Model run by stephane.hess using Apollo 0.2.9 on R 4.0.5 for Darwin. www.ApolloChoiceModelling.com Model name : Hybrid_with_OL_and_MMNL Model description : Hybrid choice model on drug choice data, classical estimation Model run at : 2023-05-11 22:02:32 Estimation method : bfgs Model diagnosis : successful convergence Optimisation diagnosis : Maximum found hessian properties : Negative definitive maximum eigenvalue : -11.010257 Number of individuals : 1000 Number of rows in database : 10000 Number of modelled outcomes : 14000 choice : 10000 indic_quality : 1000 indic_ingredients : 1000 indic_patent : 1000 indic_dominance : 1000 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) : -16538.92 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 : 0.1305 AIC : 33167.83 BIC : 33492.3 LL(0,choice) : -13862.94 LL(final,choice) : -10879.23 LL(0,indic_quality) : -1609.44 LL(final,indic_quality) : -1453.6 LL(0,indic_ingredients) : -1609.44 LL(final,indic_ingredients) : -1486.2 LL(0,indic_patent) : -1609.44 LL(final,indic_patent) : -1484.84 LL(0,indic_dominance) : -1609.44 LL(final,indic_dominance) : -1425.43 Estimated parameters : 45 Time taken (hh:mm:ss) : 00:23:28.42 pre-estimation : 00:01:17.97 estimation : 00:04:16.13 initial estimation : 00:04:2.59 estimation after rescaling : 00:00:13.53 post-estimation : 00:17:54.33 Iterations : 67 initial estimation : 66 estimation after rescaling : 1 Unconstrained optimisation. Estimates: Estimate s.e. t.rat.(0) Rob.s.e. Rob.t.rat.(0) mu_brand_Artemis 1.458279 0.08349 17.4663 0.08185 17.8165 sig_brand_Artemis 0.029867 0.22629 0.1320 0.13586 0.2198 gamma_Artemis_reg_user -0.083187 0.08283 -1.0043 0.08474 -0.9817 gamma_Artemis_university -0.074060 0.07461 -0.9926 0.07387 -1.0025 gamma_Artemis_age_50 0.085990 0.07424 1.1583 0.07445 1.1550 mu_brand_Novum 1.160605 0.08501 13.6523 0.08371 13.8641 sig_brand_Novum -0.280300 0.06770 -4.1402 0.06460 -4.3393 gamma_Novum_reg_user 0.043230 0.08627 0.5011 0.08862 0.4878 gamma_Novum_university -0.096534 0.07791 -1.2390 0.07970 -1.2113 gamma_Novum_age_50 0.034738 0.07763 0.4475 0.07855 0.4422 b_brand_BestValue 0.672340 0.05503 12.2174 0.05486 12.2556 b_brand_Supermarket 0.985263 0.05522 17.8439 0.05397 18.2565 b_brand_PainAway 0.000000 NA NA NA NA b_country_CH 0.674176 0.04006 16.8300 0.03909 17.2458 b_country_DK 0.339294 0.03845 8.8248 0.03775 8.9871 b_country_USA 0.000000 NA NA NA NA b_country_IND -0.296705 0.05740 -5.1693 0.05813 -5.1041 b_country_RUS -0.893446 0.06177 -14.4651 0.06122 -14.5936 b_country_BRA -0.658868 0.06030 -10.9258 0.06193 -10.6387 b_char_standard 0.000000 NA NA NA NA b_char_fast 0.771811 0.02932 26.3200 0.02906 26.5636 b_char_double 1.218124 0.03812 31.9531 0.03689 33.0192 b_risk -0.001576 5.839e-05 -26.9864 5.957e-05 -26.4490 b_price -0.727886 0.01827 -39.8352 0.01737 -41.9018 gamma_LV_reg_user -0.945743 0.10473 -9.0302 0.10768 -8.7830 gamma_LV_university -0.542427 0.09616 -5.6410 0.09728 -5.5757 gamma_LV_age_50 0.434628 0.09520 4.5653 0.09784 4.4422 lambda 0.621878 0.03647 17.0513 0.03655 17.0152 zeta_quality 0.953562 0.08766 10.8776 0.08935 10.6717 zeta_ingredient -0.872865 0.08268 -10.5575 0.08481 -10.2924 zeta_patent 1.078639 0.09412 11.4603 0.09437 11.4302 zeta_dominance -0.673506 0.07258 -9.2799 0.07153 -9.4157 tau_quality_1 -1.922140 0.12477 -15.4059 0.12886 -14.9170 tau_quality_2 -1.017377 0.10807 -9.4144 0.10919 -9.3176 tau_quality_3 1.124752 0.10620 10.5908 0.10691 10.5204 tau_quality_4 2.254414 0.13355 16.8802 0.13345 16.8929 tau_ingredients_1 -2.083820 0.12377 -16.8364 0.12449 -16.7386 tau_ingredients_2 -0.994088 0.09997 -9.9439 0.10137 -9.8061 tau_ingredients_3 0.915455 0.10217 8.9601 0.10406 8.7976 tau_ingredients_4 1.865599 0.11937 15.6293 0.12012 15.5315 tau_patent_1 -2.094246 0.13868 -15.1011 0.13723 -15.2610 tau_patent_2 -1.024856 0.11689 -8.7679 0.11783 -8.6981 tau_patent_3 0.944256 0.11068 8.5312 0.11306 8.3518 tau_patent_4 1.886918 0.12775 14.7703 0.13035 14.4757 tau_dominance_1 -2.211630 0.12085 -18.3006 0.12072 -18.3205 tau_dominance_2 -1.111670 0.09212 -12.0675 0.09345 -11.8956 tau_dominance_3 1.060932 0.09389 11.2997 0.09293 11.4164 tau_dominance_4 2.116111 0.11537 18.3416 0.11433 18.5084 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 Overview of choices for 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 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 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 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 Classical covariance matrix: mu_brand_Artemis sig_brand_Artemis gamma_Artemis_reg_user mu_brand_Artemis 0.006971 -5.0232e-04 -0.001170 sig_brand_Artemis -5.0232e-04 0.051208 -7.7136e-04 gamma_Artemis_reg_user -0.001170 -7.7136e-04 0.006861 gamma_Artemis_university -0.001321 -2.3308e-04 0.001186 gamma_Artemis_age_50 -0.001467 1.0335e-04 -5.1493e-04 mu_brand_Novum 0.005588 -2.8707e-04 -4.1448e-04 sig_brand_Novum -2.3702e-04 0.002142 2.2542e-04 gamma_Novum_reg_user -3.9821e-04 -7.3635e-04 0.004836 gamma_Novum_university -5.5027e-04 -1.2483e-04 0.001047 gamma_Novum_age_50 -7.0361e-04 3.6713e-04 -5.8664e-04 b_brand_BestValue 0.001626 3.651e-05 2.593e-05 b_brand_Supermarket 0.001563 8.325e-05 5.181e-05 b_country_CH -5.7453e-04 8.729e-05 -1.627e-05 b_country_DK -5.8287e-04 2.1185e-04 -9.858e-06 b_country_IND 0.001424 -3.408e-05 1.123e-05 b_country_RUS 0.001298 -2.628e-05 -1.680e-05 b_country_BRA 0.001384 2.025e-05 -1.466e-05 b_char_fast 9.421e-05 8.534e-05 1.241e-05 b_char_double -2.8687e-04 1.0683e-04 1.844e-05 b_risk 1.925e-07 -2.470e-08 -4.310e-08 b_price -4.2646e-04 -7.546e-05 -3.949e-06 gamma_LV_reg_user -0.001120 8.2259e-04 -0.004010 gamma_LV_university -0.001113 0.001069 -7.5072e-04 gamma_LV_age_50 -0.001080 -8.7474e-04 4.0752e-04 lambda 2.7126e-04 -3.0275e-04 0.001080 zeta_quality -5.724e-05 8.3069e-04 -0.001521 zeta_ingredient 1.0167e-04 -0.001215 0.001278 zeta_patent -3.885e-05 7.9950e-04 -0.001427 zeta_dominance 5.334e-06 -8.809e-05 6.3903e-04 tau_quality_1 -0.001752 2.5204e-04 -5.1449e-04 tau_quality_2 -0.001773 3.7513e-04 -7.6455e-04 tau_quality_3 -0.001803 8.0065e-04 -0.001335 tau_quality_4 -0.001811 9.9212e-04 -0.001573 tau_ingredients_1 0.001669 -8.8111e-04 0.001341 tau_ingredients_2 0.001647 -6.0769e-04 0.001133 tau_ingredients_3 0.001590 -3.757e-05 7.1649e-04 tau_ingredients_4 0.001559 1.8284e-04 5.5270e-04 tau_patent_1 -0.002005 4.1034e-04 -7.5121e-04 tau_patent_2 -0.002017 4.8568e-04 -9.3504e-04 tau_patent_3 -0.002033 7.8959e-04 -0.001370 tau_patent_4 -0.002037 9.5886e-04 -0.001584 tau_dominance_1 0.001268 -4.5769e-04 9.0393e-04 tau_dominance_2 0.001271 -5.0971e-04 8.7052e-04 tau_dominance_3 0.001272 -6.1440e-04 7.8837e-04 tau_dominance_4 0.001270 -6.8021e-04 7.5612e-04 gamma_Artemis_university gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.001321 -0.001467 0.005588 sig_brand_Artemis -2.3308e-04 1.0335e-04 -2.8707e-04 gamma_Artemis_reg_user 0.001186 -5.1493e-04 -4.1448e-04 gamma_Artemis_university 0.005567 -3.1374e-04 -5.3870e-04 gamma_Artemis_age_50 -3.1374e-04 0.005511 -6.8800e-04 mu_brand_Novum -5.3870e-04 -6.8800e-04 0.007227 sig_brand_Novum 1.6042e-04 -8.546e-05 5.844e-05 gamma_Novum_reg_user 0.001057 -5.8207e-04 -0.001353 gamma_Novum_university 0.003648 -3.2963e-04 -0.001540 gamma_Novum_age_50 -3.3425e-04 0.003641 -0.001711 b_brand_BestValue -1.181e-05 -9.258e-06 0.001586 b_brand_Supermarket -5.623e-06 -1.438e-05 0.001623 b_country_CH 1.164e-05 -1.410e-05 -6.5590e-04 b_country_DK -1.823e-05 1.478e-05 -6.4067e-04 b_country_IND 2.072e-05 -3.174e-05 0.001376 b_country_RUS -1.025e-05 3.430e-05 0.001240 b_country_BRA 4.715e-06 6.740e-06 0.001379 b_char_fast 1.775e-05 -2.298e-06 1.0088e-04 b_char_double 1.600e-05 -1.834e-05 -2.1746e-04 b_risk -1.066e-08 6.355e-09 2.059e-07 b_price -1.116e-05 8.517e-06 -3.8210e-04 gamma_LV_reg_user -7.4240e-04 3.8069e-04 -0.001127 gamma_LV_university -0.003112 2.0547e-04 -0.001113 gamma_LV_age_50 2.2151e-04 -0.003015 -0.001077 lambda 6.0974e-04 -4.8618e-04 2.6258e-04 zeta_quality -7.3469e-04 5.7034e-04 -5.380e-05 zeta_ingredient 6.2904e-04 -6.8393e-04 1.0042e-04 zeta_patent -6.8099e-04 8.5022e-04 -6.156e-05 zeta_dominance 6.6537e-04 -1.6174e-04 8.919e-06 tau_quality_1 -9.1909e-04 -0.001244 -0.001755 tau_quality_2 -0.001008 -0.001166 -0.001774 tau_quality_3 -0.001224 -9.9809e-04 -0.001801 tau_quality_4 -0.001339 -9.3983e-04 -0.001807 tau_ingredients_1 0.001182 8.3511e-04 0.001668 tau_ingredients_2 0.001086 9.4380e-04 0.001648 tau_ingredients_3 9.1217e-04 0.001160 0.001593 tau_ingredients_4 8.5314e-04 0.001271 0.001563 tau_patent_1 -0.001060 -0.001620 -0.001984 tau_patent_2 -0.001150 -0.001456 -0.002004 tau_patent_3 -0.001367 -0.001169 -0.002034 tau_patent_4 -0.001430 -0.001027 -0.002044 tau_dominance_1 9.2554e-04 7.5525e-04 0.001268 tau_dominance_2 8.4015e-04 7.4382e-04 0.001271 tau_dominance_3 5.9302e-04 6.9244e-04 0.001271 tau_dominance_4 4.8520e-04 6.6404e-04 0.001267 sig_brand_Novum gamma_Novum_reg_user gamma_Novum_university mu_brand_Artemis -2.3702e-04 -3.9821e-04 -5.5027e-04 sig_brand_Artemis 0.002142 -7.3635e-04 -1.2483e-04 gamma_Artemis_reg_user 2.2542e-04 0.004836 0.001047 gamma_Artemis_university 1.6042e-04 0.001057 0.003648 gamma_Artemis_age_50 -8.546e-05 -5.8207e-04 -3.2963e-04 mu_brand_Novum 5.844e-05 -0.001353 -0.001540 sig_brand_Novum 0.004584 2.6092e-04 1.6897e-04 gamma_Novum_reg_user 2.6092e-04 0.007442 0.001198 gamma_Novum_university 1.6897e-04 0.001198 0.006071 gamma_Novum_age_50 -1.0691e-04 -4.8381e-04 -2.9100e-04 b_brand_BestValue -1.0626e-04 3.726e-05 -2.213e-05 b_brand_Supermarket -4.884e-05 1.0496e-04 9.101e-06 b_country_CH -9.420e-05 3.176e-05 -1.941e-06 b_country_DK -7.445e-06 1.082e-05 3.002e-07 b_country_IND -2.711e-05 -1.823e-05 1.120e-05 b_country_RUS -2.988e-05 -6.558e-05 -2.659e-05 b_country_BRA 7.899e-05 -3.029e-05 1.392e-06 b_char_fast -8.422e-05 2.704e-05 6.838e-06 b_char_double -1.9549e-04 2.807e-05 -6.390e-06 b_risk 8.816e-08 -4.469e-08 -1.287e-08 b_price 1.0616e-04 -2.851e-05 -5.006e-06 gamma_LV_reg_user -1.0972e-04 -0.004013 -7.2967e-04 gamma_LV_university -3.449e-05 -7.4800e-04 -0.003105 gamma_LV_age_50 9.971e-05 4.0873e-04 2.1413e-04 lambda 1.0721e-04 0.001098 6.1193e-04 zeta_quality -9.511e-05 -0.001543 -7.2227e-04 zeta_ingredient 1.4295e-04 0.001276 6.2380e-04 zeta_patent -2.1302e-04 -0.001417 -6.7331e-04 zeta_dominance 8.946e-05 6.5171e-04 6.6427e-04 tau_quality_1 8.469e-05 -4.9430e-04 -9.2440e-04 tau_quality_2 5.960e-05 -7.5121e-04 -0.001010 tau_quality_3 1.578e-05 -0.001337 -0.001221 tau_quality_4 4.436e-07 -0.001582 -0.001332 tau_ingredients_1 2.294e-05 0.001339 0.001179 tau_ingredients_2 -1.595e-05 0.001132 0.001083 tau_ingredients_3 -8.953e-05 7.1574e-04 9.0966e-04 tau_ingredients_4 -1.2247e-04 5.5290e-04 8.5068e-04 tau_patent_1 2.0338e-04 -7.5949e-04 -0.001061 tau_patent_2 1.2667e-04 -9.3995e-04 -0.001150 tau_patent_3 3.810e-08 -0.001369 -0.001363 tau_patent_4 -4.433e-05 -0.001581 -0.001425 tau_dominance_1 1.117e-06 9.0653e-04 9.2372e-04 tau_dominance_2 -1.315e-05 8.7032e-04 8.3773e-04 tau_dominance_3 -6.258e-05 7.7966e-04 5.8976e-04 tau_dominance_4 -8.561e-05 7.4342e-04 4.8158e-04 gamma_Novum_age_50 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis -7.0361e-04 0.001626 0.001563 sig_brand_Artemis 3.6713e-04 3.651e-05 8.325e-05 gamma_Artemis_reg_user -5.8664e-04 2.593e-05 5.181e-05 gamma_Artemis_university -3.3425e-04 -1.181e-05 -5.623e-06 gamma_Artemis_age_50 0.003641 -9.258e-06 -1.438e-05 mu_brand_Novum -0.001711 0.001586 0.001623 sig_brand_Novum -1.0691e-04 -1.0626e-04 -4.884e-05 gamma_Novum_reg_user -4.8381e-04 3.726e-05 1.0496e-04 gamma_Novum_university -2.9100e-04 -2.213e-05 9.101e-06 gamma_Novum_age_50 0.006026 -1.073e-05 -3.170e-05 b_brand_BestValue -1.073e-05 0.003028 0.001799 b_brand_Supermarket -3.170e-05 0.001799 0.003049 b_country_CH -1.383e-05 1.6438e-04 1.5186e-04 b_country_DK -1.431e-05 8.757e-05 1.2496e-04 b_country_IND -3.023e-05 -1.3002e-04 -2.0384e-04 b_country_RUS 4.159e-05 -2.3353e-04 -3.0915e-04 b_country_BRA 1.249e-05 -3.268e-05 -3.1688e-04 b_char_fast -4.643e-06 7.590e-05 1.7438e-04 b_char_double -1.644e-05 1.0980e-04 1.8049e-04 b_risk -2.612e-09 -4.943e-07 -5.437e-07 b_price 1.789e-05 -6.680e-05 -9.480e-05 gamma_LV_reg_user 3.8374e-04 -6.101e-06 -1.138e-05 gamma_LV_university 2.0616e-04 -2.735e-06 -4.931e-06 gamma_LV_age_50 -0.003023 -1.329e-07 1.714e-06 lambda -4.9598e-04 6.165e-05 9.654e-05 zeta_quality 5.6561e-04 7.856e-09 -3.062e-05 zeta_ingredient -6.8334e-04 1.251e-05 3.168e-05 zeta_patent 8.7034e-04 -6.502e-06 1.171e-05 zeta_dominance -1.5843e-04 4.415e-06 -1.842e-06 tau_quality_1 -0.001238 -1.705e-06 2.600e-05 tau_quality_2 -0.001160 -3.016e-06 1.658e-05 tau_quality_3 -9.9349e-04 -4.335e-06 -7.264e-06 tau_quality_4 -9.3481e-04 -3.415e-06 -1.600e-05 tau_ingredients_1 8.2979e-04 7.226e-06 1.283e-05 tau_ingredients_2 9.3867e-04 2.791e-06 3.959e-06 tau_ingredients_3 0.001155 -7.129e-06 -1.635e-05 tau_ingredients_4 0.001266 -1.040e-05 -2.546e-05 tau_patent_1 -0.001636 4.660e-06 -1.735e-05 tau_patent_2 -0.001464 1.846e-06 -1.093e-05 tau_patent_3 -0.001164 -4.480e-06 -3.560e-06 tau_patent_4 -0.001015 -6.266e-06 -1.086e-06 tau_dominance_1 7.5295e-04 3.293e-06 2.097e-06 tau_dominance_2 7.4093e-04 2.531e-06 3.426e-06 tau_dominance_3 6.8802e-04 -1.563e-06 4.985e-06 tau_dominance_4 6.5901e-04 -2.896e-06 5.713e-06 b_country_CH b_country_DK b_country_IND mu_brand_Artemis -5.7453e-04 -5.8287e-04 0.001424 sig_brand_Artemis 8.729e-05 2.1185e-04 -3.408e-05 gamma_Artemis_reg_user -1.627e-05 -9.858e-06 1.123e-05 gamma_Artemis_university 1.164e-05 -1.823e-05 2.072e-05 gamma_Artemis_age_50 -1.410e-05 1.478e-05 -3.174e-05 mu_brand_Novum -6.5590e-04 -6.4067e-04 0.001376 sig_brand_Novum -9.420e-05 -7.445e-06 -2.711e-05 gamma_Novum_reg_user 3.176e-05 1.082e-05 -1.823e-05 gamma_Novum_university -1.941e-06 3.002e-07 1.120e-05 gamma_Novum_age_50 -1.383e-05 -1.431e-05 -3.023e-05 b_brand_BestValue 1.6438e-04 8.757e-05 -1.3002e-04 b_brand_Supermarket 1.5186e-04 1.2496e-04 -2.0384e-04 b_country_CH 0.001605 7.5941e-04 1.553e-05 b_country_DK 7.5941e-04 0.001478 9.319e-05 b_country_IND 1.553e-05 9.319e-05 0.003295 b_country_RUS -8.002e-05 1.208e-05 0.001569 b_country_BRA -8.572e-05 -2.323e-06 0.001612 b_char_fast 9.282e-05 4.158e-05 -9.435e-05 b_char_double 1.3914e-04 3.330e-05 -5.957e-05 b_risk -1.536e-07 -6.177e-08 1.744e-07 b_price -9.173e-05 -3.448e-05 2.457e-05 gamma_LV_reg_user -2.826e-06 -1.379e-06 6.928e-06 gamma_LV_university -6.047e-07 2.251e-06 2.847e-06 gamma_LV_age_50 2.939e-07 5.633e-07 -4.518e-06 lambda 5.318e-05 1.509e-05 7.582e-06 zeta_quality 8.770e-07 -6.331e-06 2.002e-05 zeta_ingredient 7.509e-06 -6.584e-06 1.335e-05 zeta_patent -6.524e-06 -8.765e-06 3.027e-05 zeta_dominance 1.514e-06 3.494e-06 -3.094e-06 tau_quality_1 -2.242e-06 8.181e-06 -1.770e-05 tau_quality_2 -2.636e-06 6.092e-06 -1.158e-05 tau_quality_3 -1.842e-06 4.950e-07 1.830e-06 tau_quality_4 -9.022e-07 -1.275e-06 6.809e-06 tau_ingredients_1 4.174e-06 -3.454e-06 5.669e-06 tau_ingredients_2 1.464e-06 -2.140e-06 6.631e-07 tau_ingredients_3 -3.816e-06 1.659e-06 -8.536e-06 tau_ingredients_4 -5.577e-06 3.850e-06 -1.326e-05 tau_patent_1 3.692e-06 1.174e-05 -2.792e-05 tau_patent_2 1.330e-06 7.633e-06 -1.663e-05 tau_patent_3 -2.552e-06 2.426e-07 4.033e-06 tau_patent_4 -4.211e-06 -2.162e-06 1.060e-05 tau_dominance_1 1.657e-06 1.200e-07 9.437e-07 tau_dominance_2 1.564e-06 -4.603e-07 7.343e-07 tau_dominance_3 5.218e-09 -3.790e-06 5.587e-07 tau_dominance_4 -7.830e-07 -5.399e-06 2.087e-06 b_country_RUS b_country_BRA b_char_fast mu_brand_Artemis 0.001298 0.001384 9.421e-05 sig_brand_Artemis -2.628e-05 2.025e-05 8.534e-05 gamma_Artemis_reg_user -1.680e-05 -1.466e-05 1.241e-05 gamma_Artemis_university -1.025e-05 4.715e-06 1.775e-05 gamma_Artemis_age_50 3.430e-05 6.740e-06 -2.298e-06 mu_brand_Novum 0.001240 0.001379 1.0088e-04 sig_brand_Novum -2.988e-05 7.899e-05 -8.422e-05 gamma_Novum_reg_user -6.558e-05 -3.029e-05 2.704e-05 gamma_Novum_university -2.659e-05 1.392e-06 6.838e-06 gamma_Novum_age_50 4.159e-05 1.249e-05 -4.643e-06 b_brand_BestValue -2.3353e-04 -3.268e-05 7.590e-05 b_brand_Supermarket -3.0915e-04 -3.1688e-04 1.7438e-04 b_country_CH -8.002e-05 -8.572e-05 9.282e-05 b_country_DK 1.208e-05 -2.323e-06 4.158e-05 b_country_IND 0.001569 0.001612 -9.435e-05 b_country_RUS 0.003815 0.001580 -1.1463e-04 b_country_BRA 0.001580 0.003637 -1.2502e-04 b_char_fast -1.1463e-04 -1.2502e-04 8.5990e-04 b_char_double -7.810e-05 -1.2299e-04 5.0885e-04 b_risk 2.164e-07 1.141e-07 -1.424e-07 b_price 5.038e-05 7.528e-05 -7.757e-05 gamma_LV_reg_user 1.607e-05 1.030e-05 -1.085e-05 gamma_LV_university 8.598e-06 2.621e-06 -2.822e-06 gamma_LV_age_50 -5.042e-06 1.259e-06 4.312e-06 lambda -1.0121e-04 -5.180e-05 6.573e-05 zeta_quality 2.503e-05 2.942e-05 -1.110e-05 zeta_ingredient -2.186e-05 -1.843e-06 1.918e-05 zeta_patent 1.159e-05 -1.127e-05 -2.258e-05 zeta_dominance -1.403e-05 -1.666e-05 3.735e-07 tau_quality_1 -1.496e-05 -2.264e-05 5.234e-06 tau_quality_2 -7.994e-06 -1.576e-05 1.437e-06 tau_quality_3 8.620e-06 6.866e-06 -5.917e-06 tau_quality_4 1.483e-05 1.664e-05 -7.542e-06 tau_ingredients_1 -1.178e-05 -2.244e-06 8.348e-06 tau_ingredients_2 -5.371e-06 -1.246e-06 2.425e-06 tau_ingredients_3 7.243e-06 -2.588e-06 -9.093e-06 tau_ingredients_4 1.209e-05 -4.051e-06 -1.381e-05 tau_patent_1 6.948e-07 2.098e-05 1.767e-05 tau_patent_2 3.135e-06 1.442e-05 1.048e-05 tau_patent_3 8.316e-06 3.331e-06 -4.544e-06 tau_patent_4 1.078e-05 -2.618e-07 -1.084e-05 tau_dominance_1 -7.541e-06 -6.876e-06 1.899e-06 tau_dominance_2 -5.093e-06 -3.019e-06 2.075e-06 tau_dominance_3 2.376e-06 6.094e-06 1.811e-06 tau_dominance_4 5.725e-06 9.703e-06 2.288e-06 b_char_double b_risk b_price mu_brand_Artemis -2.8687e-04 1.925e-07 -4.2646e-04 sig_brand_Artemis 1.0683e-04 -2.470e-08 -7.546e-05 gamma_Artemis_reg_user 1.844e-05 -4.310e-08 -3.949e-06 gamma_Artemis_university 1.600e-05 -1.066e-08 -1.116e-05 gamma_Artemis_age_50 -1.834e-05 6.355e-09 8.517e-06 mu_brand_Novum -2.1746e-04 2.059e-07 -3.8210e-04 sig_brand_Novum -1.9549e-04 8.816e-08 1.0616e-04 gamma_Novum_reg_user 2.807e-05 -4.469e-08 -2.851e-05 gamma_Novum_university -6.390e-06 -1.287e-08 -5.006e-06 gamma_Novum_age_50 -1.644e-05 -2.612e-09 1.789e-05 b_brand_BestValue 1.0980e-04 -4.943e-07 -6.680e-05 b_brand_Supermarket 1.8049e-04 -5.437e-07 -9.480e-05 b_country_CH 1.3914e-04 -1.536e-07 -9.173e-05 b_country_DK 3.330e-05 -6.177e-08 -3.448e-05 b_country_IND -5.957e-05 1.744e-07 2.457e-05 b_country_RUS -7.810e-05 2.164e-07 5.038e-05 b_country_BRA -1.2299e-04 1.141e-07 7.528e-05 b_char_fast 5.0885e-04 -1.424e-07 -7.757e-05 b_char_double 0.001453 -1.179e-07 -1.2284e-04 b_risk -1.179e-07 3.409e-09 1.288e-07 b_price -1.2284e-04 1.288e-07 3.3388e-04 gamma_LV_reg_user -1.040e-05 2.666e-08 2.179e-07 gamma_LV_university -1.975e-06 1.085e-08 -1.112e-06 gamma_LV_age_50 1.380e-06 -1.151e-08 2.254e-06 lambda 8.596e-05 -1.078e-07 -4.336e-05 zeta_quality -1.017e-05 5.298e-08 -1.151e-06 zeta_ingredient 1.692e-05 -2.847e-08 -5.558e-06 zeta_patent -1.713e-05 3.809e-08 -9.144e-07 zeta_dominance 6.563e-06 -9.995e-09 7.143e-07 tau_quality_1 4.556e-06 -3.481e-08 1.263e-06 tau_quality_2 1.906e-06 -1.902e-08 1.288e-06 tau_quality_3 -4.635e-06 1.573e-08 5.912e-07 tau_quality_4 -6.792e-06 2.845e-08 -1.685e-07 tau_ingredients_1 7.862e-06 -1.426e-08 -1.935e-06 tau_ingredients_2 2.013e-06 -6.299e-09 -2.409e-07 tau_ingredients_3 -8.300e-06 8.356e-09 3.889e-06 tau_ingredients_4 -1.201e-05 1.419e-08 5.696e-06 tau_patent_1 1.222e-05 -2.219e-08 7.420e-07 tau_patent_2 7.001e-06 -1.089e-08 9.215e-07 tau_patent_3 -4.222e-06 1.201e-08 5.751e-07 tau_patent_4 -9.114e-06 2.117e-08 1.546e-07 tau_dominance_1 3.685e-06 -7.037e-09 -1.815e-07 tau_dominance_2 2.681e-06 -5.687e-09 -5.739e-07 tau_dominance_3 -1.116e-06 -1.435e-09 -7.117e-07 tau_dominance_4 -2.603e-06 2.326e-10 -6.410e-07 gamma_LV_reg_user gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.001120 -0.001113 -0.001080 sig_brand_Artemis 8.2259e-04 0.001069 -8.7474e-04 gamma_Artemis_reg_user -0.004010 -7.5072e-04 4.0752e-04 gamma_Artemis_university -7.4240e-04 -0.003112 2.2151e-04 gamma_Artemis_age_50 3.8069e-04 2.0547e-04 -0.003015 mu_brand_Novum -0.001127 -0.001113 -0.001077 sig_brand_Novum -1.0972e-04 -3.449e-05 9.971e-05 gamma_Novum_reg_user -0.004013 -7.4800e-04 4.0873e-04 gamma_Novum_university -7.2967e-04 -0.003105 2.1413e-04 gamma_Novum_age_50 3.8374e-04 2.0616e-04 -0.003023 b_brand_BestValue -6.101e-06 -2.735e-06 -1.329e-07 b_brand_Supermarket -1.138e-05 -4.931e-06 1.714e-06 b_country_CH -2.826e-06 -6.047e-07 2.939e-07 b_country_DK -1.379e-06 2.251e-06 5.633e-07 b_country_IND 6.928e-06 2.847e-06 -4.518e-06 b_country_RUS 1.607e-05 8.598e-06 -5.042e-06 b_country_BRA 1.030e-05 2.621e-06 1.259e-06 b_char_fast -1.085e-05 -2.822e-06 4.312e-06 b_char_double -1.040e-05 -1.975e-06 1.380e-06 b_risk 2.666e-08 1.085e-08 -1.151e-08 b_price 2.179e-07 -1.112e-06 2.254e-06 gamma_LV_reg_user 0.010969 0.001490 -4.2811e-04 gamma_LV_university 0.001490 0.009246 -3.0971e-04 gamma_LV_age_50 -4.2811e-04 -3.0971e-04 0.009064 lambda 9.541e-05 5.944e-05 -2.130e-05 zeta_quality 0.002561 0.001251 -9.5335e-04 zeta_ingredient -0.002087 -0.001072 0.001125 zeta_patent 0.002336 0.001106 -0.001422 zeta_dominance -0.001194 -0.001198 3.5507e-04 tau_quality_1 0.002642 0.003250 0.003589 tau_quality_2 0.002945 0.003338 0.003508 tau_quality_3 0.003671 0.003577 0.003337 tau_quality_4 0.004001 0.003728 0.003285 tau_ingredients_1 -0.003510 -0.003356 -0.002958 tau_ingredients_2 -0.003262 -0.003240 -0.003090 tau_ingredients_3 -0.002803 -0.003061 -0.003344 tau_ingredients_4 -0.002633 -0.003008 -0.003486 tau_patent_1 0.003386 0.003802 0.004400 tau_patent_2 0.003529 0.003853 0.004187 tau_patent_3 0.003956 0.004021 0.003829 tau_patent_4 0.004197 0.004054 0.003645 tau_dominance_1 -0.002554 -0.002641 -0.002432 tau_dominance_2 -0.002514 -0.002505 -0.002407 tau_dominance_3 -0.002444 -0.002129 -0.002307 tau_dominance_4 -0.002427 -0.001966 -0.002252 lambda zeta_quality zeta_ingredient mu_brand_Artemis 2.7126e-04 -5.724e-05 1.0167e-04 sig_brand_Artemis -3.0275e-04 8.3069e-04 -0.001215 gamma_Artemis_reg_user 0.001080 -0.001521 0.001278 gamma_Artemis_university 6.0974e-04 -7.3469e-04 6.2904e-04 gamma_Artemis_age_50 -4.8618e-04 5.7034e-04 -6.8393e-04 mu_brand_Novum 2.6258e-04 -5.380e-05 1.0042e-04 sig_brand_Novum 1.0721e-04 -9.511e-05 1.4295e-04 gamma_Novum_reg_user 0.001098 -0.001543 0.001276 gamma_Novum_university 6.1193e-04 -7.2227e-04 6.2380e-04 gamma_Novum_age_50 -4.9598e-04 5.6561e-04 -6.8334e-04 b_brand_BestValue 6.165e-05 7.856e-09 1.251e-05 b_brand_Supermarket 9.654e-05 -3.062e-05 3.168e-05 b_country_CH 5.318e-05 8.770e-07 7.509e-06 b_country_DK 1.509e-05 -6.331e-06 -6.584e-06 b_country_IND 7.582e-06 2.002e-05 1.335e-05 b_country_RUS -1.0121e-04 2.503e-05 -2.186e-05 b_country_BRA -5.180e-05 2.942e-05 -1.843e-06 b_char_fast 6.573e-05 -1.110e-05 1.918e-05 b_char_double 8.596e-05 -1.017e-05 1.692e-05 b_risk -1.078e-07 5.298e-08 -2.847e-08 b_price -4.336e-05 -1.151e-06 -5.558e-06 gamma_LV_reg_user 9.541e-05 0.002561 -0.002087 gamma_LV_university 5.944e-05 0.001251 -0.001072 gamma_LV_age_50 -2.130e-05 -9.5335e-04 0.001125 lambda 0.001330 3.512e-05 1.041e-05 zeta_quality 3.512e-05 0.007685 -0.001094 zeta_ingredient 1.041e-05 -0.001094 0.006835 zeta_patent 7.186e-07 8.6171e-04 -0.001007 zeta_dominance -1.1613e-04 -5.6614e-04 6.1133e-04 tau_quality_1 1.4054e-04 -0.005056 -1.6435e-04 tau_quality_2 5.955e-05 -0.003325 -2.5027e-04 tau_quality_3 -9.520e-05 0.001230 -4.3327e-04 tau_quality_4 -1.3794e-04 0.002965 -5.0327e-04 tau_ingredients_1 1.1688e-04 -6.6007e-04 0.001974 tau_ingredients_2 5.462e-05 -5.6324e-04 4.5526e-04 tau_ingredients_3 -1.0204e-04 -4.0641e-04 -0.002975 tau_ingredients_4 -1.7454e-04 -3.5971e-04 -0.004512 tau_patent_1 2.2228e-04 8.6474e-04 -3.8456e-04 tau_patent_2 1.0932e-04 7.8348e-04 -3.7454e-04 tau_patent_3 -8.963e-05 6.6831e-04 -3.8116e-04 tau_patent_4 -1.6078e-04 6.1638e-04 -4.1263e-04 tau_dominance_1 4.777e-05 -4.2319e-04 2.7801e-04 tau_dominance_2 4.215e-05 -4.3861e-04 2.8228e-04 tau_dominance_3 3.455e-06 -5.1906e-04 2.6636e-04 tau_dominance_4 -1.945e-05 -5.5284e-04 2.6016e-04 zeta_patent zeta_dominance tau_quality_1 mu_brand_Artemis -3.885e-05 5.334e-06 -0.001752 sig_brand_Artemis 7.9950e-04 -8.809e-05 2.5204e-04 gamma_Artemis_reg_user -0.001427 6.3903e-04 -5.1449e-04 gamma_Artemis_university -6.8099e-04 6.6537e-04 -9.1909e-04 gamma_Artemis_age_50 8.5022e-04 -1.6174e-04 -0.001244 mu_brand_Novum -6.156e-05 8.919e-06 -0.001755 sig_brand_Novum -2.1302e-04 8.946e-05 8.469e-05 gamma_Novum_reg_user -0.001417 6.5171e-04 -4.9430e-04 gamma_Novum_university -6.7331e-04 6.6427e-04 -9.2440e-04 gamma_Novum_age_50 8.7034e-04 -1.5843e-04 -0.001238 b_brand_BestValue -6.502e-06 4.415e-06 -1.705e-06 b_brand_Supermarket 1.171e-05 -1.842e-06 2.600e-05 b_country_CH -6.524e-06 1.514e-06 -2.242e-06 b_country_DK -8.765e-06 3.494e-06 8.181e-06 b_country_IND 3.027e-05 -3.094e-06 -1.770e-05 b_country_RUS 1.159e-05 -1.403e-05 -1.496e-05 b_country_BRA -1.127e-05 -1.666e-05 -2.264e-05 b_char_fast -2.258e-05 3.735e-07 5.234e-06 b_char_double -1.713e-05 6.563e-06 4.556e-06 b_risk 3.809e-08 -9.995e-09 -3.481e-08 b_price -9.144e-07 7.143e-07 1.263e-06 gamma_LV_reg_user 0.002336 -0.001194 0.002642 gamma_LV_university 0.001106 -0.001198 0.003250 gamma_LV_age_50 -0.001422 3.5507e-04 0.003589 lambda 7.186e-07 -1.1613e-04 1.4054e-04 zeta_quality 8.6171e-04 -5.6614e-04 -0.005056 zeta_ingredient -0.001007 6.1133e-04 -1.6435e-04 zeta_patent 0.008858 -3.9469e-04 4.5172e-04 zeta_dominance -3.9469e-04 0.005267 -5.2568e-04 tau_quality_1 4.5172e-04 -5.2568e-04 0.015567 tau_quality_2 4.4623e-04 -5.2289e-04 0.011103 tau_quality_3 3.3495e-04 -5.0307e-04 0.005154 tau_quality_4 2.6779e-04 -4.9927e-04 0.003537 tau_ingredients_1 -3.0640e-04 4.8953e-04 -0.003993 tau_ingredients_2 -2.4990e-04 4.7169e-04 -0.003966 tau_ingredients_3 -1.9084e-04 4.0590e-04 -0.003915 tau_ingredients_4 -1.7961e-04 3.8736e-04 -0.003906 tau_patent_1 -0.006596 -7.7681e-04 0.004563 tau_patent_2 -0.004147 -6.7898e-04 0.004658 tau_patent_3 7.8545e-04 -5.2482e-04 0.004907 tau_patent_4 0.002702 -4.5408e-04 0.005017 tau_dominance_1 -1.3284e-04 0.001128 -0.003165 tau_dominance_2 -2.1329e-04 2.2157e-04 -0.003067 tau_dominance_3 -4.0873e-04 -0.002576 -0.002766 tau_dominance_4 -4.7659e-04 -0.003697 -0.002636 tau_quality_2 tau_quality_3 tau_quality_4 mu_brand_Artemis -0.001773 -0.001803 -0.001811 sig_brand_Artemis 3.7513e-04 8.0065e-04 9.9212e-04 gamma_Artemis_reg_user -7.6455e-04 -0.001335 -0.001573 gamma_Artemis_university -0.001008 -0.001224 -0.001339 gamma_Artemis_age_50 -0.001166 -9.9809e-04 -9.3983e-04 mu_brand_Novum -0.001774 -0.001801 -0.001807 sig_brand_Novum 5.960e-05 1.578e-05 4.436e-07 gamma_Novum_reg_user -7.5121e-04 -0.001337 -0.001582 gamma_Novum_university -0.001010 -0.001221 -0.001332 gamma_Novum_age_50 -0.001160 -9.9349e-04 -9.3481e-04 b_brand_BestValue -3.016e-06 -4.335e-06 -3.415e-06 b_brand_Supermarket 1.658e-05 -7.264e-06 -1.600e-05 b_country_CH -2.636e-06 -1.842e-06 -9.022e-07 b_country_DK 6.092e-06 4.950e-07 -1.275e-06 b_country_IND -1.158e-05 1.830e-06 6.809e-06 b_country_RUS -7.994e-06 8.620e-06 1.483e-05 b_country_BRA -1.576e-05 6.866e-06 1.664e-05 b_char_fast 1.437e-06 -5.917e-06 -7.542e-06 b_char_double 1.906e-06 -4.635e-06 -6.792e-06 b_risk -1.902e-08 1.573e-08 2.845e-08 b_price 1.288e-06 5.912e-07 -1.685e-07 gamma_LV_reg_user 0.002945 0.003671 0.004001 gamma_LV_university 0.003338 0.003577 0.003728 gamma_LV_age_50 0.003508 0.003337 0.003285 lambda 5.955e-05 -9.520e-05 -1.3794e-04 zeta_quality -0.003325 0.001230 0.002965 zeta_ingredient -2.5027e-04 -4.3327e-04 -5.0327e-04 zeta_patent 4.4623e-04 3.3495e-04 2.6779e-04 zeta_dominance -5.2289e-04 -5.0307e-04 -4.9927e-04 tau_quality_1 0.011103 0.005154 0.003537 tau_quality_2 0.011678 0.005931 0.004600 tau_quality_3 0.005931 0.011279 0.009975 tau_quality_4 0.004600 0.009975 0.017837 tau_ingredients_1 -0.004073 -0.004288 -0.004412 tau_ingredients_2 -0.004038 -0.004222 -0.004328 tau_ingredients_3 -0.003968 -0.004113 -0.004208 tau_ingredients_4 -0.003952 -0.004097 -0.004201 tau_patent_1 0.004722 0.005208 0.005478 tau_patent_2 0.004796 0.005177 0.005386 tau_patent_3 0.004996 0.005214 0.005331 tau_patent_4 0.005077 0.005218 0.005301 tau_dominance_1 -0.003209 -0.003335 -0.003415 tau_dominance_2 -0.003125 -0.003274 -0.003360 tau_dominance_3 -0.002861 -0.003101 -0.003222 tau_dominance_4 -0.002743 -0.003024 -0.003166 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.001669 0.001647 0.001590 sig_brand_Artemis -8.8111e-04 -6.0769e-04 -3.757e-05 gamma_Artemis_reg_user 0.001341 0.001133 7.1649e-04 gamma_Artemis_university 0.001182 0.001086 9.1217e-04 gamma_Artemis_age_50 8.3511e-04 9.4380e-04 0.001160 mu_brand_Novum 0.001668 0.001648 0.001593 sig_brand_Novum 2.294e-05 -1.595e-05 -8.953e-05 gamma_Novum_reg_user 0.001339 0.001132 7.1574e-04 gamma_Novum_university 0.001179 0.001083 9.0966e-04 gamma_Novum_age_50 8.2979e-04 9.3867e-04 0.001155 b_brand_BestValue 7.226e-06 2.791e-06 -7.129e-06 b_brand_Supermarket 1.283e-05 3.959e-06 -1.635e-05 b_country_CH 4.174e-06 1.464e-06 -3.816e-06 b_country_DK -3.454e-06 -2.140e-06 1.659e-06 b_country_IND 5.669e-06 6.631e-07 -8.536e-06 b_country_RUS -1.178e-05 -5.371e-06 7.243e-06 b_country_BRA -2.244e-06 -1.246e-06 -2.588e-06 b_char_fast 8.348e-06 2.425e-06 -9.093e-06 b_char_double 7.862e-06 2.013e-06 -8.300e-06 b_risk -1.426e-08 -6.299e-09 8.356e-09 b_price -1.935e-06 -2.409e-07 3.889e-06 gamma_LV_reg_user -0.003510 -0.003262 -0.002803 gamma_LV_university -0.003356 -0.003240 -0.003061 gamma_LV_age_50 -0.002958 -0.003090 -0.003344 lambda 1.1688e-04 5.462e-05 -1.0204e-04 zeta_quality -6.6007e-04 -5.6324e-04 -4.0641e-04 zeta_ingredient 0.001974 4.5526e-04 -0.002975 zeta_patent -3.0640e-04 -2.4990e-04 -1.9084e-04 zeta_dominance 4.8953e-04 4.7169e-04 4.0590e-04 tau_quality_1 -0.003993 -0.003966 -0.003915 tau_quality_2 -0.004073 -0.004038 -0.003968 tau_quality_3 -0.004288 -0.004222 -0.004113 tau_quality_4 -0.004412 -0.004328 -0.004208 tau_ingredients_1 0.015319 0.008610 0.004458 tau_ingredients_2 0.008610 0.009994 0.005715 tau_ingredients_3 0.004458 0.005715 0.010439 tau_ingredients_4 0.003600 0.005079 0.009818 tau_patent_1 -0.004855 -0.004774 -0.004602 tau_patent_2 -0.004796 -0.004733 -0.004600 tau_patent_3 -0.004786 -0.004739 -0.004660 tau_patent_4 -0.004789 -0.004735 -0.004667 tau_dominance_1 0.003082 0.003040 0.002975 tau_dominance_2 0.003023 0.002975 0.002903 tau_dominance_3 0.002859 0.002800 0.002725 tau_dominance_4 0.002791 0.002724 0.002644 tau_ingredients_4 tau_patent_1 tau_patent_2 mu_brand_Artemis 0.001559 -0.002005 -0.002017 sig_brand_Artemis 1.8284e-04 4.1034e-04 4.8568e-04 gamma_Artemis_reg_user 5.5270e-04 -7.5121e-04 -9.3504e-04 gamma_Artemis_university 8.5314e-04 -0.001060 -0.001150 gamma_Artemis_age_50 0.001271 -0.001620 -0.001456 mu_brand_Novum 0.001563 -0.001984 -0.002004 sig_brand_Novum -1.2247e-04 2.0338e-04 1.2667e-04 gamma_Novum_reg_user 5.5290e-04 -7.5949e-04 -9.3995e-04 gamma_Novum_university 8.5068e-04 -0.001061 -0.001150 gamma_Novum_age_50 0.001266 -0.001636 -0.001464 b_brand_BestValue -1.040e-05 4.660e-06 1.846e-06 b_brand_Supermarket -2.546e-05 -1.735e-05 -1.093e-05 b_country_CH -5.577e-06 3.692e-06 1.330e-06 b_country_DK 3.850e-06 1.174e-05 7.633e-06 b_country_IND -1.326e-05 -2.792e-05 -1.663e-05 b_country_RUS 1.209e-05 6.948e-07 3.135e-06 b_country_BRA -4.051e-06 2.098e-05 1.442e-05 b_char_fast -1.381e-05 1.767e-05 1.048e-05 b_char_double -1.201e-05 1.222e-05 7.001e-06 b_risk 1.419e-08 -2.219e-08 -1.089e-08 b_price 5.696e-06 7.420e-07 9.215e-07 gamma_LV_reg_user -0.002633 0.003386 0.003529 gamma_LV_university -0.003008 0.003802 0.003853 gamma_LV_age_50 -0.003486 0.004400 0.004187 lambda -1.7454e-04 2.2228e-04 1.0932e-04 zeta_quality -3.5971e-04 8.6474e-04 7.8348e-04 zeta_ingredient -0.004512 -3.8456e-04 -3.7454e-04 zeta_patent -1.7961e-04 -0.006596 -0.004147 zeta_dominance 3.8736e-04 -7.7681e-04 -6.7898e-04 tau_quality_1 -0.003906 0.004563 0.004658 tau_quality_2 -0.003952 0.004722 0.004796 tau_quality_3 -0.004097 0.005208 0.005177 tau_quality_4 -0.004201 0.005478 0.005386 tau_ingredients_1 0.003600 -0.004855 -0.004796 tau_ingredients_2 0.005079 -0.004774 -0.004733 tau_ingredients_3 0.009818 -0.004602 -0.004600 tau_ingredients_4 0.014248 -0.004544 -0.004559 tau_patent_1 -0.004544 0.019233 0.013291 tau_patent_2 -0.004559 0.013291 0.013663 tau_patent_3 -0.004661 0.006750 0.007568 tau_patent_4 -0.004682 0.004757 0.005979 tau_dominance_1 0.002973 -0.003839 -0.003777 tau_dominance_2 0.002894 -0.003674 -0.003651 tau_dominance_3 0.002707 -0.003254 -0.003316 tau_dominance_4 0.002625 -0.003087 -0.003176 tau_patent_3 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.002033 -0.002037 0.001268 sig_brand_Artemis 7.8959e-04 9.5886e-04 -4.5769e-04 gamma_Artemis_reg_user -0.001370 -0.001584 9.0393e-04 gamma_Artemis_university -0.001367 -0.001430 9.2554e-04 gamma_Artemis_age_50 -0.001169 -0.001027 7.5525e-04 mu_brand_Novum -0.002034 -0.002044 0.001268 sig_brand_Novum 3.810e-08 -4.433e-05 1.117e-06 gamma_Novum_reg_user -0.001369 -0.001581 9.0653e-04 gamma_Novum_university -0.001363 -0.001425 9.2372e-04 gamma_Novum_age_50 -0.001164 -0.001015 7.5295e-04 b_brand_BestValue -4.480e-06 -6.266e-06 3.293e-06 b_brand_Supermarket -3.560e-06 -1.086e-06 2.097e-06 b_country_CH -2.552e-06 -4.211e-06 1.657e-06 b_country_DK 2.426e-07 -2.162e-06 1.200e-07 b_country_IND 4.033e-06 1.060e-05 9.437e-07 b_country_RUS 8.316e-06 1.078e-05 -7.541e-06 b_country_BRA 3.331e-06 -2.618e-07 -6.876e-06 b_char_fast -4.544e-06 -1.084e-05 1.899e-06 b_char_double -4.222e-06 -9.114e-06 3.685e-06 b_risk 1.201e-08 2.117e-08 -7.037e-09 b_price 5.751e-07 1.546e-07 -1.815e-07 gamma_LV_reg_user 0.003956 0.004197 -0.002554 gamma_LV_university 0.004021 0.004054 -0.002641 gamma_LV_age_50 0.003829 0.003645 -0.002432 lambda -8.963e-05 -1.6078e-04 4.777e-05 zeta_quality 6.6831e-04 6.1638e-04 -4.2319e-04 zeta_ingredient -3.8116e-04 -4.1263e-04 2.7801e-04 zeta_patent 7.8545e-04 0.002702 -1.3284e-04 zeta_dominance -5.2482e-04 -4.5408e-04 0.001128 tau_quality_1 0.004907 0.005017 -0.003165 tau_quality_2 0.004996 0.005077 -0.003209 tau_quality_3 0.005214 0.005218 -0.003335 tau_quality_4 0.005331 0.005301 -0.003415 tau_ingredients_1 -0.004786 -0.004789 0.003082 tau_ingredients_2 -0.004739 -0.004735 0.003040 tau_ingredients_3 -0.004660 -0.004667 0.002975 tau_ingredients_4 -0.004661 -0.004682 0.002973 tau_patent_1 0.006750 0.004757 -0.003839 tau_patent_2 0.007568 0.005979 -0.003777 tau_patent_3 