Model run by stephane.hess using Apollo 0.2.9 on R 4.0.5 for Darwin. www.ApolloChoiceModelling.com Model name : Mixed_MDCEV Model description : Mixed MDCEV model on time use data, alpha-gamma profile, no outside good and random constants only in utilities Model run at : 2023-05-12 07:37:20 Estimation method : bfgs Model diagnosis : successful convergence Optimisation diagnosis : Maximum found hessian properties : Negative definitive maximum eigenvalue : -0.034659 Number of individuals : 447 Number of rows in database : 2826 Number of modelled outcomes : 2826 Number of cores used : 4 Number of inter-individual draws : 500 (mlhs) LL(start) : -36122.93 LL at equal shares, LL(0) : NA LL at observed shares, LL(C) : NA LL(final) : -23488.1 Rho-squared vs equal shares : Not applicable Adj.Rho-squared vs equal shares : Not applicable Rho-squared vs observed shares : Not applicable Adj.Rho-squared vs observed shares : Not applicable AIC : 47046.21 BIC : 47254.34 Estimated parameters : 35 Time taken (hh:mm:ss) : 02:14:27.66 pre-estimation : 00:00:37.09 estimation : 01:37:30.71 initial estimation : 01:25:19.83 estimation after rescaling : 00:12:10.89 post-estimation : 00:36:19.86 Iterations : 135 initial estimation : 113 estimation after rescaling : 22 Unconstrained optimisation. Estimates: Estimate s.e. t.rat.(0) Rob.s.e. Rob.t.rat.(0) alpha_base -10.46787 5.37142 -1.9488 0.05533 -189.1874 gamma_dropOff 0.31720 0.03240 9.7912 0.04962 6.3920 gamma_work 5.50777 0.33192 16.5935 0.26402 20.8608 gamma_school 2.20068 0.41560 5.2952 0.36400 6.0458 gamma_shopping 0.39795 0.02564 15.5212 0.02946 13.5079 gamma_privBusiness 0.54634 0.04494 12.1557 0.05807 9.4076 gamma_petrol 0.11204 0.02432 4.6069 0.03135 3.5735 gamma_leisure 1.67768 0.10335 16.2336 0.10372 16.1754 gamma_vacation 1.51722 0.57701 2.6294 0.42123 3.6019 gamma_exercise 2.07084 0.19233 10.7672 0.21414 9.6706 gamma_home 2.62279 0.23487 11.1672 0.38743 6.7697 gamma_travel 0.19113 0.01082 17.6644 0.01130 16.9152 gamma_other 1.61893 0.48052 3.3691 0.77392 2.0919 delta_dropOff_mu -4.33827 0.15624 -27.7669 0.18952 -22.8905 delta_work_mu -2.45765 0.09089 -27.0386 0.13443 -18.2819 delta_school_mu -7.59791 0.43468 -17.4792 0.45788 -16.5936 delta_shopping_mu -2.82986 0.08810 -32.1219 0.13567 -20.8591 delta_privBusiness_mu -3.42694 0.10236 -33.4784 0.14922 -22.9652 delta_petrol_mu -6.08753 0.29920 -20.3459 0.57003 -10.6793 delta_leisure_mu -2.69897 0.08784 -30.7260 0.13886 -19.4370 delta_vacation_mu -7.41883 0.45551 -16.2867 0.38737 -19.1516 delta_exercise_mu -4.24998 0.14152 -30.0318 0.17799 -23.8770 delta_home_mu 0.00000 NA NA NA NA delta_travel_mu -0.04767 0.08915 -0.5348 0.13807 -0.3453 delta_other_mu -6.05322 0.31123 -19.4493 0.37604 -16.0973 delta_dropOff_sigma 1.93446 0.14587 13.2620 0.25949 7.4548 delta_work_sigma -0.75520 0.05821 -12.9744 0.05973 -12.6430 delta_school_sigma 2.41571 0.23091 10.4618 0.19675 12.2778 delta_shopping_sigma 0.51918 0.06432 8.0716 0.06130 8.4691 delta_privBusiness_sigma -0.90423 0.08412 -10.7489 0.09538 -9.4803 delta_petrol_sigma -1.22974 0.27158 -4.5281 0.57322 -2.1453 delta_leisure_sigma 0.53154 0.06242 8.5155 0.06235 8.5255 delta_vacation_sigma -1.21435 0.29825 -4.0716 0.15997 -7.5910 delta_exercise_sigma -1.47442 0.08944 -16.4856 0.09211 -16.0079 delta_home_sigma 0.00000 NA NA NA NA delta_travel_sigma -0.22218 0.05873 -3.7828 0.07939 -2.7985 delta_other_sigma 0.98541 0.32992 2.9868 0.40017 2.4625 sig 1.00000 NA NA NA NA Overview of choices for model component : dropOff work school shopping privBusi petrol Times available 2826.00 2826.00 2826.00 2826.0 2826.00 2826.00 Observations in which chosen 394.00 1139.00 85.00 783.0 535.00 66.00 Average consumption when available 0.39 2.89 0.11 0.5 0.44 0.03 Average consumption when chosen 2.81 7.17 3.52 1.8 2.34 1.33 leisure vacation exercise home travel other Times available 2826.00 2826.00 2826.00 2826.00 2826.00 2826.00 Observations in which chosen 883.00 21.00 420.00 2770.00 2328.00 56.00 Average consumption when available 1.10 0.02 0.73 16.10 1.59 0.10 Average consumption when chosen 3.52 2.75 4.90 16.43 1.93 4.82 Classical covariance matrix: alpha_base gamma_dropOff alpha_base 28.852181 -5.1169e-04 gamma_dropOff -5.1169e-04 0.001050 gamma_work -0.005870 -1.886e-06 gamma_school -0.002370 -2.695e-05 gamma_shopping -5.2134e-04 -8.949e-07 gamma_privBusiness -7.9815e-04 4.182e-07 gamma_petrol -1.4242e-04 8.314e-08 gamma_leisure -0.002022 -9.236e-07 gamma_vacation -0.001725 2.535e-06 gamma_exercise -0.002637 -1.005e-05 gamma_home -0.004311 -1.879e-05 gamma_travel -2.4932e-04 2.618e-06 gamma_other -0.003045 -2.719e-06 delta_dropOff_mu 2.0588e-04 2.1405e-04 delta_work_mu 1.1803e-04 1.220e-06 delta_school_mu 2.959e-06 -1.0172e-04 delta_shopping_mu 9.493e-05 -8.443e-06 delta_privBusiness_mu 1.0843e-04 -7.574e-06 delta_petrol_mu -2.848e-05 -9.893e-06 delta_leisure_mu 1.1237e-04 -7.277e-06 delta_vacation_mu 2.9845e-04 2.670e-05 delta_exercise_mu 2.0353e-04 -2.560e-05 delta_travel_mu -3.3500e-04 -2.073e-05 delta_other_mu -1.2518e-04 -2.413e-06 delta_dropOff_sigma -1.4775e-04 -9.9964e-04 delta_work_sigma 1.2275e-04 7.043e-06 delta_school_sigma 9.027e-05 5.506e-05 delta_shopping_sigma 3.772e-05 7.110e-06 delta_privBusiness_sigma -1.028e-05 6.587e-06 delta_petrol_sigma -1.5037e-04 -4.859e-06 delta_leisure_sigma -5.553e-05 1.441e-06 delta_vacation_sigma 9.339e-05 1.531e-05 delta_exercise_sigma 1.4644e-04 -1.006e-05 delta_travel_sigma 6.1159e-04 1.760e-05 delta_other_sigma 2.8288e-04 7.247e-06 gamma_work gamma_school alpha_base -0.005870 -0.002370 gamma_dropOff -1.886e-06 -2.695e-05 gamma_work 0.110173 -4.6643e-04 gamma_school -4.6643e-04 0.172723 gamma_shopping -4.588e-05 -2.375e-06 gamma_privBusiness -8.220e-05 -1.319e-05 gamma_petrol -1.240e-05 -8.941e-07 gamma_leisure -4.3788e-04 -8.726e-05 gamma_vacation 2.689e-08 -1.0525e-04 gamma_exercise -5.2383e-04 -1.2629e-04 gamma_home -0.006026 -5.5344e-04 gamma_travel 4.637e-05 -2.238e-06 gamma_other -5.0860e-04 -5.981e-05 delta_dropOff_mu -0.001841 -2.0842e-04 delta_work_mu -0.004639 -8.262e-05 delta_school_mu -0.003619 0.019212 delta_shopping_mu -0.001952 -1.3522e-04 delta_privBusiness_mu -0.002012 -4.4138e-04 delta_petrol_mu -0.002821 -2.1312e-04 delta_leisure_mu -0.001820 -1.9916e-04 delta_vacation_mu -0.001990 -0.001662 delta_exercise_mu -0.001711 -2.1508e-04 delta_travel_mu -0.002126 -1.7793e-04 delta_other_mu -0.001668 -1.4296e-04 delta_dropOff_sigma 1.4852e-04 -1.023e-05 delta_work_sigma 0.005228 -1.4786e-04 delta_school_sigma 7.6587e-04 -0.017643 delta_shopping_sigma 3.6581e-04 -1.933e-05 delta_privBusiness_sigma -4.8892e-04 -1.4630e-04 delta_petrol_sigma -9.0586e-04 -4.914e-05 delta_leisure_sigma 3.9468e-04 4.602e-05 delta_vacation_sigma -1.2090e-04 -0.001149 delta_exercise_sigma -1.7038e-04 -4.749e-05 delta_travel_sigma -2.638e-05 -2.2785e-04 delta_other_sigma -2.8554e-04 -4.281e-05 gamma_shopping gamma_privBusiness alpha_base -5.2134e-04 -7.9815e-04 gamma_dropOff -8.949e-07 4.182e-07 gamma_work -4.588e-05 -8.220e-05 gamma_school -2.375e-06 -1.319e-05 gamma_shopping 6.5737e-04 -1.223e-07 gamma_privBusiness -1.223e-07 0.002020 gamma_petrol 2.706e-07 -1.060e-06 gamma_leisure -5.322e-06 -5.050e-06 gamma_vacation -1.501e-05 -1.897e-06 gamma_exercise -1.059e-05 -1.582e-05 gamma_home -1.398e-05 -5.174e-05 gamma_travel -1.797e-08 1.189e-06 gamma_other 3.593e-06 4.237e-06 delta_dropOff_mu -2.839e-05 -2.260e-05 delta_work_mu -1.534e-06 -1.684e-05 delta_school_mu -1.245e-05 -4.417e-05 delta_shopping_mu -1.1630e-04 -1.969e-05 delta_privBusiness_mu -9.617e-06 -1.0377e-04 delta_petrol_mu 3.056e-05 -8.134e-05 delta_leisure_mu -4.296e-06 -1.699e-05 delta_vacation_mu -2.987e-05 -3.575e-05 delta_exercise_mu -2.229e-05 -2.610e-05 delta_travel_mu -7.120e-06 -2.656e-05 delta_other_mu 2.619e-05 8.977e-05 delta_dropOff_sigma -2.435e-05 -1.117e-06 delta_work_sigma -1.063e-05 -2.456e-05 delta_school_sigma -7.859e-06 2.127e-05 delta_shopping_sigma -2.9039e-04 8.702e-06 delta_privBusiness_sigma -8.266e-06 6.1515e-04 delta_petrol_sigma 4.328e-05 -6.044e-05 delta_leisure_sigma 7.892e-06 -3.408e-06 delta_vacation_sigma 6.212e-06 -4.544e-06 delta_exercise_sigma -1.785e-05 -2.049e-05 delta_travel_sigma -2.915e-05 -2.663e-05 delta_other_sigma -3.995e-05 -1.2062e-04 gamma_petrol gamma_leisure alpha_base -1.4242e-04 -0.002022 gamma_dropOff 8.314e-08 -9.236e-07 gamma_work -1.240e-05 -4.3788e-04 gamma_school -8.941e-07 -8.726e-05 gamma_shopping 2.706e-07 -5.322e-06 gamma_privBusiness -1.060e-06 -5.050e-06 gamma_petrol 5.9145e-04 1.238e-06 gamma_leisure 1.238e-06 0.010680 gamma_vacation -1.633e-06 -6.419e-05 gamma_exercise -2.039e-06 -5.943e-05 gamma_home -1.165e-05 -4.4736e-04 gamma_travel -1.951e-07 1.028e-05 gamma_other -6.298e-06 -8.822e-05 delta_dropOff_mu -1.430e-05 -2.1665e-04 delta_work_mu -5.322e-06 -1.0726e-04 delta_school_mu -1.717e-05 -4.0445e-04 delta_shopping_mu -2.452e-06 -1.4011e-04 delta_privBusiness_mu -4.576e-06 -1.3260e-04 delta_petrol_mu 4.5459e-04 -1.1558e-04 delta_leisure_mu -1.219e-06 -6.8134e-04 delta_vacation_mu -1.594e-05 -3.5098e-04 delta_exercise_mu -2.134e-05 -1.3228e-04 delta_travel_mu -2.226e-06 -1.9248e-04 delta_other_mu -6.048e-05 -4.1332e-04 delta_dropOff_sigma 1.805e-05 6.973e-05 delta_work_sigma -4.875e-06 -5.951e-05 delta_school_sigma 1.404e-05 9.152e-05 delta_shopping_sigma -5.331e-06 1.985e-05 delta_privBusiness_sigma -9.181e-06 7.063e-06 delta_petrol_sigma 6.0362e-04 6.916e-05 delta_leisure_sigma -1.913e-06 -0.001400 delta_vacation_sigma -1.334e-05 -1.8165e-04 delta_exercise_sigma -9.149e-06 -2.041e-05 delta_travel_sigma -4.674e-06 6.130e-05 delta_other_sigma 6.163e-05 3.7455e-04 gamma_vacation gamma_exercise alpha_base -0.001725 -0.002637 gamma_dropOff 2.535e-06 -1.005e-05 gamma_work 2.689e-08 -5.2383e-04 gamma_school -1.0525e-04 -1.2629e-04 gamma_shopping -1.501e-05 -1.059e-05 gamma_privBusiness -1.897e-06 -1.582e-05 gamma_petrol -1.633e-06 -2.039e-06 gamma_leisure -6.419e-05 -5.943e-05 gamma_vacation 0.332945 -8.309e-07 gamma_exercise -8.309e-07 0.036990 gamma_home -3.8264e-04 -8.1367e-04 gamma_travel 5.511e-06 9.279e-06 gamma_other -2.0869e-04 -1.742e-05 delta_dropOff_mu -1.4375e-04 -3.7440e-04 delta_work_mu -1.0689e-04 -2.2997e-04 delta_school_mu -7.3907e-04 -2.7422e-04 delta_shopping_mu -1.3310e-04 -2.6512e-04 delta_privBusiness_mu -1.1436e-04 -2.9080e-04 delta_petrol_mu -3.3812e-04 -6.2982e-04 delta_leisure_mu -1.2946e-04 -2.7957e-04 delta_vacation_mu 0.007159 -3.1523e-04 delta_exercise_mu -8.849e-05 8.8496e-04 delta_travel_mu -1.3651e-04 -3.1255e-04 delta_other_mu -4.1531e-04 -1.4754e-04 delta_dropOff_sigma -1.862e-05 9.696e-05 delta_work_sigma 3.938e-05 -4.924e-05 delta_school_sigma 3.3646e-04 1.0547e-04 delta_shopping_sigma 1.6179e-04 8.211e-05 delta_privBusiness_sigma 1.473e-05 -9.573e-05 delta_petrol_sigma -2.2699e-04 -3.9256e-04 delta_leisure_sigma 2.357e-05 4.971e-05 delta_vacation_sigma 0.007003 -1.2435e-04 delta_exercise_sigma 2.431e-05 0.003957 delta_travel_sigma 9.747e-05 -6.307e-06 delta_other_sigma 3.6971e-04 -1.2434e-04 gamma_home gamma_travel alpha_base -0.004311 -2.4932e-04 gamma_dropOff -1.879e-05 2.618e-06 gamma_work -0.006026 4.637e-05 gamma_school -5.5344e-04 -2.238e-06 gamma_shopping -1.398e-05 -1.797e-08 gamma_privBusiness -5.174e-05 1.189e-06 gamma_petrol -1.165e-05 -1.951e-07 gamma_leisure -4.4736e-04 1.028e-05 gamma_vacation -3.8264e-04 5.511e-06 gamma_exercise -8.1367e-04 9.279e-06 gamma_home 0.055162 3.655e-05 gamma_travel 3.655e-05 1.1707e-04 gamma_other -5.9470e-04 -8.513e-06 delta_dropOff_mu 0.016915 2.900e-05 delta_work_mu 0.017040 1.305e-05 delta_school_mu 0.017066 -4.586e-05 delta_shopping_mu 0.016864 3.944e-06 delta_privBusiness_mu 0.016871 9.015e-06 delta_petrol_mu 0.015778 -2.557e-05 delta_leisure_mu 0.016951 9.235e-06 delta_vacation_mu 0.017114 7.236e-05 delta_exercise_mu 0.017328 2.651e-05 delta_travel_mu 0.016779 -4.4878e-04 delta_other_mu 0.016761 -4.754e-05 delta_dropOff_sigma -3.1742e-04 -2.545e-05 delta_work_sigma -9.367e-05 1.863e-05 delta_school_sigma -2.3172e-04 5.184e-05 delta_shopping_sigma -1.495e-05 1.135e-05 delta_privBusiness_sigma 5.736e-05 3.703e-06 delta_petrol_sigma -0.001233 -4.083e-05 delta_leisure_sigma -2.0196e-04 -1.190e-05 delta_vacation_sigma 1.0440e-04 3.380e-05 delta_exercise_sigma 6.4061e-04 2.511e-05 delta_travel_sigma 0.001053 1.8782e-04 delta_other_sigma 1.1589e-04 6.799e-05 gamma_other delta_dropOff_mu alpha_base -0.003045 2.0588e-04 gamma_dropOff -2.719e-06 2.1405e-04 gamma_work -5.0860e-04 -0.001841 gamma_school -5.981e-05 -2.0842e-04 gamma_shopping 3.593e-06 -2.839e-05 gamma_privBusiness 4.237e-06 -2.260e-05 gamma_petrol -6.298e-06 -1.430e-05 gamma_leisure -8.822e-05 -2.1665e-04 gamma_vacation -2.0869e-04 -1.4375e-04 gamma_exercise -1.742e-05 -3.7440e-04 gamma_home -5.9470e-04 0.016915 gamma_travel -8.513e-06 2.900e-05 gamma_other 0.230901 -2.6501e-04 delta_dropOff_mu -2.6501e-04 0.024411 delta_work_mu -1.7375e-04 0.005779 delta_school_mu 1.9261e-04 0.005400 delta_shopping_mu -1.8013e-04 0.005480 delta_privBusiness_mu -3.1689e-04 0.005657 delta_petrol_mu -5.7343e-04 0.003791 delta_leisure_mu -2.1408e-04 0.005531 delta_vacation_mu -7.4189e-04 0.005230 delta_exercise_mu -2.2781e-04 0.005533 delta_travel_mu -1.7033e-04 0.005523 delta_other_mu 0.007316 0.005039 delta_dropOff_sigma -2.2872e-04 -0.013060 