Model run by stephane.hess using Apollo 0.3.5 on R 4.4.0 for Darwin. Please acknowledge the use of Apollo by citing Hess & Palma (2019) DOI 10.1016/j.jocm.2019.100170 www.ApolloChoiceModelling.com Model name : Hybrid_LC_with_OL Model description : Hybrid latent class choice model on drug choice data, using ordered measurement model for indicators Model run at : 2025-03-10 20:48:39.727062 Estimation method : bgw Model diagnosis : Relative function convergence Optimisation diagnosis : Maximum found hessian properties : Negative definite maximum eigenvalue : -0.001048 reciprocal of condition number : 5.91914e-12 Number of individuals : 1000 Number of rows in database : 10000 Number of modelled outcomes : 14000 indic_quality : 1000 indic_ingredients : 1000 indic_patent : 1000 indic_dominance : 1000 choice : 10000 Number of cores used : 5 Number of inter-individual draws : 100 (halton) LL(start) : -17189.88 LL (whole model) at equal shares, LL(0) : -20300.7 LL (whole model) at observed shares, LL(C) : -19050.2 LL(final, whole model) : -16662.3 Rho-squared vs equal shares : 0.1792 Adj.Rho-squared vs equal shares : 0.1769 Rho-squared vs observed shares : 0.1253 Adj.Rho-squared vs observed shares : 0.124 AIC : 33420.61 BIC : 33656.18 LL(0,indic_quality) : -1609.44 LL(final,indic_quality) : -1481.87 LL(0,indic_ingredients) : -1609.44 LL(final,indic_ingredients) : -1512.34 LL(0,indic_patent) : -1609.44 LL(final,indic_patent) : -1527.48 LL(0,indic_dominance) : -1609.44 LL(final,indic_dominance) : -1446.24 LL(0,choice) : -13862.94 LL(final,choice) : -10956.99 Estimated parameters : 48 Time taken (hh:mm:ss) : 00:02:59.24 pre-estimation : 00:00:7.59 estimation : 00:00:8.44 post-estimation : 00:02:43.21 Iterations : 13 Unconstrained optimisation. Estimates: Estimate s.e. t.rat.(0) Rob.s.e. Rob.t.rat.(0) b_brand_Artemis_A 0.000000 NA NA NA NA b_brand_Artemis_B 0.000000 NA NA NA NA b_brand_Novum_A -0.245845 0.06898 -3.5641 0.07680 -3.2012 b_brand_Novum_B -0.295003 0.04139 -7.1276 0.04399 -6.7066 b_brand_BestValue_A 0.341886 0.12064 2.8339 0.12872 2.6560 b_brand_BestValue_B -0.985616 0.09668 -10.1947 0.09909 -9.9465 b_brand_Supermarket_A 0.778855 0.12463 6.2495 0.12922 6.0273 b_brand_Supermarket_B -0.791633 0.10238 -7.7320 0.11317 -6.9953 b_brand_PainAway_A -0.260446 0.12240 -2.1279 0.13061 -1.9940 b_brand_PainAway_B -1.707984 0.10037 -17.0173 0.10096 -16.9170 b_country_CH_A 0.612497 0.08168 7.4983 0.08189 7.4799 b_country_CH_B 0.698797 0.05247 13.3183 0.05097 13.7107 b_country_DK_A 0.211757 0.08381 2.5265 0.09161 2.3115 b_country_DK_B 0.388847 0.04986 7.7984 0.04764 8.1620 b_country_USA_A 0.000000 NA NA NA NA b_country_USA_B 0.000000 NA NA NA NA b_country_IND_A -0.338107 0.09318 -3.6285 0.09471 -3.5700 b_country_IND_B -0.265838 0.08903 -2.9860 0.09188 -2.8934 b_country_RUS_A -0.994529 0.09640 -10.3162 0.09489 -10.4809 b_country_RUS_B -0.788564 0.09869 -7.9904 0.09746 -8.0911 b_country_BRA_A -0.678906 0.09654 -7.0325 0.09972 -6.8078 b_country_BRA_B -0.635153 0.09632 -6.5945 0.10111 -6.2817 b_char_standard_A 0.000000 NA NA NA NA b_char_standard_B 0.000000 NA NA NA NA b_char_fast_A 0.801089 0.05375 14.9053 0.05066 15.8118 b_char_fast_B 0.747108 0.04088 18.2771 0.04162 17.9517 b_char_double_A 1.128204 0.07494 15.0554 0.07199 15.6707 b_char_double_B 1.249707 0.05017 24.9071 0.04878 25.6174 b_risk_A -0.001643 9.337e-05 -17.5942 9.810e-05 -16.7456 b_risk_B -0.001499 9.586e-05 -15.6347 9.844e-05 -15.2238 b_price_A -0.687368 0.03382 -20.3220 0.03136 -21.9194 b_price_B -0.745282 0.02453 -30.3861 0.02346 -31.7707 delta_A 0.000000 NA NA NA NA delta_B 5.909850 10.83901 0.5452 6.68223 0.8844 lambda_A 0.000000 NA NA NA NA lambda_B 15.934664 28.94681 0.5505 16.14724 0.9868 zeta_quality 1.151185 0.10705 10.7538 0.10747 10.7115 zeta_ingredient -1.031438 0.10040 -10.2733 0.10315 -9.9993 zeta_patent 1.227002 0.11262 10.8953 0.11329 10.8302 zeta_dominance -0.772131 0.08705 -8.8704 0.08502 -9.0813 tau_quality_1 -1.585701 0.10137 -15.6423 0.10234 -15.4948 tau_quality_2 -0.665080 0.08403 -7.9151 0.08405 -7.9131 tau_quality_3 1.514220 0.10015 15.1193 0.10113 14.9726 tau_quality_4 2.659237 0.13628 19.5124 0.13793 19.2791 tau_ingredients_1 -2.431269 0.12431 -19.5586 0.12474 -19.4910 tau_ingredients_2 -1.331079 0.09211 -14.4514 0.09272 -14.3554 tau_ingredients_3 0.591274 0.07976 7.4132 0.07986 7.4037 tau_ingredients_4 1.545915 0.09651 16.0189 0.09590 16.1198 tau_patent_1 -1.687182 0.10653 -15.8380 0.10755 -15.6874 tau_patent_2 -0.625045 0.08551 -7.3100 0.08591 -7.2758 tau_patent_3 1.340856 0.09810 13.6688 0.09870 13.5848 tau_patent_4 2.286625 0.12533 18.2455 0.12475 18.3295 tau_dominance_1 -2.467989 0.11985 -20.5915 0.11857 -20.8153 tau_dominance_2 -1.368729 0.08659 -15.8078 0.08707 -15.7198 tau_dominance_3 0.803891 0.07695 10.4465 0.07699 10.4409 tau_dominance_4 1.858650 0.09916 18.7436 0.09899 18.7753 Summary of class allocation for model component choice: Mean prob. Class_1 0.3563 Class_2 0.6437 Overview of choices for OL model component indic_quality: 1 2 3 4 5 Times chosen 220 151.0 398.0 130 101.0 Percentage chosen overall 22 15.1 39.8 13 10.1 Overview of choices for OL model component indic_ingredients: 1 2 3 4 5 Times chosen 113.0 136.0 372.0 164.0 215.0 Percentage chosen overall 11.3 13.6 37.2 16.4 21.5 Overview of choices for OL model component indic_patent: 1 2 3 4 5 Times chosen 211.0 171.0 358.0 121.0 139.0 Percentage chosen overall 21.1 17.1 35.8 12.1 13.9 Overview of choices for OL model component indic_dominance: 1 2 3 4 5 Times chosen 96.0 132.0 443.0 170 159.0 Percentage chosen overall 9.6 13.2 44.3 17 15.9 Overview of choices for MNL model component Class_1: 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 MNL model component Class_2: alt1 alt2 alt3 alt4 Times available 10000.00 10000.00 10000.00 10000.00 Times chosen 3403.00 3546.00 1517.00 1534.00 Percentage chosen overall 34.03 35.46 15.17 15.34 Percentage chosen when available 34.03 35.46 15.17 15.34 Classical covariance matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Supermarket_A b_brand_Novum_A 0.004758 -7.3685e-04 0.002170 -3.9023e-04 0.002401 b_brand_Novum_B -7.3685e-04 0.001713 -1.8162e-04 9.0571e-04 -1.4605e-04 b_brand_BestValue_A 0.002170 -1.8162e-04 0.014554 -3.6340e-04 0.011705 b_brand_BestValue_B -3.9023e-04 9.0571e-04 -3.6340e-04 0.009347 5.1377e-04 