Antoine Jardin, dans un post de 2015, compare les performances du package R lme4 et MixedModels écrit en Julia. La version Julia peut être plus beaucoup rapide.
Douglas Bates, ancien développeur de lme4, et créateur du
package Julia MixedModels montre dans ce post comment appeler ce package depuis R.
Pour apprendre à utiliser MixedModels il y a la documentation et une collection de notebooks très détaillés.
Pour exécuter la suite vous devez installer Julia.
lme4 pour les modèles mixtes en R## Loading required package: Matrix##
## Attaching package: 'Matrix'## The following object is masked from 'package:tidyr':
##
## expanddon <- read.table("data/gdpcumjour.csv", dec = ",", sep = ";", header = TRUE)
don$tpsF <- as.factor(don$tps)
don$bbF <- as.factor(don$bb)
don$tpsN <- as.numeric(don$tpsF)
don$mereF <- as.factor(don$mere)## user system elapsed
## 13.712 0.014 13.729## Linear mixed model fit by REML ['lmerMod']
## Formula: gdp ~ tpsF * gest * ps + (1 | bbF)
## Data: don
##
## REML criterion at convergence: 23617.7
##
## Scaled residuals:
## Min 1Q Median 3Q Max
## -4.0114 -0.4950 0.0112 0.4703 3.9049
##
## Random effects:
## Groups Name Variance Std.Dev.
## bbF (Intercept) 210.90 14.522
## Residual 71.64 8.464
## Number of obs: 3619, groups: bbF, 47
##
## Fixed effects:
## Estimate Std. Error t value
## (Intercept) 3.86042 5.94281 0.650
## tpsF2 5.80625 4.23200 1.372
## tpsF3 11.71458 4.23200 2.768
## tpsF4 17.21458 4.23200 4.068
## tpsF5 23.32708 4.23200 5.512
## tpsF6 28.63958 4.23200 6.767
## tpsF7 33.78958 4.23200 7.984
## tpsF8 38.46667 4.23200 9.089
## tpsF9 42.89292 4.23200 10.135
## tpsF10 47.00208 4.23200 11.106
## tpsF11 50.53750 4.23200 11.942
## tpsF12 50.86875 4.23200 12.020
## tpsF13 55.15208 4.23200 13.032
## tpsF14 61.28958 4.23200 14.482
## tpsF15 65.87812 4.23200 15.567
## tpsF16 70.90083 4.23200 16.754
## tpsF17 72.87708 4.23200 17.220
## tpsF18 75.85208 4.23200 17.923
## tpsF19 81.50208 4.23200 19.259
## tpsF20 83.91458 4.23200 19.829
## tpsF21 89.80208 4.23200 21.220
## tpsF22 93.54375 4.23200 22.104
## tpsF23 97.79625 4.23200 23.109
## tpsF24 99.36458 4.23200 23.479
## tpsF25 101.21458 4.23200 23.916
## tpsF26 106.08958 4.23200 25.068
## tpsF27 106.70208 4.23200 25.213
## tpsF28 111.03958 4.23200 26.238
## tpsF29 113.41042 4.23200 26.798
## tpsF30 115.90167 4.23200 27.387
## tpsF31 119.85208 4.23200 28.320
## tpsF32 119.78958 4.23200 28.306
## tpsF33 122.73958 4.23200 29.003
## tpsF34 123.45208 4.23200 29.171
## tpsF35 128.93958 4.23200 30.468
## tpsF36 132.84792 4.23200 31.391
## tpsF37 135.46667 4.23200 32.010
## tpsF38 132.62708 4.23200 31.339
## tpsF39 133.83958 4.23200 31.626
## tpsF40 136.05208 4.23200 32.148
## tpsF41 136.12708 4.23200 32.166
## tpsF42 137.50208 4.23200 32.491
## tpsF43 142.59583 4.23200 33.695
## tpsF44 144.06458 4.23200 34.042
## tpsF45 145.92708 4.23200 34.482
## tpsF46 144.68958 4.23200 34.189
## tpsF47 148.25208 4.23200 35.031
## tpsF48 145.50208 4.23200 34.381
## tpsF49 149.75208 4.23200 35.386
## tpsF50 146.96458 4.23200 34.727
## tpsF51 149.46458 4.23200 35.318
## tpsF52 153.06458 4.23200 36.168
## tpsF53 152.26458 4.23200 35.979
## tpsF54 158.06458 4.23200 37.350
## tpsF55 156.62708 4.23200 37.010
## tpsF56 160.22708 4.23200 37.861
## tpsF57 164.57500 4.23200 38.888
## tpsF58 164.14375 4.23200 38.786
## tpsF59 164.18958 4.23200 38.797
## tpsF60 162.32708 4.23200 38.357
## tpsF61 163.32708 4.23200 38.593
## tpsF62 162.86458 4.23200 38.484
## tpsF63 166.87708 4.23200 39.432
## tpsF64 167.09792 4.23200 39.484
## tpsF65 168.13542 4.23200 39.730
## tpsF66 170.02708 4.23200 40.177
## tpsF67 168.07708 4.23200 39.716
## tpsF68 171.32708 4.23200 40.484
## tpsF69 169.03958 4.23200 39.943
## tpsF70 172.93958 4.23200 40.865
## tpsF71 171.63958 4.23200 40.558
## tpsF72 172.76458 4.23200 40.823
## tpsF73 175.13958 4.23200 41.385
## tpsF74 174.82708 4.23200 41.311
## tpsF75 180.36458 4.23200 42.619
## tpsF76 177.12708 4.23200 41.854
## tpsF77 179.71458 4.23200 42.466
## gestNP 0.47917 8.40440 0.057
## psC2 1.82500 8.40440 0.217
## psNP 2.78006 8.69938 0.320
## tpsF2:gestNP -0.08750 5.98495 -0.015
## tpsF3:gestNP -0.10417 5.98495 -0.017
## tpsF4:gestNP -0.40417 5.98495 -0.068
## tpsF5:gestNP -0.27917 5.98495 -0.047
## tpsF6:gestNP -0.72917 5.98495 -0.122
## tpsF7:gestNP -0.47917 5.98495 -0.080
## tpsF8:gestNP -0.10000 5.98495 -0.017
## tpsF9:gestNP 0.61375 5.98495 0.103
## tpsF10:gestNP 0.77083 5.98495 0.129
## tpsF11:gestNP -0.43542 5.98495 -0.073
## tpsF12:gestNP 1.94167 5.98495 0.324
## tpsF13:gestNP 0.79583 5.98495 0.133
## tpsF14:gestNP 1.30833 5.98495 0.219
## tpsF15:gestNP 0.56354 5.98495 0.094
## tpsF16:gestNP 0.15583 5.98495 0.026
## tpsF17:gestNP 0.74583 5.98495 0.125
## tpsF18:gestNP -0.02917 5.98495 -0.005
## tpsF19:gestNP 0.25833 5.98495 0.043
## tpsF20:gestNP 0.44583 5.98495 0.074
## tpsF21:gestNP 0.80833 5.98495 0.135
## tpsF22:gestNP 1.16667 5.98495 0.195
## tpsF23:gestNP 1.50917 5.98495 0.252
## tpsF24:gestNP 0.59583 5.98495 0.100
## tpsF25:gestNP 0.05833 5.98495 0.010
## tpsF26:gestNP 1.65833 5.98495 0.277
## tpsF27:gestNP 0.97083 5.98495 0.162
## tpsF28:gestNP 1.50833 5.98495 0.252
## tpsF29:gestNP 2.06250 5.98495 0.345
## tpsF30:gestNP 2.83625 5.98495 0.474
## tpsF31:gestNP 1.45833 5.98495 0.244
## tpsF32:gestNP 1.65833 5.98495 0.277
## tpsF33:gestNP 2.98333 5.98495 0.498
## tpsF34:gestNP 1.65833 5.98495 0.277
## tpsF35:gestNP 0.95833 5.98495 0.160
## tpsF36:gestNP -0.77292 5.98495 -0.129
## tpsF37:gestNP -0.91667 5.98495 -0.153
## tpsF38:gestNP 4.78333 5.98495 0.799
## tpsF39:gestNP 2.42083 5.98495 0.404
## tpsF40:gestNP 3.45833 5.98495 0.578
## tpsF41:gestNP 4.65833 5.98495 0.778
## tpsF42:gestNP 6.23333 5.98495 1.042
## tpsF43:gestNP 1.92708 5.98495 0.322
## tpsF44:gestNP 2.79583 5.98495 0.467
## tpsF45:gestNP 3.53333 5.98495 0.590
## tpsF46:gestNP 5.63333 5.98495 0.941
