Model run using Apollo for R, version 0.2.7 on Linux by david www.ApolloChoiceModelling.com Model name : eMDC1 Model description : Time use data (DECISIONS) Model run at : 2021-11-12 18:07:55 Estimation method : bfgs Model diagnosis : successful convergence Number of individuals : 439 Number of rows in database : 1983 Number of modelled outcomes : 0 Number of cores used : 1 Model without mixing LL(start) : -11825.17 LL(0) : Not applicable LL(C) : Not applicable LL(final) : -10577.74 Rho-square (0) : Not applicable Adj.Rho-square (0) : Not applicable AIC : 21195.48 BIC : -Inf Estimated parameters : 20 Time taken (hh:mm:ss) : 00:01:58.88 pre-estimation : 00:00:6.12 estimation : 00:01:10.96 post-estimation : 00:00:41.8 Iterations : 70 Min abs eigenvalue of Hessian : 1.936393 Unconstrained optimisation. Estimates: Estimate s.e. t.rat.(0) Rob.s.e. Rob.t.rat.(0) aFemale -0.10170 0.048090 -2.115 0.070622 -1.440 sigma 1.93186 0.049891 38.721 0.112363 17.193 gWork 3.32255 0.290612 11.433 0.344818 9.636 gSchool 3.38018 0.716505 4.718 0.740158 4.567 gShopping 0.44289 0.042784 10.352 0.056797 7.798 gPrivate 0.75062 0.093317 8.044 0.150413 4.990 gLeisure 1.71348 0.148360 11.549 0.198659 8.625 bWork -3.78915 0.112113 -33.798 0.169566 -22.346 bSchool -7.29802 0.216473 -33.713 0.342420 -21.313 bShopping -4.17530 0.077208 -54.078 0.106535 -39.192 bPrivate -4.76178 0.087121 -54.657 0.124695 -38.187 bLeisure -3.66114 0.074542 -49.115 0.099710 -36.718 bWork_FT 1.25682 0.122540 10.256 0.173837 7.230 bWork_wknd -2.88266 0.168900 -17.067 0.256829 -11.224 bSchool_young 1.74080 0.241184 7.218 0.347665 5.007 bLeisure_wknd 0.28309 0.106322 2.663 0.107187 2.641 dWorkScho -0.02103 0.007980 -2.636 0.008350 -2.519 dWorkShop 0.00000 NA NA NA NA dWorkPriv 0.00000 NA NA NA NA dWorkLeis 0.00000 NA NA NA NA dSchoShop 0.00000 NA NA NA NA dSchoPriv 0.00000 NA NA NA NA dSchoLeis 0.00000 NA NA NA NA dShopPriv 0.01117 0.004331 2.580 0.004155 2.689 dShopLeis 0.01651 0.003263 5.059 0.003323 4.967 dPrivLeis 0.02324 0.002956 7.860 0.003208 7.243 work school shopping private leisure Times available 1983.000000 1983.0000000 1983.0000000 1983.0000000 1983.000000 Times chosen 782.000000 60.0000000 557.0000000 396.0000000 808.000000 % chosen when avail. 39.435199 3.0257186 28.0887544 19.9697428 40.746344 Avg. consump. when avail. 2.830509 0.1110103 0.5286939 0.4372584 1.783728 Avg. consump. when chosen 7.177621 3.6688889 1.8822262 2.1896044 4.377640 Classical covariance matrix: aFemale sigma gWork gSchool gShopping gPrivate aFemale 0.002313 -1.1360e-04 2.9602e-04 1.2527e-04 7.987e-05 2.7601e-04 sigma -1.1360e-04 0.002489 -0.006844 -0.006525 -0.001113 -0.002218 gWork 2.9602e-04 -0.006844 0.084456 0.026281 0.003030 0.006007 gSchool 1.2527e-04 -0.006525 0.026281 0.513379 0.002898 0.005695 gShopping 7.987e-05 -0.001113 0.003030 0.002898 0.001831 0.001003 gPrivate 2.7601e-04 -0.002218 0.006007 0.005695 0.001003 0.008708 gLeisure 3.2831e-04 -0.004140 0.011049 0.010564 0.001982 0.003825 bWork 0.001636 -0.001197 -0.002829 8.6066e-04 5.5770e-04 0.001195 bSchool 0.001676 -0.005595 0.014383 -1.9213e-04 0.002520 0.005097 bShopping 0.001385 -0.001698 0.004689 0.004374 -1.6429e-04 0.001577 bPrivate 0.001310 -0.002262 0.006251 0.005889 0.001007 -2.0848e-04 bLeisure 0.001358 -0.001065 0.002983 0.002749 4.2827e-04 9.2724e-04 bWork_FT -3.9962e-04 0.001375 -0.007224 -0.002795 -6.1759e-04 -0.001246 bWork_wknd -1.939e-05 -0.003430 0.015278 0.010139 0.001528 0.003034 bSchool_young 1.568e-05 0.002217 -0.006220 -0.015007 -9.8935e-04 -0.001964 bLeisure_wknd -8.698e-05 4.5383e-04 -0.001232 -0.001171 -2.2527e-04 -4.2790e-04 dWorkScho -4.099e-05 -3.575e-05 4.0378e-04 0.002209 1.526e-05 2.783e-05 dShopPriv 2.613e-05 4.177e-06 -1.244e-05 -1.350e-05 1.473e-05 3.817e-05 dShopLeis 2.621e-05 1.701e-05 -4.905e-05 -4.823e-05 2.267e-05 -2.119e-05 dPrivLeis 4.624e-05 1.173e-05 -3.450e-05 -3.690e-05 -8.558e-06 6.287e-05 gLeisure bWork bSchool bShopping bPrivate bLeisure aFemale 3.2831e-04 0.001636 0.001676 0.001385 0.001310 0.001358 sigma -0.004140 -0.001197 -0.005595 -0.001698 -0.002262 -0.001065 gWork 0.011049 -0.002829 0.014383 0.004689 0.006251 0.002983 gSchool 0.010564 8.6066e-04 -1.9213e-04 0.004374 0.005889 0.002749 gShopping 0.001982 5.5770e-04 0.002520 -1.6429e-04 0.001007 4.2827e-04 gPrivate 0.003825 0.001195 0.005097 0.001577 -2.0848e-04 9.2724e-04 gLeisure 0.022011 0.002118 0.009404 0.002528 0.003607 -8.2694e-04 bWork 0.002118 0.012569 0.003894 0.001710 0.001911 0.001404 bSchool 0.009404 0.003894 0.046861 0.004621 0.005826 0.003199 bShopping 0.002528 0.001710 0.004621 0.005961 0.002280 0.001646 bPrivate 0.003607 0.001911 0.005826 0.002280 0.007590 0.001801 bLeisure -8.2694e-04 0.001404 0.003199 0.001646 0.001801 0.005556 bWork_FT -0.002291 -0.010445 -0.003368 -0.001131 -0.001428 -7.8297e-04 bWork_wknd 0.005664 -0.002095 0.007474 0.002242 0.003028 0.001374 bSchool_young -0.003675 -9.5263e-04 -0.037218 -0.001446 -0.001954 -8.8354e-04 bLeisure_wknd -0.001425 -2.6508e-04 -0.001062 -2.8883e-04 -4.2257e-04 -0.003940 dWorkScho 5.470e-05 -8.107e-05 -1.5592e-04 4.301e-07 1.057e-05 -8.458e-06 dShopPriv -2.345e-05 1.611e-05 6.847e-06 -2.867e-05 -3.544e-05 2.167e-05 dShopLeis 2.780e-05 1.051e-05 -2.156e-05 -7.494e-05 6.461e-06 -1.732e-05 dPrivLeis 1.274e-05 2.661e-05 2.529e-06 2.799e-05 -6.194e-05 4.617e-06 bWork_FT bWork_wknd bSchool_young bLeisure_wknd dWorkScho dShopPriv aFemale -3.9962e-04 -1.939e-05 1.568e-05 -8.698e-05 -4.099e-05 2.613e-05 sigma 0.001375 -0.003430 0.002217 4.5383e-04 -3.575e-05 4.177e-06 gWork -0.007224 0.015278 -0.006220 -0.001232 4.0378e-04 -1.244e-05 gSchool -0.002795 0.010139 -0.015007 -0.001171 0.002209 -1.350e-05 gShopping -6.1759e-04 0.001528 -9.8935e-04 -2.2527e-04 1.526e-05 1.473e-05 gPrivate -0.001246 0.003034 -0.001964 -4.2790e-04 2.783e-05 3.817e-05 gLeisure -0.002291 0.005664 -0.003675 -0.001425 5.470e-05 -2.345e-05 bWork -0.010445 -0.002095 -9.5263e-04 -2.6508e-04 -8.107e-05 1.611e-05 bSchool -0.003368 0.007474 -0.037218 -0.001062 -1.5592e-04 6.847e-06 bShopping -0.001131 0.002242 -0.001446 -2.8883e-04 4.301e-07 -2.867e-05 bPrivate -0.001428 0.003028 -0.001954 -4.2257e-04 1.057e-05 -3.544e-05 bLeisure -7.8297e-04 0.001374 -8.8354e-04 -0.003940 -8.458e-06 2.167e-05 bWork_FT 0.015016 -0.002618 0.001195 2.5961e-04 6.405e-06 -1.495e-06 bWork_wknd -0.002618 0.028527 -0.003080 -6.1883e-04 9.123e-05 -7.831e-06 bSchool_young 0.001195 -0.003080 