0.012251 0.010839 -0.003739 tau_patent_4 0.010839 0.016320 -0.003717 tau_dominance_1 -0.003739 -0.003717 0.014605 tau_dominance_2 -0.003676 -0.003680 0.007276 tau_dominance_3 -0.003489 -0.003563 0.003171 tau_dominance_4 -0.003404 -0.003508 0.002552 tau_dominance_2 tau_dominance_3 tau_dominance_4 mu_brand_Artemis 0.001271 0.001272 0.001270 sig_brand_Artemis -5.0971e-04 -6.1440e-04 -6.8021e-04 gamma_Artemis_reg_user 8.7052e-04 7.8837e-04 7.5612e-04 gamma_Artemis_university 8.4015e-04 5.9302e-04 4.8520e-04 gamma_Artemis_age_50 7.4382e-04 6.9244e-04 6.6404e-04 mu_brand_Novum 0.001271 0.001271 0.001267 sig_brand_Novum -1.315e-05 -6.258e-05 -8.561e-05 gamma_Novum_reg_user 8.7032e-04 7.7966e-04 7.4342e-04 gamma_Novum_university 8.3773e-04 5.8976e-04 4.8158e-04 gamma_Novum_age_50 7.4093e-04 6.8802e-04 6.5901e-04 b_brand_BestValue 2.531e-06 -1.563e-06 -2.896e-06 b_brand_Supermarket 3.426e-06 4.985e-06 5.713e-06 b_country_CH 1.564e-06 5.218e-09 -7.830e-07 b_country_DK -4.603e-07 -3.790e-06 -5.399e-06 b_country_IND 7.343e-07 5.587e-07 2.087e-06 b_country_RUS -5.093e-06 2.376e-06 5.725e-06 b_country_BRA -3.019e-06 6.094e-06 9.703e-06 b_char_fast 2.075e-06 1.811e-06 2.288e-06 b_char_double 2.681e-06 -1.116e-06 -2.603e-06 b_risk -5.687e-09 -1.435e-09 2.326e-10 b_price -5.739e-07 -7.117e-07 -6.410e-07 gamma_LV_reg_user -0.002514 -0.002444 -0.002427 gamma_LV_university -0.002505 -0.002129 -0.001966 gamma_LV_age_50 -0.002407 -0.002307 -0.002252 lambda 4.215e-05 3.455e-06 -1.945e-05 zeta_quality -4.3861e-04 -5.1906e-04 -5.5284e-04 zeta_ingredient 2.8228e-04 2.6636e-04 2.6016e-04 zeta_patent -2.1329e-04 -4.0873e-04 -4.7659e-04 zeta_dominance 2.2157e-04 -0.002576 -0.003697 tau_quality_1 -0.003067 -0.002766 -0.002636 tau_quality_2 -0.003125 -0.002861 -0.002743 tau_quality_3 -0.003274 -0.003101 -0.003024 tau_quality_4 -0.003360 -0.003222 -0.003166 tau_ingredients_1 0.003023 0.002859 0.002791 tau_ingredients_2 0.002975 0.002800 0.002724 tau_ingredients_3 0.002903 0.002725 0.002644 tau_ingredients_4 0.002894 0.002707 0.002625 tau_patent_1 -0.003674 -0.003254 -0.003087 tau_patent_2 -0.003651 -0.003316 -0.003176 tau_patent_3 -0.003676 -0.003489 -0.003404 tau_patent_4 -0.003680 -0.003563 -0.003508 tau_dominance_1 0.007276 0.003171 0.002552 tau_dominance_2 0.008486 0.004036 0.003524 tau_dominance_3 0.004036 0.008815 0.008106 tau_dominance_4 0.003524 0.008106 0.013311 Robust covariance matrix: mu_brand_Artemis sig_brand_Artemis gamma_Artemis_reg_user mu_brand_Artemis 0.006699 -1.113e-05 -0.001270 sig_brand_Artemis -1.113e-05 0.018459 -3.7728e-04 gamma_Artemis_reg_user -0.001270 -3.7728e-04 0.007180 gamma_Artemis_university -0.001541 -8.6725e-04 9.7276e-04 gamma_Artemis_age_50 -0.001068 -1.0151e-04 -8.8656e-04 mu_brand_Novum 0.005538 -1.7100e-04 -6.4044e-04 sig_brand_Novum -1.0200e-04 0.001321 3.0086e-04 gamma_Novum_reg_user -6.2246e-04 -5.5181e-04 0.005208 gamma_Novum_university -5.8187e-04 -2.4684e-04 0.001040 gamma_Novum_age_50 -5.0795e-04 6.3752e-04 -8.9367e-04 b_brand_BestValue 0.001630 -1.0293e-04 -1.2617e-04 b_brand_Supermarket 0.001338 3.6867e-04 2.5681e-04 b_country_CH -4.1980e-04 8.634e-05 -3.999e-05 b_country_DK -4.5830e-04 2.7624e-04 -1.4836e-04 b_country_IND 0.001491 -7.142e-05 -1.8670e-04 b_country_RUS 0.001412 1.4404e-04 -7.493e-05 b_country_BRA 0.001326 -9.288e-05 -1.3720e-04 b_char_fast 8.403e-05 5.332e-05 6.734e-06 b_char_double -2.1807e-04 4.193e-06 1.5522e-04 b_risk 2.086e-07 1.676e-07 -1.358e-07 b_price -4.1760e-04 7.945e-05 7.763e-05 gamma_LV_reg_user -0.001201 9.6452e-04 -0.004145 gamma_LV_university -9.8307e-04 3.3093e-04 -3.7423e-04 gamma_LV_age_50 -0.001587 -9.5608e-04 5.4353e-04 lambda 1.0588e-04 -1.5907e-04 0.001223 zeta_quality -4.885e-05 6.3657e-04 -0.001886 zeta_ingredient -4.4842e-04 -0.001308 0.001646 zeta_patent -1.9596e-04 8.8594e-04 -0.001472 zeta_dominance 5.282e-05 6.222e-05 3.1513e-04 tau_quality_1 -0.001998 3.9671e-04 5.277e-05 tau_quality_2 -0.001771 3.0770e-04 -6.7433e-04 tau_quality_3 -0.002080 4.1398e-04 -0.001193 tau_quality_4 -0.002107 3.2959e-04 -0.001685 tau_ingredients_1 0.001737 1.9476e-04 8.8467e-04 tau_ingredients_2 0.001709 4.3647e-04 9.6411e-04 tau_ingredients_3 0.001841 7.1204e-04 6.5699e-04 tau_ingredients_4 0.001976 4.6946e-04 4.2645e-04 tau_patent_1 -0.001674 1.3167e-04 -4.4118e-04 tau_patent_2 -0.001945 1.1712e-04 -8.8010e-04 tau_patent_3 -0.002056 5.0500e-04 -0.001239 tau_patent_4 -0.002180 7.4752e-04 -0.001331 tau_dominance_1 0.001768 -6.9321e-04 7.7276e-04 tau_dominance_2 0.001624 -3.0782e-04 6.6846e-04 tau_dominance_3 0.001854 -3.4595e-04 6.6065e-04 tau_dominance_4 0.001481 -7.3439e-04 0.001011 gamma_Artemis_university gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.001541 -0.001068 0.005538 sig_brand_Artemis -8.6725e-04 -1.0151e-04 -1.7100e-04 gamma_Artemis_reg_user 9.7276e-04 -8.8656e-04 -6.4044e-04 gamma_Artemis_university 0.005457 -3.9964e-04 -8.9225e-04 gamma_Artemis_age_50 -3.9964e-04 0.005543 -5.2446e-04 mu_brand_Novum -8.9225e-04 -5.2446e-04 0.007008 sig_brand_Novum 1.1651e-04 -1.5252e-04 1.0469e-04 gamma_Novum_reg_user 8.5979e-04 -7.7556e-04 -0.001326 gamma_Novum_university 0.003739 -4.3358e-04 -0.001528 gamma_Novum_age_50 -4.1491e-04 0.003710 -0.001499 b_brand_BestValue -1.3587e-04 1.5019e-04 0.001604 b_brand_Supermarket 3.107e-05 -1.0353e-04 0.001444 b_country_CH 1.8059e-04 -1.4014e-04 -5.1808e-04 b_country_DK 1.2317e-04 -4.619e-06 -4.4440e-04 b_country_IND -1.0794e-04 3.040e-05 0.001487 b_country_RUS -1.9145e-04 1.3841e-04 0.001384 b_country_BRA -3.347e-05 1.4928e-04 0.001335 b_char_fast 6.344e-05 -9.249e-05 6.326e-05 b_char_double 4.429e-05 -1.2646e-04 -1.7937e-04 b_risk -1.000e-07 2.158e-08 3.193e-07 b_price 2.210e-05 8.051e-06 -3.3750e-04 gamma_LV_reg_user -3.5489e-04 3.1590e-04 -0.001165 gamma_LV_university -0.002976 1.4979e-04 -9.4055e-04 gamma_LV_age_50 2.7281e-04 -0.003176 -0.001507 lambda 6.0840e-04 -4.9571e-04 7.454e-05 zeta_quality -6.4626e-04 6.5623e-04 -8.017e-05 zeta_ingredient 3.3551e-04 -7.4962e-04 -4.7290e-04 zeta_patent -4.1204e-04 9.6664e-04 -1.9831e-04 zeta_dominance 8.2176e-04 5.840e-05 -2.335e-05 tau_quality_1 -0.001179 -0.001409 -0.001877 tau_quality_2 -9.7757e-04 -0.001284 -0.001731 tau_quality_3 -0.001040 -0.001022 -0.001924 tau_quality_4 -5.6116e-04 -0.001001 -0.001843 tau_ingredients_1 9.5533e-04 0.001011 0.001693 tau_ingredients_2 8.9145e-04 0.001127 0.001368 tau_ingredients_3 0.001001 0.001258 0.001766 tau_ingredients_4 0.001215 0.001303 0.001857 tau_patent_1 -9.6809e-04 -0.001590 -0.001665 tau_patent_2 -0.001068 -0.001550 -0.001918 tau_patent_3 -0.001510 -0.001116 -0.002221 tau_patent_4 -0.001775 -0.001057 -0.002300 tau_dominance_1 7.2861e-04 7.4685e-04 0.001546 tau_dominance_2 7.1674e-04 5.4348e-04 0.001455 tau_dominance_3 3.7671e-04 2.0746e-04 0.001766 tau_dominance_4 3.4802e-04 2.9006e-04 0.001526 sig_brand_Novum gamma_Novum_reg_user gamma_Novum_university mu_brand_Artemis -1.0200e-04 -6.2246e-04 -5.8187e-04 sig_brand_Artemis 0.001321 -5.5181e-04 -2.4684e-04 gamma_Artemis_reg_user 3.0086e-04 0.005208 0.001040 gamma_Artemis_university 1.1651e-04 8.5979e-04 0.003739 gamma_Artemis_age_50 -1.5252e-04 -7.7556e-04 -4.3358e-04 mu_brand_Novum 1.0469e-04 -0.001326 -0.001528 sig_brand_Novum 0.004173 4.241e-05 5.6653e-04 gamma_Novum_reg_user 4.241e-05 0.007854 8.6560e-04 gamma_Novum_university 5.6653e-04 8.6560e-04 0.006351 gamma_Novum_age_50 -2.4681e-04 -0.001135 -3.4946e-04 b_brand_BestValue -4.913e-05 -2.2184e-04 3.497e-05 b_brand_Supermarket 1.4585e-04 2.3983e-04 6.287e-06 b_country_CH -5.338e-05 1.0477e-04 -1.301e-05 b_country_DK 1.2636e-04 -5.033e-05 3.766e-06 b_country_IND 6.909e-06 -1.1050e-04 -7.756e-05 b_country_RUS 1.736e-06 -1.7520e-04 -4.352e-05 b_country_BRA 3.358e-05 -6.664e-05 7.808e-05 b_char_fast -1.0697e-04 9.734e-05 -1.689e-05 b_char_double -1.3137e-04 8.799e-05 -2.240e-05 b_risk 2.308e-07 -1.079e-07 -5.249e-09 b_price 9.156e-05 3.796e-05 2.162e-07 gamma_LV_reg_user 1.9600e-04 -0.004488 -4.4227e-04 gamma_LV_university -8.836e-05 -3.7143e-04 -0.003301 gamma_LV_age_50 -3.898e-05 5.6227e-04 4.1588e-04 lambda 9.738e-05 0.001134 6.6405e-04 zeta_quality 1.1957e-04 -0.001814 -5.4359e-04 zeta_ingredient -8.004e-05 0.001709 5.5389e-04 zeta_patent -8.450e-05 -0.001409 -6.7522e-04 zeta_dominance -6.892e-05 3.4712e-04 8.4605e-04 tau_quality_1 1.6343e-04 -1.7400e-04 -0.001410 tau_quality_2 -4.504e-05 -6.5792e-04 -0.001243 tau_quality_3 1.2214e-04 -0.001357 -0.001025 tau_quality_4 1.2119e-04 -0.001897 -6.8161e-04 tau_ingredients_1 -4.9489e-04 0.001053 7.1768e-04 tau_ingredients_2 -8.947e-05 0.001282 0.001168 tau_ingredients_3 1.2294e-04 6.8073e-04 0.001042 tau_ingredients_4 -1.851e-05 4.3528e-04 0.001185 tau_patent_1 1.8928e-04 -2.6293e-04 -8.4012e-04 tau_patent_2 4.491e-05 -7.7283e-04 -0.001008 tau_patent_3 -2.1244e-04 -9.2570e-04 -0.001455 tau_patent_4 -3.0064e-04 -0.001153 -0.001722 tau_dominance_1 1.5049e-04 0.001196 7.5554e-04 tau_dominance_2 3.949e-05 7.8657e-04 6.1238e-04 tau_dominance_3 2.976e-05 8.0224e-04 1.3179e-04 tau_dominance_4 3.237e-05 0.001145 2.8638e-04 gamma_Novum_age_50 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis -5.0795e-04 0.001630 0.001338 sig_brand_Artemis 6.3752e-04 -1.0293e-04 3.6867e-04 gamma_Artemis_reg_user -8.9367e-04 -1.2617e-04 2.5681e-04 gamma_Artemis_university -4.1491e-04 -1.3587e-04 3.107e-05 gamma_Artemis_age_50 0.003710 1.5019e-04 -1.0353e-04 mu_brand_Novum -0.001499 0.001604 0.001444 sig_brand_Novum -2.4681e-04 -4.913e-05 1.4585e-04 gamma_Novum_reg_user -0.001135 -2.2184e-04 2.3983e-04 gamma_Novum_university -3.4946e-04 3.497e-05 6.287e-06 gamma_Novum_age_50 0.006170 1.9744e-04 -1.599e-05 b_brand_BestValue 1.9744e-04 0.003010 0.001609 b_brand_Supermarket -1.599e-05 0.001609 0.002913 b_country_CH -1.4564e-04 7.743e-05 1.4339e-04 b_country_DK -9.090e-05 -2.870e-05 1.0554e-04 b_country_IND -2.0706e-04 -2.1663e-04 -2.4507e-04 b_country_RUS 2.286e-05 -2.4482e-04 -1.9169e-04 b_country_BRA 4.109e-05 -1.1000e-04 -4.5902e-04 b_char_fast -1.8509e-04 5.402e-05 1.9428e-04 b_char_double -1.5951e-04 1.5210e-04 2.0496e-04 b_risk 2.934e-08 -2.763e-07 -3.698e-07 b_price -2.173e-05 -4.698e-05 -7.604e-05 gamma_LV_reg_user 5.3222e-04 -2.577e-05 -1.2801e-04 gamma_LV_university 3.3203e-04 1.932e-05 -5.604e-05 gamma_LV_age_50 -0.003528 -2.3158e-04 4.888e-05 lambda -4.9679e-04 -4.984e-05 1.1638e-04 zeta_quality 6.2491e-04 1.064e-05 -1.3145e-04 zeta_ingredient -0.001044 -3.0631e-04 -1.895e-05 zeta_patent 0.001383 -4.473e-05 -9.337e-05 zeta_dominance 2.058e-05 -6.379e-05 -7.826e-05 tau_quality_1 -0.001112 -2.3022e-04 1.0536e-04 tau_quality_2 -0.001174 -2.353e-05 5.654e-05 tau_quality_3 -0.001005 -2.2715e-04 -7.797e-05 tau_quality_4 -0.001038 -1.1164e-04 -1.3103e-04 tau_ingredients_1 8.5503e-04 1.3713e-04 8.303e-05 tau_ingredients_2 0.001216 -9.960e-05 -1.7254e-04 tau_ingredients_3 0.001333 7.124e-05 -2.3948e-04 tau_ingredients_4 0.001487 4.2037e-04 -5.400e-05 tau_patent_1 -0.001740 1.4823e-04 2.7267e-04 tau_patent_2 -0.001579 -1.601e-05 1.0277e-04 tau_patent_3 -0.001242 -1.1896e-04 8.552e-05 tau_patent_4 -0.001080 -4.045e-06 1.2129e-04 tau_dominance_1 8.4687e-04 -4.197e-05 -4.2860e-04 tau_dominance_2 8.6650e-04 1.1269e-04 -2.4859e-04 tau_dominance_3 4.4708e-04 1.8457e-04 7.083e-05 tau_dominance_4 4.5153e-04 1.9419e-04 1.3222e-04 b_country_CH b_country_DK b_country_IND mu_brand_Artemis -4.1980e-04 -4.5830e-04 0.001491 sig_brand_Artemis 8.634e-05 2.7624e-04 -7.142e-05 gamma_Artemis_reg_user -3.999e-05 -1.4836e-04 -1.8670e-04 gamma_Artemis_university 1.8059e-04 1.2317e-04 -1.0794e-04 gamma_Artemis_age_50 -1.4014e-04 -4.619e-06 3.040e-05 mu_brand_Novum -5.1808e-04 -4.4440e-04 0.001487 sig_brand_Novum -5.338e-05 1.2636e-04 6.909e-06 gamma_Novum_reg_user 1.0477e-04 -5.033e-05 -1.1050e-04 gamma_Novum_university -1.301e-05 3.766e-06 -7.756e-05 gamma_Novum_age_50 -1.4564e-04 -9.090e-05 -2.0706e-04 b_brand_BestValue 7.743e-05 -2.870e-05 -2.1663e-04 b_brand_Supermarket 1.4339e-04 1.0554e-04 -2.4507e-04 b_country_CH 0.001528 6.9417e-04 -5.158e-05 b_country_DK 6.9417e-04 0.001425 5.366e-05 b_country_IND -5.158e-05 5.366e-05 0.003379 b_country_RUS -1.5138e-04 -1.591e-05 0.001462 b_country_BRA -1.1419e-04 8.030e-06 0.001852 b_char_fast 1.1844e-04 7.282e-06 -1.4333e-04 b_char_double 1.1684e-04 -2.326e-05 -8.068e-05 b_risk -1.801e-08 1.072e-07 2.442e-07 b_price -8.421e-05 -3.778e-05 5.606e-05 gamma_LV_reg_user -4.640e-05 7.415e-05 2.6670e-04 gamma_LV_university -2.2547e-04 -1.4430e-04 1.4458e-04 gamma_LV_age_50 4.344e-05 -6.647e-05 -1.0464e-04 lambda 1.2415e-04 3.526e-05 4.120e-05 zeta_quality -7.065e-05 -6.282e-05 1.8184e-04 zeta_ingredient 1.3362e-04 -3.046e-05 -1.2187e-04 zeta_patent -1.4413e-04 -5.180e-05 -7.182e-05 zeta_dominance -4.489e-05 -3.272e-05 -1.752e-05 tau_quality_1 -3.840e-05 -8.275e-05 5.826e-05 tau_quality_2 -1.4264e-04 -8.004e-05 2.840e-05 tau_quality_3 -1.8909e-04 -8.805e-05 1.4654e-04 tau_quality_4 -2.2177e-04 -9.080e-05 -1.468e-05 tau_ingredients_1 1.8061e-04 -1.730e-05 -3.719e-05 tau_ingredients_2 2.0394e-04 1.8048e-04 3.188e-05 tau_ingredients_3 5.586e-05 5.112e-05 1.2132e-04 tau_ingredients_4 -5.338e-05 2.0556e-04 -9.404e-06 tau_patent_1 -3.490e-05 -1.6986e-04 4.8360e-04 tau_patent_2 -4.203e-05 -1.3264e-04 2.8320e-04 tau_patent_3 9.961e-05 -6.397e-05 -3.967e-05 tau_patent_4 9.161e-05 -1.3418e-04 -1.5143e-04 tau_dominance_1 -1.1307e-04 -1.1087e-04 2.1164e-04 tau_dominance_2 -3.479e-05 6.748e-05 -3.176e-05 tau_dominance_3 -3.150e-05 -9.676e-05 2.077e-05 tau_dominance_4 -1.546e-07 -1.025e-05 -1.4951e-04 b_country_RUS b_country_BRA b_char_fast mu_brand_Artemis 0.001412 0.001326 8.403e-05 sig_brand_Artemis 1.4404e-04 -9.288e-05 5.332e-05 gamma_Artemis_reg_user -7.493e-05 -1.3720e-04 6.734e-06 gamma_Artemis_university -1.9145e-04 -3.347e-05 6.344e-05 gamma_Artemis_age_50 1.3841e-04 1.4928e-04 -9.249e-05 mu_brand_Novum 0.001384 0.001335 6.326e-05 sig_brand_Novum 1.736e-06 3.358e-05 -1.0697e-04 gamma_Novum_reg_user -1.7520e-04 -6.664e-05 9.734e-05 gamma_Novum_university -4.352e-05 7.808e-05 -1.689e-05 gamma_Novum_age_50 2.286e-05 4.109e-05 -1.8509e-04 b_brand_BestValue -2.4482e-04 -1.1000e-04 5.402e-05 b_brand_Supermarket -1.9169e-04 -4.5902e-04 1.9428e-04 b_country_CH -1.5138e-04 -1.1419e-04 1.1844e-04 b_country_DK -1.591e-05 8.030e-06 7.282e-06 b_country_IND 0.001462 0.001852 -1.4333e-04 b_country_RUS 0.003748 0.001882 -1.5109e-04 b_country_BRA 0.001882 0.003835 -1.8792e-04 b_char_fast -1.5109e-04 -1.8792e-04 8.4421e-04 b_char_double -1.0657e-04 -1.3979e-04 4.6835e-04 b_risk 2.564e-07 1.254e-07 -1.636e-07 b_price 2.942e-05 5.896e-05 -7.832e-05 gamma_LV_reg_user 5.054e-05 4.0795e-04 2.032e-05 gamma_LV_university 1.3359e-04 2.9323e-04 -1.8122e-04 gamma_LV_age_50 -1.0316e-04 -1.3605e-04 2.7666e-04 lambda -2.0761e-04 -5.939e-05 1.0048e-04 zeta_quality -2.898e-06 1.3649e-04 -8.484e-07 zeta_ingredient -1.6262e-04 -1.3170e-04 5.058e-05 zeta_patent 1.3027e-04 1.1283e-04 -1.0043e-04 zeta_dominance -1.190e-05 4.494e-05 3.659e-06 tau_quality_1 -9.007e-05 2.0383e-04 1.0440e-04 tau_quality_2 -7.691e-05 1.1778e-04 5.781e-05 tau_quality_3 -1.0620e-04 1.7761e-04 2.981e-05 tau_quality_4 -4.777e-05 1.8100e-04 3.997e-05 tau_ingredients_1 -2.0248e-04 -4.3753e-04 9.862e-05 tau_ingredients_2 -8.941e-05 -9.469e-05 -6.103e-05 tau_ingredients_3 7.682e-05 1.713e-05 -5.842e-05 tau_ingredients_4 -3.857e-05 4.490e-05 -7.948e-05 tau_patent_1 5.488e-07 4.6741e-04 1.9377e-04 tau_patent_2 1.912e-05 3.2952e-04 1.9095e-04 tau_patent_3 -3.056e-05 3.2913e-04 5.817e-05 tau_patent_4 -4.774e-05 3.1289e-04 3.027e-05 tau_dominance_1 7.144e-05 6.353e-05 -1.3678e-04 tau_dominance_2 -9.101e-05 -1.9408e-04 -6.632e-05 tau_dominance_3 2.712e-05 -2.3718e-04 4.088e-07 tau_dominance_4 -2.0338e-04 -2.7876e-04 -7.409e-05 b_char_double b_risk b_price mu_brand_Artemis -2.1807e-04 2.086e-07 -4.1760e-04 sig_brand_Artemis 4.193e-06 1.676e-07 7.945e-05 gamma_Artemis_reg_user 1.5522e-04 -1.358e-07 7.763e-05 gamma_Artemis_university 4.429e-05 -1.000e-07 2.210e-05 gamma_Artemis_age_50 -1.2646e-04 2.158e-08 8.051e-06 mu_brand_Novum -1.7937e-04 3.193e-07 -3.3750e-04 sig_brand_Novum -1.3137e-04 2.308e-07 9.156e-05 gamma_Novum_reg_user 8.799e-05 -1.079e-07 3.796e-05 gamma_Novum_university -2.240e-05 -5.249e-09 2.162e-07 gamma_Novum_age_50 -1.5951e-04 2.934e-08 -2.173e-05 b_brand_BestValue 1.5210e-04 -2.763e-07 -4.698e-05 b_brand_Supermarket 2.0496e-04 -3.698e-07 -7.604e-05 b_country_CH 1.1684e-04 -1.801e-08 -8.421e-05 b_country_DK -2.326e-05 1.072e-07 -3.778e-05 b_country_IND -8.068e-05 2.442e-07 5.606e-05 b_country_RUS -1.0657e-04 2.564e-07 2.942e-05 b_country_BRA -1.3979e-04 1.254e-07 5.896e-05 b_char_fast 4.6835e-04 -1.636e-07 -7.832e-05 b_char_double 0.001361 -3.311e-08 -1.1923e-04 b_risk -3.311e-08 3.549e-09 1.317e-07 b_price -1.1923e-04 1.317e-07 3.0176e-04 gamma_LV_reg_user -4.688e-05 2.766e-07 -2.681e-05 gamma_LV_university -5.362e-06 1.898e-07 -3.029e-05 gamma_LV_age_50 1.8266e-04 -3.941e-07 3.962e-05 lambda 9.477e-05 -1.207e-07 -2.863e-05 zeta_quality -1.0703e-04 3.074e-07 6.447e-06 zeta_ingredient 2.0769e-04 7.646e-08 4.453e-05 zeta_patent 1.669e-05 -1.057e-07 5.127e-05 zeta_dominance -2.049e-06 -2.523e-08 9.318e-05 tau_quality_1 3.586e-05 -5.506e-08 5.710e-05 tau_quality_2 -1.536e-05 2.759e-08 1.884e-05 tau_quality_3 -1.6170e-04 1.889e-07 3.811e-05 tau_quality_4 -2.8701e-04 2.540e-07 -2.826e-05 tau_ingredients_1 1.3009e-04 1.947e-07 -3.451e-05 tau_ingredients_2 -1.5327e-04 1.957e-07 -3.162e-05 tau_ingredients_3 -1.8322e-04 4.882e-08 -7.764e-05 tau_ingredients_4 -1.9822e-04 1.888e-07 -3.831e-05 tau_patent_1 1.1657e-04 -1.432e-07 1.823e-05 tau_patent_2 -2.637e-05 -8.073e-08 1.167e-06 tau_patent_3 -1.0392e-04 1.994e-08 -2.276e-05 tau_patent_4 -1.0375e-04 -1.441e-07 -2.743e-05 tau_dominance_1 -2.3553e-04 -2.539e-07 -5.305e-05 tau_dominance_2 -6.465e-05 -9.924e-08 -5.883e-05 tau_dominance_3 -1.0140e-04 8.983e-08 -8.614e-05 tau_dominance_4 -1.9807e-04 -1.385e-07 -7.177e-05 gamma_LV_reg_user gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.001201 -9.8307e-04 -0.001587 sig_brand_Artemis 9.6452e-04 3.3093e-04 -9.5608e-04 gamma_Artemis_reg_user -0.004145 -3.7423e-04 5.4353e-04 gamma_Artemis_university -3.5489e-04 -0.002976 2.7281e-04 gamma_Artemis_age_50 3.1590e-04 1.4979e-04 -0.003176 mu_brand_Novum -0.001165 -9.4055e-04 -0.001507 sig_brand_Novum 1.9600e-04 -8.836e-05 -3.898e-05 gamma_Novum_reg_user -0.004488 -3.7143e-04 5.6227e-04 gamma_Novum_university -4.4227e-04 -0.003301 4.1588e-04 gamma_Novum_age_50 5.3222e-04 3.3203e-04 -0.003528 b_brand_BestValue -2.577e-05 1.932e-05 -2.3158e-04 b_brand_Supermarket -1.2801e-04 -5.604e-05 4.888e-05 b_country_CH -4.640e-05 -2.2547e-04 4.344e-05 b_country_DK 7.415e-05 -1.4430e-04 -6.647e-05 b_country_IND 2.6670e-04 1.4458e-04 -1.0464e-04 b_country_RUS 5.054e-05 1.3359e-04 -1.0316e-04 b_country_BRA 4.0795e-04 2.9323e-04 -1.3605e-04 b_char_fast 2.032e-05 -1.8122e-04 2.7666e-04 b_char_double -4.688e-05 -5.362e-06 1.8266e-04 b_risk 2.766e-07 1.898e-07 -3.941e-07 b_price -2.681e-05 -3.029e-05 3.962e-05 gamma_LV_reg_user 0.011595 0.001287 2.8992e-04 gamma_LV_university 0.001287 0.009464 -1.9064e-04 gamma_LV_age_50 2.8992e-04 -1.9064e-04 0.009573 lambda 1.0157e-04 1.6553e-04 1.2437e-04 zeta_quality 0.003221 0.001029 -9.8941e-04 zeta_ingredient -0.002126 -9.4212e-04 0.001500 zeta_patent 0.002112 7.4313e-04 -0.001711 zeta_dominance -8.8610e-04 -0.002042 3.015e-05 tau_quality_1 0.002757 0.004072 0.003964 tau_quality_2 0.003220 0.003742 0.003727 tau_quality_3 0.004039 0.003432 0.003698 tau_quality_4 0.004559 0.003271 0.003344 tau_ingredients_1 -0.003220 -0.003380 -0.003484 tau_ingredients_2 -0.003345 -0.003307 -0.003700 tau_ingredients_3 -0.003088 -0.003205 -0.003797 tau_ingredients_4 -0.002721 -0.003055 -0.004036 tau_patent_1 0.003609 0.003776 0.004675 tau_patent_2 0.003995 0.004207 0.004586 tau_patent_3 0.004131 0.004505 0.004191 tau_patent_4 0.004055 0.004721 0.004197 tau_dominance_1 -0.003125 -0.002476 -0.002589 tau_dominance_2 -0.002556 -0.002575 -0.002906 tau_dominance_3 -0.002828 -0.001790 -0.002321 tau_dominance_4 -0.003171 -0.001493 -0.002225 lambda zeta_quality zeta_ingredient mu_brand_Artemis 1.0588e-04 -4.885e-05 -4.4842e-04 sig_brand_Artemis -1.5907e-04 6.3657e-04 -0.001308 gamma_Artemis_reg_user 0.001223 -0.001886 0.001646 gamma_Artemis_university 6.0840e-04 -6.4626e-04 3.3551e-04 gamma_Artemis_age_50 -4.9571e-04 6.5623e-04 -7.4962e-04 mu_brand_Novum 7.454e-05 -8.017e-05 -4.7290e-04 sig_brand_Novum 9.738e-05 1.1957e-04 -8.004e-05 gamma_Novum_reg_user 0.001134 -0.001814 0.001709 gamma_Novum_university 6.6405e-04 -5.4359e-04 5.5389e-04 gamma_Novum_age_50 -4.9679e-04 6.2491e-04 -0.001044 b_brand_BestValue -4.984e-05 1.064e-05 -3.0631e-04 b_brand_Supermarket 1.1638e-04 -1.3145e-04 -1.895e-05 b_country_CH 1.2415e-04 -7.065e-05 1.3362e-04 b_country_DK 3.526e-05 -6.282e-05 -3.046e-05 b_country_IND 4.120e-05 1.8184e-04 -1.2187e-04 b_country_RUS -2.0761e-04 -2.898e-06 -1.6262e-04 b_country_BRA -5.939e-05 1.3649e-04 -1.3170e-04 b_char_fast 1.0048e-04 -8.484e-07 5.058e-05 b_char_double 9.477e-05 -1.0703e-04 2.0769e-04 b_risk -1.207e-07 3.074e-07 7.646e-08 b_price -2.863e-05 6.447e-06 4.453e-05 gamma_LV_reg_user 1.0157e-04 0.003221 -0.002126 gamma_LV_university 1.6553e-04 0.001029 -9.4212e-04 gamma_LV_age_50 1.2437e-04 -9.8941e-04 0.001500 lambda 0.001336 -6.438e-05 -2.643e-06 zeta_quality -6.438e-05 0.007984 -0.001643 zeta_ingredient -2.643e-06 -0.001643 0.007192 zeta_patent -6.211e-05 8.7585e-04 -0.001173 zeta_dominance -2.3480e-04 -3.9864e-04 8.1672e-04 tau_quality_1 3.2545e-04 -0.005103 1.2225e-04 tau_quality_2 1.3407e-04 -0.003226 -1.3123e-04 tau_quality_3 -8.172e-05 0.001378 -2.2667e-04 tau_quality_4 -1.9921e-04 0.003289 -3.7390e-04 tau_ingredients_1 4.123e-06 -6.5711e-04 0.001773 tau_ingredients_2 6.675e-05 -4.1007e-04 3.0343e-04 tau_ingredients_3 -1.4324e-04 -1.8789e-04 -0.003265 tau_ingredients_4 -1.1908e-04 -3.0467e-04 -0.004889 tau_patent_1 3.8309e-04 9.3180e-04 -1.0114e-04 tau_patent_2 2.0986e-04 9.4480e-04 -1.3684e-04 tau_patent_3 1.251e-05 6.7135e-04 -1.413e-05 tau_patent_4 -1.4111e-04 8.1271e-04 2.2029e-04 tau_dominance_1 3.483e-05 -8.2852e-04 2.4540e-04 tau_dominance_2 4.507e-05 -3.5343e-04 2.0790e-04 tau_dominance_3 -4.898e-06 -6.3773e-04 1.0244e-04 tau_dominance_4 1.5517e-04 -9.8096e-04 1.1688e-04 zeta_patent zeta_dominance tau_quality_1 mu_brand_Artemis -1.9596e-04 5.282e-05 -0.001998 sig_brand_Artemis 8.8594e-04 6.222e-05 3.9671e-04 gamma_Artemis_reg_user -0.001472 3.1513e-04 5.277e-05 gamma_Artemis_university -4.1204e-04 8.2176e-04 -0.001179 gamma_Artemis_age_50 9.6664e-04 5.840e-05 -0.001409 mu_brand_Novum -1.9831e-04 -2.335e-05 -0.001877 sig_brand_Novum -8.450e-05 -6.892e-05 1.6343e-04 gamma_Novum_reg_user -0.001409 3.4712e-04 -1.7400e-04 gamma_Novum_university -6.7522e-04 8.4605e-04 -0.001410 gamma_Novum_age_50 0.001383 2.058e-05 -0.001112 b_brand_BestValue -4.473e-05 -6.379e-05 -2.3022e-04 b_brand_Supermarket -9.337e-05 -7.826e-05 1.0536e-04 b_country_CH -1.4413e-04 -4.489e-05 -3.840e-05 b_country_DK -5.180e-05 -3.272e-05 -8.275e-05 b_country_IND -7.182e-05 -1.752e-05 5.826e-05 b_country_RUS 1.3027e-04 -1.190e-05 -9.007e-05 b_country_BRA 1.1283e-04 4.494e-05 2.0383e-04 b_char_fast -1.0043e-04 3.659e-06 1.0440e-04 b_char_double 1.669e-05 -2.049e-06 3.586e-05 b_risk -1.057e-07 -2.523e-08 -5.506e-08 b_price 5.127e-05 9.318e-05 5.710e-05 gamma_LV_reg_user 0.002112 -8.8610e-04 0.002757 gamma_LV_university 7.4313e-04 -0.002042 0.004072 gamma_LV_age_50 -0.001711 3.015e-05 0.003964 lambda -6.211e-05 -2.3480e-04 3.2545e-04 zeta_quality 8.7585e-04 -3.9864e-04 -0.005103 zeta_ingredient -0.001173 8.1672e-04 1.2225e-04 zeta_patent 0.008905 -2.8879e-04 5.6529e-04 zeta_dominance -2.8879e-04 0.005117 -0.001041 tau_quality_1 5.6529e-04 -0.001041 0.016604 tau_quality_2 4.8384e-04 -0.001009 0.011691 tau_quality_3 4.3951e-04 -9.3494e-04 0.005508 tau_quality_4 5.9177e-04 -8.7751e-04 0.003593 tau_ingredients_1 3.9838e-04 8.3669e-04 -0.004542 tau_ingredients_2 2.7812e-04 9.6376e-04 -0.004942 tau_ingredients_3 2.0972e-04 6.3315e-04 -0.004523 tau_ingredients_4 -5.689e-05 6.9950e-04 -0.004093 tau_patent_1 -0.006894 -0.001159 0.004785 tau_patent_2 -0.004250 -0.001280 0.005397 tau_patent_3 6.6119e-04 -0.001148 0.005686 tau_patent_4 0.002382 -0.001437 0.005660 tau_dominance_1 -7.1053e-04 9.7528e-04 -0.003356 tau_dominance_2 -3.4361e-04 4.9111e-04 -0.003444 tau_dominance_3 -8.0128e-04 -0.002287 -0.002952 tau_dominance_4 -4.8224e-04 -0.003246 -0.002618 tau_quality_2 tau_quality_3 tau_quality_4 mu_brand_Artemis -0.001771 -0.002080 -0.002107 sig_brand_Artemis 3.0770e-04 4.1398e-04 3.2959e-04 gamma_Artemis_reg_user -6.7433e-04 -0.001193 -0.001685 gamma_Artemis_university -9.7757e-04 -0.001040 -5.6116e-04 gamma_Artemis_age_50 -0.001284 -0.001022 -0.001001 mu_brand_Novum -0.001731 -0.001924 -0.001843 sig_brand_Novum -4.504e-05 1.2214e-04 1.2119e-04 gamma_Novum_reg_user -6.5792e-04 -0.001357 -0.001897 gamma_Novum_university -0.001243 -0.001025 -6.8161e-04 gamma_Novum_age_50 -0.001174 -0.001005 -0.001038 b_brand_BestValue -2.353e-05 -2.2715e-04 -1.1164e-04 b_brand_Supermarket 5.654e-05 -7.797e-05 -1.3103e-04 b_country_CH -1.4264e-04 -1.8909e-04 -2.2177e-04 b_country_DK -8.004e-05 -8.805e-05 -9.080e-05 b_country_IND 2.840e-05 1.4654e-04 -1.468e-05 b_country_RUS -7.691e-05 -1.0620e-04 -4.777e-05 b_country_BRA 1.1778e-04 1.7761e-04 1.8100e-04 b_char_fast 5.781e-05 2.981e-05 3.997e-05 b_char_double -1.536e-05 -1.6170e-04 -2.8701e-04 b_risk 2.759e-08 1.889e-07 2.540e-07 b_price 1.884e-05 3.811e-05 -2.826e-05 gamma_LV_reg_user 0.003220 0.004039 0.004559 gamma_LV_university 0.003742 0.003432 0.003271 gamma_LV_age_50 0.003727 0.003698 0.003344 lambda 1.3407e-04 -8.172e-05 -1.9921e-04 zeta_quality -0.003226 0.001378 0.003289 zeta_ingredient -1.3123e-04 -2.2667e-04 -3.7390e-04 zeta_patent 4.8384e-04 4.3951e-04 5.9177e-04 zeta_dominance -0.001009 -9.3494e-04 -8.7751e-04 tau_quality_1 0.011691 0.005508 0.003593 tau_quality_2 0.011922 0.006116 0.004566 tau_quality_3 0.006116 0.011430 0.009993 tau_quality_4 0.004566 0.009993 0.017810 tau_ingredients_1 -0.004777 -0.004370 -0.004282 tau_ingredients_2 -0.004823 -0.004661 -0.004471 tau_ingredients_3 -0.004513 -0.004172 -0.004117 tau_ingredients_4 -0.004350 -0.004374 -0.004170 tau_patent_1 0.004707 0.004424 0.004311 tau_patent_2 0.005199 0.005042 0.004956 tau_patent_3 0.005709 0.005246 0.005145 tau_patent_4 0.005531 0.005372 0.005275 tau_dominance_1 -0.003282 -0.003265 -0.003680 tau_dominance_2 -0.003334 -0.003536 -0.003323 tau_dominance_3 -0.002789 -0.002755 -0.002624 tau_dominance_4 -0.002946 -0.002849 -0.002944 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.001737 0.001709 0.001841 sig_brand_Artemis 1.9476e-04 4.3647e-04 7.1204e-04 gamma_Artemis_reg_user 8.8467e-04 9.6411e-04 6.5699e-04 gamma_Artemis_university 9.5533e-04 8.9145e-04 0.001001 gamma_Artemis_age_50 0.001011 0.001127 0.001258 mu_brand_Novum 0.001693 0.001368 0.001766 sig_brand_Novum -4.9489e-04 -8.947e-05 1.2294e-04 gamma_Novum_reg_user 0.001053 0.001282 6.8073e-04 gamma_Novum_university 7.1768e-04 0.001168 0.001042 gamma_Novum_age_50 8.5503e-04 0.001216 0.001333 b_brand_BestValue 1.3713e-04 -9.960e-05 7.124e-05 b_brand_Supermarket 8.303e-05 -1.7254e-04 -2.3948e-04 b_country_CH 1.8061e-04 2.0394e-04 5.586e-05 b_country_DK -1.730e-05 1.8048e-04 5.112e-05 b_country_IND -3.719e-05 3.188e-05 1.2132e-04 b_country_RUS -2.0248e-04 -8.941e-05 7.682e-05 b_country_BRA -4.3753e-04 -9.469e-05 1.713e-05 b_char_fast 9.862e-05 -6.103e-05 -5.842e-05 b_char_double 1.3009e-04 -1.5327e-04 -1.8322e-04 b_risk 1.947e-07 1.957e-07 4.882e-08 b_price -3.451e-05 -3.162e-05 -7.764e-05 gamma_LV_reg_user -0.003220 -0.003345 -0.003088 gamma_LV_university -0.003380 -0.003307 -0.003205 gamma_LV_age_50 -0.003484 -0.003700 -0.003797 lambda 4.123e-06 6.675e-05 -1.4324e-04 zeta_quality -6.5711e-04 -4.1007e-04 -1.8789e-04 zeta_ingredient 0.001773 3.0343e-04 -0.003265 zeta_patent 3.9838e-04 2.7812e-04 2.0972e-04 zeta_dominance 8.3669e-04 9.6376e-04 6.3315e-04 tau_quality_1 -0.004542 -0.004942 -0.004523 tau_quality_2 -0.004777 -0.004823 -0.004513 tau_quality_3 -0.004370 -0.004661 -0.004172 tau_quality_4 -0.004282 -0.004471 -0.004117 tau_ingredients_1 0.015498 0.008830 0.004629 tau_ingredients_2 0.008830 0.010277 0.005980 tau_ingredients_3 0.004629 0.005980 0.010828 tau_ingredients_4 0.003698 0.005262 0.010112 tau_patent_1 -0.005407 -0.005003 -0.004782 tau_patent_2 -0.005378 -0.005325 -0.005047 tau_patent_3 -0.005139 -0.005089 -0.005100 tau_patent_4 -0.005502 -0.005372 -0.005323 tau_dominance_1 0.002302 0.003038 0.003358 tau_dominance_2 0.002941 0.003266 0.003081 tau_dominance_3 0.002942 0.002789 0.002872 tau_dominance_4 0.002818 0.002738 0.002677 tau_ingredients_4 tau_patent_1 tau_patent_2 mu_brand_Artemis 0.001976 -0.001674 -0.001945 sig_brand_Artemis 4.6946e-04 1.3167e-04 1.1712e-04 gamma_Artemis_reg_user 4.2645e-04 -4.4118e-04 -8.8010e-04 gamma_Artemis_university 0.001215 -9.6809e-04 -0.001068 gamma_Artemis_age_50 0.001303 -0.001590 -0.001550 mu_brand_Novum 0.001857 -0.001665 -0.001918 sig_brand_Novum -1.851e-05 1.8928e-04 4.491e-05 gamma_Novum_reg_user 4.3528e-04 -2.6293e-04 -7.7283e-04 gamma_Novum_university 0.001185 -8.4012e-04 -0.001008 gamma_Novum_age_50 0.001487 -0.001740 -0.001579 b_brand_BestValue 4.2037e-04 1.4823e-04 -1.601e-05 b_brand_Supermarket -5.400e-05 2.7267e-04 1.0277e-04 b_country_CH -5.338e-05 -3.490e-05 -4.203e-05 b_country_DK 2.0556e-04 -1.6986e-04 -1.3264e-04 b_country_IND -9.404e-06 4.8360e-04 2.8320e-04 b_country_RUS -3.857e-05 5.488e-07 1.912e-05 b_country_BRA 4.490e-05 4.6741e-04 3.2952e-04 b_char_fast -7.948e-05 1.9377e-04 1.9095e-04 b_char_double -1.9822e-04 1.1657e-04 -2.637e-05 b_risk 1.888e-07 -1.432e-07 -8.073e-08 b_price -3.831e-05 1.823e-05 1.167e-06 gamma_LV_reg_user -0.002721 0.003609 0.003995 gamma_LV_university -0.003055 0.003776 0.004207 gamma_LV_age_50 -0.004036 0.004675 0.004586 lambda -1.1908e-04 3.8309e-04 2.0986e-04 zeta_quality -3.0467e-04 9.3180e-04 9.4480e-04 zeta_ingredient -0.004889 -1.0114e-04 -1.3684e-04 zeta_patent -5.689e-05 -0.006894 -0.004250 zeta_dominance 6.9950e-04 -0.001159 -0.001280 tau_quality_1 -0.004093 0.004785 0.005397 tau_quality_2 -0.004350 0.004707 0.005199 tau_quality_3 -0.004374 0.004424 0.005042 tau_quality_4 -0.004170 0.004311 0.004956 tau_ingredients_1 0.003698 -0.005407 -0.005378 tau_ingredients_2 0.005262 -0.005003 -0.005325 tau_ingredients_3 0.010112 -0.004782 -0.005047 tau_ingredients_4 0.014428 -0.004290 -0.004620 tau_patent_1 -0.004290 0.018832 0.013170 tau_patent_2 -0.004620 0.013170 0.013883 tau_patent_3 -0.005176 0.006697 0.007938 tau_patent_4 -0.005688 0.004969 0.006591 tau_dominance_1 0.003560 -0.003070 -0.003544 tau_dominance_2 0.003246 -0.003120 -0.003497 tau_dominance_3 0.002642 -0.002605 -0.002991 tau_dominance_4 0.002430 -0.002591 -0.002986 tau_patent_3 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.002056 -0.002180 0.001768 sig_brand_Artemis 5.0500e-04 7.4752e-04 -6.9321e-04 gamma_Artemis_reg_user -0.001239 -0.001331 7.7276e-04 gamma_Artemis_university -0.001510 -0.001775 7.2861e-04 gamma_Artemis_age_50 -0.001116 -0.001057 7.4685e-04 mu_brand_Novum -0.002221 -0.002300 0.001546 sig_brand_Novum -2.1244e-04 -3.0064e-04 1.5049e-04 gamma_Novum_reg_user -9.2570e-04 -0.001153 0.001196 gamma_Novum_university -0.001455 -0.001722 7.5554e-04 gamma_Novum_age_50 -0.001242 -0.001080 8.4687e-04 b_brand_BestValue -1.1896e-04 -4.045e-06 -4.197e-05 b_brand_Supermarket 8.552e-05 1.2129e-04 -4.2860e-04 b_country_CH 9.961e-05 9.161e-05 -1.1307e-04 b_country_DK -6.397e-05 -1.3418e-04 -1.1087e-04 b_country_IND -3.967e-05 -1.5143e-04 2.1164e-04 b_country_RUS -3.056e-05 -4.774e-05 7.144e-05 b_country_BRA 3.2913e-04 3.1289e-04 6.353e-05 b_char_fast 5.817e-05 3.027e-05 -1.3678e-04 b_char_double -1.0392e-04 -1.0375e-04 -2.3553e-04 b_risk 1.994e-08 -1.441e-07 -2.539e-07 b_price -2.276e-05 -2.743e-05 -5.305e-05 gamma_LV_reg_user 0.004131 0.004055 -0.003125 gamma_LV_university 0.004505 0.004721 -0.002476 gamma_LV_age_50 0.004191 0.004197 -0.002589 lambda 1.251e-05 -1.4111e-04 3.483e-05 zeta_quality 6.7135e-04 8.1271e-04 -8.2852e-04 zeta_ingredient -1.413e-05 2.2029e-04 2.4540e-04 zeta_patent 6.6119e-04 0.002382 -7.1053e-04 zeta_dominance -0.001148 -0.001437 9.7528e-04 tau_quality_1 0.005686 0.005660 -0.003356 tau_quality_2 0.005709 0.005531 -0.003282 tau_quality_3 0.005246 0.005372 -0.003265 tau_quality_4 0.005145 0.005275 -0.003680 tau_ingredients_1 -0.005139 -0.005502 0.002302 tau_ingredients_2 -0.005089 -0.005372 0.003038 tau_ingredients_3 -0.005100 -0.005323 0.003358 tau_ingredients_4 -0.005176 -0.005688 0.003560 tau_patent_1 0.006697 0.004969 -0.003070 tau_patent_2 0.007938 0.006591 -0.003544 tau_patent_3 0.012783 0.011484 -0.003683 tau_patent_4 0.011484 0.016991 -0.004163 tau_dominance_1 -0.003683 -0.004163 0.014573 tau_dominance_2 -0.003802 -0.004080 0.007484 tau_dominance_3 -0.003424 -0.003292 0.003416 tau_dominance_4 -0.003367 -0.002835 0.002965 tau_dominance_2 tau_dominance_3 tau_dominance_4 mu_brand_Artemis 0.001624 0.001854 0.001481 sig_brand_Artemis -3.0782e-04 -3.4595e-04 -7.3439e-04 gamma_Artemis_reg_user 6.6846e-04 6.6065e-04 0.001011 gamma_Artemis_university 7.1674e-04 3.7671e-04 3.4802e-04 gamma_Artemis_age_50 5.4348e-04 2.0746e-04 2.9006e-04 mu_brand_Novum 0.001455 0.001766 0.001526 sig_brand_Novum 3.949e-05 2.976e-05 3.237e-05 gamma_Novum_reg_user 7.8657e-04 8.0224e-04 0.001145 gamma_Novum_university 6.1238e-04 1.3179e-04 2.8638e-04 gamma_Novum_age_50 8.6650e-04 4.4708e-04 4.5153e-04 b_brand_BestValue 1.1269e-04 1.8457e-04 1.9419e-04 b_brand_Supermarket -2.4859e-04 7.083e-05 1.3222e-04 b_country_CH -3.479e-05 -3.150e-05 -1.546e-07 b_country_DK 6.748e-05 -9.676e-05 -1.025e-05 b_country_IND -3.176e-05 2.077e-05 -1.4951e-04 b_country_RUS -9.101e-05 2.712e-05 -2.0338e-04 b_country_BRA -1.9408e-04 -2.3718e-04 -2.7876e-04 b_char_fast -6.632e-05 4.088e-07 -7.409e-05 b_char_double -6.465e-05 -1.0140e-04 -1.9807e-04 b_risk -9.924e-08 8.983e-08 -1.385e-07 b_price -5.883e-05 -8.614e-05 -7.177e-05 gamma_LV_reg_user -0.002556 -0.002828 -0.003171 gamma_LV_university -0.002575 -0.001790 -0.001493 gamma_LV_age_50 -0.002906 -0.002321 -0.002225 lambda 4.507e-05 -4.898e-06 1.5517e-04 zeta_quality -3.5343e-04 -6.3773e-04 -9.8096e-04 zeta_ingredient 2.0790e-04 1.0244e-04 1.1688e-04 zeta_patent -3.4361e-04 -8.0128e-04 -4.8224e-04 zeta_dominance 4.9111e-04 -0.002287 -0.003246 tau_quality_1 -0.003444 -0.002952 -0.002618 tau_quality_2 -0.003334 -0.002789 -0.002946 tau_quality_3 -0.003536 -0.002755 -0.002849 tau_quality_4 -0.003323 -0.002624 -0.002944 tau_ingredients_1 0.002941 0.002942 0.002818 tau_ingredients_2 0.003266 0.002789 0.002738 tau_ingredients_3 0.003081 0.002872 0.002677 tau_ingredients_4 0.003246 0.002642 0.002430 tau_patent_1 -0.003120 -0.002605 -0.002591 tau_patent_2 -0.003497 -0.002991 -0.002986 tau_patent_3 -0.003802 -0.003424 -0.003367 tau_patent_4 -0.004080 -0.003292 -0.002835 tau_dominance_1 0.007484 0.003416 0.002965 tau_dominance_2 0.008733 0.004016 0.003528 tau_dominance_3 0.004016 0.008636 0.007915 tau_dominance_4 0.003528 0.007915 0.013072 Classical correlation matrix: mu_brand_Artemis sig_brand_Artemis gamma_Artemis_reg_user mu_brand_Artemis 1.000000 -0.026587 -0.169218 sig_brand_Artemis -0.026587 1.000000 -0.041152 gamma_Artemis_reg_user -0.169218 -0.041152 1.000000 gamma_Artemis_university -0.212078 -0.013805 0.191965 gamma_Artemis_age_50 -0.236747 0.006152 -0.083736 mu_brand_Novum 0.787317 -0.014923 -0.058860 sig_brand_Novum -0.041932 0.139804 0.040196 gamma_Novum_reg_user -0.055288 -0.037721 0.676783 gamma_Novum_university -0.084590 -0.007080 0.162303 gamma_Novum_age_50 -0.108559 0.020899 -0.091232 b_brand_BestValue 0.353803 0.002932 0.005688 b_brand_Supermarket 0.339142 0.006663 0.011328 b_country_CH -0.171783 0.009630 -0.004905 b_country_DK -0.181577 0.024349 -0.003095 b_country_IND 0.297191 -0.002624 0.002361 b_country_RUS 0.251742 -0.001880 -0.003284 b_country_BRA 0.274923 0.001484 -0.002935 b_char_fast 0.038480 0.012860 0.005111 b_char_double -0.090129 0.012384 0.005838 b_risk 0.039498 -0.001869 -0.008912 b_price -0.279541 -0.018251 -0.002609 gamma_LV_reg_user -0.128080 0.034709 -0.462249 gamma_LV_university -0.138640 0.049124 -0.094251 gamma_LV_age_50 -0.135855 -0.040603 0.051677 lambda 0.089085 -0.036684 0.357359 zeta_quality -0.007821 0.041875 -0.209444 zeta_ingredient 0.014729 -0.064959 0.186624 zeta_patent -0.004944 0.037538 -0.182993 zeta_dominance 8.8032e-04 -0.005364 0.106297 tau_quality_1 -0.168216 0.008927 -0.049783 tau_quality_2 -0.196498 0.015340 -0.085411 tau_quality_3 -0.203390 0.033316 -0.151767 tau_quality_4 -0.162433 0.032828 -0.142233 tau_ingredients_1 0.161524 -0.031460 0.130795 tau_ingredients_2 0.197355 -0.026862 0.136879 tau_ingredients_3 0.186403 -0.001625 0.084661 tau_ingredients_4 0.156449 0.006769 0.055900 tau_patent_1 -0.173139 0.013076 -0.065394 tau_patent_2 -0.206700 0.018362 -0.096574 tau_patent_3 -0.219952 0.031525 -0.149436 tau_patent_4 -0.190951 0.033169 -0.149705 tau_dominance_1 0.125674 -0.016736 0.090300 tau_dominance_2 0.165263 -0.024451 0.114083 tau_dominance_3 0.162294 -0.028918 0.101370 tau_dominance_4 0.131793 -0.026054 0.079120 gamma_Artemis_university gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.212078 -0.236747 0.787317 sig_brand_Artemis -0.013805 0.006152 -0.014923 gamma_Artemis_reg_user 0.191965 -0.083736 -0.058860 gamma_Artemis_university 1.000000 -0.056641 -0.084929 gamma_Artemis_age_50 -0.056641 1.000000 -0.109013 mu_brand_Novum -0.084929 -0.109013 1.000000 sig_brand_Novum 0.031757 -0.017003 0.010154 gamma_Novum_reg_user 0.164224 -0.090889 -0.184511 gamma_Novum_university 0.627507 -0.056989 -0.232483 gamma_Novum_age_50 -0.057708 0.631792 -0.259223 b_brand_BestValue -0.002877 -0.002266 0.339117 b_brand_Supermarket -0.001365 -0.003507 0.345713 b_country_CH 0.003895 -0.004742 -0.192607 b_country_DK -0.006355 0.005178 -0.196011 b_country_IND 0.004838 -0.007449 0.282071 b_country_RUS -0.002225 0.007479 0.236203 b_country_BRA 0.001048 0.001506 0.268984 b_char_fast 0.008111 -0.001056 0.040468 b_char_double 0.005625 -0.006481 -0.067100 b_risk -0.002446 0.001466 0.041484 b_price -0.008186 0.006279 -0.245980 gamma_LV_reg_user -0.095006 0.048962 -0.126586 gamma_LV_university -0.433753 0.028783 -0.136176 gamma_LV_age_50 0.031184 -0.426645 -0.133017 lambda 0.224074 -0.179564 0.084690 zeta_quality -0.112326 0.087638 -0.007219 zeta_ingredient 0.101974 -0.111429 0.014288 zeta_patent -0.096973 0.121681 -0.007694 zeta_dominance 0.122873 -0.030018 0.001445 tau_quality_1 -0.098731 -0.134344 -0.165444 tau_quality_2 -0.124955 -0.145280 -0.193062 tau_quality_3 -0.154524 -0.126594 -0.199488 tau_quality_4 -0.134333 -0.094791 -0.159157 tau_ingredients_1 0.128019 0.090888 0.158537 tau_ingredients_2 0.145581 0.127170 0.193864 tau_ingredients_3 0.119659 0.152945 0.183393 tau_ingredients_4 0.095793 0.143483 0.154023 tau_patent_1 -0.102474 -0.157395 -0.168244 tau_patent_2 -0.131815 -0.167826 -0.201677 tau_patent_3 -0.165492 -0.142318 -0.216166 tau_patent_4 -0.150035 -0.108308 -0.188212 tau_dominance_1 0.102646 0.084181 0.123399 tau_dominance_2 0.122234 0.108763 0.162255 tau_dominance_3 0.084653 0.099342 0.159184 tau_dominance_4 0.056365 0.077529 0.129149 sig_brand_Novum gamma_Novum_reg_user gamma_Novum_university mu_brand_Artemis -0.041932 -0.055288 -0.084590 sig_brand_Artemis 0.139804 -0.037721 -0.007080 gamma_Artemis_reg_user 0.040196 0.676783 0.162303 gamma_Artemis_university 0.031757 0.164224 0.627507 gamma_Artemis_age_50 -0.017003 -0.090889 -0.056989 mu_brand_Novum 0.010154 -0.184511 -0.232483 sig_brand_Novum 1.000000 0.044675 0.032032 gamma_Novum_reg_user 0.044675 1.000000 0.178191 gamma_Novum_university 0.032032 0.178191 1.000000 gamma_Novum_age_50 -0.020342 -0.072245 -0.048113 b_brand_BestValue -0.028521 0.007849 -0.005161 b_brand_Supermarket -0.013066 0.022036 0.002115 b_country_CH -0.034733 0.009190 -6.2197e-04 b_country_DK -0.002860 0.003263 1.0022e-04 b_country_IND -0.006976 -0.003682 0.002505 b_country_RUS -0.007145 -0.012308 -0.005526 b_country_BRA 0.019348 -0.005823 2.9626e-04 b_char_fast -0.042424 0.010691 0.002993 b_char_double -0.075744 0.008537 -0.002151 b_risk 0.022304 -0.008873 -0.002830 b_price 0.085814 -0.018085 -0.003516 gamma_LV_reg_user -0.015475 -0.444183 -0.089420 gamma_LV_university -0.005298 -0.090173 -0.414484 gamma_LV_age_50 0.015470 0.049768 0.028868 lambda 0.043419 0.348973 0.215347 zeta_quality -0.016025 -0.203984 -0.105748 zeta_ingredient 0.025538 0.178891 0.096838 zeta_patent -0.033431 -0.174573 -0.091817 zeta_dominance 0.018207 0.104093 0.117471 tau_quality_1 0.010026 -0.045926 -0.095093 tau_quality_2 0.008146 -0.080582 -0.119980 tau_quality_3 0.002195 -0.145948 -0.147504 tau_quality_4 4.906e-05 -0.137306 -0.128046 tau_ingredients_1 0.002737 0.125424 0.122292 tau_ingredients_2 -0.002357 0.131229 0.139024 tau_ingredients_3 -0.012943 0.081207 0.114272 tau_ingredients_4 -0.015155 0.053695 0.091469 tau_patent_1 0.021661 -0.063484 -0.098203 tau_patent_2 0.016006 -0.093218 -0.126279 tau_patent_3 5.085e-06 -0.143426 -0.158067 tau_patent_4 -0.005125 -0.143436 -0.143142 tau_dominance_1 1.3652e-04 0.086956 0.098102 tau_dominance_2 -0.002108 0.109518 0.116716 tau_dominance_3 -0.009845 0.096261 0.080620 tau_dominance_4 -0.010960 0.074696 0.053574 gamma_Novum_age_50 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis -0.108559 0.353803 0.339142 sig_brand_Artemis 0.020899 0.002932 0.006663 gamma_Artemis_reg_user -0.091232 0.005688 0.011328 gamma_Artemis_university -0.057708 -0.002877 -0.001365 gamma_Artemis_age_50 0.631792 -0.002266 -0.003507 mu_brand_Novum -0.259223 0.339117 0.345713 sig_brand_Novum -0.020342 -0.028521 -0.013066 gamma_Novum_reg_user -0.072245 0.007849 0.022036 gamma_Novum_university -0.048113 -0.005161 0.002115 gamma_Novum_age_50 1.000000 -0.002511 -0.007395 b_brand_BestValue -0.002511 1.000000 0.592073 b_brand_Supermarket -0.007395 0.592073 1.000000 b_country_CH -0.004447 0.074566 0.068660 b_country_DK -0.004795 0.041389 0.058862 b_country_IND -0.006785 -0.041163 -0.064317 b_country_RUS 0.008675 -0.068704 -0.090648 b_country_BRA 0.002668 -0.009849 -0.095169 b_char_fast -0.002039 0.047035 0.107697 b_char_double -0.005555 0.052336 0.085745 b_risk -5.7636e-04 -0.153838 -0.168648 b_price 0.012609 -0.066430 -0.093962 gamma_LV_reg_user 0.047199 -0.001059 -0.001968 gamma_LV_university 0.027618 -5.1689e-04 -9.2865e-04 gamma_LV_age_50 -0.408980 -2.537e-05 3.2610e-04 lambda -0.175182 0.030719 0.047939 zeta_quality 0.083115 1.628e-06 -0.006326 zeta_ingredient -0.106469 0.002749 0.006940 zeta_patent 0.119120 -0.001255 0.002253 zeta_dominance -0.028120 0.001105 -4.5958e-04 tau_quality_1 -0.127773 -2.4832e-04 0.003774 tau_quality_2 -0.138315 -5.0713e-04 0.002779 tau_quality_3 -0.120506 -7.4171e-04 -0.001239 tau_quality_4 -0.090166 -4.6468e-04 -0.002170 tau_ingredients_1 0.086364 0.001061 0.001878 tau_ingredients_2 0.120954 5.0732e-04 7.1722e-04 tau_ingredients_3 0.145577 -0.001268 -0.002897 tau_ingredients_4 0.136647 -0.001584 -0.003863 tau_patent_1 -0.151930 6.1065e-04 -0.002265 tau_patent_2 -0.161372 2.8693e-04 -0.001694 tau_patent_3 -0.135461 -7.3547e-04 -5.8249e-04 tau_patent_4 -0.102321 -8.9131e-04 -1.5396e-04 tau_dominance_1 0.080259 4.9511e-04 3.1428e-04 tau_dominance_2 0.103609 4.9923e-04 6.7350e-04 tau_dominance_3 0.094396 -3.0257e-04 9.6157e-04 tau_dominance_4 0.073580 -4.5609e-04 8.9680e-04 b_country_CH b_country_DK b_country_IND mu_brand_Artemis -0.171783 -0.181577 0.297191 sig_brand_Artemis 0.009630 0.024349 -0.002624 gamma_Artemis_reg_user -0.004905 -0.003095 0.002361 gamma_Artemis_university 0.003895 -0.006355 0.004838 gamma_Artemis_age_50 -0.004742 0.005178 -0.007449 mu_brand_Novum -0.192607 -0.196011 0.282071 sig_brand_Novum -0.034733 -0.002860 -0.006976 gamma_Novum_reg_user 0.009190 0.003263 -0.003682 gamma_Novum_university -6.2197e-04 1.0022e-04 0.002505 gamma_Novum_age_50 -0.004447 -0.004795 -0.006785 b_brand_BestValue 0.074566 0.041389 -0.041163 b_brand_Supermarket 0.068660 0.058862 -0.064317 b_country_CH 1.000000 0.493078 0.006756 b_country_DK 0.493078 1.000000 0.042227 b_country_IND 0.006756 0.042227 1.000000 b_country_RUS -0.032340 0.005086 0.442598 b_country_BRA -0.035486 -0.001002 0.465634 b_char_fast 0.079022 0.036877 -0.056055 b_char_double 0.091113 0.022719 -0.027224 b_risk -0.065675 -0.027515 0.052036 b_price -0.125321 -0.049077 0.023428 gamma_LV_reg_user -6.7361e-04 -3.4244e-04 0.001153 gamma_LV_university -1.5698e-04 6.0875e-04 5.1589e-04 gamma_LV_age_50 7.706e-05 1.5389e-04 -8.2682e-04 lambda 0.036399 0.010764 0.003622 zeta_quality 2.4973e-04 -0.001878 0.003978 zeta_ingredient 0.002267 -0.002071 0.002814 zeta_patent -0.001731 -0.002422 0.005603 zeta_dominance 5.2080e-04 0.001252 -7.4271e-04 tau_quality_1 -4.4853e-04 0.001705 -0.002471 tau_quality_2 -6.0886e-04 0.001466 -0.001867 tau_quality_3 -4.3293e-04 1.2123e-04 3.0023e-04 tau_quality_4 -1.6864e-04 -2.4837e-04 8.8821e-04 tau_ingredients_1 8.4195e-04 -7.2580e-04 7.9798e-04 tau_ingredients_2 3.6558e-04 -5.5681e-04 1.1555e-04 tau_ingredients_3 -9.3227e-04 4.2239e-04 -0.001456 tau_ingredients_4 -0.001166 8.3880e-04 -0.001935 tau_patent_1 6.6464e-04 0.002201 -0.003508 tau_patent_2 2.8407e-04 0.001698 -0.002479 tau_patent_3 -5.7552e-04 5.700e-05 6.3488e-04 tau_patent_4 -8.2286e-04 -4.4015e-04 0.001446 tau_dominance_1 3.4238e-04 2.582e-05 1.3605e-04 tau_dominance_2 4.2380e-04 -1.2996e-04 1.3887e-04 tau_dominance_3 1.387e-06 -0.001050 1.0367e-04 tau_dominance_4 -1.6943e-04 -0.001217 3.1517e-04 b_country_RUS b_country_BRA b_char_fast mu_brand_Artemis 0.251742 0.274923 0.038480 sig_brand_Artemis -0.001880 0.001484 0.012860 gamma_Artemis_reg_user -0.003284 -0.002935 0.005111 gamma_Artemis_university -0.002225 0.001048 0.008111 gamma_Artemis_age_50 0.007479 0.001506 -0.001056 mu_brand_Novum 0.236203 0.268984 0.040468 sig_brand_Novum -0.007145 0.019348 -0.042424 gamma_Novum_reg_user -0.012308 -0.005823 0.010691 gamma_Novum_university -0.005526 2.9626e-04 0.002993 gamma_Novum_age_50 0.008675 0.002668 -0.002039 b_brand_BestValue -0.068704 -0.009849 0.047035 b_brand_Supermarket -0.090648 -0.095169 0.107697 b_country_CH -0.032340 -0.035486 0.079022 b_country_DK 0.005086 -0.001002 0.036877 b_country_IND 0.442598 0.465634 -0.056055 b_country_RUS 1.000000 0.424128 -0.063289 b_country_BRA 0.424128 1.000000 -0.070699 b_char_fast -0.063289 -0.070699 1.000000 b_char_double -0.033167 -0.053500 0.455182 b_risk 0.060018 0.032415 -0.083175 b_price 0.044636 0.068317 -0.144761 gamma_LV_reg_user 0.002484 0.001631 -0.003533 gamma_LV_university 0.001448 4.5206e-04 -0.001001 gamma_LV_age_50 -8.5742e-04 2.1923e-04 0.001545 lambda -0.044931 -0.023550 0.061458 zeta_quality 0.004623 0.005565 -0.004319 zeta_ingredient -0.004280 -3.6965e-04 0.007912 zeta_patent 0.001994 -0.001985 -0.008182 zeta_dominance -0.003130 -0.003807 1.7547e-04 tau_quality_1 -0.001942 -0.003009 0.001430 tau_quality_2 -0.001198 -0.002418 4.5361e-04 tau_quality_3 0.001314 0.001072 -0.001900 tau_quality_4 0.001797 0.002067 -0.001926 tau_ingredients_1 -0.001541 -3.0070e-04 0.002300 tau_ingredients_2 -8.6991e-04 -2.0672e-04 8.2717e-04 tau_ingredients_3 0.001148 -4.2005e-04 -0.003035 tau_ingredients_4 0.001640 -5.6282e-04 -0.003944 tau_patent_1 8.112e-05 0.002508 0.004345 tau_patent_2 4.3420e-04 0.002046 0.003056 tau_patent_3 0.001216 4.9899e-04 -0.001400 tau_patent_4 0.001367 -3.399e-05 -0.002894 tau_dominance_1 -0.001010 -9.4354e-04 5.3599e-04 tau_dominance_2 -8.9511e-04 -5.4345e-04 7.6806e-04 tau_dominance_3 4.0965e-04 0.001076 6.5761e-04 tau_dominance_4 8.0339e-04 0.001395 6.7636e-04 b_char_double b_risk b_price mu_brand_Artemis -0.090129 0.039498 -0.279541 sig_brand_Artemis 0.012384 -0.001869 -0.018251 gamma_Artemis_reg_user 0.005838 -0.008912 -0.002609 gamma_Artemis_university 0.005625 -0.002446 -0.008186 gamma_Artemis_age_50 -0.006481 0.001466 0.006279 mu_brand_Novum -0.067100 0.041484 -0.245980 sig_brand_Novum -0.075744 0.022304 0.085814 gamma_Novum_reg_user 0.008537 -0.008873 -0.018085 gamma_Novum_university -0.002151 -0.002830 -0.003516 gamma_Novum_age_50 -0.005555 -5.7636e-04 0.012609 b_brand_BestValue 0.052336 -0.153838 -0.066430 b_brand_Supermarket 0.085745 -0.168648 -0.093962 b_country_CH 0.091113 -0.065675 -0.125321 b_country_DK 0.022719 -0.027515 -0.049077 b_country_IND -0.027224 0.052036 0.023428 b_country_RUS -0.033167 0.060018 0.044636 b_country_BRA -0.053500 0.032415 0.068317 b_char_fast 0.455182 -0.083175 -0.144761 b_char_double 1.000000 -0.052986 -0.176348 b_risk -0.052986 1.000000 0.120708 b_price -0.176348 0.120708 1.000000 gamma_LV_reg_user -0.002605 0.004360 1.1385e-04 gamma_LV_university -5.3879e-04 0.001932 -6.3279e-04 gamma_LV_age_50 3.8029e-04 -0.002070 0.001296 lambda 0.061823 -0.050643 -0.065070 zeta_quality -0.003043 0.010351 -7.1865e-04 zeta_ingredient 0.005367 -0.005897 -0.003679 zeta_patent -0.004774 0.006931 -5.3167e-04 zeta_dominance 0.002372 -0.002359 5.3865e-04 tau_quality_1 9.5779e-04 -0.004779 5.5379e-04 tau_quality_2 4.6277e-04 -0.003015 6.5242e-04 tau_quality_3 -0.001145 0.002537 3.0467e-04 tau_quality_4 -0.001334 0.003649 -6.905e-05 tau_ingredients_1 0.001666 -0.001974 -8.5570e-04 tau_ingredients_2 5.2815e-04 -0.001079 -1.3187e-04 tau_ingredients_3 -0.002131 0.001401 0.002083 tau_ingredients_4 -0.002639 0.002036 0.002612 tau_patent_1 0.002312 -0.002740 2.9281e-04 tau_patent_2 0.001571 -0.001596 4.3145e-04 tau_patent_3 -0.001001 0.001859 2.8436e-04 tau_patent_4 -0.001871 0.002838 6.621e-05 tau_dominance_1 7.9983e-04 -9.9735e-04 -8.221e-05 tau_dominance_2 7.6340e-04 -0.001057 -3.4092e-04 tau_dominance_3 -3.1183e-04 -2.6174e-04 -4.1483e-04 tau_dominance_4 -5.9180e-04 3.453e-05 -3.0404e-04 gamma_LV_reg_user gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.128080 -0.138640 -0.135855 sig_brand_Artemis 0.034709 0.049124 -0.040603 gamma_Artemis_reg_user -0.462249 -0.094251 0.051677 gamma_Artemis_university -0.095006 -0.433753 0.031184 gamma_Artemis_age_50 0.048962 0.028783 -0.426645 mu_brand_Novum -0.126586 -0.136176 -0.133017 sig_brand_Novum -0.015475 -0.005298 0.015470 gamma_Novum_reg_user -0.444183 -0.090173 0.049768 gamma_Novum_university -0.089420 -0.414484 0.028868 gamma_Novum_age_50 0.047199 0.027618 -0.408980 b_brand_BestValue -0.001059 -5.1689e-04 -2.537e-05 b_brand_Supermarket -0.001968 -9.2865e-04 3.2610e-04 b_country_CH -6.7361e-04 -1.5698e-04 7.706e-05 b_country_DK -3.4244e-04 6.0875e-04 1.5389e-04 b_country_IND 0.001153 5.1589e-04 -8.2682e-04 b_country_RUS 0.002484 0.001448 -8.5742e-04 b_country_BRA 0.001631 4.5206e-04 2.1923e-04 b_char_fast -0.003533 -0.001001 0.001545 b_char_double -0.002605 -5.3879e-04 3.8029e-04 b_risk 0.004360 0.001932 -0.002070 b_price 1.1385e-04 -6.3279e-04 0.001296 gamma_LV_reg_user 1.000000 0.147934 -0.042936 gamma_LV_university 0.147934 1.000000 -0.033831 gamma_LV_age_50 -0.042936 -0.033831 1.000000 lambda 0.024978 0.016949 -0.006136 zeta_quality 0.278981 0.148425 -0.114232 zeta_ingredient -0.241024 -0.134867 0.142944 zeta_patent 0.236965 0.122244 -0.158702 zeta_dominance -0.157076 -0.171666 0.051388 tau_quality_1 0.202194 0.270864 0.302141 tau_quality_2 0.260220 0.321224 0.341001 tau_quality_3 0.330043 0.350245 0.330064 tau_quality_4 0.286036 0.290297 0.258400 tau_ingredients_1 -0.270773 -0.281971 -0.251024 tau_ingredients_2 -0.311523 -0.337023 -0.324667 tau_ingredients_3 -0.261911 -0.311534 -0.343828 tau_ingredients_4 -0.210589 -0.262054 -0.306723 tau_patent_1 0.233120 0.285134 0.333239 tau_patent_2 0.288292 0.342765 0.376270 tau_patent_3 0.341252 0.377775 0.363349 tau_patent_4 0.313726 0.330052 0.299690 tau_dominance_1 -0.201772 -0.227293 -0.211392 tau_dominance_2 -0.260589 -0.282784 -0.274501 tau_dominance_3 -0.248508 -0.235792 -0.258047 tau_dominance_4 -0.200840 -0.177230 -0.205064 lambda zeta_quality zeta_ingredient mu_brand_Artemis 