 #> 44 3.060435e-02 #> 45 2.225793e-01 #> 46 1.124494e-04 #> 47 2.766506e-03 #> 48 1.076036e-03 #> 49 -3.273854e-01 #> 50 -7.913796e-04 #> 51 -1.416926e-03 #> 52 -1.016301e-03 #> 53 -1.283138e+00 #> 54 -5.017378e-04 #> 55 -8.928321e-04 #> 56 -6.755335e-04 #> 57 -7.151017e-02 #> 58 6.632072e-01 #> 59 -3.462915e-02 #> 60 -2.819454e-03 #> 61 2.026576e-01 #> 62 -1.959438e-01 #> 63 1.031888e-01 #> 64 -5.374259e-02 #> 65 5.351486e-01 #> 66 -8.257665e-02 #> 67 1.171944e-01 #> 68 -2.264221e-02 #> 69 5.267213e-01 #> 70 6.352217e-03 #> 71 4.309252e-02 #> 72 1.714769e-02 #> 73 2.249998e-01 #> 74 2.532959e-03 #> 75 5.187016e-03 #> 76 3.496546e-03 #> 77 -3.258437e-01 #> 78 7.503866e-04 #> 79 1.248402e-04 #> 80 5.254647e-04 #> 81 -1.282247e+00 #> 82 3.885601e-04 #> 83 -2.534217e-06 #> 84 2.147644e-04 #> 85 -7.320701e-02 #> 86 6.615103e-01 #> 87 -3.632599e-02 #> 88 -4.516287e-03 #> 89 2.163883e-01 #> 90 -1.822131e-01 #> 91 1.169196e-01 #> 92 -4.001182e-02 #> 93 3.744277e-01 #> 94 -2.432976e-01 #> 95 -4.352649e-02 #> 96 -1.833631e-01 #> 97 5.190444e-01 #> 98 -1.324754e-03 #> 99 3.541555e-02 #> 100 9.470721e-03 #> 101 2.200769e-01 #> 102 -2.389949e-03 #> 103 2.641069e-04 #> 104 -1.426363e-03 #> 105 -3.267949e-01 #> 106 -2.008251e-04 #> 107 -8.263715e-04 #> 108 -4.257470e-04 #> 109 -1.282926e+00 #> 110 -2.903775e-04 #> 111 -6.814718e-04 #> 112 -4.641732e-04 #> 113 -4.971695e-02 #> 114 4.618776e-01 #> 115 -2.950593e-02 #> 116 -6.237192e-03 #> 117 8.828658e-02 #> 118 -1.308560e-01 #> 119 5.762601e-02 #> 120 -1.890881e-02 #> 121 2.324403e-01 #> 122 -2.570171e-01 #> 123 4.082265e-02 #> 124 -1.341048e-01 #> 125 5.593937e-01 #> 126 6.876515e-02 #> 127 2.071864e-01 #> 128 1.153817e-01 #> 129 2.623893e-01 #> 130 -2.162539e-03 #> 131 2.175014e-02 #> 132 6.780262e-03 #> 133 -2.665753e-01 #> 134 -1.195520e-02 #> 135 -1.819592e-02 #> 136 -1.400103e-02 #> 137 -1.247660e+00 #> 138 5.608034e-03 #> 139 -2.303675e-03 #> 140 2.142683e-03 #> 141 -4.606224e-02 #> 142 4.655323e-01 #> 143 -2.585123e-02 #> 144 -2.582485e-03 #> 145 1.176960e-01 #> 146 -1.014466e-01 #> 147 8.703543e-02 #> 148 1.050060e-02 #> 149 2.983726e-01 #> 150 -1.910848e-01 #> 151 1.067549e-01 #> 152 -6.817255e-02 #> 153 5.525924e-01 #> 154 6.196379e-02 #> 155 2.003851e-01 #> 156 1.085804e-01 #> 157 2.646321e-01 #> 158 8.028156e-05 #> 159 2.399296e-02 #> 160 9.023083e-03 #> 161 -2.636246e-01 #> 162 -9.004555e-03 #> 163 -1.524528e-02 #> 164 -1.105039e-02 #> 165 -1.262823e+00 #> 166 -9.554754e-03 #> 167 -1.746646e-02 #> 168 -1.302011e-02 #> 169 -4.414854e-02 #> 170 4.674460e-01 #> 171 -2.393753e-02 #> 172 -6.687839e-04 #> 173 7.114386e-02 #> 174 -1.479988e-01 #> 175 4.048329e-02 #> 176 -3.605154e-02 #> 177 3.343327e-01 #> 178 -1.551247e-01 #> 179 1.427150e-01 #> 180 -3.221247e-02 #> 181 5.063311e-01 #> 182 1.570254e-02 #> 183 1.541238e-01 #> 184 6.231912e-02 #> 185 2.806675e-01 #> 186 1.611568e-02 #> 187 4.002836e-02 #> 188 2.505848e-02 #> 189 -2.456279e-01 #> 190 8.992189e-03 #> 191 2.751469e-03 #> 192 6.946357e-03 #> 193 -1.245239e+00 #> 194 8.029634e-03 #> 195 1.179251e-04 #> 196 4.564284e-03 #> 197 -4.584538e-02 #> 198 4.657491e-01 #> 199 -2.563436e-02 #> 200 -2.365617e-03 #> 201 8.010597e-02 #> 202 -1.390367e-01 #> 203 4.944539e-02 #> 204 -2.708943e-02 #> 205 8.898163e-02 #> 206 -4.004758e-01 #> 207 -1.026360e-01 #> 208 -2.775635e-01 #> 209 4.799392e-01 #> 210 -1.068934e-02 #> 211 1.277319e-01 #> 212 3.592724e-02 #> 213 2.480542e-01 #> 214 -1.649762e-02 #> 215 7.415059e-03 #> 216 -7.554816e-03 #> 217 -2.567312e-01 #> 218 -2.111125e-03 #> 219 -8.351845e-03 #> 220 -4.156957e-03 #> 221 -1.258648e+00 #> 222 -5.380150e-03 #> 223 -1.329186e-02 #> 224 -8.845501e-03 #> 225 -1.785747e-02 #> 226 1.702339e-01 #> 227 -1.344725e-02 #> 228 -3.496069e-03 #> 229 1.278596e-02 #> 230 -3.576500e-02 #> 231 1.004465e-02 #> 232 -3.943465e-03 #> 233 1.749101e-02 #> 234 -1.842969e-01 #> 235 -8.698461e-03 #> 236 -7.393990e-02 #> 237 3.414052e-01 #> 238 7.864219e-02 #> 239 2.702001e-01 #> 240 1.759464e-01 #> 241 1.919168e-01 #> 242 -6.964169e-03 #> 243 9.627353e-02 #> 244 3.956425e-02 #> 245 -1.462154e-01 #> 246 -8.149381e-02 #> 247 -1.010532e-01 #> 248 -8.548076e-02 #> 249 -5.979195e-01 #> 250 8.378397e-02 #> 251 -1.713817e-02 #> 252 4.474181e-02 #> 253 -1.420276e-02 #> 254 1.738886e-01 #> 255 -9.792539e-03 #> 256 1.586386e-04 #> 257 2.405605e-02 #> 258 -2.449491e-02 #> 259 2.131474e-02 #> 260 7.326626e-03 #> 261 5.725643e-02 #> 262 -1.445314e-01 #> 263 3.106696e-02 #> 264 -3.417448e-02 #> 265 3.318109e-01 #> 266 6.904793e-02 #> 267 2.606058e-01 #> 268 1.663522e-01 #> 269 1.994192e-01 #> 270 5.382126e-04 #> 271 1.037759e-01 #> 272 4.706664e-02 #> 273 -1.247295e-01 #> 274 -6.000787e-02 #> 275 -7.956723e-02 #> 276 -6.399482e-02 #> 277 -8.180176e-01 #> 278 -1.363141e-01 #> 279 -2.372362e-01 #> 280 -1.753563e-01 #> 281 -1.228906e-02 #> 282 1.758023e-01 #> 283 -7.878839e-03 #> 284 2.072339e-03 #> 285 6.216631e-03 #> 286 -4.233433e-02 #> 287 3.475321e-03 #> 288 -1.051279e-02 #> 289 7.894487e-02 #> 290 -1.228430e-01 #> 291 5.275540e-02 #> 292 -1.248604e-02 #> 293 2.665531e-01 #> 294 3.790065e-03 #> 295 1.953479e-01 #> 296 1.010943e-01 #> 297 2.530587e-01 #> 298 5.417768e-02 #> 299 1.574154e-01 #> 300 1.007061e-01 #> 301 6.318799e-03 #> 302 7.104043e-02 #> 303 5.148107e-02 #> 304 6.705347e-02 #> 305 -5.627684e-01 #> 306 1.189351e-01 #> 307 1.801299e-02 #> 308 7.989297e-02 #> 309 -1.398590e-02 #> 310 1.741055e-01 #> 311 -9.575672e-03 #> 312 3.755060e-04 #> 313 9.651034e-03 #> 314 -3.889993e-02 #> 