Model run by stephane.hess using Apollo 0.3.6 on R 4.5.1 for Darwin. Please acknowledge the use of Apollo by citing Hess & Palma (2019) DOI 10.1016/j.jocm.2019.100170 www.ApolloChoiceModelling.com Model name : Hybrid_with_OL_and_MMNL Model description : Hybrid choice model on drug choice data, classical estimation Model run at : 2025-09-19 14:32:10.621535 Estimation method : bgw Estimation diagnosis : Relative function convergence Optimisation diagnosis : Maximum found hessian properties : Negative definite maximum eigenvalue : -11.026241 reciprocal of condition number : 3.15734e-08 Number of individuals : 1000 Number of rows in database : 10000 Number of modelled outcomes : 14000 indic_quality : 1000 indic_ingredients : 1000 indic_patent : 1000 indic_dominance : 1000 choice : 10000 Number of cores used : 3 Number of inter-individual draws : 100 (halton) LL(start) : -19734.47 LL (whole model) at equal shares, LL(0) : -20300.7 LL (whole model) at observed shares, LL(C) : -19050.2 LL(final, whole model) : -16539.17 Rho-squared vs equal shares : 0.1853 Adj.Rho-squared vs equal shares : 0.1831 Rho-squared vs observed shares : 0.1318 Adj.Rho-squared vs observed shares : 0.1304 AIC : 33168.33 BIC : 33389.18 LL(0,indic_quality) : -1609.44 LL(final,indic_quality) : -1453.63 LL(0,indic_ingredients) : -1609.44 LL(final,indic_ingredients) : -1486.23 LL(0,indic_patent) : -1609.44 LL(final,indic_patent) : -1484.9 LL(0,indic_dominance) : -1609.44 LL(final,indic_dominance) : -1425.34 LL(0,choice) : -13862.94 LL(final,choice) : -10879.34 Estimated parameters : 45 Time taken (hh:mm:ss) : 00:06:13.43 pre-estimation : 00:00:7.35 estimation : 00:00:20.62 post-estimation : 00:05:45.46 Iterations : 15 Unconstrained optimisation. Estimates: Estimate s.e. t.rat.(0) Rob.s.e. Rob.t.rat.(0) mu_brand_Artemis 1.454507 0.08344 17.4309 0.08171 17.8007 sig_brand_Artemis 0.039342 0.16576 0.2373 0.07923 0.4966 gamma_Artemis_reg_user -0.082652 0.08277 -0.9986 0.08463 -0.9766 gamma_Artemis_university -0.075009 0.07464 -1.0050 0.07391 -1.0149 gamma_Artemis_age_50 0.086045 0.07427 1.1586 0.07449 1.1551 mu_brand_Novum 1.155372 0.08506 13.5829 0.08358 13.8232 sig_brand_Novum 0.286267 0.06825 4.1946 0.06798 4.2113 gamma_Novum_reg_user 0.043337 0.08625 0.5025 0.08845 0.4900 gamma_Novum_university -0.096440 0.07796 -1.2371 0.07969 -1.2103 gamma_Novum_age_50 0.035704 0.07770 0.4595 0.07854 0.4546 b_brand_BestValue 0.672389 0.05503 12.2182 0.05484 12.2616 b_brand_Supermarket 0.985219 0.05521 17.8440 0.05393 18.2672 b_brand_PainAway 0.000000 NA NA NA NA b_country_CH 0.673887 0.04006 16.8200 0.03908 17.2426 b_country_DK 0.339162 0.03845 8.8213 0.03773 8.9886 b_country_USA 0.000000 NA NA NA NA b_country_IND -0.296850 0.05741 -5.1710 0.05812 -5.1076 b_country_RUS -0.893562 0.06177 -14.4652 0.06120 -14.6008 b_country_BRA -0.658588 0.06031 -10.9209 0.06190 -10.6388 b_char_standard 0.000000 NA NA NA NA b_char_fast 0.772009 0.02933 26.3226 0.02907 26.5584 b_char_double 1.218766 0.03815 31.9470 0.03689 33.0374 b_risk -0.001576 5.839e-05 -26.9848 5.953e-05 -26.4661 b_price -0.727844 0.01828 -39.8223 0.01736 -41.9198 gamma_LV_reg_user -0.944689 0.10448 -9.0419 0.10692 -8.8354 gamma_LV_university -0.537572 0.09600 -5.5997 0.09724 -5.5282 gamma_LV_age_50 0.440119 0.09506 4.6298 0.09763 4.5082 lambda 0.622639 0.03651 17.0522 0.03674 16.9483 zeta_quality 0.959941 0.08797 10.9124 0.08952 10.7238 zeta_ingredient -0.872718 0.08232 -10.6019 0.08390 -10.4024 zeta_patent 1.077404 0.09444 11.4078 0.09541 11.2919 zeta_dominance -0.674210 0.07251 -9.2985 0.07116 -9.4749 tau_quality_1 -1.920795 0.12490 -15.3787 0.12875 -14.9187 tau_quality_2 -1.014425 0.10820 -9.3753 0.10905 -9.3020 tau_quality_3 1.131584 0.10656 10.6192 0.10709 10.5669 tau_quality_4 2.262809 0.13400 16.8865 0.13360 16.9367 tau_ingredients_1 -2.088498 0.12371 -16.8819 0.12410 -16.8297 tau_ingredients_2 -0.999147 0.09991 -10.0001 0.10120 -9.8730 tau_ingredients_3 0.909655 0.10195 8.9229 0.10374 8.7686 tau_ingredients_4 1.859526 0.11905 15.6203 0.11971 15.5342 tau_patent_1 -2.085541 0.13820 -15.0909 0.13671 -15.2551 tau_patent_2 -1.016774 0.11653 -8.7258 0.11734 -8.6650 tau_patent_3 0.951018 0.11059 8.5993 0.11290 8.4237 tau_patent_4 1.892527 0.12770 14.8199 0.13027 14.5282 tau_dominance_1 -2.216021 0.12090 -18.3301 0.12077 -18.3489 tau_dominance_2 -1.116477 0.09215 -12.1160 0.09348 -11.9434 tau_dominance_3 1.056531 0.09367 11.2797 0.09248 11.4248 tau_dominance_4 2.112219 0.11512 18.3475 0.11387 18.5495 Overview of choices for OL model component indic_quality: 1 2 3 4 5 Times chosen 220 151.0 398.0 130 101.0 Percentage chosen overall 22 15.1 39.8 13 10.1 Overview of choices for OL model component indic_ingredients: 1 2 3 4 5 Times chosen 113.0 136.0 372.0 164.0 215.0 Percentage chosen overall 11.3 13.6 37.2 16.4 21.5 Overview of choices for OL model component indic_patent: 1 2 3 4 5 Times chosen 211.0 171.0 358.0 121.0 139.0 Percentage chosen overall 21.1 17.1 35.8 12.1 13.9 Overview of choices for OL model component indic_dominance: 1 2 3 4 5 Times chosen 96.0 132.0 443.0 170 159.0 Percentage chosen overall 9.6 13.2 44.3 17 15.9 Overview of choices for MNL model component choice: alt1 alt2 alt3 alt4 Times available 10000.00 10000.00 10000.00 10000.00 Times chosen 3403.00 3546.00 1517.00 1534.00 Percentage chosen overall 34.03 35.46 15.17 15.34 Percentage chosen when available 34.03 35.46 15.17 15.34 Classical covariance matrix: mu_brand_Artemis sig_brand_Artemis mu_brand_Artemis 0.006963 -2.4191e-04 sig_brand_Artemis -2.4191e-04 0.027477 gamma_Artemis_reg_user -0.001182 -2.4592e-04 gamma_Artemis_university -0.001326 -2.9531e-04 gamma_Artemis_age_50 -0.001464 -8.458e-05 mu_brand_Novum 0.005581 -2.3618e-04 sig_brand_Novum 1.8856e-04 -0.001096 gamma_Novum_reg_user -4.0730e-04 -3.5740e-04 gamma_Novum_university -5.5318e-04 -1.4086e-04 gamma_Novum_age_50 -6.9664e-04 3.0234e-04 b_brand_BestValue 0.001624 6.093e-06 b_brand_Supermarket 0.001562 5.785e-05 b_country_CH -5.7601e-04 8.141e-05 b_country_DK -5.8250e-04 9.692e-05 b_country_IND 0.001423 -8.288e-05 b_country_RUS 0.001301 -4.647e-05 b_country_BRA 0.001388 -2.760e-05 b_char_fast 9.274e-05 6.109e-05 b_char_double -2.8961e-04 1.0405e-04 b_risk 1.944e-07 -7.046e-08 b_price -4.2559e-04 -5.836e-05 gamma_LV_reg_user -0.001104 1.1090e-04 gamma_LV_university -0.001103 5.0045e-04 gamma_LV_age_50 -0.001088 1.0321e-04 lambda 2.6615e-04 -1.0582e-04 zeta_quality -4.097e-05 3.6028e-04 zeta_ingredient 8.504e-05 -6.4488e-04 zeta_patent -4.312e-05 5.4840e-04 zeta_dominance -9.951e-07 -1.6107e-04 tau_quality_1 -0.001761 2.2189e-04 tau_quality_2 -0.001779 2.3357e-04 tau_quality_3 -0.001804 3.5132e-04 tau_quality_4 -0.001808 4.1855e-04 tau_ingredients_1 0.001655 -4.6575e-04 tau_ingredients_2 0.001638 -3.4206e-04 tau_ingredients_3 0.001587 -5.264e-05 tau_ingredients_4 0.001558 6.607e-05 tau_patent_1 -0.001978 1.0546e-04 tau_patent_2 -0.001998 2.0310e-04 tau_patent_3 -0.002020 4.4983e-04 tau_patent_4 -0.002025 5.5061e-04 tau_dominance_1 0.001262 -2.5447e-04 tau_dominance_2 0.001265 -2.6366e-04 tau_dominance_3 0.001267 -2.6936e-04 tau_dominance_4 0.001263 -2.7513e-04 gamma_Artemis_reg_user gamma_Artemis_university mu_brand_Artemis -0.001182 -0.001326 sig_brand_Artemis -2.4592e-04 -2.9531e-04 gamma_Artemis_reg_user 0.006850 0.001183 gamma_Artemis_university 0.001183 0.005571 gamma_Artemis_age_50 -5.0951e-04 -3.0935e-04 mu_brand_Novum -4.1765e-04 -5.3625e-04 sig_brand_Novum -2.4430e-04 -1.7859e-04 gamma_Novum_reg_user 0.004819 0.001054 gamma_Novum_university 0.001042 0.003643 gamma_Novum_age_50 -5.8331e-04 -3.3624e-04 b_brand_BestValue 2.536e-05 -1.268e-05 b_brand_Supermarket 5.138e-05 -6.449e-06 b_country_CH -1.627e-05 1.032e-05 b_country_DK -7.126e-06 -1.832e-05 b_country_IND 1.132e-05 2.143e-05 b_country_RUS -1.576e-05 -9.194e-06 b_country_BRA -1.280e-05 6.167e-06 b_char_fast 1.295e-05 1.676e-05 b_char_double 1.827e-05 1.356e-05 b_risk -4.194e-08 -8.666e-09 b_price -4.280e-06 -1.032e-05 gamma_LV_reg_user -0.003976 -7.2841e-04 gamma_LV_university -7.3524e-04 -0.003111 gamma_LV_age_50 3.9597e-04 2.1486e-04 lambda 0.001076 6.0788e-04 zeta_quality -0.001525 -7.4950e-04 zeta_ingredient 0.001249 6.2153e-04 zeta_patent -0.001402 -6.7262e-04 zeta_dominance 6.3099e-04 6.6086e-04 tau_quality_1 -5.1790e-04 -9.2031e-04 tau_quality_2 -7.7030e-04 -0.001012 tau_quality_3 -0.001346 -0.001240 tau_quality_4 -0.001588 -0.001359 tau_ingredients_1 0.001333 0.001185 tau_ingredients_2 0.001133 0.001090 tau_ingredients_3 7.3100e-04 9.2037e-04 tau_ingredients_4 5.7331e-04 8.6329e-04 tau_patent_1 -7.6289e-04 -0.001070 tau_patent_2 -9.4178e-04 -0.001157 tau_patent_3 -0.001368 -0.001372 tau_patent_4 -0.001578 -0.001434 tau_dominance_1 9.0268e-04 9.3095e-04 tau_dominance_2 8.7067e-04 8.4734e-04 tau_dominance_3 7.9056e-04 6.0201e-04 tau_dominance_4 7.5817e-04 4.9414e-04 gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.001464 0.005581 sig_brand_Artemis -8.458e-05 -2.3618e-04 gamma_Artemis_reg_user -5.0951e-04 -4.1765e-04 gamma_Artemis_university -3.0935e-04 -5.3625e-04 gamma_Artemis_age_50 0.005516 -6.8244e-04 mu_brand_Novum -6.8244e-04 0.007235 sig_brand_Novum 9.442e-05 -1.3297e-04 gamma_Novum_reg_user -5.7837e-04 -0.001360 gamma_Novum_university -3.2871e-04 -0.001543 gamma_Novum_age_50 0.003637 -0.001712 b_brand_BestValue -9.216e-06 0.001585 b_brand_Supermarket -1.442e-05 0.001621 b_country_CH -1.436e-05 -6.5829e-04 b_country_DK 1.390e-05 -6.4144e-04 b_country_IND -3.133e-05 0.001375 b_country_RUS 3.409e-05 0.001243 b_country_BRA 6.512e-06 0.001384 b_char_fast -2.780e-06 9.816e-05 b_char_double -1.836e-05 -2.2287e-04 b_risk 5.932e-09 2.086e-07 b_price 8.660e-06 -3.8021e-04 gamma_LV_reg_user 3.6783e-04 -0.001115 gamma_LV_university 1.9841e-04 -0.001112 gamma_LV_age_50 -0.003017 -0.001088 lambda -4.8625e-04 2.6148e-04 zeta_quality 5.7235e-04 -5.920e-05 zeta_ingredient -6.7163e-04 8.898e-05 zeta_patent 8.4942e-04 -5.815e-05 zeta_dominance -1.5347e-04 -8.804e-07 tau_quality_1 -0.001254 -0.001755 tau_quality_2 -0.001174 -0.001776 tau_quality_3 -0.001004 -0.001812 tau_quality_4 -9.4325e-04 -0.001824 tau_ingredients_1 8.3685e-04 0.001666 tau_ingredients_2 9.4326e-04 0.001647 tau_ingredients_3 0.001154 0.001595 tau_ingredients_4 0.001262 0.001566 tau_patent_1 -0.001621 -0.001974 tau_patent_2 -0.001456 -0.002000 tau_patent_3 -0.001167 -0.002033 tau_patent_4 -0.001023 -0.002041 tau_dominance_1 7.5923e-04 0.001269 tau_dominance_2 7.4645e-04 0.001273 tau_dominance_3 6.9147e-04 0.001274 tau_dominance_4 6.6201e-04 0.001270 sig_brand_Novum gamma_Novum_reg_user mu_brand_Artemis 1.8856e-04 -4.0730e-04 sig_brand_Artemis -0.001096 -3.5740e-04 gamma_Artemis_reg_user -2.4430e-04 0.004819 gamma_Artemis_university -1.7859e-04 0.001054 gamma_Artemis_age_50 9.442e-05 -5.7837e-04 mu_brand_Novum -1.3297e-04 -0.001360 sig_brand_Novum 0.004658 -2.8180e-04 gamma_Novum_reg_user -2.8180e-04 0.007439 gamma_Novum_university -1.8062e-04 0.001192 gamma_Novum_age_50 1.4015e-04 -4.8329e-04 b_brand_BestValue 1.0910e-04 3.567e-05 b_brand_Supermarket 5.397e-05 1.0302e-04 b_country_CH 9.581e-05 3.061e-05 b_country_DK 1.198e-05 1.297e-05 b_country_IND 2.747e-05 -1.757e-05 b_country_RUS 2.793e-05 -6.391e-05 b_country_BRA -7.972e-05 -2.791e-05 b_char_fast 8.972e-05 2.695e-05 b_char_double 2.0906e-04 2.642e-05 b_risk -9.346e-08 -4.264e-08 b_price -1.0946e-04 -2.812e-05 gamma_LV_reg_user 1.3725e-04 -0.003984 gamma_LV_university 1.0925e-04 -7.4157e-04 gamma_LV_age_50 -5.506e-05 3.9846e-04 lambda -1.1204e-04 0.001093 zeta_quality 1.9341e-04 -0.001547 zeta_ingredient -1.7107e-04 0.001257 zeta_patent 2.0452e-04 -0.001399 zeta_dominance -8.976e-05 6.3968e-04 tau_quality_1 -7.216e-05 -5.0089e-04 tau_quality_2 -2.092e-05 -7.5964e-04 tau_quality_3 8.741e-05 -0.001350 tau_quality_4 1.2886e-04 -0.001597 tau_ingredients_1 -1.0235e-04 0.001335 tau_ingredients_2 -5.914e-05 0.001133 tau_ingredients_3 2.265e-05 7.2769e-04 tau_ingredients_4 6.040e-05 5.6886e-04 tau_patent_1 -8.821e-05 -7.7051e-04 tau_patent_2 -1.925e-05 -9.4648e-04 tau_patent_3 9.769e-05 -0.001369 tau_patent_4 1.3163e-04 -0.001577 tau_dominance_1 -6.401e-05 9.0425e-04 tau_dominance_2 -5.781e-05 8.7162e-04 tau_dominance_3 -7.488e-06 7.8744e-04 tau_dominance_4 1.939e-05 7.5228e-04 gamma_Novum_university gamma_Novum_age_50 mu_brand_Artemis -5.5318e-04 -6.9664e-04 sig_brand_Artemis -1.4086e-04 3.0234e-04 gamma_Artemis_reg_user 0.001042 -5.8331e-04 gamma_Artemis_university 0.003643 -3.3624e-04 gamma_Artemis_age_50 -3.2871e-04 0.003637 mu_brand_Novum -0.001543 -0.001712 sig_brand_Novum -1.8062e-04 1.4015e-04 gamma_Novum_reg_user 0.001192 -4.8329e-04 gamma_Novum_university 0.006077 -2.9402e-04 gamma_Novum_age_50 -2.9402e-04 0.006038 b_brand_BestValue -2.277e-05 -9.318e-06 b_brand_Supermarket 9.951e-06 -3.142e-05 b_country_CH -2.975e-06 -1.223e-05 b_country_DK 5.778e-07 -1.401e-05 b_country_IND 1.111e-05 -3.077e-05 b_country_RUS -2.609e-05 4.072e-05 b_country_BRA 1.048e-06 1.136e-05 b_char_fast 6.334e-06 -3.564e-06 b_char_double -7.249e-06 -1.298e-05 b_risk -1.158e-08 -5.102e-09 b_price -4.242e-06 1.671e-05 gamma_LV_reg_user -7.2320e-04 3.7491e-04 gamma_LV_university -0.003102 2.0761e-04 gamma_LV_age_50 2.1434e-04 -0.003014 lambda 6.0810e-04 -4.9207e-04 zeta_quality -7.2630e-04 5.7813e-04 zeta_ingredient 6.1972e-04 -6.8375e-04 zeta_patent -6.7272e-04 8.7769e-04 zeta_dominance 6.5834e-04 -1.5173e-04 tau_quality_1 -9.3365e-04 -0.001248 tau_quality_2 -0.001020 -0.001169 tau_quality_3 -0.001233 -9.9767e-04 tau_quality_4 -0.001345 -9.3661e-04 tau_ingredients_1 0.001179 8.2813e-04 tau_ingredients_2 0.001085 9.3580e-04 tau_ingredients_3 9.1458e-04 0.001149 tau_ingredients_4 8.5713e-04 0.001260 tau_patent_1 -0.001063 -0.001634 tau_patent_2 -0.001152 -0.001461 tau_patent_3 -0.001366 -0.001157 tau_patent_4 -0.001428 -0.001008 tau_dominance_1 9.2598e-04 7.5554e-04 tau_dominance_2 8.4276e-04 7.4119e-04 tau_dominance_3 5.9868e-04 6.8271e-04 tau_dominance_4 4.9097e-04 6.5166e-04 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis 0.001624 0.001562 sig_brand_Artemis 6.093e-06 5.785e-05 gamma_Artemis_reg_user 2.536e-05 5.138e-05 gamma_Artemis_university -1.268e-05 -6.449e-06 gamma_Artemis_age_50 -9.216e-06 -1.442e-05 mu_brand_Novum 0.001585 0.001621 sig_brand_Novum 1.0910e-04 5.397e-05 gamma_Novum_reg_user 3.567e-05 1.0302e-04 gamma_Novum_university -2.277e-05 9.951e-06 gamma_Novum_age_50 -9.318e-06 -3.142e-05 b_brand_BestValue 0.003029 0.001799 b_brand_Supermarket 0.001799 0.003048 b_country_CH 1.6407e-04 1.5166e-04 b_country_DK 8.726e-05 1.2460e-04 b_country_IND -1.3028e-04 -2.0445e-04 b_country_RUS -2.3377e-04 -3.0945e-04 b_country_BRA -3.263e-05 -3.1683e-04 b_char_fast 7.602e-05 1.7440e-04 b_char_double 1.1006e-04 1.8052e-04 b_risk -4.944e-07 -5.439e-07 b_price -6.672e-05 -9.490e-05 gamma_LV_reg_user -8.358e-06 -1.190e-05 gamma_LV_university -2.366e-06 -1.274e-06 gamma_LV_age_50 4.698e-06 3.288e-06 lambda 6.074e-05 9.702e-05 zeta_quality 1.603e-06 -2.789e-05 zeta_ingredient 1.365e-05 2.943e-05 zeta_patent -7.795e-06 1.379e-05 zeta_dominance 5.059e-06 -2.752e-06 tau_quality_1 -2.043e-06 2.611e-05 tau_quality_2 -2.702e-06 1.701e-05 tau_quality_3 -2.543e-06 -5.938e-06 tau_quality_4 -1.008e-06 -1.433e-05 tau_ingredients_1 6.151e-06 1.144e-05 tau_ingredients_2 1.536e-06 2.773e-06 tau_ingredients_3 -8.801e-06 -1.677e-05 tau_ingredients_4 -1.218e-05 -2.546e-05 tau_patent_1 6.884e-06 -1.617e-05 tau_patent_2 3.904e-06 -9.613e-06 tau_patent_3 -2.833e-06 -1.877e-06 tau_patent_4 -5.014e-06 5.434e-07 tau_dominance_1 2.385e-06 1.338e-06 tau_dominance_2 1.271e-06 2.489e-06 tau_dominance_3 -2.886e-06 4.019e-06 tau_dominance_4 -3.989e-06 4.935e-06 b_country_CH b_country_DK mu_brand_Artemis -5.7601e-04 -5.8250e-04 sig_brand_Artemis 8.141e-05 9.692e-05 gamma_Artemis_reg_user -1.627e-05 -7.126e-06 gamma_Artemis_university 1.032e-05 -1.832e-05 gamma_Artemis_age_50 -1.436e-05 1.390e-05 mu_brand_Novum -6.5829e-04 -6.4144e-04 sig_brand_Novum 9.581e-05 1.198e-05 gamma_Novum_reg_user 3.061e-05 1.297e-05 gamma_Novum_university -2.975e-06 5.778e-07 gamma_Novum_age_50 -1.223e-05 -1.401e-05 b_brand_BestValue 1.6407e-04 8.726e-05 b_brand_Supermarket 1.5166e-04 1.2460e-04 b_country_CH 0.001605 7.5939e-04 b_country_DK 7.5939e-04 0.001478 b_country_IND 1.517e-05 9.298e-05 b_country_RUS -8.024e-05 1.207e-05 b_country_BRA -8.585e-05 -2.682e-06 b_char_fast 9.281e-05 4.139e-05 b_char_double 1.3925e-04 3.331e-05 b_risk -1.537e-07 -6.173e-08 b_price -9.180e-05 -3.425e-05 gamma_LV_reg_user -4.803e-06 -5.328e-06 gamma_LV_university 1.097e-06 -3.359e-07 gamma_LV_age_50 2.699e-06 2.895e-06 lambda 5.293e-05 1.625e-05 zeta_quality 3.500e-06 -6.602e-06 zeta_ingredient 8.027e-06 -3.060e-06 zeta_patent -7.524e-06 -1.149e-05 zeta_dominance 1.298e-06 3.731e-06 tau_quality_1 -2.893e-06 6.562e-06 tau_quality_2 -2.616e-06 4.395e-06 tau_quality_3 -1.306e-07 -9.668e-07 tau_quality_4 1.470e-06 -2.338e-06 tau_ingredients_1 3.015e-06 -1.939e-06 tau_ingredients_2 6.386e-08 -1.315e-06 tau_ingredients_3 -5.629e-06 9.672e-07 tau_ingredients_4 -7.594e-06 2.311e-06 tau_patent_1 6.380e-06 1.203e-05 tau_patent_2 3.736e-06 7.418e-06 tau_patent_3 -7.635e-07 -9.301e-07 tau_patent_4 -3.091e-06 -3.896e-06 tau_dominance_1 5.474e-07 7.017e-07 tau_dominance_2 1.456e-07 1.579e-07 tau_dominance_3 -1.149e-06 -2.766e-06 tau_dominance_4 -1.649e-06 -4.197e-06 b_country_IND b_country_RUS mu_brand_Artemis 0.001423 0.001301 sig_brand_Artemis -8.288e-05 -4.647e-05 gamma_Artemis_reg_user 1.132e-05 -1.576e-05 gamma_Artemis_university 2.143e-05 -9.194e-06 gamma_Artemis_age_50 -3.133e-05 3.409e-05 mu_brand_Novum 0.001375 0.001243 sig_brand_Novum 2.747e-05 2.793e-05 gamma_Novum_reg_user -1.757e-05 -6.391e-05 gamma_Novum_university 1.111e-05 -2.609e-05 gamma_Novum_age_50 -3.077e-05 4.072e-05 b_brand_BestValue -1.3028e-04 -2.3377e-04 b_brand_Supermarket -2.0445e-04 -3.0945e-04 b_country_CH 1.517e-05 -8.024e-05 b_country_DK 9.298e-05 1.207e-05 b_country_IND 0.003296 0.001570 b_country_RUS 0.001570 0.003816 b_country_BRA 0.001612 0.001580 b_char_fast -9.448e-05 -1.1504e-04 b_char_double -5.971e-05 -7.854e-05 b_risk 1.745e-07 2.166e-07 b_price 2.458e-05 5.043e-05 gamma_LV_reg_user 6.642e-06 1.397e-05 gamma_LV_university 1.406e-06 7.610e-06 gamma_LV_age_50 -3.450e-06 -5.676e-06 lambda 5.890e-06 -1.0092e-04 zeta_quality 1.652e-05 2.370e-05 zeta_ingredient 1.446e-05 -2.041e-05 zeta_patent 2.769e-05 8.283e-06 zeta_dominance -1.146e-06 -1.272e-05 tau_quality_1 -1.477e-05 -1.628e-05 tau_quality_2 -9.035e-06 -9.341e-06 tau_quality_3 3.257e-06 6.983e-06 tau_quality_4 7.853e-06 1.309e-05 tau_ingredients_1 4.188e-06 -1.006e-05 tau_ingredients_2 -6.407e-07 -3.826e-06 tau_ingredients_3 -9.591e-06 8.392e-06 tau_ingredients_4 -1.398e-05 1.313e-05 tau_patent_1 -2.583e-05 8.283e-07 tau_patent_2 -1.474e-05 2.503e-06 tau_patent_3 5.476e-06 6.283e-06 tau_patent_4 1.207e-05 8.120e-06 tau_dominance_1 4.322e-08 -6.302e-06 tau_dominance_2 -2.361e-07 -4.028e-06 tau_dominance_3 -6.064e-07 3.169e-06 tau_dominance_4 8.074e-07 6.369e-06 b_country_BRA b_char_fast mu_brand_Artemis 0.001388 9.274e-05 sig_brand_Artemis -2.760e-05 6.109e-05 gamma_Artemis_reg_user -1.280e-05 1.295e-05 gamma_Artemis_university 6.167e-06 1.676e-05 gamma_Artemis_age_50 6.512e-06 -2.780e-06 mu_brand_Novum 0.001384 9.816e-05 sig_brand_Novum -7.972e-05 8.972e-05 gamma_Novum_reg_user -2.791e-05 2.695e-05 gamma_Novum_university 1.048e-06 6.334e-06 gamma_Novum_age_50 1.136e-05 -3.564e-06 b_brand_BestValue -3.263e-05 7.602e-05 b_brand_Supermarket -3.1683e-04 1.7440e-04 b_country_CH -8.585e-05 9.281e-05 b_country_DK -2.682e-06 4.139e-05 b_country_IND 0.001612 -9.448e-05 b_country_RUS 0.001580 -1.1504e-04 b_country_BRA 0.003637 -1.2525e-04 b_char_fast -1.2525e-04 8.6018e-04 b_char_double -1.2355e-04 5.0946e-04 b_risk 1.142e-07 -1.426e-07 b_price 7.518e-05 -7.762e-05 gamma_LV_reg_user 7.017e-06 -9.952e-06 gamma_LV_university -1.419e-06 -3.230e-06 gamma_LV_age_50 2.353e-06 8.769e-06 lambda -5.155e-05 6.612e-05 zeta_quality 2.456e-05 -9.088e-06 zeta_ingredient 9.462e-07 2.009e-05 zeta_patent -1.519e-05 -2.355e-05 zeta_dominance -1.504e-05 5.677e-08 tau_quality_1 -2.443e-05 5.885e-06 tau_quality_2 -1.804e-05 2.559e-06 tau_quality_3 2.525e-06 -3.502e-06 tau_quality_4 1.124e-05 -4.487e-06 tau_ingredients_1 1.902e-06 6.432e-06 tau_ingredients_2 2.684e-06 3.138e-07 tau_ingredients_3 7.830e-07 -1.173e-05 tau_ingredients_4 -7.379e-07 -1.670e-05 tau_patent_1 1.750e-05 2.107e-05 tau_patent_2 1.062e-05 1.368e-05 tau_patent_3 -1.478e-06 -1.782e-06 tau_patent_4 -5.454e-06 -8.489e-06 tau_dominance_1 -3.848e-06 -3.860e-08 tau_dominance_2 1.283e-07 3.406e-08 tau_dominance_3 9.141e-06 1.667e-07 tau_dominance_4 1.263e-05 8.955e-07 b_char_double b_risk mu_brand_Artemis -2.8961e-04 1.944e-07 sig_brand_Artemis 1.0405e-04 -7.046e-08 gamma_Artemis_reg_user 1.827e-05 -4.194e-08 gamma_Artemis_university 1.356e-05 -8.666e-09 gamma_Artemis_age_50 -1.836e-05 5.932e-09 mu_brand_Novum -2.2287e-04 2.086e-07 sig_brand_Novum 2.0906e-04 -9.346e-08 gamma_Novum_reg_user 2.642e-05 -4.264e-08 gamma_Novum_university -7.249e-06 -1.158e-08 gamma_Novum_age_50 -1.298e-05 -5.102e-09 b_brand_BestValue 1.1006e-04 -4.944e-07 b_brand_Supermarket 1.8052e-04 -5.439e-07 b_country_CH 1.3925e-04 -1.537e-07 b_country_DK 3.331e-05 -6.173e-08 b_country_IND -5.971e-05 1.745e-07 b_country_RUS -7.854e-05 2.166e-07 b_country_BRA -1.2355e-04 1.142e-07 b_char_fast 5.0946e-04 -1.426e-07 b_char_double 0.001455 -1.186e-07 b_risk -1.186e-07 3.409e-09 b_price -1.2310e-04 1.291e-07 gamma_LV_reg_user -1.016e-05 2.396e-08 gamma_LV_university 1.275e-06 9.607e-09 gamma_LV_age_50 6.867e-06 -1.498e-08 lambda 8.648e-05 -1.077e-07 zeta_quality -4.207e-06 4.835e-08 zeta_ingredient 1.569e-05 -2.678e-08 zeta_patent -1.500e-05 3.590e-08 zeta_dominance 4.844e-06 -8.502e-09 tau_quality_1 4.952e-06 -3.390e-08 tau_quality_2 3.313e-06 -1.903e-08 tau_quality_3 -4.718e-07 1.330e-08 tau_quality_4 -1.295e-06 2.506e-08 tau_ingredients_1 4.617e-06 -1.219e-08 tau_ingredients_2 -1.407e-06 -4.381e-09 tau_ingredients_3 -1.213e-05 9.983e-09 tau_ingredients_4 -1.599e-05 1.575e-08 tau_patent_1 1.625e-05 -2.393e-08 tau_patent_2 1.128e-05 -1.307e-08 tau_patent_3 4.608e-07 9.310e-09 tau_patent_4 -4.691e-06 1.863e-08 tau_dominance_1 7.151e-07 -5.187e-09 tau_dominance_2 -5.557e-07 -3.748e-09 tau_dominance_3 -3.862e-06 -1.805e-11 tau_dominance_4 -4.832e-06 1.308e-09 b_price gamma_LV_reg_user mu_brand_Artemis -4.2559e-04 -0.001104 sig_brand_Artemis -5.836e-05 1.1090e-04 gamma_Artemis_reg_user -4.280e-06 -0.003976 gamma_Artemis_university -1.032e-05 -7.2841e-04 gamma_Artemis_age_50 8.660e-06 3.6783e-04 mu_brand_Novum -3.8021e-04 -0.001115 sig_brand_Novum -1.0946e-04 1.3725e-04 gamma_Novum_reg_user -2.812e-05 -0.003984 gamma_Novum_university -4.242e-06 -7.2320e-04 gamma_Novum_age_50 1.671e-05 3.7491e-04 b_brand_BestValue -6.672e-05 -8.358e-06 b_brand_Supermarket -9.490e-05 -1.190e-05 b_country_CH -9.180e-05 -4.803e-06 b_country_DK -3.425e-05 -5.328e-06 b_country_IND 2.458e-05 6.642e-06 b_country_RUS 5.043e-05 1.397e-05 b_country_BRA 7.518e-05 7.017e-06 b_char_fast -7.762e-05 -9.952e-06 b_char_double -1.2310e-04 -1.016e-05 b_risk 1.291e-07 2.396e-08 b_price 3.3406e-04 1.007e-06 gamma_LV_reg_user 1.007e-06 0.010916 gamma_LV_university -2.330e-06 0.001471 gamma_LV_age_50 -1.096e-06 -4.0230e-04 lambda -4.354e-05 1.0378e-04 zeta_quality -3.056e-06 0.002524 zeta_ingredient -5.585e-06 -0.002017 zeta_patent -6.335e-07 0.002311 zeta_dominance 1.419e-06 -0.001202 tau_quality_1 9.285e-07 0.002675 tau_quality_2 5.453e-07 0.002973 tau_quality_3 -1.132e-06 0.003675 tau_quality_4 -2.285e-06 0.003993 tau_ingredients_1 -6.434e-07 -0.003468 tau_ingredients_2 1.249e-06 -0.003238 tau_ingredients_3 5.597e-06 -0.002814 tau_ingredients_4 7.415e-06 -0.002659 tau_patent_1 -1.578e-06 0.003358 tau_patent_2 -1.298e-06 0.003506 tau_patent_3 -1.346e-06 0.003927 tau_patent_4 -1.324e-06 0.004164 tau_dominance_1 1.142e-06 -0.002540 tau_dominance_2 8.199e-07 -0.002498 tau_dominance_3 2.000e-07 -0.002415 tau_dominance_4 -4.199e-08 -0.002389 gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.001103 -0.001088 sig_brand_Artemis 5.0045e-04 1.0321e-04 gamma_Artemis_reg_user -7.3524e-04 3.9597e-04 gamma_Artemis_university -0.003111 2.1486e-04 gamma_Artemis_age_50 1.9841e-04 -0.003017 mu_brand_Novum -0.001112 -0.001088 sig_brand_Novum 1.0925e-04 -5.506e-05 gamma_Novum_reg_user -7.4157e-04 3.9846e-04 gamma_Novum_university -0.003102 2.1434e-04 gamma_Novum_age_50 2.0761e-04 -0.003014 b_brand_BestValue -2.366e-06 4.698e-06 b_brand_Supermarket -1.274e-06 3.288e-06 b_country_CH 1.097e-06 2.699e-06 b_country_DK -3.359e-07 2.895e-06 b_country_IND 1.406e-06 -3.450e-06 b_country_RUS 7.610e-06 -5.676e-06 b_country_BRA -1.419e-06 2.353e-06 b_char_fast -3.230e-06 8.769e-06 b_char_double 1.275e-06 6.867e-06 b_risk 9.607e-09 -1.498e-08 b_price -2.330e-06 -1.096e-06 gamma_LV_reg_user 0.001471 -4.0230e-04 gamma_LV_university 0.009216 -2.7896e-04 gamma_LV_age_50 -2.7896e-04 0.009037 lambda 6.429e-05 -2.506e-05 zeta_quality 0.001243 -9.5891e-04 zeta_ingredient -0.001069 0.001123 zeta_patent 0.001106 -0.001413 zeta_dominance -0.001197 3.5385e-04 tau_quality_1 0.003272 0.003624 tau_quality_2 0.003358 0.003542 tau_quality_3 0.003592 0.003373 tau_quality_4 0.003741 0.003322 tau_ingredients_1 -0.003346 -0.002969 tau_ingredients_2 -0.003230 -0.003102 tau_ingredients_3 -0.003050 -0.003355 tau_ingredients_4 -0.002995 -0.003494 tau_patent_1 0.003779 0.004400 tau_patent_2 0.003837 0.004193 tau_patent_3 0.004010 0.003842 tau_patent_4 0.004043 0.003660 tau_dominance_1 -0.002642 -0.002450 tau_dominance_2 -0.002507 -0.002424 tau_dominance_3 -0.002128 -0.002321 tau_dominance_4 -0.001962 -0.002267 lambda zeta_quality mu_brand_Artemis 2.6615e-04 -4.097e-05 sig_brand_Artemis -1.0582e-04 3.6028e-04 gamma_Artemis_reg_user 0.001076 -0.001525 gamma_Artemis_university 6.0788e-04 -7.4950e-04 gamma_Artemis_age_50 -4.8625e-04 5.7235e-04 mu_brand_Novum 2.6148e-04 -5.920e-05 sig_brand_Novum -1.1204e-04 1.9341e-04 gamma_Novum_reg_user 0.001093 -0.001547 gamma_Novum_university 6.0810e-04 -7.2630e-04 gamma_Novum_age_50 -4.9207e-04 5.7813e-04 b_brand_BestValue 6.074e-05 1.603e-06 b_brand_Supermarket 9.702e-05 -2.789e-05 b_country_CH 5.293e-05 3.500e-06 b_country_DK 1.625e-05 -6.602e-06 b_country_IND 5.890e-06 1.652e-05 b_country_RUS -1.0092e-04 2.370e-05 b_country_BRA -5.155e-05 2.456e-05 b_char_fast 6.612e-05 -9.088e-06 b_char_double 8.648e-05 -4.207e-06 b_risk -1.077e-07 4.835e-08 b_price -4.354e-05 -3.056e-06 gamma_LV_reg_user 1.0378e-04 0.002524 gamma_LV_university 6.429e-05 0.001243 gamma_LV_age_50 -2.506e-05 -9.5891e-04 lambda 0.001333 3.614e-05 zeta_quality 3.614e-05 0.007738 zeta_ingredient 9.954e-06 -0.001055 zeta_patent 2.088e-05 8.6533e-04 zeta_dominance -1.2570e-04 -5.7330e-04 tau_quality_1 1.4066e-04 -0.005063 tau_quality_2 5.881e-05 -0.003315 tau_quality_3 -1.0016e-04 0.001287 tau_quality_4 -1.4585e-04 0.003042 tau_ingredients_1 1.2213e-04 -6.4500e-04 tau_ingredients_2 5.988e-05 -5.5920e-04 tau_ingredients_3 -9.789e-05 -4.2335e-04 tau_ingredients_4 -1.7178e-04 -3.8591e-04 tau_patent_1 2.0239e-04 8.4522e-04 tau_patent_2 9.662e-05 7.7017e-04 tau_patent_3 -9.286e-05 6.6194e-04 tau_patent_4 -1.6000e-04 6.1419e-04 tau_dominance_1 4.953e-05 -4.2168e-04 tau_dominance_2 4.612e-05 -4.3410e-04 tau_dominance_3 1.144e-05 -5.0931e-04 tau_dominance_4 -1.040e-05 -5.3974e-04 zeta_ingredient zeta_patent mu_brand_Artemis 8.504e-05 -4.312e-05 sig_brand_Artemis -6.4488e-04 5.4840e-04 gamma_Artemis_reg_user 0.001249 -0.001402 gamma_Artemis_university 6.2153e-04 -6.7262e-04 gamma_Artemis_age_50 -6.7163e-04 8.4942e-04 mu_brand_Novum 8.898e-05 -5.815e-05 sig_brand_Novum -1.7107e-04 2.0452e-04 gamma_Novum_reg_user 0.001257 -0.001399 gamma_Novum_university 6.1972e-04 -6.7272e-04 gamma_Novum_age_50 -6.8375e-04 8.7769e-04 b_brand_BestValue 1.365e-05 -7.795e-06 b_brand_Supermarket 2.943e-05 1.379e-05 b_country_CH 8.027e-06 -7.524e-06 b_country_DK -3.060e-06 -1.149e-05 b_country_IND 1.446e-05 2.769e-05 b_country_RUS -2.041e-05 8.283e-06 b_country_BRA 9.462e-07 -1.519e-05 b_char_fast 2.009e-05 -2.355e-05 b_char_double 1.569e-05 -1.500e-05 b_risk -2.678e-08 3.590e-08 b_price -5.585e-06 -6.335e-07 gamma_LV_reg_user -0.002017 0.002311 gamma_LV_university -0.001069 0.001106 gamma_LV_age_50 0.001123 -0.001413 lambda 9.954e-06 2.088e-05 zeta_quality -0.001055 8.6533e-04 zeta_ingredient 0.006776 -0.001008 zeta_patent -0.001008 0.008920 zeta_dominance 5.9509e-04 -4.1519e-04 tau_quality_1 -1.6645e-04 4.6424e-04 tau_quality_2 -2.4668e-04 4.5489e-04 tau_quality_3 -4.0984e-04 3.3032e-04 tau_quality_4 -4.6995e-04 2.5469e-04 tau_ingredients_1 0.001970 -2.9642e-04 tau_ingredients_2 4.6416e-04 -2.4401e-04 tau_ingredients_3 -0.002935 -1.9273e-04 tau_ingredients_4 -0.004455 -1.8528e-04 tau_patent_1 -3.3177e-04 -0.006587 tau_patent_2 -3.3417e-04 -0.004125 tau_patent_3 -3.5890e-04 8.3359e-04 tau_patent_4 -3.9766e-04 0.002758 tau_dominance_1 2.5754e-04 -1.2880e-04 tau_dominance_2 2.6254e-04 -2.0637e-04 tau_dominance_3 2.4934e-04 -3.9606e-04 tau_dominance_4 2.4225e-04 -4.6193e-04 zeta_dominance tau_quality_1 mu_brand_Artemis -9.951e-07 -0.001761 sig_brand_Artemis -1.6107e-04 2.2189e-04 gamma_Artemis_reg_user 6.3099e-04 -5.1790e-04 gamma_Artemis_university 6.6086e-04 -9.2031e-04 gamma_Artemis_age_50 -1.5347e-04 -0.001254 mu_brand_Novum -8.804e-07 -0.001755 sig_brand_Novum -8.976e-05 -7.216e-05 gamma_Novum_reg_user 6.3968e-04 -5.0089e-04 gamma_Novum_university 6.5834e-04 -9.3365e-04 gamma_Novum_age_50 -1.5173e-04 -0.001248 b_brand_BestValue 5.059e-06 -2.043e-06 b_brand_Supermarket -2.752e-06 2.611e-05 b_country_CH 1.298e-06 -2.893e-06 b_country_DK 3.731e-06 6.562e-06 b_country_IND -1.146e-06 -1.477e-05 b_country_RUS -1.272e-05 -1.628e-05 b_country_BRA -1.504e-05 -2.443e-05 b_char_fast 5.677e-08 5.885e-06 b_char_double 4.844e-06 4.952e-06 b_risk -8.502e-09 -3.390e-08 b_price 1.419e-06 9.285e-07 gamma_LV_reg_user -0.001202 0.002675 gamma_LV_university -0.001197 0.003272 gamma_LV_age_50 3.5385e-04 0.003624 lambda -1.2570e-04 1.4066e-04 zeta_quality -5.7330e-04 -0.005063 zeta_ingredient 5.9509e-04 -1.6645e-04 zeta_patent -4.1519e-04 4.6424e-04 zeta_dominance 0.005257 -5.2123e-04 tau_quality_1 -5.2123e-04 0.015600 tau_quality_2 -5.1990e-04 0.011124 tau_quality_3 -4.9858e-04 0.005155 tau_quality_4 -4.9417e-04 0.003528 tau_ingredients_1 4.7865e-04 -0.004007 tau_ingredients_2 4.6457e-04 -0.003979 tau_ingredients_3 4.0858e-04 -0.003927 tau_ingredients_4 3.9491e-04 -0.003917 tau_patent_1 -7.4849e-04 0.004565 tau_patent_2 -6.5903e-04 0.004670 tau_patent_3 -5.1756e-04 0.004926 tau_patent_4 -4.5361e-04 0.005034 tau_dominance_1 0.001148 -0.003182 tau_dominance_2 2.4942e-04 -0.003087 tau_dominance_3 -0.002541 -0.002786 tau_dominance_4 -0.003663 -0.002656 tau_quality_2 tau_quality_3 mu_brand_Artemis -0.001779 -0.001804 sig_brand_Artemis 2.3357e-04 3.5132e-04 gamma_Artemis_reg_user -7.7030e-04 -0.001346 gamma_Artemis_university -0.001012 -0.001240 gamma_Artemis_age_50 -0.001174 -0.001004 mu_brand_Novum -0.001776 -0.001812 sig_brand_Novum -2.092e-05 8.741e-05 gamma_Novum_reg_user -7.5964e-04 -0.001350 gamma_Novum_university -0.001020 -0.001233 gamma_Novum_age_50 -0.001169 -9.9767e-04 b_brand_BestValue -2.702e-06 -2.543e-06 b_brand_Supermarket 1.701e-05 -5.938e-06 b_country_CH -2.616e-06 -1.306e-07 b_country_DK 4.395e-06 -9.668e-07 b_country_IND -9.035e-06 3.257e-06 b_country_RUS -9.341e-06 6.983e-06 b_country_BRA -1.804e-05 2.525e-06 b_char_fast 2.559e-06 -3.502e-06 b_char_double 3.313e-06 -4.718e-07 b_risk -1.903e-08 1.330e-08 b_price 5.453e-07 -1.132e-06 gamma_LV_reg_user 0.002973 0.003675 gamma_LV_university 0.003358 0.003592 gamma_LV_age_50 0.003542 0.003373 lambda 5.881e-05 -1.0016e-04 zeta_quality -0.003315 0.001287 zeta_ingredient -2.4668e-04 -4.0984e-04 zeta_patent 4.5489e-04 3.3032e-04 zeta_dominance -5.1990e-04 -4.9858e-04 tau_quality_1 0.011124 0.005155 tau_quality_2 0.011708 0.005950 tau_quality_3 0.005950 0.011355 tau_quality_4 0.004615 0.010060 tau_ingredients_1 -0.004087 -0.004301 tau_ingredients_2 -0.004053 -0.004242 tau_ingredients_3 -0.003984 -0.004142 tau_ingredients_4 -0.003969 -0.004130 tau_patent_1 0.004727 0.005218 tau_patent_2 0.004809 0.005195 tau_patent_3 0.005016 0.005235 tau_patent_4 0.005095 0.005236 tau_dominance_1 -0.003228 -0.003357 tau_dominance_2 -0.003145 -0.003297 tau_dominance_3 -0.002881 -0.003121 tau_dominance_4 -0.002761 -0.003042 tau_quality_4 tau_ingredients_1 mu_brand_Artemis -0.001808 0.001655 sig_brand_Artemis 4.1855e-04 -4.6575e-04 gamma_Artemis_reg_user -0.001588 0.001333 gamma_Artemis_university -0.001359 0.001185 gamma_Artemis_age_50 -9.4325e-04 8.3685e-04 mu_brand_Novum -0.001824 0.001666 sig_brand_Novum 1.2886e-04 -1.0235e-04 gamma_Novum_reg_user -0.001597 0.001335 gamma_Novum_university -0.001345 0.001179 gamma_Novum_age_50 -9.3661e-04 8.2813e-04 b_brand_BestValue -1.008e-06 6.151e-06 b_brand_Supermarket -1.433e-05 1.144e-05 b_country_CH 1.470e-06 3.015e-06 b_country_DK -2.338e-06 -1.939e-06 b_country_IND 7.853e-06 4.188e-06 b_country_RUS 1.309e-05 -1.006e-05 b_country_BRA 1.124e-05 1.902e-06 b_char_fast -4.487e-06 6.432e-06 b_char_double -1.295e-06 4.617e-06 b_risk 2.506e-08 -1.219e-08 b_price -2.285e-06 -6.434e-07 gamma_LV_reg_user 0.003993 -0.003468 gamma_LV_university 0.003741 -0.003346 gamma_LV_age_50 0.003322 -0.002969 lambda -1.4585e-04 1.2213e-04 zeta_quality 0.003042 -6.4500e-04 zeta_ingredient -4.6995e-04 0.001970 zeta_patent 2.5469e-04 -2.9642e-04 zeta_dominance -4.9417e-04 4.7865e-04 tau_quality_1 0.003528 -0.004007 tau_quality_2 0.004615 -0.004087 tau_quality_3 0.010060 -0.004301 tau_quality_4 0.017956 -0.004423 tau_ingredients_1 -0.004423 0.015305 tau_ingredients_2 -0.004348 0.008601 tau_ingredients_3 -0.004242 0.004449 tau_ingredients_4 -0.004240 0.003590 tau_patent_1 0.005492 -0.004819 tau_patent_2 0.005406 -0.004770 tau_patent_3 0.005351 -0.004764 tau_patent_4 0.005316 -0.004764 tau_dominance_1 -0.003439 0.003075 tau_dominance_2 -0.003384 0.003017 tau_dominance_3 -0.003242 0.002851 tau_dominance_4 -0.003183 0.002782 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.001638 0.001587 sig_brand_Artemis -3.4206e-04 -5.264e-05 gamma_Artemis_reg_user 0.001133 7.3100e-04 gamma_Artemis_university 0.001090 9.2037e-04 gamma_Artemis_age_50 9.4326e-04 0.001154 mu_brand_Novum 0.001647 0.001595 sig_brand_Novum -5.914e-05 2.265e-05 gamma_Novum_reg_user 0.001133 7.2769e-04 gamma_Novum_university 0.001085 9.1458e-04 gamma_Novum_age_50 9.3580e-04 0.001149 b_brand_BestValue 1.536e-06 -8.801e-06 b_brand_Supermarket 2.773e-06 -1.677e-05 b_country_CH 6.386e-08 -5.629e-06 b_country_DK -1.315e-06 9.672e-07 b_country_IND -6.407e-07 -9.591e-06 b_country_RUS -3.826e-06 8.392e-06 b_country_BRA 2.684e-06 7.830e-07 b_char_fast 3.138e-07 -1.173e-05 b_char_double -1.407e-06 -1.213e-05 b_risk -4.381e-09 9.983e-09 b_price 1.249e-06 5.597e-06 gamma_LV_reg_user -0.003238 -0.002814 gamma_LV_university -0.003230 -0.003050 gamma_LV_age_50 -0.003102 -0.003355 lambda 5.988e-05 -9.789e-05 zeta_quality -5.5920e-04 -4.2335e-04 zeta_ingredient 4.6416e-04 -0.002935 zeta_patent -2.4401e-04 -1.9273e-04 zeta_dominance 4.6457e-04 4.0858e-04 tau_quality_1 -0.003979 -0.003927 tau_quality_2 -0.004053 -0.003984 tau_quality_3 -0.004242 -0.004142 tau_quality_4 -0.004348 -0.004242 tau_ingredients_1 0.008601 0.004449 tau_ingredients_2 0.009983 0.005697 tau_ingredients_3 0.005697 0.010393 tau_ingredients_4 0.005056 0.009760 tau_patent_1 -0.004747 -0.004591 tau_patent_2 -0.004715 -0.004594 tau_patent_3 -0.004724 -0.004654 tau_patent_4 -0.004716 -0.004656 tau_dominance_1 0.003038 0.002981 tau_dominance_2 0.002975 0.002909 tau_dominance_3 0.002797 0.002727 tau_dominance_4 0.002720 0.002646 tau_ingredients_4 tau_patent_1 mu_brand_Artemis 0.001558 -0.001978 sig_brand_Artemis 6.607e-05 1.0546e-04 gamma_Artemis_reg_user 5.7331e-04 -7.6289e-04 gamma_Artemis_university 8.6329e-04 -0.001070 gamma_Artemis_age_50 0.001262 -0.001621 mu_brand_Novum 0.001566 -0.001974 sig_brand_Novum 6.040e-05 -8.821e-05 gamma_Novum_reg_user 5.6886e-04 -7.7051e-04 gamma_Novum_university 8.5713e-04 -0.001063 gamma_Novum_age_50 0.001260 -0.001634 b_brand_BestValue -1.218e-05 6.884e-06 b_brand_Supermarket -2.546e-05 -1.617e-05 b_country_CH -7.594e-06 6.380e-06 b_country_DK 2.311e-06 1.203e-05 b_country_IND -1.398e-05 -2.583e-05 b_country_RUS 1.313e-05 8.283e-07 b_country_BRA -7.379e-07 1.750e-05 b_char_fast -1.670e-05 2.107e-05 b_char_double -1.599e-05 1.625e-05 b_risk 1.575e-08 -2.393e-08 b_price 7.415e-06 -1.578e-06 gamma_LV_reg_user -0.002659 0.003358 gamma_LV_university -0.002995 0.003779 gamma_LV_age_50 -0.003494 0.004400 lambda -1.7178e-04 2.0239e-04 zeta_quality -3.8591e-04 8.4522e-04 zeta_ingredient -0.004455 -3.3177e-04 zeta_patent -1.8528e-04 -0.006587 zeta_dominance 3.9491e-04 -7.4849e-04 tau_quality_1 -0.003917 0.004565 tau_quality_2 -0.003969 0.004727 tau_quality_3 -0.004130 0.005218 tau_quality_4 -0.004240 0.005492 tau_ingredients_1 0.003590 -0.004819 tau_ingredients_2 0.005056 -0.004747 tau_ingredients_3 0.009760 -0.004591 tau_ingredients_4 0.014172 -0.004540 tau_patent_1 -0.004540 0.019099 tau_patent_2 -0.004559 0.013186 tau_patent_3 -0.004657 0.006674 tau_patent_4 -0.004673 0.004689 tau_dominance_1 0.002982 -0.003825 tau_dominance_2 0.002903 -0.003664 tau_dominance_3 0.002712 -0.003247 tau_dominance_4 0.002628 -0.003080 tau_patent_2 tau_patent_3 mu_brand_Artemis -0.001998 -0.002020 sig_brand_Artemis 2.0310e-04 4.4983e-04 gamma_Artemis_reg_user -9.4178e-04 -0.001368 gamma_Artemis_university -0.001157 -0.001372 gamma_Artemis_age_50 -0.001456 -0.001167 mu_brand_Novum -0.002000 -0.002033 sig_brand_Novum -1.925e-05 9.769e-05 gamma_Novum_reg_user -9.4648e-04 -0.001369 gamma_Novum_university -0.001152 -0.001366 gamma_Novum_age_50 -0.001461 -0.001157 b_brand_BestValue 3.904e-06 -2.833e-06 b_brand_Supermarket -9.613e-06 -1.877e-06 b_country_CH 3.736e-06 -7.635e-07 b_country_DK 7.418e-06 -9.301e-07 b_country_IND -1.474e-05 5.476e-06 b_country_RUS 2.503e-06 6.283e-06 b_country_BRA 1.062e-05 -1.478e-06 b_char_fast 1.368e-05 -1.782e-06 b_char_double 1.128e-05 4.608e-07 b_risk -1.307e-08 9.310e-09 b_price -1.298e-06 -1.346e-06 gamma_LV_reg_user 0.003506 0.003927 gamma_LV_university 0.003837 0.004010 gamma_LV_age_50 0.004193 0.003842 lambda 9.662e-05 -9.286e-05 zeta_quality 7.7017e-04 6.6194e-04 zeta_ingredient -3.3417e-04 -3.5890e-04 zeta_patent -0.004125 8.3359e-04 zeta_dominance -6.5903e-04 -5.1756e-04 tau_quality_1 0.004670 0.004926 tau_quality_2 0.004809 0.005016 tau_quality_3 0.005195 0.005235 tau_quality_4 0.005406 0.005351 tau_ingredients_1 -0.004770 -0.004764 tau_ingredients_2 -0.004715 -0.004724 tau_ingredients_3 -0.004594 -0.004654 tau_ingredients_4 -0.004559 -0.004657 tau_patent_1 0.013186 0.006674 tau_patent_2 0.013578 0.007517 tau_patent_3 0.007517 0.012231 tau_patent_4 0.005937 0.010831 tau_dominance_1 -0.003770 -0.003734 tau_dominance_2 -0.003647 -0.003673 tau_dominance_3 -0.003314 -0.003485 tau_dominance_4 -0.003173 -0.003398 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.002025 0.001262 sig_brand_Artemis 5.5061e-04 -2.5447e-04 gamma_Artemis_reg_user -0.001578 9.0268e-04 gamma_Artemis_university -0.001434 9.3095e-04 gamma_Artemis_age_50 -0.001023 7.5923e-04 mu_brand_Novum -0.002041 0.001269 sig_brand_Novum 1.3163e-04 -6.401e-05 gamma_Novum_reg_user -0.001577 9.0425e-04 gamma_Novum_university -0.001428 9.2598e-04 gamma_Novum_age_50 -0.001008 7.5554e-04 