0.058170 4.0060e-04 -6.698e-05 5.063e-06 bLeisure_wknd 2.5961e-04 -6.1883e-04 4.0060e-04 0.011304 -5.191e-06 1.898e-06 dWorkScho 6.405e-06 9.123e-05 -6.698e-05 -5.191e-06 6.368e-05 -5.520e-07 dShopPriv -1.495e-06 -7.831e-06 5.063e-06 1.898e-06 -5.520e-07 1.876e-05 dShopLeis 5.567e-06 -2.568e-05 1.655e-05 -5.704e-06 -7.566e-07 -5.320e-07 dPrivLeis -2.514e-07 -1.990e-05 1.287e-05 -2.208e-06 -1.051e-06 -1.943e-06 dShopLeis dPrivLeis aFemale 2.621e-05 4.624e-05 sigma 1.701e-05 1.173e-05 gWork -4.905e-05 -3.450e-05 gSchool -4.823e-05 -3.690e-05 gShopping 2.267e-05 -8.558e-06 gPrivate -2.119e-05 6.287e-05 gLeisure 2.780e-05 1.274e-05 bWork 1.051e-05 2.661e-05 bSchool -2.156e-05 2.529e-06 bShopping -7.494e-05 2.799e-05 bPrivate 6.461e-06 -6.194e-05 bLeisure -1.732e-05 4.617e-06 bWork_FT 5.567e-06 -2.514e-07 bWork_wknd -2.568e-05 -1.990e-05 bSchool_young 1.655e-05 1.287e-05 bLeisure_wknd -5.704e-06 -2.208e-06 dWorkScho -7.566e-07 -1.051e-06 dShopPriv -5.320e-07 -1.943e-06 dShopLeis 1.064e-05 2.584e-07 dPrivLeis 2.584e-07 8.740e-06 Robust covariance matrix: aFemale sigma gWork gSchool gShopping gPrivate aFemale 0.004987 -3.5878e-04 -3.570e-05 0.001292 3.4563e-04 9.4723e-04 sigma -3.5878e-04 0.012625 -0.029282 -0.035322 -0.003897 -0.011174 gWork -3.570e-05 -0.029282 0.118900 0.089757 0.008727 0.028235 gSchool 0.001292 -0.035322 0.089757 0.547834 0.010405 0.031891 gShopping 3.4563e-04 -0.003897 0.008727 0.010405 0.003226 0.003790 gPrivate 9.4723e-04 -0.011174 0.028235 0.031891 0.003790 0.022624 gLeisure 1.5004e-04 -0.016895 0.041479 0.049967 0.005689 0.016627 bWork 0.004575 -0.006639 0.005881 0.015904 0.002392 0.004503 bSchool 0.004469 -0.026271 0.057241 0.108000 0.008480 0.023187 bShopping 0.003207 -0.006560 0.011550 0.018161 8.5997e-04 0.005023 bPrivate 0.002565 -0.009452 0.020182 0.024936 0.002688 0.005206 bLeisure 0.003099 -0.004678 0.007749 0.015751 0.001092 0.003011 bWork_FT -0.001682 0.006081 -0.019673 -0.015740 -0.001949 -0.004787 bWork_wknd 0.001029 -0.015762 0.057171 0.044196 0.005224 0.015219 bSchool_young -0.002455 0.009850 -0.020941 -0.114437 -0.003189 -0.008872 bLeisure_wknd -6.7288e-04 0.002553 -0.006704 -0.014091 -8.9169e-04 -0.002335 dWorkScho -7.943e-05 -1.9303e-04 7.7901e-04 0.001899 4.649e-05 2.7209e-04 dShopPriv 6.176e-05 -2.064e-05 6.082e-05 -1.978e-05 2.997e-05 5.761e-05 dShopLeis 4.950e-05 8.948e-05 -1.4334e-04 -1.6135e-04 6.950e-06 -2.666e-05 dPrivLeis 1.1397e-04 4.101e-05 -7.779e-05 2.017e-05 -1.642e-05 7.062e-05 gLeisure bWork bSchool bShopping bPrivate bLeisure aFemale 1.5004e-04 0.004575 0.004469 0.003207 0.002565 0.003099 sigma -0.016895 -0.006639 -0.026271 -0.006560 -0.009452 -0.004678 gWork 0.041479 0.005881 0.057241 0.011550 0.020182 0.007749 gSchool 0.049967 0.015904 0.108000 0.018161 0.024936 0.015751 gShopping 0.005689 0.002392 0.008480 8.5997e-04 0.002688 0.001092 gPrivate 0.016627 0.004503 0.023187 0.005023 0.005206 0.003011 gLeisure 0.039466 0.008558 0.037392 0.006659 0.009951 0.001795 bWork 0.008558 0.028753 0.019468 0.007457 0.006893 0.004684 bSchool 0.037392 0.019468 0.117252 0.014720 0.021810 0.012320 bShopping 0.006659 0.007457 0.014720 0.011350 0.007223 0.005281 bPrivate 0.009951 0.006893 0.021810 0.007223 