b_brand_Supermarket_A 0.002401 -1.4605e-04 0.011705 5.1377e-04 0.015532 b_brand_Supermarket_B -2.8041e-04 0.001068 8.9737e-04 0.006696 3.0200e-04 b_brand_PainAway_A 0.002194 -1.4346e-04 0.011036 5.7870e-04 0.011551 b_brand_PainAway_B -2.9297e-04 9.2284e-04 4.2975e-04 0.005814 4.8409e-04 b_country_CH_A -2.1940e-04 9.049e-05 0.003721 -1.3600e-04 0.003871 b_country_CH_B 1.0980e-04 -1.9462e-04 -5.9330e-04 9.4650e-04 -6.5530e-04 b_country_DK_A 1.2596e-04 -2.671e-05 0.002802 -4.0779e-04 0.003068 b_country_DK_B 3.829e-05 -1.5768e-04 -4.2195e-04 8.6182e-04 -5.0969e-04 b_country_IND_A -2.0974e-04 -4.244e-06 -0.003902 0.001066 -0.003998 b_country_IND_B -8.179e-05 -5.481e-05 3.6536e-04 -0.004197 2.5747e-04 b_country_RUS_A -3.8474e-04 3.169e-05 -0.004563 6.9116e-04 -0.004865 b_country_RUS_B 1.4368e-04 -1.6192e-04 6.5098e-04 -0.004237 5.8332e-04 b_country_BRA_A 9.847e-05 -8.080e-05 -0.004084 6.3483e-04 -0.004870 b_country_BRA_B -1.1639e-04 2.805e-05 8.2886e-04 -0.003484 0.001038 b_char_fast_A -9.138e-05 5.640e-05 2.7713e-04 1.1268e-04 7.0477e-04 b_char_fast_B 7.651e-05 -1.621e-05 7.295e-05 -3.880e-05 -4.134e-05 b_char_double_A 4.621e-05 9.345e-05 0.001852 -1.7817e-04 0.002102 b_char_double_B 9.894e-05 5.644e-05 -2.7738e-04 4.2933e-04 -3.7043e-04 b_risk_A 2.556e-07 -1.338e-07 -2.263e-06 -3.029e-10 -2.562e-06 b_risk_B -2.826e-07 1.288e-07 2.108e-07 -1.750e-06 2.428e-07 b_price_A 1.2957e-04 -4.407e-05 0.001169 -6.538e-05 0.001101 b_price_B -6.828e-05 1.1173e-04 -4.328e-05 6.8241e-04 -2.151e-05 delta_B 0.020754 -0.004747 0.088706 0.083018 0.074564 lambda_B 0.063293 -0.020895 0.098771 0.127847 0.049013 zeta_quality 1.2235e-04 -7.470e-05 -2.7845e-04 -3.3814e-04 -4.6863e-04 zeta_ingredient -3.997e-05 1.490e-06 -2.4920e-04 -1.8207e-04 -3.1084e-04 zeta_patent 3.707e-06 9.179e-06 -1.4899e-04 1.7981e-04 -1.7028e-04 zeta_dominance -9.913e-06 7.953e-06 -8.972e-05 -6.081e-05 -8.622e-05 tau_quality_1 -5.565e-05 3.305e-05 5.487e-05 9.784e-05 1.5796e-04 tau_quality_2 -1.979e-05 1.248e-05 -5.033e-06 1.542e-05 3.905e-05 tau_quality_3 5.753e-05 -3.538e-05 -1.7334e-04 -1.9714e-04 -2.6533e-04 tau_quality_4 8.932e-05 -5.583e-05 -2.5763e-04 -2.9561e-04 -3.9404e-04 tau_ingredients_1 -2.517e-05 2.576e-06 -1.0963e-04 -6.889e-05 -1.4992e-04 tau_ingredients_2 -2.006e-05 5.358e-06 -3.020e-05 -9.195e-06 -5.696e-05 tau_ingredients_3 -4.088e-06 6.771e-06 1.3059e-04 9.420e-05 1.3078e-04 tau_ingredients_4 1.376e-05 2.464e-06 1.9185e-04 1.3370e-04 2.1115e-04 tau_patent_1 6.240e-07 -7.570e-06 5.281e-06 -1.4664e-04 1.804e-05 tau_patent_2 2.344e-05 -1.509e-05 -2.671e-05 -9.142e-05 -2.963e-05 tau_patent_3 1.930e-05 -6.839e-06 -1.2792e-04 1.972e-05 -1.4597e-04 tau_patent_4 2.885e-06 3.874e-06 -1.6637e-04 7.072e-05 -1.8246e-04 tau_dominance_1 -1.027e-05 7.789e-06 -1.594e-06 1.818e-06 -7.868e-07 tau_dominance_2 -1.154e-05 7.723e-06 1.636e-05 1.536e-05 2.198e-05 tau_dominance_3 9.699e-06 -3.074e-06 9.219e-05 4.976e-05 1.0295e-04 tau_dominance_4 1.551e-05 -6.547e-06 1.2005e-04 6.561e-05 1.2405e-04 b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_country_CH_B b_brand_Novum_A -2.8041e-04 0.002194 -2.9297e-04 -2.1940e-04 1.0980e-04 b_brand_Novum_B 0.001068 -1.4346e-04 9.2284e-04 9.049e-05 -1.9462e-04 b_brand_BestValue_A 8.9737e-04 0.011036 4.2975e-04 0.003721 -5.9330e-04 b_brand_BestValue_B 0.006696 5.7870e-04 0.005814 -1.3600e-04 9.4650e-04 b_brand_Supermarket_A 3.0200e-04 0.011551 4.8409e-04 0.003871 -6.5530e-04 b_brand_Supermarket_B 0.010483 0.001117 0.006322 -1.8569e-04 8.7934e-04 b_brand_PainAway_A 0.001117 0.014981 -2.0320e-04 0.003458 -6.1366e-04 b_brand_PainAway_B 0.006322 -2.0320e-04 0.010074 -1.6741e-04 6.1676e-04 b_country_CH_A -1.8569e-04 0.003458 -1.6741e-04 0.006672 -8.1733e-04 b_country_CH_B 8.7934e-04 -6.1366e-04 6.1676e-04 -8.1733e-04 0.002753 b_country_DK_A -6.4935e-04 0.002851 -6.3081e-04 0.003400 -3.4815e-04 b_country_DK_B 9.4206e-04 -5.2115e-04 7.5115e-04 -4.5871e-04 0.001284 b_country_IND_A 0.001038 -0.003481 8.9218e-04 -8.847e-05 5.786e-06 b_country_IND_B -0.004370 1.0378e-04 -0.003665 -4.378e-06 1.0488e-04 b_country_RUS_A 5.0367e-04 -0.004050 5.5904e-04 -3.3532e-04 5.881e-05 b_country_RUS_B -0.004207 4.7029e-04 -0.003584 -6.178e-05 -5.227e-05 b_country_BRA_A 7.5210e-04 -0.004021 6.1818e-04 -4.0598e-04 8.843e-05 b_country_BRA_B -0.004213 7.7219e-04 -0.003377 8.528e-05 -1.6205e-04 b_char_fast_A 2.344e-06 7.102e-05 1.8118e-04 2.8424e-04 -8.643e-05 b_char_fast_B 2.4848e-04 1.0290e-04 -1.9641e-04 -8.144e-05 2.0384e-04 b_char_double_A -3.2779e-04 0.001425 -8.938e-05 3.5189e-04 -6.758e-05 b_char_double_B 6.1794e-04 -2.0717e-04 1.9261e-04 -1.0396e-04 3.2342e-04 b_risk_A -5.249e-08 -1.147e-06 -1.407e-07 -6.009e-07 1.276e-07 b_risk_B -1.855e-06 4.181e-08 -7.159e-07 1.205e-07 -2.855e-07 b_price_A -3.514e-05 0.001354 -1.0152e-04 -2.4176e-04 6.188e-05 b_price_B 6.2588e-04 -6.809e-05 8.2585e-04 8.571e-05 -2.2692e-04 delta_B 0.144087 0.087806 0.107277 0.016749 -0.016900 lambda_B 0.259072 0.081218 0.190807 0.031394 -0.027478 zeta_quality -2.9381e-04 -2.4059e-04 -4.3792e-04 -1.5447e-04 1.2485e-04 zeta_ingredient -1.4898e-04 -1.7886e-04 -2.9195e-04 -2.438e-05 3.531e-05 zeta_patent 2.7746e-04 -2.5544e-04 3.2061e-04 -7.257e-06 -1.017e-05 zeta_dominance -7.336e-05 -1.1506e-04 -3.899e-05 -1.7492e-04 9.372e-05 tau_quality_1 3.780e-05 3.119e-05 1.3782e-04 7.699e-05 -5.404e-05 tau_quality_2 -1.954e-05 -2.683e-05 3.867e-05 3.120e-05 -2.048e-05 tau_quality_3 -1.9077e-04 -1.7224e-04 -2.3785e-04 -7.848e-05 6.573e-05 tau_quality_4 -2.8855e-04 -2.3831e-04 -3.7275e-04 -1.1812e-04 1.0009e-04 tau_ingredients_1 -2.253e-05 -5.705e-05 -1.3462e-04 -1.120e-05 1.443e-05 tau_ingredients_2 3.871e-05 6.394e-06 -4.603e-05 -9.472e-07 1.423e-06 tau_ingredients_3 1.3424e-04 1.0992e-04 1.3970e-04 2.970e-06 -1.673e-05 tau_ingredients_4 1.5674e-04 1.4764e-04 2.1194e-04 3.881e-06 -2.232e-05 tau_patent_1 -2.3424e-04 5.415e-05 -2.2837e-04 -7.636e-06 1.734e-05 tau_patent_2 -1.3511e-04 -1.666e-05 -1.2311e-04 -2.029e-05 1.896e-05 tau_patent_3 4.153e-05 -1.7768e-04 6.945e-05 -1.749e-05 1.070e-05 tau_patent_4 1.1039e-04 -2.3898e-04 1.5305e-04 -1.052e-05 3.287e-06 tau_dominance_1 1.375e-05 -2.164e-05 2.821e-05 -8.957e-05 4.331e-05 tau_dominance_2 2.317e-05 -3.725e-06 4.367e-05 -5.502e-05 2.459e-05 tau_dominance_3 6.355e-05 8.809e-05 6.933e-05 4.915e-05 -3.254e-05 tau_dominance_4 9.136e-05 