## tpsF47:gestNP 5.99583 5.98495 1.002
## tpsF48:gestNP 6.09583 5.98495 1.019
## tpsF49:gestNP 4.25833 5.98495 0.712
## tpsF50:gestNP 10.95417 5.98495 1.830
## tpsF51:gestNP 9.25417 5.98495 1.546
## tpsF52:gestNP 7.48333 5.98495 1.250
## tpsF53:gestNP 5.99583 5.98495 1.002
## tpsF54:gestNP 4.08333 5.98495 0.682
## tpsF55:gestNP 3.69583 5.98495 0.618
## tpsF56:gestNP 6.25833 5.98495 1.046
## tpsF57:gestNP 0.23333 5.98495 0.039
## tpsF58:gestNP 2.32083 5.98495 0.388
## tpsF59:gestNP 4.92083 5.98495 0.822
## tpsF60:gestNP 5.47083 5.98495 0.914
## tpsF61:gestNP 9.09583 5.98495 1.520
## tpsF62:gestNP 6.63333 5.98495 1.108
## tpsF63:gestNP 6.37083 5.98495 1.064
## tpsF64:gestNP 6.75000 5.98495 1.128
## tpsF65:gestNP 6.51250 5.98495 1.088
## tpsF66:gestNP 6.53333 5.98495 1.092
## tpsF67:gestNP 7.17083 5.98495 1.198
## tpsF68:gestNP 7.97083 5.98495 1.332
## tpsF69:gestNP 10.95833 5.98495 1.831
## tpsF70:gestNP 10.58333 5.98495 1.768
## tpsF71:gestNP 11.47542 5.98495 1.917
## tpsF72:gestNP 11.43417 5.98495 1.910
## tpsF73:gestNP 11.05833 5.98495 1.848
## tpsF74:gestNP 9.97083 5.98495 1.666
## tpsF75:gestNP 7.74583 5.98495 1.294
## tpsF76:gestNP 9.32083 5.98495 1.557
## tpsF77:gestNP 7.52083 5.98495 1.257
## tpsF2:psC2 -0.20000 5.98495 -0.033
## tpsF3:psC2 -0.58750 5.98495 -0.098
## tpsF4:psC2 -0.22500 5.98495 -0.038
## tpsF5:psC2 -0.98750 5.98495 -0.165
## tpsF6:psC2 -1.05000 5.98495 -0.175
## tpsF7:psC2 -0.15000 5.98495 -0.025
## tpsF8:psC2 0.67500 5.98495 0.113
## tpsF9:psC2 1.89000 5.98495 0.316
## tpsF10:psC2 2.80000 5.98495 0.468
## tpsF11:psC2 -0.28542 5.98495 -0.048
## tpsF12:psC2 0.42917 5.98495 0.072
## tpsF13:psC2 0.57500 5.98495 0.096
## tpsF14:psC2 2.78750 5.98495 0.466
## tpsF15:psC2 4.01354 5.98495 0.671
## tpsF16:psC2 5.42750 5.98495 0.907
## tpsF17:psC2 2.56250 5.98495 0.428
## tpsF18:psC2 2.06250 5.98495 0.345
## tpsF19:psC2 3.00000 5.98495 0.501
## tpsF20:psC2 1.95000 5.98495 0.326
## tpsF21:psC2 4.51250 5.98495 0.754
## tpsF22:psC2 4.48542 5.98495 0.749
## tpsF23:psC2 5.13292 5.98495 0.858
## tpsF24:psC2 4.73750 5.98495 0.792
## tpsF25:psC2 5.01250 5.98495 0.838
## tpsF26:psC2 5.87500 5.98495 0.982
## tpsF27:psC2 6.05000 5.98495 1.011
## tpsF28:psC2 9.36250 5.98495 1.564
## tpsF29:psC2 9.98542 5.98495 1.668
## tpsF30:psC2 11.26292 5.98495 1.882
## tpsF31:psC2 10.57500 5.98495 1.767
## tpsF32:psC2 10.38750 5.98495 1.736
## tpsF33:psC2 12.73750 5.98495 2.128
## tpsF34:psC2 11.66250 5.98495 1.949
## tpsF35:psC2 12.56250 5.98495 2.099
## tpsF36:psC2 10.90833 5.98495 1.823
## tpsF37:psC2 10.00833 5.98495 1.672
## tpsF38:psC2 15.96250 5.98495 2.667
## tpsF39:psC2 13.68750 5.98495 2.287
## tpsF40:psC2 15.28750 5.98495 2.554
## tpsF41:psC2 15.07500 5.98495 2.519
## tpsF42:psC2 16.65000 5.98495 2.782
## tpsF43:psC2 14.16042 5.98495 2.366
## tpsF44:psC2 15.10417 5.98495 2.524
## tpsF45:psC2 15.98750 5.98495 2.671
## tpsF46:psC2 16.55000 5.98495 2.765
## tpsF47:psC2 17.42500 5.98495 2.911
## tpsF48:psC2 15.72500 5.98495 2.627
## tpsF49:psC2 16.03750 5.98495 2.680
## tpsF50:psC2 20.84583 5.98495 3.483
## tpsF51:psC2 19.88333 5.98495 3.322
## tpsF52:psC2 18.50000 5.98495 3.091
## tpsF53:psC2 18.80000 5.98495 3.141
## tpsF54:psC2 16.57500 5.98495 2.769
## tpsF55:psC2 16.83750 5.98495 2.813
## tpsF56:psC2 18.81250 5.98495 3.143
## tpsF57:psC2 10.62083 5.98495 1.775
## tpsF58:psC2 13.89583 5.98495 2.322
## tpsF59:psC2 17.46250 5.98495 2.918
## tpsF60:psC2 19.86250 5.98495 3.319
## tpsF61:psC2 24.01250 5.98495 4.012
## tpsF62:psC2 21.90000 5.98495 3.659
## tpsF63:psC2 22.68750 5.98495 3.791
## tpsF64:psC2 21.61250 5.98495 3.611
## tpsF65:psC2 22.42500 5.98495 3.747
## tpsF66:psC2 23.78750 5.98495 3.975
## tpsF67:psC2 23.33750 5.98495 3.899
## tpsF68:psC2 26.08750 5.98495 4.359
## tpsF69:psC2 27.21250 5.98495 4.547
## tpsF70:psC2 25.78750 5.98495 4.309
## tpsF71:psC2 29.87125 5.98495 4.991
## tpsF72:psC2 29.28500 5.98495 4.893
## tpsF73:psC2 28.01250 5.98495 4.680
## tpsF74:psC2 26.43750 5.98495 4.417
## tpsF75:psC2 23.82500 5.98495 3.981
## tpsF76:psC2 25.23750 5.98495 4.217
## tpsF77:psC2 22.68750 5.98495 3.791
## tpsF2:psNP -0.29911 6.19501 -0.048
## tpsF3:psNP -0.54077 6.19501 -0.087
## tpsF4:psNP -1.01220 6.19501 -0.163
## tpsF5:psNP -1.13899 6.19501 -0.184
## tpsF6:psNP -1.66577 6.19501 -0.269
## tpsF7:psNP -1.34435 6.19501 -0.217
## tpsF8:psNP -0.99524 6.19501 -0.161
## tpsF9:psNP -0.28577 6.19501 -0.046
## tpsF10:psNP -0.38542 6.19501 -0.062
## tpsF11:psNP -0.45417 6.19501 -0.073
## tpsF12:psNP -0.98065 6.19501 -0.158
## tpsF13:psNP -0.67827 6.19501 -0.109
## tpsF14:psNP -0.25863 6.19501 -0.042
## tpsF15:psNP -0.08765 6.19501 -0.014
## tpsF16:psNP 0.17107 6.19501 0.028
## tpsF17:psNP -0.04613 6.19501 -0.007
## tpsF18:psNP 0.30744 6.19501 0.050
## tpsF19:psNP -0.05685 6.19501 -0.009
## tpsF20:psNP 1.03065 6.19501 0.166
## tpsF21:psNP 0.84315 6.19501 0.136
## tpsF22:psNP 1.66815 6.19501 0.269
## tpsF23:psNP 2.21565 6.19501 0.358
## tpsF24:psNP 2.36637 6.19501 0.382
## tpsF25:psNP 3.87351 6.19501 0.625
## tpsF26:psNP 2.88423 6.19501 0.466
## tpsF27:psNP 2.22887 6.19501 0.360
## tpsF28:psNP 4.54851 6.19501 0.734
## tpsF29:psNP 4.69435 6.19501 0.758
## tpsF30:psNP 5.62881 6.19501 0.909
## tpsF31:psNP 2.96458 6.19501 0.479
## tpsF32:psNP 4.31280 6.19501 0.696
## tpsF33:psNP 7.14851 6.19501 1.154
## tpsF34:psNP 6.82173 6.19501 1.101
## tpsF35:psNP 4.44851 6.19501 0.718
## tpsF36:psNP 3.11875 6.19501 0.503
## tpsF37:psNP 2.63571 6.19501 0.425
## tpsF38:psNP 8.60387 6.19501 1.389
## tpsF39:psNP 6.97708 6.19501 1.126
## tpsF40:psNP 8.63601 6.19501 1.394
## tpsF41:psNP 8.67530 6.19501 1.400
## tpsF42:psNP 9.70030 6.19501 1.566
## tpsF43:psNP 7.39940 6.19501 1.194
## tpsF44:psNP 8.45208 6.19501 1.364
## tpsF45:psNP 9.47530 6.19501 1.530
## tpsF46:psNP 9.94137 6.19501 1.605
## tpsF47:psNP 8.00744 6.19501 1.293
## tpsF48:psNP 9.02887 6.19501 1.457
## tpsF49:psNP 