0.015549 0.006423 bLeisure 0.001795 0.004684 0.012320 0.005281 0.006423 0.009942 bWork_FT -0.008613 -0.024236 -0.014481 -0.004082 -0.004385 -0.001752 bWork_wknd 0.022941 0.006230 0.032350 0.006265 0.012373 0.005217 bSchool_young -0.015677 -0.013454 -0.081558 -0.005167 -0.008115 -0.004503 bLeisure_wknd -0.003462 -0.001002 -0.007774 -3.2284e-04 -0.001798 -0.004697 dWorkScho 2.5939e-04 -6.385e-05 2.8936e-04 1.737e-05 8.575e-05 8.727e-06 dShopPriv 2.628e-05 4.653e-05 8.767e-05 -7.393e-06 -4.396e-06 5.202e-05 dShopLeis -4.819e-05 -1.969e-05 -1.5733e-04 -1.0779e-04 -6.826e-05 -4.248e-05 dPrivLeis -2.059e-05 2.807e-05 -2.721e-05 4.847e-05 -7.057e-05 2.292e-05 bWork_FT bWork_wknd bSchool_young bLeisure_wknd dWorkScho dShopPriv aFemale -0.001682 0.001029 -0.002455 -6.7288e-04 -7.943e-05 6.176e-05 sigma 0.006081 -0.015762 0.009850 0.002553 -1.9303e-04 -2.064e-05 gWork -0.019673 0.057171 -0.020941 -0.006704 7.7901e-04 6.082e-05 gSchool -0.015740 0.044196 -0.114437 -0.014091 0.001899 -1.978e-05 gShopping -0.001949 0.005224 -0.003189 -8.9169e-04 4.649e-05 2.997e-05 gPrivate -0.004787 0.015219 -0.008872 -0.002335 2.7209e-04 5.761e-05 gLeisure -0.008613 0.022941 -0.015677 -0.003462 2.5939e-04 2.628e-05 bWork -0.024236 0.006230 -0.013454 -0.001002 -6.385e-05 4.653e-05 bSchool -0.014481 0.032350 -0.081558 -0.007774 2.8936e-04 8.767e-05 bShopping -0.004082 0.006265 -0.005167 -3.2284e-04 1.737e-05 -7.393e-06 bPrivate -0.004385 0.012373 -0.008115 -0.001798 8.575e-05 -4.396e-06 bLeisure -0.001752 0.005217 -0.004503 -0.004697 8.727e-06 5.202e-05 bWork_FT 0.030219 -0.013410 0.010390 0.001445 -7.514e-05 -2.553e-05 bWork_wknd -0.013410 0.065961 -0.010751 -0.004534 3.5019e-04 3.564e-05 bSchool_young 0.010390 -0.010751 0.120871 0.005613 -5.6216e-04 -5.136e-05 bLeisure_wknd 0.001445 -0.004534 0.005613 0.011489 -7.254e-05 -1.641e-05 dWorkScho -7.514e-05 3.5019e-04 -5.6216e-04 -7.254e-05 6.972e-05 -1.711e-06 dShopPriv -2.553e-05 3.564e-05 -5.136e-05 -1.641e-05 -1.711e-06 1.726e-05 dShopLeis 8.988e-06 -2.107e-05 4.196e-05 -1.302e-05 -1.832e-07 -1.289e-07 dPrivLeis 3.075e-05 -4.996e-05 -2.740e-05 -3.785e-06 -1.909e-06 -9.248e-07 dShopLeis dPrivLeis aFemale 4.950e-05 1.1397e-04 sigma 8.948e-05 4.101e-05 gWork -1.4334e-04 -7.779e-05 gSchool -1.6135e-04 2.017e-05 gShopping 6.950e-06 -1.642e-05 gPrivate -2.666e-05 7.062e-05 gLeisure -4.819e-05 -2.059e-05 bWork -1.969e-05 2.807e-05 bSchool -1.5733e-04 -2.721e-05 bShopping -1.0779e-04 4.847e-05 bPrivate -6.826e-05 -7.057e-05 bLeisure -4.248e-05 2.292e-05 bWork_FT 8.988e-06 3.075e-05 bWork_wknd -2.107e-05 -4.996e-05 bSchool_young 4.196e-05 -2.740e-05 bLeisure_wknd -1.302e-05 -3.785e-06 dWorkScho -1.832e-07 -1.909e-06 dShopPriv -1.289e-07 -9.248e-07 dShopLeis 1.104e-05 1.916e-06 dPrivLeis 1.916e-06 1.029e-05 Classical correlation matrix: aFemale sigma gWork gSchool gShopping gPrivate aFemale 1.000000 -0.04735 0.021182 0.003635 0.03882 0.06151 sigma -0.047346 1.00000 -0.472029 -0.182533 -0.52134 -0.47632 gWork 0.021182 -0.47203 1.000000 0.126213 0.24373 0.22149 gSchool 0.003635 -0.18253 0.126213 1.000000 0.09452 0.08517 gShopping 0.038821 -0.52134 0.243733 0.094520 1.00000 0.25118 gPrivate 0.061506 -0.47632 0.221492 0.085172 0.25118 