delta_work_sigma -4.109e-05 1.2278e-04 delta_school_sigma -2.9340e-04 0.001031 delta_shopping_sigma -2.641e-05 3.1012e-04 delta_privBusiness_sigma 1.5763e-04 -8.865e-05 delta_petrol_sigma -3.5545e-04 -0.001877 delta_leisure_sigma 9.252e-05 3.736e-05 delta_vacation_sigma -4.1157e-04 -1.1165e-04 delta_exercise_sigma 3.980e-05 2.0140e-04 delta_travel_sigma -1.5868e-04 7.2494e-04 delta_other_sigma -0.010829 8.2670e-04 delta_work_mu delta_school_mu alpha_base 1.1803e-04 2.959e-06 gamma_dropOff 1.220e-06 -1.0172e-04 gamma_work -0.004639 -0.003619 gamma_school -8.262e-05 0.019212 gamma_shopping -1.534e-06 -1.245e-05 gamma_privBusiness -1.684e-05 -4.417e-05 gamma_petrol -5.322e-06 -1.717e-05 gamma_leisure -1.0726e-04 -4.0445e-04 gamma_vacation -1.0689e-04 -7.3907e-04 gamma_exercise -2.2997e-04 -2.7422e-04 gamma_home 0.017040 0.017066 gamma_travel 1.305e-05 -4.586e-05 gamma_other -1.7375e-04 1.9261e-04 delta_dropOff_mu 0.005779 0.005400 delta_work_mu 0.008262 0.006049 delta_school_mu 0.006049 0.188948 delta_shopping_mu 0.005599 0.005246 delta_privBusiness_mu 0.005565 0.004340 delta_petrol_mu 0.005005 0.003569 delta_leisure_mu 0.005620 0.005383 delta_vacation_mu 0.005778 -0.001379 delta_exercise_mu 0.005833 0.005627 delta_travel_mu 0.005596 0.005734 delta_other_mu 0.005544 0.008478 delta_dropOff_sigma -2.6206e-04 6.8793e-04 delta_work_sigma 7.6178e-04 -6.5534e-04 delta_school_sigma -2.0616e-04 -0.087988 delta_shopping_sigma 4.136e-05 9.856e-05 delta_privBusiness_sigma -6.572e-06 -8.3508e-04 delta_petrol_sigma -5.6089e-04 -0.001943 delta_leisure_sigma -8.586e-05 3.3596e-04 delta_vacation_sigma 1.4579e-04 -0.004940 delta_exercise_sigma 1.8060e-04 4.5353e-04 delta_travel_sigma 5.3396e-04 -5.1574e-04 delta_other_sigma 1.0128e-04 -0.003575 delta_shopping_mu delta_privBusiness_mu alpha_base 9.493e-05 1.0843e-04 gamma_dropOff -8.443e-06 -7.574e-06 gamma_work -0.001952 -0.002012 gamma_school -1.3522e-04 -4.4138e-04 gamma_shopping -1.1630e-04 -9.617e-06 gamma_privBusiness -1.969e-05 -1.0377e-04 gamma_petrol -2.452e-06 -4.576e-06 gamma_leisure -1.4011e-04 -1.3260e-04 gamma_vacation -1.3310e-04 -1.1436e-04 gamma_exercise -2.6512e-04 -2.9080e-04 gamma_home 0.016864 0.016871 gamma_travel 3.944e-06 9.015e-06 gamma_other -1.8013e-04 -3.1689e-04 delta_dropOff_mu 0.005480 0.005657 delta_work_mu 0.005599 0.005565 delta_school_mu 0.005246 0.004340 delta_shopping_mu 0.007761 0.005521 delta_privBusiness_mu 0.005521 0.010478 delta_petrol_mu 0.005460 0.004932 delta_leisure_mu 0.005582 0.005563 delta_vacation_mu 0.005497 0.005439 delta_exercise_mu 0.005698 0.005566 delta_travel_mu 0.005558 0.005553 delta_other_mu 0.005508 0.004570 delta_dropOff_sigma -2.8337e-04 3.107e-05 delta_work_sigma -9.154e-05 -9.436e-05 delta_school_sigma -1.0656e-04 8.4196e-04 delta_shopping_sigma -9.5392e-04 7.080e-05 delta_privBusiness_sigma -1.487e-05 0.002421 delta_petrol_sigma -1.2459e-04 -6.5555e-04 delta_leisure_sigma -7.447e-05 -6.863e-05 delta_vacation_sigma -1.1259e-04 -1.4976e-04 delta_exercise_sigma 1.4012e-04 2.1789e-04 delta_travel_sigma 3.1106e-04 3.3183e-04 delta_other_sigma -4.034e-05 0.001153 delta_petrol_mu delta_leisure_mu alpha_base -2.848e-05 1.1237e-04 gamma_dropOff -9.893e-06 -7.277e-06 gamma_work -0.002821 -0.001820 gamma_school -2.1312e-04 -1.9916e-04 gamma_shopping 3.056e-05 -4.296e-06 gamma_privBusiness -8.134e-05 -1.699e-05 gamma_petrol 4.5459e-04 -1.219e-06 gamma_leisure -1.1558e-04 -6.8134e-04 gamma_vacation -3.3812e-04 -1.2946e-04 gamma_exercise -6.2982e-04 -2.7957e-04 gamma_home 0.015778 0.016951 gamma_travel -2.557e-05 9.235e-06 gamma_other -5.7343e-04 -2.1408e-04 delta_dropOff_mu 0.003791 0.005531 delta_work_mu 0.005005 0.005620 delta_school_mu 0.003569 0.005383 delta_shopping_mu 0.005460 0.005582 delta_privBusiness_mu 0.004932 0.005563 delta_petrol_mu 0.089522 0.005413 delta_leisure_mu 0.005413 0.007716 delta_vacation_mu 0.003629 0.005298 delta_exercise_mu 0.002865 0.005748 delta_travel_mu 0.005389 0.005572 delta_other_mu 0.001593 0.005228 delta_dropOff_sigma 0.002158 -3.502e-05 delta_work_sigma -5.5322e-04 -4.036e-05 delta_school_sigma 9.3886e-04 8.156e-06 delta_shopping_sigma -5.9753e-04 1.392e-06 delta_privBusiness_sigma -5.7989e-04 -1.343e-05 delta_petrol_sigma 0.068512 -2.1444e-04 delta_leisure_sigma -1.515e-05 -9.4527e-04 delta_vacation_sigma -0.001587 -2.7271e-04 delta_exercise_sigma -9.6533e-04 1.2641e-04 delta_travel_sigma -2.8611e-04 4.2528e-04 delta_other_sigma 0.003667 4.3037e-04 delta_vacation_mu delta_exercise_mu alpha_base 2.9845e-04 2.0353e-04 gamma_dropOff 2.670e-05 -2.560e-05 gamma_work -0.001990 -0.001711 gamma_school -0.001662 -2.1508e-04 gamma_shopping -2.987e-05 -2.229e-05 gamma_privBusiness -3.575e-05 -2.610e-05 gamma_petrol -1.594e-05 -2.134e-05 gamma_leisure -3.5098e-04 -1.3228e-04 gamma_vacation 0.007159 -8.849e-05 gamma_exercise -3.1523e-04 8.8496e-04 gamma_home 0.017114 0.017328 gamma_travel 7.236e-05 2.651e-05 gamma_other -7.4189e-04 -2.2781e-04 delta_dropOff_mu 0.005230 0.005533 delta_work_mu 0.005778 0.005833 delta_school_mu -0.001379 0.005627 delta_shopping_mu 0.005497 0.005698 delta_privBusiness_mu 0.005439 0.005566 delta_petrol_mu 0.003629 0.002865 delta_leisure_mu 0.005298 0.005748 delta_vacation_mu 0.207493 0.006337 delta_exercise_mu 0.006337 0.020027 delta_travel_mu 0.005357 0.005640 delta_other_mu 0.001297 0.005456 delta_dropOff_sigma -4.0619e-04 1.7701e-04 delta_work_sigma 1.7013e-04 1.4264e-04 delta_school_sigma 0.004082 -3.242e-06 delta_shopping_sigma 3.0822e-04 1.6611e-04 delta_privBusiness_sigma -7.961e-05 -1.3832e-04 delta_petrol_sigma -0.002095 -0.002904 delta_leisure_sigma 3.9537e-04 -2.0644e-04 delta_vacation_sigma 0.113691 1.4800e-04 delta_exercise_sigma 4.2157e-04 0.007258 delta_travel_sigma 0.001388 7.5542e-04 delta_other_sigma 0.005436 6.0531e-04 delta_travel_mu delta_other_mu alpha_base -3.3500e-04 -1.2518e-04 gamma_dropOff -2.073e-05 -2.413e-06 gamma_work -0.002126 -0.001668 gamma_school -1.7793e-04 -1.4296e-04 gamma_shopping -7.120e-06 2.619e-05 gamma_privBusiness -2.656e-05 8.977e-05 gamma_petrol -2.226e-06 -6.048e-05 gamma_leisure -1.9248e-04 -4.1332e-04 gamma_vacation -1.3651e-04 -4.1531e-04 gamma_exercise -3.1255e-04 -1.4754e-04 gamma_home 0.016779 0.016761 gamma_travel -4.4878e-04 -4.754e-05 gamma_other -1.7033e-04 0.007316 delta_dropOff_mu 0.005523 0.005039 delta_work_mu 0.005596 0.005544 delta_school_mu 0.005734 0.008478 delta_shopping_mu 0.005558 0.005508 delta_privBusiness_mu 0.005553 0.004570 delta_petrol_mu 0.005389 0.001593 delta_leisure_mu 0.005572 0.005228 delta_vacation_mu 0.005357 0.001297 delta_exercise_mu 0.005640 0.005456 delta_travel_mu 0.007948 0.005585 delta_other_mu 0.005585 0.096865 delta_dropOff_sigma 5.010e-06 -0.001992 delta_work_sigma -8.037e-05 -2.2251e-04 delta_school_sigma -1.9896e-04 -0.002591 delta_shopping_sigma -2.768e-05 -7.165e-05 delta_privBusiness_sigma -3.567e-05 0.001289 delta_petrol_sigma -1.7766e-04 -0.003789 delta_leisure_sigma -4.039e-05 5.2784e-04 delta_vacation_sigma -1.0810e-04 -0.003111 delta_exercise_sigma 1.3269e-04 5.2970e-04 delta_travel_sigma -2.5297e-04 -7.5438e-04 delta_other_sigma -7.065e-05 -0.087422 delta_dropOff_sigma delta_work_sigma alpha_base -1.4775e-04 1.2275e-04 gamma_dropOff -9.9964e-04 7.043e-06 gamma_work 1.4852e-04 0.005228 gamma_school -1.023e-05 -1.4786e-04 gamma_shopping -2.435e-05 -1.063e-05 gamma_privBusiness -1.117e-06 -2.456e-05 gamma_petrol 1.805e-05 -4.875e-06 gamma_leisure 6.973e-05 -5.951e-05 gamma_vacation -1.862e-05 3.938e-05 gamma_exercise 9.696e-05 -4.924e-05 gamma_home -3.1742e-04 -9.367e-05 gamma_travel -2.545e-05 1.863e-05 gamma_other -2.2872e-04 -4.109e-05 delta_dropOff_mu -0.013060 1.2278e-04 delta_work_mu -2.6206e-04 7.6178e-04 delta_school_mu 6.8793e-04 -6.5534e-04 delta_shopping_mu -2.8337e-04 -9.154e-05 delta_privBusiness_mu 3.107e-05 -9.436e-05 delta_petrol_mu 0.002158 -5.5322e-04 delta_leisure_mu -3.502e-05 -4.036e-05 delta_vacation_mu -4.0619e-04 1.7013e-04 delta_exercise_mu 1.7701e-04 1.4264e-04 delta_travel_mu 5.010e-06 -8.037e-05 delta_other_mu -0.001992 -2.2251e-04 delta_dropOff_sigma 0.021277 -1.2927e-04 delta_work_sigma -1.2927e-04 0.003388 delta_school_sigma -4.8858e-04 4.3038e-04 delta_shopping_sigma 2.5063e-04 2.4030e-04 delta_privBusiness_sigma -1.0762e-04 -3.1654e-04 delta_petrol_sigma 0.002276 -5.4188e-04 delta_leisure_sigma -1.4318e-04 2.3485e-04 delta_vacation_sigma -1.9766e-04 8.146e-05 delta_exercise_sigma 1.3864e-04 6.400e-06 delta_travel_sigma -4.3018e-04 3.3279e-04 delta_other_sigma 0.002245 2.5369e-04 delta_school_sigma delta_shopping_sigma alpha_base 9.027e-05 3.772e-05 gamma_dropOff 5.506e-05 7.110e-06 gamma_work 7.6587e-04 3.6581e-04 gamma_school -0.017643 -1.933e-05 gamma_shopping -7.859e-06 -2.9039e-04 gamma_privBusiness 2.127e-05 8.702e-06 gamma_petrol 1.404e-05 -5.331e-06 gamma_leisure 9.152e-05 1.985e-05 gamma_vacation 3.3646e-04 1.6179e-04 gamma_exercise 1.0547e-04 8.211e-05 gamma_home -2.3172e-04 -1.495e-05 gamma_travel 5.184e-05 1.135e-05 gamma_other -2.9340e-04 -2.641e-05 delta_dropOff_mu 0.001031 3.1012e-04 delta_work_mu -2.0616e-04 4.136e-05 delta_school_mu -0.087988 9.856e-05 delta_shopping_mu -1.0656e-04 -9.5392e-04 delta_privBusiness_mu 8.4196e-04 7.080e-05 delta_petrol_mu 9.3886e-04 -5.9753e-04 delta_leisure_mu 8.156e-06 1.392e-06 delta_vacation_mu 0.004082 3.0822e-04 delta_exercise_mu -3.242e-06 1.6611e-04 delta_travel_mu -1.9896e-04 -2.768e-05 delta_other_mu -0.002591 -7.165e-05 delta_dropOff_sigma -4.8858e-04 2.5063e-04 delta_work_sigma 4.3038e-04 2.4030e-04 delta_school_sigma 0.053318 7.588e-05 delta_shopping_sigma 7.588e-05 0.004137 delta_privBusiness_sigma 5.9138e-04 1.2797e-04 delta_petrol_sigma 0.001370 -7.3010e-04 delta_leisure_sigma -3.269e-05 -3.142e-05 delta_vacation_sigma 0.003061 -1.500e-05 delta_exercise_sigma 1.5281e-04 1.7080e-04 delta_travel_sigma 7.9717e-04 2.4258e-04 delta_other_sigma 0.002912 1.2021e-04 delta_privBusiness_sigma delta_petrol_sigma alpha_base -1.028e-05 -1.5037e-04 gamma_dropOff 6.587e-06 -4.859e-06 gamma_work -4.8892e-04 -9.0586e-04 gamma_school -1.4630e-04 -4.914e-05 gamma_shopping -8.266e-06 4.328e-05 gamma_privBusiness 6.1515e-04 -6.044e-05 gamma_petrol -9.181e-06 6.0362e-04 gamma_leisure 7.063e-06 6.916e-05 gamma_vacation 1.473e-05 -2.2699e-04 gamma_exercise -9.573e-05 -3.9256e-04 gamma_home 5.736e-05 -0.001233 gamma_travel 3.703e-06 -4.083e-05 gamma_other 1.5763e-04 -3.5545e-04 delta_dropOff_mu -8.865e-05 -0.001877 delta_work_mu -6.572e-06 -5.6089e-04 delta_school_mu -8.3508e-04 -0.001943 delta_shopping_mu -1.487e-05 -1.2459e-04 delta_privBusiness_mu 0.002421 -6.5555e-04 delta_petrol_mu -5.7989e-04 0.068512 delta_leisure_mu -1.343e-05 -2.1444e-04 delta_vacation_mu -7.961e-05 -0.002095 delta_exercise_mu -1.3832e-04 -0.002904 delta_travel_mu -3.567e-05 -1.7766e-04 delta_other_mu 0.001289 -0.003789 delta_dropOff_sigma -1.0762e-04 0.002276 delta_work_sigma -3.1654e-04 -5.4188e-04 delta_school_sigma 5.9138e-04 0.001370 delta_shopping_sigma 1.2797e-04 -7.3010e-04 delta_privBusiness_sigma 0.007077 -5.3978e-04 delta_petrol_sigma -5.3978e-04 0.073754 delta_leisure_sigma -1.0893e-04 -2.530e-05 delta_vacation_sigma -8.263e-06 -0.001783 delta_exercise_sigma -2.2853e-04 -0.001331 delta_travel_sigma -1.4959e-04 -7.3302e-04 delta_other_sigma -0.001520 0.003506 delta_leisure_sigma delta_vacation_sigma alpha_base -5.553e-05 9.339e-05 gamma_dropOff 1.441e-06 1.531e-05 gamma_work 3.9468e-04 -1.2090e-04 gamma_school 4.602e-05 -0.001149 gamma_shopping 7.892e-06 6.212e-06 gamma_privBusiness -3.408e-06 -4.544e-06 gamma_petrol -1.913e-06 -1.334e-05 gamma_leisure -0.001400 -1.8165e-04 gamma_vacation 2.357e-05 0.007003 gamma_exercise 4.971e-05 -1.2435e-04 gamma_home -2.0196e-04 1.0440e-04 gamma_travel -1.190e-05 3.380e-05 gamma_other 9.252e-05 -4.1157e-04 delta_dropOff_mu 3.736e-05 -1.1165e-04 delta_work_mu -8.586e-05 1.4579e-04 delta_school_mu 3.3596e-04 -0.004940 delta_shopping_mu -7.447e-05 -1.1259e-04 delta_privBusiness_mu -6.863e-05 -1.4976e-04 delta_petrol_mu -1.515e-05 -0.001587 delta_leisure_mu -9.4527e-04 -2.7271e-04 delta_vacation_mu 3.9537e-04 0.113691 delta_exercise_mu -2.0644e-04 1.4800e-04 delta_travel_mu -4.039e-05 -1.0810e-04 delta_other_mu 5.2784e-04 -0.003111 delta_dropOff_sigma -1.4318e-04 -1.9766e-04 delta_work_sigma 2.3485e-04 8.146e-05 delta_school_sigma -3.269e-05 0.003061 delta_shopping_sigma -3.142e-05 -1.500e-05 delta_privBusiness_sigma -1.0893e-04 -8.263e-06 delta_petrol_sigma -2.530e-05 -0.001783 delta_leisure_sigma 0.003896 3.7594e-04 delta_vacation_sigma 3.7594e-04 0.088951 delta_exercise_sigma 6.750e-05 -2.621e-05 delta_travel_sigma -2.5396e-04 4.9615e-04 delta_other_sigma -8.4404e-04 0.004032 delta_exercise_sigma delta_travel_sigma alpha_base 1.4644e-04 6.1159e-04 gamma_dropOff -1.006e-05 1.760e-05 gamma_work -1.7038e-04 -2.638e-05 gamma_school -4.749e-05 -2.2785e-04 gamma_shopping -1.785e-05 -2.915e-05 gamma_privBusiness -2.049e-05 -2.663e-05 gamma_petrol -9.149e-06 -4.674e-06 gamma_leisure -2.041e-05 6.130e-05 gamma_vacation 2.431e-05 9.747e-05 gamma_exercise 0.003957 -6.307e-06 gamma_home 6.4061e-04 0.001053 gamma_travel 2.511e-05 1.8782e-04 gamma_other 3.980e-05 -1.5868e-04 delta_dropOff_mu 2.0140e-04 7.2494e-04 delta_work_mu 1.8060e-04 5.3396e-04 delta_school_mu 4.5353e-04 -5.1574e-04 delta_shopping_mu 1.4012e-04 