1.2758e-04 7.387e-05 9.214e-05 -5.589e-05 b_country_DK_A b_country_DK_B b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A 1.2596e-04 3.829e-05 -2.0974e-04 -8.179e-05 -3.8474e-04 b_brand_Novum_B -2.671e-05 -1.5768e-04 -4.244e-06 -5.481e-05 3.169e-05 b_brand_BestValue_A 0.002802 -4.2195e-04 -0.003902 3.6536e-04 -0.004563 b_brand_BestValue_B -4.0779e-04 8.6182e-04 0.001066 -0.004197 6.9116e-04 b_brand_Supermarket_A 0.003068 -5.0969e-04 -0.003998 2.5747e-04 -0.004865 b_brand_Supermarket_B -6.4935e-04 9.4206e-04 0.001038 -0.004370 5.0367e-04 b_brand_PainAway_A 0.002851 -5.2115e-04 -0.003481 1.0378e-04 -0.004050 b_brand_PainAway_B -6.3081e-04 7.5115e-04 8.9218e-04 -0.003665 5.5904e-04 b_country_CH_A 0.003400 -4.5871e-04 -8.847e-05 -4.378e-06 -3.3532e-04 b_country_CH_B -3.4815e-04 0.001284 5.786e-06 1.0488e-04 5.881e-05 b_country_DK_A 0.007025 -8.4154e-04 4.2745e-04 -5.889e-05 2.0722e-04 b_country_DK_B -8.4154e-04 0.002486 -1.1257e-04 2.4854e-04 -3.623e-06 b_country_IND_A 4.2745e-04 -1.1257e-04 0.008683 -0.001655 0.004061 b_country_IND_B -5.889e-05 2.4854e-04 -0.001655 0.007926 -6.8265e-04 b_country_RUS_A 2.0722e-04 -3.623e-06 0.004061 -6.8265e-04 0.009294 b_country_RUS_B -1.659e-05 5.994e-05 -8.1297e-04 0.003840 -0.001818 b_country_BRA_A 2.5539e-04 -7.398e-05 0.004445 -9.1678e-04 0.004266 b_country_BRA_B -2.2548e-04 6.924e-05 -0.001003 0.004010 -9.7860e-04 b_char_fast_A -1.6313e-04 8.939e-06 -4.7294e-04 1.6822e-04 -4.4864e-04 b_char_fast_B 3.454e-05 9.041e-05 1.2767e-04 -2.7211e-04 8.227e-05 b_char_double_A 1.0567e-04 3.690e-05 -2.0500e-04 1.3058e-04 -1.2858e-04 b_char_double_B 5.872e-05 4.834e-05 4.305e-05 -1.4476e-04 1.089e-05 b_risk_A 1.603e-07 -3.736e-08 5.583e-07 -1.936e-07 9.421e-07 b_risk_B -1.870e-07 -4.084e-08 -2.353e-07 7.099e-07 -1.263e-07 b_price_A -7.053e-05 1.967e-05 1.4037e-04 -9.506e-05 1.5008e-04 b_price_B 1.862e-05 -9.675e-05 -4.333e-05 8.443e-05 -3.006e-06 delta_B -0.007361 -0.013994 0.046113 -0.047243 -0.004095 lambda_B 0.005617 -0.028168 0.109082 -0.097343 0.010563 zeta_quality 4.472e-05 1.107e-05 -1.0019e-04 1.6003e-04 -1.5875e-04 zeta_ingredient -7.820e-05 2.899e-05 -2.069e-05 9.751e-05 -1.4231e-04 zeta_patent -1.8538e-04 6.952e-05 1.5825e-04 -1.0094e-04 8.589e-05 zeta_dominance -1.4367e-04 7.737e-05 -7.631e-05 1.0429e-04 -6.833e-05 tau_quality_1 -4.441e-06 1.646e-06 2.521e-05 -5.450e-05 8.372e-05 tau_quality_2 1.223e-06 5.739e-06 3.161e-06 -1.471e-05 3.575e-05 tau_quality_3 2.128e-05 1.285e-05 -5.614e-05 8.450e-05 -7.332e-05 tau_quality_4 3.794e-05 1.508e-05 -8.813e-05 1.3174e-04 -1.1354e-04 tau_ingredients_1 -5.685e-05 1.182e-05 6.144e-06 4.185e-05 -9.493e-05 tau_ingredients_2 -4.081e-05 2.989e-06 1.727e-05 1.041e-05 -6.229e-05 tau_ingredients_3 -5.056e-06 -1.219e-05 2.030e-05 -3.372e-05 8.837e-06 tau_ingredients_4 1.966e-05 -1.930e-05 1.947e-05 -5.349e-05 4.953e-05 tau_patent_1 1.0324e-04 -2.594e-05 -8.378e-05 5.424e-05 -3.341e-05 tau_patent_2 4.033e-05 -2.939e-06 -2.184e-05 1.205e-05 -8.747e-06 tau_patent_3 -6.527e-05 3.477e-05 6.149e-05 -3.240e-05 3.859e-05 tau_patent_4 -1.0962e-04 5.043e-05 9.285e-05 -5.110e-05 5.994e-05 tau_dominance_1 -8.628e-05 3.789e-05 -3.624e-05 5.089e-05 -4.236e-05 tau_dominance_2 -6.215e-05 2.418e-05 -2.187e-05 3.095e-05 -2.923e-05 tau_dominance_3 1.509e-05 -2.014e-05 1.672e-05 -2.800e-05 -2.797e-06 tau_dominance_4 5.267e-05 -4.074e-05 3.445e-05 -5.297e-05 1.215e-05 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A 1.4368e-04 9.847e-05 -1.1639e-04 -9.138e-05 7.651e-05 b_brand_Novum_B -1.6192e-04 -8.080e-05 2.805e-05 5.640e-05 -1.621e-05 b_brand_BestValue_A 6.5098e-04 -0.004084 8.2886e-04 2.7713e-04 7.295e-05 b_brand_BestValue_B -0.004237 6.3483e-04 -0.003484 1.1268e-04 -3.880e-05 b_brand_Supermarket_A 5.8332e-04 -0.004870 0.001038 7.0477e-04 -4.134e-05 b_brand_Supermarket_B -0.004207 7.5210e-04 -0.004213 2.344e-06 2.4848e-04 b_brand_PainAway_A 4.7029e-04 -0.004021 7.7219e-04 7.102e-05 1.0290e-04 b_brand_PainAway_B -0.003584 6.1818e-04 -0.003377 1.8118e-04 -1.9641e-04 b_country_CH_A -6.178e-05 -4.0598e-04 8.528e-05 2.8424e-04 -8.144e-05 b_country_CH_B -5.227e-05 8.843e-05 -1.6205e-04 -8.643e-05 2.0384e-04 b_country_DK_A -1.659e-05 2.5539e-04 -2.2548e-04 -1.6313e-04 3.454e-05 b_country_DK_B 5.994e-05 -7.398e-05 6.924e-05 8.939e-06 9.041e-05 b_country_IND_A -8.1297e-04 0.004445 -0.001003 -4.7294e-04 1.2767e-04 b_country_IND_B 0.003840 -9.1678e-04 0.004010 1.6822e-04 -2.7211e-04 b_country_RUS_A -0.001818 0.004266 -9.7860e-04 -4.4864e-04 8.227e-05 b_country_RUS_B 0.009740 -8.8219e-04 0.003985 6.967e-05 -2.6985e-04 b_country_BRA_A -8.8219e-04 0.009320 -0.001951 -6.0393e-04 1.1951e-04 b_country_BRA_B 0.003985 -0.001951 0.009277 2.0801e-04 -2.6922e-04 b_char_fast_A 6.967e-05 -6.0393e-04 2.0801e-04 0.002889 -4.3009e-04 b_char_fast_B -2.6985e-04 1.1951e-04 -2.6922e-04 -4.3009e-04 0.001671 b_char_double_A -4.777e-05 -4.2592e-04 -1.1199e-04 0.001626 -1.9475e-04 b_char_double_B -8.060e-05 2.772e-05 -9.078e-05 -2.2235e-04 9.3665e-04 b_risk_A -6.270e-08 3.364e-07 -5.894e-08 -6.224e-07 9.939e-08 b_risk_B 2.828e-07 3.211e-08 1.922e-07 1.432e-07 -2.815e-07 b_price_A 1.144e-05 2.0103e-04 2.711e-06 -2.6830e-04 3.960e-05 b_price_B 2.776e-05 -2.318e-05 1.2363e-04 4.995e-05 -1.3439e-04 delta_B -0.023581 0.009524 -0.014125 0.004730 -0.002385 lambda_B -0.047094 0.038725 -0.045752 0.001467 -0.008995 zeta_quality 2.6451e-04 -1.7040e-04 2.4189e-04 -2.909e-05 -7.172e-06 zeta_ingredient 2.1045e-04 4.299e-05 2.966e-05 8.003e-05 -6.519e-05 zeta_patent -1.1370e-04 1.8681e-04 -2.0621e-04 1.0519e-04 -8.264e-05 zeta_dominance 5.892e-05 -1.7993e-04 1.5318e-04 1.304e-05 -1.297e-05 tau_quality_1 -1.1570e-04 7.969e-05 -1.2270e-04 7.469e-06 -2.326e-07 tau_quality_2 -4.192e-05 3.115e-05 -5.739e-05 1.863e-06 -3.036e-06 tau_quality_3 1.3381e-04 -8.046e-05 1.0775e-04 -1.249e-05 -9.040e-06 tau_quality_4 2.0465e-04 -1.2567e-04 1.7551e-04 -2.345e-05 -8.758e-06 tau_ingredients_1 1.2484e-04 3.641e-05 1.165e-05 5.361e-05 -3.971e-05 tau_ingredients_2 7.009e-05 2.824e-05 5.542e-07 3.708e-05 -2.477e-05 tau_ingredients_3 -3.763e-05 -1.822e-06 -2.818e-06 4.673e-06 6.031e-06 tau_ingredients_4 -9.324e-05 -1.697e-05 -5.266e-06 -1.998e-05 2.561e-05 tau_patent_1 6.916e-05 -8.304e-05 9.479e-05 -7.150e-05 4.743e-05 tau_patent_2 3.423e-05 -1.923e-05 2.649e-05 -3.493e-05 2.062e-05 tau_patent_3 -3.335e-05 7.485e-05 -8.354e-05 4.349e-05 -3.897e-05 tau_patent_4 -6.305e-05 1.1597e-04 -1.3106e-04 6.896e-05 -5.919e-05 tau_dominance_1 2.604e-05 -1.0095e-04 8.930e-05 1.333e-05 -6.840e-06 tau_dominance_2 1.547e-05 -6.728e-05 6.256e-05 1.194e-05 -5.336e-06 tau_dominance_3 -8.152e-06 2.785e-05 -1.512e-05 2.659e-06 2.796e-06 tau_dominance_4 -2.298e-05 7.229e-05 -5.448e-05 -4.629e-07 6.972e-06 b_char_double_A b_char_double_B b_risk_A b_risk_B b_price_A b_brand_Novum_A 4.621e-05 9.894e-05 2.556e-07 -2.826e-07 1.2957e-04 b_brand_Novum_B 9.345e-05 5.644e-05 -1.338e-07 1.288e-07 -4.407e-05 b_brand_BestValue_A 0.001852 -2.7738e-04 -2.263e-06 2.108e-07 0.001169 b_brand_BestValue_B -1.7817e-04 4.2933e-04 -3.029e-10 -1.750e-06 -6.538e-05 b_brand_Supermarket_A 0.002102 -3.7043e-04 -2.562e-06 2.428e-07 0.001101 b_brand_Supermarket_B -3.2779e-04 6.1794e-04 -5.249e-08 -1.855e-06 -3.514e-05 b_brand_PainAway_A 0.001425 -2.0717e-04 -1.147e-06 4.181e-08 0.001354 b_brand_PainAway_B -8.938e-05 1.9261e-04 -1.407e-07 -7.159e-07 -1.0152e-04 b_country_CH_A 3.5189e-04 -1.0396e-04 -6.009e-07 1.205e-07 -2.4176e-04 b_country_CH_B -6.758e-05 3.2342e-04 1.276e-07 -2.855e-07 6.188e-05 b_country_DK_A 1.0567e-04 5.872e-05 1.603e-07 -1.870e-07 -7.053e-05 b_country_DK_B 3.690e-05 4.834e-05 -3.736e-08 -4.084e-08 1.967e-05 b_country_IND_A -2.0500e-04 4.305e-05 5.583e-07 -2.353e-07 1.4037e-04 b_country_IND_B 1.3058e-04 -1.4476e-04 -1.936e-07 7.099e-07 -9.506e-05 b_country_RUS_A -1.2858e-04 1.089e-05 9.421e-07 -1.263e-07 1.5008e-04 b_country_RUS_B -4.777e-05 -8.060e-05 -6.270e-08 2.828e-07 1.144e-05 b_country_BRA_A -4.2592e-04 2.772e-05 3.364e-07 3.211e-08 2.0103e-04 b_country_BRA_B -1.1199e-04 -9.078e-05 -5.894e-08 1.922e-07 2.711e-06 b_char_fast_A 0.001626 -2.2235e-04 -6.224e-07 1.432e-07 -2.6830e-04 b_char_fast_B -1.9475e-04 9.3665e-04 9.939e-08 -2.815e-07 3.960e-05 b_char_double_A 0.005616 -6.5521e-04 -2.820e-07 4.286e-09 -3.4870e-04 b_char_double_B -6.5521e-04 0.002518 6.495e-08 -1.768e-07 5.962e-05 b_risk_A -2.820e-07 6.495e-08 8.718e-09 -2.081e-09 4.137e-07 b_risk_B 4.286e-09 -1.768e-07 -2.081e-09 9.189e-09 -6.840e-08 b_price_A -3.4870e-04 5.962e-05 4.137e-07 -6.840e-08 0.001144 b_price_B 6.593e-05 -2.5741e-04 -7.087e-08 2.269e-07 -1.3420e-04 delta_B -0.025062 -0.005525 -6.377e-06 -3.362e-06 0.005869 lambda_B -0.058375 -0.005124 1.507e-05 -1.017e-05 0.010762 zeta_quality -2.7388e-04 1.8687e-04 2.588e-07 -1.429e-07 3.408e-05 zeta_ingredient -1.1188e-04 6.303e-05 1.838e-07 -1.363e-07 -1.580e-05 zeta_patent -1.725e-05 -2.126e-05 -1.489e-07 1.622e-07 -9.392e-06 zeta_dominance -1.3215e-04 9.322e-05 -1.308e-07 1.591e-07 1.682e-05 tau_quality_1 1.5642e-04 -9.205e-05 -1.151e-07 7.955e-08 -1.886e-05 tau_quality_2 8.776e-05 -4.476e-05 -4.282e-08 3.793e-08 -9.413e-06 tau_quality_3 -9.917e-05 8.073e-05 1.351e-07 -6.810e-08 1.571e-05 tau_quality_4 -1.7919e-04 1.3477e-04 2.019e-07 -1.044e-07 2.435e-05 tau_ingredients_1 -8.625e-05 3.897e-05 1.094e-07 -9.154e-08 -9.884e-06 tau_ingredients_2 -5.467e-05 1.850e-05 5.437e-08 -5.255e-08 -6.984e-06 tau_ingredients_3 1.266e-05 -2.305e-05 -5.590e-08 2.580e-08 5.479e-06 tau_ingredients_4 3.753e-05 -3.560e-05 -1.021e-07 6.074e-08 1.181e-05 tau_patent_1 3.037e-05 1.159e-05 8.244e-08 -7.015e-08 5.696e-06 tau_patent_2 2.168e-05 6.054e-06 3.035e-08 -1.605e-08 6.893e-06 tau_patent_3 -5.443e-06 2.030e-07 -5.101e-08 7.252e-08 -3.300e-06 tau_patent_4 -7.833e-06 -6.651e-06 -8.707e-08 1.108e-07 -8.451e-06 tau_dominance_1 -7.881e-05 4.720e-05 -7.695e-08 8.061e-08 8.834e-06 tau_dominance_2 -5.417e-05 2.926e-05 -4.666e-08 4.526e-08 7.180e-06 tau_dominance_3 1.142e-05 -2.139e-05 2.071e-08 -3.995e-08 -4.701e-07 tau_dominance_4 4.471e-05 -4.503e-05 4.544e-08 -7.396e-08 -6.898e-06 b_price_B delta_B lambda_B zeta_quality zeta_ingredient b_brand_Novum_A -6.828e-05 0.020754 0.063293 1.2235e-04 -3.997e-05 b_brand_Novum_B 1.1173e-04 -0.004747 -0.020895 -7.470e-05 1.490e-06 b_brand_BestValue_A -4.328e-05 0.088706 0.098771 -2.7845e-04 -2.4920e-04 b_brand_BestValue_B 6.8241e-04 0.083018 0.127847 -3.3814e-04 -1.8207e-04 b_brand_Supermarket_A -2.151e-05 0.074564 0.049013 -4.6863e-04 -3.1084e-04 b_brand_Supermarket_B 6.2588e-04 0.144087 0.259072 -2.9381e-04 -1.4898e-04 b_brand_PainAway_A -6.809e-05 0.087806 0.081218 -2.4059e-04 -1.7886e-04 b_brand_PainAway_B 8.2585e-04 0.107277 0.190807 -4.3792e-04 -2.9195e-04 b_country_CH_A 8.571e-05 0.016749 0.031394 -1.5447e-04 -2.438e-05 b_country_CH_B -2.2692e-04 -0.016900 -0.027478 1.2485e-04 3.531e-05 b_country_DK_A 1.862e-05 -0.007361 0.005617 4.472e-05 -7.820e-05 b_country_DK_B -9.675e-05 -0.013994 -0.028168 1.107e-05 2.899e-05 b_country_IND_A -4.333e-05 0.046113 0.109082 -1.0019e-04 -2.069e-05 b_country_IND_B 8.443e-05 -0.047243 -0.097343 1.6003e-04 9.751e-05 b_country_RUS_A -3.006e-06 -0.004095 0.010563 -1.5875e-04 -1.4231e-04 b_country_RUS_B 2.776e-05 -0.023581 -0.047094 2.6451e-04 2.1045e-04 b_country_BRA_A -2.318e-05 0.009524 0.038725 -1.7040e-04 4.299e-05 b_country_BRA_B 1.2363e-04 -0.014125 -0.045752 2.4189e-04 2.966e-05 b_char_fast_A 4.995e-05 0.004730 0.001467 -2.909e-05 8.003e-05 b_char_fast_B -1.3439e-04 -0.002385 -0.008995 -7.172e-06 -6.519e-05 b_char_double_A 6.593e-05 -0.025062 -0.058375 -2.7388e-04 -1.1188e-04 b_char_double_B -2.5741e-04 -0.005525 -0.005124 1.8687e-04 6.303e-05 b_risk_A -7.087e-08 -6.377e-06 1.507e-05 2.588e-07 1.838e-07 b_risk_B 2.269e-07 -3.362e-06 -1.017e-05 -1.429e-07 -1.363e-07 b_price_A -1.3420e-04 0.005869 0.010762 3.408e-05 -1.580e-05 b_price_B 6.0158e-04 0.001196 -0.001647 -5.037e-05 -1.733e-05 delta_B 0.001196 117.484197 311.435524 -0.105930 0.091794 lambda_B -0.001647 311.435524 837.917785 -0.254530 0.252589 zeta_quality -5.037e-05 -0.105930 -0.254530 0.011460 5.704e-05 zeta_ingredient -1.733e-05 0.091794 0.252589 5.704e-05 0.010080 zeta_patent -3.098e-07 -0.095545 -0.254727 -8.8476e-04 1.680e-05 zeta_dominance -2.217e-05 0.021273 0.054301 6.959e-05 1.4173e-04 tau_quality_1 2.199e-05 0.008757 0.071039 -0.004547 -3.1845e-04 tau_quality_2 8.921e-06 -0.026222 -0.017430 -0.002030 -1.6113e-04 tau_quality_3 -2.599e-05 -0.091718 -0.184055 0.004586 2.5805e-04 tau_quality_4 -3.976e-05 -0.111415 -0.232068 0.007220 4.6219e-04 tau_ingredients_1 -8.335e-06 0.089133 0.201207 4.0989e-04 0.005624 tau_ingredients_2 -2.266e-06 0.070240 0.144168 2.3317e-04 0.003358 tau_ingredients_3 7.278e-06 