9.16458 6.19501 1.479
## tpsF50:psNP 11.76875 6.19501 1.900
## tpsF51:psNP 11.09018 6.19501 1.790
## tpsF52:psNP 10.09494 6.19501 1.630
## tpsF53:psNP 10.36637 6.19501 1.673
## tpsF54:psNP 8.73780 6.19501 1.410
## tpsF55:psNP 9.41815 6.19501 1.520
## tpsF56:psNP 8.21815 6.19501 1.327
## tpsF57:psNP 5.84643 6.19501 0.944
## tpsF58:psNP 7.90625 6.19501 1.276
## tpsF59:psNP 10.24137 6.19501 1.653
## tpsF60:psNP 11.47530 6.19501 1.852
## tpsF61:psNP 14.36101 6.19501 2.318
## tpsF62:psNP 13.26637 6.19501 2.141
## tpsF63:psNP 13.63958 6.19501 2.202
## tpsF64:psNP 14.77351 6.19501 2.385
## tpsF65:psNP 14.92887 6.19501 2.410
## tpsF66:psNP 14.98958 6.19501 2.420
## tpsF67:psNP 13.88244 6.19501 2.241
## tpsF68:psNP 15.00387 6.19501 2.422
## tpsF69:psNP 16.20565 6.19501 2.616
## tpsF70:psNP 17.70565 6.19501 2.858
## tpsF71:psNP 21.89613 6.19501 3.534
## tpsF72:psNP 21.51399 6.19501 3.473
## tpsF73:psNP 20.31994 6.19501 3.280
## tpsF74:psNP 20.06101 6.19501 3.238
## tpsF75:psNP 16.39494 6.19501 2.646
## tpsF76:psNP 18.37530 6.19501 2.966
## tpsF77:psNP 13.84494 6.19501 2.235
## gestNP:psC2 -1.75208 11.88561 -0.147
## gestNP:psNP -2.02173 12.09599 -0.167
## tpsF2:gestNP:psC2 -0.51875 8.46400 -0.061
## tpsF3:gestNP:psC2 -0.94792 8.46400 -0.112
## tpsF4:gestNP:psC2 -1.73542 8.46400 -0.205
## tpsF5:gestNP:psC2 -1.98542 8.46400 -0.235
## tpsF6:gestNP:psC2 -1.69792 8.46400 -0.201
## tpsF7:gestNP:psC2 -2.17292 8.46400 -0.257
## tpsF8:gestNP:psC2 -2.63542 8.46400 -0.311
## tpsF9:gestNP:psC2 -3.48292 8.46400 -0.411
## tpsF10:gestNP:psC2 -5.68542 8.46400 -0.672
## tpsF11:gestNP:psC2 -2.03958 8.46400 -0.241
## tpsF12:gestNP:psC2 -4.31319 8.46400 -0.510
## tpsF13:gestNP:psC2 -4.91042 8.46400 -0.580
## tpsF14:gestNP:psC2 -6.09792 8.46400 -0.720
## tpsF15:gestNP:psC2 -7.29583 8.46400 -0.862
## tpsF16:gestNP:psC2 -8.43056 8.46400 -0.996
## tpsF17:gestNP:psC2 -6.17292 8.46400 -0.729
## tpsF18:gestNP:psC2 -6.46042 8.46400 -0.763
## tpsF19:gestNP:psC2 -6.67292 8.46400 -0.788
## tpsF20:gestNP:psC2 -7.18542 8.46400 -0.849
## tpsF21:gestNP:psC2 -8.77292 8.46400 -1.036
## tpsF22:gestNP:psC2 -9.41458 8.46400 -1.112
## tpsF23:gestNP:psC2 -10.32708 8.46400 -1.220
## tpsF24:gestNP:psC2 -7.02292 8.46400 -0.830
## tpsF25:gestNP:psC2 -10.54792 8.46400 -1.246
## tpsF26:gestNP:psC2 -12.69792 8.46400 -1.500
## tpsF27:gestNP:psC2 -14.53542 8.46400 -1.717
## tpsF28:gestNP:psC2 -16.28542 8.46400 -1.924
## tpsF29:gestNP:psC2 -18.62917 8.46400 -2.201
## tpsF30:gestNP:psC2 -21.32042 8.46400 -2.519
## tpsF31:gestNP:psC2 -16.46042 8.46400 -1.945
## tpsF32:gestNP:psC2 -17.06042 8.46400 -2.016
## tpsF33:gestNP:psC2 -17.84792 8.46400 -2.109
## tpsF34:gestNP:psC2 -16.93542 8.46400 -2.001
## tpsF35:gestNP:psC2 -16.61042 8.46400 -1.962
## tpsF36:gestNP:psC2 -12.60417 8.46400 -1.489
## tpsF37:gestNP:psC2 -11.53542 8.46400 -1.363
## tpsF38:gestNP:psC2 -19.16042 8.46400 -2.264
## tpsF39:gestNP:psC2 -17.92292 8.46400 -2.118
## tpsF40:gestNP:psC2 -18.81042 8.46400 -2.222
## tpsF41:gestNP:psC2 -20.71042 8.46400 -2.447
## tpsF42:gestNP:psC2 -21.53542 8.46400 -2.544
## tpsF43:gestNP:psC2 -19.43750 8.46400 -2.296
## tpsF44:gestNP:psC2 -19.96875 8.46400 -2.359
## tpsF45:gestNP:psC2 -20.31042 8.46400 -2.400
## tpsF46:gestNP:psC2 -21.44792 8.46400 -2.534
## tpsF47:gestNP:psC2 -22.49792 8.46400 -2.658
## tpsF48:gestNP:psC2 -22.18542 8.46400 -2.621
## tpsF49:gestNP:psC2 -20.64792 8.46400 -2.439
## tpsF50:gestNP:psC2 -25.81875 8.46400 -3.050
## tpsF51:gestNP:psC2 -24.96875 8.46400 -2.950
## tpsF52:gestNP:psC2 -23.98542 8.46400 -2.834
## tpsF53:gestNP:psC2 -23.53542 8.46400 -2.781
## tpsF54:gestNP:psC2 -22.28542 8.46400 -2.633
## tpsF55:gestNP:psC2 -22.47292 8.46400 -2.655
## tpsF56:gestNP:psC2 -26.07292 8.46400 -3.080
## tpsF57:gestNP:psC2 -15.82708 8.46400 -1.870
## tpsF58:gestNP:psC2 -19.61458 8.46400 -2.317
## tpsF59:gestNP:psC2 -23.52292 8.46400 -2.779
## tpsF60:gestNP:psC2 -26.94792 8.46400 -3.184
## tpsF61:gestNP:psC2 -31.09792 8.46400 -3.674
## tpsF62:gestNP:psC2 -27.26042 8.46400 -3.221
## tpsF63:gestNP:psC2 -28.72292 8.46400 -3.394
## tpsF64:gestNP:psC2 -30.60208 8.46400 -3.616
## tpsF65:gestNP:psC2 -30.22708 8.46400 -3.571
## tpsF66:gestNP:psC2 -30.54792 8.46400 -3.609
## tpsF67:gestNP:psC2 -30.62292 8.46400 -3.618
## tpsF68:gestNP:psC2 -32.09792 8.46400 -3.792
## tpsF69:gestNP:psC2 -35.34792 8.46400 -4.176
## tpsF70:gestNP:psC2 -31.77292 8.46400 -3.754
## tpsF71:gestNP:psC2 -39.35333 8.46400 -4.649
## tpsF72:gestNP:psC2 -38.00958 8.46400 -4.491
## tpsF73:gestNP:psC2 -36.91042 8.46400 -4.361
## tpsF74:gestNP:psC2 -33.92292 8.46400 -4.008
## tpsF75:gestNP:psC2 -30.38542 8.46400 -3.590
## tpsF76:gestNP:psC2 -33.84792 8.46400 -3.999
## tpsF77:gestNP:psC2 -31.01042 8.46400 -3.664
## tpsF2:gestNP:psNP 0.09911 8.61382 0.012
## tpsF3:gestNP:psNP 0.20744 8.61382 0.024
## tpsF4:gestNP:psNP 0.27887 8.61382 0.032
## tpsF5:gestNP:psNP 0.40565 8.61382 0.047
## tpsF6:gestNP:psNP 0.65744 8.61382 0.076
## tpsF7:gestNP:psNP 1.23601 8.61382 0.143
## tpsF8:gestNP:psNP 0.91607 8.61382 0.106
## tpsF9:gestNP:psNP 0.46661 8.61382 0.054
## tpsF10:gestNP:psNP -0.99792 8.61382 -0.116
## tpsF11:gestNP:psNP 1.50208 8.61382 0.174
## tpsF12:gestNP:psNP 0.06121 8.61382 0.007
## tpsF13:gestNP:psNP 0.21994 8.61382 0.026
## tpsF14:gestNP:psNP -0.71220 8.61382 -0.083
## tpsF15:gestNP:psNP -0.56964 8.61382 -0.066
## tpsF16:gestNP:psNP -0.74788 8.61382 -0.087
## tpsF17:gestNP:psNP 0.10030 8.61382 0.012
## tpsF18:gestNP:psNP -0.04077 8.61382 -0.005
## tpsF19:gestNP:psNP -0.56399 8.61382 -0.065
## tpsF20:gestNP:psNP -1.03899 8.61382 -0.121
## tpsF21:gestNP:psNP -1.22649 8.61382 -0.142
## tpsF22:gestNP:psNP -2.34940 8.61382 -0.273
## tpsF23:gestNP:psNP -3.12690 8.61382 -0.363
## tpsF24:gestNP:psNP -2.03720 8.61382 -0.237
## tpsF25:gestNP:psNP -2.90685 8.61382 -0.337
## tpsF26:gestNP:psNP -4.45506 8.61382 -0.517
## tpsF27:gestNP:psNP -2.36220 8.61382 -0.274
## tpsF28:gestNP:psNP -5.26935 8.61382 -0.612
## tpsF29:gestNP:psNP -5.71310 8.61382 -0.663
## tpsF30:gestNP:psNP -7.03631 8.61382 -0.817
## tpsF31:gestNP:psNP -2.94792 8.61382 -0.342
## tpsF32:gestNP:psNP -3.82113 8.61382 -0.444
## tpsF33:gestNP:psNP -7.59435 8.61382 -0.882
## tpsF34:gestNP:psNP -6.30506 8.61382 -0.732
## tpsF35:gestNP:psNP -3.23185 8.61382 -0.375
## tpsF36:gestNP:psNP -1.95833 8.61382 -0.227
## tpsF37:gestNP:psNP -1.03780 8.61382 -0.120
## tpsF38:gestNP:psNP -7.42470 8.61382 -0.862
## tpsF39:gestNP:psNP -3.12292 8.61382 -0.363
## tpsF40:gestNP:psNP -3.98185 8.61382 -0.462
## tpsF41:gestNP:psNP -5.08363 8.61382 -0.590
## tpsF42:gestNP:psNP -6.93363 8.61382 -0.805
## tpsF43:gestNP:psNP -0.09315 8.61382 -0.011
## tpsF44:gestNP:psNP -1.80208 8.61382 -0.209
## tpsF45:gestNP:psNP -3.68363 8.61382 -0.428
## tpsF46:gestNP:psNP -6.39970 8.61382 -0.743
## tpsF47:gestNP:psNP -5.95327 8.61382 -0.691
## tpsF48:gestNP:psNP -4.49970 8.61382 -0.522
## tpsF49:gestNP:psNP -3.23542 8.61382 -0.376
## tpsF50:gestNP:psNP -9.45208 8.61382 -1.097
## tpsF51:gestNP:psNP -7.73601 8.61382 -0.898
## tpsF52:gestNP:psNP -6.19077 8.61382 -0.719
## tpsF53:gestNP:psNP -3.96220 8.61382 -0.460
## tpsF54:gestNP:psNP -2.75863 8.61382 -0.320
## tpsF55:gestNP:psNP -2.46399 8.61382 -0.286
## tpsF56:gestNP:psNP -2.55149 8.61382 -0.296
## tpsF57:gestNP:psNP 2.90565 8.61382 0.337
## tpsF58:gestNP:psNP 0.76458 8.61382 0.089
## tpsF59:gestNP:psNP -1.66220 8.61382 -0.193
## tpsF60:gestNP:psNP -2.94613 8.61382 -0.342
## tpsF61:gestNP:psNP -5.94435 8.61382 -0.690
## tpsF62:gestNP:psNP -3.16220 8.61382 -0.367
## tpsF63:gestNP:psNP -4.39792 8.61382 -0.511
## tpsF64:gestNP:psNP -6.97351 8.61382 -0.810
## tpsF65:gestNP:psNP -6.30387 8.61382 -0.732
## tpsF66:gestNP:psNP -5.38542 8.61382 -0.625
## tpsF67:gestNP:psNP -4.26577 8.61382 -0.495
## tpsF68:gestNP:psNP -5.33720 8.61382 -0.620
## tpsF69:gestNP:psNP -7.71399 8.61382 -0.896
## tpsF70:gestNP:psNP -8.53899 8.61382 -0.991
## tpsF71:gestNP:psNP -7.64655 8.61382 -0.888
## tpsF72:gestNP:psNP -8.57565 8.61382 -0.996
## tpsF73:gestNP:psNP -8.56577 8.61382 -0.994
## tpsF74:gestNP:psNP -10.28185 8.61382 -1.194
## tpsF75:gestNP:psNP -8.92827 8.61382 -1.037
## tpsF76:gestNP:psNP -8.03363 8.61382 -0.933
## tpsF77:gestNP:psNP -4.41577 8.61382 -0.513##
## Correlation matrix not shown by default, as p = 462 > 12.
## Use print(x, correlation=TRUE) or
## vcov(x) if you need itCette étape nécessite d’avoir installé Julia sur son système et d’avoir spécifié JULIA_HOME dans le .Renviron. Il faut également installer les packages Rcall et MixedModels dans Julia (comme indiqué sur la cette page). Parfois il faut également exécuter la commande Pkg.build("Arpack") dans Julia.
## Julia version 1.2.0 at location /home/metienne/install/julia-1.2.0/bin will be used.## Loading setup script for JuliaCall...## Finish loading setup script for JuliaCall.## [1] 12.79208## Julia Object of type LinearMixedModel{Float64}.
## Linear mixed model fit by maximum likelihood
## gdp ~ 1 + tpsF + gest + ps + tpsF & gest + tpsF & ps + gest & ps + tpsF & gest & ps + (1 | bbF)
## logLik -2 logLik AIC BIC
## -1.27451008×10⁴ 2.54902016×10⁴ 2.64182016×10⁴ 2.92921958×10⁴
##
## Variance components:
## Column Variance Std.Dev.
## bbF (Intercept) 183.97351 13.5636837
## Residual 62.49385 7.9053053
## Number of obs: 3619; levels of grouping factors: 47
##
## Fixed-effects parameters:
## ──────────────────────────────────────────────────────────────────────────
## Estimate Std.Error z value P(>|z|)
## ──────────────────────────────────────────────────────────────────────────
## (Intercept) 3.86042 5.55053 0.695504 0.4867
## tpsF: 2 5.80625 3.95265 1.46895 0.1418
## tpsF: 3 11.7146 3.95265 2.96373 0.0030
## tpsF: 4 17.2146 3.95265 4.3552 <1e-4
## tpsF: 5 23.3271 3.95265 5.90163 <1e-8
## tpsF: 6 28.6396 3.95265 7.24566 <1e-12
## tpsF: 7 33.7896 3.95265 8.54858 <1e-16
## tpsF: 8 38.4667 3.95265 9.73186 <1e-21
## tpsF: 9 42.8929 3.95265 10.8517 <1e-26
## tpsF: 10 47.0021 3.95265 11.8913 <1e-31
## tpsF: 11 50.5375 3.95265 12.7857 <1e-36
## tpsF: 12 50.8687 3.95265 12.8695 <1e-37
## tpsF: 13 55.1521 3.95265 13.9532 <1e-43
## tpsF: 14 61.2896 3.95265 15.5059 <1e-53
## tpsF: 15 65.8781 3.95265 16.6668 <1e-61
## tpsF: 16 70.9008 3.95265 17.9375 <1e-71
## tpsF: 17 72.8771 3.95265 18.4375 <1e-75
## tpsF: 18 75.8521 3.95265 19.1902 <1e-81
## tpsF: 19 81.5021 3.95265 20.6196 <1e-93
## tpsF: 20 83.9146 3.95265 21.2299 <1e-99
## tpsF: 21 89.8021 3.95265 22.7194 <1e-99
## tpsF: 22 93.5438 3.95265 23.6661 <1e-99
## tpsF: 23 97.7963 3.95265 24.7419 <1e-99
## tpsF: 24 99.3646 3.95265 25.1387 <1e-99
## tpsF: 25 101.215 3.95265 25.6067 <1e-99
## tpsF: 26 106.09 3.95265 26.8401 <1e-99
## tpsF: 27 106.702 3.95265 26.9951 <1e-99
## tpsF: 28 111.04 3.95265 28.0924 <1e-99
## tpsF: 29 113.41 3.95265 28.6922 <1e-99
## tpsF: 30 115.902 3.95265 29.3225 <1e-99
## tpsF: 31 119.852 3.95265 30.3219 <1e-99
## tpsF: 32 119.79 3.95265 30.3061 <1e-99
## tpsF: 33 122.74 3.95265 31.0525 <1e-99
## tpsF: 34 123.452 3.95265 31.2327 <1e-99
## tpsF: 35 128.94 3.95265 32.621 <1e-99
## tpsF: 36 132.848 3.95265 33.6098 <1e-99
## tpsF: 37 135.467 3.95265 34.2723 <1e-99
## tpsF: 38 132.627 3.95265 33.5539 <1e-99
## tpsF: 39 133.84 3.95265 33.8607 <1e-99
## tpsF: 40 136.052 3.95265 34.4205 <1e-99
## tpsF: 41 136.127 3.95265 34.4394 <1e-99
## tpsF: 42 137.502 3.95265 34.7873 <1e-99
## tpsF: 43 142.596 3.95265 36.076 <1e-99
## tpsF: 44 144.065 3.95265 36.4476 <1e-99
## tpsF: 45 145.927 3.95265 36.9188 <1e-99
## tpsF: 46 144.69 3.95265 36.6057 <1e-99
## tpsF: 47 148.252 3.95265 37.507 <1e-99
## tpsF: 48 145.502 3.95265 36.8112 <1e-99
## tpsF: 49 149.752 3.95265 37.8865 <1e-99
## tpsF: 50 146.965 3.95265 37.1813 <1e-99
## tpsF: 51 149.465 3.95265 37.8137 <1e-99
## tpsF: 52 153.065 3.95265 38.7245 <1e-99