0.089085 -0.007821 0.014729 sig_brand_Artemis -0.036684 0.041875 -0.064959 gamma_Artemis_reg_user 0.357359 -0.209444 0.186624 gamma_Artemis_university 0.224074 -0.112326 0.101974 gamma_Artemis_age_50 -0.179564 0.087638 -0.111429 mu_brand_Novum 0.084690 -0.007219 0.014288 sig_brand_Novum 0.043419 -0.016025 0.025538 gamma_Novum_reg_user 0.348973 -0.203984 0.178891 gamma_Novum_university 0.215347 -0.105748 0.096838 gamma_Novum_age_50 -0.175182 0.083115 -0.106469 b_brand_BestValue 0.030719 1.628e-06 0.002749 b_brand_Supermarket 0.047939 -0.006326 0.006940 b_country_CH 0.036399 2.4973e-04 0.002267 b_country_DK 0.010764 -0.001878 -0.002071 b_country_IND 0.003622 0.003978 0.002814 b_country_RUS -0.044931 0.004623 -0.004280 b_country_BRA -0.023550 0.005565 -3.6965e-04 b_char_fast 0.061458 -0.004319 0.007912 b_char_double 0.061823 -0.003043 0.005367 b_risk -0.050643 0.010351 -0.005897 b_price -0.065070 -7.1865e-04 -0.003679 gamma_LV_reg_user 0.024978 0.278981 -0.241024 gamma_LV_university 0.016949 0.148425 -0.134867 gamma_LV_age_50 -0.006136 -0.114232 0.142944 lambda 1.000000 0.010985 0.003452 zeta_quality 0.010985 1.000000 -0.150931 zeta_ingredient 0.003452 -0.150931 1.000000 zeta_patent 2.0933e-04 0.104439 -0.129351 zeta_dominance -0.043874 -0.088984 0.101881 tau_quality_1 0.030887 -0.462287 -0.015933 tau_quality_2 0.015109 -0.350949 -0.028011 tau_quality_3 -0.024579 0.132115 -0.049345 tau_quality_4 -0.028319 0.253246 -0.045579 tau_ingredients_1 0.025893 -0.060836 0.192945 tau_ingredients_2 0.014980 -0.064270 0.055081 tau_ingredients_3 -0.027384 -0.045376 -0.352134 tau_ingredients_4 -0.040094 -0.034376 -0.457238 tau_patent_1 0.043948 0.071129 -0.033540 tau_patent_2 0.025643 0.076462 -0.038757 tau_patent_3 -0.022204 0.068879 -0.041652 tau_patent_4 -0.034509 0.055039 -0.039068 tau_dominance_1 0.010837 -0.039946 0.027825 tau_dominance_2 0.012546 -0.054314 0.037062 tau_dominance_3 0.001009 -0.063065 0.034314 tau_dominance_4 -0.004622 -0.054661 0.027274 zeta_patent zeta_dominance tau_quality_1 mu_brand_Artemis -0.004944 8.8032e-04 -0.168216 sig_brand_Artemis 0.037538 -0.005364 0.008927 gamma_Artemis_reg_user -0.182993 0.106297 -0.049783 gamma_Artemis_university -0.096973 0.122873 -0.098731 gamma_Artemis_age_50 0.121681 -0.030018 -0.134344 mu_brand_Novum -0.007694 0.001445 -0.165444 sig_brand_Novum -0.033431 0.018207 0.010026 gamma_Novum_reg_user -0.174573 0.104093 -0.045926 gamma_Novum_university -0.091817 0.117471 -0.095093 gamma_Novum_age_50 0.119120 -0.028120 -0.127773 b_brand_BestValue -0.001255 0.001105 -2.4832e-04 b_brand_Supermarket 0.002253 -4.5958e-04 0.003774 b_country_CH -0.001731 5.2080e-04 -4.4853e-04 b_country_DK -0.002422 0.001252 0.001705 b_country_IND 0.005603 -7.4271e-04 -0.002471 b_country_RUS 0.001994 -0.003130 -0.001942 b_country_BRA -0.001985 -0.003807 -0.003009 b_char_fast -0.008182 1.7547e-04 0.001430 b_char_double -0.004774 0.002372 9.5779e-04 b_risk 0.006931 -0.002359 -0.004779 b_price -5.3167e-04 5.3865e-04 5.5379e-04 gamma_LV_reg_user 0.236965 -0.157076 0.202194 gamma_LV_university 0.122244 -0.171666 0.270864 gamma_LV_age_50 -0.158702 0.051388 0.302141 lambda 2.0933e-04 -0.043874 0.030887 zeta_quality 0.104439 -0.088984 -0.462287 zeta_ingredient -0.129351 0.101881 -0.015933 zeta_patent 1.000000 -0.057781 0.038468 zeta_dominance -0.057781 1.000000 -0.058053 tau_quality_1 0.038468 -0.058053 1.000000 tau_quality_2 0.043872 -0.066669 0.823497 tau_quality_3 0.033509 -0.065269 0.388949 tau_quality_4 0.021304 -0.051509 0.212256 tau_ingredients_1 -0.026302 0.054496 -0.258562 tau_ingredients_2 -0.026559 0.065010 -0.317964 tau_ingredients_3 -0.019845 0.054739 -0.307119 tau_ingredients_4 -0.015987 0.044713 -0.262259 tau_patent_1 -0.505330 -0.077179 0.263737 tau_patent_2 -0.376941 -0.080037 0.319413 tau_patent_3 0.075398 -0.065332 0.355336 tau_patent_4 0.224694 -0.048974 0.314741 tau_dominance_1 -0.011679 0.128654 -0.209888 tau_dominance_2 -0.024600 0.033140 -0.266862 tau_dominance_3 -0.046253 -0.377985 -0.236160 tau_dominance_4 -0.043889 -0.441521 -0.183156 tau_quality_2 tau_quality_3 tau_quality_4 mu_brand_Artemis -0.196498 -0.203390 -0.162433 sig_brand_Artemis 0.015340 0.033316 0.032828 gamma_Artemis_reg_user -0.085411 -0.151767 -0.142233 gamma_Artemis_university -0.124955 -0.154524 -0.134333 gamma_Artemis_age_50 -0.145280 -0.126594 -0.094791 mu_brand_Novum -0.193062 -0.199488 -0.159157 sig_brand_Novum 0.008146 0.002195 4.906e-05 gamma_Novum_reg_user -0.080582 -0.145948 -0.137306 gamma_Novum_university -0.119980 -0.147504 -0.128046 gamma_Novum_age_50 -0.138315 -0.120506 -0.090166 b_brand_BestValue -5.0713e-04 -7.4171e-04 -4.6468e-04 b_brand_Supermarket 0.002779 -0.001239 -0.002170 b_country_CH -6.0886e-04 -4.3293e-04 -1.6864e-04 b_country_DK 0.001466 1.2123e-04 -2.4837e-04 b_country_IND -0.001867 3.0023e-04 8.8821e-04 b_country_RUS -0.001198 0.001314 0.001797 b_country_BRA -0.002418 0.001072 0.002067 b_char_fast 4.5361e-04 -0.001900 -0.001926 b_char_double 4.6277e-04 -0.001145 -0.001334 b_risk -0.003015 0.002537 0.003649 b_price 6.5242e-04 3.0467e-04 -6.905e-05 gamma_LV_reg_user 0.260220 0.330043 0.286036 gamma_LV_university 0.321224 0.350245 0.290297 gamma_LV_age_50 0.341001 0.330064 0.258400 lambda 0.015109 -0.024579 -0.028319 zeta_quality -0.350949 0.132115 0.253246 zeta_ingredient -0.028011 -0.049345 -0.045579 zeta_patent 0.043872 0.033509 0.021304 zeta_dominance -0.066669 -0.065269 -0.051509 tau_quality_1 0.823497 0.388949 0.212256 tau_quality_2 1.000000 0.516811 0.318715 tau_quality_3 0.516811 1.000000 0.703303 tau_quality_4 0.318715 0.703303 1.000000 tau_ingredients_1 -0.304521 -0.326211 -0.266900 tau_ingredients_2 -0.373754 -0.397687 -0.324155 tau_ingredients_3 -0.359384 -0.379016 -0.308408 tau_ingredients_4 -0.306389 -0.323196 -0.263524 tau_patent_1 0.315103 0.353620 0.295768 tau_patent_2 0.379650 0.417055 0.345034 tau_patent_3 0.417693 0.443564 0.360612 tau_patent_4 0.367743 0.384623 0.310689 tau_dominance_1 -0.245740 -0.259836 -0.211617 tau_dominance_2 -0.313861 -0.334657 -0.273088 tau_dominance_3 -0.281982 -0.311004 -0.256982 tau_dominance_4 -0.220016 -0.246842 -0.205480 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.161524 0.197355 0.186403 sig_brand_Artemis -0.031460 -0.026862 -0.001625 gamma_Artemis_reg_user 0.130795 0.136879 0.084661 gamma_Artemis_university 0.128019 0.145581 0.119659 gamma_Artemis_age_50 0.090888 0.127170 0.152945 mu_brand_Novum 0.158537 0.193864 0.183393 sig_brand_Novum 0.002737 -0.002357 -0.012943 gamma_Novum_reg_user 0.125424 0.131229 0.081207 gamma_Novum_university 0.122292 0.139024 0.114272 gamma_Novum_age_50 0.086364 0.120954 0.145577 b_brand_BestValue 0.001061 5.0732e-04 -0.001268 b_brand_Supermarket 0.001878 7.1722e-04 -0.002897 b_country_CH 8.4195e-04 3.6558e-04 -9.3227e-04 b_country_DK -7.2580e-04 -5.5681e-04 4.2239e-04 b_country_IND 7.9798e-04 1.1555e-04 -0.001456 b_country_RUS -0.001541 -8.6991e-04 0.001148 b_country_BRA -3.0070e-04 -2.0672e-04 -4.2005e-04 b_char_fast 0.002300 8.2717e-04 -0.003035 b_char_double 0.001666 5.2815e-04 -0.002131 b_risk -0.001974 -0.001079 0.001401 b_price -8.5570e-04 -1.3187e-04 0.002083 gamma_LV_reg_user -0.270773 -0.311523 -0.261911 gamma_LV_university -0.281971 -0.337023 -0.311534 gamma_LV_age_50 -0.251024 -0.324667 -0.343828 lambda 0.025893 0.014980 -0.027384 zeta_quality -0.060836 -0.064270 -0.045376 zeta_ingredient 0.192945 0.055081 -0.352134 zeta_patent -0.026302 -0.026559 -0.019845 zeta_dominance 0.054496 0.065010 0.054739 tau_quality_1 -0.258562 -0.317964 -0.307119 tau_quality_2 -0.304521 -0.373754 -0.359384 tau_quality_3 -0.326211 -0.397687 -0.379016 tau_quality_4 -0.266900 -0.324155 -0.308408 tau_ingredients_1 1.000000 0.695837 0.352563 tau_ingredients_2 0.695837 1.000000 0.559537 tau_ingredients_3 0.352563 0.559537 1.000000 tau_ingredients_4 0.243697 0.425626 0.805024 tau_patent_1 -0.282842 -0.344347 -0.324760 tau_patent_2 -0.331546 -0.405074 -0.385165 tau_patent_3 -0.349394 -0.428327 -0.412118 tau_patent_4 -0.302892 -0.370742 -0.357562 tau_dominance_1 0.206063 0.251601 0.240924 tau_dominance_2 0.265111 0.323056 0.308423 tau_dominance_3 0.245996 0.298320 0.284026 tau_dominance_4 0.195450 0.236182 0.224326 tau_ingredients_4 tau_patent_1 tau_patent_2 mu_brand_Artemis 0.156449 -0.173139 -0.206700 sig_brand_Artemis 0.006769 0.013076 0.018362 gamma_Artemis_reg_user 0.055900 -0.065394 -0.096574 gamma_Artemis_university 0.095793 -0.102474 -0.131815 gamma_Artemis_age_50 0.143483 -0.157395 -0.167826 mu_brand_Novum 0.154023 -0.168244 -0.201677 sig_brand_Novum -0.015155 0.021661 0.016006 gamma_Novum_reg_user 0.053695 -0.063484 -0.093218 gamma_Novum_university 0.091469 -0.098203 -0.126279 gamma_Novum_age_50 0.136647 -0.151930 -0.161372 b_brand_BestValue -0.001584 6.1065e-04 2.8693e-04 b_brand_Supermarket -0.003863 -0.002265 -0.001694 b_country_CH -0.001166 6.6464e-04 2.8407e-04 b_country_DK 8.3880e-04 0.002201 0.001698 b_country_IND -0.001935 -0.003508 -0.002479 b_country_RUS 0.001640 8.112e-05 4.3420e-04 b_country_BRA -5.6282e-04 0.002508 0.002046 b_char_fast -0.003944 0.004345 0.003056 b_char_double -0.002639 0.002312 0.001571 b_risk 0.002036 -0.002740 -0.001596 b_price 0.002612 2.9281e-04 4.3145e-04 gamma_LV_reg_user -0.210589 0.233120 0.288292 gamma_LV_university -0.262054 0.285134 0.342765 gamma_LV_age_50 -0.306723 0.333239 0.376270 lambda -0.040094 0.043948 0.025643 zeta_quality -0.034376 0.071129 0.076462 zeta_ingredient -0.457238 -0.033540 -0.038757 zeta_patent -0.015987 -0.505330 -0.376941 zeta_dominance 0.044713 -0.077179 -0.080037 tau_quality_1 -0.262259 0.263737 0.319413 tau_quality_2 -0.306389 0.315103 0.379650 tau_quality_3 -0.323196 0.353620 0.417055 tau_quality_4 -0.263524 0.295768 0.345034 tau_ingredients_1 0.243697 -0.282842 -0.331546 tau_ingredients_2 0.425626 -0.344347 -0.405074 tau_ingredients_3 0.805024 -0.324760 -0.385165 tau_ingredients_4 1.000000 -0.274498 -0.326766 tau_patent_1 -0.274498 1.000000 0.819946 tau_patent_2 -0.326766 0.819946 1.000000 tau_patent_3 -0.352760 0.439746 0.584997 tau_patent_4 -0.307008 0.268492 0.400397 tau_dominance_1 0.206093 -0.229054 -0.267412 tau_dominance_2 0.263179 -0.287588 -0.339088 tau_dominance_3 0.241561 -0.249873 -0.302186 tau_dominance_4 0.190580 -0.192909 -0.235533 tau_patent_3 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.219952 -0.190951 0.125674 sig_brand_Artemis 0.031525 0.033169 -0.016736 gamma_Artemis_reg_user -0.149436 -0.149705 0.090300 gamma_Artemis_university -0.165492 -0.150035 0.102646 gamma_Artemis_age_50 -0.142318 -0.108308 0.084181 mu_brand_Novum -0.216166 -0.188212 0.123399 sig_brand_Novum 5.085e-06 -0.005125 1.3652e-04 gamma_Novum_reg_user -0.143426 -0.143436 0.086956 gamma_Novum_university -0.158067 -0.143142 0.098102 gamma_Novum_age_50 -0.135461 -0.102321 0.080259 b_brand_BestValue -7.3547e-04 -8.9131e-04 4.9511e-04 b_brand_Supermarket -5.8249e-04 -1.5396e-04 3.1428e-04 b_country_CH -5.7552e-04 -8.2286e-04 3.4238e-04 b_country_DK 5.700e-05 -4.4015e-04 2.582e-05 b_country_IND 6.3488e-04 0.001446 1.3605e-04 b_country_RUS 0.001216 0.001367 -0.001010 b_country_BRA 4.9899e-04 -3.399e-05 -9.4354e-04 b_char_fast -0.001400 -0.002894 5.3599e-04 b_char_double -0.001001 -0.001871 7.9983e-04 b_risk 0.001859 0.002838 -9.9735e-04 b_price 2.8436e-04 6.621e-05 -8.221e-05 gamma_LV_reg_user 0.341252 0.313726 -0.201772 gamma_LV_university 0.377775 0.330052 -0.227293 gamma_LV_age_50 0.363349 0.299690 -0.211392 lambda -0.022204 -0.034509 0.010837 zeta_quality 0.068879 0.055039 -0.039946 zeta_ingredient -0.041652 -0.039068 0.027825 zeta_patent 0.075398 0.224694 -0.011679 zeta_dominance -0.065332 -0.048974 0.128654 tau_quality_1 0.355336 0.314741 -0.209888 tau_quality_2 0.417693 0.367743 -0.245740 tau_quality_3 0.443564 0.384623 -0.259836 tau_quality_4 0.360612 0.310689 -0.211617 tau_ingredients_1 -0.349394 -0.302892 0.206063 tau_ingredients_2 -0.428327 -0.370742 0.251601 tau_ingredients_3 -0.412118 -0.357562 0.240924 tau_ingredients_4 -0.352760 -0.307008 0.206093 tau_patent_1 0.439746 0.268492 -0.229054 tau_patent_2 0.584997 0.400397 -0.267412 tau_patent_3 1.000000 0.766583 -0.279525 tau_patent_4 0.766583 1.000000 -0.240788 tau_dominance_1 -0.279525 -0.240788 1.000000 tau_dominance_2 -0.360534 -0.312725 0.653566 tau_dominance_3 -0.335779 -0.297069 0.279493 tau_dominance_4 -0.266578 -0.237985 0.183051 tau_dominance_2 tau_dominance_3 tau_dominance_4 mu_brand_Artemis 0.165263 0.162294 0.131793 sig_brand_Artemis -0.024451 -0.028918 -0.026054 gamma_Artemis_reg_user 0.114083 0.101370 0.079120 gamma_Artemis_university 0.122234 0.084653 0.056365 gamma_Artemis_age_50 0.108763 0.099342 0.077529 mu_brand_Novum 0.162255 0.159184 0.129149 sig_brand_Novum -0.002108 -0.009845 -0.010960 gamma_Novum_reg_user 0.109518 0.096261 0.074696 gamma_Novum_university 0.116716 0.080620 0.053574 gamma_Novum_age_50 0.103609 0.094396 0.073580 b_brand_BestValue 4.9923e-04 -3.0257e-04 -4.5609e-04 b_brand_Supermarket 6.7350e-04 9.6157e-04 8.9680e-04 b_country_CH 4.2380e-04 1.387e-06 -1.6943e-04 b_country_DK -1.2996e-04 -0.001050 -0.001217 b_country_IND 1.3887e-04 1.0367e-04 3.1517e-04 b_country_RUS -8.9511e-04 4.0965e-04 8.0339e-04 b_country_BRA -5.4345e-04 0.001076 0.001395 b_char_fast 7.6806e-04 6.5761e-04 6.7636e-04 b_char_double 7.6340e-04 -3.1183e-04 -5.9180e-04 b_risk -0.001057 -2.6174e-04 3.453e-05 b_price -3.4092e-04 -4.1483e-04 -3.0404e-04 gamma_LV_reg_user -0.260589 -0.248508 -0.200840 gamma_LV_university -0.282784 -0.235792 -0.177230 gamma_LV_age_50 -0.274501 -0.258047 -0.205064 lambda 0.012546 0.001009 -0.004622 zeta_quality -0.054314 -0.063065 -0.054661 zeta_ingredient 0.037062 0.034314 0.027274 zeta_patent -0.024600 -0.046253 -0.043889 zeta_dominance 0.033140 -0.377985 -0.441521 tau_quality_1 -0.266862 -0.236160 -0.183156 tau_quality_2 -0.313861 -0.281982 -0.220016 tau_quality_3 -0.334657 -0.311004 -0.246842 tau_quality_4 -0.273088 -0.256982 -0.205480 tau_ingredients_1 0.265111 0.245996 0.195450 tau_ingredients_2 0.323056 0.298320 0.236182 tau_ingredients_3 0.308423 0.284026 0.224326 tau_ingredients_4 0.263179 0.241561 0.190580 tau_patent_1 -0.287588 -0.249873 -0.192909 tau_patent_2 -0.339088 -0.302186 -0.235533 tau_patent_3 -0.360534 -0.335779 -0.266578 tau_patent_4 -0.312725 -0.297069 -0.237985 tau_dominance_1 0.653566 0.279493 0.183051 tau_dominance_2 1.000000 0.466655 0.331578 tau_dominance_3 0.466655 1.000000 0.748320 tau_dominance_4 0.331578 0.748320 1.000000 Robust correlation matrix: mu_brand_Artemis sig_brand_Artemis gamma_Artemis_reg_user mu_brand_Artemis 1.000000 -0.001001 -0.183065 sig_brand_Artemis -0.001001 1.000000 -0.032771 gamma_Artemis_reg_user -0.183065 -0.032771 1.000000 gamma_Artemis_university -0.254932 -0.086408 0.155399 gamma_Artemis_age_50 -0.175255 -0.010035 -0.140529 mu_brand_Novum 0.808254 -0.015035 -0.090286 sig_brand_Novum -0.019292 0.150571 0.054965 gamma_Novum_reg_user -0.085813 -0.045830 0.693591 gamma_Novum_university -0.089203 -0.022797 0.154002 gamma_Novum_age_50 -0.079004 0.059736 -0.134262 b_brand_BestValue 0.363038 -0.013810 -0.027141 b_brand_Supermarket 0.302901 0.050281 0.056157 b_country_CH -0.131202 0.016256 -0.012073 b_country_DK -0.148312 0.053856 -0.046376 b_country_IND 0.313318 -0.009043 -0.037903 b_country_RUS 0.281820 0.017317 -0.014444 b_country_BRA 0.261648 -0.011038 -0.026144 b_char_fast 0.035333 0.013507 0.002735 b_char_double -0.072219 8.3651e-04 0.049653 b_risk 0.042772 0.020713 -0.026911 b_price -0.293708 0.033663 0.052736 gamma_LV_reg_user -0.136254 0.065929 -0.454334 gamma_LV_university -0.123460 0.025038 -0.045398 gamma_LV_age_50 -0.198134 -0.071924 0.065560 lambda 0.035394 -0.032034 0.394858 zeta_quality -0.006680 0.052436 -0.249126 zeta_ingredient -0.064601 -0.113556 0.229107 zeta_patent -0.025370 0.069100 -0.184115 zeta_dominance 0.009021 0.006402 0.051992 tau_quality_1 -0.189427 0.022660 0.004833 tau_quality_2 -0.198209 0.020742 -0.072883 tau_quality_3 -0.237680 0.028501 -0.131643 tau_quality_4 -0.192901 0.018178 -0.148969 tau_ingredients_1 0.170496 0.011515 0.083864 tau_ingredients_2 0.206007 0.031690 0.112236 tau_ingredients_3 0.216123 0.050365 0.074510 tau_ingredients_4 0.200945 0.028767 0.041898 tau_patent_1 -0.149020 0.007062 -0.037941 tau_patent_2 -0.201730 0.007316 -0.088151 tau_patent_3 -0.222203 0.032876 -0.129324 tau_patent_4 -0.204327 0.042209 -0.120515 tau_dominance_1 0.178899 -0.042266 0.075544 tau_dominance_2 0.212270 -0.024244 0.084415 tau_dominance_3 0.243722 -0.027400 0.083897 tau_dominance_4 0.158289 -0.047278 0.104362 gamma_Artemis_university gamma_Artemis_age_50 mu_brand_Novum mu_brand_Artemis -0.254932 -0.175255 0.808254 sig_brand_Artemis -0.086408 -0.010035 -0.015035 gamma_Artemis_reg_user 0.155399 -0.140529 -0.090286 gamma_Artemis_university 1.000000 -0.072660 -0.144278 gamma_Artemis_age_50 -0.072660 1.000000 -0.084149 mu_brand_Novum -0.144278 -0.084149 1.000000 sig_brand_Novum 0.024416 -0.031714 0.019361 gamma_Novum_reg_user 0.131331 -0.117546 -0.178732 gamma_Novum_university 0.635121 -0.073075 -0.229087 gamma_Novum_age_50 -0.071501 0.634342 -0.227984 b_brand_BestValue -0.033526 0.036772 0.349222 b_brand_Supermarket 0.007792 -0.025767 0.319564 b_country_CH 0.062532 -0.048149 -0.158311 b_country_DK 0.044164 -0.001643 -0.140613 b_country_IND -0.025135 0.007024 0.305543 b_country_RUS -0.042330 0.030365 0.270141 b_country_BRA -0.007315 0.032375 0.257417 b_char_fast 0.029557 -0.042755 0.026010 b_char_double 0.016253 -0.046041 -0.058081 b_risk -0.022733 0.004867 0.064030 b_price 0.017220 0.006225 -0.232086 gamma_LV_reg_user -0.044614 0.039404 -0.129196 gamma_LV_university -0.414080 0.020680 -0.115491 gamma_LV_age_50 0.037745 -0.435942 -0.184028 lambda 0.225336 -0.182174 0.024364 zeta_quality -0.097904 0.098643 -0.010718 zeta_ingredient 0.053553 -0.118724 -0.066611 zeta_patent -0.059106 0.137584 -0.025104 zeta_dominance 0.155512 0.010967 -0.003900 tau_quality_1 -0.123846 -0.146888 -0.173981 tau_quality_2 -0.121193 -0.157934 -0.189406 tau_quality_3 -0.131691 -0.128391 -0.214997 tau_quality_4 -0.056920 -0.100724 -0.164964 tau_ingredients_1 0.103877 0.109052 0.162449 tau_ingredients_2 0.119035 0.149335 0.161195 tau_ingredients_3 0.130175 0.162332 0.202710 tau_ingredients_4 0.136979 0.145687 0.184672 tau_patent_1 -0.095495 -0.155612 -0.144903 tau_patent_2 -0.122694 -0.176705 -0.194465 tau_patent_3 -0.180761 -0.132546 -0.234643 tau_patent_4 -0.184357 -0.108922 -0.210745 tau_dominance_1 0.081701 0.083097 0.152937 tau_dominance_2 0.103820 0.078112 0.185944 tau_dominance_3 0.054873 0.029986 0.226947 tau_dominance_4 0.041204 0.034076 0.159474 sig_brand_Novum gamma_Novum_reg_user gamma_Novum_university mu_brand_Artemis -0.019292 -0.085813 -0.089203 sig_brand_Artemis 0.150571 -0.045830 -0.022797 gamma_Artemis_reg_user 0.054965 0.693591 0.154002 gamma_Artemis_university 0.024416 0.131331 0.635121 gamma_Artemis_age_50 -0.031714 -0.117546 -0.073075 mu_brand_Novum 0.019361 -0.178732 -0.229087 sig_brand_Novum 1.000000 0.007409 0.110049 gamma_Novum_reg_user 0.007409 1.000000 0.122561 gamma_Novum_university 0.110049 0.122561 1.000000 gamma_Novum_age_50 -0.048641 -0.163055 -0.055822 b_brand_BestValue -0.013863 -0.045630 0.007998 b_brand_Supermarket 0.041839 0.050145 0.001462 b_country_CH -0.021138 0.030243 -0.004175 b_country_DK 0.051814 -0.015044 0.001252 b_country_IND 0.001840 -0.021449 -0.016742 b_country_RUS 4.3891e-04 -0.032292 -0.008919 b_country_BRA 0.008394 -0.012142 0.015819 b_char_fast -0.056997 0.037805 -0.007294 b_char_double -0.055128 0.026913 -0.007620 b_risk 0.059988 -0.020429 -0.001106 b_price 0.081596 0.024658 1.5615e-04 gamma_LV_reg_user 0.028179 -0.470267 -0.051538 gamma_LV_university -0.014062 -0.043082 -0.425744 gamma_LV_age_50 -0.006168 0.064847 0.053335 lambda 0.041246 0.350028 0.227982 zeta_quality 0.020717 -0.229094 -0.076336 zeta_ingredient -0.014611 0.227373 0.081953 zeta_patent -0.013862 -0.168442 -0.089783 zeta_dominance -0.014917 0.054759 0.148415 tau_quality_1 0.019635 -0.015237 -0.137272 tau_quality_2 -0.006386 -0.067992 -0.142803 tau_quality_3 0.017686 -0.143262 -0.120275 tau_quality_4 0.014059 -0.160440 -0.064087 tau_ingredients_1 -0.061542 0.095433 0.072336 tau_ingredients_2 -0.013663 0.142702 0.144582 tau_ingredients_3 0.018290 0.073818 0.125696 tau_ingredients_4 -0.002385 0.040891 0.123785 tau_patent_1 0.021353 -0.021620 -0.076818 tau_patent_2 0.005901 -0.074013 -0.107310 tau_patent_3 -0.029088 -0.092390 -0.161468 tau_patent_4 -0.035705 -0.099811 -0.165773 tau_dominance_1 0.019299 0.111767 0.078533 tau_dominance_2 0.006542 0.094975 0.082224 tau_dominance_3 0.004958 0.097411 0.017794 tau_dominance_4 0.004383 0.113025 0.031430 gamma_Novum_age_50 b_brand_BestValue b_brand_Supermarket mu_brand_Artemis -0.079004 0.363038 0.302901 sig_brand_Artemis 0.059736 -0.013810 0.050281 gamma_Artemis_reg_user -0.134262 -0.027141 0.056157 gamma_Artemis_university -0.071501 -0.033526 0.007792 gamma_Artemis_age_50 0.634342 0.036772 -0.025767 mu_brand_Novum -0.227984 0.349222 0.319564 sig_brand_Novum -0.048641 -0.013863 0.041839 gamma_Novum_reg_user -0.163055 -0.045630 0.050145 gamma_Novum_university -0.055822 0.007998 0.001462 gamma_Novum_age_50 1.000000 0.045817 -0.003772 b_brand_BestValue 0.045817 1.000000 0.543602 b_brand_Supermarket -0.003772 0.543602 1.000000 b_country_CH -0.047427 0.036105 0.067966 b_country_DK -0.030653 -0.013858 0.051799 b_country_IND -0.045345 -0.067928 -0.078117 b_country_RUS 0.004754 -0.072894 -0.058018 b_country_BRA 0.008447 -0.032376 -0.137337 b_char_fast -0.081096 0.033888 0.123898 b_char_double -0.055045 0.075154 0.102946 b_risk 0.006270 -0.084533 -0.115013 b_price -0.015924 -0.049298 -0.081105 gamma_LV_reg_user 0.062922 -0.004362 -0.022029 gamma_LV_university 0.043449 0.003621 -0.010674 gamma_LV_age_50 -0.458989 -0.043145 0.009258 lambda -0.173041 -0.024856 0.059001 zeta_quality 0.089032 0.002170 -0.027259 zeta_ingredient -0.156652 -0.065837 -0.004140 zeta_patent 0.186610 -0.008640 -0.018333 zeta_dominance 0.003663 -0.016257 -0.020274 tau_quality_1 -0.109823 -0.032568 0.015151 tau_quality_2 -0.136854 -0.003928 0.009594 tau_quality_3 -0.119664 -0.038729 -0.013514 tau_quality_4 -0.098982 -0.015249 -0.018193 tau_ingredients_1 0.087435 0.020078 0.012358 tau_ingredients_2 0.152718 -0.017909 -0.031538 tau_ingredients_3 0.163096 0.012479 -0.042644 tau_ingredients_4 0.157574 0.063793 -0.008330 tau_patent_1 -0.161416 0.019690 0.036818 tau_patent_2 -0.170646 -0.002477 0.016162 tau_patent_3 -0.139893 -0.019179 0.014016 tau_patent_4 -0.105458 -5.6559e-04 0.017241 tau_dominance_1 0.089307 -0.006338 -0.065787 tau_dominance_2 0.118039 0.021981 -0.049289 tau_dominance_3 0.061246 0.036204 0.014123 tau_dominance_4 0.050276 0.030961 0.021429 b_country_CH b_country_DK b_country_IND mu_brand_Artemis -0.131202 -0.148312 0.313318 sig_brand_Artemis 0.016256 0.053856 -0.009043 gamma_Artemis_reg_user -0.012073 -0.046376 -0.037903 gamma_Artemis_university 0.062532 0.044164 -0.025135 gamma_Artemis_age_50 -0.048149 -0.001643 0.007024 mu_brand_Novum -0.158311 -0.140613 0.305543 sig_brand_Novum -0.021138 0.051814 0.001840 gamma_Novum_reg_user 0.030243 -0.015044 -0.021449 gamma_Novum_university -0.004175 0.001252 -0.016742 gamma_Novum_age_50 -0.047427 -0.030653 -0.045345 b_brand_BestValue 0.036105 -0.013858 -0.067928 b_brand_Supermarket 0.067966 0.051799 -0.078117 b_country_CH 1.000000 0.470345 -0.022697 b_country_DK 0.470345 1.000000 0.024448 b_country_IND -0.022697 0.024448 1.000000 b_country_RUS -0.063251 -0.006882 0.410746 b_country_BRA -0.047167 0.003434 0.514411 b_char_fast 0.104275 0.006639 -0.084862 b_char_double 0.081017 -0.016699 -0.037623 b_risk -0.007734 0.047657 0.070526 b_price -0.124003 -0.057601 0.055515 gamma_LV_reg_user -0.011022 0.018241 0.042607 gamma_LV_university -0.059288 -0.039288 0.025566 gamma_LV_age_50 0.011358 -0.017994 -0.018398 lambda 0.086896 0.025550 0.019390 zeta_quality -0.020226 -0.018623 0.035008 zeta_ingredient 0.040306 -0.009515 -0.024720 zeta_patent -0.039069 -0.014539 -0.013092 zeta_dominance -0.016055 -0.012115 -0.004213 tau_quality_1 -0.007623 -0.017011 0.007778 tau_quality_2 -0.033416 -0.019417 0.004475 tau_quality_3 -0.045242 -0.021814 0.023579 tau_quality_4 -0.042510 -0.018021 -0.001892 tau_ingredients_1 0.037111 -0.003681 -0.005138 tau_ingredients_2 0.051463 0.047157 0.005410 tau_ingredients_3 0.013733 0.013012 0.020056 tau_ingredients_4 -0.011369 0.045329 -0.001347 tau_patent_1 -0.006506 -0.032785 0.060622 tau_patent_2 -0.009124 -0.029818 0.041346 tau_patent_3 0.022538 -0.014987 -0.006035 tau_patent_4 0.017977 -0.027265 -0.019985 tau_dominance_1 -0.023961 -0.024326 0.030158 tau_dominance_2 -0.009522 0.019126 -0.005847 tau_dominance_3 -0.008672 -0.027578 0.003844 tau_dominance_4 -3.459e-05 -0.002376 -0.022495 b_country_RUS b_country_BRA b_char_fast mu_brand_Artemis 0.281820 0.261648 0.035333 sig_brand_Artemis 0.017317 -0.011038 0.013507 gamma_Artemis_reg_user -0.014444 -0.026144 0.002735 gamma_Artemis_university -0.042330 -0.007315 0.029557 gamma_Artemis_age_50 0.030365 0.032375 -0.042755 mu_brand_Novum 0.270141 0.257417 0.026010 sig_brand_Novum 4.3891e-04 0.008394 -0.056997 gamma_Novum_reg_user -0.032292 -0.012142 0.037805 gamma_Novum_university -0.008919 0.015819 -0.007294 gamma_Novum_age_50 0.004754 0.008447 -0.081096 b_brand_BestValue -0.072894 -0.032376 0.033888 b_brand_Supermarket -0.058018 -0.137337 0.123898 b_country_CH -0.063251 -0.047167 0.104275 b_country_DK -0.006882 0.003434 0.006639 b_country_IND 0.410746 0.514411 -0.084862 b_country_RUS 1.000000 0.496473 -0.084936 b_country_BRA 0.496473 1.000000 -0.104433 b_char_fast -0.084936 -0.104433 1.000000 b_char_double -0.047186 -0.061186 0.436941 b_risk 0.070307 0.034003 -0.094529 b_price 0.027665 0.054802 -0.155169 gamma_LV_reg_user 0.007666 0.061173 0.006495 gamma_LV_university 0.022429 0.048670 -0.064111 gamma_LV_age_50 -0.017222 -0.022452 0.097320 lambda -0.092787 -0.026240 0.094621 zeta_quality -5.2974e-04 0.024665 -3.2679e-04 zeta_ingredient -0.031320 -0.025075 0.020528 zeta_patent 0.022549 0.019306 -0.036629 zeta_dominance -0.002716 0.010144 0.001760 tau_quality_1 -0.011418 0.025542 0.027886 tau_quality_2 -0.011506 0.017417 0.018221 tau_quality_3 -0.016226 0.026825 0.009596 tau_quality_4 -0.005847 0.021900 0.010307 tau_ingredients_1 -0.026567 -0.056749 0.027265 tau_ingredients_2 -0.014407 -0.015083 -0.020720 tau_ingredients_3 0.012059 0.002658 -0.019323 tau_ingredients_4 -0.005245 0.006035 -0.022774 tau_patent_1 6.533e-05 0.054997 0.048597 tau_patent_2 0.002650 0.045158 0.055776 tau_patent_3 -0.004415 0.047005 0.017707 tau_patent_4 -0.005982 0.038759 0.007992 tau_dominance_1 0.009666 0.008498 -0.038995 tau_dominance_2 -0.015907 -0.033533 -0.024425 tau_dominance_3 0.004767 -0.041211 1.5141e-04 tau_dominance_4 -0.029056 -0.039369 -0.022303 b_char_double b_risk b_price mu_brand_Artemis -0.072219 0.042772 -0.293708 sig_brand_Artemis 8.3651e-04 0.020713 0.033663 gamma_Artemis_reg_user 0.049653 -0.026911 0.052736 gamma_Artemis_university 0.016253 -0.022733 0.017220 gamma_Artemis_age_50 -0.046041 0.004867 0.006225 mu_brand_Novum -0.058081 0.064030 -0.232086 sig_brand_Novum -0.055128 0.059988 0.081596 gamma_Novum_reg_user 0.026913 -0.020429 0.024658 gamma_Novum_university -0.007620 -0.001106 1.5615e-04 gamma_Novum_age_50 -0.055045 0.006270 -0.015924 b_brand_BestValue 0.075154 -0.084533 -0.049298 b_brand_Supermarket 0.102946 -0.115013 -0.081105 b_country_CH 0.081017 -0.007734 -0.124003 b_country_DK -0.016699 0.047657 -0.057601 b_country_IND -0.037623 0.070526 0.055515 b_country_RUS -0.047186 0.070307 0.027665 b_country_BRA -0.061186 0.034003 0.054802 b_char_fast 0.436941 -0.094529 -0.155169 b_char_double 1.000000 -0.015064 -0.186046 b_risk -0.015064 1.000000 0.127296 b_price -0.186046 0.127296 1.000000 gamma_LV_reg_user -0.011802 0.043115 -0.014334 gamma_LV_university -0.001494 0.032755 -0.017926 gamma_LV_age_50 0.050606 -0.067610 0.023311 lambda 0.070291 -0.055441 -0.045091 zeta_quality -0.032470 0.057755 0.004154 zeta_ingredient 0.066382 0.015135 0.030225 zeta_patent 0.004794 -0.018810 0.031276 zeta_dominance -7.7642e-04 -0.005920 0.074987 tau_quality_1 0.007544 -0.007173 0.025507 tau_quality_2 -0.003812 0.004242 0.009934 tau_quality_3 -0.040997 0.029653 0.020522 tau_quality_4 -0.058297 0.031952 -0.012190 tau_ingredients_1 0.028325 0.026252 -0.015957 tau_ingredients_2 -0.040982 0.032408 -0.017955 tau_ingredients_3 -0.047728 0.007876 -0.042951 tau_ingredients_4 -0.044732 0.026388 -0.018361 tau_patent_1 0.023026 -0.017519 0.007648 tau_patent_2 -0.006066 -0.011501 5.6992e-04 tau_patent_3 -0.024915 0.002961 -0.011588 tau_patent_4 -0.021574 -0.018561 -0.012114 tau_dominance_1 -0.052887 -0.035300 -0.025299 tau_dominance_2 -0.018753 -0.017826 -0.036237 tau_dominance_3 -0.029576 0.016227 -0.053358 tau_dominance_4 -0.046960 -0.020336 -0.036137 gamma_LV_reg_user gamma_LV_university gamma_LV_age_50 mu_brand_Artemis -0.136254 -0.123460 -0.198134 sig_brand_Artemis 0.065929 0.025038 -0.071924 gamma_Artemis_reg_user -0.454334 -0.045398 0.065560 gamma_Artemis_university -0.044614 -0.414080 0.037745 gamma_Artemis_age_50 0.039404 0.020680 -0.435942 mu_brand_Novum -0.129196 -0.115491 -0.184028 sig_brand_Novum 0.028179 -0.014062 -0.006168 gamma_Novum_reg_user -0.470267 -0.043082 0.064847 gamma_Novum_university -0.051538 -0.425744 0.053335 gamma_Novum_age_50 0.062922 0.043449 -0.458989 b_brand_BestValue -0.004362 0.003621 -0.043145 b_brand_Supermarket -0.022029 -0.010674 0.009258 b_country_CH -0.011022 -0.059288 0.011358 b_country_DK 0.018241 -0.039288 -0.017994 b_country_IND 0.042607 0.025566 -0.018398 b_country_RUS 0.007666 0.022429 -0.017222 b_country_BRA 0.061173 0.048670 -0.022452 b_char_fast 0.006495 -0.064111 0.097320 b_char_double -0.011802 -0.001494 0.050606 b_risk 0.043115 0.032755 -0.067610 b_price -0.014334 -0.017926 0.023311 gamma_LV_reg_user 1.000000 0.122828 0.027519 gamma_LV_university 0.122828 1.000000 -0.020029 gamma_LV_age_50 0.027519 -0.020029 1.000000 lambda 0.025809 0.046556 0.034780 zeta_quality 0.334744 0.118364 -0.113174 zeta_ingredient -0.232852 -0.114192 0.180789 zeta_patent 0.207863 0.080947 -0.185335 zeta_dominance -0.115044 -0.293513 0.004308 tau_quality_1 0.198718 0.324801 0.314399 tau_quality_2 0.273837 0.352272 0.348861 tau_quality_3 0.350826 0.329997 0.353543 tau_quality_4 0.317273 0.251922 0.256132 tau_ingredients_1 -0.240197 -0.279072 -0.286020 tau_ingredients_2 -0.306434 -0.335337 -0.373000 tau_ingredients_3 -0.275636 -0.316591 -0.372955 tau_ingredients_4 -0.210395 -0.261472 -0.343422 tau_patent_1 0.244207 0.282828 0.348215 tau_patent_2 0.314863 0.367013 0.397793 tau_patent_3 0.339361 0.409606 0.378903 tau_patent_4 0.288924 0.372297 0.329067 tau_dominance_1 -0.240422 -0.210843 -0.219211 tau_dominance_2 -0.253995 -0.283235 -0.317833 tau_dominance_3 -0.282649 -0.198011 -0.255279 tau_dominance_4 -0.257575 -0.134231 -0.198940 lambda zeta_quality zeta_ingredient mu_brand_Artemis 0.035394 -0.006680 -0.064601 sig_brand_Artemis -0.032034 0.052436 -0.113556 gamma_Artemis_reg_user 0.394858 -0.249126 0.229107 gamma_Artemis_university 0.225336 -0.097904 0.053553 gamma_Artemis_age_50 -0.182174 0.098643 -0.118724 mu_brand_Novum 0.024364 -0.010718 -0.066611 sig_brand_Novum 0.041246 0.020717 -0.014611 gamma_Novum_reg_user 0.350028 -0.229094 0.227373 gamma_Novum_university 0.227982 -0.076336 0.081953 gamma_Novum_age_50 -0.173041 0.089032 -0.156652 b_brand_BestValue -0.024856 0.002170 -0.065837 b_brand_Supermarket 0.059001 -0.027259 -0.004140 b_country_CH 0.086896 -0.020226 0.040306 b_country_DK 0.025550 -0.018623 -0.009515 b_country_IND 0.019390 0.035008 -0.024720 b_country_RUS -0.092787 -5.2974e-04 -0.031320 b_country_BRA -0.026240 0.024665 -0.025075 b_char_fast 0.094621 -3.2679e-04 0.020528 b_char_double 0.070291 -0.032470 0.066382 b_risk -0.055441 0.057755 0.015135 b_price -0.045091 0.004154 0.030225 gamma_LV_reg_user 0.025809 0.334744 -0.232852 gamma_LV_university 0.046556 0.118364 -0.114192 gamma_LV_age_50 0.034780 -0.113174 0.180789 lambda 1.000000 -0.019715 -8.5262e-04 zeta_quality -0.019715 1.000000 -0.216882 zeta_ingredient -8.5262e-04 -0.216882 1.000000 zeta_patent -0.018008 0.103871 -0.146526 zeta_dominance -0.089813 -0.062371 0.134635 tau_quality_1 0.069105 -0.443251 0.011187 tau_quality_2 0.033595 -0.330688 -0.014171 tau_quality_3 -0.020914 0.144299 -0.025000 tau_quality_4 -0.040843 0.275842 -0.033036 tau_ingredients_1 9.0608e-04 -0.059072 0.167920 tau_ingredients_2 0.018015 -0.045270 0.035293 tau_ingredients_3 -0.037663 -0.020208 -0.369961 tau_ingredients_4 -0.027125 -0.028387 -0.479902 tau_patent_1 0.076381 0.075991 -0.008691 tau_patent_2 0.048732 0.089741 -0.013695 tau_patent_3 0.003027 0.066454 -0.001474 tau_patent_4 -0.029620 0.069776 0.019927 tau_dominance_1 0.007894 -0.076809 0.023970 tau_dominance_2 0.013196 -0.042326 0.026232 tau_dominance_3 -0.001442 -0.076801 0.012999 tau_dominance_4 0.037134 -0.096021 0.012054 zeta_patent zeta_dominance tau_quality_1 mu_brand_Artemis -0.025370 0.009021 -0.189427 sig_brand_Artemis 0.069100 0.006402 0.022660 gamma_Artemis_reg_user -0.184115 0.051992 0.004833 gamma_Artemis_university -0.059106 0.155512 -0.123846 gamma_Artemis_age_50 0.137584 0.010967 -0.146888 mu_brand_Novum -0.025104 -0.003900 -0.173981 sig_brand_Novum -0.013862 -0.014917 0.019635 gamma_Novum_reg_user -0.168442 0.054759 -0.015237 gamma_Novum_university -0.089783 0.148415 -0.137272 gamma_Novum_age_50 0.186610 0.003663 -0.109823 b_brand_BestValue -0.008640 -0.016257 -0.032568 b_brand_Supermarket -0.018333 -0.020274 0.015151 b_country_CH -0.039069 -0.016055 -0.007623 b_country_DK -0.014539 -0.012115 -0.017011 b_country_IND -0.013092 -0.004213 0.007778 b_country_RUS 0.022549 -0.002716 -0.011418 b_country_BRA 0.019306 0.010144 0.025542 b_char_fast -0.036629 0.001760 0.027886 b_char_double 0.004794 -7.7642e-04 0.007544 b_risk -0.018810 -0.005920 -0.007173 b_price 0.031276 0.074987 0.025507 gamma_LV_reg_user 0.207863 -0.115044 0.198718 gamma_LV_university 0.080947 -0.293513 0.324801 gamma_LV_age_50 -0.185335 0.004308 0.314399 lambda -0.018008 -0.089813 0.069105 zeta_quality 0.103871 -0.062371 -0.443251 zeta_ingredient -0.146526 0.134635 0.011187 zeta_patent 1.000000 -0.042783 0.046489 zeta_dominance -0.042783 1.000000 -0.112936 tau_quality_1 0.046489 -0.112936 1.000000 tau_quality_2 0.046957 -0.129250 0.830921 tau_quality_3 0.043564 -0.122256 0.399841 tau_quality_4 0.046990 -0.091926 0.208943 tau_ingredients_1 0.033910 0.093959 -0.283157 tau_ingredients_2 0.029072 0.132909 -0.378349 tau_ingredients_3 0.021357 0.085063 -0.337322 tau_ingredients_4 -0.005019 0.081414 -0.264444 