b_brand_BestValue -5.014e-06 2.385e-06 b_brand_Supermarket 5.434e-07 1.338e-06 b_country_CH -3.091e-06 5.474e-07 b_country_DK -3.896e-06 7.017e-07 b_country_IND 1.207e-05 4.322e-08 b_country_RUS 8.120e-06 -6.302e-06 b_country_BRA -5.454e-06 -3.848e-06 b_char_fast -8.489e-06 -3.860e-08 b_char_double -4.691e-06 7.151e-07 b_risk 1.863e-08 -5.187e-09 b_price -1.324e-06 1.142e-06 gamma_LV_reg_user 0.004164 -0.002540 gamma_LV_university 0.004043 -0.002642 gamma_LV_age_50 0.003660 -0.002450 lambda -1.6000e-04 4.953e-05 zeta_quality 6.1419e-04 -4.2168e-04 zeta_ingredient -3.9766e-04 2.5754e-04 zeta_patent 0.002758 -1.2880e-04 zeta_dominance -4.5361e-04 0.001148 tau_quality_1 0.005034 -0.003182 tau_quality_2 0.005095 -0.003228 tau_quality_3 0.005236 -0.003357 tau_quality_4 0.005316 -0.003439 tau_ingredients_1 -0.004764 0.003075 tau_ingredients_2 -0.004716 0.003038 tau_ingredients_3 -0.004656 0.002981 tau_ingredients_4 -0.004673 0.002982 tau_patent_1 0.004689 -0.003825 tau_patent_2 0.005937 -0.003770 tau_patent_3 0.010831 -0.003734 tau_patent_4 0.016308 -0.003711 tau_dominance_1 -0.003711 0.014616 tau_dominance_2 -0.003675 0.007288 tau_dominance_3 -0.003554 0.003165 tau_dominance_4 -0.003496 0.002538 tau_dominance_2 tau_dominance_3 mu_brand_Artemis 0.001265 0.001267 sig_brand_Artemis -2.6366e-04 -2.6936e-04 gamma_Artemis_reg_user 8.7067e-04 7.9056e-04 gamma_Artemis_university 8.4734e-04 6.0201e-04 gamma_Artemis_age_50 7.4645e-04 6.9147e-04 mu_brand_Novum 0.001273 0.001274 sig_brand_Novum -5.781e-05 -7.488e-06 gamma_Novum_reg_user 8.7162e-04 7.8744e-04 gamma_Novum_university 8.4276e-04 5.9868e-04 gamma_Novum_age_50 7.4119e-04 6.8271e-04 b_brand_BestValue 1.271e-06 -2.886e-06 b_brand_Supermarket 2.489e-06 4.019e-06 b_country_CH 1.456e-07 -1.149e-06 b_country_DK 1.579e-07 -2.766e-06 b_country_IND -2.361e-07 -6.064e-07 b_country_RUS -4.028e-06 3.169e-06 b_country_BRA 1.283e-07 9.141e-06 b_char_fast 3.406e-08 1.667e-07 b_char_double -5.557e-07 -3.862e-06 b_risk -3.748e-09 -1.805e-11 b_price 8.199e-07 2.000e-07 gamma_LV_reg_user -0.002498 -0.002415 gamma_LV_university -0.002507 -0.002128 gamma_LV_age_50 -0.002424 -0.002321 lambda 4.612e-05 1.144e-05 zeta_quality -4.3410e-04 -5.0931e-04 zeta_ingredient 2.6254e-04 2.4934e-04 zeta_patent -2.0637e-04 -3.9606e-04 zeta_dominance 2.4942e-04 -0.002541 tau_quality_1 -0.003087 -0.002786 tau_quality_2 -0.003145 -0.002881 tau_quality_3 -0.003297 -0.003121 tau_quality_4 -0.003384 -0.003242 tau_ingredients_1 0.003017 0.002851 tau_ingredients_2 0.002975 0.002797 tau_ingredients_3 0.002909 0.002727 tau_ingredients_4 0.002903 0.002712 tau_patent_1 -0.003664 -0.003247 tau_patent_2 -0.003647 -0.003314 tau_patent_3 -0.003673 -0.003485 tau_patent_4 -0.003675 -0.003554 tau_dominance_1 0.007288 0.003165 tau_dominance_2 0.008491 0.004018 tau_dominance_3 0.004018 0.008773 tau_dominance_4 0.003497 0.008054 tau_dominance_4 mu_brand_Artemis 0.001263 sig_brand_Artemis -2.7513e-04 gamma_Artemis_reg_user 7.5817e-04 gamma_Artemis_university 4.9414e-04 gamma_Artemis_age_50 6.6201e-04 mu_brand_Novum 0.001270 sig_brand_Novum 1.939e-05 gamma_Novum_reg_user 7.5228e-04 gamma_Novum_university 4.9097e-04 gamma_Novum_age_50 6.5166e-04 b_brand_BestValue -3.989e-06 b_brand_Supermarket 4.935e-06 b_country_CH -1.649e-06 b_country_DK -4.197e-06 b_country_IND 8.074e-07 b_country_RUS 6.369e-06 b_country_BRA 1.263e-05 b_char_fast 8.955e-07 b_char_double -4.832e-06 b_risk 1.308e-09 b_price -4.199e-08 gamma_LV_reg_user -0.002389 gamma_LV_university -0.001962 gamma_LV_age_50 -0.002267 lambda -1.040e-05 zeta_quality -5.3974e-04 zeta_ingredient 2.4225e-04 zeta_patent -4.6193e-04 zeta_dominance -0.003663 tau_quality_1 -0.002656 tau_quality_2 -0.002761 tau_quality_3 -0.003042 tau_quality_4 -0.003183 tau_ingredients_1 0.002782 tau_ingredients_2 0.002720 tau_ingredients_3 0.002646 tau_ingredients_4 0.002628 tau_patent_1 -0.003080 tau_patent_2 -0.003173 tau_patent_3 -0.003398 tau_patent_4 -0.003496 tau_dominance_1 0.002538 tau_dominance_2 0.003497 tau_dominance_3 0.008054 tau_dominance_4 0.013253 Robust covariance matrix: mu_brand_Artemis sig_brand_Artemis mu_brand_Artemis 0.006677 2.4832e-04 sig_brand_Artemis 2.4832e-04 0.006277 gamma_Artemis_reg_user -0.001288 -1.6048e-04 gamma_Artemis_university -0.001551 -5.8854e-04 gamma_Artemis_age_50 -0.001064 -2.4954e-04 mu_brand_Novum 0.005520 8.177e-05 sig_brand_Novum 3.078e-05 -3.2911e-04 gamma_Novum_reg_user -6.5356e-04 -6.493e-05 gamma_Novum_university -5.9228e-04 -2.3674e-04 gamma_Novum_age_50 -4.9441e-04 8.352e-05 b_brand_BestValue 0.001627 1.497e-05 b_brand_Supermarket 0.001335 1.7538e-04 b_country_CH -4.2192e-04 -1.834e-07 b_country_DK -4.5344e-04 1.0894e-04 b_country_IND 0.001487 -2.056e-05 b_country_RUS 0.001422 8.905e-05 b_country_BRA 0.001329 -1.1993e-04 b_char_fast 8.447e-05 7.385e-05 b_char_double -2.1806e-04 -1.383e-05 b_risk 2.203e-07 5.590e-08 b_price -4.1417e-04 2.428e-05 gamma_LV_reg_user -0.001176 -4.074e-05 gamma_LV_university -9.6189e-04 8.222e-05 gamma_LV_age_50 -0.001588 1.0120e-04 lambda 8.245e-05 -1.308e-05 zeta_quality -3.647e-05 1.5073e-04 zeta_ingredient -4.6098e-04 -7.1944e-04 zeta_patent -2.2172e-04 5.0937e-04 zeta_dominance 5.494e-05 -2.4921e-04 tau_quality_1 -0.001980 1.2374e-04 tau_quality_2 -0.001757 -1.269e-05 tau_quality_3 -0.002061 1.9252e-04 tau_quality_4 -0.002078 -1.8939e-04 tau_ingredients_1 0.001699 -3.5150e-04 tau_ingredients_2 0.001688 3.022e-05 tau_ingredients_3 0.001826 1.4884e-04 tau_ingredients_4 0.001966 9.008e-05 tau_patent_1 -0.001622 -3.003e-05 tau_patent_2 -0.001909 1.7259e-04 tau_patent_3 -0.002036 2.1464e-04 tau_patent_4 -0.002164 4.1594e-04 tau_dominance_1 0.001757 -2.9173e-04 tau_dominance_2 0.001615 -2.4357e-04 tau_dominance_3 0.001838 -6.530e-05 tau_dominance_4 0.001465 -2.7712e-04 gamma_Artemis_reg_user gamma_Artemis_university mu_brand_Artemis -0.001288 -0.001551 sig_brand_Artemis -1.6048e-04 -5.8854e-04 gamma_Artemis_reg_user 0.007163 9.6628e-04 gamma_Artemis_university 9.6628e-04 0.005462 gamma_Artemis_age_50 -8.9027e-04 -3.9594e-04 mu_brand_Novum -6.5286e-04 -8.9128e-04 sig_brand_Novum -3.5954e-04 -1.9754e-04 gamma_Novum_reg_user 0.005191 8.5761e-04 gamma_Novum_university 0.001043 0.003744 gamma_Novum_age_50 -8.9095e-04 -4.2077e-04 b_brand_BestValue -1.2992e-04 -1.3744e-04 b_brand_Supermarket 2.5638e-04 3.120e-05 b_country_CH -4.242e-05 1.7901e-04 b_country_DK -1.4454e-04 1.2483e-04 b_country_IND -1.8701e-04 -1.0740e-04 b_country_RUS -6.893e-05 -1.8936e-04 b_country_BRA -1.3021e-04 -2.828e-05 b_char_fast 6.132e-06 6.103e-05 b_char_double 1.5207e-04 3.976e-05 b_risk -1.339e-07 -9.895e-08 b_price 8.057e-05 2.372e-05 gamma_LV_reg_user -0.004063 -3.1583e-04 gamma_LV_university -3.5380e-04 -0.002961 gamma_LV_age_50 5.6795e-04 2.5215e-04 lambda 0.001230 6.0622e-04 zeta_quality -0.001878 -6.7077e-04 zeta_ingredient 0.001585 3.1403e-04 zeta_patent -0.001443 -4.0072e-04 zeta_dominance 3.0072e-04 8.1597e-04 tau_quality_1 7.319e-05 -0.001159 tau_quality_2 -6.5983e-04 -9.6404e-04 tau_quality_3 -0.001193 -0.001048 tau_quality_4 -0.001691 -5.7556e-04 tau_ingredients_1 8.7328e-04 9.5043e-04 tau_ingredients_2 9.6363e-04 8.9019e-04 tau_ingredients_3 6.7593e-04 0.001010 tau_ingredients_4 4.5000e-04 0.001226 tau_patent_1 -4.1225e-04 -9.6261e-04 tau_patent_2 -8.5549e-04 -0.001066 tau_patent_3 -0.001216 -0.001509 tau_patent_4 -0.001310 -0.001775 tau_dominance_1 7.5733e-04 7.3914e-04 tau_dominance_2 6.5728e-04 7.2674e-04 tau_dominance_3 6.5026e-04 3.8546e-04 tau_dominance_4 9.9958e-04 3.5623e-04 gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.001064 0.005520 sig_brand_Artemis -2.4954e-04 8.177e-05 gamma_Artemis_reg_user -8.9027e-04 -6.5286e-04 gamma_Artemis_university -3.9594e-04 -8.9128e-04 gamma_Artemis_age_50 0.005549 -5.2490e-04 mu_brand_Novum -5.2490e-04 0.006986 sig_brand_Novum 1.9267e-04 -2.1844e-04 gamma_Novum_reg_user -7.7687e-04 -0.001348 gamma_Novum_university -4.3990e-04 -0.001519 gamma_Novum_age_50 0.003714 -0.001488 b_brand_BestValue 1.5032e-04 0.001600 b_brand_Supermarket -1.0396e-04 0.001436 b_country_CH -1.3944e-04 -5.2257e-04 b_country_DK -5.324e-06 -4.4065e-04 b_country_IND 3.145e-05 0.001484 b_country_RUS 1.3679e-04 0.001393 b_country_BRA 1.4678e-04 0.001337 b_char_fast -9.133e-05 6.047e-05 b_char_double -1.2327e-04 -1.7987e-04 b_risk 2.015e-08 3.299e-07 b_price 5.715e-06 -3.3523e-04 gamma_LV_reg_user 3.1637e-04 -0.001143 gamma_LV_university 1.3831e-04 -9.2865e-04 gamma_LV_age_50 -0.003195 -0.001507 lambda -4.9731e-04 5.745e-05 zeta_quality 6.6592e-04 -1.0974e-04 zeta_ingredient -7.4110e-04 -4.8777e-04 zeta_patent 9.9210e-04 -2.1319e-04 zeta_dominance 5.845e-05 -2.157e-05 tau_quality_1 -0.001420 -0.001828 tau_quality_2 -0.001291 -0.001700 tau_quality_3 -0.001020 -0.001911 tau_quality_4 -9.8290e-04 -0.001824 tau_ingredients_1 0.001002 0.001654 tau_ingredients_2 0.001119 0.001347 tau_ingredients_3 0.001248 0.001762 tau_ingredients_4 0.001290 0.001855 tau_patent_1 -0.001608 -0.001636 tau_patent_2 -0.001561 -0.001901 tau_patent_3 -0.001110 -0.002218 tau_patent_4 -0.001043 -0.002299 tau_dominance_1 7.4226e-04 0.001554 tau_dominance_2 5.4171e-04 0.001456 tau_dominance_3 2.0688e-04 0.001756 tau_dominance_4 2.9083e-04 0.001519 sig_brand_Novum gamma_Novum_reg_user mu_brand_Artemis 3.078e-05 -6.5356e-04 sig_brand_Artemis -3.2911e-04 -6.493e-05 gamma_Artemis_reg_user -3.5954e-04 0.005191 gamma_Artemis_university -1.9754e-04 8.5761e-04 gamma_Artemis_age_50 1.9267e-04 -7.7687e-04 mu_brand_Novum -2.1844e-04 -0.001348 sig_brand_Novum 0.004621 -8.317e-05 gamma_Novum_reg_user -8.317e-05 0.007824 gamma_Novum_university -6.5791e-04 8.6840e-04 gamma_Novum_age_50 3.0909e-04 -0.001126 b_brand_BestValue 4.466e-05 -2.2266e-04 b_brand_Supermarket -1.1784e-04 2.4398e-04 b_country_CH 7.316e-05 1.0791e-04 b_country_DK -1.1084e-04 -4.235e-05 b_country_IND -2.800e-05 -1.1401e-04 b_country_RUS 2.412e-05 -1.7326e-04 b_country_BRA -3.631e-05 -6.088e-05 b_char_fast 1.3960e-04 9.559e-05 b_char_double 1.6779e-04 8.933e-05 b_risk -2.280e-07 -1.075e-07 b_price -9.607e-05 3.898e-05 gamma_LV_reg_user -1.1021e-04 -0.004397 gamma_LV_university 1.8851e-04 -3.3785e-04 gamma_LV_age_50 -3.792e-06 5.7826e-04 lambda -1.0821e-04 0.001138 zeta_quality 1.1006e-04 -0.001787 zeta_ingredient 8.783e-06 0.001656 zeta_patent 1.2809e-04 -0.001391 zeta_dominance 2.031e-05 3.1726e-04 tau_quality_1 -1.5186e-04 -1.6006e-04 tau_quality_2 9.856e-05 -6.4255e-04 tau_quality_3 8.465e-05 -0.001347 tau_quality_4 1.8550e-04 -0.001894 tau_ingredients_1 3.7661e-04 0.001035 tau_ingredients_2 -3.764e-05 0.001273 tau_ingredients_3 -2.4431e-04 6.8025e-04 tau_ingredients_4 -5.796e-05 4.3729e-04 tau_patent_1 3.495e-05 -2.1114e-04 tau_patent_2 1.3769e-04 -7.3094e-04 tau_patent_3 4.0206e-04 -8.9358e-04 tau_patent_4 4.9119e-04 -0.001127 tau_dominance_1 -3.5703e-04 0.001176 tau_dominance_2 -2.0791e-04 7.7191e-04 tau_dominance_3 -1.7313e-04 7.9605e-04 tau_dominance_4 -1.5286e-04 0.001136 gamma_Novum_university gamma_Novum_age_50 mu_brand_Artemis -5.9228e-04 -4.9441e-04 sig_brand_Artemis -2.3674e-04 8.352e-05 gamma_Artemis_reg_user 0.001043 -8.9095e-04 gamma_Artemis_university 0.003744 -4.2077e-04 gamma_Artemis_age_50 -4.3990e-04 0.003714 mu_brand_Novum -0.001519 -0.001488 sig_brand_Novum -6.5791e-04 3.0909e-04 gamma_Novum_reg_user 8.6840e-04 -0.001126 gamma_Novum_university 0.006350 -3.6719e-04 gamma_Novum_age_50 -3.6719e-04 0.006168 b_brand_BestValue 3.069e-05 1.9975e-04 b_brand_Supermarket 6.542e-06 -1.639e-05 b_country_CH -1.578e-05 -1.4621e-04 b_country_DK 3.871e-06 -9.521e-05 b_country_IND -7.373e-05 -2.0135e-04 b_country_RUS -4.154e-05 2.081e-05 b_country_BRA 8.296e-05 4.014e-05 b_char_fast -1.931e-05 -1.8345e-04 b_char_double -2.888e-05 -1.5959e-04 b_risk -5.020e-09 2.901e-08 b_price 4.352e-06 -2.036e-05 gamma_LV_reg_user -4.0872e-04 5.0885e-04 gamma_LV_university -0.003281 3.2687e-04 gamma_LV_age_50 4.1578e-04 -0.003512 lambda 6.6279e-04 -4.9151e-04 zeta_quality -5.5894e-04 6.4270e-04 zeta_ingredient 5.4708e-04 -0.001031 zeta_patent -6.8066e-04 0.001417 zeta_dominance 8.2792e-04 2.251e-05 tau_quality_1 -0.001407 -0.001141 tau_quality_2 -0.001240 -0.001198 tau_quality_3 -0.001038 -0.001017 tau_quality_4 -7.1175e-04 -0.001047 tau_ingredients_1 7.1390e-04 8.6494e-04 tau_ingredients_2 0.001166 0.001219 tau_ingredients_3 0.001040 0.001320 tau_ingredients_4 0.001188 0.001471 tau_patent_1 -8.2624e-04 -0.001767 tau_patent_2 -9.9860e-04 -0.001591 tau_patent_3 -0.001451 -0.001233 tau_patent_4 -0.001718 -0.001064 tau_dominance_1 7.6961e-04 8.4576e-04 tau_dominance_2 6.2487e-04 8.6890e-04 tau_dominance_3 1.5589e-04 4.4830e-04 tau_dominance_4 3.0758e-04 4.5298e-04 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis 0.001627 0.001335 sig_brand_Artemis 1.497e-05 1.7538e-04 gamma_Artemis_reg_user -1.2992e-04 2.5638e-04 gamma_Artemis_university -1.3744e-04 3.120e-05 gamma_Artemis_age_50 1.5032e-04 -1.0396e-04 mu_brand_Novum 0.001600 0.001436 sig_brand_Novum 4.466e-05 -1.1784e-04 gamma_Novum_reg_user -2.2266e-04 2.4398e-04 gamma_Novum_university 3.069e-05 6.542e-06 gamma_Novum_age_50 1.9975e-04 -1.639e-05 b_brand_BestValue 0.003007 0.001608 b_brand_Supermarket 0.001608 0.002909 b_country_CH 7.713e-05 1.4320e-04 b_country_DK -2.825e-05 1.0448e-04 b_country_IND -2.1850e-04 -2.4764e-04 b_country_RUS -2.4385e-04 -1.9128e-04 b_country_BRA -1.0888e-04 -4.5890e-04 b_char_fast 5.452e-05 1.9434e-04 b_char_double 1.5255e-04 2.0446e-04 b_risk -2.767e-07 -3.699e-07 b_price -4.641e-05 -7.580e-05 gamma_LV_reg_user -1.530e-05 -1.2052e-04 gamma_LV_university 1.374e-05 -5.829e-05 gamma_LV_age_50 -2.3559e-04 5.460e-05 lambda -5.634e-05 1.1284e-04 zeta_quality 1.186e-05 -1.3931e-04 zeta_ingredient -3.0276e-04 -2.011e-05 zeta_patent -5.132e-05 -9.736e-05 zeta_dominance -5.957e-05 -7.395e-05 tau_quality_1 -2.3201e-04 1.0858e-04 tau_quality_2 -2.457e-05 5.929e-05 tau_quality_3 -2.2561e-04 -7.976e-05 tau_quality_4 -1.0839e-04 -1.3400e-04 tau_ingredients_1 1.3292e-04 7.850e-05 tau_ingredients_2 -1.0455e-04 -1.7500e-04 tau_ingredients_3 6.652e-05 -2.3852e-04 tau_ingredients_4 4.1579e-04 -4.992e-05 tau_patent_1 1.5517e-04 2.7465e-04 tau_patent_2 -1.238e-05 1.0428e-04 tau_patent_3 -1.1754e-04 8.603e-05 tau_patent_4 -2.732e-06 1.2084e-04 tau_dominance_1 -4.632e-05 -4.2916e-04 tau_dominance_2 1.0851e-04 -2.5005e-04 tau_dominance_3 1.7902e-04 6.688e-05 tau_dominance_4 1.8874e-04 1.2750e-04 b_country_CH b_country_DK mu_brand_Artemis -4.2192e-04 -4.5344e-04 sig_brand_Artemis -1.834e-07 1.0894e-04 gamma_Artemis_reg_user -4.242e-05 -1.4454e-04 gamma_Artemis_university 1.7901e-04 1.2483e-04 gamma_Artemis_age_50 -1.3944e-04 -5.324e-06 mu_brand_Novum -5.2257e-04 -4.4065e-04 sig_brand_Novum 7.316e-05 -1.1084e-04 gamma_Novum_reg_user 1.0791e-04 -4.235e-05 gamma_Novum_university -1.578e-05 3.871e-06 gamma_Novum_age_50 -1.4621e-04 -9.521e-05 b_brand_BestValue 7.713e-05 -2.825e-05 b_brand_Supermarket 1.4320e-04 1.0448e-04 b_country_CH 0.001527 6.9349e-04 b_country_DK 6.9349e-04 0.001424 b_country_IND -5.261e-05 5.280e-05 b_country_RUS -1.5052e-04 -1.659e-05 b_country_BRA -1.1392e-04 7.808e-06 b_char_fast 1.1904e-04 7.241e-06 b_char_double 1.1639e-04 -2.428e-05 b_risk -1.811e-08 1.063e-07 b_price -8.392e-05 -3.769e-05 gamma_LV_reg_user -4.061e-05 7.187e-05 gamma_LV_university -2.3541e-04 -1.5759e-04 gamma_LV_age_50 5.140e-05 -6.502e-05 lambda 1.2171e-04 3.600e-05 zeta_quality -6.401e-05 -6.773e-05 zeta_ingredient 1.3598e-04 -3.074e-05 zeta_patent -1.5866e-04 -6.908e-05 zeta_dominance -4.360e-05 -3.228e-05 tau_quality_1 -4.274e-05 -9.114e-05 tau_quality_2 -1.4541e-04 -8.873e-05 tau_quality_3 -1.8453e-04 -9.802e-05 tau_quality_4 -2.1454e-04 -1.0226e-04 tau_ingredients_1 1.7525e-04 -1.655e-05 tau_ingredients_2 2.0048e-04 1.8420e-04 tau_ingredients_3 5.210e-05 5.785e-05 tau_ingredients_4 -5.595e-05 2.1493e-04 tau_patent_1 -1.662e-05 -1.6527e-04 tau_patent_2 -2.904e-05 -1.3147e-04 tau_patent_3 1.0332e-04 -7.267e-05 tau_patent_4 9.185e-05 -1.4584e-04 tau_dominance_1 -1.2045e-04 -1.0637e-04 tau_dominance_2 -4.128e-05 7.163e-05 tau_dominance_3 -3.697e-05 -9.155e-05 tau_dominance_4 -4.817e-06 -3.719e-06 b_country_IND b_country_RUS mu_brand_Artemis 0.001487 0.001422 sig_brand_Artemis -2.056e-05 8.905e-05 gamma_Artemis_reg_user -1.8701e-04 -6.893e-05 gamma_Artemis_university -1.0740e-04 -1.8936e-04 gamma_Artemis_age_50 3.145e-05 1.3679e-04 mu_brand_Novum 0.001484 0.001393 sig_brand_Novum -2.800e-05 2.412e-05 gamma_Novum_reg_user -1.1401e-04 -1.7326e-04 gamma_Novum_university -7.373e-05 -4.154e-05 gamma_Novum_age_50 -2.0135e-04 2.081e-05 b_brand_BestValue -2.1850e-04 -2.4385e-04 b_brand_Supermarket -2.4764e-04 -1.9128e-04 b_country_CH -5.261e-05 -1.5052e-04 b_country_DK 5.280e-05 -1.659e-05 b_country_IND 0.003378 0.001462 b_country_RUS 0.001462 0.003745 b_country_BRA 0.001852 0.001880 b_char_fast -1.4408e-04 -1.5109e-04 b_char_double -8.128e-05 -1.0654e-04 b_risk 2.446e-07 2.555e-07 b_price 5.657e-05 2.845e-05 gamma_LV_reg_user 2.5785e-04 3.789e-05 gamma_LV_university 1.4738e-04 1.2852e-04 gamma_LV_age_50 -1.1378e-04 -1.1133e-04 lambda 3.767e-05 -2.0439e-04 zeta_quality 1.7545e-04 -9.033e-07 zeta_ingredient -1.2034e-04 -1.6009e-04 zeta_patent -7.288e-05 1.1762e-04 zeta_dominance -2.235e-05 -1.546e-05 tau_quality_1 6.402e-05 -1.0325e-04 tau_quality_2 3.211e-05 -8.830e-05 tau_quality_3 1.4567e-04 -1.1563e-04 tau_quality_4 -1.609e-05 -5.632e-05 tau_ingredients_1 -3.437e-05 -1.9203e-04 tau_ingredients_2 3.255e-05 -8.005e-05 tau_ingredients_3 1.2119e-04 8.444e-05 tau_ingredients_4 -9.453e-06 -3.040e-05 tau_patent_1 4.8049e-04 -1.616e-06 tau_patent_2 2.7951e-04 1.434e-05 tau_patent_3 -4.209e-05 -4.094e-05 tau_patent_4 -1.5455e-04 -6.184e-05 tau_dominance_1 2.1245e-04 7.656e-05 tau_dominance_2 -2.916e-05 -8.397e-05 tau_dominance_3 2.539e-05 3.805e-05 tau_dominance_4 -1.4219e-04 -1.9060e-04 b_country_BRA b_char_fast mu_brand_Artemis 0.001329 8.447e-05 sig_brand_Artemis -1.1993e-04 7.385e-05 gamma_Artemis_reg_user -1.3021e-04 6.132e-06 gamma_Artemis_university -2.828e-05 6.103e-05 gamma_Artemis_age_50 1.4678e-04 -9.133e-05 mu_brand_Novum 0.001337 6.047e-05 sig_brand_Novum -3.631e-05 1.3960e-04 gamma_Novum_reg_user -6.088e-05 9.559e-05 gamma_Novum_university 8.296e-05 -1.931e-05 gamma_Novum_age_50 4.014e-05 -1.8345e-04 b_brand_BestValue -1.0888e-04 5.452e-05 b_brand_Supermarket -4.5890e-04 1.9434e-04 b_country_CH -1.1392e-04 1.1904e-04 b_country_DK 7.808e-06 7.241e-06 b_country_IND 0.001852 -1.4408e-04 b_country_RUS 0.001880 -1.5109e-04 b_country_BRA 0.003832 -1.8831e-04 b_char_fast -1.8831e-04 8.4497e-04 b_char_double -1.4002e-04 4.6982e-04 b_risk 1.251e-07 -1.652e-07 b_price 5.845e-05 -7.904e-05 gamma_LV_reg_user 4.0943e-04 1.347e-05 gamma_LV_university 2.9266e-04 -1.8404e-04 gamma_LV_age_50 -1.3627e-04 2.8432e-04 lambda -5.034e-05 9.901e-05 zeta_quality 1.3220e-04 -4.282e-07 zeta_ingredient -1.3452e-04 5.600e-05 zeta_patent 1.1640e-04 -9.921e-05 zeta_dominance 3.800e-05 3.300e-06 tau_quality_1 2.0979e-04 1.0181e-04 tau_quality_2 1.2126e-04 5.603e-05 tau_quality_3 1.7663e-04 3.128e-05 tau_quality_4 1.7726e-04 4.120e-05 tau_ingredients_1 -4.3446e-04 9.855e-05 tau_ingredients_2 -9.291e-05 -6.222e-05 tau_ingredients_3 1.766e-05 -6.131e-05 tau_ingredients_4 4.564e-05 -8.123e-05 tau_patent_1 4.6201e-04 1.9079e-04 tau_patent_2 3.2542e-04 1.8905e-04 tau_patent_3 3.2700e-04 5.831e-05 tau_patent_4 3.0965e-04 3.209e-05 tau_dominance_1 6.735e-05 -1.4037e-04 tau_dominance_2 -1.9018e-04 -6.875e-05 tau_dominance_3 -2.3062e-04 5.843e-08 tau_dominance_4 -2.7116e-04 -7.335e-05 b_char_double b_risk mu_brand_Artemis -2.1806e-04 2.203e-07 sig_brand_Artemis -1.383e-05 5.590e-08 gamma_Artemis_reg_user 1.5207e-04 -1.339e-07 gamma_Artemis_university 3.976e-05 -9.895e-08 gamma_Artemis_age_50 -1.2327e-04 