## tpsF: 53 152.265 3.95265 38.5221 <1e-99
## tpsF: 54 158.065 3.95265 39.9895 <1e-99
## tpsF: 55 156.627 3.95265 39.6258 <1e-99
## tpsF: 56 160.227 3.95265 40.5366 <1e-99
## tpsF: 57 164.575 3.95265 41.6366 <1e-99
## tpsF: 58 164.144 3.95265 41.5275 <1e-99
## tpsF: 59 164.19 3.95265 41.5391 <1e-99
## tpsF: 60 162.327 3.95265 41.0679 <1e-99
## tpsF: 61 163.327 3.95265 41.3209 <1e-99
## tpsF: 62 162.865 3.95265 41.2039 <1e-99
## tpsF: 63 166.877 3.95265 42.219 <1e-99
## tpsF: 64 167.098 3.95265 42.2749 <1e-99
## tpsF: 65 168.135 3.95265 42.5374 <1e-99
## tpsF: 66 170.027 3.95265 43.0159 <1e-99
## tpsF: 67 168.077 3.95265 42.5226 <1e-99
## tpsF: 68 171.327 3.95265 43.3448 <1e-99
## tpsF: 69 169.04 3.95265 42.7661 <1e-99
## tpsF: 70 172.94 3.95265 43.7528 <1e-99
## tpsF: 71 171.64 3.95265 43.4239 <1e-99
## tpsF: 72 172.765 3.95265 43.7085 <1e-99
## tpsF: 73 175.14 3.95265 44.3094 <1e-99
## tpsF: 74 174.827 3.95265 44.2303 <1e-99
## tpsF: 75 180.365 3.95265 45.6313 <1e-99
## tpsF: 76 177.127 3.95265 44.8122 <1e-99
## tpsF: 77 179.715 3.95265 45.4668 <1e-99
## gest: NP 0.479167 7.84964 0.0610431 0.9513
## ps: C2 1.825 7.84964 0.232495 0.8162
## ps: NP 2.78006 8.12515 0.342155 0.7322
## tpsF: 2 & gest: NP -0.0875 5.58989 -0.0156532 0.9875
## tpsF: 3 & gest: NP -0.104167 5.58989 -0.0186348 0.9851
## tpsF: 4 & gest: NP -0.404167 5.58989 -0.0723031 0.9424
## tpsF: 5 & gest: NP -0.279167 5.58989 -0.0499413 0.9602
## tpsF: 6 & gest: NP -0.729167 5.58989 -0.130444 0.8962
## tpsF: 7 & gest: NP -0.479167 5.58989 -0.0857202 0.9317
## tpsF: 8 & gest: NP -0.1 5.58989 -0.0178894 0.9857
## tpsF: 9 & gest: NP 0.61375 5.58989 0.109796 0.9126
## tpsF: 10 & gest: NP 0.770833 5.58989 0.137898 0.8903
## tpsF: 11 & gest: NP -0.435417 5.58989 -0.0778935 0.9379
## tpsF: 12 & gest: NP 1.94167 5.58989 0.347353 0.7283
## tpsF: 13 & gest: NP 0.795833 5.58989 0.14237 0.8868
## tpsF: 14 & gest: NP 1.30833 5.58989 0.234053 0.8149
## tpsF: 15 & gest: NP 0.563542 5.58989 0.100814 0.9197
## tpsF: 16 & gest: NP 0.155833 5.58989 0.0278777 0.9778
## tpsF: 17 & gest: NP 0.745833 5.58989 0.133425 0.8939
## tpsF: 18 & gest: NP -0.0291667 5.58989 -0.00521775 0.9958
## tpsF: 19 & gest: NP 0.258333 5.58989 0.0462143 0.9631
## tpsF: 20 & gest: NP 0.445833 5.58989 0.079757 0.9364
## tpsF: 21 & gest: NP 0.808333 5.58989 0.144606 0.8850
## tpsF: 22 & gest: NP 1.16667 5.58989 0.20871 0.8347
## tpsF: 23 & gest: NP 1.50917 5.58989 0.269981 0.7872
## tpsF: 24 & gest: NP 0.595833 5.58989 0.106591 0.9151
## tpsF: 25 & gest: NP 0.0583333 5.58989 0.0104355 0.9917
## tpsF: 26 & gest: NP 1.65833 5.58989 0.296666 0.7667
## tpsF: 27 & gest: NP 0.970833 5.58989 0.173676 0.8621
## tpsF: 28 & gest: NP 1.50833 5.58989 0.269832 0.7873
## tpsF: 29 & gest: NP 2.0625 5.58989 0.368969 0.7122
## tpsF: 30 & gest: NP 2.83625 5.58989 0.507389 0.6119
## tpsF: 31 & gest: NP 1.45833 5.58989 0.260887 0.7942
## tpsF: 32 & gest: NP 1.65833 5.58989 0.296666 0.7667
## tpsF: 33 & gest: NP 2.98333 5.58989 0.533701 0.5935
## tpsF: 34 & gest: NP 1.65833 5.58989 0.296666 0.7667
## tpsF: 35 & gest: NP 0.958333 5.58989 0.17144 0.8639
## tpsF: 36 & gest: NP -0.772917 5.58989 -0.13827 0.8900
## tpsF: 37 & gest: NP -0.916667 5.58989 -0.163986 0.8697
## tpsF: 38 & gest: NP 4.78333 5.58989 0.855711 0.3922
## tpsF: 39 & gest: NP 2.42083 5.58989 0.433073 0.6650
## tpsF: 40 & gest: NP 3.45833 5.58989 0.618676 0.5361
## tpsF: 41 & gest: NP 4.65833 5.58989 0.833349 0.4046
## tpsF: 42 & gest: NP 6.23333 5.58989 1.11511 0.2648
## tpsF: 43 & gest: NP 1.92708 5.58989 0.344744 0.7303
## tpsF: 44 & gest: NP 2.79583 5.58989 0.500158 0.6170
## tpsF: 45 & gest: NP 3.53333 5.58989 0.632093 0.5273
## tpsF: 46 & gest: NP 5.63333 5.58989 1.00777 0.3136
## tpsF: 47 & gest: NP 5.99583 5.58989 1.07262 0.2834
## tpsF: 48 & gest: NP 6.09583 5.58989 1.09051 0.2755
## tpsF: 49 & gest: NP 4.25833 5.58989 0.761791 0.4462
## tpsF: 50 & gest: NP 10.9542 5.58989 1.95964 0.0500
## tpsF: 51 & gest: NP 9.25417 5.58989 1.65552 0.0978
## tpsF: 52 & gest: NP 7.48333 5.58989 1.33873 0.1807
## tpsF: 53 & gest: NP 5.99583 5.58989 1.07262 0.2834
## tpsF: 54 & gest: NP 4.08333 5.58989 0.730485 0.4651
## tpsF: 55 & gest: NP 3.69583 5.58989 0.661163 0.5085
## tpsF: 56 & gest: NP 6.25833 5.58989 1.11958 0.2629
## tpsF: 57 & gest: NP 0.233333 5.58989 0.041742 0.9667
## tpsF: 58 & gest: NP 2.32083 5.58989 0.415184 0.6780
## tpsF: 59 & gest: NP 4.92083 5.58989 0.880309 0.3787
## tpsF: 60 & gest: NP 5.47083 5.58989 0.978701 0.3277
## tpsF: 61 & gest: NP 9.09583 5.58989 1.62719 0.1037
## tpsF: 62 & gest: NP 6.63333 5.58989 1.18667 0.2354
## tpsF: 63 & gest: NP 6.37083 5.58989 1.13971 0.2544
## tpsF: 64 & gest: NP 6.75 5.58989 1.20754 0.2272
## tpsF: 65 & gest: NP 6.5125 5.58989 1.16505 0.2440
## tpsF: 66 & gest: NP 6.53333 5.58989 1.16878 0.2425
## tpsF: 67 & gest: NP 7.17083 5.58989 1.28282 0.1996
## tpsF: 68 & gest: NP 7.97083 5.58989 1.42594 0.1539
## tpsF: 69 & gest: NP 10.9583 5.58989 1.96038 0.0500
## tpsF: 70 & gest: NP 10.5833 5.58989 1.8933 0.0583
## tpsF: 71 & gest: NP 11.4754 5.58989 2.05289 0.0401
## tpsF: 72 & gest: NP 11.4342 5.58989 2.04551 0.0408
## tpsF: 73 & gest: NP 11.0583 5.58989 1.97827 0.0479
## tpsF: 74 & gest: NP 9.97083 5.58989 1.78372 0.0745
## tpsF: 75 & gest: NP 7.74583 5.58989 1.38568 0.1658
## tpsF: 76 & gest: NP 9.32083 5.58989 1.66744 0.0954
## tpsF: 77 & gest: NP 7.52083 5.58989 1.34543 0.1785
## tpsF: 2 & ps: C2 -0.2 5.58989 -0.0357788 0.9715
## tpsF: 3 & ps: C2 -0.5875 5.58989 -0.1051 0.9163
## tpsF: 4 & ps: C2 -0.225 5.58989 -0.0402512 0.9679
## tpsF: 5 & ps: C2 -0.9875 5.58989 -0.176658 0.8598
## tpsF: 6 & ps: C2 -1.05 5.58989 -0.187839 0.8510
## tpsF: 7 & ps: C2 -0.15 5.58989 -0.0268341 0.9786
## tpsF: 8 & ps: C2 0.675 5.58989 0.120754 0.9039
## tpsF: 9 & ps: C2 1.89 5.58989 0.33811 0.7353
## tpsF: 10 & ps: C2 2.8 5.58989 0.500904 0.6164
## tpsF: 