0.015373 -0.014892 -1.3874e-04 -0.001456 tau_ingredients_4 1.042e-05 -0.010922 -0.087821 -3.2880e-04 -0.003611 tau_patent_1 -3.551e-06 0.006348 0.081387 8.3472e-04 -3.7834e-04 tau_patent_2 -5.772e-06 -0.028798 -0.014590 3.8572e-04 -1.6505e-04 tau_patent_3 -4.356e-06 -0.083707 -0.170136 -5.5472e-04 2.8425e-04 tau_patent_4 -2.581e-06 -0.099734 -0.217129 -0.001028 4.6272e-04 tau_dominance_1 -9.158e-06 0.035887 0.062003 2.6918e-04 -1.3955e-04 tau_dominance_2 -5.959e-06 0.035235 0.058848 1.6841e-04 -6.258e-05 tau_dominance_3 5.978e-06 0.026087 0.030576 -1.5346e-04 7.638e-05 tau_dominance_4 1.324e-05 0.018575 0.010148 -2.8260e-04 1.2659e-04 zeta_patent zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A 3.707e-06 -9.913e-06 -5.565e-05 -1.979e-05 5.753e-05 b_brand_Novum_B 9.179e-06 7.953e-06 3.305e-05 1.248e-05 -3.538e-05 b_brand_BestValue_A -1.4899e-04 -8.972e-05 5.487e-05 -5.033e-06 -1.7334e-04 b_brand_BestValue_B 1.7981e-04 -6.081e-05 9.784e-05 1.542e-05 -1.9714e-04 b_brand_Supermarket_A -1.7028e-04 -8.622e-05 1.5796e-04 3.905e-05 -2.6533e-04 b_brand_Supermarket_B 2.7746e-04 -7.336e-05 3.780e-05 -1.954e-05 -1.9077e-04 b_brand_PainAway_A -2.5544e-04 -1.1506e-04 3.119e-05 -2.683e-05 -1.7224e-04 b_brand_PainAway_B 3.2061e-04 -3.899e-05 1.3782e-04 3.867e-05 -2.3785e-04 b_country_CH_A -7.257e-06 -1.7492e-04 7.699e-05 3.120e-05 -7.848e-05 b_country_CH_B -1.017e-05 9.372e-05 -5.404e-05 -2.048e-05 6.573e-05 b_country_DK_A -1.8538e-04 -1.4367e-04 -4.441e-06 1.223e-06 2.128e-05 b_country_DK_B 6.952e-05 7.737e-05 1.646e-06 5.739e-06 1.285e-05 b_country_IND_A 1.5825e-04 -7.631e-05 2.521e-05 3.161e-06 -5.614e-05 b_country_IND_B -1.0094e-04 1.0429e-04 -5.450e-05 -1.471e-05 8.450e-05 b_country_RUS_A 8.589e-05 -6.833e-05 8.372e-05 3.575e-05 -7.332e-05 b_country_RUS_B -1.1370e-04 5.892e-05 -1.1570e-04 -4.192e-05 1.3381e-04 b_country_BRA_A 1.8681e-04 -1.7993e-04 7.969e-05 3.115e-05 -8.046e-05 b_country_BRA_B -2.0621e-04 1.5318e-04 -1.2270e-04 -5.739e-05 1.0775e-04 b_char_fast_A 1.0519e-04 1.304e-05 7.469e-06 1.863e-06 -1.249e-05 b_char_fast_B -8.264e-05 -1.297e-05 -2.326e-07 -3.036e-06 -9.040e-06 b_char_double_A -1.725e-05 -1.3215e-04 1.5642e-04 8.776e-05 -9.917e-05 b_char_double_B -2.126e-05 9.322e-05 -9.205e-05 -4.476e-05 8.073e-05 b_risk_A -1.489e-07 -1.308e-07 -1.151e-07 -4.282e-08 1.351e-07 b_risk_B 1.622e-07 1.591e-07 7.955e-08 3.793e-08 -6.810e-08 b_price_A -9.392e-06 1.682e-05 -1.886e-05 -9.413e-06 1.571e-05 b_price_B -3.098e-07 -2.217e-05 2.199e-05 8.921e-06 -2.599e-05 delta_B -0.095545 0.021273 0.008757 -0.026222 -0.091718 lambda_B -0.254727 0.054301 0.071039 -0.017430 -0.184055 zeta_quality -8.8476e-04 6.959e-05 -0.004547 -0.002030 0.004586 zeta_ingredient 1.680e-05 1.4173e-04 -3.1845e-04 -1.6113e-04 2.5805e-04 zeta_patent 0.012683 3.1518e-04 8.1422e-04 4.3614e-04 -6.6958e-04 zeta_dominance 3.1518e-04 0.007577 -2.5227e-04 -1.2282e-04 2.4629e-04 tau_quality_1 8.1422e-04 -2.5227e-04 0.010276 0.005993 6.8739e-04 tau_quality_2 4.3614e-04 -1.2282e-04 0.005993 0.007061 0.002325 tau_quality_3 -6.6958e-04 2.4629e-04 6.8739e-04 0.002325 0.010030 tau_quality_4 -0.001193 4.2429e-04 -7.7598e-04 0.001320 0.009493 tau_ingredients_1 4.6020e-04 -1.9818e-04 -0.001409 -0.001305 -0.001050 tau_ingredients_2 2.8323e-04 -9.149e-05 -0.001327 -0.001273 -0.001121 tau_ingredients_3 -1.0536e-04 4.356e-05 -0.001154 -0.001191 -0.001265 tau_ingredients_4 -2.8517e-04 1.0406e-04 -0.001063 -0.001142 -0.001341 tau_patent_1 -0.005421 -3.7639e-04 0.001039 0.001237 0.001794 tau_patent_2 -0.002174 -1.3432e-04 0.001271 0.001371 0.001609 tau_patent_3 0.004477 3.5436e-04 0.001732 0.001609 0.001220 tau_patent_4 0.007218 5.7840e-04 0.001962 0.001717 0.001017 tau_dominance_1 4.4572e-04 0.003476 -0.001039 -9.6843e-04 -7.7925e-04 tau_dominance_2 2.6160e-04 0.002250 -9.9323e-04 -9.5219e-04 -8.3103e-04 tau_dominance_3 -2.0338e-04 -0.001445 -8.4038e-04 -8.8323e-04 -9.8297e-04 tau_dominance_4 -3.7708e-04 -0.002932 -7.7361e-04 -8.4555e-04 -0.001042 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 tau_ingredients_4 b_brand_Novum_A 8.932e-05 -2.517e-05 -2.006e-05 -4.088e-06 1.376e-05 b_brand_Novum_B -5.583e-05 2.576e-06 5.358e-06 6.771e-06 2.464e-06 b_brand_BestValue_A -2.5763e-04 -1.0963e-04 -3.020e-05 1.3059e-04 1.9185e-04 b_brand_BestValue_B -2.9561e-04 -6.889e-05 -9.195e-06 9.420e-05 1.3370e-04 b_brand_Supermarket_A -3.9404e-04 -1.4992e-04 -5.696e-05 1.3078e-04 2.1115e-04 b_brand_Supermarket_B -2.8855e-04 -2.253e-05 3.871e-05 1.3424e-04 1.5674e-04 b_brand_PainAway_A -2.3831e-04 -5.705e-05 6.394e-06 1.0992e-04 1.4764e-04 b_brand_PainAway_B -3.7275e-04 -1.3462e-04 -4.603e-05 1.3970e-04 2.1194e-04 b_country_CH_A -1.1812e-04 -1.120e-05 -9.472e-07 2.970e-06 3.881e-06 b_country_CH_B 1.0009e-04 1.443e-05 1.423e-06 -1.673e-05 -2.232e-05 b_country_DK_A 3.794e-05 -5.685e-05 -4.081e-05 -5.056e-06 1.966e-05 b_country_DK_B 1.508e-05 1.182e-05 2.989e-06 -1.219e-05 -1.930e-05 b_country_IND_A -8.813e-05 6.144e-06 1.727e-05 2.030e-05 1.947e-05 b_country_IND_B 1.3174e-04 4.185e-05 1.041e-05 -3.372e-05 -5.349e-05 b_country_RUS_A -1.1354e-04 -9.493e-05 -6.229e-05 8.837e-06 4.953e-05 b_country_RUS_B 2.0465e-04 1.2484e-04 7.009e-05 -3.763e-05 -9.324e-05 b_country_BRA_A -1.2567e-04 3.641e-05 2.824e-05 -1.822e-06 -1.697e-05 b_country_BRA_B 1.7551e-04 1.165e-05 5.542e-07 -2.818e-06 -5.266e-06 b_char_fast_A -2.345e-05 5.361e-05 3.708e-05 4.673e-06 -1.998e-05 b_char_fast_B -8.758e-06 -3.971e-05 -2.477e-05 6.031e-06 2.561e-05 b_char_double_A -1.7919e-04 -8.625e-05 -5.467e-05 1.266e-05 3.753e-05 b_char_double_B 1.3477e-04 3.897e-05 1.850e-05 -2.305e-05 -3.560e-05 b_risk_A 2.019e-07 1.094e-07 5.437e-08 -5.590e-08 -1.021e-07 b_risk_B -1.044e-07 -9.154e-08 -5.255e-08 2.580e-08 6.074e-08 b_price_A 2.435e-05 -9.884e-06 -6.984e-06 5.479e-06 1.181e-05 b_price_B -3.976e-05 -8.335e-06 -2.266e-06 7.278e-06 1.042e-05 delta_B -0.111415 0.089133 0.070240 0.015373 -0.010922 lambda_B -0.232068 0.201207 0.144168 -0.014892 -0.087821 zeta_quality 0.007220 4.0989e-04 2.3317e-04 -1.3874e-04 -3.2880e-04 zeta_ingredient 4.6219e-04 0.005624 0.003358 -0.001456 -0.003611 zeta_patent -0.001193 4.6020e-04 2.8323e-04 -1.0536e-04 -2.8517e-04 zeta_dominance 4.2429e-04 -1.9818e-04 -9.149e-05 4.356e-05 1.0406e-04 tau_quality_1 -7.7598e-04 -0.001409 -0.001327 -0.001154 -0.001063 tau_quality_2 0.001320 -0.001305 -0.001273 -0.001191 -0.001142 tau_quality_3 0.009493 -0.001050 -0.001121 -0.001265 -0.001341 tau_quality_4 0.018573 -9.3587e-04 -0.001044 -0.001297 -0.001439 tau_ingredients_1 -9.3587e-04 0.015452 0.007764 0.001708 -1.705e-05 tau_ingredients_2 -0.001044 0.007764 0.008484 0.002591 0.001219 tau_ingredients_3 -0.001297 0.001708 0.002591 0.006362 0.005234 tau_ingredients_4 -0.001439 -1.705e-05 0.001219 0.005234 0.009313 tau_patent_1 0.002061 -0.001552 -0.001454 -0.001245 -0.001141 tau_patent_2 0.001715 -0.001396 -0.001366 -0.001284 -0.001233 tau_patent_3 0.001023 -0.001089 -0.001175 -0.001338 -0.001413 tau_patent_4 6.8380e-04 -9.7226e-04 -0.001093 -0.001356 -0.001486 tau_dominance_1 -6.9446e-04 7.0979e-04 7.5964e-04 8.3089e-04 8.6749e-04 tau_dominance_2 -7.7264e-04 7.6054e-04 7.8693e-04 8.2092e-04 8.3757e-04 tau_dominance_3 -0.001027 8.6617e-04 8.3956e-04 8.0450e-04 7.8722e-04 tau_dominance_4 -0.001136 9.0987e-04 8.5759e-04 7.9284e-04 7.6512e-04 tau_patent_1 tau_patent_2 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 6.240e-07 2.344e-05 1.930e-05 2.885e-06 -1.027e-05 b_brand_Novum_B -7.570e-06 -1.509e-05 -6.839e-06 3.874e-06 7.789e-06 b_brand_BestValue_A 5.281e-06 -2.671e-05 -1.2792e-04 -1.6637e-04 -1.594e-06 b_brand_BestValue_B -1.4664e-04 -9.142e-05 1.972e-05 7.072e-05 1.818e-06 b_brand_Supermarket_A 1.804e-05 -2.963e-05 -1.4597e-04 -1.8246e-04 -7.868e-07 b_brand_Supermarket_B -2.3424e-04 -1.3511e-04 4.153e-05 1.1039e-04 1.375e-05 b_brand_PainAway_A 5.415e-05 -1.666e-05 -1.7768e-04 -2.3898e-04 -2.164e-05 b_brand_PainAway_B -2.2837e-04 -1.2311e-04 6.945e-05 1.5305e-04 2.821e-05 b_country_CH_A -7.636e-06 -2.029e-05 -1.749e-05 -1.052e-05 -8.957e-05 b_country_CH_B 1.734e-05 1.896e-05 1.070e-05 3.287e-06 4.331e-05 b_country_DK_A 1.0324e-04 4.033e-05 -6.527e-05 -1.0962e-04 -8.628e-05 b_country_DK_B -2.594e-05 -2.939e-06 3.477e-05 5.043e-05 3.789e-05 b_country_IND_A -8.378e-05 -2.184e-05 6.149e-05 9.285e-05 -3.624e-05 b_country_IND_B 5.424e-05 1.205e-05 -3.240e-05 -5.110e-05 5.089e-05 b_country_RUS_A -3.341e-05 -8.747e-06 3.859e-05 5.994e-05 -4.236e-05 b_country_RUS_B 6.916e-05 3.423e-05 -3.335e-05 -6.305e-05 2.604e-05 b_country_BRA_A -8.304e-05 -1.923e-05 7.485e-05 1.1597e-04 -1.0095e-04 b_country_BRA_B 9.479e-05 2.649e-05 -8.354e-05 -1.3106e-04 8.930e-05 b_char_fast_A -7.150e-05 -3.493e-05 4.349e-05 6.896e-05 1.333e-05 b_char_fast_B 4.743e-05 2.062e-05 -3.897e-05 -5.919e-05 -6.840e-06 b_char_double_A 3.037e-05 2.168e-05 -5.443e-06 -7.833e-06 -7.881e-05 b_char_double_B 1.159e-05 6.054e-06 2.030e-07 -6.651e-06 4.720e-05 b_risk_A 8.244e-08 3.035e-08 -5.101e-08 -8.707e-08 -7.695e-08 b_risk_B -7.015e-08 -1.605e-08 7.252e-08 1.108e-07 8.061e-08 b_price_A 5.696e-06 6.893e-06 -3.300e-06 -8.451e-06 8.834e-06 b_price_B -3.551e-06 -5.772e-06 -4.356e-06 -2.581e-06 -9.158e-06 delta_B 0.006348 -0.028798 -0.083707 -0.099734 0.035887 lambda_B 0.081387 -0.014590 -0.170136 -0.217129 0.062003 zeta_quality 8.3472e-04 3.8572e-04 -5.5472e-04 -0.001028 2.6918e-04 zeta_ingredient -3.7834e-04 -1.6505e-04 2.8425e-04 4.6272e-04 -1.3955e-04 zeta_patent -0.005421 -0.002174 0.004477 0.007218 4.4572e-04 zeta_dominance -3.7639e-04 -1.3432e-04 3.5436e-04 5.7840e-04 0.003476 tau_quality_1 0.001039 0.001271 0.001732 0.001962 -0.001039 tau_quality_2 0.001237 0.001371 0.001609 0.001717 -9.6843e-04 tau_quality_3 0.001794 0.001609 0.001220 0.001017 -7.7925e-04 tau_quality_4 0.002061 0.001715 0.001023 6.8380e-04 -6.9446e-04 tau_ingredients_1 -0.001552 -0.001396 -0.001089 -9.7226e-04 7.0979e-04 tau_ingredients_2 -0.001454 -0.001366 -0.001175 -0.001093 7.5964e-04 tau_ingredients_3 -0.001245 -0.001284 -0.001338 -0.001356 8.3089e-04 tau_ingredients_4 -0.001141 -0.001233 -0.001413 -0.001486 8.6749e-04 tau_patent_1 0.011348 0.006138 8.1602e-04 -7.9248e-04 -0.001180 tau_patent_2 0.006138 0.007311 0.002748 0.001698 -0.001040 tau_patent_3 8.1602e-04 0.002748 0.009623 0.009104 -7.6885e-04 tau_patent_4 -7.9248e-04 0.001698 0.009104 0.015706 -6.4800e-04 tau_dominance_1 -0.001180 -0.001040 -7.6885e-04 -6.4800e-04 0.014365 tau_dominance_2 -0.001095 -0.001015 -8.5600e-04 -7.8112e-04 0.006642 tau_dominance_3 -8.7994e-04 -9.4430e-04 -0.001065 -0.001116 0.001326 tau_dominance_4 -7.9567e-04 -9.0895e-04 -0.001139 -0.001245 2.2758e-04 tau_dominance_2 tau_dominance_3 tau_dominance_4 b_brand_Novum_A -1.154e-05 9.699e-06 1.551e-05 b_brand_Novum_B 7.723e-06 -3.074e-06 -6.547e-06 b_brand_BestValue_A 1.636e-05 9.219e-05 1.2005e-04 b_brand_BestValue_B 1.536e-05 4.976e-05 6.561e-05 b_brand_Supermarket_A 2.198e-05 1.0295e-04 1.2405e-04 b_brand_Supermarket_B 2.317e-05 6.355e-05 9.136e-05 b_brand_PainAway_A -3.725e-06 8.809e-05 1.2758e-04 b_brand_PainAway_B 4.367e-05 6.933e-05 7.387e-05 b_country_CH_A -5.502e-05 4.915e-05 9.214e-05 b_country_CH_B 2.459e-05 -3.254e-05 -5.589e-05 b_country_DK_A -6.215e-05 1.509e-05 5.267e-05 b_country_DK_B 2.418e-05 -2.014e-05 -4.074e-05 b_country_IND_A -2.187e-05 1.672e-05 3.445e-05 b_country_IND_B 3.095e-05 -2.800e-05 -5.297e-05 b_country_RUS_A -2.923e-05 -2.797e-06 1.215e-05 b_country_RUS_B 1.547e-05 -8.152e-06 -2.298e-05 b_country_BRA_A -6.728e-05 2.785e-05 7.229e-05 b_country_BRA_B 6.256e-05 -1.512e-05 -5.448e-05 b_char_fast_A 1.194e-05 2.659e-06 -4.629e-07 b_char_fast_B -5.336e-06 2.796e-06 6.972e-06 b_char_double_A -5.417e-05 1.142e-05 4.471e-05 b_char_double_B 2.926e-05 -2.139e-05 -4.503e-05 b_risk_A -4.666e-08 2.071e-08 4.544e-08 b_risk_B 4.526e-08 -3.995e-08 -7.396e-08 b_price_A 7.180e-06 -4.701e-07 -6.898e-06 b_price_B -5.959e-06 5.978e-06 1.324e-05 delta_B 0.035235 0.026087 0.018575 lambda_B 0.058848 0.030576 0.010148 zeta_quality 1.6841e-04 -1.5346e-04 -2.8260e-04 zeta_ingredient -6.258e-05 7.638e-05 1.2659e-04 zeta_patent 2.6160e-04 -2.0338e-04 -3.7708e-04 zeta_dominance 0.002250 -0.001445 -0.002932 tau_quality_1 -9.9323e-04 -8.4038e-04 -7.7361e-04 tau_quality_2 -9.5219e-04 -8.8323e-04 -8.4555e-04 tau_quality_3 -8.3103e-04 -9.8297e-04 -0.001042 tau_quality_4 -7.7264e-04 -0.001027 -0.001136 tau_ingredients_1 7.6054e-04 8.6617e-04 9.0987e-04 tau_ingredients_2 7.8693e-04 8.3956e-04 8.5759e-04 tau_ingredients_3 8.2092e-04 8.0450e-04 7.9284e-04 tau_ingredients_4 8.3757e-04 7.8722e-04 7.6512e-04 tau_patent_1 -0.001095 -8.7994e-04 -7.9567e-04 tau_patent_2 -0.001015 -9.4430e-04 -9.0895e-04 tau_patent_3 -8.5600e-04 -0.001065 -0.001139 