2.015e-08 mu_brand_Novum -1.7987e-04 3.299e-07 sig_brand_Novum 1.6779e-04 -2.280e-07 gamma_Novum_reg_user 8.933e-05 -1.075e-07 gamma_Novum_university -2.888e-05 -5.020e-09 gamma_Novum_age_50 -1.5959e-04 2.901e-08 b_brand_BestValue 1.5255e-04 -2.767e-07 b_brand_Supermarket 2.0446e-04 -3.699e-07 b_country_CH 1.1639e-04 -1.811e-08 b_country_DK -2.428e-05 1.063e-07 b_country_IND -8.128e-05 2.446e-07 b_country_RUS -1.0654e-04 2.555e-07 b_country_BRA -1.4002e-04 1.251e-07 b_char_fast 4.6982e-04 -1.652e-07 b_char_double 0.001361 -3.410e-08 b_risk -3.410e-08 3.544e-09 b_price -1.1921e-04 1.321e-07 gamma_LV_reg_user -5.169e-05 2.637e-07 gamma_LV_university -5.420e-06 1.814e-07 gamma_LV_age_50 1.8031e-04 -4.000e-07 lambda 9.209e-05 -1.247e-07 zeta_quality -1.0053e-04 2.928e-07 zeta_ingredient 2.1144e-04 8.111e-08 zeta_patent 1.767e-05 -1.158e-07 zeta_dominance -7.773e-06 -2.782e-08 tau_quality_1 2.910e-05 -6.418e-08 tau_quality_2 -2.085e-05 1.691e-08 tau_quality_3 -1.5995e-04 1.699e-07 tau_quality_4 -2.8472e-04 2.318e-07 tau_ingredients_1 1.3018e-04 2.126e-07 tau_ingredients_2 -1.5497e-04 2.114e-07 tau_ingredients_3 -1.8639e-04 6.589e-08 tau_ingredients_4 -1.9958e-04 2.060e-07 tau_patent_1 1.1862e-04 -1.634e-07 tau_patent_2 -2.413e-05 -1.013e-07 tau_patent_3 -1.0095e-04 -2.673e-09 tau_patent_4 -9.824e-05 -1.685e-07 tau_dominance_1 -2.4187e-04 -2.388e-07 tau_dominance_2 -6.986e-05 -8.353e-08 tau_dominance_3 -1.0220e-04 1.090e-07 tau_dominance_4 -1.9615e-04 -1.174e-07 b_price gamma_LV_reg_user mu_brand_Artemis -4.1417e-04 -0.001176 sig_brand_Artemis 2.428e-05 -4.074e-05 gamma_Artemis_reg_user 8.057e-05 -0.004063 gamma_Artemis_university 2.372e-05 -3.1583e-04 gamma_Artemis_age_50 5.715e-06 3.1637e-04 mu_brand_Novum -3.3523e-04 -0.001143 sig_brand_Novum -9.607e-05 -1.1021e-04 gamma_Novum_reg_user 3.898e-05 -0.004397 gamma_Novum_university 4.352e-06 -4.0872e-04 gamma_Novum_age_50 -2.036e-05 5.0885e-04 b_brand_BestValue -4.641e-05 -1.530e-05 b_brand_Supermarket -7.580e-05 -1.2052e-04 b_country_CH -8.392e-05 -4.061e-05 b_country_DK -3.769e-05 7.187e-05 b_country_IND 5.657e-05 2.5785e-04 b_country_RUS 2.845e-05 3.789e-05 b_country_BRA 5.845e-05 4.0943e-04 b_char_fast -7.904e-05 1.347e-05 b_char_double -1.1921e-04 -5.169e-05 b_risk 1.321e-07 2.637e-07 b_price 3.0147e-04 -2.378e-05 gamma_LV_reg_user -2.378e-05 0.011432 gamma_LV_university -3.086e-05 0.001201 gamma_LV_age_50 3.791e-05 2.9389e-04 lambda -2.489e-05 1.2499e-04 zeta_quality 4.317e-06 0.003116 zeta_ingredient 4.293e-05 -0.001948 zeta_patent 5.211e-05 0.002089 zeta_dominance 9.460e-05 -9.0476e-04 tau_quality_1 5.655e-05 0.002786 tau_quality_2 1.787e-05 0.003234 tau_quality_3 3.325e-05 0.004023 tau_quality_4 -3.438e-05 0.004512 tau_ingredients_1 -2.958e-05 -0.003101 tau_ingredients_2 -2.706e-05 -0.003284 tau_ingredients_3 -7.265e-05 -0.003100 tau_ingredients_4 -3.500e-05 -0.002768 tau_patent_1 1.345e-05 0.003488 tau_patent_2 -3.120e-06 0.003894 tau_patent_3 -2.684e-05 0.004044 tau_patent_4 -3.224e-05 0.003975 tau_dominance_1 -4.795e-05 -0.003046 tau_dominance_2 -5.395e-05 -0.002496 tau_dominance_3 -8.293e-05 -0.002751 tau_dominance_4 -7.006e-05 -0.003069 gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -9.6189e-04 -0.001588 sig_brand_Artemis 8.222e-05 1.0120e-04 gamma_Artemis_reg_user -3.5380e-04 5.6795e-04 gamma_Artemis_university -0.002961 2.5215e-04 gamma_Artemis_age_50 1.3831e-04 -0.003195 mu_brand_Novum -9.2865e-04 -0.001507 sig_brand_Novum 1.8851e-04 -3.792e-06 gamma_Novum_reg_user -3.3785e-04 5.7826e-04 gamma_Novum_university -0.003281 4.1578e-04 gamma_Novum_age_50 3.2687e-04 -0.003512 b_brand_BestValue 1.374e-05 -2.3559e-04 b_brand_Supermarket -5.829e-05 5.460e-05 b_country_CH -2.3541e-04 5.140e-05 b_country_DK -1.5759e-04 -6.502e-05 b_country_IND 1.4738e-04 -1.1378e-04 b_country_RUS 1.2852e-04 -1.1133e-04 b_country_BRA 2.9266e-04 -1.3627e-04 b_char_fast -1.8404e-04 2.8432e-04 b_char_double -5.420e-06 1.8031e-04 b_risk 1.814e-07 -4.000e-07 b_price -3.086e-05 3.791e-05 gamma_LV_reg_user 0.001201 2.9389e-04 gamma_LV_university 0.009456 -1.3370e-04 gamma_LV_age_50 -1.3370e-04 0.009531 lambda 1.8849e-04 1.5078e-04 zeta_quality 0.001036 -9.9918e-04 zeta_ingredient -9.4955e-04 0.001488 zeta_patent 7.9133e-04 -0.001709 zeta_dominance -0.002062 2.396e-05 tau_quality_1 0.004063 0.003998 tau_quality_2 0.003737 0.003750 tau_quality_3 0.003430 0.003699 tau_quality_4 0.003262 0.003307 tau_ingredients_1 -0.003344 -0.003441 tau_ingredients_2 -0.003289 -0.003679 tau_ingredients_3 -0.003189 -0.003789 tau_ingredients_4 -0.003025 -0.004038 tau_patent_1 0.003708 0.004691 tau_patent_2 0.004161 0.004595 tau_patent_3 0.004495 0.004194 tau_patent_4 0.004709 0.004199 tau_dominance_1 -0.002466 -0.002599 tau_dominance_2 -0.002582 -0.002921 tau_dominance_3 -0.001774 -0.002344 tau_dominance_4 -0.001475 -0.002257 lambda zeta_quality mu_brand_Artemis 8.245e-05 -3.647e-05 sig_brand_Artemis -1.308e-05 1.5073e-04 gamma_Artemis_reg_user 0.001230 -0.001878 gamma_Artemis_university 6.0622e-04 -6.7077e-04 gamma_Artemis_age_50 -4.9731e-04 6.6592e-04 mu_brand_Novum 5.745e-05 -1.0974e-04 sig_brand_Novum -1.0821e-04 1.1006e-04 gamma_Novum_reg_user 0.001138 -0.001787 gamma_Novum_university 6.6279e-04 -5.5894e-04 gamma_Novum_age_50 -4.9151e-04 6.4270e-04 b_brand_BestValue -5.634e-05 1.186e-05 b_brand_Supermarket 1.1284e-04 -1.3931e-04 b_country_CH 1.2171e-04 -6.401e-05 b_country_DK 3.600e-05 -6.773e-05 b_country_IND 3.767e-05 1.7545e-04 b_country_RUS -2.0439e-04 -9.033e-07 b_country_BRA -5.034e-05 1.3220e-04 b_char_fast 9.901e-05 -4.282e-07 b_char_double 9.209e-05 -1.0053e-04 b_risk -1.247e-07 2.928e-07 b_price -2.489e-05 4.317e-06 gamma_LV_reg_user 1.2499e-04 0.003116 gamma_LV_university 1.8849e-04 0.001036 gamma_LV_age_50 1.5078e-04 -9.9918e-04 lambda 0.001350 -6.527e-05 zeta_quality -6.527e-05 0.008013 zeta_ingredient 7.892e-07 -0.001536 zeta_patent -1.900e-05 8.8048e-04 zeta_dominance -2.5104e-04 -4.2452e-04 tau_quality_1 3.5345e-04 -0.005105 tau_quality_2 1.6006e-04 -0.003195 tau_quality_3 -6.444e-05 0.001455 tau_quality_4 -1.9462e-04 0.003369 tau_ingredients_1 4.957e-06 -6.3953e-04 tau_ingredients_2 6.200e-05 -4.3180e-04 tau_ingredients_3 -1.5628e-04 -2.5992e-04 tau_ingredients_4 -1.3660e-04 -3.9474e-04 tau_patent_1 3.8152e-04 9.0029e-04 tau_patent_2 2.1574e-04 9.2876e-04 tau_patent_3 3.213e-05 6.7902e-04 tau_patent_4 -1.1671e-04 8.2695e-04 tau_dominance_1 4.165e-05 -8.2294e-04 tau_dominance_2 4.198e-05 -3.4884e-04 tau_dominance_3 -2.976e-06 -6.1512e-04 tau_dominance_4 1.6548e-04 -9.4622e-04 zeta_ingredient zeta_patent mu_brand_Artemis -4.6098e-04 -2.2172e-04 sig_brand_Artemis -7.1944e-04 5.0937e-04 gamma_Artemis_reg_user 0.001585 -0.001443 gamma_Artemis_university 3.1403e-04 -4.0072e-04 gamma_Artemis_age_50 -7.4110e-04 9.9210e-04 mu_brand_Novum -4.8777e-04 -2.1319e-04 sig_brand_Novum 8.783e-06 1.2809e-04 gamma_Novum_reg_user 0.001656 -0.001391 gamma_Novum_university 5.4708e-04 -6.8066e-04 gamma_Novum_age_50 -0.001031 0.001417 b_brand_BestValue -3.0276e-04 -5.132e-05 b_brand_Supermarket -2.011e-05 -9.736e-05 b_country_CH 1.3598e-04 -1.5866e-04 b_country_DK -3.074e-05 -6.908e-05 b_country_IND -1.2034e-04 -7.288e-05 b_country_RUS -1.6009e-04 1.1762e-04 b_country_BRA -1.3452e-04 1.1640e-04 b_char_fast 5.600e-05 -9.921e-05 b_char_double 2.1144e-04 1.767e-05 b_risk 8.111e-08 -1.158e-07 b_price 4.293e-05 5.211e-05 gamma_LV_reg_user -0.001948 0.002089 gamma_LV_university -9.4955e-04 7.9133e-04 gamma_LV_age_50 0.001488 -0.001709 lambda 7.892e-07 -1.900e-05 zeta_quality -0.001536 8.8048e-04 zeta_ingredient 0.007039 -0.001193 zeta_patent -0.001193 0.009104 zeta_dominance 7.8734e-04 -3.4203e-04 tau_quality_1 9.614e-05 6.1476e-04 tau_quality_2 -1.4434e-04 5.2146e-04 tau_quality_3 -2.0906e-04 4.7540e-04 tau_quality_4 -3.3448e-04 6.2999e-04 tau_ingredients_1 0.001750 3.7076e-04 tau_ingredients_2 3.0949e-04 2.5949e-04 tau_ingredients_3 -0.003197 1.8628e-04 tau_ingredients_4 -0.004795 -8.681e-05 tau_patent_1 1.038e-05 -0.006962 tau_patent_2 -5.902e-05 -0.004265 tau_patent_3 2.476e-05 7.2841e-04 tau_patent_4 2.4043e-04 0.002488 tau_dominance_1 1.8869e-04 -6.8126e-04 tau_dominance_2 1.8210e-04 -3.4505e-04 tau_dominance_3 8.014e-05 -7.8860e-04 tau_dominance_4 7.476e-05 -4.5141e-04 zeta_dominance tau_quality_1 mu_brand_Artemis 5.494e-05 -0.001980 sig_brand_Artemis -2.4921e-04 1.2374e-04 gamma_Artemis_reg_user 3.0072e-04 7.319e-05 gamma_Artemis_university 8.1597e-04 -0.001159 gamma_Artemis_age_50 5.845e-05 -0.001420 mu_brand_Novum -2.157e-05 -0.001828 sig_brand_Novum 2.031e-05 -1.5186e-04 gamma_Novum_reg_user 3.1726e-04 -1.6006e-04 gamma_Novum_university 8.2792e-04 -0.001407 gamma_Novum_age_50 2.251e-05 -0.001141 b_brand_BestValue -5.957e-05 -2.3201e-04 b_brand_Supermarket -7.395e-05 1.0858e-04 b_country_CH -4.360e-05 -4.274e-05 b_country_DK -3.228e-05 -9.114e-05 b_country_IND -2.235e-05 6.402e-05 b_country_RUS -1.546e-05 -1.0325e-04 b_country_BRA 3.800e-05 2.0979e-04 b_char_fast 3.300e-06 1.0181e-04 b_char_double -7.773e-06 2.910e-05 b_risk -2.782e-08 -6.418e-08 b_price 9.460e-05 5.655e-05 gamma_LV_reg_user -9.0476e-04 0.002786 gamma_LV_university -0.002062 0.004063 gamma_LV_age_50 2.396e-05 0.003998 lambda -2.5104e-04 3.5345e-04 zeta_quality -4.2452e-04 -0.005105 zeta_ingredient 7.8734e-04 9.614e-05 zeta_patent -3.4203e-04 6.1476e-04 zeta_dominance 0.005063 -0.001040 tau_quality_1 -0.001040 0.016577 tau_quality_2 -0.001009 0.011651 tau_quality_3 -9.5479e-04 0.005452 tau_quality_4 -8.9686e-04 0.003518 tau_ingredients_1 8.4038e-04 -0.004488 tau_ingredients_2 9.6746e-04 -0.004898 tau_ingredients_3 6.5533e-04 -0.004470 tau_ingredients_4 7.2697e-04 -0.004035 tau_patent_1 -0.001116 0.004706 tau_patent_2 -0.001253 0.005344 tau_patent_3 -0.001147 0.005655 tau_patent_4 -0.001448 0.005636 tau_dominance_1 9.9650e-04 -0.003342 tau_dominance_2 5.3106e-04 -0.003439 tau_dominance_3 -0.002218 -0.002937 tau_dominance_4 -0.003181 -0.002599 tau_quality_2 tau_quality_3 mu_brand_Artemis -0.001757 -0.002061 sig_brand_Artemis -1.269e-05 1.9252e-04 gamma_Artemis_reg_user -6.5983e-04 -0.001193 gamma_Artemis_university -9.6404e-04 -0.001048 gamma_Artemis_age_50 -0.001291 -0.001020 mu_brand_Novum -0.001700 -0.001911 sig_brand_Novum 9.856e-05 8.465e-05 gamma_Novum_reg_user -6.4255e-04 -0.001347 gamma_Novum_university -0.001240 -0.001038 gamma_Novum_age_50 -0.001198 -0.001017 b_brand_BestValue -2.457e-05 -2.2561e-04 b_brand_Supermarket 5.929e-05 -7.976e-05 b_country_CH -1.4541e-04 -1.8453e-04 b_country_DK -8.873e-05 -9.802e-05 b_country_IND 3.211e-05 1.4567e-04 b_country_RUS -8.830e-05 -1.1563e-04 b_country_BRA 1.2126e-04 1.7663e-04 b_char_fast 5.603e-05 3.128e-05 b_char_double -2.085e-05 -1.5995e-04 b_risk 1.691e-08 1.699e-07 b_price 1.787e-05 3.325e-05 gamma_LV_reg_user 0.003234 0.004023 gamma_LV_university 0.003737 0.003430 gamma_LV_age_50 0.003750 0.003699 lambda 1.6006e-04 -6.444e-05 zeta_quality -0.003195 0.001455 zeta_ingredient -1.4434e-04 -2.0906e-04 zeta_patent 5.2146e-04 4.7540e-04 zeta_dominance -0.001009 -9.5479e-04 tau_quality_1 0.011651 0.005452 tau_quality_2 0.011893 0.006090 tau_quality_3 0.006090 0.011468 tau_quality_4 0.004530 0.010026 tau_ingredients_1 -0.004731 -0.004329 tau_ingredients_2 -0.004795 -0.004652 tau_ingredients_3 -0.004483 -0.004177 tau_ingredients_4 -0.004320 -0.004382 tau_patent_1 0.004651 0.004368 tau_patent_2 0.005163 0.005008 tau_patent_3 0.005689 0.005241 tau_patent_4 0.005517 0.005377 tau_dominance_1 -0.003277 -0.003278 tau_dominance_2 -0.003337 -0.003546 tau_dominance_3 -0.002783 -0.002745 tau_dominance_4 -0.002940 -0.002836 tau_quality_4 tau_ingredients_1 mu_brand_Artemis -0.002078 0.001699 sig_brand_Artemis -1.8939e-04 -3.5150e-04 gamma_Artemis_reg_user -0.001691 8.7328e-04 gamma_Artemis_university -5.7556e-04 9.5043e-04 gamma_Artemis_age_50 -9.8290e-04 0.001002 mu_brand_Novum -0.001824 0.001654 sig_brand_Novum 1.8550e-04 3.7661e-04 gamma_Novum_reg_user -0.001894 0.001035 gamma_Novum_university -7.1175e-04 7.1390e-04 gamma_Novum_age_50 -0.001047 8.6494e-04 b_brand_BestValue -1.0839e-04 1.3292e-04 b_brand_Supermarket -1.3400e-04 7.850e-05 b_country_CH -2.1454e-04 1.7525e-04 b_country_DK -1.0226e-04 -1.655e-05 b_country_IND -1.609e-05 -3.437e-05 b_country_RUS -5.632e-05 -1.9203e-04 b_country_BRA 1.7726e-04 -4.3446e-04 b_char_fast 4.120e-05 9.855e-05 b_char_double -2.8472e-04 1.3018e-04 b_risk 2.318e-07 2.126e-07 b_price -3.438e-05 -2.958e-05 gamma_LV_reg_user 0.004512 -0.003101 gamma_LV_university 0.003262 -0.003344 gamma_LV_age_50 0.003307 -0.003441 lambda -1.9462e-04 4.957e-06 zeta_quality 0.003369 -6.3953e-04 zeta_ingredient -3.3448e-04 0.001750 zeta_patent 6.2999e-04 3.7076e-04 zeta_dominance -8.9686e-04 8.4038e-04 tau_quality_1 0.003518 -0.004488 tau_quality_2 0.004530 -0.004731 tau_quality_3 0.010026 -0.004329 tau_quality_4 0.017850 -0.004230 tau_ingredients_1 -0.004230 0.015400 tau_ingredients_2 -0.004456 0.008773 tau_ingredients_3 -0.004121 0.004583 tau_ingredients_4 -0.004179 0.003652 tau_patent_1 0.004226 -0.005278 tau_patent_2 0.004898 -0.005274 tau_patent_3 0.005130 -0.005069 tau_patent_4 0.005277 -0.005440 tau_dominance_1 -0.003689 0.002278 tau_dominance_2 -0.003322 0.002917 tau_dominance_3 -0.002600 0.002895 tau_dominance_4 -0.002919 0.002766 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.001688 0.001826 sig_brand_Artemis 3.022e-05 1.4884e-04 gamma_Artemis_reg_user 9.6363e-04 6.7593e-04 gamma_Artemis_university 8.9019e-04 0.001010 gamma_Artemis_age_50 0.001119 0.001248 mu_brand_Novum 0.001347 0.001762 sig_brand_Novum -3.764e-05 -2.4431e-04 gamma_Novum_reg_user 0.001273 6.8025e-04 gamma_Novum_university 0.001166 0.001040 gamma_Novum_age_50 0.001219 0.001320 b_brand_BestValue -1.0455e-04 6.652e-05 b_brand_Supermarket -1.7500e-04 -2.3852e-04 b_country_CH 2.0048e-04 5.210e-05 b_country_DK 1.8420e-04 5.785e-05 b_country_IND 3.255e-05 1.2119e-04 b_country_RUS -8.005e-05 8.444e-05 b_country_BRA -9.291e-05 1.766e-05 b_char_fast -6.222e-05 -6.131e-05 b_char_double -1.5497e-04 -1.8639e-04 b_risk 2.114e-07 6.589e-08 b_price -2.706e-05 -7.265e-05 gamma_LV_reg_user -0.003284 -0.003100 gamma_LV_university -0.003289 -0.003189 gamma_LV_age_50 -0.003679 -0.003789 lambda 6.200e-05 -1.5628e-04 zeta_quality -4.3180e-04 -2.5992e-04 zeta_ingredient 3.0949e-04 -0.003197 zeta_patent 2.5949e-04 1.8628e-04 zeta_dominance 9.6746e-04 6.5533e-04 tau_quality_1 -0.004898 -0.004470 tau_quality_2 -0.004795 -0.004483 tau_quality_3 -0.004652 -0.004177 tau_quality_4 -0.004456 -0.004121 tau_ingredients_1 0.008773 0.004583 tau_ingredients_2 0.010241 0.005946 tau_ingredients_3 0.005946 0.010762 tau_ingredients_4 0.005224 0.010035 tau_patent_1 -0.004936 -0.004758 tau_patent_2 -0.005273 -0.005030 tau_patent_3 -0.005056 -0.005092 tau_patent_4 -0.005340 -0.005309 tau_dominance_1 0.003035 0.003373 tau_dominance_2 0.003263 0.003088 tau_dominance_3 0.002771 0.002861 tau_dominance_4 0.002720 0.002668 tau_ingredients_4 tau_patent_1 mu_brand_Artemis 0.001966 -0.001622 sig_brand_Artemis 9.008e-05 -3.003e-05 gamma_Artemis_reg_user 4.5000e-04 -4.1225e-04 gamma_Artemis_university 0.001226 -9.6261e-04 gamma_Artemis_age_50 0.001290 -0.001608 mu_brand_Novum 0.001855 -0.001636 sig_brand_Novum -5.796e-05 3.495e-05 gamma_Novum_reg_user 4.3729e-04 -2.1114e-04 gamma_Novum_university 0.001188 -8.2624e-04 gamma_Novum_age_50 0.001471 -0.001767 b_brand_BestValue 4.1579e-04 1.5517e-04 b_brand_Supermarket -4.992e-05 2.7465e-04 b_country_CH -5.595e-05 -1.662e-05 b_country_DK 2.1493e-04 -1.6527e-04 b_country_IND -9.453e-06 4.8049e-04 b_country_RUS -3.040e-05 -1.616e-06 b_country_BRA 4.564e-05 4.6201e-04 b_char_fast -8.123e-05 1.9079e-04 b_char_double -1.9958e-04 1.1862e-04 b_risk 2.060e-07 -1.634e-07 b_price -3.500e-05 1.345e-05 gamma_LV_reg_user -0.002768 0.003488 gamma_LV_university -0.003025 0.003708 gamma_LV_age_50 -0.004038 0.004691 lambda -1.3660e-04 3.8152e-04 zeta_quality -3.9474e-04 9.0029e-04 zeta_ingredient -0.004795 1.038e-05 zeta_patent -8.681e-05 -0.006962 zeta_dominance 7.2697e-04 -0.001116 tau_quality_1 -0.004035 0.004706 tau_quality_2 -0.004320 0.004651 tau_quality_3 -0.004382 0.004368 tau_quality_4 -0.004179 0.004226 tau_ingredients_1 0.003652 -0.005278 tau_ingredients_2 0.005224 -0.004936 tau_ingredients_3 0.010035 -0.004758 tau_ingredients_4 0.014329 -0.004279 tau_patent_1 -0.004279 0.018690 tau_patent_2 -0.004613 0.013044 tau_patent_3 -0.005175 0.006584 tau_patent_4 -0.005679 0.004845 tau_dominance_1 0.003582 -0.003060 tau_dominance_2 0.003255 -0.003096 tau_dominance_3 0.002631 -0.002576 tau_dominance_4 0.002425 -0.002562 tau_patent_2 tau_patent_3 mu_brand_Artemis -0.001909 -0.002036 sig_brand_Artemis 1.7259e-04 2.1464e-04 gamma_Artemis_reg_user -8.5549e-04 -0.001216 gamma_Artemis_university -0.001066 -0.001509 gamma_Artemis_age_50 -0.001561 -0.001110 mu_brand_Novum -0.001901 -0.002218 sig_brand_Novum 1.3769e-04 4.0206e-04 gamma_Novum_reg_user -7.3094e-04 -8.9358e-04 gamma_Novum_university -9.9860e-04 -0.001451 gamma_Novum_age_50 -0.001591 -0.001233 b_brand_BestValue -1.238e-05 -1.1754e-04 b_brand_Supermarket 1.0428e-04 8.603e-05 b_country_CH -2.904e-05 1.0332e-04 b_country_DK -1.3147e-04 -7.267e-05 b_country_IND 2.7951e-04 -4.209e-05 b_country_RUS 1.434e-05 -4.094e-05 b_country_BRA 3.2542e-04 3.2700e-04 b_char_fast 1.8905e-04 5.831e-05 b_char_double -2.413e-05 -1.0095e-04 b_risk -1.013e-07 -2.673e-09 b_price -3.120e-06 -2.684e-05 gamma_LV_reg_user 0.003894 0.004044 gamma_LV_university 0.004161 0.004495 gamma_LV_age_50 0.004595 0.004194 lambda 2.1574e-04 3.213e-05 zeta_quality 9.2876e-04 6.7902e-04 zeta_ingredient -5.902e-05 2.476e-05 zeta_patent -0.004265 7.2841e-04 zeta_dominance -0.001253 -0.001147 tau_quality_1 0.005344 0.005655 tau_quality_2 0.005163 0.005689 tau_quality_3 0.005008 0.005241 tau_quality_4 0.004898 0.005130 tau_ingredients_1 -0.005274 -0.005069 tau_ingredients_2 -0.005273 -0.005056 tau_ingredients_3 -0.005030 -0.005092 tau_ingredients_4 -0.004613 -0.005175 tau_patent_1 0.013044 0.006584 tau_patent_2 0.013769 0.007859 tau_patent_3 0.007859 0.012746 tau_patent_4 0.006511 0.011462 tau_dominance_1 -0.003542 -0.003687 tau_dominance_2 -0.003487 -0.003807 tau_dominance_3 -0.002974 -0.003415 tau_dominance_4 -0.002968 -0.003353 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.002164 0.001757 sig_brand_Artemis 4.1594e-04 -2.9173e-04 gamma_Artemis_reg_user -0.001310 7.5733e-04 gamma_Artemis_university -0.001775 7.3914e-04 gamma_Artemis_age_50 -0.001043 7.4226e-04 mu_brand_Novum -0.002299 0.001554 sig_brand_Novum 4.9119e-04 -3.5703e-04 gamma_Novum_reg_user -0.001127 0.001176 gamma_Novum_university -0.001718 7.6961e-04 gamma_Novum_age_50 -0.001064 8.4576e-04 b_brand_BestValue -2.732e-06 -4.632e-05 b_brand_Supermarket 1.2084e-04 -4.2916e-04 b_country_CH 9.185e-05 -1.2045e-04 b_country_DK -1.4584e-04 -1.0637e-04 b_country_IND -1.5455e-04 2.1245e-04 b_country_RUS -6.184e-05 7.656e-05 b_country_BRA 3.0965e-04 6.735e-05 b_char_fast 3.209e-05 -1.4037e-04 b_char_double -9.824e-05 -2.4187e-04 b_risk -1.685e-07 -2.388e-07 b_price -3.224e-05 -4.795e-05 gamma_LV_reg_user 0.003975 -0.003046 gamma_LV_university 0.004709 -0.002466 gamma_LV_age_50 0.004199 -0.002599 lambda -1.1671e-04 4.165e-05 zeta_quality 8.2695e-04 -8.2294e-04 zeta_ingredient 2.4043e-04 1.8869e-04 zeta_patent 0.002488 -6.8126e-04 zeta_dominance -0.001448 9.9650e-04 tau_quality_1 0.005636 -0.003342 tau_quality_2 0.005517 -0.003277 tau_quality_3 0.005377 -0.003278 tau_quality_4 0.005277 -0.003689 tau_ingredients_1 -0.005440 0.002278 tau_ingredients_2 -0.005340 0.003035 tau_ingredients_3 -0.005309 0.003373 tau_ingredients_4 -0.005679 0.003582 tau_patent_1 0.004845 -0.003060 tau_patent_2 0.006511 -0.003542 tau_patent_3 0.011462 -0.003687 tau_patent_4 0.016969 -0.004166 tau_dominance_1 -0.004166 0.014586 tau_dominance_2 -0.004088 0.007496 tau_dominance_3 -0.003282 0.003395 tau_dominance_4 -0.002819 0.002932 tau_dominance_2 tau_dominance_3 mu_brand_Artemis 0.001615 0.001838 sig_brand_Artemis -2.4357e-04 -6.530e-05 gamma_Artemis_reg_user 6.5728e-04 6.5026e-04 gamma_Artemis_university 7.2674e-04 3.8546e-04 gamma_Artemis_age_50 5.4171e-04 2.0688e-04 mu_brand_Novum 0.001456 0.001756 sig_brand_Novum -2.0791e-04 -1.7313e-04 gamma_Novum_reg_user 7.7191e-04 7.9605e-04 gamma_Novum_university 6.2487e-04 1.5589e-04 gamma_Novum_age_50 8.6890e-04 4.4830e-04 b_brand_BestValue 1.0851e-04 1.7902e-04 b_brand_Supermarket -2.5005e-04 6.688e-05 b_country_CH -4.128e-05 -3.697e-05 b_country_DK 7.163e-05 -9.155e-05 b_country_IND -2.916e-05 2.539e-05 b_country_RUS -8.397e-05 3.805e-05 b_country_BRA -1.9018e-04 -2.3062e-04 b_char_fast -6.875e-05 5.843e-08 b_char_double -6.986e-05 -1.0220e-04 b_risk -8.353e-08 1.090e-07 b_price -5.395e-05 -8.293e-05 gamma_LV_reg_user -0.002496 -0.002751 gamma_LV_university -0.002582 -0.001774 gamma_LV_age_50 -0.002921 -0.002344 lambda 4.198e-05 -2.976e-06 zeta_quality -3.4884e-04 -6.1512e-04 zeta_ingredient 1.8210e-04 8.014e-05 zeta_patent -3.4505e-04 -7.8860e-04 zeta_dominance 5.3106e-04 -0.002218 tau_quality_1 -0.003439 -0.002937 tau_quality_2 -0.003337 -0.002783 tau_quality_3 -0.003546 -0.002745 tau_quality_4 -0.003322 -0.002600 tau_ingredients_1 0.002917 0.002895 tau_ingredients_2 0.003263 0.002771 tau_ingredients_3 0.003088 0.002861 tau_ingredients_4 0.003255 0.002631 tau_patent_1 -0.003096 -0.002576 tau_patent_2 -0.003487 -0.002974 tau_patent_3 -0.003807 -0.003415 tau_patent_4 -0.004088 -0.003282 tau_dominance_1 0.007496 0.003395 tau_dominance_2 0.008739 0.003987 tau_dominance_3 0.003987 0.008552 tau_dominance_4 0.003488 0.007820 tau_dominance_4 mu_brand_Artemis 0.001465 sig_brand_Artemis -2.7712e-04 gamma_Artemis_reg_user 9.9958e-04 gamma_Artemis_university 3.5623e-04 gamma_Artemis_age_50 2.9083e-04 mu_brand_Novum 0.001519 sig_brand_Novum -1.5286e-04 gamma_Novum_reg_user 0.001136 gamma_Novum_university 3.0758e-04 gamma_Novum_age_50 4.5298e-04 b_brand_BestValue 1.8874e-04 b_brand_Supermarket 1.2750e-04 b_country_CH -4.817e-06 b_country_DK -3.719e-06 b_country_IND -1.4219e-04 b_country_RUS -1.9060e-04 b_country_BRA -2.7116e-04 b_char_fast -7.335e-05 b_char_double -1.9615e-04 b_risk -1.174e-07 b_price -7.006e-05 gamma_LV_reg_user -0.003069 gamma_LV_university -0.001475 gamma_LV_age_50 -0.002257 lambda 1.6548e-04 zeta_quality -9.4622e-04 zeta_ingredient 7.476e-05 zeta_patent -4.5141e-04 zeta_dominance -0.003181 tau_quality_1 -0.002599 tau_quality_2 -0.002940 tau_quality_3 -0.002836 tau_quality_4 -0.002919 tau_ingredients_1 0.002766 tau_ingredients_2 0.002720 tau_ingredients_3 0.002668 tau_ingredients_4 0.002425 tau_patent_1 -0.002562 tau_patent_2 -0.002968 tau_patent_3 -0.003353 tau_patent_4 -0.002819 tau_dominance_1 0.002932 tau_dominance_2 0.003488 tau_dominance_3 0.007820 tau_dominance_4 0.012966 Classical correlation matrix: mu_brand_Artemis sig_brand_Artemis mu_brand_Artemis 1.000000 -0.017489 sig_brand_Artemis -0.017489 1.000000 gamma_Artemis_reg_user -0.171185 -0.017925 gamma_Artemis_university -0.212937 -0.023869 gamma_Artemis_age_50 -0.236249 -0.006871 mu_brand_Novum 0.786254 -0.016751 sig_brand_Novum 0.033111 -0.096842 gamma_Novum_reg_user -0.056594 -0.024998 gamma_Novum_university -0.085039 -0.010900 gamma_Novum_age_50 -0.107441 0.023473 b_brand_BestValue 0.353742 6.6790e-04 b_brand_Supermarket 0.339042 0.006321 b_country_CH -0.172295 0.012258 b_country_DK -0.181562 0.015207 b_country_IND 0.297090 -0.008709 b_country_RUS 0.252303 -0.004539 b_country_BRA 0.275848 -0.002761 b_char_fast 0.037896 0.012566 b_char_double -0.090975 0.016454 b_risk 0.039893 -0.007280 b_price -0.279054 -0.019264 gamma_LV_reg_user -0.126594 0.006403 gamma_LV_university -0.137739 0.031449 gamma_LV_age_50 -0.137175 0.006550 lambda 0.087354 -0.017484 zeta_quality -0.005582 0.024708 zeta_ingredient 0.012380 -0.047261 zeta_patent -0.005471 0.035029 zeta_dominance -1.6446e-04 -0.013401 tau_quality_1 -0.168958 0.010718 tau_quality_2 -0.197050 0.013023 tau_quality_3 -0.202833 0.019889 tau_quality_4 -0.161694 0.018843 tau_ingredients_1 0.160351 -0.022712 tau_ingredients_2 0.196427 -0.020654 tau_ingredients_3 0.186537 -0.003115 tau_ingredients_4 0.156876 0.003348 tau_patent_1 -0.171519 0.004603 tau_patent_2 -0.205472 0.010515 tau_patent_3 -0.218924 0.024538 tau_patent_4 -0.190061 0.026011 tau_dominance_1 0.125074 -0.012698 tau_dominance_2 0.164561 -0.017261 tau_dominance_3 0.162050 -0.017349 tau_dominance_4 0.131514 -0.014418 gamma_Artemis_reg_user gamma_Artemis_university mu_brand_Artemis -0.171185 -0.212937 sig_brand_Artemis -0.017925 -0.023869 gamma_Artemis_reg_user 1.000000 0.191447 gamma_Artemis_university 0.191447 1.000000 gamma_Artemis_age_50 -0.082890 -0.055808 mu_brand_Novum -0.059323 -0.084466 sig_brand_Novum -0.043249 -0.035061 gamma_Novum_reg_user 0.675106 0.163741 gamma_Novum_university 0.161526 0.626177 gamma_Novum_age_50 -0.090699 -0.057976 b_brand_BestValue 0.005568 -0.003088 b_brand_Supermarket 0.011243 -0.001565 b_country_CH -0.004907 0.003452 b_country_DK -0.002239 -0.006383 b_country_IND 0.002383 0.005001 b_country_RUS -0.003083 -0.001994 b_country_BRA -0.002564 0.001370 b_char_fast 0.005334 0.007658 b_char_double 0.005787 0.004761 b_risk -0.008678 -0.001988 b_price -0.002829 -0.007565 gamma_LV_reg_user -0.459838 -0.093411 gamma_LV_university -0.092535 -0.434175 gamma_LV_age_50 0.050326 0.030283 lambda 0.356098 0.223056 zeta_quality -0.209414 -0.114155 zeta_ingredient 0.183323 0.101163 zeta_patent -0.179395 -0.095420 zeta_dominance 0.105145 0.122117 tau_quality_1 -0.050099 -0.098723 tau_quality_2 -0.086015 -0.125360 tau_quality_3 -0.152649 -0.155872 tau_quality_4 -0.143224 -0.135901 tau_ingredients_1 0.130212 0.128309 tau_ingredients_2 0.137041 0.146197 tau_ingredients_3 0.086635 0.120959 tau_ingredients_4 0.058187 0.097161 tau_patent_1 -0.066697 -0.103727 tau_patent_2 -0.097651 -0.133057 tau_patent_3 -0.149457 -0.166168 tau_patent_4 -0.149317 -0.150423 tau_dominance_1 0.090214 0.103172 tau_dominance_2 0.114159 0.123201 tau_dominance_3 0.101976 0.086113 tau_dominance_4 0.079571 0.057508 gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.236249 0.786254 sig_brand_Artemis -0.006871 -0.016751 gamma_Artemis_reg_user -0.082890 -0.059323 gamma_Artemis_university -0.055808 -0.084466 gamma_Artemis_age_50 1.000000 -0.108028 mu_brand_Novum -0.108028 1.000000 sig_brand_Novum 0.018628 -0.022905 gamma_Novum_reg_user -0.090294 -0.185338 gamma_Novum_university -0.056776 -0.232738 gamma_Novum_age_50 0.630305 -0.259077 b_brand_BestValue -0.002255 0.338511 b_brand_Supermarket -0.003516 0.345166 b_country_CH -0.004827 -0.193165 b_country_DK 0.004867 -0.196135 b_country_IND -0.007349 0.281624 b_country_RUS 0.007431 0.236474 b_country_BRA 0.001454 0.269771 b_char_fast -0.001276 0.039346 b_char_double -0.006479 -0.068680 b_risk 0.001368 0.042003 b_price 0.006380 -0.244560 gamma_LV_reg_user 0.047405 -0.125446 gamma_LV_university 0.027829 -0.136155 gamma_LV_age_50 -0.427382 -0.134495 lambda -0.179310 0.084189 zeta_quality 0.087607 -0.007912 zeta_ingredient -0.109860 0.012708 zeta_patent 0.121100 -0.007239 zeta_dominance -0.028500 -1.4274e-04 tau_quality_1 -0.135208 -0.165149 tau_quality_2 -0.146138 -0.193018 tau_quality_3 -0.126839 -0.199961 tau_quality_4 -0.094780 -0.160016 tau_ingredients_1 0.091083 0.158277 tau_ingredients_2 0.127119 0.193752 tau_ingredients_3 0.152368 0.183896 tau_ingredients_4 0.142737 0.154622 tau_patent_1 -0.157910 -0.167932 tau_patent_2 -0.168293 -0.201765 tau_patent_3 -0.142119 -0.216083 tau_patent_4 -0.107893 -0.187851 tau_dominance_1 0.084560 0.123393 tau_dominance_2 0.109072 0.162448 tau_dominance_3 0.099401 0.159925 tau_dominance_4 0.077429 0.129736 sig_brand_Novum gamma_Novum_reg_user mu_brand_Artemis 0.033111 -0.056594 sig_brand_Artemis -0.096842 -0.024998 gamma_Artemis_reg_user -0.043249 0.675106 gamma_Artemis_university -0.035061 0.163741 gamma_Artemis_age_50 0.018628 -0.090294 mu_brand_Novum -0.022905 -0.185338 sig_brand_Novum 1.000000 -0.047875 gamma_Novum_reg_user -0.047875 1.000000 gamma_Novum_university -0.033948 0.177340 gamma_Novum_age_50 0.026428 -0.072114 b_brand_BestValue 0.029048 0.007516 b_brand_Supermarket 0.014324 0.021633 b_country_CH 0.035038 0.008858 b_country_DK 0.004565 0.003910 b_country_IND 0.007012 -0.003549 b_country_RUS 0.006626 -0.011996 b_country_BRA -0.019370 -0.005365 b_char_fast 0.044825 0.010655 b_char_double 0.080296 0.008030 b_risk -0.023453 -0.008467 b_price -0.087755 -0.017837 gamma_LV_reg_user 0.019248 -0.442148 gamma_LV_university 0.016675 -0.089563 gamma_LV_age_50 -0.008486 0.048599 lambda -0.044959 0.347137 zeta_quality 0.032215 -0.203939 zeta_ingredient -0.030451 0.177081 zeta_patent 0.031731 -0.171712 zeta_dominance -0.018139 0.102289 tau_quality_1 -0.008465 -0.046498 tau_quality_2 -0.002833 -0.081400 tau_quality_3 0.012020 -0.146878 tau_quality_4 0.014090 -0.138198 tau_ingredients_1 -0.012122 0.125141 tau_ingredients_2 -0.008674 0.131529 tau_ingredients_3 0.003255 0.082760 tau_ingredients_4 0.007434 0.055404 tau_patent_1 -0.009352 -0.064644 tau_patent_2 -0.002421 -0.094176 tau_patent_3 0.012943 -0.143473 tau_patent_4 0.015103 -0.143175 tau_dominance_1 -0.007758 0.086722 tau_dominance_2 -0.009193 0.109669 tau_dominance_3 -0.001171 0.097472 tau_dominance_4 0.002468 0.075764 gamma_Novum_university gamma_Novum_age_50 mu_brand_Artemis -0.085039 -0.107441 sig_brand_Artemis -0.010900 0.023473 gamma_Artemis_reg_user 0.161526 -0.090699 gamma_Artemis_university 0.626177 -0.057976 gamma_Artemis_age_50 -0.056776 0.630305 mu_brand_Novum -0.232738 -0.259077 sig_brand_Novum -0.033948 0.026428 gamma_Novum_reg_user 0.177340 -0.072114 gamma_Novum_university 1.000000 -0.048538 gamma_Novum_age_50 -0.048538 1.000000 b_brand_BestValue -0.005308 -0.002179 b_brand_Supermarket 0.002312 -0.007324 b_country_CH -9.5249e-04 -0.003928 b_country_DK 1.9277e-04 -0.004689 b_country_IND 0.002482 -0.006898 b_country_RUS -0.005419 0.008484 b_country_BRA 2.2297e-04 0.002423 b_char_fast 0.002771 -0.001564 b_char_double -0.002437 -0.004379 b_risk -0.002544 -0.001124 b_price -0.002977 0.011765 gamma_LV_reg_user -0.088793 0.046180 gamma_LV_university -0.414512 0.027832 gamma_LV_age_50 0.028923 -0.408074 lambda 0.213633 -0.173434 zeta_quality -0.105910 0.084578 zeta_ingredient 0.096573 -0.106898 zeta_patent -0.091370 0.119597 zeta_dominance 0.116469 -0.026930 tau_quality_1 -0.095889 -0.128619 tau_quality_2 -0.120968 -0.139055 tau_quality_3 -0.148453 -0.120490 tau_quality_4 -0.128741 -0.089952 tau_ingredients_1 0.122240 0.086148 tau_ingredients_2 0.139236 0.120537 tau_ingredients_3 0.115079 0.145092 tau_ingredients_4 0.092359 0.136192 tau_patent_1 -0.098673 -0.152200 tau_patent_2 -0.126831 -0.161411 tau_patent_3 -0.158443 -0.134672 tau_patent_4 -0.143450 -0.101536 tau_dominance_1 0.098252 0.080428 tau_dominance_2 0.117317 0.103513 tau_dominance_3 0.081988 0.093801 tau_dominance_4 0.054707 0.072848 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis 0.353742 0.339042 sig_brand_Artemis 6.6790e-04 0.006321 gamma_Artemis_reg_user 0.005568 0.011243 gamma_Artemis_university -0.003088 -0.001565 gamma_Artemis_age_50 -0.002255 -0.003516 mu_brand_Novum 0.338511 0.345166 sig_brand_Novum 0.029048 0.014324 gamma_Novum_reg_user 0.007516 0.021633 gamma_Novum_university -0.005308 0.002312 gamma_Novum_age_50 -0.002179 -0.007324 b_brand_BestValue 1.000000 0.592020 b_brand_Supermarket 0.592020 1.000000 b_country_CH 0.074413 0.068559 b_country_DK 0.041241 0.058695 b_country_IND -0.041239 -0.064502 b_country_RUS -0.068766 -0.090729 b_country_BRA -0.009833 -0.095155 b_char_fast 0.047098 0.107698 b_char_double 0.052422 0.085704 b_risk -0.153851 -0.168701 b_price -0.066334 -0.094044 gamma_LV_reg_user -0.001454 -0.002063 gamma_LV_university -4.4777e-04 -2.4037e-04 gamma_LV_age_50 8.9805e-04 6.2653e-04 lambda 0.030228 0.048126 zeta_quality 3.3107e-04 -0.005742 zeta_ingredient 0.003012 0.006474 zeta_patent -0.001500 0.002645 zeta_dominance 0.001268 -6.8736e-04 tau_quality_1 -2.9726e-04 0.003786 tau_quality_2 -4.5380e-04 0.002847 tau_quality_3 -4.3368e-04 -0.001009 tau_quality_4 -1.3671e-04 -0.001937 tau_ingredients_1 9.0344e-04 0.001675 tau_ingredients_2 2.7940e-04 5.0259e-04 tau_ingredients_3 -0.001569 -0.002979 tau_ingredients_4 -0.001859 -0.003873 tau_patent_1 9.0519e-04 -0.002119 tau_patent_2 6.0877e-04 -0.001494 tau_patent_3 -4.6543e-04 -3.0743e-04 tau_patent_4 -7.1350e-04 7.708e-05 tau_dominance_1 3.5843e-04 2.0039e-04 tau_dominance_2 2.5069e-04 4.8922e-04 tau_dominance_3 -5.5989e-04 7.7719e-04 tau_dominance_4 -6.2957e-04 7.7640e-04 b_country_CH b_country_DK mu_brand_Artemis -0.172295 -0.181562 sig_brand_Artemis 0.012258 0.015207 gamma_Artemis_reg_user -0.004907 -0.002239 gamma_Artemis_university 0.003452 -0.006383 gamma_Artemis_age_50 -0.004827 0.004867 mu_brand_Novum -0.193165 -0.196135 sig_brand_Novum 0.035038 0.004565 gamma_Novum_reg_user 0.008858 0.003910 gamma_Novum_university -9.5249e-04 1.9277e-04 gamma_Novum_age_50 -0.003928 -0.004689 b_brand_BestValue 0.074413 0.041241 b_brand_Supermarket 0.068559 0.058695 b_country_CH 1.000000 0.492975 b_country_DK 0.492975 1.000000 b_country_IND 0.006595 0.042126 b_country_RUS -0.032421 0.005082 b_country_BRA -0.035534 -0.001157 b_char_fast 0.078980 0.036701 b_char_double 0.091106 0.022708 b_risk -0.065706 -0.027497 b_price -0.125357 -0.048743 gamma_LV_reg_user -0.001147 -0.001326 gamma_LV_university 2.8510e-04 -9.100e-05 gamma_LV_age_50 7.0876e-04 7.9209e-04 lambda 0.036182 0.011576 zeta_quality 9.9299e-04 -0.001952 zeta_ingredient 0.002434 -9.6691e-04 zeta_patent -0.001989 -0.003164 zeta_dominance 4.4693e-04 0.001338 tau_quality_1 -5.7822e-04 0.001366 tau_quality_2 -6.0355e-04 0.001056 tau_quality_3 -3.059e-05 -2.3599e-04 tau_quality_4 2.7380e-04 -4.5374e-04 tau_ingredients_1 6.0823e-04 -4.0766e-04 tau_ingredients_2 1.595e-05 -3.4231e-04 tau_ingredients_3 -0.001378 2.4677e-04 tau_ingredients_4 -0.001592 5.0492e-04 tau_patent_1 0.001152 0.002264 tau_patent_2 8.0030e-04 0.001656 tau_patent_3 -1.7231e-04 -2.1874e-04 tau_patent_4 -6.0420e-04 -7.9344e-04 tau_dominance_1 1.1301e-04 1.5097e-04 tau_dominance_2 3.943e-05 4.456e-05 tau_dominance_3 -3.0605e-04 -7.6802e-04 tau_dominance_4 -3.5751e-04 -9.4825e-04 b_country_IND b_country_RUS mu_brand_Artemis 0.297090 0.252303 sig_brand_Artemis -0.008709 -0.004539 gamma_Artemis_reg_user 0.002383 -0.003083 gamma_Artemis_university 0.005001 -0.001994 gamma_Artemis_age_50 -0.007349 0.007431 mu_brand_Novum 0.281624 0.236474 sig_brand_Novum 0.007012 0.006626 gamma_Novum_reg_user -0.003549 -0.011996 gamma_Novum_university 0.002482 -0.005419 gamma_Novum_age_50 -0.006898 0.008484 b_brand_BestValue -0.041239 -0.068766 b_brand_Supermarket -0.064502 -0.090729 b_country_CH 0.006595 -0.032421 b_country_DK 0.042126 0.005082 b_country_IND 1.000000 0.442677 b_country_RUS 0.442677 1.000000 b_country_BRA 0.465638 0.424149 b_char_fast -0.056116 -0.063498 b_char_double -0.027265 -0.033326 b_risk 0.052073 0.060058 b_price 0.023427 0.044669 gamma_LV_reg_user 0.001107 0.002165 gamma_LV_university 2.5515e-04 0.001283 gamma_LV_age_50 -6.3213e-04 -9.6649e-04 lambda 0.002810 -0.044741 zeta_quality 0.003271 0.004362 zeta_ingredient 0.003060 -0.004014 zeta_patent 0.005107 0.001420 zeta_dominance -2.7522e-04 -0.002840 tau_quality_1 -0.002060 -0.002110 tau_quality_2 -0.001455 -0.001397 tau_quality_3 5.3240e-04 0.001061 tau_quality_4 0.001021 0.001581 tau_ingredients_1 5.8974e-04 -0.001317 tau_ingredients_2 -1.1170e-04 -6.1989e-04 tau_ingredients_3 -0.001639 0.001333 tau_ingredients_4 -0.002045 0.001786 tau_patent_1 -0.003256 9.702e-05 tau_patent_2 -0.002204 3.4769e-04 tau_patent_3 8.6258e-04 9.1970e-04 tau_patent_4 0.001647 0.001029 tau_dominance_1 6.227e-06 -8.4382e-04 tau_dominance_2 -4.463e-05 -7.0763e-04 tau_dominance_3 -1.1278e-04 5.4768e-04 tau_dominance_4 1.2217e-04 8.9553e-04 b_country_BRA b_char_fast mu_brand_Artemis 0.275848 0.037896 sig_brand_Artemis -0.002761 0.012566 gamma_Artemis_reg_user -0.002564 0.005334 gamma_Artemis_university 0.001370 0.007658 gamma_Artemis_age_50 0.001454 -0.001276 mu_brand_Novum 0.269771 0.039346 sig_brand_Novum -0.019370 0.044825 gamma_Novum_reg_user -0.005365 0.010655 gamma_Novum_university 2.2297e-04 0.002771 gamma_Novum_age_50 0.002423 -0.001564 b_brand_BestValue -0.009833 0.047098 b_brand_Supermarket -0.095155 0.107698 b_country_CH -0.035534 0.078980 b_country_DK -0.001157 0.036701 b_country_IND 0.465638 -0.056116 b_country_RUS 0.424149 -0.063498 b_country_BRA 1.000000 -0.070815 b_char_fast -0.070815 1.000000 b_char_double -0.053704 0.455326 b_risk 0.032423 -0.083281 b_price 0.068205 -0.144793 gamma_LV_reg_user 0.001114 -0.003248 gamma_LV_university -2.4510e-04 -0.001147 gamma_LV_age_50 4.1041e-04 0.003145 lambda -0.023410 0.061743 zeta_quality 0.004630 -0.003523 zeta_ingredient 1.9060e-04 0.008323 zeta_patent -0.002666 -0.008503 zeta_dominance -0.003439 2.670e-05 tau_quality_1 -0.003243 0.001607 tau_quality_2 -0.002765 8.0644e-04 tau_quality_3 3.9300e-04 -0.001120 tau_quality_4 0.001390 -0.001142 tau_ingredients_1 2.5495e-04 0.001773 tau_ingredients_2 4.4540e-04 1.0710e-04 tau_ingredients_3 1.2736e-04 -0.003923 tau_ingredients_4 -1.0279e-04 -0.004783 tau_patent_1 0.002100 0.005199 tau_patent_2 0.001512 0.004003 tau_patent_3 -2.2165e-04 -5.4953e-04 tau_patent_4 -7.0817e-04 -0.002267 tau_dominance_1 -5.2776e-04 -1.089e-05 tau_dominance_2 2.309e-05 1.260e-05 tau_dominance_3 0.001618 6.069e-05 tau_dominance_4 0.001819 2.6522e-04 b_char_double b_risk mu_brand_Artemis -0.090975 0.039893 sig_brand_Artemis 0.016454 -0.007280 gamma_Artemis_reg_user 0.005787 -0.008678 gamma_Artemis_university 0.004761 -0.001988 gamma_Artemis_age_50 -0.006479 0.001368 mu_brand_Novum -0.068680 0.042003 sig_brand_Novum 0.080296 -0.023453 gamma_Novum_reg_user 0.008030 -0.008467 gamma_Novum_university -0.002437 -0.002544 gamma_Novum_age_50 -0.004379 -0.001124 b_brand_BestValue 0.052422 -0.153851 b_brand_Supermarket 0.085704 -0.168701 b_country_CH 0.091106 -0.065706 b_country_DK 0.022708 -0.027497 b_country_IND -0.027265 0.052073 b_country_RUS -0.033326 0.060058 b_country_BRA -0.053704 0.032423 b_char_fast 0.455326 -0.083281 b_char_double 1.000000 -0.053262 b_risk -0.053262 1.000000 b_price -0.176546 0.120930 gamma_LV_reg_user -0.002550 0.003928 gamma_LV_university 3.4807e-04 0.001714 gamma_LV_age_50 0.001894 -0.002699 lambda 0.062080 -0.050515 zeta_quality -0.001254 0.009413 zeta_ingredient 0.004997 -0.005572 zeta_patent -0.004164 0.006510 zeta_dominance 0.001751 -0.002008 tau_quality_1 0.001039 -0.004649 tau_quality_2 8.0270e-04 -0.003012 tau_quality_3 -1.1606e-04 0.002138 tau_quality_4 -2.5333e-04 0.003202 tau_ingredients_1 9.7834e-04 -0.001688 tau_ingredients_2 -3.6917e-04 -7.5103e-04 tau_ingredients_3 -0.003120 0.001677 tau_ingredients_4 -0.003520 0.002267 tau_patent_1 0.003082 -0.002966 tau_patent_2 0.002537 -0.001921 tau_patent_3 1.0923e-04 0.001442 tau_patent_4 -9.6288e-04 0.002498 tau_dominance_1 1.5506e-04 -7.3480e-04 tau_dominance_2 -1.5809e-04 -6.9658e-04 tau_dominance_3 -0.001081 -3.300e-06 tau_dominance_4 -0.001100 1.9465e-04 b_price gamma_LV_reg_user mu_brand_Artemis -0.279054 -0.126594 sig_brand_Artemis -0.019264 0.006403 gamma_Artemis_reg_user -0.002829 -0.459838 gamma_Artemis_university -0.007565 -0.093411 gamma_Artemis_age_50 0.006380 0.047405 mu_brand_Novum -0.244560 -0.125446 sig_brand_Novum -0.087755 0.019248 gamma_Novum_reg_user -0.017837 -0.442148 gamma_Novum_university -0.002977 -0.088793 gamma_Novum_age_50 0.011765 0.046180 b_brand_BestValue -0.066334 -0.001454 b_brand_Supermarket -0.094044 -0.002063 b_country_CH -0.125357 -0.001147 b_country_DK -0.048743 -0.001326 b_country_IND 0.023427 0.001107 b_country_RUS 0.044669 0.002165 b_country_BRA 0.068205 0.001114 b_char_fast -0.144793 -0.003248 b_char_double -0.176546 -0.002550 b_risk 0.120930 0.003928 b_price 1.000000 5.2715e-04 gamma_LV_reg_user 5.2715e-04 1.000000 gamma_LV_university -0.001328 0.146647 gamma_LV_age_50 -6.3072e-04 -0.040505 lambda -0.065234 0.027203 zeta_quality -0.001901 0.274608 zeta_ingredient -0.003712 -0.234505 zeta_patent -3.6697e-04 0.234242 zeta_dominance 0.001071 -0.158611 tau_quality_1 4.0674e-04 0.204967 tau_quality_2 2.7574e-04 0.262959 tau_quality_3 -5.8133e-04 0.330083 tau_quality_4 -9.3300e-04 0.285237 tau_ingredients_1 -2.8453e-04 -0.268335 tau_ingredients_2 6.8405e-04 -0.310179 tau_ingredients_3 0.003004 -0.264217 tau_ingredients_4 0.003408 -0.213794 tau_patent_1 -6.2486e-04 0.232539 tau_patent_2 -6.0925e-04 0.287985 tau_patent_3 -6.6606e-04 0.339840 tau_patent_4 -5.6737e-04 0.312122 tau_dominance_1 5.1672e-04 -0.201097 tau_dominance_2 4.8683e-04 -0.259420 tau_dominance_3 1.1680e-04 -0.246772 tau_dominance_4 -1.996e-05 -0.198652 gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.137739 -0.137175 sig_brand_Artemis 0.031449 0.006550 gamma_Artemis_reg_user -0.092535 0.050326 gamma_Artemis_university -0.434175 0.030283 gamma_Artemis_age_50 0.027829 -0.427382 mu_brand_Novum -0.136155 -0.134495 sig_brand_Novum 0.016675 -0.008486 gamma_Novum_reg_user -0.089563 0.048599 gamma_Novum_university -0.414512 0.028923 gamma_Novum_age_50 0.027832 -0.408074 b_brand_BestValue -4.4777e-04 8.9805e-04 b_brand_Supermarket -2.4037e-04 6.2653e-04 b_country_CH 2.8510e-04 7.0876e-04 b_country_DK -9.100e-05 7.9209e-04 b_country_IND 2.5515e-04 -6.3213e-04 b_country_RUS 0.001283 -9.6649e-04 b_country_BRA -2.4510e-04 4.1041e-04 b_char_fast -0.001147 0.003145 b_char_double 3.4807e-04 0.001894 b_risk 0.001714 -0.002699 b_price -0.001328 -6.3072e-04 gamma_LV_reg_user 0.146647 -0.040505 gamma_LV_university 1.000000 -0.030568 gamma_LV_age_50 -0.030568 1.000000 lambda 0.018342 -0.007220 zeta_quality 0.147242 -0.114668 zeta_ingredient -0.135236 0.143512 zeta_patent 0.122014 -0.157390 zeta_dominance -0.172027 0.051337 tau_quality_1 0.272901 0.305201 tau_quality_2 0.323301 0.344398 tau_quality_3 0.351158 0.332979 tau_quality_4 0.290807 0.260758 tau_ingredients_1 -0.281745 -0.252483 tau_ingredients_2 -0.336755 -0.326630 tau_ingredients_3 -0.311681 -0.346167 tau_ingredients_4 -0.262111 -0.308761 tau_patent_1 0.284837 0.334933 tau_patent_2 0.343033 0.378492 tau_patent_3 0.377734 0.365446 tau_patent_4 0.329823 0.301502 tau_dominance_1 -0.227618 -0.213209 tau_dominance_2 -0.283353 -0.276689 tau_dominance_3 -0.236683 -0.260644 tau_dominance_4 -0.177531 -0.207181 lambda zeta_quality mu_brand_Artemis 0.087354 -0.005582 sig_brand_Artemis -0.017484 0.024708 gamma_Artemis_reg_user 0.356098 -0.209414 gamma_Artemis_university 0.223056 -0.114155 gamma_Artemis_age_50 -0.179310 0.087607 mu_brand_Novum 0.084189 -0.007912 sig_brand_Novum -0.044959 0.032215 gamma_Novum_reg_user 0.347137 -0.203939 gamma_Novum_university 0.213633 -0.105910 gamma_Novum_age_50 -0.173434 0.084578 b_brand_BestValue 0.030228 3.3107e-04 b_brand_Supermarket 0.048126 -0.005742 b_country_CH 0.036182 9.9299e-04 b_country_DK 0.011576 -0.001952 b_country_IND 0.002810 0.003271 b_country_RUS -0.044741 0.004362 b_country_BRA -0.023410 0.004630 b_char_fast 0.061743 -0.003523 b_char_double 0.062080 -0.001254 b_risk -0.050515 0.009413 b_price -0.065234 -0.001901 gamma_LV_reg_user 0.027203 0.274608 gamma_LV_university 0.018342 0.147242 gamma_LV_age_50 -0.007220 -0.114668 lambda 1.000000 0.011251 zeta_quality 0.011251 1.000000 zeta_ingredient 0.003312 -0.145739 zeta_patent 0.006056 0.104154 zeta_dominance -0.047478 -0.089883 tau_quality_1 0.030844 -0.460804 tau_quality_2 0.014885 -0.348231 tau_quality_3 -0.025742 0.137280 tau_quality_4 -0.029808 0.258046 tau_ingredients_1 0.027036 -0.059268 tau_ingredients_2 0.016415 -0.063624 tau_ingredients_3 -0.026298 -0.047207 tau_ingredients_4 -0.039519 -0.036851 tau_patent_1 0.040107 0.069525 tau_patent_2 0.022709 0.075135 tau_patent_3 -0.022995 0.068040 tau_patent_4 -0.034313 0.054674 tau_dominance_1 0.011221 -0.039650 tau_dominance_2 0.013708 -0.053552 tau_dominance_3 0.003344 -0.061812 tau_dominance_4 -0.002475 -0.053296 zeta_ingredient zeta_patent mu_brand_Artemis 0.012380 -0.005471 sig_brand_Artemis -0.047261 0.035029 gamma_Artemis_reg_user 0.183323 -0.179395 gamma_Artemis_university 0.101163 -0.095420 gamma_Artemis_age_50 -0.109860 0.121100 mu_brand_Novum 0.012708 -0.007239 sig_brand_Novum -0.030451 0.031731 gamma_Novum_reg_user 0.177081 -0.171712 gamma_Novum_university 0.096573 -0.091370 gamma_Novum_age_50 -0.106898 0.119597 b_brand_BestValue 0.003012 -0.001500 b_brand_Supermarket 0.006474 0.002645 b_country_CH 0.002434 -0.001989 b_country_DK -9.6691e-04 -0.003164 b_country_IND 0.003060 0.005107 b_country_RUS -0.004014 0.001420 b_country_BRA 1.9060e-04 -0.002666 b_char_fast 0.008323 -0.008503 b_char_double 0.004997 -0.004164 b_risk -0.005572 0.006510 b_price -0.003712 -3.6697e-04 gamma_LV_reg_user -0.234505 0.234242 gamma_LV_university -0.135236 0.122014 gamma_LV_age_50 0.143512 -0.157390 lambda 0.003312 0.006056 zeta_quality -0.145739 0.104154 zeta_ingredient 1.000000 -0.129645 zeta_patent -0.129645 1.000000 zeta_dominance 0.099703 -0.060630 tau_quality_1 -0.016190 0.039355 tau_quality_2 -0.027696 0.044514 tau_quality_3 -0.046723 0.032822 tau_quality_4 -0.042605 0.020125 tau_ingredients_1 0.193462 -0.025370 tau_ingredients_2 0.056436 -0.025858 tau_ingredients_3 -0.349723 -0.020018 tau_ingredients_4 -0.454655 -0.016479 tau_patent_1 -0.029164 -0.504671 tau_patent_2 -0.034839 -0.374856 tau_patent_3 -0.039423 0.079808 tau_patent_4 -0.037829 0.228640 tau_dominance_1 0.025879 -0.011280 tau_dominance_2 0.034611 -0.023712 tau_dominance_3 0.032338 -0.044771 tau_dominance_4 0.025563 -0.042485 zeta_dominance tau_quality_1 mu_brand_Artemis -1.6446e-04 -0.168958 sig_brand_Artemis -0.013401 0.010718 gamma_Artemis_reg_user 0.105145 -0.050099 gamma_Artemis_university 0.122117 -0.098723 gamma_Artemis_age_50 -0.028500 -0.135208 mu_brand_Novum -1.4274e-04 -0.165149 sig_brand_Novum -0.018139 -0.008465 gamma_Novum_reg_user 0.102289 -0.046498 gamma_Novum_university 0.116469 -0.095889 gamma_Novum_age_50 -0.026930 -0.128619 b_brand_BestValue 0.001268 -2.9726e-04 b_brand_Supermarket -6.8736e-04 0.003786 b_country_CH 4.4693e-04 -5.7822e-04 b_country_DK 0.001338 0.001366 b_country_IND -2.7522e-04 -0.002060 b_country_RUS -0.002840 -0.002110 b_country_BRA -0.003439 -0.003243 b_char_fast 2.670e-05 0.001607 b_char_double 0.001751 0.001039 b_risk -0.002008 -0.004649 b_price 0.001071 4.0674e-04 gamma_LV_reg_user -0.158611 0.204967 gamma_LV_university -0.172027 0.272901 gamma_LV_age_50 0.051337 0.305201 lambda -0.047478 0.030844 zeta_quality -0.089883 -0.460804 zeta_ingredient 0.099703 -0.016190 zeta_patent -0.060630 0.039355 zeta_dominance 1.000000 -0.057555 tau_quality_1 -0.057555 1.000000 tau_quality_2 -0.066268 0.823154 tau_quality_3 -0.064530 0.387292 tau_quality_4 -0.050861 0.210810 tau_ingredients_1 0.053361 -0.259300 tau_ingredients_2 0.064128 -0.318879 tau_ingredients_3 0.055275 -0.308379 tau_ingredients_4 0.045751 -0.263418 tau_patent_1 -0.074697 0.264469 tau_patent_2 -0.078001 0.320854 tau_patent_3 -0.064543 0.356641 tau_patent_4 -0.048990 0.315587 tau_dominance_1 0.130955 -0.210700 tau_dominance_2 0.037331 -0.268196 tau_dominance_3 -0.374214 -0.238160 tau_dominance_4 -0.438833 -0.184693 tau_quality_2 tau_quality_3 mu_brand_Artemis -0.197050 -0.202833 sig_brand_Artemis 0.013023 0.019889 gamma_Artemis_reg_user -0.086015 -0.152649 gamma_Artemis_university -0.125360 -0.155872 gamma_Artemis_age_50 -0.146138 -0.126839 mu_brand_Novum -0.193018 -0.199961 sig_brand_Novum -0.002833 0.012020 gamma_Novum_reg_user -0.081400 -0.146878 gamma_Novum_university -0.120968 -0.148453 gamma_Novum_age_50 -0.139055 -0.120490 b_brand_BestValue -4.5380e-04 -4.3368e-04 b_brand_Supermarket 0.002847 -0.001009 b_country_CH -6.0355e-04 -3.059e-05 b_country_DK 0.001056 -2.3599e-04 b_country_IND -0.001455 5.3240e-04 b_country_RUS -0.001397 0.001061 b_country_BRA -0.002765 3.9300e-04 b_char_fast 8.0644e-04 -0.001120 b_char_double 8.0270e-04 -1.1606e-04 b_risk -0.003012 0.002138 b_price 2.7574e-04 -5.8133e-04 gamma_LV_reg_user 0.262959 0.330083 gamma_LV_university 0.323301 0.351158 gamma_LV_age_50 0.344398 0.332979 lambda 0.014885 -0.025742 zeta_quality -0.348231 0.137280 zeta_ingredient -0.027696 -0.046723 zeta_patent 0.044514 0.032822 zeta_dominance -0.066268 -0.064530 tau_quality_1 0.823154 0.387292 tau_quality_2 1.000000 0.516082 tau_quality_3 0.516082 1.000000 tau_quality_4 0.318303 0.704490 tau_ingredients_1 -0.305329 -0.326238 tau_ingredients_2 -0.374918 -0.398387 tau_ingredients_3 -0.361205 -0.381240 tau_ingredients_4 -0.308108 -0.325533 tau_patent_1 0.316094 0.354356 tau_patent_2 0.381438 0.418402 tau_patent_3 0.419205 0.444223 tau_patent_4 0.368708 0.384781 tau_dominance_1 -0.246762 -0.260567 tau_dominance_2 -0.315445 -0.335757 tau_dominance_3 -0.284237 -0.312728 tau_dominance_4 -0.221680 -0.248005 tau_quality_4 tau_ingredients_1 mu_brand_Artemis -0.161694 0.160351 sig_brand_Artemis 0.018843 -0.022712 gamma_Artemis_reg_user -0.143224 0.130212 gamma_Artemis_university -0.135901 0.128309 gamma_Artemis_age_50 -0.094780 0.091083 mu_brand_Novum -0.160016 0.158277 sig_brand_Novum 0.014090 -0.012122 gamma_Novum_reg_user -0.138198 0.125141 gamma_Novum_university -0.128741 0.122240 gamma_Novum_age_50 -0.089952 0.086148 b_brand_BestValue -1.3671e-04 9.0344e-04 b_brand_Supermarket -0.001937 0.001675 b_country_CH 2.7380e-04 6.0823e-04 b_country_DK -4.5374e-04 -4.0766e-04 b_country_IND 0.001021 5.8974e-04 b_country_RUS 0.001581 -0.001317 b_country_BRA 0.001390 2.5495e-04 b_char_fast -0.001142 0.001773 b_char_double -2.5333e-04 9.7834e-04 b_risk 0.003202 -0.001688 b_price -9.3300e-04 -2.8453e-04 gamma_LV_reg_user 0.285237 -0.268335 gamma_LV_university 0.290807 -0.281745 gamma_LV_age_50 0.260758 -0.252483 lambda -0.029808 0.027036 zeta_quality 0.258046 -0.059268 zeta_ingredient -0.042605 0.193462 zeta_patent 0.020125 -0.025370 zeta_dominance -0.050861 0.053361 tau_quality_1 0.210810 -0.259300 tau_quality_2 0.318303 -0.305329 tau_quality_3 0.704490 -0.326238 tau_quality_4 1.000000 -0.266809 tau_ingredients_1 -0.266809 1.000000 tau_ingredients_2 -0.324772 0.695857 tau_ingredients_3 -0.310548 0.352731 tau_ingredients_4 -0.265807 0.243731 tau_patent_1 0.296541 -0.281883 tau_patent_2 0.346244 -0.330890 tau_patent_3 0.361056 -0.348233 tau_patent_4 0.310683 -0.301568 tau_dominance_1 -0.212291 0.205632 tau_dominance_2 -0.274032 0.264693 tau_dominance_3 -0.258316 0.246078 tau_dominance_4 -0.206334 0.195310 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.196427 0.186537 sig_brand_Artemis -0.020654 -0.003115 gamma_Artemis_reg_user 0.137041 0.086635 gamma_Artemis_university 0.146197 0.120959 gamma_Artemis_age_50 0.127119 0.152368 mu_brand_Novum 0.193752 0.183896 sig_brand_Novum -0.008674 0.003255 gamma_Novum_reg_user 0.131529 0.082760 gamma_Novum_university 0.139236 0.115079 gamma_Novum_age_50 0.120537 0.145092 b_brand_BestValue 2.7940e-04 -0.001569 b_brand_Supermarket 5.0259e-04 -0.002979 b_country_CH 1.595e-05 -0.001378 b_country_DK -3.4231e-04 2.4677e-04 b_country_IND -1.1170e-04 -0.001639 b_country_RUS -6.1989e-04 0.001333 b_country_BRA 4.4540e-04 1.2736e-04 b_char_fast 1.0710e-04 -0.003923 b_char_double -3.6917e-04 -0.003120 b_risk -7.5103e-04 0.001677 b_price 6.8405e-04 0.003004 gamma_LV_reg_user -0.310179 -0.264217 gamma_LV_university -0.336755 -0.311681 gamma_LV_age_50 -0.326630 -0.346167 lambda 0.016415 -0.026298 zeta_quality -0.063624 -0.047207 zeta_ingredient 0.056436 -0.349723 zeta_patent -0.025858 -0.020018 zeta_dominance 0.064128 0.055275 tau_quality_1 -0.318879 -0.308379 tau_quality_2 -0.374918 -0.361205 tau_quality_3 -0.398387 -0.381240 tau_quality_4 -0.324772 -0.310548 tau_ingredients_1 0.695857 0.352731 tau_ingredients_2 1.000000 0.559271 tau_ingredients_3 0.559271 1.000000 tau_ingredients_4 0.425067 0.804208 tau_patent_1 -0.343825 -0.325878 tau_patent_2 -0.404950 -0.386748 tau_patent_3 -0.427499 -0.412770 tau_patent_4 -0.369644 -0.357656 tau_dominance_1 0.251506 0.241848 tau_dominance_2 0.323083 0.309699 tau_dominance_3 0.298914 0.285632 tau_dominance_4 0.236433 0.225418 tau_ingredients_4 tau_patent_1 mu_brand_Artemis 0.156876 -0.171519 sig_brand_Artemis 0.003348 0.004603 gamma_Artemis_reg_user 0.058187 -0.066697 gamma_Artemis_university 0.097161 -0.103727 gamma_Artemis_age_50 0.142737 -0.157910 mu_brand_Novum 0.154622 -0.167932 sig_brand_Novum 0.007434 -0.009352 gamma_Novum_reg_user 0.055404 -0.064644 gamma_Novum_university 0.092359 -0.098673 gamma_Novum_age_50 0.136192 -0.152200 b_brand_BestValue -0.001859 9.0519e-04 b_brand_Supermarket -0.003873 -0.002119 b_country_CH -0.001592 0.001152 b_country_DK 5.0492e-04 0.002264 b_country_IND -0.002045 -0.003256 b_country_RUS 0.001786 9.702e-05 b_country_BRA -1.0279e-04 0.002100 b_char_fast -0.004783 0.005199 b_char_double -0.003520 0.003082 b_risk 0.002267 -0.002966 b_price 0.003408 -6.2486e-04 gamma_LV_reg_user -0.213794 0.232539 gamma_LV_university -0.262111 0.284837 gamma_LV_age_50 -0.308761 0.334933 lambda -0.039519 0.040107 zeta_quality -0.036851 0.069525 zeta_ingredient -0.454655 -0.029164 zeta_patent -0.016479 -0.504671 zeta_dominance 0.045751 -0.074697 tau_quality_1 -0.263418 0.264469 tau_quality_2 -0.308108 0.316094 tau_quality_3 -0.325533 0.354356 tau_quality_4 -0.265807 0.296541 tau_ingredients_1 0.243731 -0.281883 tau_ingredients_2 0.425067 -0.343825 tau_ingredients_3 0.804208 -0.325878 tau_ingredients_4 1.000000 -0.275982 tau_patent_1 -0.275982 1.000000 tau_patent_2 -0.328644 0.818803 tau_patent_3 -0.353706 0.436666 tau_patent_4 -0.307368 0.265717 tau_dominance_1 0.207185 -0.228952 tau_dominance_2 0.264638 -0.287745 tau_dominance_3 0.243223 -0.250873 tau_dominance_4 0.191765 -0.193572 tau_patent_2 tau_patent_3 mu_brand_Artemis -0.205472 -0.218924 sig_brand_Artemis 0.010515 0.024538 gamma_Artemis_reg_user -0.097651 -0.149457 gamma_Artemis_university -0.133057 -0.166168 gamma_Artemis_age_50 -0.168293 -0.142119 mu_brand_Novum -0.201765 -0.216083 sig_brand_Novum -0.002421 0.012943 gamma_Novum_reg_user -0.094176 -0.143473 gamma_Novum_university -0.126831 -0.158443 gamma_Novum_age_50 -0.161411 -0.134672 b_brand_BestValue 6.0877e-04 -4.6543e-04 b_brand_Supermarket -0.001494 -3.0743e-04 b_country_CH 8.0030e-04 -1.7231e-04 b_country_DK 0.001656 -2.1874e-04 b_country_IND -0.002204 8.6258e-04 b_country_RUS 3.4769e-04 9.1970e-04 b_country_BRA 0.001512 -2.2165e-04 b_char_fast 0.004003 -5.4953e-04 b_char_double 0.002537 1.0923e-04 b_risk -0.001921 0.001442 b_price -6.0925e-04 -6.6606e-04 gamma_LV_reg_user 0.287985 0.339840 gamma_LV_university 0.343033 0.377734 gamma_LV_age_50 0.378492 0.365446 lambda 0.022709 -0.022995 zeta_quality 0.075135 0.068040 zeta_ingredient -0.034839 -0.039423 zeta_patent -0.374856 0.079808 zeta_dominance -0.078001 -0.064543 tau_quality_1 0.320854 0.356641 tau_quality_2 0.381438 0.419205 tau_quality_3 0.418402 0.444223 tau_quality_4 0.346244 0.361056 tau_ingredients_1 -0.330890 -0.348233 tau_ingredients_2 -0.404950 -0.427499 tau_ingredients_3 -0.386748 -0.412770 tau_ingredients_4 -0.328644 -0.353706 tau_patent_1 0.818803 0.436666 tau_patent_2 1.000000 0.583322 tau_patent_3 0.583322 1.000000 tau_patent_4 0.398960 0.766923 tau_dominance_1 -0.267612 -0.279281 tau_dominance_2 -0.339631 -0.360416 tau_dominance_3 -0.303622 -0.336436 tau_dominance_4 -0.236508 -0.266889 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.190061 0.125074 sig_brand_Artemis 0.026011 -0.012698 gamma_Artemis_reg_user -0.149317 0.090214 gamma_Artemis_university -0.150423 0.103172 gamma_Artemis_age_50 -0.107893 0.084560 mu_brand_Novum -0.187851 0.123393 sig_brand_Novum 0.015103 -0.007758 gamma_Novum_reg_user -0.143175 0.086722 gamma_Novum_university -0.143450 0.098252 gamma_Novum_age_50 -0.101536 0.080428 b_brand_BestValue -7.1350e-04 3.5843e-04 b_brand_Supermarket 7.708e-05 2.0039e-04 b_country_CH -6.0420e-04 1.1301e-04 b_country_DK -7.9344e-04 1.5097e-04 b_country_IND 0.001647 6.227e-06 b_country_RUS 0.001029 -8.4382e-04 b_country_BRA -7.0817e-04 -5.2776e-04 b_char_fast -0.002267 -1.089e-05 b_char_double -9.6288e-04 1.5506e-04 b_risk 0.002498 -7.3480e-04 b_price -5.6737e-04 5.1672e-04 gamma_LV_reg_user 0.312122 -0.201097 gamma_LV_university 0.329823 -0.227618 gamma_LV_age_50 0.301502 -0.213209 lambda -0.034313 0.011221 zeta_quality 0.054674 -0.039650 zeta_ingredient -0.037829 0.025879 zeta_patent 0.228640 -0.011280 zeta_dominance -0.048990 0.130955 tau_quality_1 0.315587 -0.210700 tau_quality_2 0.368708 -0.246762 tau_quality_3 0.384781 -0.260567 tau_quality_4 0.310683 -0.212291 tau_ingredients_1 -0.301568 0.205632 tau_ingredients_2 -0.369644 0.251506 tau_ingredients_3 -0.357656 0.241848 tau_ingredients_4 -0.307368 0.207185 tau_patent_1 0.265717 -0.228952 tau_patent_2 0.398960 -0.267612 tau_patent_3 0.766923 -0.279281 tau_patent_4 1.000000 -0.240344 tau_dominance_1 -0.240344 1.000000 tau_dominance_2 -0.312267 0.654198 tau_dominance_3 -0.297117 0.279465 tau_dominance_4 -0.237791 0.182328 tau_dominance_2 tau_dominance_3 mu_brand_Artemis 0.164561 0.162050 sig_brand_Artemis -0.017261 -0.017349 gamma_Artemis_reg_user 0.114159 0.101976 gamma_Artemis_university 0.123201 0.086113 gamma_Artemis_age_50 0.109072 0.099401 mu_brand_Novum 0.162448 0.159925 sig_brand_Novum -0.009193 -0.001171 gamma_Novum_reg_user 0.109669 0.097472 gamma_Novum_university 0.117317 0.081988 gamma_Novum_age_50 0.103513 0.093801 b_brand_BestValue 2.5069e-04 -5.5989e-04 b_brand_Supermarket 4.8922e-04 7.7719e-04 b_country_CH 3.943e-05 -3.0605e-04 b_country_DK 4.456e-05 -7.6802e-04 b_country_IND -4.463e-05 -1.1278e-04 b_country_RUS -7.0763e-04 5.4768e-04 b_country_BRA 2.309e-05 0.001618 b_char_fast 1.260e-05 6.069e-05 b_char_double -1.5809e-04 -0.001081 b_risk -6.9658e-04 -3.300e-06 b_price 4.8683e-04 1.1680e-04 gamma_LV_reg_user -0.259420 -0.246772 gamma_LV_university -0.283353 -0.236683 gamma_LV_age_50 -0.276689 -0.260644 lambda 0.013708 0.003344 zeta_quality -0.053552 -0.061812 zeta_ingredient 0.034611 0.032338 zeta_patent -0.023712 -0.044771 zeta_dominance 0.037331 -0.374214 tau_quality_1 -0.268196 -0.238160 tau_quality_2 -0.315445 -0.284237 tau_quality_3 -0.335757 -0.312728 tau_quality_4 -0.274032 -0.258316 tau_ingredients_1 0.264693 0.246078 tau_ingredients_2 0.323083 0.298914 tau_ingredients_3 0.309699 0.285632 tau_ingredients_4 0.264638 0.243223 tau_patent_1 -0.287745 -0.250873 tau_patent_2 -0.339631 -0.303622 tau_patent_3 -0.360416 -0.336436 tau_patent_4 -0.312267 -0.297117 tau_dominance_1 0.654198 0.279465 tau_dominance_2 1.000000 0.465571 tau_dominance_3 0.465571 1.000000 tau_dominance_4 0.329633 0.746881 tau_dominance_4 mu_brand_Artemis 0.131514 sig_brand_Artemis -0.014418 gamma_Artemis_reg_user 0.079571 gamma_Artemis_university 0.057508 gamma_Artemis_age_50 0.077429 mu_brand_Novum 0.129736 sig_brand_Novum 0.002468 gamma_Novum_reg_user 0.075764 gamma_Novum_university 0.054707 gamma_Novum_age_50 0.072848 b_brand_BestValue -6.2957e-04 b_brand_Supermarket 7.7640e-04 b_country_CH -3.5751e-04 b_country_DK -9.4825e-04 b_country_IND 1.2217e-04 b_country_RUS 8.9553e-04 b_country_BRA 0.001819 b_char_fast 2.6522e-04 b_char_double -0.001100 b_risk 1.9465e-04 b_price -1.996e-05 gamma_LV_reg_user -0.198652 gamma_LV_university -0.177531 gamma_LV_age_50 -0.207181 lambda -0.002475 zeta_quality -0.053296 zeta_ingredient 0.025563 zeta_patent -0.042485 zeta_dominance -0.438833 tau_quality_1 -0.184693 tau_quality_2 -0.221680 tau_quality_3 -0.248005 