3.1106e-04 delta_privBusiness_mu 2.1789e-04 3.3183e-04 delta_petrol_mu -9.6533e-04 -2.8611e-04 delta_leisure_mu 1.2641e-04 4.2528e-04 delta_vacation_mu 4.2157e-04 0.001388 delta_exercise_mu 0.007258 7.5542e-04 delta_travel_mu 1.3269e-04 -2.5297e-04 delta_other_mu 5.2970e-04 -7.5438e-04 delta_dropOff_sigma 1.3864e-04 -4.3018e-04 delta_work_sigma 6.400e-06 3.3279e-04 delta_school_sigma 1.5281e-04 7.9717e-04 delta_shopping_sigma 1.7080e-04 2.4258e-04 delta_privBusiness_sigma -2.2853e-04 -1.4959e-04 delta_petrol_sigma -0.001331 -7.3302e-04 delta_leisure_sigma 6.750e-05 -2.5396e-04 delta_vacation_sigma -2.621e-05 4.9615e-04 delta_exercise_sigma 0.007999 3.6973e-04 delta_travel_sigma 3.6973e-04 0.003450 delta_other_sigma -3.5429e-04 0.001382 delta_other_sigma alpha_base 2.8288e-04 gamma_dropOff 7.247e-06 gamma_work -2.8554e-04 gamma_school -4.281e-05 gamma_shopping -3.995e-05 gamma_privBusiness -1.2062e-04 gamma_petrol 6.163e-05 gamma_leisure 3.7455e-04 gamma_vacation 3.6971e-04 gamma_exercise -1.2434e-04 gamma_home 1.1589e-04 gamma_travel 6.799e-05 gamma_other -0.010829 delta_dropOff_mu 8.2670e-04 delta_work_mu 1.0128e-04 delta_school_mu -0.003575 delta_shopping_mu -4.034e-05 delta_privBusiness_mu 0.001153 delta_petrol_mu 0.003667 delta_leisure_mu 4.3037e-04 delta_vacation_mu 0.005436 delta_exercise_mu 6.0531e-04 delta_travel_mu -7.065e-05 delta_other_mu -0.087422 delta_dropOff_sigma 0.002245 delta_work_sigma 2.5369e-04 delta_school_sigma 0.002912 delta_shopping_sigma 1.2021e-04 delta_privBusiness_sigma -0.001520 delta_petrol_sigma 0.003506 delta_leisure_sigma -8.4404e-04 delta_vacation_sigma 0.004032 delta_exercise_sigma -3.5429e-04 delta_travel_sigma 0.001382 delta_other_sigma 0.108848 Robust covariance matrix: alpha_base gamma_dropOff alpha_base 0.003061 3.3236e-04 gamma_dropOff 3.3236e-04 0.002463 gamma_work -0.002468 -9.8838e-04 gamma_school -0.003047 -8.7609e-04 gamma_shopping 1.0777e-04 1.0190e-04 gamma_privBusiness 2.3216e-04 5.663e-05 gamma_petrol 2.7250e-04 1.2169e-04 gamma_leisure 2.3849e-04 1.8802e-04 gamma_vacation 3.9403e-04 -3.0435e-04 gamma_exercise -1.9504e-04 9.0423e-04 gamma_home 0.010325 0.002967 gamma_travel 2.9009e-04 -6.451e-06 gamma_other 0.005071 0.002824 delta_dropOff_mu 0.002653 6.8145e-04 delta_work_mu 0.002323 8.1215e-04 delta_school_mu 0.004572 0.001264 delta_shopping_mu 0.003119 0.001260 delta_privBusiness_mu 0.003132 8.0782e-04 delta_petrol_mu 0.004425 0.003683 delta_leisure_mu 0.002773 0.001073 delta_vacation_mu 0.003141 8.3014e-04 delta_exercise_mu 0.002448 0.001190 delta_travel_mu 0.001407 0.001098 delta_other_mu 0.004139 4.3245e-04 delta_dropOff_sigma 0.001441 5.369e-05 delta_work_sigma -1.0142e-04 -1.2771e-04 delta_school_sigma -4.4082e-04 9.227e-05 delta_shopping_sigma -1.6628e-04 -8.910e-05 delta_privBusiness_sigma -5.0555e-04 -4.6767e-04 delta_petrol_sigma 0.001001 0.002592 delta_leisure_sigma -4.035e-05 2.2486e-04 delta_vacation_sigma 2.0586e-04 -9.912e-05 delta_exercise_sigma -1.0374e-04 2.7384e-04 delta_travel_sigma -3.0161e-04 -1.5996e-04 delta_other_sigma 0.001160 7.6040e-04 gamma_work gamma_school alpha_base -0.002468 -0.003047 gamma_dropOff -9.8838e-04 -8.7609e-04 gamma_work 0.069709 0.015000 gamma_school 0.015000 0.132495 gamma_shopping -3.7722e-04 -3.1242e-04 gamma_privBusiness -3.0777e-04 5.1324e-04 gamma_petrol -6.8197e-04 -0.001883 gamma_leisure 0.002622 2.007e-05 gamma_vacation 0.003006 -0.001318 gamma_exercise -0.005001 -0.003931 gamma_home -0.015017 -0.024079 gamma_travel -3.8279e-04 -1.5498e-04 gamma_other -0.009636 0.002646 delta_dropOff_mu -1.934e-05 -0.003525 delta_work_mu -0.007583 -0.008638 delta_school_mu -0.012802 0.005446 delta_shopping_mu -0.003477 -0.007010 delta_privBusiness_mu -0.004999 -0.007565 delta_petrol_mu -0.016246 -0.055111 delta_leisure_mu -0.003703 -0.007380 delta_vacation_mu -0.002746 -0.004707 delta_exercise_mu -8.6996e-04 -0.007990 delta_travel_mu -0.003028 -0.007285 delta_other_mu 0.004065 0.001201 delta_dropOff_sigma -0.007887 -0.027791 delta_work_sigma 0.005698 3.6646e-04 delta_school_sigma -1.2979e-04 -0.014621 delta_shopping_sigma -0.001158 -0.001124 delta_privBusiness_sigma -0.001490 0.002885 delta_petrol_sigma -0.011365 -0.044550 delta_leisure_sigma -8.7060e-04 0.002608 delta_vacation_sigma -0.001524 0.001551 delta_exercise_sigma 8.3328e-04 -0.003152 delta_travel_sigma -6.2612e-04 -1.3476e-04 delta_other_sigma -0.010420 -0.010342 gamma_shopping gamma_privBusiness alpha_base 1.0777e-04 2.3216e-04 gamma_dropOff 1.0190e-04 5.663e-05 gamma_work -3.7722e-04 -3.0777e-04 gamma_school -3.1242e-04 5.1324e-04 gamma_shopping 8.6792e-04 7.729e-05 gamma_privBusiness 7.729e-05 0.003373 gamma_petrol 4.080e-05 3.179e-05 gamma_leisure 3.8658e-04 -1.4832e-04 gamma_vacation 4.9040e-04 0.001352 gamma_exercise 2.1561e-04 -6.2407e-04 gamma_home 0.001283 8.5346e-04 gamma_travel 6.478e-06 5.556e-05 gamma_other 0.002673 0.006364 delta_dropOff_mu -2.8326e-04 -5.8683e-04 delta_work_mu 4.1764e-04 -6.203e-05 delta_school_mu 0.001060 0.002208 delta_shopping_mu 2.2113e-04 -7.693e-05 delta_privBusiness_mu 3.3653e-04 4.097e-05 delta_petrol_mu 5.7131e-04 -7.5775e-04 delta_leisure_mu 3.3372e-04 5.862e-05 delta_vacation_mu 8.547e-05 -9.593e-05 delta_exercise_mu 2.3715e-04 1.8249e-04 delta_travel_mu 2.8859e-04 -1.2604e-04 delta_other_mu 6.3719e-04 0.002860 delta_dropOff_sigma 7.867e-05 4.8718e-04 delta_work_sigma 3.912e-05 -2.9496e-04 delta_school_sigma -2.4944e-04 -6.4784e-04 delta_shopping_sigma -3.9764e-04 2.8421e-04 delta_privBusiness_sigma 5.217e-05 4.0133e-04 delta_petrol_sigma 3.9677e-04 -8.8752e-04 delta_leisure_sigma 9.641e-05 -1.073e-05 delta_vacation_sigma -3.1441e-04 -8.402e-07 delta_exercise_sigma -6.710e-05 -8.972e-05 delta_travel_sigma -1.7366e-04 -2.2029e-04 delta_other_sigma -6.7452e-04 -0.002654 gamma_petrol gamma_leisure alpha_base 2.7250e-04 2.3849e-04 gamma_dropOff 1.2169e-04 1.8802e-04 gamma_work -6.8197e-04 0.002622 gamma_school -0.001883 2.007e-05 gamma_shopping 4.080e-05 3.8658e-04 gamma_privBusiness 3.179e-05 -1.4832e-04 gamma_petrol 9.8300e-04 1.5288e-04 gamma_leisure 1.5288e-04 0.010757 gamma_vacation -2.420e-05 3.1253e-04 gamma_exercise 6.3242e-04 -2.8350e-04 gamma_home 0.002772 0.005541 gamma_travel -1.491e-05 -4.338e-05 gamma_other 0.001526 6.2266e-04 delta_dropOff_mu 1.1535e-04 0.001658 delta_work_mu 0.001140 0.001745 delta_school_mu 0.001383 1.9289e-04 delta_shopping_mu 6.9589e-04 0.001285 delta_privBusiness_mu 9.7058e-04 0.001024 delta_petrol_mu -0.001268 0.001329 delta_leisure_mu 8.4310e-04 5.3206e-04 delta_vacation_mu 7.1573e-04 -0.001748 delta_exercise_mu 9.1849e-04 0.001361 delta_travel_mu 0.001030 0.001623 delta_other_mu 0.002788 0.001785 delta_dropOff_sigma 0.002100 -0.001076 delta_work_sigma -5.288e-05 6.651e-05 delta_school_sigma 1.5119e-04 5.738e-05 delta_shopping_sigma 3.3320e-04 -4.0745e-04 delta_privBusiness_sigma 1.0813e-04 -8.343e-05 delta_petrol_sigma -0.004177 0.001361 delta_leisure_sigma -2.888e-05 -0.001909 delta_vacation_sigma -4.342e-05 -0.001346 delta_exercise_sigma 7.847e-05 -2.5915e-04 delta_travel_sigma -8.820e-05 -4.7618e-04 delta_other_sigma -0.001820 9.2024e-04 gamma_vacation gamma_exercise alpha_base 3.9403e-04 -1.9504e-04 gamma_dropOff -3.0435e-04 9.0423e-04 gamma_work 0.003006 -0.005001 gamma_school -0.001318 -0.003931 gamma_shopping 4.9040e-04 2.1561e-04 gamma_privBusiness 0.001352 -6.2407e-04 gamma_petrol -2.420e-05 6.3242e-04 gamma_leisure 3.1253e-04 -2.8350e-04 gamma_vacation 0.177434 0.002233 gamma_exercise 0.002233 0.045855 gamma_home -0.004389 0.005241 gamma_travel 8.560e-05 8.288e-05 gamma_other 0.010133 -0.004056 delta_dropOff_mu -0.003317 -0.001180 delta_work_mu -0.002102 0.002127 delta_school_mu -0.012382 0.002650 delta_shopping_mu -0.002117 0.001618 delta_privBusiness_mu -0.002928 0.001482 delta_petrol_mu -0.004538 0.002782 delta_leisure_mu -0.003543 9.7414e-04 delta_vacation_mu -0.021139 0.003107 delta_exercise_mu -8.938e-05 0.002700 delta_travel_mu -0.003163 0.001561 delta_other_mu 0.004437 0.002968 delta_dropOff_sigma 0.001480 0.002540 delta_work_sigma 6.8424e-04 -8.219e-05 delta_school_sigma -0.001497 0.002053 delta_shopping_sigma -9.750e-05 -7.1682e-04 delta_privBusiness_sigma 2.1208e-04 0.001448 delta_petrol_sigma -0.006950 0.001304 delta_leisure_sigma -6.5278e-04 6.6985e-04 delta_vacation_sigma -0.015988 2.6961e-04 delta_exercise_sigma 7.4728e-04 0.002842 delta_travel_sigma -0.001663 -6.2179e-04 delta_other_sigma -0.007471 -0.001333 gamma_home gamma_travel alpha_base 0.010325 2.9009e-04 gamma_dropOff 0.002967 -6.451e-06 gamma_work -0.015017 -3.8279e-04 gamma_school -0.024079 -1.5498e-04 gamma_shopping 0.001283 6.478e-06 gamma_privBusiness 8.5346e-04 5.556e-05 gamma_petrol 0.002772 -1.491e-05 gamma_leisure 0.005541 -4.338e-05 gamma_vacation -0.004389 8.560e-05 gamma_exercise 0.005241 8.288e-05 gamma_home 0.150103 3.8271e-04 gamma_travel 3.8271e-04 1.2767e-04 gamma_other 0.053542 7.1067e-04 delta_dropOff_mu 0.035480 -3.022e-05 delta_work_mu 0.045350 1.167e-05 delta_school_mu 0.062592 -1.2707e-04 delta_shopping_mu 0.047565 -5.534e-05 delta_privBusiness_mu 0.049438 -7.391e-05 delta_petrol_mu 0.090409 -3.8632e-04 delta_leisure_mu 0.048736 -3.660e-05 delta_vacation_mu 0.048066 3.6174e-04 delta_exercise_mu 0.044362 -2.322e-05 delta_travel_mu 0.045617 -5.4751e-04 delta_other_mu 0.048542 -1.0072e-04 delta_dropOff_sigma 0.036380 -2.2438e-04 delta_work_sigma -0.001286 1.081e-05 delta_school_sigma 7.0907e-04 -3.228e-06 delta_shopping_sigma 5.7838e-04 8.493e-06 delta_privBusiness_sigma 9.6832e-04 1.570e-05 delta_petrol_sigma 0.039769 -3.1312e-04 delta_leisure_sigma 0.002074 -7.582e-06 delta_vacation_sigma 0.001174 1.1990e-04 delta_exercise_sigma -0.001665 1.965e-05 delta_travel_sigma -6.9089e-04 3.940e-05 delta_other_sigma 0.011530 4.5612e-04 gamma_other delta_dropOff_mu alpha_base 0.005071 0.002653 gamma_dropOff 0.002824 6.8145e-04 gamma_work -0.009636 -1.934e-05 gamma_school 0.002646 -0.003525 gamma_shopping 0.002673 -2.8326e-04 gamma_privBusiness 0.006364 -5.8683e-04 gamma_petrol 0.001526 1.1535e-04 gamma_leisure 6.2266e-04 0.001658 gamma_vacation 0.010133 -0.003317 gamma_exercise -0.004056 -0.001180 gamma_home 0.053542 0.035480 gamma_travel 7.1067e-04 -3.022e-05 gamma_other 0.598945 0.011572 delta_dropOff_mu 0.011572 0.035919 delta_work_mu 0.015738 0.011454 delta_school_mu 0.026007 0.008599 delta_shopping_mu 0.013544 0.012881 delta_privBusiness_mu 0.019029 0.012366 delta_petrol_mu 0.018519 -1.9231e-04 delta_leisure_mu 0.013262 0.012835 delta_vacation_mu 0.027777 0.010246 delta_exercise_mu 0.008638 0.012183 delta_travel_mu 0.011825 0.012868 delta_other_mu -0.011217 0.020137 delta_dropOff_sigma -0.001514 -0.019569 delta_work_sigma -0.001797 5.2784e-04 delta_school_sigma -0.002005 0.002823 delta_shopping_sigma 0.001272 5.1104e-04 delta_privBusiness_sigma 0.002138 -5.4913e-04 delta_petrol_sigma -0.006296 -0.015199 delta_leisure_sigma 7.6530e-04 6.0615e-04 delta_vacation_sigma 0.004230 0.001660 delta_exercise_sigma -0.004863 -2.4300e-04 delta_travel_sigma -5.4651e-04 0.003338 delta_other_sigma 0.046099 -0.002899 delta_work_mu delta_school_mu alpha_base 0.002323 0.004572 gamma_dropOff 8.1215e-04 0.001264 gamma_work -0.007583 -0.012802 gamma_school -0.008638 0.005446 gamma_shopping 4.1764e-04 0.001060 gamma_privBusiness -6.203e-05 0.002208 gamma_petrol 0.001140 0.001383 gamma_leisure 0.001745 1.9289e-04 gamma_vacation -0.002102 -0.012382 gamma_exercise 0.002127 0.002650 gamma_home 0.045350 0.062592 gamma_travel 1.167e-05 -1.2707e-04 gamma_other 0.015738 0.026007 delta_dropOff_mu 0.011454 0.008599 delta_work_mu 0.018072 0.015990 delta_school_mu 0.015990 0.209656 delta_shopping_mu 0.014535 0.017672 delta_privBusiness_mu 0.014405 0.020940 delta_petrol_mu 0.025570 0.032905 delta_leisure_mu 0.015344 0.019110 delta_vacation_mu 0.013152 0.020694 delta_exercise_mu 0.014033 0.018667 delta_travel_mu 0.015719 0.019669 delta_other_mu 0.017659 0.025260 delta_dropOff_sigma 0.011406 0.022933 delta_work_sigma 0.001654 -0.005243 delta_school_sigma 0.001553 -0.072511 delta_shopping_sigma 8.1024e-04 4.1584e-04 delta_privBusiness_sigma -7.206e-06 2.6579e-04 delta_petrol_sigma 0.007758 0.012777 delta_leisure_sigma 6.3755e-04 0.002442 delta_vacation_sigma 1.8831e-04 -2.7650e-04 delta_exercise_sigma -5.4392e-04 3.2553e-04 delta_travel_sigma 0.001048 -3.9728e-04 delta_other_sigma 0.002130 -0.008264 delta_shopping_mu delta_privBusiness_mu alpha_base 0.003119 0.003132 gamma_dropOff 0.001260 8.0782e-04 gamma_work -0.003477 -0.004999 gamma_school -0.007010 -0.007565 gamma_shopping 2.2113e-04 3.3653e-04 gamma_privBusiness -7.693e-05 4.097e-05 gamma_petrol 6.9589e-04 9.7058e-04 gamma_leisure 0.001285 0.001024 gamma_vacation -0.002117 -0.002928 gamma_exercise 0.001618 0.001482 gamma_home 0.047565 0.049438 gamma_travel -5.534e-05 -7.391e-05 gamma_other 0.013544 0.019029 delta_dropOff_mu 0.012881 0.012366 delta_work_mu 0.014535 0.014405 delta_school_mu 0.017672 0.020940 delta_shopping_mu 0.018405 0.016389 delta_privBusiness_mu 0.016389 0.022268 delta_petrol_mu 0.030800 0.035233 delta_leisure_mu 0.016648 0.017092 delta_vacation_mu 0.016340 0.015347 delta_exercise_mu 0.015204 0.015387 delta_travel_mu 0.016166 0.016792 delta_other_mu 0.016917 0.014711 delta_dropOff_sigma 0.010581 0.014160 delta_work_sigma -1.5066e-04 -0.001065 delta_school_sigma 0.001105 0.001621 