11 & ps: C2 -0.285417 5.58989 -0.0510594 0.9593
## tpsF: 12 & ps: C2 0.429167 5.58989 0.0767754 0.9388
## tpsF: 13 & ps: C2 0.575 5.58989 0.102864 0.9181
## tpsF: 14 & ps: C2 2.7875 5.58989 0.498668 0.6180
## tpsF: 15 & ps: C2 4.01354 5.58989 0.717999 0.4728
## tpsF: 16 & ps: C2 5.4275 5.58989 0.970948 0.3316
## tpsF: 17 & ps: C2 2.5625 5.58989 0.458416 0.6467
## tpsF: 18 & ps: C2 2.0625 5.58989 0.368969 0.7122
## tpsF: 19 & ps: C2 3.0 5.58989 0.536683 0.5915
## tpsF: 20 & ps: C2 1.95 5.58989 0.348844 0.7272
## tpsF: 21 & ps: C2 4.5125 5.58989 0.80726 0.4195
## tpsF: 22 & ps: C2 4.48542 5.58989 0.802415 0.4223
## tpsF: 23 & ps: C2 5.13292 5.58989 0.918249 0.3585
## tpsF: 24 & ps: C2 4.7375 5.58989 0.847511 0.3967
## tpsF: 25 & ps: C2 5.0125 5.58989 0.896707 0.3699
## tpsF: 26 & ps: C2 5.875 5.58989 1.051 0.2933
## tpsF: 27 & ps: C2 6.05 5.58989 1.08231 0.2791
## tpsF: 28 & ps: C2 9.3625 5.58989 1.6749 0.0940
## tpsF: 29 & ps: C2 9.98542 5.58989 1.78633 0.0740
## tpsF: 30 & ps: C2 11.2629 5.58989 2.01487 0.0439
## tpsF: 31 & ps: C2 10.575 5.58989 1.89181 0.0585
## tpsF: 32 & ps: C2 10.3875 5.58989 1.85826 0.0631
## tpsF: 33 & ps: C2 12.7375 5.58989 2.27867 0.0227
## tpsF: 34 & ps: C2 11.6625 5.58989 2.08635 0.0369
## tpsF: 35 & ps: C2 12.5625 5.58989 2.24736 0.0246
## tpsF: 36 & ps: C2 10.9083 5.58989 1.95144 0.0510
## tpsF: 37 & ps: C2 10.0083 5.58989 1.79043 0.0734
## tpsF: 38 & ps: C2 15.9625 5.58989 2.8556 0.0043
## tpsF: 39 & ps: C2 13.6875 5.58989 2.44861 0.0143
## tpsF: 40 & ps: C2 15.2875 5.58989 2.73485 0.0062
## tpsF: 41 & ps: C2 15.075 5.58989 2.69683 0.0070
## tpsF: 42 & ps: C2 16.65 5.58989 2.97859 0.0029
## tpsF: 43 & ps: C2 14.1604 5.58989 2.53322 0.0113
## tpsF: 44 & ps: C2 15.1042 5.58989 2.70205 0.0069
## tpsF: 45 & ps: C2 15.9875 5.58989 2.86007 0.0042
## tpsF: 46 & ps: C2 16.55 5.58989 2.9607 0.0031
## tpsF: 47 & ps: C2 17.425 5.58989 3.11723 0.0018
## tpsF: 48 & ps: C2 15.725 5.58989 2.81311 0.0049
## tpsF: 49 & ps: C2 16.0375 5.58989 2.86902 0.0041
## tpsF: 50 & ps: C2 20.8458 5.58989 3.7292 0.0002
## tpsF: 51 & ps: C2 19.8833 5.58989 3.55701 0.0004
## tpsF: 52 & ps: C2 18.5 5.58989 3.30954 0.0009
## tpsF: 53 & ps: C2 18.8 5.58989 3.36321 0.0008
## tpsF: 54 & ps: C2 16.575 5.58989 2.96517 0.0030
## tpsF: 55 & ps: C2 16.8375 5.58989 3.01213 0.0026
## tpsF: 56 & ps: C2 18.8125 5.58989 3.36545 0.0008
## tpsF: 57 & ps: C2 10.6208 5.58989 1.90001 0.0574
## tpsF: 58 & ps: C2 13.8958 5.58989 2.48588 0.0129
## tpsF: 59 & ps: C2 17.4625 5.58989 3.12394 0.0018
## tpsF: 60 & ps: C2 19.8625 5.58989 3.55329 0.0004
## tpsF: 61 & ps: C2 24.0125 5.58989 4.2957 <1e-4
## tpsF: 62 & ps: C2 21.9 5.58989 3.91778 <1e-4
## tpsF: 63 & ps: C2 22.6875 5.58989 4.05866 <1e-4
## tpsF: 64 & ps: C2 21.6125 5.58989 3.86635 0.0001
## tpsF: 65 & ps: C2 22.425 5.58989 4.0117 <1e-4
## tpsF: 66 & ps: C2 23.7875 5.58989 4.25545 <1e-4
## tpsF: 67 & ps: C2 23.3375 5.58989 4.17494 <1e-4
## tpsF: 68 & ps: C2 26.0875 5.58989 4.6669 <1e-5
## tpsF: 69 & ps: C2 27.2125 5.58989 4.86816 <1e-5
## tpsF: 70 & ps: C2 25.7875 5.58989 4.61324 <1e-5
## tpsF: 71 & ps: C2 29.8713 5.58989 5.34379 <1e-7
## tpsF: 72 & ps: C2 29.285 5.58989 5.23892 <1e-6
## tpsF: 73 & ps: C2 28.0125 5.58989 5.01127 <1e-6
## tpsF: 74 & ps: C2 26.4375 5.58989 4.72952 <1e-5
## tpsF: 75 & ps: C2 23.825 5.58989 4.26216 <1e-4
## tpsF: 76 & ps: C2 25.2375 5.58989 4.51484 <1e-5
## tpsF: 77 & ps: C2 22.6875 5.58989 4.05866 <1e-4
## tpsF: 2 & ps: NP -0.299107 5.78609 -0.0516942 0.9588
## tpsF: 3 & ps: NP -0.540774 5.78609 -0.093461 0.9255
## tpsF: 4 & ps: NP -1.0122 5.78609 -0.174937 0.8611
## tpsF: 5 & ps: NP -1.13899 5.78609 -0.196849 0.8439
## tpsF: 6 & ps: NP -1.66577 5.78609 -0.287893 0.7734
## tpsF: 7 & ps: NP -1.34435 5.78609 -0.232341 0.8163
## tpsF: 8 & ps: NP -0.995238 5.78609 -0.172005 0.8634
## tpsF: 9 & ps: NP -0.285774 5.78609 -0.0493898 0.9606
## tpsF: 10 & ps: NP -0.385417 5.78609 -0.0666109 0.9469
## tpsF: 11 & ps: NP -0.454167 5.78609 -0.0784928 0.9374
## tpsF: 12 & ps: NP -0.980655 5.78609 -0.169485 0.8654
## tpsF: 13 & ps: NP -0.678274 5.78609 -0.117225 0.9067
## tpsF: 14 & ps: NP -0.258631 5.78609 -0.0446987 0.9643
## tpsF: 15 & ps: NP -0.0876488 5.78609 -0.0151482 0.9879
## tpsF: 16 & ps: NP 0.171071 5.78609 0.029566 0.9764
## tpsF: 17 & ps: NP -0.046131 5.78609 -0.00797273 0.9936
## tpsF: 18 & ps: NP 0.30744 5.78609 0.0531344 0.9576
## tpsF: 19 & ps: NP -0.0568452 5.78609 -0.00982446 0.9922
## tpsF: 20 & ps: NP 1.03065 5.78609 0.178126 0.8586
## tpsF: 21 & ps: NP 0.843155 5.78609 0.145721 0.8841
## tpsF: 22 & ps: NP 1.66815 5.78609 0.288304 0.7731
## tpsF: 23 & ps: NP 2.21565 5.78609 0.382928 0.7018
## tpsF: 24 & ps: NP 2.36637 5.78609 0.408975 0.6826
## tpsF: 25 & ps: NP 3.87351 5.78609 0.669452 0.5032
## tpsF: 26 & ps: NP 2.88423 5.78609 0.498476 0.6181
## tpsF: 27 & ps: NP 2.22887 5.78609 0.385212 0.7001
## tpsF: 28 & ps: NP 4.54851 5.78609 0.786111 0.4318
## tpsF: 29 & ps: NP 4.69435 5.78609 0.811315 0.4172
## tpsF: 30 & ps: NP 5.62881 5.78609 0.972817 0.3306
## tpsF: 31 & ps: NP 2.96458 5.78609 0.512364 0.6084
## tpsF: 32 & ps: NP 4.3128 5.78609 0.745373 0.4560
## tpsF: 33 & ps: NP 7.14851 5.78609 1.23546 0.2167
## tpsF: 34 & ps: NP 6.82173 5.78609 1.17899 0.2384
## tpsF: 35 & ps: NP 4.44851 5.78609 0.768829 0.4420
## tpsF: 36 & ps: NP 3.11875 5.78609 0.539008 0.5899
## tpsF: 37 & ps: NP 2.63571 5.78609 0.455526 0.6487
## tpsF: 38 & ps: NP 8.60387 5.78609 1.48699 0.1370
## tpsF: 39 & ps: NP 6.97708 5.78609 1.20584 0.2279
## tpsF: 40 & ps: NP 8.63601 5.78609 1.49255 0.1356
## tpsF: 41 & ps: NP 8.6753 5.78609 1.49934 0.1338
## tpsF: 42 & ps: NP 9.7003 5.78609 1.67649 0.0936
## tpsF: 43 & ps: NP 7.3994 5.78609 1.27883 0.2010
## tpsF: 44 & ps: NP 8.45208 5.78609 1.46076 0.1441
## tpsF: 45 & ps: NP 9.4753 5.78609 1.6376 0.1015
## tpsF: 46 & ps: NP 9.94137 5.78609 1.71815 0.0858