tau_patent_1 -0.532321 -0.118041 0.270614 tau_patent_2 -0.382272 -0.151859 0.355484 tau_patent_3 0.061971 -0.141954 0.390271 tau_patent_4 0.193655 -0.154085 0.337002 tau_dominance_1 -0.062371 0.112945 -0.215761 tau_dominance_2 -0.038963 0.073468 -0.286003 tau_dominance_3 -0.091370 -0.344086 -0.246526 tau_dominance_4 -0.044696 -0.396868 -0.177712 tau_quality_2 tau_quality_3 tau_quality_4 mu_brand_Artemis -0.198209 -0.237680 -0.192901 sig_brand_Artemis 0.020742 0.028501 0.018178 gamma_Artemis_reg_user -0.072883 -0.131643 -0.148969 gamma_Artemis_university -0.121193 -0.131691 -0.056920 gamma_Artemis_age_50 -0.157934 -0.128391 -0.100724 mu_brand_Novum -0.189406 -0.214997 -0.164964 sig_brand_Novum -0.006386 0.017686 0.014059 gamma_Novum_reg_user -0.067992 -0.143262 -0.160440 gamma_Novum_university -0.142803 -0.120275 -0.064087 gamma_Novum_age_50 -0.136854 -0.119664 -0.098982 b_brand_BestValue -0.003928 -0.038729 -0.015249 b_brand_Supermarket 0.009594 -0.013514 -0.018193 b_country_CH -0.033416 -0.045242 -0.042510 b_country_DK -0.019417 -0.021814 -0.018021 b_country_IND 0.004475 0.023579 -0.001892 b_country_RUS -0.011506 -0.016226 -0.005847 b_country_BRA 0.017417 0.026825 0.021900 b_char_fast 0.018221 0.009596 0.010307 b_char_double -0.003812 -0.040997 -0.058297 b_risk 0.004242 0.029653 0.031952 b_price 0.009934 0.020522 -0.012190 gamma_LV_reg_user 0.273837 0.350826 0.317273 gamma_LV_university 0.352272 0.329997 0.251922 gamma_LV_age_50 0.348861 0.353543 0.256132 lambda 0.033595 -0.020914 -0.040843 zeta_quality -0.330688 0.144299 0.275842 zeta_ingredient -0.014171 -0.025000 -0.033036 zeta_patent 0.046957 0.043564 0.046990 zeta_dominance -0.129250 -0.122256 -0.091926 tau_quality_1 0.830921 0.399841 0.208943 tau_quality_2 1.000000 0.523925 0.313363 tau_quality_3 0.523925 1.000000 0.700425 tau_quality_4 0.313363 0.700425 1.000000 tau_ingredients_1 -0.351396 -0.328356 -0.257751 tau_ingredients_2 -0.435761 -0.430024 -0.330456 tau_ingredients_3 -0.397178 -0.374989 -0.296441 tau_ingredients_4 -0.331671 -0.340628 -0.260113 tau_patent_1 0.314150 0.301564 0.235386 tau_patent_2 0.404127 0.400225 0.315152 tau_patent_3 0.462468 0.433972 0.340980 tau_patent_4 0.388626 0.385467 0.303260 tau_dominance_1 -0.248987 -0.252983 -0.228436 tau_dominance_2 -0.326733 -0.353869 -0.266442 tau_dominance_3 -0.274814 -0.277317 -0.211621 tau_dominance_4 -0.236019 -0.233040 -0.192968 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 mu_brand_Artemis 0.170496 0.206007 0.216123 sig_brand_Artemis 0.011515 0.031690 0.050365 gamma_Artemis_reg_user 0.083864 0.112236 0.074510 gamma_Artemis_university 0.103877 0.119035 0.130175 gamma_Artemis_age_50 0.109052 0.149335 0.162332 mu_brand_Novum 0.162449 0.161195 0.202710 sig_brand_Novum -0.061542 -0.013663 0.018290 gamma_Novum_reg_user 0.095433 0.142702 0.073818 gamma_Novum_university 0.072336 0.144582 0.125696 gamma_Novum_age_50 0.087435 0.152718 0.163096 b_brand_BestValue 0.020078 -0.017909 0.012479 b_brand_Supermarket 0.012358 -0.031538 -0.042644 b_country_CH 0.037111 0.051463 0.013733 b_country_DK -0.003681 0.047157 0.013012 b_country_IND -0.005138 0.005410 0.020056 b_country_RUS -0.026567 -0.014407 0.012059 b_country_BRA -0.056749 -0.015083 0.002658 b_char_fast 0.027265 -0.020720 -0.019323 b_char_double 0.028325 -0.040982 -0.047728 b_risk 0.026252 0.032408 0.007876 b_price -0.015957 -0.017955 -0.042951 gamma_LV_reg_user -0.240197 -0.306434 -0.275636 gamma_LV_university -0.279072 -0.335337 -0.316591 gamma_LV_age_50 -0.286020 -0.373000 -0.372955 lambda 9.0608e-04 0.018015 -0.037663 zeta_quality -0.059072 -0.045270 -0.020208 zeta_ingredient 0.167920 0.035293 -0.369961 zeta_patent 0.033910 0.029072 0.021357 zeta_dominance 0.093959 0.132909 0.085063 tau_quality_1 -0.283157 -0.378349 -0.337322 tau_quality_2 -0.351396 -0.435761 -0.397178 tau_quality_3 -0.328356 -0.430024 -0.374989 tau_quality_4 -0.257751 -0.330456 -0.296441 tau_ingredients_1 1.000000 0.699682 0.357314 tau_ingredients_2 0.699682 1.000000 0.566879 tau_ingredients_3 0.357314 0.566879 1.000000 tau_ingredients_4 0.247307 0.432148 0.808982 tau_patent_1 -0.316503 -0.359635 -0.334900 tau_patent_2 -0.366628 -0.445839 -0.411657 tau_patent_3 -0.365113 -0.443972 -0.433517 tau_patent_4 -0.339032 -0.406506 -0.392420 tau_dominance_1 0.153153 0.248244 0.267312 tau_dominance_2 0.252809 0.344700 0.316846 tau_dominance_3 0.254337 0.296019 0.297027 tau_dominance_4 0.197952 0.236237 0.224991 tau_ingredients_4 tau_patent_1 tau_patent_2 mu_brand_Artemis 0.200945 -0.149020 -0.201730 sig_brand_Artemis 0.028767 0.007062 0.007316 gamma_Artemis_reg_user 0.041898 -0.037941 -0.088151 gamma_Artemis_university 0.136979 -0.095495 -0.122694 gamma_Artemis_age_50 0.145687 -0.155612 -0.176705 mu_brand_Novum 0.184672 -0.144903 -0.194465 sig_brand_Novum -0.002385 0.021353 0.005901 gamma_Novum_reg_user 0.040891 -0.021620 -0.074013 gamma_Novum_university 0.123785 -0.076818 -0.107310 gamma_Novum_age_50 0.157574 -0.161416 -0.170646 b_brand_BestValue 0.063793 0.019690 -0.002477 b_brand_Supermarket -0.008330 0.036818 0.016162 b_country_CH -0.011369 -0.006506 -0.009124 b_country_DK 0.045329 -0.032785 -0.029818 b_country_IND -0.001347 0.060622 0.041346 b_country_RUS -0.005245 6.533e-05 0.002650 b_country_BRA 0.006035 0.054997 0.045158 b_char_fast -0.022774 0.048597 0.055776 b_char_double -0.044732 0.023026 -0.006066 b_risk 0.026388 -0.017519 -0.011501 b_price -0.018361 0.007648 5.6992e-04 gamma_LV_reg_user -0.210395 0.244207 0.314863 gamma_LV_university -0.261472 0.282828 0.367013 gamma_LV_age_50 -0.343422 0.348215 0.397793 lambda -0.027125 0.076381 0.048732 zeta_quality -0.028387 0.075991 0.089741 zeta_ingredient -0.479902 -0.008691 -0.013695 zeta_patent -0.005019 -0.532321 -0.382272 zeta_dominance 0.081414 -0.118041 -0.151859 tau_quality_1 -0.264444 0.270614 0.355484 tau_quality_2 -0.331671 0.314150 0.404127 tau_quality_3 -0.340628 0.301564 0.400225 tau_quality_4 -0.260113 0.235386 0.315152 tau_ingredients_1 0.247307 -0.316503 -0.366628 tau_ingredients_2 0.432148 -0.359635 -0.445839 tau_ingredients_3 0.808982 -0.334900 -0.411657 tau_ingredients_4 1.000000 -0.260269 -0.326459 tau_patent_1 -0.260269 1.000000 0.814547 tau_patent_2 -0.326459 0.814547 1.000000 tau_patent_3 -0.381169 0.431652 0.595893 tau_patent_4 -0.363249 0.277770 0.429120 tau_dominance_1 0.245514 -0.185326 -0.249195 tau_dominance_2 0.289165 -0.243300 -0.317609 tau_dominance_3 0.236650 -0.204253 -0.273140 tau_dominance_4 0.176964 -0.165139 -0.221660 tau_patent_3 tau_patent_4 tau_dominance_1 mu_brand_Artemis -0.222203 -0.204327 0.178899 sig_brand_Artemis 0.032876 0.042209 -0.042266 gamma_Artemis_reg_user -0.129324 -0.120515 0.075544 gamma_Artemis_university -0.180761 -0.184357 0.081701 gamma_Artemis_age_50 -0.132546 -0.108922 0.083097 mu_brand_Novum -0.234643 -0.210745 0.152937 sig_brand_Novum -0.029088 -0.035705 0.019299 gamma_Novum_reg_user -0.092390 -0.099811 0.111767 gamma_Novum_university -0.161468 -0.165773 0.078533 gamma_Novum_age_50 -0.139893 -0.105458 0.089307 b_brand_BestValue -0.019179 -5.6559e-04 -0.006338 b_brand_Supermarket 0.014016 0.017241 -0.065787 b_country_CH 0.022538 0.017977 -0.023961 b_country_DK -0.014987 -0.027265 -0.024326 b_country_IND -0.006035 -0.019985 0.030158 b_country_RUS -0.004415 -0.005982 0.009666 b_country_BRA 0.047005 0.038759 0.008498 b_char_fast 0.017707 0.007992 -0.038995 b_char_double -0.024915 -0.021574 -0.052887 b_risk 0.002961 -0.018561 -0.035300 b_price -0.011588 -0.012114 -0.025299 gamma_LV_reg_user 0.339361 0.288924 -0.240422 gamma_LV_university 0.409606 0.372297 -0.210843 gamma_LV_age_50 0.378903 0.329067 -0.219211 lambda 0.003027 -0.029620 0.007894 zeta_quality 0.066454 0.069776 -0.076809 zeta_ingredient -0.001474 0.019927 0.023970 zeta_patent 0.061971 0.193655 -0.062371 zeta_dominance -0.141954 -0.154085 0.112945 tau_quality_1 0.390271 0.337002 -0.215761 tau_quality_2 0.462468 0.388626 -0.248987 tau_quality_3 0.433972 0.385467 -0.252983 tau_quality_4 0.340980 0.303260 -0.228436 tau_ingredients_1 -0.365113 -0.339032 0.153153 tau_ingredients_2 -0.443972 -0.406506 0.248244 tau_ingredients_3 -0.433517 -0.392420 0.267312 tau_ingredients_4 -0.381169 -0.363249 0.245514 tau_patent_1 0.431652 0.277770 -0.185326 tau_patent_2 0.595893 0.429120 -0.249195 tau_patent_3 1.000000 0.779226 -0.269833 tau_patent_4 0.779226 1.000000 -0.264527 tau_dominance_1 -0.269833 -0.264527 1.000000 tau_dominance_2 -0.359795 -0.334891 0.663422 tau_dominance_3 -0.325877 -0.271744 0.304482 tau_dominance_4 -0.260498 -0.190248 0.214832 tau_dominance_2 tau_dominance_3 tau_dominance_4 mu_brand_Artemis 0.212270 0.243722 0.158289 sig_brand_Artemis -0.024244 -0.027400 -0.047278 gamma_Artemis_reg_user 0.084415 0.083897 0.104362 gamma_Artemis_university 0.103820 0.054873 0.041204 gamma_Artemis_age_50 0.078112 0.029986 0.034076 mu_brand_Novum 0.185944 0.226947 0.159474 sig_brand_Novum 0.006542 0.004958 0.004383 gamma_Novum_reg_user 0.094975 0.097411 0.113025 gamma_Novum_university 0.082224 0.017794 0.031430 gamma_Novum_age_50 0.118039 0.061246 0.050276 b_brand_BestValue 0.021981 0.036204 0.030961 b_brand_Supermarket -0.049289 0.014123 0.021429 b_country_CH -0.009522 -0.008672 -3.459e-05 b_country_DK 0.019126 -0.027578 -0.002376 b_country_IND -0.005847 0.003844 -0.022495 b_country_RUS -0.015907 0.004767 -0.029056 b_country_BRA -0.033533 -0.041211 -0.039369 b_char_fast -0.024425 1.5141e-04 -0.022303 b_char_double -0.018753 -0.029576 -0.046960 b_risk -0.017826 0.016227 -0.020336 b_price -0.036237 -0.053358 -0.036137 gamma_LV_reg_user -0.253995 -0.282649 -0.257575 gamma_LV_university -0.283235 -0.198011 -0.134231 gamma_LV_age_50 -0.317833 -0.255279 -0.198940 lambda 0.013196 -0.001442 0.037134 zeta_quality -0.042326 -0.076801 -0.096021 zeta_ingredient 0.026232 0.012999 0.012054 zeta_patent -0.038963 -0.091370 -0.044696 zeta_dominance 0.073468 -0.344086 -0.396868 tau_quality_1 -0.286003 -0.246526 -0.177712 tau_quality_2 -0.326733 -0.274814 -0.236019 tau_quality_3 -0.353869 -0.277317 -0.233040 tau_quality_4 -0.266442 -0.211621 -0.192968 tau_ingredients_1 0.252809 0.254337 0.197952 tau_ingredients_2 0.344700 0.296019 0.236237 tau_ingredients_3 0.316846 0.297027 0.224991 tau_ingredients_4 0.289165 0.236650 0.176964 tau_patent_1 -0.243300 -0.204253 -0.165139 tau_patent_2 -0.317609 -0.273140 -0.221660 tau_patent_3 -0.359795 -0.325877 -0.260498 tau_patent_4 -0.334891 -0.271744 -0.190248 tau_dominance_1 0.663422 0.304482 0.214832 tau_dominance_2 1.000000 0.462399 0.330222 tau_dominance_3 0.462399 1.000000 0.744927 tau_dominance_4 0.330222 0.744927 1.000000 20 worst outliers in terms of lowest average per choice prediction: ID Avg prob per choice 695 0.08234579 480 0.08469469 288 0.08643899 875 0.08754213 611 0.08967599 593 0.09023048 92 0.09440607 326 0.09807860 51 0.10042510 509 0.10169381 163 0.10256774 8 0.10543960 204 0.10715786 867 0.10895770 412 0.10909682 126 0.10935669 544 0.10935939 508 0.10967011 450 0.10979308 473 0.11204253 Changes in parameter estimates from starting values: Initial Estimate Difference mu_brand_Artemis 0.000 1.458279 1.458279 sig_brand_Artemis 0.000 0.029867 0.029867 gamma_Artemis_reg_user 0.000 -0.083187 -0.083187 gamma_Artemis_university 0.000 -0.074060 -0.074060 gamma_Artemis_age_50 0.000 0.085990 0.085990 mu_brand_Novum 0.000 1.160605 1.160605 sig_brand_Novum 0.000 -0.280300 -0.280300 gamma_Novum_reg_user 0.000 0.043230 0.043230 gamma_Novum_university 0.000 -0.096534 -0.096534 gamma_Novum_age_50 0.000 0.034738 0.034738 b_brand_BestValue 0.000 0.672340 0.672340 b_brand_Supermarket 0.000 0.985263 0.985263 b_brand_PainAway 0.000 0.000000 0.000000 b_country_CH 0.000 0.674176 0.674176 b_country_DK 0.000 0.339294 0.339294 b_country_USA 0.000 0.000000 0.000000 b_country_IND 0.000 -0.296705 -0.296705 b_country_RUS 0.000 -0.893446 -0.893446 b_country_BRA 0.000 -0.658868 -0.658868 b_char_standard 0.000 0.000000 0.000000 b_char_fast 0.000 0.771811 0.771811 b_char_double 0.000 1.218124 1.218124 b_risk 0.000 -0.001576 -0.001576 b_price 0.000 -0.727886 -0.727886 gamma_LV_reg_user 0.000 -0.945743 -0.945743 gamma_LV_university 0.000 -0.542427 -0.542427 gamma_LV_age_50 0.000 0.434628 0.434628 lambda 1.000 0.621878 -0.378122 zeta_quality 1.000 0.953562 -0.046438 zeta_ingredient 1.000 -0.872865 -1.872865 zeta_patent 1.000 1.078639 0.078639 zeta_dominance 1.000 -0.673506 -1.673506 tau_quality_1 -2.000 -1.922140 0.077860 tau_quality_2 -1.000 -1.017377 -0.017377 tau_quality_3 1.000 1.124752 0.124752 tau_quality_4 2.000 2.254414 0.254414 tau_ingredients_1 -2.000 -2.083820 -0.083820 tau_ingredients_2 -1.000 -0.994088 0.005912 tau_ingredients_3 1.000 0.915455 -0.084545 tau_ingredients_4 2.000 1.865599 -0.134401 tau_patent_1 -2.000 -2.094246 -0.094246 tau_patent_2 -1.000 -1.024856 -0.024856 tau_patent_3 1.000 0.944256 -0.055744 tau_patent_4 2.000 1.886918 -0.113082 tau_dominance_1 -2.000 -2.211630 -0.211630 tau_dominance_2 -1.000 -1.111670 -0.111670 tau_dominance_3 1.000 1.060932 0.060932 tau_dominance_4 2.000 2.116111 0.116111 Settings and functions used in model definition: apollo_control -------------- Value modelName "Hybrid_with_OL_and_MMNL" modelDescr "Hybrid choice model on drug choice data, classical estimation" indivID "ID" nCores "3" outputDirectory "output/" mixing "TRUE" debug "FALSE" workInLogs "FALSE" seed "13" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" overridePanel "FALSE" preventOverridePanel "FALSE" noModification "FALSE" Hessian routines attempted -------------------------- numerical jacobian of LL analytical gradient Scaling in estimation --------------------- Value mu_brand_Artemis 1.458274023 sig_brand_Artemis 0.029867165 gamma_Artemis_reg_user 0.083187085 gamma_Artemis_university 0.074059537 gamma_Artemis_age_50 0.085989669 mu_brand_Novum 1.160601909 sig_brand_Novum 0.280300194 gamma_Novum_reg_user 0.043230364 gamma_Novum_university 0.096534001 gamma_Novum_age_50 0.034738156 b_brand_BestValue 0.672340960 b_brand_Supermarket 0.985264939 b_country_CH 0.674174009 b_country_DK 0.339293645 b_country_IND 0.296704621 b_country_RUS 0.893443240 b_country_BRA 0.658866590 b_char_fast 0.771812197 b_char_double 1.218114951 b_risk 0.001575626 b_price 0.727894792 gamma_LV_reg_user 0.945746639 gamma_LV_university 0.542427604 gamma_LV_age_50 0.434628492 lambda 0.621879091 zeta_quality 0.953557878 zeta_ingredient 0.872861963 zeta_patent 1.078634705 zeta_dominance 0.673504969 tau_quality_1 1.922152564 tau_quality_2 1.017375275 tau_quality_3 1.124749654 tau_quality_4 2.254412216 tau_ingredients_1 2.083818301 tau_ingredients_2 0.994085768 tau_ingredients_3 0.915454811 tau_ingredients_4 1.865595806 tau_patent_1 2.094250551 tau_patent_2 1.024858368 tau_patent_3 0.944256797 tau_patent_4 1.886915254 tau_dominance_1 2.211629761 tau_dominance_2 1.111671879 tau_dominance_3 1.060934337 tau_dominance_4 2.116109178 Scaling used in computing Hessian --------------------------------- Value mu_brand_Artemis 1.458278582 sig_brand_Artemis 0.029867164 gamma_Artemis_reg_user 0.083187080 gamma_Artemis_university 0.074059525 gamma_Artemis_age_50 0.085989679 mu_brand_Novum 1.160605397 sig_brand_Novum 0.280300268 gamma_Novum_reg_user 0.043230372 gamma_Novum_university 0.096533993 gamma_Novum_age_50 0.034738160 b_brand_BestValue 0.672339527 b_brand_Supermarket 0.985263419 b_country_CH 0.674175760 b_country_DK 0.339293911 b_country_IND 0.296704659 b_country_RUS 0.893446077 b_country_BRA 0.658868233 b_char_fast 0.771811142 b_char_double 1.218123748 b_risk 0.001575625 b_price 0.727886155 gamma_LV_reg_user 0.945743164 gamma_LV_university 0.542427349 gamma_LV_age_50 0.434628480 lambda 0.621877528 zeta_quality 0.953561621 zeta_ingredient 0.872864762 zeta_patent 1.078639314 zeta_dominance 0.673506339 tau_quality_1 1.922139571 tau_quality_2 1.017376903 tau_quality_3 1.124751818 tau_quality_4 2.254414078 tau_ingredients_1 2.083820039 tau_ingredients_2 0.994088406 tau_ingredients_3 0.915454600 tau_ingredients_4 1.865598691 tau_patent_1 2.094245922 tau_patent_2 1.024856429 tau_patent_3 0.944256342 tau_patent_4 1.886917818 tau_dominance_1 2.211630001 tau_dominance_2 1.111670360 tau_dominance_3 1.060931764 tau_dominance_4 2.116111104 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 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, V = V ) ### Compute probabilities for MNL model component P[["choice"]] = apollo_mnl(mnl_settings, functionality) ### Likelihood of indicators ol_settings1 = list(outcomeOrdered = attitude_quality, V = 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, V = 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, V = 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, V = 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_ingredients"]] = apollo_ol(ol_settings2, functionality) P[["indic_patent"]] = apollo_ol(ol_settings3, functionality) P[["indic_dominance"]] = apollo_ol(ol_settings4, functionality) ### Likelihood of the whole model P = apollo_combineModels(P, apollo_inputs, functionality) ### Take product across observation for same individual P = apollo_panelProd(P, apollo_inputs, functionality) ### Average across inter-individual draws P = apollo_avgInterDraws(P, apollo_inputs, functionality) ### Prepare and return outputs of function P = apollo_prepareProb(P, apollo_inputs, functionality) return(P) }