delta_shopping_sigma -0.001001 -1.3243e-04 delta_privBusiness_sigma 1.9753e-04 0.002526 delta_petrol_sigma 0.013253 0.017698 delta_leisure_sigma 2.5360e-04 8.3562e-04 delta_vacation_sigma 5.9739e-04 -5.4261e-04 delta_exercise_sigma -4.0501e-04 -3.8798e-04 delta_travel_sigma 3.8328e-04 2.6988e-04 delta_other_sigma 0.002976 0.007370 delta_petrol_mu delta_leisure_mu alpha_base 0.004425 0.002773 gamma_dropOff 0.003683 0.001073 gamma_work -0.016246 -0.003703 gamma_school -0.055111 -0.007380 gamma_shopping 5.7131e-04 3.3372e-04 gamma_privBusiness -7.5775e-04 5.862e-05 gamma_petrol -0.001268 8.4310e-04 gamma_leisure 0.001329 5.3206e-04 gamma_vacation -0.004538 -0.003543 gamma_exercise 0.002782 9.7414e-04 gamma_home 0.090409 0.048736 gamma_travel -3.8632e-04 -3.660e-05 gamma_other 0.018519 0.013262 delta_dropOff_mu -1.9231e-04 0.012835 delta_work_mu 0.025570 0.015344 delta_school_mu 0.032905 0.019110 delta_shopping_mu 0.030800 0.016648 delta_privBusiness_mu 0.035233 0.017092 delta_petrol_mu 0.324934 0.031620 delta_leisure_mu 0.031620 0.019281 delta_vacation_mu 0.025779 0.019017 delta_exercise_mu 0.018289 0.015338 delta_travel_mu 0.031828 0.016843 delta_other_mu -0.033086 0.015804 delta_dropOff_sigma 0.087010 0.011942 delta_work_sigma -0.002730 -5.259e-05 delta_school_sigma 0.015739 0.001687 delta_shopping_sigma -0.003740 1.5860e-04 delta_privBusiness_sigma -0.001625 1.2385e-04 delta_petrol_sigma 0.303282 0.013826 delta_leisure_sigma -4.9483e-04 -2.7999e-04 delta_vacation_sigma -0.005372 6.4617e-04 delta_exercise_sigma -0.005123 -6.1132e-04 delta_travel_sigma -0.005017 9.2049e-04 delta_other_sigma 0.069001 0.004896 delta_vacation_mu delta_exercise_mu alpha_base 0.003141 0.002448 gamma_dropOff 8.3014e-04 0.001190 gamma_work -0.002746 -8.6996e-04 gamma_school -0.004707 -0.007990 gamma_shopping 8.547e-05 2.3715e-04 gamma_privBusiness -9.593e-05 1.8249e-04 gamma_petrol 7.1573e-04 9.1849e-04 gamma_leisure -0.001748 0.001361 gamma_vacation -0.021139 -8.938e-05 gamma_exercise 0.003107 0.002700 gamma_home 0.048066 0.044362 gamma_travel 3.6174e-04 -2.322e-05 gamma_other 0.027777 0.008638 delta_dropOff_mu 0.010246 0.012183 delta_work_mu 0.013152 0.014033 delta_school_mu 0.020694 0.018667 delta_shopping_mu 0.016340 0.015204 delta_privBusiness_mu 0.015347 0.015387 delta_petrol_mu 0.025779 0.018289 delta_leisure_mu 0.019017 0.015338 delta_vacation_mu 0.150058 0.011139 delta_exercise_mu 0.011139 0.031682 delta_travel_mu 0.015058 0.015856 delta_other_mu 0.011737 0.017919 delta_dropOff_sigma 0.010619 0.011087 delta_work_sigma -3.0513e-04 5.7607e-04 delta_school_sigma 0.003214 0.002084 delta_shopping_sigma 7.4947e-04 0.001308 delta_privBusiness_sigma -5.082e-05 6.1345e-04 delta_petrol_sigma 0.010733 1.7823e-04 delta_leisure_sigma 0.001570 3.2197e-04 delta_vacation_sigma 0.046504 -0.001324 delta_exercise_sigma -0.001248 0.007792 delta_travel_sigma 0.003049 0.002856 delta_other_sigma 0.010277 0.001703 delta_travel_mu delta_other_mu alpha_base 0.001407 0.004139 gamma_dropOff 0.001098 4.3245e-04 gamma_work -0.003028 0.004065 gamma_school -0.007285 0.001201 gamma_shopping 2.8859e-04 6.3719e-04 gamma_privBusiness -1.2604e-04 0.002860 gamma_petrol 0.001030 0.002788 gamma_leisure 0.001623 0.001785 gamma_vacation -0.003163 0.004437 gamma_exercise 0.001561 0.002968 gamma_home 0.045617 0.048542 gamma_travel -5.4751e-04 -1.0072e-04 gamma_other 0.011825 -0.011217 delta_dropOff_mu 0.012868 0.020137 delta_work_mu 0.015719 0.017659 delta_school_mu 0.019669 0.025260 delta_shopping_mu 0.016166 0.016917 delta_privBusiness_mu 0.016792 0.014711 delta_petrol_mu 0.031828 -0.033086 delta_leisure_mu 0.016843 0.015804 delta_vacation_mu 0.015058 0.011737 delta_exercise_mu 0.015856 0.017919 delta_travel_mu 0.019064 0.017416 delta_other_mu 0.017416 0.141406 delta_dropOff_sigma 0.013010 -0.006794 delta_work_sigma 2.0734e-04 0.001286 delta_school_sigma 0.001432 -0.004844 delta_shopping_sigma 4.3154e-04 -1.6883e-04 delta_privBusiness_sigma 3.610e-05 0.007723 delta_petrol_sigma 0.013806 -0.065799 delta_leisure_sigma 6.5007e-04 0.001533 delta_vacation_sigma -3.906e-05 -0.001190 delta_exercise_sigma -3.6664e-04 0.001981 delta_travel_sigma 0.001052 -0.001803 delta_other_sigma 0.001666 -0.124630 delta_dropOff_sigma delta_work_sigma alpha_base 0.001441 -1.0142e-04 gamma_dropOff 5.369e-05 -1.2771e-04 gamma_work -0.007887 0.005698 gamma_school -0.027791 3.6646e-04 gamma_shopping 7.867e-05 3.912e-05 gamma_privBusiness 4.8718e-04 -2.9496e-04 gamma_petrol 0.002100 -5.288e-05 gamma_leisure -0.001076 6.651e-05 gamma_vacation 0.001480 6.8424e-04 gamma_exercise 0.002540 -8.219e-05 gamma_home 0.036380 -0.001286 gamma_travel -2.2438e-04 1.081e-05 gamma_other -0.001514 -0.001797 delta_dropOff_mu -0.019569 5.2784e-04 delta_work_mu 0.011406 0.001654 delta_school_mu 0.022933 -0.005243 delta_shopping_mu 0.010581 -1.5066e-04 delta_privBusiness_mu 0.014160 -0.001065 delta_petrol_mu 0.087010 -0.002730 delta_leisure_mu 0.011942 -5.259e-05 delta_vacation_mu 0.010619 -3.0513e-04 delta_exercise_mu 0.011087 5.7607e-04 delta_travel_mu 0.013010 2.0734e-04 delta_other_mu -0.006794 0.001286 delta_dropOff_sigma 0.067336 -0.001225 delta_work_sigma -0.001225 0.003568 delta_school_sigma 0.002554 0.001548 delta_shopping_sigma 7.7553e-04 2.2097e-04 delta_privBusiness_sigma 1.0055e-04 -8.2400e-04 delta_petrol_sigma 0.073333 -0.002892 delta_leisure_sigma -3.3606e-04 1.1921e-04 delta_vacation_sigma -0.002316 3.6110e-04 delta_exercise_sigma 3.3998e-04 2.7222e-04 delta_travel_sigma -0.003342 0.001013 delta_other_sigma 0.020243 -3.3161e-04 delta_school_sigma delta_shopping_sigma alpha_base -4.4082e-04 -1.6628e-04 gamma_dropOff 9.227e-05 -8.910e-05 gamma_work -1.2979e-04 -0.001158 gamma_school -0.014621 -0.001124 gamma_shopping -2.4944e-04 -3.9764e-04 gamma_privBusiness -6.4784e-04 2.8421e-04 gamma_petrol 1.5119e-04 3.3320e-04 gamma_leisure 5.738e-05 -4.0745e-04 gamma_vacation -0.001497 -9.750e-05 gamma_exercise 0.002053 -7.1682e-04 gamma_home 7.0907e-04 5.7838e-04 gamma_travel -3.228e-06 8.493e-06 gamma_other -0.002005 0.001272 delta_dropOff_mu 0.002823 5.1104e-04 delta_work_mu 0.001553 8.1024e-04 delta_school_mu -0.072511 4.1584e-04 delta_shopping_mu 0.001105 -0.001001 delta_privBusiness_mu 0.001621 -1.3243e-04 delta_petrol_mu 0.015739 -0.003740 delta_leisure_mu 0.001687 1.5860e-04 delta_vacation_mu 0.003214 7.4947e-04 delta_exercise_mu 0.002084 0.001308 delta_travel_mu 0.001432 4.3154e-04 delta_other_mu -0.004844 -1.6883e-04 delta_dropOff_sigma 0.002554 7.7553e-04 delta_work_sigma 0.001548 2.2097e-04 delta_school_sigma 0.038712 3.6225e-04 delta_shopping_sigma 3.6225e-04 0.003758 delta_privBusiness_sigma 6.9669e-04 -9.315e-05 delta_petrol_sigma 0.015479 -0.005267 delta_leisure_sigma -6.9679e-04 3.0854e-04 delta_vacation_sigma 0.001637 2.5957e-04 delta_exercise_sigma 0.001377 9.1874e-04 delta_travel_sigma 0.001117 7.3917e-04 delta_other_sigma 0.009223 6.4624e-04 delta_privBusiness_sigma delta_petrol_sigma alpha_base -5.0555e-04 0.001001 gamma_dropOff -4.6767e-04 0.002592 gamma_work -0.001490 -0.011365 gamma_school 0.002885 -0.044550 gamma_shopping 5.217e-05 3.9677e-04 gamma_privBusiness 4.0133e-04 -8.8752e-04 gamma_petrol 1.0813e-04 -0.004177 gamma_leisure -8.343e-05 0.001361 gamma_vacation 2.1208e-04 -0.006950 gamma_exercise 0.001448 0.001304 gamma_home 9.6832e-04 0.039769 gamma_travel 1.570e-05 -3.1312e-04 gamma_other 0.002138 -0.006296 delta_dropOff_mu -5.4913e-04 -0.015199 delta_work_mu -7.206e-06 0.007758 delta_school_mu 2.6579e-04 0.012777 delta_shopping_mu 1.9753e-04 0.013253 delta_privBusiness_mu 0.002526 0.017698 delta_petrol_mu -0.001625 0.303282 delta_leisure_mu 1.2385e-04 0.013826 delta_vacation_mu -5.082e-05 0.010733 delta_exercise_mu 6.1345e-04 1.7823e-04 delta_travel_mu 3.610e-05 0.013806 delta_other_mu 0.007723 -0.065799 delta_dropOff_sigma 1.0055e-04 0.073333 delta_work_sigma -8.2400e-04 -0.002892 delta_school_sigma 6.9669e-04 0.015479 delta_shopping_sigma -9.315e-05 -0.005267 delta_privBusiness_sigma 0.009097 -0.002214 delta_petrol_sigma -0.002214 0.328587 delta_leisure_sigma -1.3770e-04 -6.1040e-04 delta_vacation_sigma -4.3852e-04 -0.005808 delta_exercise_sigma -4.6440e-04 -0.005664 delta_travel_sigma -4.1138e-04 -0.006340 delta_other_sigma -0.008602 0.079942 delta_leisure_sigma delta_vacation_sigma alpha_base -4.035e-05 2.0586e-04 gamma_dropOff 2.2486e-04 -9.912e-05 gamma_work -8.7060e-04 -0.001524 gamma_school 0.002608 0.001551 gamma_shopping 9.641e-05 -3.1441e-04 gamma_privBusiness -1.073e-05 -8.402e-07 gamma_petrol -2.888e-05 -4.342e-05 gamma_leisure -0.001909 -0.001346 gamma_vacation -6.5278e-04 -0.015988 gamma_exercise 6.6985e-04 2.6961e-04 gamma_home 0.002074 0.001174 gamma_travel -7.582e-06 1.1990e-04 gamma_other 7.6530e-04 0.004230 delta_dropOff_mu 6.0615e-04 0.001660 delta_work_mu 6.3755e-04 1.8831e-04 delta_school_mu 0.002442 -2.7650e-04 delta_shopping_mu 2.5360e-04 5.9739e-04 delta_privBusiness_mu 8.3562e-04 -5.4261e-04 delta_petrol_mu -4.9483e-04 -0.005372 delta_leisure_mu -2.7999e-04 6.4617e-04 delta_vacation_mu 0.001570 0.046504 delta_exercise_mu 3.2197e-04 -0.001324 delta_travel_mu 6.5007e-04 -3.906e-05 delta_other_mu 0.001533 -0.001190 delta_dropOff_sigma -3.3606e-04 -0.002316 delta_work_sigma 1.1921e-04 3.6110e-04 delta_school_sigma -6.9679e-04 0.001637 delta_shopping_sigma 3.0854e-04 2.5957e-04 delta_privBusiness_sigma -1.3770e-04 -4.3852e-04 delta_petrol_sigma -6.1040e-04 -0.005808 delta_leisure_sigma 0.003887 9.7598e-04 delta_vacation_sigma 9.7598e-04 0.025591 delta_exercise_sigma 1.1859e-04 -4.1256e-04 delta_travel_sigma -8.5112e-04 0.001231 delta_other_sigma -0.001977 0.003569 delta_exercise_sigma delta_travel_sigma alpha_base -1.0374e-04 -3.0161e-04 gamma_dropOff 2.7384e-04 -1.5996e-04 gamma_work 8.3328e-04 -6.2612e-04 gamma_school -0.003152 -1.3476e-04 gamma_shopping -6.710e-05 -1.7366e-04 gamma_privBusiness -8.972e-05 -2.2029e-04 gamma_petrol 7.847e-05 -8.820e-05 gamma_leisure -2.5915e-04 -4.7618e-04 gamma_vacation 7.4728e-04 -0.001663 gamma_exercise 0.002842 -6.2179e-04 gamma_home -0.001665 -6.9089e-04 gamma_travel 1.965e-05 3.940e-05 gamma_other -0.004863 -5.4651e-04 delta_dropOff_mu -2.4300e-04 0.003338 delta_work_mu -5.4392e-04 0.001048 delta_school_mu 3.2553e-04 -3.9728e-04 delta_shopping_mu -4.0501e-04 3.8328e-04 delta_privBusiness_mu -3.8798e-04 2.6988e-04 delta_petrol_mu -0.005123 -0.005017 delta_leisure_mu -6.1132e-04 9.2049e-04 delta_vacation_mu -0.001248 0.003049 delta_exercise_mu 0.007792 0.002856 delta_travel_mu -3.6664e-04 0.001052 delta_other_mu 0.001981 -0.001803 delta_dropOff_sigma 3.3998e-04 -0.003342 delta_work_sigma 2.7222e-04 0.001013 delta_school_sigma 0.001377 0.001117 delta_shopping_sigma 9.1874e-04 7.3917e-04 delta_privBusiness_sigma -4.6440e-04 -4.1138e-04 delta_petrol_sigma -0.005664 -0.006340 delta_leisure_sigma 1.1859e-04 -8.5112e-04 delta_vacation_sigma -4.1256e-04 0.001231 delta_exercise_sigma 0.008484 0.001732 delta_travel_sigma 0.001732 0.006304 delta_other_sigma -0.001877 0.004115 delta_other_sigma alpha_base 0.001160 gamma_dropOff 7.6040e-04 gamma_work -0.010420 gamma_school -0.010342 gamma_shopping -6.7452e-04 gamma_privBusiness -0.002654 gamma_petrol -0.001820 gamma_leisure 9.2024e-04 gamma_vacation -0.007471 gamma_exercise -0.001333 gamma_home 0.011530 gamma_travel 4.5612e-04 gamma_other 0.046099 delta_dropOff_mu -0.002899 delta_work_mu 0.002130 delta_school_mu -0.008264 delta_shopping_mu 0.002976 delta_privBusiness_mu 0.007370 delta_petrol_mu 0.069001 delta_leisure_mu 0.004896 delta_vacation_mu 0.010277 delta_exercise_mu 0.001703 delta_travel_mu 0.001666 delta_other_mu -0.124630 delta_dropOff_sigma 0.020243 delta_work_sigma -3.3161e-04 delta_school_sigma 0.009223 delta_shopping_sigma 6.4624e-04 delta_privBusiness_sigma -0.008602 delta_petrol_sigma 0.079942 delta_leisure_sigma -0.001977 delta_vacation_sigma 0.003569 delta_exercise_sigma -0.001877 delta_travel_sigma 0.004115 delta_other_sigma 0.160135 Classical correlation matrix: alpha_base gamma_dropOff alpha_base 1.000000 -0.002940 gamma_dropOff -0.002940 1.000000 gamma_work -0.003292 -1.7537e-04 gamma_school -0.001062 -0.002002 gamma_shopping -0.003786 -0.001077 gamma_privBusiness -0.003306 2.8721e-04 gamma_petrol -0.001090 1.0553e-04 gamma_leisure -0.003643 -2.7587e-04 gamma_vacation -5.5659e-04 1.3561e-04 gamma_exercise -0.002553 -0.001613 gamma_home -0.003417 -0.002469 gamma_travel -0.004290 0.007470 gamma_other -0.001180 -1.7464e-04 delta_dropOff_mu 2.4532e-04 0.042289 delta_work_mu 2.4175e-04 4.1426e-04 delta_school_mu 1.267e-06 -0.007223 delta_shopping_mu 2.0061e-04 -0.002958 delta_privBusiness_mu 1.9721e-04 -0.002284 delta_petrol_mu -1.772e-05 -0.001021 delta_leisure_mu 2.3815e-04 -0.002557 delta_vacation_mu 1.2198e-04 0.001810 delta_exercise_mu 2.6776e-04 -0.005583 delta_travel_mu -6.9957e-04 -0.007178 delta_other_mu -7.488e-05 -2.3933e-04 delta_dropOff_sigma -1.8857e-04 -0.211539 delta_work_sigma 3.9262e-04 0.003735 delta_school_sigma 7.278e-05 0.007360 delta_shopping_sigma 1.0917e-04 0.003412 delta_privBusiness_sigma -2.276e-05 0.002417 delta_petrol_sigma -1.0308e-04 -5.5230e-04 delta_leisure_sigma -1.6561e-04 7.1280e-04 delta_vacation_sigma 5.830e-05 0.001585 delta_exercise_sigma 3.0482e-04 -0.003473 delta_travel_sigma 0.001939 0.009252 delta_other_sigma 1.5963e-04 6.7799e-04 gamma_work