## tpsF: 47 & ps: NP 8.00744 5.78609 1.38391 0.1664
## tpsF: 48 & ps: NP 9.02887 5.78609 1.56044 0.1187
## tpsF: 49 & ps: NP 9.16458 5.78609 1.5839 0.1132
## tpsF: 50 & ps: NP 11.7687 5.78609 2.03397 0.0420
## tpsF: 51 & ps: NP 11.0902 5.78609 1.9167 0.0553
## tpsF: 52 & ps: NP 10.0949 5.78609 1.74469 0.0810
## tpsF: 53 & ps: NP 10.3664 5.78609 1.7916 0.0732
## tpsF: 54 & ps: NP 8.7378 5.78609 1.51014 0.1310
## tpsF: 55 & ps: NP 9.41815 5.78609 1.62772 0.1036
## tpsF: 56 & ps: NP 8.21815 5.78609 1.42033 0.1555
## tpsF: 57 & ps: NP 5.84643 5.78609 1.01043 0.3123
## tpsF: 58 & ps: NP 7.90625 5.78609 1.36642 0.1718
## tpsF: 59 & ps: NP 10.2414 5.78609 1.77 0.0767
## tpsF: 60 & ps: NP 11.4753 5.78609 1.98326 0.0473
## tpsF: 61 & ps: NP 14.361 5.78609 2.48199 0.0131
## tpsF: 62 & ps: NP 13.2664 5.78609 2.2928 0.0219
## tpsF: 63 & ps: NP 13.6396 5.78609 2.35731 0.0184
## tpsF: 64 & ps: NP 14.7735 5.78609 2.55328 0.0107
## tpsF: 65 & ps: NP 14.9289 5.78609 2.58013 0.0099
## tpsF: 66 & ps: NP 14.9896 5.78609 2.59062 0.0096
## tpsF: 67 & ps: NP 13.8824 5.78609 2.39928 0.0164
## tpsF: 68 & ps: NP 15.0039 5.78609 2.59309 0.0095
## tpsF: 69 & ps: NP 16.2057 5.78609 2.8008 0.0051
## tpsF: 70 & ps: NP 17.7057 5.78609 3.06004 0.0022
## tpsF: 71 & ps: NP 21.8961 5.78609 3.78427 0.0002
## tpsF: 72 & ps: NP 21.514 5.78609 3.71822 0.0002
## tpsF: 73 & ps: NP 20.3199 5.78609 3.51186 0.0004
## tpsF: 74 & ps: NP 20.061 5.78609 3.46711 0.0005
## tpsF: 75 & ps: NP 16.3949 5.78609 2.83351 0.0046
## tpsF: 76 & ps: NP 18.3753 5.78609 3.17577 0.0015
## tpsF: 77 & ps: NP 13.8449 5.78609 2.3928 0.0167
## gest: NP & ps: C2 -1.75208 11.1011 -0.15783 0.8746
## gest: NP & ps: NP -2.02173 11.2976 -0.178952 0.8580
## tpsF: 2 & gest: NP & ps: C2 -0.51875 7.90531 -0.0656205 0.9477
## tpsF: 3 & gest: NP & ps: C2 -0.947917 7.90531 -0.119909 0.9046
## tpsF: 4 & gest: NP & ps: C2 -1.73542 7.90531 -0.219526 0.8262
## tpsF: 5 & gest: NP & ps: C2 -1.98542 7.90531 -0.25115 0.8017
## tpsF: 6 & gest: NP & ps: C2 -1.69792 7.90531 -0.214782 0.8299
## tpsF: 7 & gest: NP & ps: C2 -2.17292 7.90531 -0.274868 0.7834
## tpsF: 8 & gest: NP & ps: C2 -2.63542 7.90531 -0.333373 0.7389
## tpsF: 9 & gest: NP & ps: C2 -3.48292 7.90531 -0.44058 0.6595
## tpsF: 10 & gest: NP & ps: C2 -5.68542 7.90531 -0.71919 0.4720
## tpsF: 11 & gest: NP & ps: C2 -2.03958 7.90531 -0.258002 0.7964
## tpsF: 12 & gest: NP & ps: C2 -4.31319 7.90531 -0.545608 0.5853
## tpsF: 13 & gest: NP & ps: C2 -4.91042 7.90531 -0.621155 0.5345
## tpsF: 14 & gest: NP & ps: C2 -6.09792 7.90531 -0.77137 0.4405
## tpsF: 15 & gest: NP & ps: C2 -7.29583 7.90531 -0.922903 0.3561
## tpsF: 16 & gest: NP & ps: C2 -8.43056 7.90531 -1.06644 0.2862
## tpsF: 17 & gest: NP & ps: C2 -6.17292 7.90531 -0.780857 0.4349
## tpsF: 18 & gest: NP & ps: C2 -6.46042 7.90531 -0.817225 0.4138
## tpsF: 19 & gest: NP & ps: C2 -6.67292 7.90531 -0.844106 0.3986
## tpsF: 20 & gest: NP & ps: C2 -7.18542 7.90531 -0.908936 0.3634
## tpsF: 21 & gest: NP & ps: C2 -8.77292 7.90531 -1.10975 0.2671
## tpsF: 22 & gest: NP & ps: C2 -9.41458 7.90531 -1.19092 0.2337
## tpsF: 23 & gest: NP & ps: C2 -10.3271 7.90531 -1.30635 0.1914
## tpsF: 24 & gest: NP & ps: C2 -7.02292 7.90531 -0.88838 0.3743
## tpsF: 25 & gest: NP & ps: C2 -10.5479 7.90531 -1.33428 0.1821
## tpsF: 26 & gest: NP & ps: C2 -12.6979 7.90531 -1.60625 0.1082
## tpsF: 27 & gest: NP & ps: C2 -14.5354 7.90531 -1.83869 0.0660
## tpsF: 28 & gest: NP & ps: C2 -16.2854 7.90531 -2.06006 0.0394
## tpsF: 29 & gest: NP & ps: C2 -18.6292 7.90531 -2.35654 0.0184
## tpsF: 30 & gest: NP & ps: C2 -21.3204 7.90531 -2.69698 0.0070
## tpsF: 31 & gest: NP & ps: C2 -16.4604 7.90531 -2.0822 0.0373
## tpsF: 32 & gest: NP & ps: C2 -17.0604 7.90531 -2.1581 0.0309
## tpsF: 33 & gest: NP & ps: C2 -17.8479 7.90531 -2.25771 0.0240
## tpsF: 34 & gest: NP & ps: C2 -16.9354 7.90531 -2.14228 0.0322
## tpsF: 35 & gest: NP & ps: C2 -16.6104 7.90531 -2.10117 0.0356
## tpsF: 36 & gest: NP & ps: C2 -12.6042 7.90531 -1.59439 0.1108
## tpsF: 37 & gest: NP & ps: C2 -11.5354 7.90531 -1.4592 0.1445
## tpsF: 38 & gest: NP & ps: C2 -19.1604 7.90531 -2.42374 0.0154
## tpsF: 39 & gest: NP & ps: C2 -17.9229 7.90531 -2.2672 0.0234
## tpsF: 40 & gest: NP & ps: C2 -18.8104 7.90531 -2.37947 0.0173
## tpsF: 41 & gest: NP & ps: C2 -20.7104 7.90531 -2.61981 0.0088
## tpsF: 42 & gest: NP & ps: C2 -21.5354 7.90531 -2.72417 0.0064
## tpsF: 43 & gest: NP & ps: C2 -19.4375 7.90531 -2.45879 0.0139
## tpsF: 44 & gest: NP & ps: C2 -19.9687 7.90531 -2.52599 0.0115
## tpsF: 45 & gest: NP & ps: C2 -20.3104 7.90531 -2.56921 0.0102
## tpsF: 46 & gest: NP & ps: C2 -21.4479 7.90531 -2.7131 0.0067
## tpsF: 47 & gest: NP & ps: C2 -22.4979 7.90531 -2.84593 0.0044
## tpsF: 48 & gest: NP & ps: C2 -22.1854 7.90531 -2.8064 0.0050
## tpsF: 49 & gest: NP & ps: C2 -20.6479 7.90531 -2.61191 0.0090
## tpsF: 50 & gest: NP & ps: C2 -25.8187 7.90531 -3.266 0.0011
## tpsF: 51 & gest: NP & ps: C2 -24.9687 7.90531 -3.15848 0.0016
## tpsF: 52 & gest: NP & ps: C2 -23.9854 7.90531 -3.03409 0.0024
## tpsF: 53 & gest: NP & ps: C2 -23.5354 7.90531 -2.97717 0.0029
## tpsF: 54 & gest: NP & ps: C2 -22.2854 7.90531 -2.81905 0.0048
## tpsF: 55 & gest: NP & ps: C2 -22.4729 7.90531 -2.84276 0.0045
## tpsF: 56 & gest: NP & ps: C2 -26.0729 7.90531 -3.29815 0.0010
## tpsF: 57 & gest: NP & ps: C2 -15.8271 7.90531 -2.00208 0.0453
## tpsF: 58 & gest: NP & ps: C2 -19.6146 7.90531 -2.48119 0.0131
## tpsF: 59 & gest: NP & ps: C2 -23.5229 7.90531 -2.97559 0.0029
## tpsF: 60 & gest: NP & ps: C2 -26.9479 7.90531 -3.40884 0.0007
## tpsF: 61 & gest: NP & ps: C2 -31.0979 7.90531 -3.9338 <1e-4
## tpsF: 62 & gest: NP & ps: C2 -27.2604 7.90531 -3.44837 0.0006
## tpsF: 63 & gest: NP & ps: C2 -28.7229 7.90531 -3.63337 0.0003
## tpsF: 64 & gest: NP & ps: C2 -30.6021 7.90531 -3.87108 0.0001
## tpsF: 65 & gest: NP & ps: C2 -30.2271 7.90531 -3.82365 0.0001
## tpsF: 66 & gest: NP & ps: C2 -30.5479 7.90531 -3.86423 0.0001
## tpsF: 67 & gest: NP & ps: C2 -30.6229 7.90531 -3.87372 0.0001
## tpsF: 68 & gest: NP & ps: C2 -32.0979 7.90531 -4.0603 <1e-4
## tpsF: 69 & gest: NP & ps: C2 -35.3479 7.90531 -4.47142 <1e-5
## tpsF: 70 & gest: NP & ps: C2 -31.7729 7.90531 -4.01919 <1e-4
## tpsF: 71 & gest: NP & ps: C2 -39.3533 7.90531 -4.97809 <1e-6
## tpsF: 72 & gest: NP & ps: C2 -38.0096 7.90531 -4.80811 <1e-5
## tpsF: 73 & gest: NP & ps: C2 -36.9104 7.90531 -4.66907 <1e-5
## tpsF: 74 & gest: NP & ps: C2 -33.9229 7.90531 -4.29116 <1e-4
## tpsF: 75 & gest: NP & ps: C2 -30.3854 7.90531 -3.84367 0.0001
## tpsF: 76 & gest: NP & ps: C2 -33.8479 7.90531 -4.28167 <1e-4
## tpsF: 77 & gest: NP & ps: C2 -31.0104 7.90531 -3.92273 <1e-4
## tpsF: 2 & gest: NP & ps: NP 0.0991071 8.04523 0.0123187 0.9902
## tpsF: 3 & gest: NP & ps: NP 0.20744 8.04523 0.0257843 0.9794
## tpsF: 4 & gest: NP & ps: NP 0.278869 8.04523 0.0346626 0.9723
## tpsF: 5 & gest: NP & ps: NP 0.405655 8.04523 0.0504218 0.9598
## tpsF: 6 & gest: NP & ps: NP 0.65744 8.04523 0.081718 0.9349
## tpsF: 7 & gest: NP & ps: NP 1.23601 8.04523 0.153633 0.8779
## tpsF: 8 & gest: NP & ps: NP 0.916071 8.04523 0.113865 0.9093
## tpsF: 9 & gest: NP & ps: NP 0.466607 8.04523 0.057998 0.9538
## tpsF: 10 & gest: NP & ps: NP -0.997917 8.04523 -0.124038 0.9013
## tpsF: 11 & gest: NP & ps: NP 1.50208 8.04523 0.186705 0.8519
## tpsF: 12 & gest: NP & ps: NP 0.0612103 8.04523 0.00760827 0.9939
## tpsF: 13 & gest: NP & ps: NP 0.21994 8.04523 0.027338 0.9782
## tpsF: 14 & gest: NP & ps: NP -0.712202 8.04523 -0.0885248 0.9295
## tpsF: 15 & gest: NP & ps: NP -0.569643 8.04523 -0.070805 0.9436
## tpsF: 16 & gest: NP & ps: NP -0.747877 8.04523 -0.092959 0.9259
## tpsF: 17 & gest: NP & ps: NP 0.100298 8.04523 0.0124667 0.9901
## tpsF: 18 & gest: NP & ps: NP -0.0407738 8.04523 -0.00506807 0.9960
## tpsF: 19 & gest: NP & ps: NP -0.563988 8.04523 -0.0701021 0.9441
## tpsF: 20 & gest: NP & ps: NP -1.03899 8.04523 -0.129143 0.8972
## tpsF: 21 & gest: NP & ps: NP -1.22649 8.04523 -0.152449 0.8788
## tpsF: 22 & gest: NP & ps: NP -2.3494 8.04523 -0.292024 0.7703
## tpsF: 23 & gest: NP & ps: NP -3.1269 8.04523 -0.388666 0.6975
## tpsF: 24 & gest: NP & ps: NP -2.0372 8.04523 -0.253219 0.8001
## tpsF: 25 & gest: NP & ps: NP -2.90685 8.04523 -0.361313 0.7179
## tpsF: 26 & gest: NP & ps: NP -4.45506 8.04523 -0.553751 0.5797
## tpsF: 27 & gest: NP & ps: NP -2.3622 8.04523 -0.293615 0.7691
## tpsF: 28 & gest: NP & ps: NP -5.26935 8.04523 -0.654965 0.5125
## tpsF: 29 & gest: NP & ps: NP -5.7131 8.04523 -0.710122 0.4776
## tpsF: 30 & gest: NP & ps: NP -7.03631 8.04523 -0.874594 0.3818
## tpsF: 31 & gest: NP & ps: NP -2.94792 8.04523 -0.366418 0.7141
## tpsF: 32 & gest: NP & ps: NP -3.82113 8.04523 -0.474956 0.6348
## tpsF: 33 & gest: NP & ps: NP -7.59435 8.04523 -0.943956 0.3452
## tpsF: 34 & gest: NP & ps: NP -6.30506 8.04523 -0.783701 0.4332
## tpsF: 35 & gest: NP & ps: NP -3.23185 8.04523 -0.401709 0.6879
## tpsF: 36 & gest: NP & ps: NP -1.95833 8.04523 -0.243415 0.8077
## tpsF: 37 & gest: NP & ps: NP -1.0378 8.04523 -0.128995 0.8974
## tpsF: 38 & gest: NP & ps: NP -7.4247 8.04523 -0.92287 0.3561
## tpsF: 39 & gest: NP & ps: NP -3.12292 8.04523 -0.38817 0.6979
## tpsF: 40 & gest: NP & ps: NP -3.98185 8.04523 -0.494932 0.6206
## tpsF: 41 & gest: NP & ps: NP -5.08363 8.04523 -0.631881 0.5275
## tpsF: 42 & gest: NP & ps: NP -6.93363 8.04523 -0.861831 0.3888
## tpsF: 43 & gest: NP & ps: NP -0.0931548 8.04523 -0.0115789 0.9908
## tpsF: 44 & gest: NP & ps: NP -1.80208 8.04523 -0.223994 0.8228
## tpsF: 45 & gest: NP & ps: NP -3.68363 8.04523 -0.457865 0.6470
## tpsF: 46 & gest: NP & ps: NP -6.3997 8.04523 -0.795465 0.4263
## tpsF: 47 & gest: NP & ps: NP -5.95327 8.04523 -0.739975 0.4593
## tpsF: 48 & gest: NP & ps: NP -4.4997 8.04523 -0.5593 0.5760
## tpsF: 49 & gest: NP & ps: NP -3.23542 8.04523 -0.402153 0.6876
## tpsF: 50 & gest: NP & ps: NP -9.45208 8.04523 -1.17487 0.2400
## tpsF: 51 & gest: NP & ps: NP -7.73601 8.04523 -0.961565 0.3363
## tpsF: 52 & gest: NP & ps: NP -6.19077 8.04523 -0.769496 0.4416
## tpsF: 53 & gest: NP & ps: NP -3.9622 8.04523 -0.492491 0.6224
## tpsF: 54 & gest: NP & ps: NP -2.75863 8.04523 -0.34289 0.7317
## tpsF: 55 & gest: NP & ps: NP -2.46399 8.04523 -0.306267 0.7594
## tpsF: 56 & gest: NP & ps: NP -2.55149 8.04523 -0.317143 0.7511
## tpsF: 57 & gest: NP & ps: NP 2.90565 8.04523 0.361165 0.7180
## tpsF: 58 & gest: NP & ps: NP 0.764583 8.04523 0.0950356 0.9243
## tpsF: 59 & gest: NP & ps: NP -1.6622 8.04523 -0.206607 0.8363
## tpsF: 60 & gest: NP & ps: NP -2.94613 8.04523 -0.366196 0.7142
## tpsF: 61 & gest: NP & ps: NP -5.94435 8.04523 -0.738866 0.4600
## tpsF: 62 & gest: NP & ps: NP -3.1622 8.04523 -0.393053 0.6943
## tpsF: 63 & gest: NP & ps: NP -4.39792 8.04523 -0.546649 0.5846
## tpsF: 64 & gest: NP & ps: NP -6.97351 8.04523 -0.866788 0.3861
## tpsF: 65 & gest: NP & ps: NP -6.30387 8.04523 -0.783553 0.4333
## tpsF: 66 & gest: NP & ps: NP -5.38542 8.04523 -0.669392 0.5032
## tpsF: 67 & gest: NP & ps: NP -4.26577 8.04523 -0.530224 0.5960
## tpsF: 68 & gest: NP & ps: NP -5.3372 8.04523 -0.663399 0.5071
## tpsF: 69 & gest: NP & ps: NP -7.71399 8.04523 -0.958827 0.3376
## tpsF: 70 & gest: NP & ps: NP -8.53899 8.04523 -1.06137 0.2885
## tpsF: 71 & gest: NP & ps: NP -7.64655 8.04523 -0.950445 0.3419
## tpsF: 72 & gest: NP & ps: NP -8.57565 8.04523 -1.06593 0.2865
## tpsF: 73 & gest: NP & ps: NP -8.56577 8.04523 -1.0647 0.2870
## tpsF: 74 & gest: NP & ps: NP -10.2818 8.04523 -1.278 0.2012
## tpsF: 75 & gest: NP & ps: NP -8.92827 8.04523 -1.10976 0.2671
## tpsF: 76 & gest: NP & ps: NP -8.03363 8.04523 -0.998558 0.3180
## tpsF: 77 & gest: NP & ps: NP -4.41577 8.04523 -0.548868 0.5831
## ──────────────────────────────────────────────────────────────────────────