1.00000 gLeisure 0.046017 -0.55938 0.256265 0.099374 0.31219 0.27628 bWork 0.303518 -0.21394 -0.086838 0.010714 0.11627 0.11418 bSchool 0.161039 -0.51809 0.228632 -0.001239 0.27213 0.25231 bShopping 0.373103 -0.44077 0.208996 0.079062 -0.04973 0.21883 bPrivate 0.312618 -0.52042 0.246899 0.094343 0.27026 -0.02564 bLeisure 0.378803 -0.28647 0.137690 0.051468 0.13429 0.13330 bWork_FT -0.067813 0.22494 -0.202854 -0.031831 -0.11780 -0.10899 bWork_wknd -0.002388 -0.40698 0.311261 0.083778 0.21151 0.19250 bSchool_young 0.001351 0.18424 -0.088738 -0.086842 -0.09588 -0.08728 bLeisure_wknd -0.017012 0.08555 -0.039866 -0.015378 -0.04952 -0.04313 dWorkScho -0.106802 -0.08980 0.174113 0.386334 0.04470 0.03737 dShopPriv 0.125451 0.01933 -0.009887 -0.004349 0.07948 0.09443 dShopLeis 0.167026 0.10452 -0.051732 -0.020631 0.16242 -0.06959 dPrivLeis 0.325232 0.07955 -0.040153 -0.017419 -0.06766 0.22788 gLeisure bWork bSchool bShopping bPrivate bLeisure aFemale 0.04602 0.30352 0.161039 0.37310 0.31262 0.37880 sigma -0.55938 -0.21394 -0.518094 -0.44077 -0.52042 -0.28647 gWork 0.25626 -0.08684 0.228632 0.20900 0.24690 0.13769 gSchool 0.09937 0.01071 -0.001239 0.07906 0.09434 0.05147 gShopping 0.31219 0.11627 0.272128 -0.04973 0.27026 0.13429 gPrivate 0.27628 0.11418 0.252311 0.21883 -0.02564 0.13330 gLeisure 1.00000 0.12732 0.292827 0.22068 0.27909 -0.07477 bWork 0.12732 1.00000 0.160429 0.19754 0.19563 0.16798 bSchool 0.29283 0.16043 1.000000 0.27650 0.30893 0.19826 bShopping 0.22068 0.19754 0.276496 1.00000 0.33897 0.28596 bPrivate 0.27909 0.19563 0.308925 0.33897 1.00000 0.27736 bLeisure -0.07477 0.16798 0.198257 0.28596 0.27736 1.00000 bWork_FT -0.12600 -0.76026 -0.126968 -0.11949 -0.13375 -0.08572 bWork_wknd 0.22604 -0.11065 0.204413 0.17195 0.20580 0.10911 bSchool_young -0.10272 -0.03523 -0.712847 -0.07767 -0.09302 -0.04915 bLeisure_wknd -0.09032 -0.02224 -0.046121 -0.03518 -0.04562 -0.49715 dWorkScho 0.04620 -0.09061 -0.090258 6.9802e-04 0.01520 -0.01422 dShopPriv -0.03649 0.03317 0.007303 -0.08573 -0.09392 0.06711 dShopLeis 0.05744 0.02874 -0.030529 -0.29749 0.02273 -0.07123 dPrivLeis 0.02905 0.08028 0.003952 0.12265 -0.24049 0.02095 bWork_FT bWork_wknd bSchool_young bLeisure_wknd dWorkScho dShopPriv aFemale -0.067813 -0.002388 0.001351 -0.017012 -0.106802 0.125451 sigma 0.224943 -0.406984 0.184237 0.085555 -0.089799 0.019330 gWork -0.202854 0.311261 -0.088738 -0.039866 0.174113 -0.009887 gSchool -0.031831 0.083778 -0.086842 -0.015378 0.386334 -0.004349 gShopping -0.117797 0.211512 -0.095878 -0.049521 0.044704 0.079479 gPrivate -0.108986 0.192500 -0.087278 -0.043128 0.037374 0.094434 gLeisure -0.126002 0.226040 -0.102719 -0.090320 0.046204 -0.036491 bWork -0.760257 -0.110648 -0.035231 -0.022238 -0.090610 0.033173 bSchool -0.126968 0.204413 -0.712847 -0.046121 -0.090258 0.007303 bShopping -0.119493 0.171949 -0.077669 -0.035185 6.9802e-04 -0.085725 bPrivate -0.133751 0.205796 -0.093016 -0.045620 0.015201 -0.093917 bLeisure -0.085717 0.109107 -0.049145 -0.497151 -0.014220 0.067113 bWork_FT 1.000000 -0.126512 0.040438 0.019926 0.006550 -0.002818 bWork_wknd -0.126512 1.000000 -0.075621 -0.034461 0.067689 -0.010705 bSchool_young 0.040438 -0.075621 1.000000 0.015622 -0.034799 0.004847 bLeisure_wknd 0.019926 -0.034461 0.015622 1.000000 -0.006118 0.004122 dWorkScho 0.006550 0.067689 -0.034799 -0.006118 1.000000 -0.015971 dShopPriv -0.002818 -0.010705 0.004847 0.004122 -0.015971 1.000000 dShopLeis 0.013926 -0.046610 0.021030 -0.016444 -0.029062 -0.037652 dPrivLeis -6.9406e-04 -0.039859 0.018045 -0.007024 -0.044529 -0.151727 dShopLeis dPrivLeis aFemale 0.16703 0.325232 sigma 0.10452 0.079546 gWork -0.05173 -0.040153 gSchool -0.02063 -0.017419 gShopping 0.16242 -0.067658 gPrivate -0.06959 0.227878 gLeisure 0.05744 0.029050 bWork 0.02874 0.080277 bSchool -0.03053 0.003952 bShopping -0.29749 0.122645 bPrivate 0.02273 -0.240489 bLeisure -0.07123 0.020951 bWork_FT 0.01393 -6.9406e-04 bWork_wknd -0.04661 -0.039859 bSchool_young 0.02103 0.018045 bLeisure_wknd -0.01644 -0.007024 dWorkScho -0.02906 -0.044529 dShopPriv -0.03765 -0.151727 dShopLeis 1.00000 0.026789 dPrivLeis 0.02679 1.000000 Robust correlation matrix: aFemale sigma gWork gSchool gShopping gPrivate aFemale 1.000000 -0.04521 -0.001466 0.024720 0.08617 0.08917 sigma -0.045213 1.00000 -0.755775 -0.424716 -0.61070 -0.66113 gWork -0.001466 -0.75577 1.000000 0.351685 0.44562 0.54439 gSchool 0.024720 -0.42472 0.351685 1.000000 0.24750 0.28645 gShopping 0.086167 -0.61070 0.445622 0.247502 1.00000 0.44365 gPrivate 0.089172 -0.66113 0.544390 0.286455 0.44365 1.00000 gLeisure 0.010695 -0.75687 0.605515 0.339823 0.50423 0.55644 bWork 0.382052 -0.34843 0.100587 0.126717 0.24834 0.17655 bSchool 0.184796 -0.68281 0.484798 0.426127 0.43602 0.45019 bShopping 0.426309 -0.54805 0.314408 0.230315 0.14212 0.31345 bPrivate 0.291272 -0.67462 0.469386 0.270178 0.37952 0.27757 bLeisure 0.440115 -0.41755 0.225384 0.213426 0.19276 0.20076 bWork_FT -0.137027 0.31132 -0.328196 -0.122333 -0.19740 -0.18309 bWork_wknd 0.056752 -0.54618 0.645567 0.232497 0.35811 0.39396 bSchool_young -0.099972 0.25214 -0.174683 -0.444716 -0.16149 -0.16965 bLeisure_wknd -0.088890 0.21196 -0.181386 -0.177612 -0.14647 -0.14484 dWorkScho -0.134695 -0.20575 0.270566 0.307218 0.09803 0.21665 dShopPriv 0.210510 -0.04422 0.042458 -0.006432 0.12702 0.09218 dShopLeis 0.210922 0.23963 -0.125094 -0.065600 0.03683 -0.05333 dPrivLeis 0.503057 0.11376 -0.070323 0.008494 -0.09012 0.14636 gLeisure bWork bSchool bShopping bPrivate bLeisure aFemale 0.01069 0.38205 0.18480 0.42631 0.291272 0.44011 sigma -0.75687 -0.34843 -0.68281 -0.54805 -0.674618 -0.41755 gWork 0.60552 0.10059 0.48480 0.31441 0.469386 0.22538 gSchool 0.33982 0.12672 0.42613 0.23031 0.270178 0.21343 gShopping 0.50423 0.24834 0.43602 0.14212 0.379524 0.19276 gPrivate 0.55644 0.17655 0.45019 0.31345 0.277569 0.20076 gLeisure 1.00000 0.25407 0.54968 0.31462 0.401689 0.09060 bWork 0.25407 1.00000 0.33530 0.41277 0.325993 0.27701 bSchool 0.54968 0.33530 1.00000 0.40352 0.510788 0.36084 bShopping 0.31462 0.41277 0.40352 1.00000 0.543730 0.49714 bPrivate 0.40169 0.32599 0.51079 0.54373 1.000000 0.51662 bLeisure 0.09060 0.27701 0.36084 0.49714 0.516622 1.00000 bWork_FT -0.24941 -0.82219 -0.24328 -0.22043 -0.202295 -0.10106 bWork_wknd 0.44963 0.14306 0.36786 0.22897 0.386352 0.20373 bSchool_young -0.22699 -0.22821 -0.68509 -0.13950 -0.187196 -0.12990 bLeisure_wknd -0.16259 -0.05514 -0.21180 -0.02827 -0.134526 -0.43946 dWorkScho 0.15637 -0.04510 0.10121 0.01952 0.082359 0.01048 dShopPriv 0.03184 0.06605 0.06163 -0.01670 -0.008486 0.12558 dShopLeis -0.07300 -0.03495 -0.13827 -0.30448 -0.164724 -0.12821 dPrivLeis -0.03231 0.05161 -0.02478 0.14182 -0.176425 0.07165 bWork_FT bWork_wknd bSchool_young bLeisure_wknd dWorkScho dShopPriv aFemale -0.13703 0.05675 -0.09997 -0.08889 -0.134695 0.210510 sigma 0.31132 -0.54618 0.25214 0.21196 -0.205747 -0.044224 gWork -0.32820 0.64557 -0.17468 -0.18139 0.270566 0.042458 gSchool -0.12233 0.23250 -0.44472 -0.17761 0.307218 -0.006432 gShopping -0.19740 0.35811 -0.16149 -0.14647 0.098032 0.127021 gPrivate -0.18309 0.39396 -0.16965 -0.14484 0.216646 0.092184 gLeisure -0.24941 0.44963 -0.22699 -0.16259 0.156373 0.031844 bWork -0.82219 0.14306 -0.22821 -0.05514 -0.045100 0.066052 bSchool -0.24328 0.36786 -0.68509 -0.21180 0.101206 0.061626 bShopping -0.22043 0.22897 -0.13950 -0.02827 0.019522 -0.016703 bPrivate -0.20229 0.38635 -0.18720 -0.13453 0.082359 -0.008486 bLeisure -0.10106 0.20373 -0.12990 -0.43946 0.010482 0.125578 bWork_FT 1.00000 -0.30035 0.17191 0.07757 -0.051765 -0.035343 bWork_wknd -0.30035 1.00000 -0.12040 -0.16470 0.163299 0.033399 bSchool_young 0.17191 -0.12040 1.00000 0.15063 -0.193653 -0.035558 bLeisure_wknd 0.07757 -0.16470 0.15063 1.00000 -0.081048 -0.036847 dWorkScho -0.05177 0.16330 -0.19365 -0.08105 1.000000 -0.049336 dShopPriv -0.03534 0.03340 -0.03556 -0.03685 -0.049336 1.000000 dShopLeis 0.01556 -0.02469 0.03632 -0.03657 -0.006603 -0.009337 dPrivLeis 0.05515 -0.06063 -0.02457 -0.01101 -0.071273 -0.069391 dShopLeis dPrivLeis aFemale 0.210922 0.503057 sigma 0.239635 0.113764 gWork -0.125094 -0.070323 gSchool -0.065600 0.008494 gShopping 0.036825 -0.090123 gPrivate -0.053333 0.146356 gLeisure -0.073003 -0.032307 bWork -0.034952 0.051612 bSchool -0.138271 -0.024775 bShopping -0.304478 0.141818 bPrivate -0.164724 -0.176425 bLeisure -0.128211 0.071650 bWork_FT 0.015559 0.055150 bWork_wknd -0.024685 -0.060633 bSchool_young 0.036322 -0.024567 bLeisure_wknd -0.036568 -0.011008 dWorkScho -0.006603 -0.071273 dShopPriv -0.009337 -0.069391 dShopLeis 1.000000 0.179738 dPrivLeis 0.179738 1.000000 20 worst outliers in terms of lowest average per choice prediction: ID Avg prob per choice 2146576 1.092173e-06 9880000 5.927828e-06 9902059 8.054991e-06 9720000 1.278282e-05 8530000 2.025804e-05 3051038 2.686011e-05 3010000 4.801040e-05 6292582 4.888747e-05 8494828 6.441908e-05 8346936 7.922281e-05 736559 8.376764e-05 4376416 8.532809e-05 9216479 9.101226e-05 1566942 9.397486e-05 5436896 9.920876e-05 7177352 1.018169e-04 2119561 1.032405e-04 7560000 1.047250e-04 4730000 1.226599e-04 9230000 1.260353e-04 Changes in parameter estimates from starting values: Initial Estimate Difference aFemale -0.005000 -0.10170 -0.096698 sigma 2.000000 1.93186 -0.068135 gWork 10.425000 3.32255 -7.102449 gSchool 9.955000 3.38018 -6.574824 gShopping 2.065000 0.44289 -1.622111 gPrivate 4.419000 0.75062 -3.668378 gLeisure 6.927000 1.71348 -5.213522 bWork -3.372000 -3.78915 -0.417149 bSchool -5.250000 -7.29802 -2.048022 bShopping -3.663000 -4.17530 -0.512295 bPrivate -3.973000 -4.76178 -0.788777 bLeisure -3.300000 -3.66114 -0.361136 bWork_FT 0.708000 1.25682 0.548816 bWork_wknd -1.600000 -2.88266 -1.282664 bSchool_young 0.948000 1.74080 0.792805 bLeisure_wknd 0.155000 0.28309 0.128087 dWorkScho -0.008000 -0.02103 -0.013034 dWorkShop 0.000000 0.00000 0.000000 dWorkPriv 0.000000 0.00000 0.000000 dWorkLeis 0.000000 0.00000 0.000000 dSchoShop 0.000000 0.00000 0.000000 dSchoPriv 0.000000 0.00000 0.000000 dSchoLeis 0.000000 0.00000 0.000000 dShopPriv 0.010000 0.01117 0.001172 dShopLeis 0.012000 0.01651 0.004506 dPrivLeis 0.012000 0.02324 0.011236 Settings and functions used in model definition: apollo_control -------------- Value modelName "eMDC1" modelDescr "Time use data (DECISIONS)" indivID "indivID" outputDirectory "output/" debug "FALSE" nCores "1" workInLogs "FALSE" seed "13" mixing "FALSE" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" Hessian routines attempted -------------- numerical second derivative of LL (using numDeriv) Scaling in estimation -------------- Value aFemale 0.10169789 sigma 1.93186562 gWork 3.32255108 gSchool 3.38017480 gShopping 0.44288861 gPrivate 0.75062198 gLeisure 1.71347863 bWork 3.78915185 bSchool 7.29802088 bShopping 4.17529948 bPrivate 4.76177050 bLeisure 3.66113353 bWork_FT 1.25681552 bWork_wknd 2.88266501 bSchool_young 1.74080462 bLeisure_wknd 0.28308716 dWorkScho 0.02103413 dShopPriv 0.01117239 dShopLeis 0.01650649 dPrivLeis 0.02323637 Scaling used in computing Hessian -------------- Value aFemale 0.10169788 sigma 1.93186474 gWork 3.32255062 gSchool 3.38017594 gShopping 0.44288863 gPrivate 0.75062205 gLeisure 1.71347828 bWork 3.78914870 bSchool 7.29802213 bShopping 4.17529542 bPrivate 4.76177700 bLeisure 3.66113563 bWork_FT 1.25681584 bWork_wknd 2.88266392 bSchool_young 1.74080474 bLeisure_wknd 0.28308716 dWorkScho 0.02103413 dShopPriv 0.01117239 dShopLeis 0.01650649 dPrivLeis 0.02323636 apollo_probabilities -------------------- function(apollo_beta, apollo_inputs, functionality="estimate"){ ### Initialise apollo_attach(apollo_beta, apollo_inputs) on.exit(apollo_detach(apollo_beta, apollo_inputs)) P = list() ### Prepare Inputs alts = c("work", "school", "shopping", "private", "leisure") nAlt = length(alts) A = setNames(as.list(rep(1, nAlt)), alts) X = list(work = t_a02/60, school = t_a03/60, shopping = t_a04/60, private = t_a05/60, leisure = t_leisure/60) V = list( work = bWork + bWork_FT*occ_full_time + bWork_wknd*weekend, school = bSchool + bSchool_young*(age<=30), shopping = bShopping, private = bPrivate, leisure = bLeisure + bLeisure_wknd*weekend ) G = list(work = gWork, school = gSchool, shopping = gShopping, private = gPrivate, leisure = gLeisure) D <- c(0, 0, 0, 0, 0, dWorkScho, 0, 0, 0, 0, dWorkShop, dSchoShop, 0, 0, 0, dWorkPriv, dSchoPriv, dShopPriv, 0, 0, dWorkLeis, dSchoLeis, dShopLeis, dPrivLeis, 0) D <- matrix(D, nrow=nAlt, ncol=nAlt, byrow=TRUE) emdc_settings <- list(X = X, A = A, V0= aFemale*female, V = V, sigma = sigma, B = budget/60, gamma = G, delta = D, cost = A) P[["model"]] = apollo_emdc1(emdc_settings, functionality) ### Comment out as necessary P = apollo_panelProd(P, apollo_inputs, functionality) P = apollo_prepareProb(P, apollo_inputs, functionality) return(P) }