gamma_school alpha_base -0.003292 -0.001062 gamma_dropOff -1.7537e-04 -0.002002 gamma_work 1.000000 -0.003381 gamma_school -0.003381 1.000000 gamma_shopping -0.005391 -2.2289e-04 gamma_privBusiness -0.005510 -7.0640e-04 gamma_petrol -0.001537 -8.847e-05 gamma_leisure -0.012765 -0.002032 gamma_vacation 1.404e-07 -4.3890e-04 gamma_exercise -0.008206 -0.001580 gamma_home -0.077295 -0.005670 gamma_travel 0.012910 -4.9774e-04 gamma_other -0.003189 -2.9951e-04 delta_dropOff_mu -0.035500 -0.003210 delta_work_mu -0.153774 -0.002187 delta_school_mu -0.025080 0.106348 delta_shopping_mu -0.066753 -0.003693 delta_privBusiness_mu -0.059218 -0.010375 delta_petrol_mu -0.028402 -0.001714 delta_leisure_mu -0.062432 -0.005455 delta_vacation_mu -0.013160 -0.008777 delta_exercise_mu -0.036419 -0.003657 delta_travel_mu -0.071844 -0.004802 delta_other_mu -0.016148 -0.001105 delta_dropOff_sigma 0.003068 -1.6871e-04 delta_work_sigma 0.270592 -0.006112 delta_school_sigma 0.009993 -0.183846 delta_shopping_sigma 0.017134 -7.2326e-04 delta_privBusiness_sigma -0.017510 -0.004185 delta_petrol_sigma -0.010049 -4.3541e-04 delta_leisure_sigma 0.019050 0.001774 delta_vacation_sigma -0.001221 -0.009268 delta_exercise_sigma -0.005739 -0.001278 delta_travel_sigma -0.001353 -0.009334 delta_other_sigma -0.002607 -3.1219e-04 gamma_shopping gamma_privBusiness alpha_base -0.003786 -0.003306 gamma_dropOff -0.001077 2.8721e-04 gamma_work -0.005391 -0.005510 gamma_school -2.2289e-04 -7.0640e-04 gamma_shopping 1.000000 -1.0610e-04 gamma_privBusiness -1.0610e-04 1.000000 gamma_petrol 4.3403e-04 -9.6975e-04 gamma_leisure -0.002008 -0.001087 gamma_vacation -0.001015 -7.316e-05 gamma_exercise -0.002148 -0.001830 gamma_home -0.002321 -0.004902 gamma_travel -6.479e-05 0.002444 gamma_other 2.9167e-04 1.9618e-04 delta_dropOff_mu -0.007087 -0.003218 delta_work_mu -6.5805e-04 -0.004122 delta_school_mu -0.001117 -0.002261 delta_shopping_mu -0.051487 -0.004972 delta_privBusiness_mu -0.003664 -0.022555 delta_petrol_mu 0.003983 -0.006049 delta_leisure_mu -0.001908 -0.004304 delta_vacation_mu -0.002557 -0.001746 delta_exercise_mu -0.006143 -0.004104 delta_travel_mu -0.003115 -0.006629 delta_other_mu 0.003283 0.006418 delta_dropOff_sigma -0.006511 -1.7042e-04 delta_work_sigma -0.007125 -0.009387 delta_school_sigma -0.001327 0.002050 delta_shopping_sigma -0.176083 0.003010 delta_privBusiness_sigma -0.003832 0.162699 delta_petrol_sigma 0.006216 -0.004952 delta_leisure_sigma 0.004932 -0.001215 delta_vacation_sigma 8.1231e-04 -3.3900e-04 delta_exercise_sigma -0.007784 -0.005098 delta_travel_sigma -0.019359 -0.010086 delta_other_sigma -0.004723 -0.008135 gamma_petrol gamma_leisure alpha_base -0.001090 -0.003643 gamma_dropOff 1.0553e-04 -2.7587e-04 gamma_work -0.001537 -0.012765 gamma_school -8.847e-05 -0.002032 gamma_shopping 4.3403e-04 -0.002008 gamma_privBusiness -9.6975e-04 -0.001087 gamma_petrol 1.000000 4.9244e-04 gamma_leisure 4.9244e-04 1.000000 gamma_vacation -1.1635e-04 -0.001076 gamma_exercise -4.3599e-04 -0.002990 gamma_home -0.002039 -0.018431 gamma_travel -7.4152e-04 0.009193 gamma_other -5.3895e-04 -0.001777 delta_dropOff_mu -0.003763 -0.013418 delta_work_mu -0.002408 -0.011419 delta_school_mu -0.001624 -0.009003 delta_shopping_mu -0.001144 -0.015389 delta_privBusiness_mu -0.001838 -0.012534 delta_petrol_mu 0.062473 -0.003738 delta_leisure_mu -5.7041e-04 -0.075055 delta_vacation_mu -0.001439 -0.007456 delta_exercise_mu -0.006199 -0.009045 delta_travel_mu -0.001027 -0.020892 delta_other_mu -0.007990 -0.012850 delta_dropOff_sigma 0.005089 0.004626 delta_work_sigma -0.003444 -0.009893 delta_school_sigma 0.002500 0.003835 delta_shopping_sigma -0.003408 0.002986 delta_privBusiness_sigma -0.004487 8.1239e-04 delta_petrol_sigma 0.091392 0.002464 delta_leisure_sigma -0.001260 -0.216985 delta_vacation_sigma -0.001839 -0.005893 delta_exercise_sigma -0.004206 -0.002209 delta_travel_sigma -0.003272 0.010099 delta_other_sigma 0.007681 0.010985 gamma_vacation gamma_exercise alpha_base -5.5659e-04 -0.002553 gamma_dropOff 1.3561e-04 -0.001613 gamma_work 1.404e-07 -0.008206 gamma_school -4.3890e-04 -0.001580 gamma_shopping -0.001015 -0.002148 gamma_privBusiness -7.316e-05 -0.001830 gamma_petrol -1.1635e-04 -4.3599e-04 gamma_leisure -0.001076 -0.002990 gamma_vacation 1.000000 -7.487e-06 gamma_exercise -7.487e-06 1.000000 gamma_home -0.002824 -0.018013 gamma_travel 8.8270e-04 0.004459 gamma_other -7.5267e-04 -1.8852e-04 delta_dropOff_mu -0.001595 -0.012460 delta_work_mu -0.002038 -0.013155 delta_school_mu -0.002947 -0.003280 delta_shopping_mu -0.002618 -0.015647 delta_privBusiness_mu -0.001936 -0.014771 delta_petrol_mu -0.001958 -0.010945 delta_leisure_mu -0.002554 -0.016549 delta_vacation_mu 0.027237 -0.003598 delta_exercise_mu -0.001084 0.032514 delta_travel_mu -0.002654 -0.018229 delta_other_mu -0.002313 -0.002465 delta_dropOff_sigma -2.2117e-04 0.003456 delta_work_sigma 0.001172 -0.004398 delta_school_sigma 0.002525 0.002375 delta_shopping_sigma 0.004359 0.006637 delta_privBusiness_sigma 3.0336e-04 -0.005917 delta_petrol_sigma -0.001449 -0.007516 delta_leisure_sigma 6.5436e-04 0.004141 delta_vacation_sigma 0.040696 -0.002168 delta_exercise_sigma 4.7107e-04 0.230016 delta_travel_sigma 0.002876 -5.5836e-04 delta_other_sigma 0.001942 -0.001960 gamma_home gamma_travel alpha_base -0.003417 -0.004290 gamma_dropOff -0.002469 0.007470 gamma_work -0.077295 0.012910 gamma_school -0.005670 -4.9774e-04 gamma_shopping -0.002321 -6.479e-05 gamma_privBusiness -0.004902 0.002444 gamma_petrol -0.002039 -7.4152e-04 gamma_leisure -0.018431 0.009193 gamma_vacation -0.002824 8.8270e-04 gamma_exercise -0.018013 0.004459 gamma_home 1.000000 0.014382 gamma_travel 0.014382 1.000000 gamma_other -0.005269 -0.001637 delta_dropOff_mu 0.460955 0.017154 delta_work_mu 0.798219 0.013266 delta_school_mu 0.167167 -0.009750 delta_shopping_mu 0.815063 0.004137 delta_privBusiness_mu 0.701726 0.008140 delta_petrol_mu 0.224521 -0.007898 delta_leisure_mu 0.821648 0.009717 delta_vacation_mu 0.159971 0.014681 delta_exercise_mu 0.521334 0.017314 delta_travel_mu 0.801377 -0.465251 delta_other_mu 0.229298 -0.014118 delta_dropOff_sigma -0.009265 -0.016126 delta_work_sigma -0.006852 0.029581 delta_school_sigma -0.004273 0.020750 delta_shopping_sigma -9.8953e-04 0.016309 delta_privBusiness_sigma 0.002903 0.004068 delta_petrol_sigma -0.019331 -0.013894 delta_leisure_sigma -0.013776 -0.017625 delta_vacation_sigma 0.001490 0.010474 delta_exercise_sigma 0.030497 0.025953 delta_travel_sigma 0.076325 0.295542 delta_other_sigma 0.001496 0.019047 gamma_other delta_dropOff_mu alpha_base -0.001180 2.4532e-04 gamma_dropOff -1.7464e-04 0.042289 gamma_work -0.003189 -0.035500 gamma_school -2.9951e-04 -0.003210 gamma_shopping 2.9167e-04 -0.007087 gamma_privBusiness 1.9618e-04 -0.003218 gamma_petrol -5.3895e-04 -0.003763 gamma_leisure -0.001777 -0.013418 gamma_vacation -7.5267e-04 -0.001595 gamma_exercise -1.8852e-04 -0.012460 gamma_home -0.005269 0.460955 gamma_travel -0.001637 0.017154 gamma_other 1.000000 -0.003530 delta_dropOff_mu -0.003530 1.000000 delta_work_mu -0.003978 0.406910 delta_school_mu 9.2212e-04 0.079509 delta_shopping_mu -0.004255 0.398153 delta_privBusiness_mu -0.006443 0.353705 delta_petrol_mu -0.003988 0.081101 delta_leisure_mu -0.005072 0.402988 delta_vacation_mu -0.003389 0.073483 delta_exercise_mu -0.003350 0.250240 delta_travel_mu -0.003976 0.396519 delta_other_mu 0.048921 0.103618 delta_dropOff_sigma -0.003263 -0.573076 delta_work_sigma -0.001469 0.013501 delta_school_sigma -0.002644 0.028589 delta_shopping_sigma -8.5464e-04 0.030860 delta_privBusiness_sigma 0.003899 -0.006745 delta_petrol_sigma -0.002724 -0.044247 delta_leisure_sigma 0.003085 0.003831 delta_vacation_sigma -0.002872 -0.002396 delta_exercise_sigma 9.2613e-04 0.014413 delta_travel_sigma -0.005622 0.078999 delta_other_sigma -0.068305 0.016038 delta_work_mu delta_school_mu alpha_base 2.4175e-04 1.267e-06 gamma_dropOff 4.1426e-04 -0.007223 gamma_work -0.153774 -0.025080 gamma_school -0.002187 0.106348 gamma_shopping -6.5805e-04 -0.001117 gamma_privBusiness -0.004122 -0.002261 gamma_petrol -0.002408 -0.001624 gamma_leisure -0.011419 -0.009003 gamma_vacation -0.002038 -0.002947 gamma_exercise -0.013155 -0.003280 gamma_home 0.798219 0.167167 gamma_travel 0.013266 -0.009750 gamma_other -0.003978 9.2212e-04 delta_dropOff_mu 0.406910 0.079509 delta_work_mu 1.000000 0.153090 delta_school_mu 0.153090 1.000000 delta_shopping_mu 0.699207 0.136980 delta_privBusiness_mu 0.598149 0.097547 delta_petrol_mu 0.184024 0.027445 delta_leisure_mu 0.703936 0.140988 delta_vacation_mu 0.139541 -0.006963 delta_exercise_mu 0.453444 0.091468 delta_travel_mu 0.690536 0.147965 delta_other_mu 0.195978 0.062665 delta_dropOff_sigma -0.019766 0.010850 delta_work_sigma 0.143984 -0.025901 delta_school_sigma -0.009823 -0.876623 delta_shopping_sigma 0.007075 0.003525 delta_privBusiness_sigma -8.5952e-04 -0.022837 delta_petrol_sigma -0.022722 -0.016460 delta_leisure_sigma -0.015134 0.012382 delta_vacation_sigma 0.005378 -0.038103 delta_exercise_sigma 0.022216 0.011666 delta_travel_sigma 0.100017 -0.020201 delta_other_sigma 0.003377 -0.024926 delta_shopping_mu delta_privBusiness_mu alpha_base 2.0061e-04 1.9721e-04 gamma_dropOff -0.002958 -0.002284 gamma_work -0.066753 -0.059218 gamma_school -0.003693 -0.010375 gamma_shopping -0.051487 -0.003664 gamma_privBusiness -0.004972 -0.022555 gamma_petrol -0.001144 -0.001838 gamma_leisure -0.015389 -0.012534 gamma_vacation -0.002618 -0.001936 gamma_exercise -0.015647 -0.014771 gamma_home 0.815063 0.701726 gamma_travel 0.004137 0.008140 gamma_other -0.004255 -0.006443 delta_dropOff_mu 0.398153 0.353705 delta_work_mu 0.699207 0.598149 delta_school_mu 0.136980 0.097547 delta_shopping_mu 1.000000 0.612262 delta_privBusiness_mu 0.612262 1.000000 delta_petrol_mu 0.207137 0.161019 delta_leisure_mu 0.721391 0.618714 delta_vacation_mu 0.136985 0.116642 delta_exercise_mu 0.457053 0.384201 delta_travel_mu 0.707617 0.608467 delta_other_mu 0.200889 0.143442 delta_dropOff_sigma -0.022051 0.002081 delta_work_sigma -0.017852 -0.015838 delta_school_sigma -0.005238 0.035622 delta_shopping_sigma -0.168342 0.010753 delta_privBusiness_sigma -0.002007 0.281151 delta_petrol_sigma -0.005208 -0.023581 delta_leisure_sigma -0.013542 -0.010741 delta_vacation_sigma -0.004285 -0.004905 delta_exercise_sigma 0.017784 0.023800 delta_travel_sigma 0.060115 0.055192 delta_other_sigma -0.001388 0.034140 delta_petrol_mu delta_leisure_mu alpha_base -1.772e-05 2.3815e-04 gamma_dropOff -0.001021 -0.002557 gamma_work -0.028402 -0.062432 gamma_school -0.001714 -0.005455 gamma_shopping 0.003983 -0.001908 gamma_privBusiness -0.006049 -0.004304 gamma_petrol 0.062473 -5.7041e-04 gamma_leisure -0.003738 -0.075055 gamma_vacation -0.001958 -0.002554 gamma_exercise -0.010945 -0.016549 gamma_home 0.224521 0.821648 gamma_travel -0.007898 0.009717 gamma_other -0.003988 -0.005072 delta_dropOff_mu 0.081101 0.402988 delta_work_mu 0.184024 0.703936 delta_school_mu 0.027445 0.140988 delta_shopping_mu 0.207137 0.721391 delta_privBusiness_mu 0.161019 0.618714 delta_petrol_mu 1.000000 0.205958 delta_leisure_mu 0.205958 1.000000 delta_vacation_mu 0.026625 0.132419 delta_exercise_mu 0.067662 0.462423 delta_travel_mu 0.202045 0.711496 delta_other_mu 0.017109 0.191239 delta_dropOff_sigma 0.049435 -0.002733 delta_work_sigma -0.031766 -0.007893 delta_school_sigma 0.013589 4.0209e-04 delta_shopping_sigma -0.031048 2.4631e-04 delta_privBusiness_sigma -0.023039 -0.001818 delta_petrol_sigma 0.843155 -0.008989 delta_leisure_sigma -8.1106e-04 -0.172400 delta_vacation_sigma -0.017790 -0.010410 delta_exercise_sigma -0.036074 0.016091 delta_travel_sigma -0.016281 0.082430 delta_other_sigma 0.037146 0.014851 delta_vacation_mu delta_exercise_mu alpha_base 1.2198e-04 2.6776e-04 gamma_dropOff 0.001810 -0.005583 gamma_work -0.013160 -0.036419 gamma_school -0.008777 -0.003657 gamma_shopping -0.002557 -0.006143 gamma_privBusiness -0.001746 -0.004104 gamma_petrol -0.001439 -0.006199 gamma_leisure -0.007456 -0.009045 gamma_vacation 0.027237 -0.001084 gamma_exercise -0.003598 0.032514 gamma_home 0.159971 0.521334 gamma_travel 0.014681 0.017314 gamma_other -0.003389 -0.003350 delta_dropOff_mu 0.073483 0.250240 delta_work_mu 0.139541 0.453444 delta_school_mu -0.006963 0.091468 delta_shopping_mu 0.136985 0.457053 delta_privBusiness_mu 0.116642 0.384201 delta_petrol_mu 0.026625 0.067662 delta_leisure_mu 0.132419 0.462423 delta_vacation_mu 1.000000 0.098311 delta_exercise_mu 0.098311 1.000000 delta_travel_mu 0.131923 0.447040 delta_other_mu 0.009148 0.123879 delta_dropOff_sigma -0.006113 0.008575 delta_work_sigma 0.006417 0.017317 delta_school_sigma 0.038808 -9.921e-05 delta_shopping_sigma 0.010520 0.018248 delta_privBusiness_sigma -0.002078 -0.011618 delta_petrol_sigma -0.016933 -0.075557 delta_leisure_sigma 0.013905 -0.023370 delta_vacation_sigma 0.836851 0.003506 delta_exercise_sigma 0.010348 0.573462 delta_travel_sigma 0.051879 0.090884 delta_other_sigma 0.036172 0.012965 delta_travel_mu delta_other_mu alpha_base -6.9957e-04 -7.488e-05 gamma_dropOff -0.007178 -2.3933e-04 gamma_work -0.071844 -0.016148 gamma_school -0.004802 -0.001105 gamma_shopping -0.003115 0.003283 gamma_privBusiness -0.006629 0.006418 gamma_petrol -0.001027 -0.007990 gamma_leisure -0.020892 -0.012850 gamma_vacation -0.002654 -0.002313 gamma_exercise -0.018229 -0.002465 gamma_home 0.801377 0.229298 gamma_travel -0.465251 -0.014118 gamma_other -0.003976 0.048921 delta_dropOff_mu 0.396519 0.103618 delta_work_mu 0.690536 0.195978 delta_school_mu 0.147965 0.062665 delta_shopping_mu 0.707617 0.200889 delta_privBusiness_mu 0.608467 0.143442 delta_petrol_mu 0.202045 0.017109 delta_leisure_mu 0.711496 0.191239 delta_vacation_mu 0.131923 0.009148 delta_exercise_mu 0.447040 0.123879 delta_travel_mu 1.000000 0.201304 delta_other_mu 0.201304 1.000000 delta_dropOff_sigma 3.8527e-04 -0.043880 delta_work_sigma -0.015487 -0.012282 delta_school_sigma -0.009665 -0.036053 delta_shopping_sigma -0.004828 -0.003579 delta_privBusiness_sigma -0.004757 0.049240 delta_petrol_sigma -0.007338 -0.044829 delta_leisure_sigma -0.007259 0.027170 delta_vacation_sigma -0.004066 -0.033516 delta_exercise_sigma 0.016641 0.019030 delta_travel_sigma -0.048313 -0.041268 delta_other_sigma -0.002402 -0.851389 delta_dropOff_sigma delta_work_sigma alpha_base -1.8857e-04 3.9262e-04 gamma_dropOff -0.211539 0.003735 gamma_work 0.003068 0.270592 gamma_school -1.6871e-04 -0.006112 gamma_shopping -0.006511 -0.007125 gamma_privBusiness -1.7042e-04 -0.009387 gamma_petrol 0.005089 -0.003444 gamma_leisure 0.004626 -0.009893 gamma_vacation -2.2117e-04 0.001172 gamma_exercise 0.003456 -0.004398 gamma_home -0.009265 -0.006852 gamma_travel -0.016126 0.029581 gamma_other -0.003263 -0.001469 delta_dropOff_mu -0.573076 0.013501 delta_work_mu -0.019766 0.143984 delta_school_mu 0.010850 -0.025901 delta_shopping_mu -0.022051 -0.017852 delta_privBusiness_mu 0.002081 -0.015838 delta_petrol_mu 0.049435 -0.031766 delta_leisure_mu -0.002733 -0.007893 delta_vacation_mu -0.006113 0.006417 delta_exercise_mu 0.008575 0.017317 delta_travel_mu 3.8527e-04 -0.015487 delta_other_mu -0.043880 -0.012282 delta_dropOff_sigma 1.000000 -0.015225 delta_work_sigma -0.015225 1.000000 delta_school_sigma -0.014506 0.032021 delta_shopping_sigma 0.026714 0.064183 delta_privBusiness_sigma -0.008770 -0.064644 delta_petrol_sigma 0.057452 -0.034279 delta_leisure_sigma -0.015725 0.064639 delta_vacation_sigma -0.004544 0.004692 delta_exercise_sigma 0.010627 0.001229 delta_travel_sigma -0.050212 0.097342 delta_other_sigma 0.046645 0.013210 delta_school_sigma delta_shopping_sigma alpha_base 7.278e-05 1.0917e-04 gamma_dropOff 0.007360 0.003412 gamma_work 0.009993 0.017134 gamma_school -0.183846 -7.2326e-04 gamma_shopping -0.001327 -0.176083 gamma_privBusiness 0.002050 0.003010 gamma_petrol 0.002500 -0.003408 gamma_leisure 0.003835 0.002986 gamma_vacation 0.002525 0.004359 gamma_exercise 0.002375 0.006637 gamma_home -0.004273 -9.8953e-04 gamma_travel 0.020750 0.016309 gamma_other -0.002644 -8.5464e-04 delta_dropOff_mu 0.028589 0.030860 delta_work_mu -0.009823 0.007075 delta_school_mu -0.876623 0.003525 delta_shopping_mu -0.005238 -0.168342 delta_privBusiness_mu 0.035622 0.010753 delta_petrol_mu 0.013589 -0.031048 delta_leisure_mu 4.0209e-04 2.4631e-04 delta_vacation_mu 0.038808 0.010520 delta_exercise_mu -9.921e-05 0.018248 delta_travel_mu -0.009665 -0.004828 delta_other_mu -0.036053 -0.003579 delta_dropOff_sigma -0.014506 0.026714 delta_work_sigma 0.032021 0.064183 delta_school_sigma 1.000000 0.005109 delta_shopping_sigma 0.005109 1.000000 delta_privBusiness_sigma 0.030445 0.023650 delta_petrol_sigma 0.021840 -0.041796 delta_leisure_sigma -0.002268 -0.007826 delta_vacation_sigma 0.044448 -7.8202e-04 delta_exercise_sigma 0.007399 0.029690 delta_travel_sigma 0.058778 0.064212 delta_other_sigma 0.038230 0.005665 delta_privBusiness_sigma delta_petrol_sigma alpha_base -2.276e-05 -1.0308e-04 gamma_dropOff 0.002417 -5.5230e-04 gamma_work -0.017510 -0.010049 gamma_school -0.004185 -4.3541e-04 gamma_shopping -0.003832 0.006216 gamma_privBusiness 0.162699 -0.004952 gamma_petrol -0.004487 0.091392 gamma_leisure 8.1239e-04 0.002464 gamma_vacation 3.0336e-04 -0.001449 gamma_exercise -0.005917 -0.007516 gamma_home 0.002903 -0.019331 gamma_travel 0.004068 -0.013894 gamma_other 0.003899 -0.002724 delta_dropOff_mu -0.006745 -0.044247 delta_work_mu -8.5952e-04 -0.022722 delta_school_mu -0.022837 -0.016460 delta_shopping_mu -0.002007 -0.005208 delta_privBusiness_mu 0.281151 -0.023581 delta_petrol_mu -0.023039 0.843155 delta_leisure_mu -0.001818 -0.008989 delta_vacation_mu -0.002078 -0.016933 delta_exercise_mu -0.011618 -0.075557 delta_travel_mu -0.004757 -0.007338 delta_other_mu 0.049240 -0.044829 delta_dropOff_sigma -0.008770 0.057452 delta_work_sigma -0.064644 -0.034279 delta_school_sigma 0.030445 0.021840 delta_shopping_sigma 0.023650 -0.041796 delta_privBusiness_sigma 1.000000 -0.023627 delta_petrol_sigma -0.023627 1.000000 delta_leisure_sigma -0.020745 -0.001493 delta_vacation_sigma -3.2935e-04 -0.022007 delta_exercise_sigma -0.030374 -0.054800 delta_travel_sigma -0.030276 -0.045954 delta_other_sigma -0.054756 0.039132 delta_leisure_sigma delta_vacation_sigma alpha_base -1.6561e-04 5.830e-05 gamma_dropOff 7.1280e-04 0.001585 gamma_work 0.019050 -0.001221 gamma_school 0.001774 -0.009268 gamma_shopping 0.004932 8.1231e-04 gamma_privBusiness -0.001215 -3.3900e-04 gamma_petrol -0.001260 -0.001839 gamma_leisure -0.216985 -0.005893 gamma_vacation 6.5436e-04 0.040696 gamma_exercise 0.004141 -0.002168 gamma_home -0.013776 0.001490 gamma_travel -0.017625 0.010474 gamma_other 0.003085 -0.002872 delta_dropOff_mu 0.003831 -0.002396 delta_work_mu -0.015134 0.005378 delta_school_mu 0.012382 -0.038103 delta_shopping_mu -0.013542 -0.004285 delta_privBusiness_mu -0.010741 -0.004905 delta_petrol_mu -8.1106e-04 -0.017790 delta_leisure_mu -0.172400 -0.010410 delta_vacation_mu 0.013905 0.836851 delta_exercise_mu -0.023370 0.003506 delta_travel_mu -0.007259 -0.004066 delta_other_mu 0.027170 -0.033516 delta_dropOff_sigma -0.015725 -0.004544 delta_work_sigma 0.064639 0.004692 delta_school_sigma -0.002268 0.044448 delta_shopping_sigma -0.007826 -7.8202e-04 delta_privBusiness_sigma -0.020745 -3.2935e-04 delta_petrol_sigma -0.001493 -0.022007 delta_leisure_sigma 1.000000 0.020194 delta_vacation_sigma 0.020194 1.000000 delta_exercise_sigma 0.012090 -9.8278e-04 delta_travel_sigma -0.069270 0.028323 delta_other_sigma -0.040985 0.040979 delta_exercise_sigma delta_travel_sigma alpha_base 3.0482e-04 0.001939 gamma_dropOff -0.003473 0.009252 gamma_work -0.005739 -0.001353 gamma_school -0.001278 -0.009334 gamma_shopping -0.007784 -0.019359 gamma_privBusiness -0.005098 -0.010086 gamma_petrol -0.004206 -0.003272 gamma_leisure -0.002209 0.010099 gamma_vacation 4.7107e-04 0.002876 gamma_exercise 0.230016 -5.5836e-04 gamma_home 0.030497 0.076325 gamma_travel 0.025953 0.295542 gamma_other 9.2613e-04 -0.005622 delta_dropOff_mu 0.014413 0.078999 delta_work_mu 0.022216 0.100017 delta_school_mu 0.011666 -0.020201 delta_shopping_mu 0.017784 0.060115 delta_privBusiness_mu 0.023800 0.055192 delta_petrol_mu -0.036074 -0.016281 delta_leisure_mu 0.016091 0.082430 delta_vacation_mu 0.010348 0.051879 delta_exercise_mu 0.573462 0.090884 delta_travel_mu 0.016641 -0.048313 delta_other_mu 0.019030 -0.041268 delta_dropOff_sigma 0.010627 -0.050212 delta_work_sigma 0.001229 0.097342 delta_school_sigma 0.007399 0.058778 delta_shopping_sigma 0.029690 0.064212 delta_privBusiness_sigma -0.030374 -0.030276 delta_petrol_sigma -0.054800 -0.045954 delta_leisure_sigma 0.012090 -0.069270 delta_vacation_sigma -9.8278e-04 0.028323 delta_exercise_sigma 1.000000 0.070383 delta_travel_sigma 0.070383 1.000000 delta_other_sigma -0.012007 0.071328 delta_other_sigma alpha_base 1.5963e-04 gamma_dropOff 6.7799e-04 gamma_work -0.002607 gamma_school -3.1219e-04 gamma_shopping -0.004723 gamma_privBusiness -0.008135 gamma_petrol 0.007681 gamma_leisure 0.010985 gamma_vacation 0.001942 gamma_exercise -0.001960 gamma_home 0.001496 gamma_travel 0.019047 gamma_other -0.068305 delta_dropOff_mu 0.016038 delta_work_mu 0.003377 delta_school_mu -0.024926 delta_shopping_mu -0.001388 delta_privBusiness_mu 0.034140 delta_petrol_mu 0.037146 delta_leisure_mu 0.014851 delta_vacation_mu 0.036172 delta_exercise_mu 0.012965 delta_travel_mu -0.002402 delta_other_mu -0.851389 delta_dropOff_sigma 0.046645 delta_work_sigma 0.013210 delta_school_sigma 0.038230 delta_shopping_sigma 0.005665 delta_privBusiness_sigma -0.054756 delta_petrol_sigma 0.039132 delta_leisure_sigma -0.040985 delta_vacation_sigma 0.040979 delta_exercise_sigma -0.012007 delta_travel_sigma 0.071328 delta_other_sigma 1.000000 Robust correlation matrix: alpha_base gamma_dropOff alpha_base 1.00000 0.121046 gamma_dropOff 0.12105 1.000000 gamma_work -0.16896 -0.075437 gamma_school -0.15127 -0.048502 gamma_shopping 0.06612 0.069704 gamma_privBusiness 0.07225 0.019652 gamma_petrol 0.15708 0.078215 gamma_leisure 0.04156 0.036531 gamma_vacation 0.01691 -0.014560 gamma_exercise -0.01646 0.085092 gamma_home 0.48165 0.154299 gamma_travel 0.46400 -0.011505 gamma_other 0.11841 0.073522 delta_dropOff_mu 0.25296 0.072457 delta_work_mu 0.31227 0.121743 delta_school_mu 0.18047 0.055630 delta_shopping_mu 0.41553 0.187230 delta_privBusiness_mu 0.37937 0.109090 delta_petrol_mu 0.14029 0.130204 delta_leisure_mu 0.36098 0.155771 delta_vacation_mu 0.14654 0.043184 delta_exercise_mu 0.24854 0.134705 delta_travel_mu 0.18418 0.160184 delta_other_mu 0.19893 0.023174 delta_dropOff_sigma 0.10036 0.004170 delta_work_sigma -0.03069 -0.043084 delta_school_sigma -0.04049 0.009450 delta_shopping_sigma -0.04902 -0.029290 delta_privBusiness_sigma -0.09579 -0.098808 delta_petrol_sigma 0.03158 0.091104 delta_leisure_sigma -0.01170 0.072679 delta_vacation_sigma 0.02326 -0.012485 delta_exercise_sigma -0.02036 0.059912 delta_travel_sigma -0.06866 -0.040599 delta_other_sigma 0.05238 0.038291 gamma_work gamma_school alpha_base -0.168958 -0.151272 gamma_dropOff -0.075437 -0.048502 gamma_work 1.000000 0.156085 gamma_school 0.156085 1.000000 gamma_shopping -0.048497 -0.029134 gamma_privBusiness -0.020072 0.024280 gamma_petrol -0.082384 -0.165024 gamma_leisure 0.095746 5.3152e-04 gamma_vacation 0.027028 -0.008593 gamma_exercise -0.088458 -0.050432 gamma_home -0.146810 -0.170744 gamma_travel -0.128314 -0.037681 gamma_other -0.047157 0.009394 delta_dropOff_mu -3.8657e-04 -0.051096 delta_work_mu -0.213652 -0.176522 delta_school_mu -0.105900 0.032678 delta_shopping_mu -0.097068 -0.141957 delta_privBusiness_mu -0.126890 -0.139283 delta_petrol_mu -0.107943 -0.265606 delta_leisure_mu -0.101006 -0.146008 delta_vacation_mu -0.026848 -0.033381 delta_exercise_mu -0.018512 -0.123320 delta_travel_mu -0.083073 -0.144955 delta_other_mu 0.040939 0.008777 delta_dropOff_sigma -0.115119 -0.294230 delta_work_sigma 0.361300 0.016854 delta_school_sigma -0.002499 -0.204151 delta_shopping_sigma -0.071561 -0.050351 delta_privBusiness_sigma -0.059153 0.083097 delta_petrol_sigma -0.075095 -0.213511 delta_leisure_sigma -0.052888 0.114941 delta_vacation_sigma -0.036076 0.026635 delta_exercise_sigma 0.034266 -0.094018 delta_travel_sigma -0.029869 -0.004663 delta_other_sigma -0.098622 -0.071000 gamma_shopping gamma_privBusiness alpha_base 0.066117 0.072251 gamma_dropOff 0.069704 0.019652 gamma_work -0.048497 -0.020072 gamma_school -0.029134 0.024280 gamma_shopping 1.000000 0.045175 gamma_privBusiness 0.045175 1.000000 gamma_petrol 0.044174 0.017458 gamma_leisure 0.126515 -0.024624 gamma_vacation 0.039518 0.055263 gamma_exercise 0.034177 -0.050184 gamma_home 0.112366 0.037932 gamma_travel 0.019462 0.084679 gamma_other 0.117231 0.141599 delta_dropOff_mu -0.050733 -0.053318 delta_work_mu 0.105454 -0.007945 delta_school_mu 0.078560 0.083033 delta_shopping_mu 0.055328 -0.009765 delta_privBusiness_mu 0.076549 0.004728 delta_petrol_mu 0.034020 -0.022890 delta_leisure_mu 0.081578 0.007269 delta_vacation_mu 0.007490 -0.004264 delta_exercise_mu 0.045225 0.017654 delta_travel_mu 0.070946 -0.015719 delta_other_mu 0.057517 0.130982 delta_dropOff_sigma 0.010291 0.032329 delta_work_sigma 0.022228 -0.085028 delta_school_sigma -0.043033 -0.056698 delta_shopping_sigma -0.220178 0.079833 delta_privBusiness_sigma 0.018565 0.072454 delta_petrol_sigma 0.023495 -0.026661 delta_leisure_sigma 0.052490 -0.002965 delta_vacation_sigma -0.066714 -9.044e-05 delta_exercise_sigma -0.024730 -0.016773 delta_travel_sigma -0.074244 -0.047777 delta_other_sigma -0.057215 -0.114185 gamma_petrol gamma_leisure alpha_base 0.157081 0.041558 gamma_dropOff 0.078215 0.036531 gamma_work -0.082384 0.095746 gamma_school -0.165024 5.3152e-04 gamma_shopping 0.044174 0.126515 gamma_privBusiness 0.017458 -0.024624 gamma_petrol 1.000000 0.047013 gamma_leisure 0.047013 1.000000 gamma_vacation -0.001832 0.007154 gamma_exercise 0.094197 -0.012765 gamma_home 0.228184 0.137896 gamma_travel -0.042096 -0.037019 gamma_other 0.062873 0.007757 delta_dropOff_mu 0.019413 0.084335 delta_work_mu 0.270403 0.125185 delta_school_mu 0.096351 0.004062 delta_shopping_mu 0.163604 0.091349 delta_privBusiness_mu 0.207452 0.066178 delta_petrol_mu -0.070949 0.022480 delta_leisure_mu 0.193655 0.036944 delta_vacation_mu 0.058931 -0.043495 delta_exercise_mu 0.164586 0.073743 delta_travel_mu 0.237991 0.113349 delta_other_mu 0.236512 0.045758 delta_dropOff_sigma 0.258123 -0.039963 delta_work_sigma -0.028235 0.010735 delta_school_sigma 0.024509 0.002812 delta_shopping_sigma 0.173361 -0.064084 delta_privBusiness_sigma 0.036158 -0.008434 delta_petrol_sigma -0.232413 0.022893 delta_leisure_sigma -0.014772 -0.295266 delta_vacation_sigma -0.008656 -0.081116 delta_exercise_sigma 0.027172 -0.027128 delta_travel_sigma -0.035431 -0.057826 delta_other_sigma -0.145061 0.022172 gamma_vacation gamma_exercise alpha_base 0.016906 -0.016462 gamma_dropOff -0.014560 0.085092 gamma_work 0.027028 -0.088458 gamma_school -0.008593 -0.050432 gamma_shopping 0.039518 0.034177 gamma_privBusiness 0.055263 -0.050184 gamma_petrol -0.001832 0.094197 gamma_leisure 0.007154 -0.012765 gamma_vacation 1.000000 0.024750 gamma_exercise 0.024750 1.000000 gamma_home -0.026895 0.063170 gamma_travel 0.017985 0.034253 gamma_other 0.031083 -0.024474 delta_dropOff_mu -0.041546 -0.029066 delta_work_mu -0.037127 0.073883 delta_school_mu -0.064200 0.027032 delta_shopping_mu -0.037039 0.055706 delta_privBusiness_mu -0.046580 0.046378 delta_petrol_mu -0.018901 0.022792 delta_leisure_mu -0.060572 0.032761 delta_vacation_mu -0.129549 0.037451 delta_exercise_mu -0.001192 0.070826 delta_travel_mu -0.054378 0.052801 delta_other_mu 0.028011 0.036864 delta_dropOff_sigma 0.013536 0.045706 delta_work_sigma 0.027194 -0.006425 delta_school_sigma -0.018061 0.048716 delta_shopping_sigma -0.003776 -0.054607 delta_privBusiness_sigma 0.005279 0.070907 delta_petrol_sigma -0.028783 0.010623 delta_leisure_sigma -0.024856 0.050173 delta_vacation_sigma -0.237268 0.007871 delta_exercise_sigma 0.019261 0.144079 delta_travel_sigma -0.049741 -0.036573 delta_other_sigma -0.044320 -0.015560 gamma_home gamma_travel alpha_base 0.481651 0.464000 gamma_dropOff 0.154299 -0.011505 gamma_work -0.146810 -0.128314 gamma_school -0.170744 -0.037681 gamma_shopping 0.112366 0.019462 gamma_privBusiness 0.037932 0.084679 gamma_petrol 0.228184 -0.042096 gamma_leisure 0.137896 -0.037019 gamma_vacation -0.026895 0.017985 gamma_exercise 0.063170 0.034253 gamma_home 1.000000 0.087424 gamma_travel 0.087424 1.000000 gamma_other 0.178568 0.081270 delta_dropOff_mu 0.483195 -0.014111 delta_work_mu 0.870733 0.007686 delta_school_mu 0.352832 -0.024561 delta_shopping_mu 0.904939 -0.036100 delta_privBusiness_mu 0.855118 -0.043837 delta_petrol_mu 0.409373 -0.059980 delta_leisure_mu 0.905910 -0.023326 delta_vacation_mu 0.320269 0.082645 delta_exercise_mu 0.643297 -0.011545 delta_travel_mu 0.852760 -0.350947 delta_other_mu 0.333184 -0.023706 delta_dropOff_sigma 0.361862 -0.076527 delta_work_sigma -0.055566 0.016021 delta_school_sigma 0.009302 -0.001452 delta_shopping_sigma 0.024353 0.012262 delta_privBusiness_sigma 0.026204 0.014570 delta_petrol_sigma 0.179069 -0.048344 delta_leisure_sigma 0.085876 -0.010762 delta_vacation_sigma 0.018944 0.066335 delta_exercise_sigma -0.046654 0.018877 delta_travel_sigma -0.022461 0.043924 delta_other_sigma 0.074370 0.100878 gamma_other delta_dropOff_mu alpha_base 0.118415 0.252957 gamma_dropOff 0.073522 0.072457 gamma_work -0.047157 -3.8657e-04 gamma_school 0.009394 -0.051096 gamma_shopping 0.117231 -0.050733 gamma_privBusiness 0.141599 -0.053318 gamma_petrol 0.062873 0.019413 gamma_leisure 0.007757 0.084335 gamma_vacation 0.031083 -0.041546 gamma_exercise -0.024474 -0.029066 gamma_home 0.178568 0.483195 gamma_travel 0.081270 -0.014111 gamma_other 1.000000 0.078898 delta_dropOff_mu 0.078898 1.000000 delta_work_mu 0.151270 0.449570 delta_school_mu 0.073392 0.099087 delta_shopping_mu 0.129000 0.500970 delta_privBusiness_mu 0.164771 0.437237 delta_petrol_mu 0.041979 -0.001780 delta_leisure_mu 0.123405 0.487719 delta_vacation_mu 0.092655 0.139564 delta_exercise_mu 0.062706 0.361147 delta_travel_mu 0.110658 0.491741 delta_other_mu -0.038543 0.282549 delta_dropOff_sigma -0.007538 -0.397900 delta_work_sigma -0.038862 0.046626 delta_school_sigma -0.013168 0.075710 delta_shopping_sigma 0.026808 0.043986 delta_privBusiness_sigma 0.028967 -0.030378 delta_petrol_sigma -0.014191 -0.139906 delta_leisure_sigma 0.015861 0.051298 delta_vacation_sigma 0.034163 0.054754 delta_exercise_sigma -0.068227 -0.013920 delta_travel_sigma -0.008894 0.221869 delta_other_sigma 0.148852 -0.038228 delta_work_mu delta_school_mu alpha_base 0.312274 0.180475 gamma_dropOff 0.121743 0.055630 gamma_work -0.213652 -0.105900 gamma_school -0.176522 0.032678 gamma_shopping 0.105454 0.078560 gamma_privBusiness -0.007945 0.083033 gamma_petrol 0.270403 0.096351 gamma_leisure 0.125185 0.004062 gamma_vacation -0.037127 -0.064200 gamma_exercise 0.073883 0.027032 gamma_home 0.870733 0.352832 gamma_travel 0.007686 -0.024561 gamma_other 0.151270 0.073392 delta_dropOff_mu 0.449570 0.099087 delta_work_mu 1.000000 0.259775 delta_school_mu 0.259775 1.000000 delta_shopping_mu 0.796994 0.284493 delta_privBusiness_mu 0.718066 0.306473 delta_petrol_mu 0.333679 0.126071 delta_leisure_mu 0.821969 0.300557 delta_vacation_mu 0.252556 0.116671 delta_exercise_mu 0.586479 0.229042 delta_travel_mu 0.846877 0.311121 delta_other_mu 0.349322 0.146704 delta_dropOff_sigma 0.326960 0.193012 delta_work_sigma 0.206040 -0.191679 delta_school_sigma 0.058706 -0.804872 delta_shopping_sigma 0.098320 0.014815 delta_privBusiness_sigma -5.6198e-04 0.006086 delta_petrol_sigma 0.100681 0.048680 delta_leisure_sigma 0.076068 0.085551 delta_vacation_sigma 0.008756 -0.003775 delta_exercise_sigma -0.043928 0.007719 delta_travel_sigma 0.098232 -0.010928 delta_other_sigma 0.039586 -0.045102 delta_shopping_mu delta_privBusiness_mu alpha_base 0.415529 0.379367 gamma_dropOff 0.187230 0.109090 gamma_work -0.097068 -0.126890 gamma_school -0.141957 -0.139283 gamma_shopping 0.055328 0.076549 gamma_privBusiness -0.009765 0.004728 gamma_petrol 0.163604 0.207452 gamma_leisure 0.091349 0.066178 gamma_vacation -0.037039 -0.046580 gamma_exercise 0.055706 0.046378 gamma_home 0.904939 0.855118 gamma_travel -0.036100 -0.043837 gamma_other 0.129000 0.164771 delta_dropOff_mu 0.500970 0.437237 delta_work_mu 0.796994 0.718066 delta_school_mu 0.284493 0.306473 delta_shopping_mu 1.000000 0.809558 delta_privBusiness_mu 0.809558 1.000000 delta_petrol_mu 0.398272 0.414211 delta_leisure_mu 0.883757 0.824861 delta_vacation_mu 0.310915 0.265501 delta_exercise_mu 0.629643 0.579312 delta_travel_mu 0.863024 0.815003 delta_other_mu 0.331610 0.262161 delta_dropOff_sigma 0.300570 0.365683 delta_work_sigma -0.018592 -0.119487 delta_school_sigma 0.041389 0.055210 delta_shopping_sigma -0.120388 -0.014477 delta_privBusiness_sigma 0.015265 0.177444 delta_petrol_sigma 0.170422 0.206904 delta_leisure_sigma 0.029982 0.089817 delta_vacation_sigma 0.027526 -0.022730 delta_exercise_sigma -0.032412 -0.028229 delta_travel_sigma 0.035584 0.022779 delta_other_sigma 0.054813 0.123418 delta_petrol_mu delta_leisure_mu alpha_base 0.140289 0.360983 gamma_dropOff 0.130204 0.155771 gamma_work -0.107943 -0.101006 gamma_school -0.265606 -0.146008 gamma_shopping 0.034020 0.081578 gamma_privBusiness -0.022890 0.007269 gamma_petrol -0.070949 0.193655 gamma_leisure 0.022480 0.036944 gamma_vacation -0.018901 -0.060572 gamma_exercise 0.022792 0.032761 gamma_home 0.409373 0.905910 gamma_travel -0.059980 -0.023326 gamma_other 0.041979 0.123405 delta_dropOff_mu -0.001780 0.487719 delta_work_mu 0.333679 0.821969 delta_school_mu 0.126071 0.300557 delta_shopping_mu 0.398272 0.883757 delta_privBusiness_mu 0.414211 0.824861 delta_petrol_mu 1.000000 0.399483 delta_leisure_mu 0.399483 1.000000 delta_vacation_mu 0.116745 0.353541 delta_exercise_mu 0.180253 0.620580 delta_travel_mu 0.404394 0.878477 delta_other_mu -0.154351 0.302657 delta_dropOff_sigma 0.588234 0.331422 delta_work_sigma -0.080171 -0.006340 delta_school_sigma 0.140336 0.061752 delta_shopping_sigma -0.107025 0.018632 delta_privBusiness_sigma -0.029897 0.009351 delta_petrol_sigma 0.928162 0.173699 delta_leisure_sigma -0.013923 -0.032341 delta_vacation_sigma -0.058907 0.029089 delta_exercise_sigma -0.097573 -0.047798 delta_travel_sigma -0.110848 0.083494 delta_other_sigma 0.302493 0.088118 delta_vacation_mu delta_exercise_mu alpha_base 0.146539 0.248539 gamma_dropOff 0.043184 0.134705 gamma_work -0.026848 -0.018512 gamma_school -0.033381 -0.123320 gamma_shopping 0.007490 0.045225 gamma_privBusiness -0.004264 0.017654 gamma_petrol 0.058931 0.164586 gamma_leisure -0.043495 0.073743 gamma_vacation -0.129549 -0.001192 gamma_exercise 0.037451 0.070826 gamma_home 0.320269 0.643297 gamma_travel 0.082645 -0.011545 gamma_other 0.092655 0.062706 delta_dropOff_mu 0.139564 0.361147 delta_work_mu 0.252556 0.586479 delta_school_mu 0.116671 0.229042 delta_shopping_mu 0.310915 0.629643 delta_privBusiness_mu 0.265501 0.579312 delta_petrol_mu 0.116745 0.180253 delta_leisure_mu 0.353541 0.620580 delta_vacation_mu 1.000000 0.161554 delta_exercise_mu 0.161554 1.000000 delta_travel_mu 0.281532 0.645192 delta_other_mu 0.080574 0.267723 delta_dropOff_sigma 0.105645 0.240035 delta_work_sigma -0.013187 0.054182 delta_school_sigma 0.042171 0.059500 delta_shopping_sigma 0.031561 0.119865 delta_privBusiness_sigma -0.001375 0.036134 delta_petrol_sigma 0.048335 0.001747 delta_leisure_sigma 0.064991 0.029013 delta_vacation_sigma 0.750442 -0.046492 delta_exercise_sigma -0.034982 0.475267 delta_travel_sigma 0.099124 0.202120 delta_other_sigma 0.066296 0.023908 delta_travel_mu delta_other_mu alpha_base 0.184184 0.198935 gamma_dropOff 0.160184 0.023174 gamma_work -0.083073 0.040939 gamma_school -0.144955 0.008777 gamma_shopping 0.070946 0.057517 gamma_privBusiness -0.015719 0.130982 gamma_petrol 0.237991 0.236512 gamma_leisure 0.113349 0.045758 gamma_vacation -0.054378 0.028011 gamma_exercise 0.052801 0.036864 gamma_home 0.852760 0.333184 gamma_travel -0.350947 -0.023706 gamma_other 0.110658 -0.038543 delta_dropOff_mu 0.491741 0.282549 delta_work_mu 0.846877 0.349322 delta_school_mu 0.311121 0.146704 delta_shopping_mu 0.863024 0.331610 delta_privBusiness_mu 0.815003 0.262161 delta_petrol_mu 0.404394 -0.154351 delta_leisure_mu 0.878477 0.302657 delta_vacation_mu 0.281532 0.080574 delta_exercise_mu 0.645192 0.267723 delta_travel_mu 1.000000 0.335434 delta_other_mu 0.335434 1.000000 delta_dropOff_sigma 0.363108 -0.069622 delta_work_sigma 0.025140 0.057239 delta_school_sigma 0.052727 -0.065473 delta_shopping_sigma 0.050984 -0.007324 delta_privBusiness_sigma 0.002741 0.215317 delta_petrol_sigma 0.174436 -0.305251 delta_leisure_sigma 0.075516 0.065392 delta_vacation_sigma -0.001769 -0.019779 delta_exercise_sigma -0.028830 0.057203 delta_travel_sigma 0.095989 -0.060392 delta_other_sigma 0.030148 -0.828218 delta_dropOff_sigma delta_work_sigma alpha_base 0.100361 -0.030687 gamma_dropOff 0.004170 -0.043084 gamma_work -0.115119 0.361300 gamma_school -0.294230 0.016854 gamma_shopping 0.010291 0.022228 gamma_privBusiness 0.032329 -0.085028 gamma_petrol 0.258123 -0.028235 gamma_leisure -0.039963 0.010735 gamma_vacation 0.013536 0.027194 gamma_exercise 0.045706 -0.006425 gamma_home 0.361862 -0.055566 gamma_travel -0.076527 0.016021 gamma_other -0.007538 -0.038862 delta_dropOff_mu -0.397900 0.046626 delta_work_mu 0.326960 0.206040 delta_school_mu 0.193012 -0.191679 delta_shopping_mu 0.300570 -0.018592 delta_privBusiness_mu 0.365683 -0.119487 delta_petrol_mu 0.588234 -0.080171 delta_leisure_mu 0.331422 -0.006340 delta_vacation_mu 0.105645 -0.013187 delta_exercise_mu 0.240035 0.054182 delta_travel_mu 0.363108 0.025140 delta_other_mu -0.069622 0.057239 delta_dropOff_sigma 1.000000 -0.079007 delta_work_sigma -0.079007 1.000000 delta_school_sigma 0.050031 0.131676 delta_shopping_sigma 0.048753 0.060345 delta_privBusiness_sigma 0.004063 -0.144630 delta_petrol_sigma 0.493005 -0.084455 delta_leisure_sigma -0.020772 0.032010 delta_vacation_sigma -0.055795 0.037790 delta_exercise_sigma 0.014225 0.049479 delta_travel_sigma -0.162200 0.213672 delta_other_sigma 0.194942 -0.013873 delta_school_sigma delta_shopping_sigma alpha_base -0.040492 -0.049023 gamma_dropOff 0.009450 -0.029290 gamma_work -0.002499 -0.071561 gamma_school -0.204151 -0.050351 gamma_shopping -0.043033 -0.220178 gamma_privBusiness -0.056698 0.079833 gamma_petrol 0.024509 0.173361 gamma_leisure 0.002812 -0.064084 gamma_vacation -0.018061 -0.003776 gamma_exercise 0.048716 -0.054607 gamma_home 0.009302 0.024353 gamma_travel -0.001452 0.012262 gamma_other -0.013168 0.026808 delta_dropOff_mu 0.075710 0.043986 delta_work_mu 0.058706 0.098320 delta_school_mu -0.804872 0.014815 delta_shopping_mu 0.041389 -0.120388 delta_privBusiness_mu 0.055210 -0.014477 delta_petrol_mu 0.140336 -0.107025 delta_leisure_mu 0.061752 0.018632 delta_vacation_mu 0.042171 0.031561 delta_exercise_mu 0.059500 0.119865 delta_travel_mu 0.052727 0.050984 delta_other_mu -0.065473 -0.007324 delta_dropOff_sigma 0.050031 0.048753 delta_work_sigma 0.131676 0.060345 delta_school_sigma 1.000000 0.030034 delta_shopping_sigma 0.030034 1.000000 delta_privBusiness_sigma 0.037124 -0.015931 delta_petrol_sigma 0.137243 -0.149895 delta_leisure_sigma -0.056802 0.080727 delta_vacation_sigma 0.052017 0.026469 delta_exercise_sigma 0.075966 0.162716 delta_travel_sigma 0.071505 0.151872 delta_other_sigma 0.117134 0.026344 delta_privBusiness_sigma delta_petrol_sigma alpha_base -0.095795 0.031575 gamma_dropOff -0.098808 0.091104 gamma_work -0.059153 -0.075095 gamma_school 0.083097 -0.213511 gamma_shopping 0.018565 0.023495 gamma_privBusiness 0.072454 -0.026661 gamma_petrol 0.036158 -0.232413 gamma_leisure -0.008434 0.022893 gamma_vacation 0.005279 -0.028783 gamma_exercise 0.070907 0.010623 