tau_quality_4 -0.206334 tau_ingredients_1 0.195310 tau_ingredients_2 0.236433 tau_ingredients_3 0.225418 tau_ingredients_4 0.191765 tau_patent_1 -0.193572 tau_patent_2 -0.236508 tau_patent_3 -0.266889 tau_patent_4 -0.237791 tau_dominance_1 0.182328 tau_dominance_2 0.329633 tau_dominance_3 0.746881 tau_dominance_4 1.000000 Robust correlation matrix: mu_brand_Artemis sig_brand_Artemis mu_brand_Artemis 1.000000 0.038358 sig_brand_Artemis 0.038358 1.000000 gamma_Artemis_reg_user -0.186303 -0.023933 gamma_Artemis_university -0.256881 -0.100511 gamma_Artemis_age_50 -0.174847 -0.042283 mu_brand_Novum 0.808195 0.012348 sig_brand_Novum 0.005541 -0.061110 gamma_Novum_reg_user -0.090429 -0.009266 gamma_Novum_university -0.090965 -0.037499 gamma_Novum_age_50 -0.077043 0.013423 b_brand_BestValue 0.363008 0.003445 b_brand_Supermarket 0.302960 0.041042 b_country_CH -0.132121 -5.922e-05 b_country_DK -0.147070 0.036440 b_country_IND 0.313223 -0.004464 b_country_RUS 0.284271 0.018365 b_country_BRA 0.262744 -0.024454 b_char_fast 0.035564 0.032068 b_char_double -0.072342 -0.004731 b_risk 0.045296 0.011852 b_price -0.291934 0.017651 gamma_LV_reg_user -0.134556 -0.004809 gamma_LV_university -0.121058 0.010672 gamma_LV_age_50 -0.199065 0.013084 lambda 0.027466 -0.004493 zeta_quality -0.004986 0.021253 zeta_ingredient -0.067246 -0.108236 zeta_patent -0.028439 0.067381 zeta_dominance 0.009449 -0.044205 tau_quality_1 -0.188235 0.012130 tau_quality_2 -0.197133 -0.001469 tau_quality_3 -0.235507 0.022691 tau_quality_4 -0.190347 -0.017892 tau_ingredients_1 0.167580 -0.035751 tau_ingredients_2 0.204123 0.003770 tau_ingredients_3 0.215447 0.018109 tau_ingredients_4 0.201035 0.009498 tau_patent_1 -0.145230 -0.002772 tau_patent_2 -0.199083 0.018564 tau_patent_3 -0.220750 0.023996 tau_patent_4 -0.203343 0.040301 tau_dominance_1 0.178032 -0.030489 tau_dominance_2 0.211442 -0.032887 tau_dominance_3 0.243276 -0.008912 tau_dominance_4 0.157476 -0.030717 gamma_Artemis_reg_user gamma_Artemis_university mu_brand_Artemis -0.186303 -0.256881 sig_brand_Artemis -0.023933 -0.100511 gamma_Artemis_reg_user 1.000000 0.154483 gamma_Artemis_university 0.154483 1.000000 gamma_Artemis_age_50 -0.141218 -0.071920 mu_brand_Novum -0.092293 -0.144283 sig_brand_Novum -0.062496 -0.039319 gamma_Novum_reg_user 0.693501 0.131191 gamma_Novum_university 0.154682 0.635813 gamma_Novum_age_50 -0.134041 -0.072491 b_brand_BestValue -0.027995 -0.033913 b_brand_Supermarket 0.056167 0.007827 b_country_CH -0.012825 0.061973 b_country_DK -0.045261 0.044763 b_country_IND -0.038020 -0.025004 b_country_RUS -0.013308 -0.041866 b_country_BRA -0.024854 -0.006181 b_char_fast 0.002492 0.028407 b_char_double 0.048707 0.014582 b_risk -0.026580 -0.022489 b_price 0.054827 0.018482 gamma_LV_reg_user -0.449027 -0.039968 gamma_LV_university -0.042990 -0.412052 gamma_LV_age_50 0.068740 0.034948 lambda 0.395547 0.223273 zeta_quality -0.247851 -0.101390 zeta_ingredient 0.223295 0.050647 zeta_patent -0.178654 -0.056826 zeta_dominance 0.049936 0.155157 tau_quality_1 0.006717 -0.121801 tau_quality_2 -0.071490 -0.119610 tau_quality_3 -0.131624 -0.132400 tau_quality_4 -0.149556 -0.058289 tau_ingredients_1 0.083150 0.103629 tau_ingredients_2 0.112511 0.119019 tau_ingredients_3 0.076988 0.131707 tau_ingredients_4 0.044418 0.138632 tau_patent_1 -0.035630 -0.095271 tau_patent_2 -0.086143 -0.122919 tau_patent_3 -0.127263 -0.180895 tau_patent_4 -0.118812 -0.184335 tau_dominance_1 0.074095 0.082810 tau_dominance_2 0.083079 0.105190 tau_dominance_3 0.083084 0.056397 tau_dominance_4 0.103722 0.042329 gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.174847 0.808195 sig_brand_Artemis -0.042283 0.012348 gamma_Artemis_reg_user -0.141218 -0.092293 gamma_Artemis_university -0.071920 -0.144283 gamma_Artemis_age_50 1.000000 -0.084307 mu_brand_Novum -0.084307 1.000000 sig_brand_Novum 0.038050 -0.038448 gamma_Novum_reg_user -0.117910 -0.182322 gamma_Novum_university -0.074111 -0.228025 gamma_Novum_age_50 0.634806 -0.226648 b_brand_BestValue 0.036799 0.348997 b_brand_Supermarket -0.025878 0.318636 b_country_CH -0.047898 -0.159972 b_country_DK -0.001894 -0.139719 b_country_IND 0.007264 0.305431 b_country_RUS 0.030006 0.272355 b_country_BRA 0.031831 0.258343 b_char_fast -0.042179 0.024888 b_char_double -0.044859 -0.058335 b_risk 0.004545 0.066294 b_price 0.004419 -0.230999 gamma_LV_reg_user 0.039723 -0.127915 gamma_LV_university 0.019094 -0.114258 gamma_LV_age_50 -0.439415 -0.184649 lambda -0.181728 0.018708 zeta_quality 0.099870 -0.014668 zeta_ingredient -0.118588 -0.069559 zeta_patent 0.139588 -0.026732 zeta_dominance 0.011027 -0.003628 tau_quality_1 -0.148107 -0.169904 tau_quality_2 -0.158907 -0.186486 tau_quality_3 -0.127818 -0.213540 tau_quality_4 -0.098764 -0.163373 tau_ingredients_1 0.108377 0.159466 tau_ingredients_2 0.148462 0.159289 tau_ingredients_3 0.161440 0.203192 tau_ingredients_4 0.144631 0.185401 tau_patent_1 -0.157920 -0.143210 tau_patent_2 -0.178604 -0.193873 tau_patent_3 -0.131941 -0.235023 tau_patent_4 -0.107472 -0.211181 tau_dominance_1 0.082508 0.153921 tau_dominance_2 0.077795 0.186365 tau_dominance_3 0.030033 0.227184 tau_dominance_4 0.034287 0.159578 sig_brand_Novum gamma_Novum_reg_user mu_brand_Artemis 0.005541 -0.090429 sig_brand_Artemis -0.061110 -0.009266 gamma_Artemis_reg_user -0.062496 0.693501 gamma_Artemis_university -0.039319 0.131191 gamma_Artemis_age_50 0.038050 -0.117910 mu_brand_Novum -0.038448 -0.182322 sig_brand_Novum 1.000000 -0.013833 gamma_Novum_reg_user -0.013833 1.000000 gamma_Novum_university -0.121460 0.123208 gamma_Novum_age_50 0.057896 -0.162033 b_brand_BestValue 0.011981 -0.045905 b_brand_Supermarket -0.032143 0.051144 b_country_CH 0.027537 0.031217 b_country_DK -0.043213 -0.012689 b_country_IND -0.007088 -0.022178 b_country_RUS 0.005797 -0.032008 b_country_BRA -0.008629 -0.011118 b_char_fast 0.070647 0.037179 b_char_double 0.066912 0.027378 b_risk -0.056329 -0.020416 b_price -0.081395 0.025384 gamma_LV_reg_user -0.015164 -0.464925 gamma_LV_university 0.028518 -0.039280 gamma_LV_age_50 -5.7140e-04 0.066967 lambda -0.043333 0.350099 zeta_quality 0.018088 -0.225659 zeta_ingredient 0.001540 0.223125 zeta_patent 0.019748 -0.164876 zeta_dominance 0.004198 0.050407 tau_quality_1 -0.017352 -0.014055 tau_quality_2 0.013295 -0.066613 tau_quality_3 0.011629 -0.142201 tau_quality_4 0.020425 -0.160296 tau_ingredients_1 0.044646 0.094324 tau_ingredients_2 -0.005472 0.142250 tau_ingredients_3 -0.034645 0.074134 tau_ingredients_4 -0.007123 0.041300 tau_patent_1 0.003761 -0.017461 tau_patent_2 0.017262 -0.070424 tau_patent_3 0.052390 -0.089484 tau_patent_4 0.055471 -0.097838 tau_dominance_1 -0.043489 0.110127 tau_dominance_2 -0.032719 0.093356 tau_dominance_3 -0.027540 0.097321 tau_dominance_4 -0.019749 0.112765 gamma_Novum_university gamma_Novum_age_50 mu_brand_Artemis -0.090965 -0.077043 sig_brand_Artemis -0.037499 0.013423 gamma_Artemis_reg_user 0.154682 -0.134041 gamma_Artemis_university 0.635813 -0.072491 gamma_Artemis_age_50 -0.074111 0.634806 mu_brand_Novum -0.228025 -0.226648 sig_brand_Novum -0.121460 0.057896 gamma_Novum_reg_user 0.123208 -0.162033 gamma_Novum_university 1.000000 -0.058672 gamma_Novum_age_50 -0.058672 1.000000 b_brand_BestValue 0.007024 0.046380 b_brand_Supermarket 0.001522 -0.003869 b_country_CH -0.005067 -0.047635 b_country_DK 0.001287 -0.032128 b_country_IND -0.015921 -0.044113 b_country_RUS -0.008518 0.004330 b_country_BRA 0.016817 0.008256 b_char_fast -0.008336 -0.080357 b_char_double -0.009826 -0.055083 b_risk -0.001058 0.006204 b_price 0.003146 -0.014933 gamma_LV_reg_user -0.047972 0.060597 gamma_LV_university -0.423489 0.042800 gamma_LV_age_50 0.053447 -0.458051 lambda 0.226405 -0.170351 zeta_quality -0.078359 0.091419 zeta_ingredient 0.081834 -0.156443 zeta_patent -0.089525 0.189088 zeta_dominance 0.146014 0.004027 tau_quality_1 -0.137111 -0.112838 tau_quality_2 -0.142687 -0.139845 tau_quality_3 -0.121593 -0.120958 tau_quality_4 -0.066855 -0.099769 tau_ingredients_1 0.072194 0.088746 tau_ingredients_2 0.144537 0.153314 tau_ingredients_3 0.125865 0.161965 tau_ingredients_4 0.124500 0.156423 tau_patent_1 -0.075845 -0.164608 tau_patent_2 -0.106797 -0.172598 tau_patent_3 -0.161316 -0.139015 tau_patent_4 -0.165477 -0.104001 tau_dominance_1 0.079971 0.089168 tau_dominance_2 0.083887 0.118351 tau_dominance_3 0.021155 0.061725 tau_dominance_4 0.033897 0.050652 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis 0.363008 0.302960 sig_brand_Artemis 0.003445 0.041042 gamma_Artemis_reg_user -0.027995 0.056167 gamma_Artemis_university -0.033913 0.007827 gamma_Artemis_age_50 0.036799 -0.025878 mu_brand_Novum 0.348997 0.318636 sig_brand_Novum 0.011981 -0.032143 gamma_Novum_reg_user -0.045905 0.051144 gamma_Novum_university 0.007024 0.001522 gamma_Novum_age_50 0.046380 -0.003869 b_brand_BestValue 1.000000 0.543664 b_brand_Supermarket 0.543664 1.000000 b_country_CH 0.035990 0.067936 b_country_DK -0.013651 0.051342 b_country_IND -0.068558 -0.079004 b_country_RUS -0.072662 -0.057950 b_country_BRA -0.032074 -0.137448 b_char_fast 0.034204 0.123958 b_char_double 0.075411 0.102761 b_risk -0.084743 -0.115192 b_price -0.048745 -0.080942 gamma_LV_reg_user -0.002609 -0.020899 gamma_LV_university 0.002577 -0.011114 gamma_LV_age_50 -0.044007 0.010370 lambda -0.027967 0.056951 zeta_quality 0.002417 -0.028856 zeta_ingredient -0.065809 -0.004445 zeta_patent -0.009808 -0.018920 zeta_dominance -0.015267 -0.019270 tau_quality_1 -0.032862 0.015637 tau_quality_2 -0.004108 0.010080 tau_quality_3 -0.038419 -0.013810 tau_quality_4 -0.014794 -0.018596 tau_ingredients_1 0.019533 0.011729 tau_ingredients_2 -0.018840 -0.032063 tau_ingredients_3 0.011693 -0.042630 tau_ingredients_4 0.063342 -0.007732 tau_patent_1 0.020698 0.037250 tau_patent_2 -0.001924 0.016477 tau_patent_3 -0.018985 0.014129 tau_patent_4 -3.8245e-04 0.017200 tau_dominance_1 -0.006994 -0.065886 tau_dominance_2 0.021169 -0.049597 tau_dominance_3 0.035301 0.013409 tau_dominance_4 0.030227 0.020761 b_country_CH b_country_DK mu_brand_Artemis -0.132121 -0.147070 sig_brand_Artemis -5.922e-05 0.036440 gamma_Artemis_reg_user -0.012825 -0.045261 gamma_Artemis_university 0.061973 0.044763 gamma_Artemis_age_50 -0.047898 -0.001894 mu_brand_Novum -0.159972 -0.139719 sig_brand_Novum 0.027537 -0.043213 gamma_Novum_reg_user 0.031217 -0.012689 gamma_Novum_university -0.005067 0.001287 gamma_Novum_age_50 -0.047635 -0.032128 b_brand_BestValue 0.035990 -0.013651 b_brand_Supermarket 0.067936 0.051342 b_country_CH 1.000000 0.470264 b_country_DK 0.470264 1.000000 b_country_IND -0.023160 0.024078 b_country_RUS -0.062930 -0.007183 b_country_BRA -0.047086 0.003343 b_char_fast 0.104779 0.006602 b_char_double 0.080727 -0.017446 b_risk -0.007782 0.047335 b_price -0.123663 -0.057537 gamma_LV_reg_user -0.009719 0.017814 gamma_LV_university -0.061944 -0.042949 gamma_LV_age_50 0.013471 -0.017652 lambda 0.084765 0.025970 zeta_quality -0.018295 -0.020053 zeta_ingredient 0.041471 -0.009709 zeta_patent -0.042548 -0.019188 zeta_dominance -0.015677 -0.012022 tau_quality_1 -0.008495 -0.018760 tau_quality_2 -0.034116 -0.021563 tau_quality_3 -0.044091 -0.024257 tau_quality_4 -0.041088 -0.020284 tau_ingredients_1 0.036134 -0.003534 tau_ingredients_2 0.050689 0.048239 tau_ingredients_3 0.012850 0.014779 tau_ingredients_4 -0.011960 0.047584 tau_patent_1 -0.003110 -0.032038 tau_patent_2 -0.006331 -0.029694 tau_patent_3 0.023415 -0.017058 tau_patent_4 0.018042 -0.029671 tau_dominance_1 -0.025518 -0.023343 tau_dominance_2 -0.011299 0.020309 tau_dominance_3 -0.010229 -0.026237 tau_dominance_4 -0.001082 -8.6549e-04 b_country_IND b_country_RUS mu_brand_Artemis 0.313223 0.284271 sig_brand_Artemis -0.004464 0.018365 gamma_Artemis_reg_user -0.038020 -0.013308 gamma_Artemis_university -0.025004 -0.041866 gamma_Artemis_age_50 0.007264 0.030006 mu_brand_Novum 0.305431 0.272355 sig_brand_Novum -0.007088 0.005797 gamma_Novum_reg_user -0.022178 -0.032008 gamma_Novum_university -0.015921 -0.008518 gamma_Novum_age_50 -0.044113 0.004330 b_brand_BestValue -0.068558 -0.072662 b_brand_Supermarket -0.079004 -0.057950 b_country_CH -0.023160 -0.062930 b_country_DK 0.024078 -0.007183 b_country_IND 1.000000 0.410979 b_country_RUS 0.410979 1.000000 b_country_BRA 0.514779 0.496358 b_char_fast -0.085281 -0.084933 b_char_double -0.037908 -0.047190 b_risk 0.070682 0.070139 b_price 0.056059 0.026770 gamma_LV_reg_user 0.041494 0.005791 gamma_LV_university 0.026078 0.021595 gamma_LV_age_50 -0.020053 -0.018634 lambda 0.017641 -0.090907 zeta_quality 0.033724 -1.6489e-04 zeta_ingredient -0.024680 -0.031179 zeta_patent -0.013143 0.020143 zeta_dominance -0.005404 -0.003550 tau_quality_1 0.008555 -0.013104 tau_quality_2 0.005066 -0.013230 tau_quality_3 0.023406 -0.017643 tau_quality_4 -0.002073 -0.006888 tau_ingredients_1 -0.004766 -0.025285 tau_ingredients_2 0.005534 -0.012924 tau_ingredients_3 0.020101 0.013300 tau_ingredients_4 -0.001359 -0.004150 tau_patent_1 0.060473 -1.9312e-04 tau_patent_2 0.040984 0.001997 tau_patent_3 -0.006414 -0.005925 tau_patent_4 -0.020413 -0.007757 tau_dominance_1 0.030267 0.010358 tau_dominance_2 -0.005367 -0.014677 tau_dominance_3 0.004724 0.006723 tau_dominance_4 -0.021486 -0.027351 b_country_BRA b_char_fast mu_brand_Artemis 0.262744 0.035564 sig_brand_Artemis -0.024454 0.032068 gamma_Artemis_reg_user -0.024854 0.002492 gamma_Artemis_university -0.006181 0.028407 gamma_Artemis_age_50 0.031831 -0.042179 mu_brand_Novum 0.258343 0.024888 sig_brand_Novum -0.008629 0.070647 gamma_Novum_reg_user -0.011118 0.037179 gamma_Novum_university 0.016817 -0.008336 gamma_Novum_age_50 0.008256 -0.080357 b_brand_BestValue -0.032074 0.034204 b_brand_Supermarket -0.137448 0.123958 b_country_CH -0.047086 0.104779 b_country_DK 0.003343 0.006602 b_country_IND 0.514779 -0.085281 b_country_RUS 0.496358 -0.084933 b_country_BRA 1.000000 -0.104647 b_char_fast -0.104647 1.000000 b_char_double -0.061313 0.438124 b_risk 0.033948 -0.095486 b_price 0.054382 -0.156613 gamma_LV_reg_user 0.061859 0.004334 gamma_LV_university 0.048617 -0.065111 gamma_LV_age_50 -0.022548 0.100190 lambda -0.022137 0.092712 zeta_quality 0.023856 -1.6458e-04 zeta_ingredient -0.025901 0.022963 zeta_patent 0.019707 -0.035772 zeta_dominance 0.008626 0.001595 tau_quality_1 0.026322 0.027202 tau_quality_2 0.017962 0.017675 tau_quality_3 0.026644 0.010047 tau_quality_4 0.021432 0.010609 tau_ingredients_1 -0.056555 0.027320 tau_ingredients_2 -0.014831 -0.021151 tau_ingredients_3 0.002749 -0.020331 tau_ingredients_4 0.006159 -0.023346 tau_patent_1 0.054592 0.048010 tau_patent_2 0.044798 0.055423 tau_patent_3 0.046788 0.017768 tau_patent_4 0.038399 0.008476 tau_dominance_1 0.009009 -0.039984 tau_dominance_2 -0.032865 -0.025301 tau_dominance_3 -0.040284 2.174e-05 tau_dominance_4 -0.038468 -0.022161 b_char_double b_risk mu_brand_Artemis -0.072342 0.045296 sig_brand_Artemis -0.004731 0.011852 gamma_Artemis_reg_user 0.048707 -0.026580 gamma_Artemis_university 0.014582 -0.022489 gamma_Artemis_age_50 -0.044859 0.004545 mu_brand_Novum -0.058335 0.066294 sig_brand_Novum 0.066912 -0.056329 gamma_Novum_reg_user 0.027378 -0.020416 gamma_Novum_university -0.009826 -0.001058 gamma_Novum_age_50 -0.055083 0.006204 b_brand_BestValue 0.075411 -0.084743 b_brand_Supermarket 0.102761 -0.115192 b_country_CH 0.080727 -0.007782 b_country_DK -0.017446 0.047335 b_country_IND -0.037908 0.070682 b_country_RUS -0.047190 0.070139 b_country_BRA -0.061313 0.033948 b_char_fast 0.438124 -0.095486 b_char_double 1.000000 -0.015525 b_risk -0.015525 1.000000 b_price -0.186108 0.127830 gamma_LV_reg_user -0.013105 0.041425 gamma_LV_university -0.001511 0.031327 gamma_LV_age_50 0.050067 -0.068823 lambda 0.067949 -0.057015 zeta_quality -0.030444 0.054949 zeta_ingredient 0.068318 0.016239 zeta_patent 0.005019 -0.020389 zeta_dominance -0.002961 -0.006566 tau_quality_1 0.006126 -0.008373 tau_quality_2 -0.005183 0.002605 tau_quality_3 -0.040488 0.026652 tau_quality_4 -0.057768 0.029138 tau_ingredients_1 0.028437 0.028770 tau_ingredients_2 -0.041511 0.035088 tau_ingredients_3 -0.048702 0.010668 tau_ingredients_4 -0.045194 0.028908 tau_patent_1 0.023521 -0.020077 tau_patent_2 -0.005574 -0.014505 tau_patent_3 -0.024239 -3.9771e-04 tau_patent_4 -0.020442 -0.021733 tau_dominance_1 -0.054288 -0.033209 tau_dominance_2 -0.020258 -0.015009 tau_dominance_3 -0.029958 0.019791 tau_dominance_4 -0.046695 -0.017323 b_price gamma_LV_reg_user mu_brand_Artemis -0.291934 -0.134556 sig_brand_Artemis 0.017651 -0.004809 gamma_Artemis_reg_user 0.054827 -0.449027 gamma_Artemis_university 0.018482 -0.039968 gamma_Artemis_age_50 0.004419 0.039723 mu_brand_Novum -0.230999 -0.127915 sig_brand_Novum -0.081395 -0.015164 gamma_Novum_reg_user 0.025384 -0.464925 gamma_Novum_university 0.003146 -0.047972 gamma_Novum_age_50 -0.014933 0.060597 b_brand_BestValue -0.048745 -0.002609 b_brand_Supermarket -0.080942 -0.020899 b_country_CH -0.123663 -0.009719 b_country_DK 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-0.051646 -0.278194 tau_dominance_4 -0.035436 -0.252052 gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.121058 -0.199065 sig_brand_Artemis 0.010672 0.013084 gamma_Artemis_reg_user -0.042990 0.068740 gamma_Artemis_university -0.412052 0.034948 gamma_Artemis_age_50 0.019094 -0.439415 mu_brand_Novum -0.114258 -0.184649 sig_brand_Novum 0.028518 -5.7140e-04 gamma_Novum_reg_user -0.039280 0.066967 gamma_Novum_university -0.423489 0.053447 gamma_Novum_age_50 0.042800 -0.458051 b_brand_BestValue 0.002577 -0.044007 b_brand_Supermarket -0.011114 0.010370 b_country_CH -0.061944 0.013471 b_country_DK -0.042949 -0.017652 b_country_IND 0.026078 -0.020053 b_country_RUS 0.021595 -0.018634 b_country_BRA 0.048617 -0.022548 b_char_fast -0.065111 0.100190 b_char_double -0.001511 0.050067 b_risk 0.031327 -0.068823 b_price -0.018279 0.022363 gamma_LV_reg_user 0.115554 0.028155 gamma_LV_university 1.000000 -0.014084 gamma_LV_age_50 -0.014084 1.000000 lambda 0.052762 0.042040 zeta_quality 0.118965 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gamma_Novum_university 0.226405 -0.078359 gamma_Novum_age_50 -0.170351 0.091419 b_brand_BestValue -0.027967 0.002417 b_brand_Supermarket 0.056951 -0.028856 b_country_CH 0.084765 -0.018295 b_country_DK 0.025970 -0.020053 b_country_IND 0.017641 0.033724 b_country_RUS -0.090907 -1.6489e-04 b_country_BRA -0.022137 0.023856 b_char_fast 0.092712 -1.6458e-04 b_char_double 0.067949 -0.030444 b_risk -0.057015 0.054949 b_price -0.039026 0.002777 gamma_LV_reg_user 0.031821 0.325548 gamma_LV_university 0.052762 0.118965 gamma_LV_age_50 0.042040 -0.114337 lambda 1.000000 -0.019849 zeta_quality -0.019849 1.000000 zeta_ingredient 2.5605e-04 -0.204586 zeta_patent -0.005419 0.103089 zeta_dominance -0.096031 -0.066648 tau_quality_1 0.074726 -0.442920 tau_quality_2 0.039950 -0.327300 tau_quality_3 -0.016381 0.151748 tau_quality_4 -0.039651 0.281689 tau_ingredients_1 0.001087 -0.057571 tau_ingredients_2 0.016677 -0.047666 tau_ingredients_3 -0.041005 -0.027990 tau_ingredients_4 -0.031061 -0.036838 tau_patent_1 0.075962 0.073567 tau_patent_2 0.050046 0.088420 tau_patent_3 0.007747 0.067189 tau_patent_4 -0.024388 0.070917 tau_dominance_1 0.009388 -0.076122 tau_dominance_2 0.012223 -0.041688 tau_dominance_3 -8.7602e-04 -0.074307 tau_dominance_4 0.039558 -0.092830 zeta_ingredient zeta_patent mu_brand_Artemis -0.067246 -0.028439 sig_brand_Artemis -0.108236 0.067381 gamma_Artemis_reg_user 0.223295 -0.178654 gamma_Artemis_university 0.050647 -0.056826 gamma_Artemis_age_50 -0.118588 0.139588 mu_brand_Novum -0.069559 -0.026732 sig_brand_Novum 0.001540 0.019748 gamma_Novum_reg_user 0.223125 -0.164876 gamma_Novum_university 0.081834 -0.089525 gamma_Novum_age_50 -0.156443 0.189088 b_brand_BestValue -0.065809 -0.009808 