315 6.909724e-03 #> 316 -7.078388e-03 #> 317 -6.903256e-02 #> 318 -2.708204e-01 #> 319 -9.522204e-02 #> 320 -1.604635e-01 #> 321 2.293237e-01 #> 322 -3.343930e-02 #> 323 1.581186e-01 #> 324 6.386495e-02 #> 325 1.439651e-01 #> 326 -5.491594e-02 #> 327 4.832176e-02 #> 328 -8.387518e-03 #> 329 -7.453307e-02 #> 330 -9.811438e-03 #> 331 -2.937080e-02 #> 332 -1.379839e-02 #> 333 -7.574204e-01 #> 334 -7.571692e-02 #> 335 -1.766391e-01 #> 336 -1.147591e-01 #> 337 -1.785747e-02 #> 338 1.702339e-01 #> 339 -1.344725e-02 #> 340 -3.496069e-03 #> 341 1.278596e-02 #> 342 -3.576500e-02 #> 343 1.004465e-02 #> 344 -3.943465e-03 #> 345 1.749101e-02 #> 346 -1.842969e-01 #> 347 -8.698461e-03 #> 348 -7.393990e-02 #> 349 3.414052e-01 #> 350 7.864219e-02 #> 351 2.702001e-01 #> 352 1.759464e-01 #> 353 1.919168e-01 #> 354 -6.964169e-03 #> 355 9.627353e-02 #> 356 3.956425e-02 #> 357 -1.462154e-01 #> 358 -8.149381e-02 #> 359 -1.010532e-01 #> 360 -8.548076e-02 #> 361 -5.979195e-01 #> 362 8.378397e-02 #> 363 -1.713817e-02 #> 364 4.474181e-02 #> 365 -1.420276e-02 #> 366 1.738886e-01 #> 367 -9.792539e-03 #> 368 1.586386e-04 #> 369 2.405605e-02 #> 370 -2.449491e-02 #> 371 2.131474e-02 #> 372 7.326626e-03 #> 373 5.725643e-02 #> 374 -1.445314e-01 #> 375 3.106696e-02 #> 376 -3.417448e-02 #> 377 3.318109e-01 #> 378 6.904793e-02 #> 379 2.606058e-01 #> 380 1.663522e-01 #> 381 1.994192e-01 #> 382 5.382126e-04 #> 383 1.037759e-01 #> 384 4.706664e-02 #> 385 -1.247295e-01 #> 386 -6.000787e-02 #> 387 -7.956723e-02 #> 388 -6.399482e-02 #> 389 -8.180176e-01 #> 390 -1.363141e-01 #> 391 -2.372362e-01 #> 392 -1.753563e-01 #> 393 -1.228906e-02 #> 394 1.758023e-01 #> 395 -7.878839e-03 #> 396 2.072339e-03 #> 397 6.216631e-03 #> 398 -4.233433e-02 #> 399 3.475321e-03 #> 400 -1.051279e-02 #> 401 7.894487e-02 #> 402 -1.228430e-01 #> 403 5.275540e-02 #> 404 -1.248604e-02 #> 405 2.665531e-01 #> 406 3.790065e-03 #> 407 1.953479e-01 #> 408 1.010943e-01 #> 409 2.530587e-01 #> 410 5.417768e-02 #> 411 1.574154e-01 #> 412 1.007061e-01 #> 413 6.318799e-03 #> 414 7.104043e-02 #> 415 5.148107e-02 #> 416 6.705347e-02 #> 417 -5.627684e-01 #> 418 1.189351e-01 #> 419 1.801299e-02 #> 420 7.989297e-02 #> 421 -1.398590e-02 #> 422 1.741055e-01 #> 423 -9.575672e-03 #> 424 3.755060e-04 #> 425 9.651034e-03 #> 426 -3.889993e-02 #> 427 6.909724e-03 #> 428 -7.078388e-03 #> 429 -6.903256e-02 #> 430 -2.708204e-01 #> 431 -9.522204e-02 #> 432 -1.604635e-01 #> 433 2.293237e-01 #> 434 -3.343930e-02 #> 435 1.581186e-01 #> 436 6.386495e-02 #> 437 1.439651e-01 #> 438 -5.491594e-02 #> 439 4.832176e-02 #> 440 -8.387518e-03 #> 441 -7.453307e-02 #> 442 -9.811438e-03 #> 443 -2.937080e-02 #> 444 -1.379839e-02 #> 445 -7.574204e-01 #> 446 -7.571692e-02 #> 447 -1.766391e-01 #> 448 -1.147591e-01 #>