gamma_home 0.026204 0.179069 gamma_travel 0.014570 -0.048344 gamma_other 0.028967 -0.014191 delta_dropOff_mu -0.030378 -0.139906 delta_work_mu -5.6198e-04 0.100681 delta_school_mu 0.006086 0.048680 delta_shopping_mu 0.015265 0.170422 delta_privBusiness_mu 0.177444 0.206904 delta_petrol_mu -0.029897 0.928162 delta_leisure_mu 0.009351 0.173699 delta_vacation_mu -0.001375 0.048335 delta_exercise_mu 0.036134 0.001747 delta_travel_mu 0.002741 0.174436 delta_other_mu 0.215317 -0.305251 delta_dropOff_sigma 0.004063 0.493005 delta_work_sigma -0.144630 -0.084455 delta_school_sigma 0.037124 0.137243 delta_shopping_sigma -0.015931 -0.149895 delta_privBusiness_sigma 1.000000 -0.040503 delta_petrol_sigma -0.040503 1.000000 delta_leisure_sigma -0.023155 -0.017079 delta_vacation_sigma -0.028740 -0.063333 delta_exercise_sigma -0.052862 -0.107286 delta_travel_sigma -0.054324 -0.139312 delta_other_sigma -0.225372 0.348502 delta_leisure_sigma delta_vacation_sigma alpha_base -0.011695 0.023257 gamma_dropOff 0.072679 -0.012485 gamma_work -0.052888 -0.036076 gamma_school 0.114941 0.026635 gamma_shopping 0.052490 -0.066714 gamma_privBusiness -0.002965 -9.044e-05 gamma_petrol -0.014772 -0.008656 gamma_leisure -0.295266 -0.081116 gamma_vacation -0.024856 -0.237268 gamma_exercise 0.050173 0.007871 gamma_home 0.085876 0.018944 gamma_travel -0.010762 0.066335 gamma_other 0.015861 0.034163 delta_dropOff_mu 0.051298 0.054754 delta_work_mu 0.076068 0.008756 delta_school_mu 0.085551 -0.003775 delta_shopping_mu 0.029982 0.027526 delta_privBusiness_mu 0.089817 -0.022730 delta_petrol_mu -0.013923 -0.058907 delta_leisure_mu -0.032341 0.029089 delta_vacation_mu 0.064991 0.750442 delta_exercise_mu 0.029013 -0.046492 delta_travel_mu 0.075516 -0.001769 delta_other_mu 0.065392 -0.019779 delta_dropOff_sigma -0.020772 -0.055795 delta_work_sigma 0.032010 0.037790 delta_school_sigma -0.056802 0.052017 delta_shopping_sigma 0.080727 0.026469 delta_privBusiness_sigma -0.023155 -0.028740 delta_petrol_sigma -0.017079 -0.063333 delta_leisure_sigma 1.000000 0.097855 delta_vacation_sigma 0.097855 1.000000 delta_exercise_sigma 0.020652 -0.028000 delta_travel_sigma -0.171943 0.096911 delta_other_sigma -0.079254 0.055750 delta_exercise_sigma delta_travel_sigma alpha_base -0.020356 -0.068658 gamma_dropOff 0.059912 -0.040599 gamma_work 0.034266 -0.029869 gamma_school -0.094018 -0.004663 gamma_shopping -0.024730 -0.074244 gamma_privBusiness -0.016773 -0.047777 gamma_petrol 0.027172 -0.035431 gamma_leisure -0.027128 -0.057826 gamma_vacation 0.019261 -0.049741 gamma_exercise 0.144079 -0.036573 gamma_home -0.046654 -0.022461 gamma_travel 0.018877 0.043924 gamma_other -0.068227 -0.008894 delta_dropOff_mu -0.013920 0.221869 delta_work_mu -0.043928 0.098232 delta_school_mu 0.007719 -0.010928 delta_shopping_mu -0.032412 0.035584 delta_privBusiness_mu -0.028229 0.022779 delta_petrol_mu -0.097573 -0.110848 delta_leisure_mu -0.047798 0.083494 delta_vacation_mu -0.034982 0.099124 delta_exercise_mu 0.475267 0.202120 delta_travel_mu -0.028830 0.095989 delta_other_mu 0.057203 -0.060392 delta_dropOff_sigma 0.014225 -0.162200 delta_work_sigma 0.049479 0.213672 delta_school_sigma 0.075966 0.071505 delta_shopping_sigma 0.162716 0.151872 delta_privBusiness_sigma -0.052862 -0.054324 delta_petrol_sigma -0.107286 -0.139312 delta_leisure_sigma 0.020652 -0.171943 delta_vacation_sigma -0.028000 0.096911 delta_exercise_sigma 1.000000 0.236795 delta_travel_sigma 0.236795 1.000000 delta_other_sigma -0.050926 0.129527 delta_other_sigma alpha_base 0.05238 gamma_dropOff 0.03829 gamma_work -0.09862 gamma_school -0.07100 gamma_shopping -0.05722 gamma_privBusiness -0.11419 gamma_petrol -0.14506 gamma_leisure 0.02217 gamma_vacation -0.04432 gamma_exercise -0.01556 gamma_home 0.07437 gamma_travel 0.10088 gamma_other 0.14885 delta_dropOff_mu -0.03823 delta_work_mu 0.03959 delta_school_mu -0.04510 delta_shopping_mu 0.05481 delta_privBusiness_mu 0.12342 delta_petrol_mu 0.30249 delta_leisure_mu 0.08812 delta_vacation_mu 0.06630 delta_exercise_mu 0.02391 delta_travel_mu 0.03015 delta_other_mu -0.82822 delta_dropOff_sigma 0.19494 delta_work_sigma -0.01387 delta_school_sigma 0.11713 delta_shopping_sigma 0.02634 delta_privBusiness_sigma -0.22537 delta_petrol_sigma 0.34850 delta_leisure_sigma -0.07925 delta_vacation_sigma 0.05575 delta_exercise_sigma -0.05093 delta_travel_sigma 0.12953 delta_other_sigma 1.00000 20 worst outliers in terms of lowest average per choice prediction: ID Avg prob per choice 3375723 3.694420e-08 1226238 5.513910e-08 7652039 6.903429e-08 6292582 1.402007e-07 6873173 1.407123e-07 3051038 2.619835e-07 8530000 5.224080e-07 2146576 5.334250e-07 5804392 6.365546e-07 2684804 6.376395e-07 1482825 9.123650e-07 2191235 9.218573e-07 9216479 9.223841e-07 8465193 9.556451e-07 9902059 9.888589e-07 4376416 1.365823e-06 9545640 1.468683e-06 582836 1.626801e-06 8795776 2.376063e-06 4556758 2.380149e-06 Changes in parameter estimates from starting values: Initial Estimate Difference alpha_base 0.000 -10.46787 -10.46787 gamma_dropOff 1.000 0.31720 -0.68280 gamma_work 1.000 5.50777 4.50777 gamma_school 1.000 2.20068 1.20068 gamma_shopping 1.000 0.39795 -0.60205 gamma_privBusiness 1.000 0.54634 -0.45366 gamma_petrol 1.000 0.11204 -0.88796 gamma_leisure 1.000 1.67768 0.67768 gamma_vacation 1.000 1.51722 0.51722 gamma_exercise 1.000 2.07084 1.07084 gamma_home 1.000 2.62279 1.62279 gamma_travel 1.000 0.19113 -0.80887 gamma_other 1.000 1.61893 0.61893 delta_dropOff_mu 0.000 -4.33827 -4.33827 delta_work_mu 0.000 -2.45765 -2.45765 delta_school_mu 0.000 -7.59791 -7.59791 delta_shopping_mu 0.000 -2.82986 -2.82986 delta_privBusiness_mu 0.000 -3.42694 -3.42694 delta_petrol_mu 0.000 -6.08753 -6.08753 delta_leisure_mu 0.000 -2.69897 -2.69897 delta_vacation_mu 0.000 -7.41883 -7.41883 delta_exercise_mu 0.000 -4.24998 -4.24998 delta_home_mu 0.000 0.00000 0.00000 delta_travel_mu 0.000 -0.04767 -0.04767 delta_other_mu 0.000 -6.05322 -6.05322 delta_dropOff_sigma 0.000 1.93446 1.93446 delta_work_sigma 0.000 -0.75520 -0.75520 delta_school_sigma 0.000 2.41571 2.41571 delta_shopping_sigma 0.000 0.51918 0.51918 delta_privBusiness_sigma 0.000 -0.90423 -0.90423 delta_petrol_sigma 0.000 -1.22974 -1.22974 delta_leisure_sigma 0.000 0.53154 0.53154 delta_vacation_sigma 0.000 -1.21435 -1.21435 delta_exercise_sigma 0.000 -1.47442 -1.47442 delta_home_sigma 0.000 0.00000 0.00000 delta_travel_sigma 0.000 -0.22218 -0.22218 delta_other_sigma 0.000 0.98541 0.98541 sig 1.000 1.00000 0.00000 Settings and functions used in model definition: apollo_control -------------- Value modelName "Mixed_MDCEV" modelDescr "Mixed MDCEV model on time use data, alpha-gamma profile, no outside good and random constants only in utilities" indivID "indivID" nCores "4" outputDirectory "output/" mixing "TRUE" debug "FALSE" workInLogs "FALSE" seed "13" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" overridePanel "FALSE" preventOverridePanel "FALSE" noModification "FALSE" Hessian routines attempted -------------------------- numerical second derivative of LL (using numDeriv) Scaling in estimation --------------------- Value alpha_base 9.19466632 gamma_dropOff 0.31718403 gamma_work 5.52961946 gamma_school 2.21033495 gamma_shopping 0.39792924 gamma_privBusiness 0.54549731 gamma_petrol 0.11107919 gamma_leisure 1.67661551 gamma_vacation 1.51876849 gamma_exercise 2.07361285 gamma_home 2.62203489 gamma_travel 0.19109594 gamma_other 1.66236206 delta_dropOff_mu 4.33034765 delta_work_mu 2.46010052 delta_school_mu 7.58812059 delta_shopping_mu 2.83241419 delta_privBusiness_mu 3.42936850 delta_petrol_mu 6.07317299 delta_leisure_mu 2.70023374 delta_vacation_mu 7.41733774 delta_exercise_mu 4.25333046 delta_travel_mu 0.04772919 delta_other_mu 6.07436726 delta_dropOff_sigma 1.92937028 delta_work_sigma 0.75299262 delta_school_sigma 2.41406618 delta_shopping_sigma 0.51871545 delta_privBusiness_sigma 0.90773101 delta_petrol_sigma 1.20777171 delta_leisure_sigma 0.53164429 delta_vacation_sigma 1.21407784 delta_exercise_sigma 1.47556825 delta_travel_sigma 0.22112622 delta_other_sigma 1.00528757 Scaling used in computing Hessian --------------------------------- Value alpha_base 10.46787416 gamma_dropOff 0.31719979 gamma_work 5.50776781 gamma_school 2.20067616 gamma_shopping 0.39794965 gamma_privBusiness 0.54633579 gamma_petrol 0.11203852 gamma_leisure 1.67767738 gamma_vacation 1.51722413 gamma_exercise 2.07083956 gamma_home 2.62278666 gamma_travel 0.19112634 gamma_other 1.61893002 delta_dropOff_mu 4.33827064 delta_work_mu 2.45764578 delta_school_mu 7.59791219 delta_shopping_mu 2.82985869 delta_privBusiness_mu 3.42694242 delta_petrol_mu 6.08753138 delta_leisure_mu 2.69897493 delta_vacation_mu 7.41883162 delta_exercise_mu 4.24997769 delta_travel_mu 0.04767436 delta_other_mu 6.05321677 delta_dropOff_sigma 1.93446226 delta_work_sigma 0.75520157 delta_school_sigma 2.41570645 delta_shopping_sigma 0.51917535 delta_privBusiness_sigma 0.90423406 delta_petrol_sigma 1.22974257 delta_leisure_sigma 0.53153865 delta_vacation_sigma 1.21434526 delta_exercise_sigma 1.47442371 delta_travel_sigma 0.22218423 delta_other_sigma 0.98541250 apollo_randCoeff ------------------ function(apollo_beta, apollo_inputs){ randcoeff = list() randcoeff[["delta_dropOff"]] = delta_dropOff_mu + delta_dropOff_sigma *draws_dropOff randcoeff[["delta_work"]] = delta_work_mu + delta_work_sigma *draws_work randcoeff[["delta_school"]] = delta_school_mu + delta_school_sigma *draws_school randcoeff[["delta_shopping"]] = delta_shopping_mu + delta_shopping_sigma*draws_shopping randcoeff[["delta_privBusiness"]] = delta_privBusiness_mu + delta_privBusiness_sigma*draws_privBusiness randcoeff[["delta_petrol"]] = delta_petrol_mu + delta_petrol_sigma *draws_petrol randcoeff[["delta_leisure"]] = delta_leisure_mu + delta_leisure_sigma *draws_leisure randcoeff[["delta_vacation"]] = delta_vacation_mu + delta_vacation_sigma*draws_vacation randcoeff[["delta_exercise"]] = delta_exercise_mu + delta_exercise_sigma*draws_exercise randcoeff[["delta_home"]] = delta_home_mu + delta_home_sigma *draws_home randcoeff[["delta_travel"]] = delta_travel_mu + delta_travel_sigma *draws_travel randcoeff[["delta_other"]] = delta_other_mu + delta_other_sigma*draws_other return(randcoeff) } apollo_probabilities ---------------------- function(apollo_beta, apollo_inputs, functionality="estimate"){ ### Attach inputs and detach after function exit apollo_attach(apollo_beta, apollo_inputs) on.exit(apollo_detach(apollo_beta, apollo_inputs)) ### Create list of probabilities P P = list() ### Define individual alternatives alternatives = c("dropOff", "work", "school", "shopping", "privBusi", "petrol", "leisure", "vacation", "exercise", "home", "travel", "other") ### Define availabilities avail = list(dropOff = 1, work = 1, school = 1, shopping = 1, privBusi = 1, petrol = 1, leisure = 1, vacation = 1, exercise = 1, home = 1, travel = 1, other = 1) ### Define continuous consumption for individual alternatives continuousChoice = list(dropOff = t_a01/60, work = t_a02/60, school = t_a03/60, shopping = t_a04/60, privBusi = t_a05/60, petrol = t_a06/60, leisure = t_a07/60, vacation = t_a08/60, exercise = t_a09/60, home = t_a10/60, travel = t_a11/60, other = t_a12/60) ### Define utilities for individual alternatives V = list() V[["dropOff" ]] = delta_dropOff V[["work" ]] = delta_work V[["school" ]] = delta_school V[["shopping"]] = delta_shopping V[["privBusi"]] = delta_privBusiness V[["petrol" ]] = delta_petrol V[["leisure" ]] = delta_leisure V[["vacation"]] = delta_vacation V[["exercise"]] = delta_exercise V[["home" ]] = delta_home V[["travel" ]] = delta_travel V[["other"]] = delta_other ### Define alpha parameters alpha = list(dropOff = 1/(1 + exp(-alpha_base)), work = 1/(1 + exp(-alpha_base)), school = 1/(1 + exp(-alpha_base)), shopping = 1/(1 + exp(-alpha_base)), privBusi = 1/(1 + exp(-alpha_base)), petrol = 1/(1 + exp(-alpha_base)), leisure = 1/(1 + exp(-alpha_base)), vacation = 1/(1 + exp(-alpha_base)), exercise = 1/(1 + exp(-alpha_base)), home = 1/(1 + exp(-alpha_base)), travel = 1/(1 + exp(-alpha_base)), other = 1/(1 + exp(-alpha_base))) ### Define gamma parameters gamma = list(dropOff = gamma_dropOff, work = gamma_work, school = gamma_school, shopping = gamma_shopping, privBusi = gamma_privBusiness, petrol = gamma_petrol, leisure = gamma_leisure, vacation = gamma_vacation, exercise = gamma_exercise, home = gamma_home, travel = gamma_travel, other = gamma_other) ### Define costs for individual alternatives cost = list(dropOff = 1, work = 1, school = 1, shopping = 1, privBusi = 1, petrol = 1, leisure = 1, vacation = 1, exercise = 1, home = 1, travel = 1, other = 1) ### Define settings for MDCEV model mdcev_settings <- list(alternatives = alternatives, avail = avail, continuousChoice = continuousChoice, V = V, alpha = alpha, gamma = gamma, sigma = sig, cost = cost, budget = 24) ### Compute probabilities using MDCEV model P[["model"]] = apollo_mdcev(mdcev_settings, functionality) ### Take product across observation for same individual P = apollo_panelProd(P, apollo_inputs, functionality) ### Average across inter-individual draws P = apollo_avgInterDraws(P, apollo_inputs, functionality) ### Prepare and return outputs of function P = apollo_prepareProb(P, apollo_inputs, functionality) return(P) }