b_brand_Supermarket -0.004445 -0.018920 b_country_CH 0.041471 -0.042548 b_country_DK -0.009709 -0.019188 b_country_IND -0.024680 -0.013143 b_country_RUS -0.031179 0.020143 b_country_BRA -0.025901 0.019707 b_char_fast 0.022963 -0.035772 b_char_double 0.068318 0.005019 b_risk 0.016239 -0.020389 b_price 0.029471 0.031455 gamma_LV_reg_user -0.217193 0.204767 gamma_LV_university -0.116392 0.085289 gamma_LV_age_50 0.181649 -0.183450 lambda 2.5605e-04 -0.005419 zeta_quality -0.204586 0.103089 zeta_ingredient 1.000000 -0.149080 zeta_patent -0.149080 1.000000 zeta_dominance 0.131887 -0.050377 tau_quality_1 0.008901 0.050043 tau_quality_2 -0.015776 0.050115 tau_quality_3 -0.023269 0.046528 tau_quality_4 -0.029841 0.049420 tau_ingredients_1 0.168045 0.031313 tau_ingredients_2 0.036452 0.026874 tau_ingredients_3 -0.367375 0.018819 tau_ingredients_4 -0.477417 -0.007601 tau_patent_1 9.0485e-04 -0.533694 tau_patent_2 -0.005996 -0.380902 tau_patent_3 0.002614 0.067620 tau_patent_4 0.022000 0.200207 tau_dominance_1 0.018622 -0.059121 tau_dominance_2 0.023219 -0.038686 tau_dominance_3 0.010330 -0.089374 tau_dominance_4 0.007825 -0.041548 zeta_dominance tau_quality_1 mu_brand_Artemis 0.009449 -0.188235 sig_brand_Artemis -0.044205 0.012130 gamma_Artemis_reg_user 0.049936 0.006717 gamma_Artemis_university 0.155157 -0.121801 gamma_Artemis_age_50 0.011027 -0.148107 mu_brand_Novum -0.003628 -0.169904 sig_brand_Novum 0.004198 -0.017352 gamma_Novum_reg_user 0.050407 -0.014055 gamma_Novum_university 0.146014 -0.137111 gamma_Novum_age_50 0.004027 -0.112838 b_brand_BestValue -0.015267 -0.032862 b_brand_Supermarket -0.019270 0.015637 b_country_CH -0.015677 -0.008495 b_country_DK -0.012022 -0.018760 b_country_IND -0.005404 0.008555 b_country_RUS -0.003550 -0.013104 b_country_BRA 0.008626 0.026322 b_char_fast 0.001595 0.027202 b_char_double -0.002961 0.006126 b_risk -0.006566 -0.008373 b_price 0.076573 0.025296 gamma_LV_reg_user -0.118919 0.202345 gamma_LV_university -0.297931 0.324559 gamma_LV_age_50 0.003449 0.318084 lambda -0.096031 0.074726 zeta_quality -0.066648 -0.442920 zeta_ingredient 0.131887 0.008901 zeta_patent -0.050377 0.050043 zeta_dominance 1.000000 -0.113500 tau_quality_1 -0.113500 1.000000 tau_quality_2 -0.130073 0.829802 tau_quality_3 -0.125300 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-0.021563 -0.02426 b_country_IND 0.005066 0.02341 b_country_RUS -0.013230 -0.01764 b_country_BRA 0.017962 0.02664 b_char_fast 0.017675 0.01005 b_char_double -0.005183 -0.04049 b_risk 0.002605 0.02665 b_price 0.009438 0.01788 gamma_LV_reg_user 0.277319 0.35134 gamma_LV_university 0.352418 0.32935 gamma_LV_age_50 0.352266 0.35378 lambda 0.039950 -0.01638 zeta_quality -0.327300 0.15175 zeta_ingredient -0.015776 -0.02327 zeta_patent 0.050115 0.04653 zeta_dominance -0.130073 -0.12530 tau_quality_1 0.829802 0.39542 tau_quality_2 1.000000 0.52151 tau_quality_3 0.521513 1.00000 tau_quality_4 0.310936 0.70075 tau_ingredients_1 -0.349598 -0.32574 tau_ingredients_2 -0.434457 -0.42924 tau_ingredients_3 -0.396294 -0.37601 tau_ingredients_4 -0.330897 -0.34184 tau_patent_1 0.311933 0.29836 tau_patent_2 0.403441 0.39854 tau_patent_3 0.462106 0.43347 tau_patent_4 0.388321 0.38542 tau_dominance_1 -0.248836 -0.25349 tau_dominance_2 -0.327330 -0.35425 tau_dominance_3 -0.275997 -0.27721 tau_dominance_4 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zeta_patent 0.049420 0.031313 zeta_dominance -0.094339 0.095170 tau_quality_1 0.204541 -0.280913 tau_quality_2 0.310936 -0.349598 tau_quality_3 0.700747 -0.325744 tau_quality_4 1.000000 -0.255132 tau_ingredients_1 -0.255132 1.000000 tau_ingredients_2 -0.329562 0.698611 tau_ingredients_3 -0.297327 0.355997 tau_ingredients_4 -0.261285 0.245877 tau_patent_1 0.231365 -0.311104 tau_patent_2 0.312445 -0.362194 tau_patent_3 0.340111 -0.361778 tau_patent_4 0.303189 -0.336523 tau_dominance_1 -0.228637 0.151977 tau_dominance_2 -0.265985 0.251424 tau_dominance_3 -0.210417 0.252285 tau_dominance_4 -0.191847 0.195720 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.204123 0.215447 sig_brand_Artemis 0.003770 0.018109 gamma_Artemis_reg_user 0.112511 0.076988 gamma_Artemis_university 0.119019 0.131707 gamma_Artemis_age_50 0.148462 0.161440 mu_brand_Novum 0.159289 0.203192 sig_brand_Novum -0.005472 -0.034645 gamma_Novum_reg_user 0.142250 0.074134 gamma_Novum_university 0.144537 0.125865 gamma_Novum_age_50 0.153314 0.161965 b_brand_BestValue -0.018840 0.011693 b_brand_Supermarket -0.032063 -0.042630 b_country_CH 0.050689 0.012850 b_country_DK 0.048239 0.014779 b_country_IND 0.005534 0.020101 b_country_RUS -0.012924 0.013300 b_country_BRA -0.014831 0.002749 b_char_fast -0.021151 -0.020331 b_char_double -0.041511 -0.048702 b_risk 0.035088 0.010668 b_price -0.015402 -0.040337 gamma_LV_reg_user -0.303517 -0.279472 gamma_LV_university -0.334251 -0.316091 gamma_LV_age_50 -0.372346 -0.374084 lambda 0.016677 -0.041005 zeta_quality -0.047666 -0.027990 zeta_ingredient 0.036452 -0.367375 zeta_patent 0.026874 0.018819 zeta_dominance 0.134349 0.088775 tau_quality_1 -0.375919 -0.334644 tau_quality_2 -0.434457 -0.396294 tau_quality_3 -0.429239 -0.376010 tau_quality_4 -0.329562 -0.297327 tau_ingredients_1 0.698611 0.355997 tau_ingredients_2 1.000000 0.566322 tau_ingredients_3 0.566322 1.000000 tau_ingredients_4 0.431232 0.808048 tau_patent_1 -0.356739 -0.335513 tau_patent_2 -0.444078 -0.413226 tau_patent_3 -0.442487 -0.434753 tau_patent_4 -0.405063 -0.392842 tau_dominance_1 0.248354 0.269180 tau_dominance_2 0.344952 0.318463 tau_dominance_3 0.296129 0.298246 tau_dominance_4 0.236010 0.225897 tau_ingredients_4 tau_patent_1 mu_brand_Artemis 0.201035 -0.145230 sig_brand_Artemis 0.009498 -0.002772 gamma_Artemis_reg_user 0.044418 -0.035630 gamma_Artemis_university 0.138632 -0.095271 gamma_Artemis_age_50 0.144631 -0.157920 mu_brand_Novum 0.185401 -0.143210 sig_brand_Novum -0.007123 0.003761 gamma_Novum_reg_user 0.041300 -0.017461 gamma_Novum_university 0.124500 -0.075845 gamma_Novum_age_50 0.156423 -0.164608 b_brand_BestValue 0.063342 0.020698 b_brand_Supermarket -0.007732 0.037250 b_country_CH -0.011960 -0.003110 b_country_DK 0.047584 -0.032038 b_country_IND -0.001359 0.060473 b_country_RUS -0.004150 -1.9312e-04 b_country_BRA 0.006159 0.054592 b_char_fast -0.023346 0.048010 b_char_double -0.045194 0.023521 b_risk 0.028908 -0.020077 b_price -0.016839 0.005666 gamma_LV_reg_user -0.216267 0.238615 gamma_LV_university -0.259867 0.278928 gamma_LV_age_50 -0.345512 0.351498 lambda -0.031061 0.075962 zeta_quality -0.036838 0.073567 zeta_ingredient -0.477417 9.0485e-04 zeta_patent -0.007601 -0.533694 zeta_dominance 0.085346 -0.114683 tau_quality_1 -0.261793 0.267364 tau_quality_2 -0.330897 0.311933 tau_quality_3 -0.341844 0.298356 tau_quality_4 -0.261285 0.231365 tau_ingredients_1 0.245877 -0.311104 tau_ingredients_2 0.431232 -0.356739 tau_ingredients_3 0.808048 -0.335513 tau_ingredients_4 1.000000 -0.261473 tau_patent_1 -0.261473 1.000000 tau_patent_2 -0.328419 0.813101 tau_patent_3 -0.382942 0.426606 tau_patent_4 -0.364167 0.272062 tau_dominance_1 0.247739 -0.185304 tau_dominance_2 0.290878 -0.242246 tau_dominance_3 0.237711 -0.203737 tau_dominance_4 0.177941 -0.164588 tau_patent_2 tau_patent_3 mu_brand_Artemis -0.199083 -0.220750 sig_brand_Artemis 0.018564 0.023996 gamma_Artemis_reg_user -0.086143 -0.127263 gamma_Artemis_university -0.122919 -0.180895 gamma_Artemis_age_50 -0.178604 -0.131941 mu_brand_Novum -0.193873 -0.235023 sig_brand_Novum 0.017262 0.052390 gamma_Novum_reg_user -0.070424 -0.089484 gamma_Novum_university -0.106797 -0.161316 gamma_Novum_age_50 -0.172598 -0.139015 b_brand_BestValue -0.001924 -0.018985 b_brand_Supermarket 0.016477 0.014129 b_country_CH -0.006331 0.023415 b_country_DK -0.029694 -0.017058 b_country_IND 0.040984 -0.006414 b_country_RUS 0.001997 -0.005925 b_country_BRA 0.044798 0.046788 b_char_fast 0.055423 0.017768 b_char_double -0.005574 -0.024239 b_risk -0.014505 -3.9771e-04 b_price -0.001531 -0.013690 gamma_LV_reg_user 0.310386 0.335012 gamma_LV_university 0.364687 0.409472 gamma_LV_age_50 0.401069 0.380521 lambda 0.050046 0.007747 zeta_quality 0.088420 0.067189 zeta_ingredient -0.005996 0.002614 zeta_patent -0.380902 0.067620 zeta_dominance -0.150094 -0.142800 tau_quality_1 0.353733 0.389023 tau_quality_2 0.403441 0.462106 tau_quality_3 0.398542 0.433471 tau_quality_4 0.312445 0.340111 tau_ingredients_1 -0.362194 -0.361778 tau_ingredients_2 -0.444078 -0.442487 tau_ingredients_3 -0.413226 -0.434753 tau_ingredients_4 -0.328419 -0.382942 tau_patent_1 0.813101 0.426606 tau_patent_2 1.000000 0.593255 tau_patent_3 0.593255 1.000000 tau_patent_4 0.425935 0.779367 tau_dominance_1 -0.249926 -0.270430 tau_dominance_2 -0.317847 -0.360688 tau_dominance_3 -0.274037 -0.327073 tau_dominance_4 -0.222094 -0.260782 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.203343 0.178032 sig_brand_Artemis 0.040301 -0.030489 gamma_Artemis_reg_user -0.118812 0.074095 gamma_Artemis_university -0.184335 0.082810 gamma_Artemis_age_50 -0.107472 0.082508 mu_brand_Novum -0.211181 0.153921 sig_brand_Novum 0.055471 -0.043489 gamma_Novum_reg_user -0.097838 0.110127 gamma_Novum_university -0.165477 0.079971 gamma_Novum_age_50 -0.104001 0.089168 b_brand_BestValue -3.8245e-04 -0.006994 b_brand_Supermarket 0.017200 -0.065886 b_country_CH 0.018042 -0.025518 b_country_DK -0.029671 -0.023343 b_country_IND -0.020413 0.030267 b_country_RUS -0.007757 0.010358 b_country_BRA 0.038399 0.009009 b_char_fast 0.008476 -0.039984 b_char_double -0.020442 -0.054288 b_risk -0.021733 -0.033209 b_price -0.014256 -0.022868 gamma_LV_reg_user 0.285413 -0.235887 gamma_LV_university 0.371783 -0.209939 gamma_LV_age_50 0.330159 -0.220415 lambda -0.024388 0.009388 zeta_quality 0.070917 -0.076122 zeta_ingredient 0.022000 0.018622 zeta_patent 0.200207 -0.059121 zeta_dominance -0.156201 0.115957 tau_quality_1 0.336037 -0.214943 tau_quality_2 0.388321 -0.248836 tau_quality_3 0.385418 -0.253491 tau_quality_4 0.303189 -0.228637 tau_ingredients_1 -0.336523 0.151977 tau_ingredients_2 -0.405063 0.248354 tau_ingredients_3 -0.392842 0.269180 tau_ingredients_4 -0.364167 0.247739 tau_patent_1 0.272062 -0.185304 tau_patent_2 0.425935 -0.249926 tau_patent_3 0.779367 -0.270430 tau_patent_4 1.000000 -0.264802 tau_dominance_1 -0.264802 1.000000 tau_dominance_2 -0.335740 0.664004 tau_dominance_3 -0.272421 0.303944 tau_dominance_4 -0.190042 0.213212 tau_dominance_2 tau_dominance_3 mu_brand_Artemis 0.211442 0.243276 sig_brand_Artemis -0.032887 -0.008912 gamma_Artemis_reg_user 0.083079 0.083084 gamma_Artemis_university 0.105190 0.056397 gamma_Artemis_age_50 0.077795 0.030033 mu_brand_Novum 0.186365 0.227184 sig_brand_Novum -0.032719 -0.027540 gamma_Novum_reg_user 0.093356 0.097321 gamma_Novum_university 0.083887 0.021155 gamma_Novum_age_50 0.118351 0.061725 b_brand_BestValue 0.021169 0.035301 b_brand_Supermarket -0.049597 0.013409 b_country_CH -0.011299 -0.010229 b_country_DK 0.020309 -0.026237 b_country_IND -0.005367 0.004724 b_country_RUS -0.014677 0.006723 b_country_BRA -0.032865 -0.040284 b_char_fast -0.025301 2.174e-05 b_char_double -0.020258 -0.029958 b_risk -0.015009 0.019791 b_price -0.033242 -0.051646 gamma_LV_reg_user -0.249767 -0.278194 gamma_LV_university -0.284031 -0.197316 gamma_LV_age_50 -0.320035 -0.259646 lambda 0.012223 -8.7602e-04 zeta_quality -0.041688 -0.074307 zeta_ingredient 0.023219 0.010330 zeta_patent -0.038686 -0.089374 zeta_dominance 0.079837 -0.336988 tau_quality_1 -0.285715 -0.246701 tau_quality_2 -0.327330 -0.275997 tau_quality_3 -0.354246 -0.277207 tau_quality_4 -0.265985 -0.210417 tau_ingredients_1 0.251424 0.252285 tau_ingredients_2 0.344952 0.296129 tau_ingredients_3 0.318463 0.298246 tau_ingredients_4 0.290878 0.237711 tau_patent_1 -0.242246 -0.203737 tau_patent_2 -0.317847 -0.274037 tau_patent_3 -0.360688 -0.327073 tau_patent_4 -0.335740 -0.272421 tau_dominance_1 0.664004 0.303944 tau_dominance_2 1.000000 0.461183 tau_dominance_3 0.461183 1.000000 tau_dominance_4 0.327722 0.742650 tau_dominance_4 mu_brand_Artemis 0.157476 sig_brand_Artemis -0.030717 gamma_Artemis_reg_user 0.103722 gamma_Artemis_university 0.042329 gamma_Artemis_age_50 0.034287 mu_brand_Novum 0.159578 sig_brand_Novum -0.019749 gamma_Novum_reg_user 0.112765 gamma_Novum_university 0.033897 gamma_Novum_age_50 0.050652 b_brand_BestValue 0.030227 b_brand_Supermarket 0.020761 b_country_CH -0.001082 b_country_DK -8.6549e-04 b_country_IND -0.021486 b_country_RUS -0.027351 b_country_BRA -0.038468 b_char_fast -0.022161 b_char_double -0.046695 b_risk -0.017323 b_price -0.035436 gamma_LV_reg_user -0.252052 gamma_LV_university -0.133229 gamma_LV_age_50 -0.203043 lambda 0.039558 zeta_quality -0.092830 zeta_ingredient 0.007825 zeta_patent -0.041548 zeta_dominance -0.392600 tau_quality_1 -0.177272 tau_quality_2 -0.236778 tau_quality_3 -0.232554 tau_quality_4 -0.191847 tau_ingredients_1 0.195720 tau_ingredients_2 0.236010 tau_ingredients_3 0.225897 tau_ingredients_4 0.177941 tau_patent_1 -0.164588 tau_patent_2 -0.222094 tau_patent_3 -0.260782 tau_patent_4 -0.190042 tau_dominance_1 0.213212 tau_dominance_2 0.327722 tau_dominance_3 0.742650 tau_dominance_4 1.000000 20 most extreme outliers in terms of lowest average per choice prediction: ID Avg prob per choice 695 0.08228735 480 0.08414192 288 0.08626030 875 0.08767257 611 0.08966773 593 0.09047356 92 0.09441313 326 0.09806430 51 0.10030573 509 0.10142944 163 0.10255996 8 0.10531628 204 0.10728779 412 0.10897986 867 0.10930241 544 0.10939723 450 0.10940874 508 0.10952655 126 0.10961773 473 0.11223653 Settings and functions used in model definition: apollo_control -------------- Value modelDescr "Hybrid choice model on drug choice data, classical estimation" indivID "ID" nCores "3" outputDirectory "output/" mixing "TRUE" debug "FALSE" modelName "Hybrid_with_OL_and_MMNL" workInLogs "FALSE" seed "13" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" analyticHessian "FALSE" memorySaver "FALSE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" overridePanel "FALSE" preventOverridePanel "FALSE" noModification "FALSE" Hessian routines attempted -------------------------- numerical jacobian of LL analytical gradient Scaling used in computing Hessian --------------------------------- Value mu_brand_Artemis 1.454507172 sig_brand_Artemis 0.039342345 gamma_Artemis_reg_user 0.082651989 gamma_Artemis_university 0.075008700 gamma_Artemis_age_50 0.086044924 mu_brand_Novum 1.155372485 sig_brand_Novum 0.286266909 gamma_Novum_reg_user 0.043336682 gamma_Novum_university 0.096440109 gamma_Novum_age_50 0.035703556 b_brand_BestValue 0.672389396 b_brand_Supermarket 0.985218786 b_country_CH 0.673886708 b_country_DK 0.339161825 b_country_IND 0.296850271 b_country_RUS 0.893562058 b_country_BRA 0.658587552 b_char_fast 0.772009293 b_char_double 1.218766210 b_risk 0.001575647 b_price 0.727843593 gamma_LV_reg_user 0.944689087 gamma_LV_university 0.537571702 gamma_LV_age_50 0.440119301 lambda 0.622638984 zeta_quality 0.959941368 zeta_ingredient 0.872718476 zeta_patent 1.077404068 zeta_dominance 0.674210173 tau_quality_1 1.920795041 tau_quality_2 1.014424617 tau_quality_3 1.131583635 tau_quality_4 2.262809216 tau_ingredients_1 2.088498498 tau_ingredients_2 0.999146929 tau_ingredients_3 0.909655233 tau_ingredients_4 1.859526136 tau_patent_1 2.085540902 tau_patent_2 1.016773602 tau_patent_3 0.951017998 tau_patent_4 1.892527285 tau_dominance_1 2.216021166 tau_dominance_2 1.116477042 tau_dominance_3 1.056530526 tau_dominance_4 2.112219455 apollo_randCoeff ------------------ function(apollo_beta, apollo_inputs){ randcoeff = list() randcoeff[["LV"]] = gamma_LV_reg_user*regular_user + gamma_LV_university*university_educated + gamma_LV_age_50*over_50 + eta randcoeff[["b_brand_Artemis"]] = mu_brand_Artemis + sig_brand_Artemis*xi_Artemis + gamma_Artemis_reg_user*regular_user + gamma_Artemis_university*university_educated + gamma_Artemis_age_50*over_50 randcoeff[["b_brand_Novum"]] = mu_brand_Novum + sig_brand_Novum *xi_Novum + gamma_Novum_reg_user *regular_user + gamma_Novum_university *university_educated + gamma_Novum_age_50 *over_50 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() ### Likelihood of indicators ol_settings1 = list(outcomeOrdered = attitude_quality, utility = zeta_quality*LV, tau = list(tau_quality_1, tau_quality_2, tau_quality_3, tau_quality_4), rows = (task==1)) ol_settings2 = list(outcomeOrdered = attitude_ingredients, utility = zeta_ingredient*LV, tau = list(tau_ingredients_1, tau_ingredients_2, tau_ingredients_3, tau_ingredients_4), rows = (task==1)) ol_settings3 = list(outcomeOrdered = attitude_patent, utility = zeta_patent*LV, tau = list(tau_patent_1, tau_patent_2, tau_patent_3, tau_patent_4), rows = (task==1)) ol_settings4 = list(outcomeOrdered = attitude_dominance, utility = zeta_dominance*LV, tau = list(tau_dominance_1, tau_dominance_2, tau_dominance_3, tau_dominance_4), rows = (task==1)) P[["indic_quality"]] = apollo_ol(ol_settings1, functionality) P[["indic_quality"]] = apollo_panelProd(P[["indic_quality"]] , apollo_inputs, functionality) P[["indic_ingredients"]] = apollo_ol(ol_settings2, functionality) P[["indic_ingredients"]] = apollo_panelProd(P[["indic_ingredients"]], apollo_inputs, functionality) P[["indic_patent"]] = apollo_ol(ol_settings3, functionality) P[["indic_patent"]] = apollo_panelProd(P[["indic_patent"]] , apollo_inputs, functionality) P[["indic_dominance"]] = apollo_ol(ol_settings4, functionality) P[["indic_dominance"]] = apollo_panelProd(P[["indic_dominance"]] , apollo_inputs, functionality) ### Likelihood of choices ### List of utilities: these must use the same names as in mnl_settings, order is irrelevant V = list() V[['alt1']] = ( b_brand_Artemis*(brand_1=="Artemis") + b_brand_Novum*(brand_1=="Novum") + b_country_CH*(country_1=="Switzerland") + b_country_DK*(country_1=="Denmark") + b_country_USA*(country_1=="USA") + b_char_standard*(char_1=="standard") + b_char_fast*(char_1=="fast acting") + b_char_double*(char_1=="double strength") + b_risk*side_effects_1 + b_price*price_1 + lambda*LV ) V[['alt2']] = ( b_brand_Artemis*(brand_2=="Artemis") + b_brand_Novum*(brand_2=="Novum") + b_country_CH*(country_2=="Switzerland") + b_country_DK*(country_2=="Denmark") + b_country_USA*(country_2=="USA") + b_char_standard*(char_2=="standard") + b_char_fast*(char_2=="fast acting") + b_char_double*(char_2=="double strength") + b_risk*side_effects_2 + b_price*price_2 + lambda*LV ) V[['alt3']] = ( b_brand_BestValue*(brand_3=="BestValue") + b_brand_Supermarket*(brand_3=="Supermarket") + b_brand_PainAway*(brand_3=="PainAway") + b_country_USA*(country_3=="USA") + b_country_IND*(country_3=="India") + b_country_RUS*(country_3=="Russia") + b_country_BRA*(country_3=="Brazil") + b_char_standard*(char_3=="standard") + b_char_fast*(char_3=="fast acting") + b_risk*side_effects_3 + b_price*price_3 ) V[['alt4']] = ( b_brand_BestValue*(brand_4=="BestValue") + b_brand_Supermarket*(brand_4=="Supermarket") + b_brand_PainAway*(brand_4=="PainAway") + b_country_USA*(country_4=="USA") + b_country_IND*(country_4=="India") + b_country_RUS*(country_4=="Russia") + b_country_BRA*(country_4=="Brazil") + b_char_standard*(char_4=="standard") + b_char_fast*(char_4=="fast acting") + b_risk*side_effects_4 + b_price*price_4 ) ### Define settings for MNL model component mnl_settings = list( alternatives = c(alt1=1, alt2=2, alt3=3, alt4=4), avail = list(alt1=1, alt2=1, alt3=1, alt4=1), choiceVar = best, utilities = V ) ### Compute probabilities for MNL model component P[["choice"]] = apollo_mnl(mnl_settings, functionality) P[["choice"]] = apollo_panelProd(P[["choice"]] , apollo_inputs, functionality) ### Likelihood of the whole model P = apollo_combineModels(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) }