tau_patent_4 -7.8112e-04 -0.001116 -0.001245 tau_dominance_1 0.006642 0.001326 2.2758e-04 tau_dominance_2 0.007497 0.001948 9.9913e-04 tau_dominance_3 0.001948 0.005922 0.004897 tau_dominance_4 9.9913e-04 0.004897 0.009833 Robust covariance matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Supermarket_A b_brand_Novum_A 0.005898 -0.001052 0.001747 -6.1461e-04 0.001848 b_brand_Novum_B -0.001052 0.001935 6.025e-05 0.001108 1.6707e-04 b_brand_BestValue_A 0.001747 6.025e-05 0.016569 0.001195 0.012873 b_brand_BestValue_B -6.1461e-04 0.001108 0.001195 0.009819 0.002160 b_brand_Supermarket_A 0.001848 1.6707e-04 0.012873 0.002160 0.016698 b_brand_Supermarket_B -4.1572e-04 0.001214 0.003388 0.007632 0.002470 b_brand_PainAway_A 0.001263 2.3952e-04 0.012842 0.002516 0.013332 b_brand_PainAway_B -3.2713e-04 9.7970e-04 0.002040 0.006318 0.001890 b_country_CH_A -6.2292e-04 2.2592e-04 0.003592 3.6394e-04 0.004014 b_country_CH_B 2.6808e-04 -3.6130e-04 -8.5312e-04 3.5268e-04 -0.001025 b_country_DK_A 0.001028 -2.2610e-04 0.001969 -7.5001e-04 0.002967 b_country_DK_B -3.452e-05 -1.9660e-04 -3.9696e-04 4.6536e-04 -6.0567e-04 b_country_IND_A 8.408e-05 -3.307e-05 -0.003587 0.001495 -0.003356 b_country_IND_B -1.6815e-04 -1.0208e-04 -1.9985e-04 -0.004698 -3.0353e-04 b_country_RUS_A 6.837e-05 -6.264e-05 -0.005337 5.9164e-04 -0.004930 b_country_RUS_B 1.4193e-04 -2.6311e-04 7.4070e-04 -0.004499 5.4508e-04 b_country_BRA_A 4.3776e-04 -1.9139e-04 -0.004314 7.2905e-04 -0.005347 b_country_BRA_B -3.1430e-04 2.4430e-04 0.001440 -0.003618 0.001762 b_char_fast_A -5.8903e-04 1.9271e-04 1.6521e-04 3.1837e-04 7.8104e-04 b_char_fast_B 2.1617e-04 -1.6135e-04 1.3504e-04 -1.044e-05 -3.990e-05 b_char_double_A -9.2659e-04 2.5732e-04 0.001565 -2.3378e-04 0.001487 b_char_double_B 2.9999e-04 -9.312e-05 -2.2584e-04 2.5816e-04 -3.0026e-04 b_risk_A 1.001e-06 -4.421e-07 -2.464e-06 -9.590e-07 -2.739e-06 b_risk_B -7.246e-07 6.557e-07 -1.892e-09 -7.973e-07 1.339e-07 b_price_A 1.3928e-04 -5.060e-05 9.3963e-04 5.389e-06 7.3207e-04 b_price_B -1.0659e-04 1.4698e-04 1.127e-05 6.3402e-04 3.394e-05 delta_B 0.032150 -0.006213 0.302109 0.134815 0.242104 lambda_B 0.113572 -0.041855 0.537904 0.180111 0.373047 zeta_quality 6.1250e-04 -3.2164e-04 -9.5512e-04 -0.001136 -0.001270 zeta_ingredient -2.6694e-04 -4.890e-05 -7.6966e-04 3.706e-06 -7.0450e-04 zeta_patent 4.1145e-04 -1.1155e-04 3.3802e-04 1.9927e-04 1.6426e-04 zeta_dominance -1.1407e-04 -5.167e-05 -5.3844e-04 2.1004e-04 -8.4447e-04 tau_quality_1 3.146e-05 1.6156e-04 7.1042e-04 7.0870e-04 0.001023 tau_quality_2 1.803e-06 2.683e-05 6.4488e-04 2.4441e-04 6.3914e-04 tau_quality_3 3.6472e-04 -2.197e-05 -2.6182e-04 -1.2030e-04 -3.3882e-04 tau_quality_4 4.1925e-04 -4.784e-05 -4.0920e-04 -1.047e-05 -6.2884e-04 tau_ingredients_1 -3.1810e-04 -1.3701e-04 -7.2147e-04 -2.8915e-04 -7.2085e-04 tau_ingredients_2 -8.098e-05 -2.0037e-04 -5.5409e-04 -8.6481e-04 -5.3022e-04 tau_ingredients_3 -2.0172e-04 3.027e-05 -5.1123e-04 -3.4873e-04 -2.2742e-04 tau_ingredients_4 -2.0230e-04 2.858e-05 4.087e-05 -1.744e-05 9.257e-05 tau_patent_1 1.7794e-04 9.897e-05 7.7403e-04 1.5219e-04 6.9245e-04 tau_patent_2 2.8907e-04 7.279e-05 2.3002e-04 3.4495e-04 1.0529e-04 tau_patent_3 3.2809e-04 -2.3872e-04 2.7730e-04 3.3568e-04 1.7066e-04 tau_patent_4 3.9111e-04 -2.3125e-04 6.1457e-04 7.7587e-04 5.4666e-04 tau_dominance_1 1.540e-06 -1.3095e-04 -6.6906e-04 -7.7530e-04 -7.3051e-04 tau_dominance_2 -2.3030e-04 -2.665e-05 -6.1211e-04 -5.271e-05 -6.4417e-04 tau_dominance_3 -1.3402e-04 -7.661e-05 -4.9772e-04 -2.5650e-04 -4.9522e-04 tau_dominance_4 5.943e-05 7.052e-05 6.153e-05 -3.476e-05 1.6754e-04 b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_country_CH_B b_brand_Novum_A -4.1572e-04 0.001263 -3.2713e-04 -6.2292e-04 2.6808e-04 b_brand_Novum_B 0.001214 2.3952e-04 9.7970e-04 2.2592e-04 -3.6130e-04 b_brand_BestValue_A 0.003388 0.012842 0.002040 0.003592 -8.5312e-04 b_brand_BestValue_B 0.007632 0.002516 0.006318 3.6394e-04 3.5268e-04 b_brand_Supermarket_A 0.002470 0.013332 0.001890 0.004014 -0.001025 b_brand_Supermarket_B 0.012807 0.003801 0.007589 2.6649e-04 4.8602e-04 b_brand_PainAway_A 0.003801 0.017060 0.001680 0.003912 -0.001031 b_brand_PainAway_B 0.007589 0.001680 0.010193 1.5918e-04 2.2525e-04 b_country_CH_A 2.6649e-04 0.003912 1.5918e-04 0.006705 -8.3640e-04 b_country_CH_B 4.8602e-04 -0.001031 2.2525e-04 -8.3640e-04 0.002598 b_country_DK_A -0.001415 0.002839 -0.001190 0.003598 -1.8214e-04 b_country_DK_B 7.2663e-04 -6.5426e-04 4.8740e-04 -4.7563e-04 0.001075 b_country_IND_A 0.001588 -0.002406 0.001199 4.958e-05 -1.551e-05 b_country_IND_B -0.005176 -6.1654e-04 -0.004271 -4.321e-05 -7.594e-05 b_country_RUS_A 1.2962e-04 -0.004722 4.4303e-04 -6.0897e-04 1.6796e-04 b_country_RUS_B -0.004288 5.1324e-04 -0.003821 -2.935e-05 -1.8289e-04 b_country_BRA_A 8.6901e-04 -0.004166 6.2771e-04 -1.5742e-04 1.5182e-04 b_country_BRA_B -0.004282 0.001361 -0.003015 1.0676e-04 -4.4215e-04 b_char_fast_A 1.9733e-04 1.6329e-04 3.1347e-04 5.4229e-04 -1.8879e-04 b_char_fast_B 3.6621e-04 1.1971e-04 -1.1479e-04 -1.2483e-04 2.6458e-04 b_char_double_A -4.4612e-04 5.2139e-04 -1.0401e-04 6.3461e-04 -7.482e-05 b_char_double_B 6.0149e-04 -1.2022e-04 1.4075e-04 -1.4063e-04 2.3290e-04 b_risk_A -1.202e-06 -2.222e-06 -7.721e-07 1.513e-07 1.997e-07 b_risk_B -1.285e-06 1.681e-07 -6.151e-07 -1.071e-07 -1.538e-07 b_price_A 1.0275e-04 9.4332e-04 2.520e-05 -3.7722e-04 5.452e-05 b_price_B 6.0993e-04 1.628e-05 7.6134e-04 1.0257e-04 -1.8561e-04 delta_B 0.246252 0.287867 0.180979 0.063049 -0.017082 lambda_B 0.405005 0.461915 0.309674 0.129066 -0.002977 zeta_quality -0.001268 -8.7814e-04 -0.001193 -3.8745e-04 2.9939e-04 zeta_ingredient 2.6007e-04 -3.2404e-04 1.3153e-04 3.3711e-04 1.7157e-04 zeta_patent 2.3489e-04 1.6307e-04 5.3228e-04 -5.648e-05 -3.2026e-04 zeta_dominance 5.2597e-04 -7.5520e-04 4.5674e-04 -8.2575e-04 1.2286e-04 tau_quality_1 8.0199e-04 9.7385e-04 7.0786e-04 6.7260e-04 -3.6361e-04 tau_quality_2 6.925e-05 5.3117e-04 1.7713e-04 1.6863e-04 -2.2609e-04 tau_quality_3 -1.6524e-04 -1.4947e-04 -9.207e-06 -1.6017e-04 -2.343e-05 tau_quality_4 -2.5101e-04 -2.1159e-04 -2.4482e-04 -3.3373e-04 5.897e-05 tau_ingredients_1 -1.8038e-04 -4.1331e-04 -5.1426e-04 1.6975e-04 2.2166e-04 tau_ingredients_2 -8.1478e-04 -2.6866e-04 -6.3035e-04 7.251e-05 3.0069e-04 tau_ingredients_3 -7.8698e-04 -2.3860e-04 -3.7203e-04 1.7681e-04 -5.999e-05 tau_ingredients_4 -4.0388e-04 -8.263e-05 -3.0772e-04 -6.339e-05 -1.6603e-04 tau_patent_1 2.7522e-04 6.4200e-04 -2.0562e-04 -2.7095e-04 2.1003e-04 tau_patent_2 4.1985e-04 3.1870e-04 8.096e-05 -7.339e-05 9.302e-05 tau_patent_3 5.2210e-04 2.2107e-04 4.4458e-04 -6.254e-05 1.7935e-04 tau_patent_4 7.9539e-04 5.4925e-04 6.6325e-04 -2.758e-05 1.1145e-04 tau_dominance_1 -0.001332 -6.2879e-04 -5.7991e-04 -6.9291e-04 -2.304e-05 tau_dominance_2 -6.4167e-04 -6.4832e-04 -6.750e-05 -4.0439e-04 -1.269e-05 tau_dominance_3 -3.8782e-04 -6.8811e-04 -2.2211e-04 -2.3928e-04 -3.142e-05 tau_dominance_4 -1.3151e-04 -1.6530e-04 6.220e-05 -1.9894e-04 1.588e-05 b_country_DK_A b_country_DK_B b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A 0.001028 -3.452e-05 8.408e-05 -1.6815e-04 6.837e-05 b_brand_Novum_B -2.2610e-04 -1.9660e-04 -3.307e-05 -1.0208e-04 -6.264e-05 b_brand_BestValue_A 0.001969 -3.9696e-04 -0.003587 -1.9985e-04 -0.005337 b_brand_BestValue_B -7.5001e-04 4.6536e-04 0.001495 -0.004698 5.9164e-04 b_brand_Supermarket_A 0.002967 -6.0567e-04 -0.003356 -3.0353e-04 -0.004930 b_brand_Supermarket_B -0.001415 7.2663e-04 0.001588 -0.005176 1.2962e-04 b_brand_PainAway_A 0.002839 -6.5426e-04 -0.002406 -6.1654e-04 -0.004722 b_brand_PainAway_B -0.001190 4.8740e-04 0.001199 -0.004271 4.4303e-04 b_country_CH_A 0.003598 -4.7563e-04 4.958e-05 -4.321e-05 -6.0897e-04 b_country_CH_B -1.8214e-04 0.001075 -1.551e-05 -7.594e-05 1.6796e-04 b_country_DK_A 0.008393 -8.9700e-04 4.2841e-04 8.169e-05 1.0958e-04 b_country_DK_B -8.9700e-04 0.002270 -1.4905e-04 1.3540e-04 1.838e-05 b_country_IND_A 4.2841e-04 -1.4905e-04 0.008970 -0.001952 0.003555 b_country_IND_B 8.169e-05 1.3540e-04 -0.001952 0.008441 -5.3045e-04 b_country_RUS_A 1.0958e-04 1.838e-05 0.003555 -5.3045e-04 0.009004 b_country_RUS_B 3.209e-05 4.001e-05 -7.6602e-04 0.003644 -0.001785 b_country_BRA_A 3.0314e-04 -6.792e-05 0.005412 -0.001167 0.005251 b_country_BRA_B -4.6062e-04 9.670e-05 -0.001228 0.004307 -0.001409 b_char_fast_A -3.9300e-04 1.705e-05 -6.0411e-04 1.8316e-04 -3.0627e-04 b_char_fast_B 1.0885e-04 1.320e-05 2.0097e-04 -4.1981e-04 1.0524e-04 b_char_double_A 2.2697e-04 4.944e-05 -3.0546e-04 2.2516e-04 -2.6379e-04 b_char_double_B 1.4518e-04 -1.2260e-04 6.330e-05 -2.1458e-04 1.584e-05 b_risk_A 1.535e-06 -1.680e-07 8.376e-07 -4.946e-08 1.064e-06 b_risk_B -6.659e-07 2.808e-07 -3.203e-07 7.142e-07 -1.677e-07 b_price_A -1.3838e-04 2.074e-05 2.1670e-04 -1.5712e-04 1.6601e-04 b_price_B -2.641e-06 -8.573e-05 -6.261e-05 1.9804e-04 1.237e-05 delta_B -0.038291 -0.018337 0.056094 -0.073697 -0.041377 lambda_B -0.026715 -0.037930 0.102415 -0.132417 -0.069965 zeta_quality 3.7425e-04 5.073e-05 5.002e-05 2.6086e-04 -4.7608e-04 zeta_ingredient -1.4969e-04 1.567e-05 1.616e-05 -1.3626e-04 -6.2692e-04 zeta_patent -0.001009 3.500e-05 4.0095e-04 -5.0803e-04 6.9561e-04 zeta_dominance -7.9033e-04 1.3009e-04 3.3406e-04 -1.3777e-04 5.149e-05 tau_quality_1 1.1832e-04 -2.0603e-04 1.5436e-04 -2.2520e-04 2.0074e-04 tau_quality_2 -1.748e-05 -4.363e-05 -3.399e-05 -1.902e-05 -6.858e-05 tau_quality_3 1.843e-05 1.0262e-04 1.6567e-04 6.401e-05 -3.6414e-04 tau_quality_4 1.5791e-04 9.242e-05 3.1796e-04 -3.8648e-04 -5.2194e-04 tau_ingredients_1 -2.6529e-04 -3.154e-05 -1.2638e-04 1.5132e-04 -3.7739e-04 tau_ingredients_2 -1.6158e-04 2.3083e-04 -2.3993e-04 4.4157e-04 -4.9551e-04 tau_ingredients_3 1.375e-06 -5.110e-05 2.242e-05 3.4076e-04 1.713e-05 tau_ingredients_4 1.3866e-04 1.0332e-04 -1.402e-06 6.807e-05 6.826e-05 tau_patent_1 -4.3138e-04 1.7674e-04 1.2070e-04 3.6205e-04 -3.1287e-04 tau_patent_2 -1.3762e-04 6.595e-05 3.7942e-04 -1.5950e-04 1.2882e-04 tau_patent_3 -5.6128e-04 1.6156e-04 1.4487e-04 -4.7134e-04 4.4381e-04 tau_patent_4 -6.7891e-04 -4.829e-06 3.4782e-04 -7.8269e-04 4.3579e-04 tau_dominance_1 -3.8864e-04 -1.5675e-04 7.368e-05 5.9814e-04 -3.471e-06 tau_dominance_2 -2.3992e-04 6.323e-05 2.2657e-04 -5.258e-05 1.5959e-04 tau_dominance_3 -2.2555e-04 -1.1688e-04 1.9981e-04 -1.232e-05 1.8368e-04 tau_dominance_4 -3.641e-06 -4.475e-05 7.519e-05 -2.7423e-04 -8.369e-05 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A 1.4193e-04 4.3776e-04 -3.1430e-04 -5.8903e-04 2.1617e-04 b_brand_Novum_B -2.6311e-04 -1.9139e-04 2.4430e-04 1.9271e-04 -1.6135e-04 b_brand_BestValue_A 7.4070e-04 -0.004314 0.001440 1.6521e-04 1.3504e-04 b_brand_BestValue_B -0.004499 7.2905e-04 -0.003618 3.1837e-04 -1.044e-05 b_brand_Supermarket_A 5.4508e-04 -0.005347 0.001762 7.8104e-04 -3.990e-05 b_brand_Supermarket_B -0.004288 8.6901e-04 -0.004282 1.9733e-04 3.6621e-04 b_brand_PainAway_A 5.1324e-04 -0.004166 0.001361 1.6329e-04 1.1971e-04 b_brand_PainAway_B -0.003821 6.2771e-04 -0.003015 3.1347e-04 -1.1479e-04 b_country_CH_A -2.935e-05 -1.5742e-04 1.0676e-04 5.4229e-04 -1.2483e-04 b_country_CH_B -1.8289e-04 1.5182e-04 -4.4215e-04 -1.8879e-04 2.6458e-04 b_country_DK_A 3.209e-05 3.0314e-04 -4.6062e-04 -3.9300e-04 1.0885e-04 b_country_DK_B 4.001e-05 -6.792e-05 9.670e-05 1.705e-05 1.320e-05 b_country_IND_A -7.6602e-04 0.005412 -0.001228 -6.0411e-04 2.0097e-04 b_country_IND_B 0.003644 -0.001167 0.004307 1.8316e-04 -4.1981e-04 b_country_RUS_A -0.001785 0.005251 -0.001409 -3.0627e-04 1.0524e-04 b_country_RUS_B 0.009499 -0.001248 0.004828 7.851e-05 -5.2580e-04 b_country_BRA_A -0.001248 0.009945 -0.002357 -6.6323e-04 2.0962e-04 b_country_BRA_B 0.004828 -0.002357 0.010224 3.7182e-04 -5.8957e-04 b_char_fast_A 7.851e-05 -6.6323e-04 3.7182e-04 0.002567 -4.1664e-04 b_char_fast_B -5.2580e-04 2.0962e-04 -5.8957e-04 -4.1664e-04 0.001732 b_char_double_A -7.921e-05 -2.9637e-04 -1.1995e-04 0.001235 -1.5521e-04 b_char_double_B -1.0058e-04 7.028e-05 -2.8467e-04 -2.0632e-04 9.2194e-04 b_risk_A -6.911e-09 6.911e-07 -2.689e-07 -6.940e-07 1.261e-07 b_risk_B 5.321e-07 -6.599e-08 1.811e-07 2.264e-07 -3.896e-07 b_price_A 3.488e-05 3.9663e-04 7.404e-06 -3.3569e-04 4.869e-05 b_price_B -7.394e-05 -2.772e-05 9.807e-06 6.728e-05 -1.2394e-04 delta_B -0.005831 0.024782 -0.007124 0.012324 1.1331e-04 lambda_B 0.001410 0.087302 -0.063240 0.006010 -0.001773 zeta_quality 6.5993e-04 -3.4758e-04 3.1659e-04 -5.593e-05 -6.076e-07 zeta_ingredient 4.4403e-04 1.7427e-04 -2.3950e-04 1.8991e-04 -1.3404e-04 zeta_patent -3.0572e-04 8.8132e-04 -5.9755e-04 5.719e-07 -8.172e-05 zeta_dominance 1.9167e-04 5.585e-05 3.0549e-04 -4.198e-05 -2.723e-05 tau_quality_1 -5.3290e-04 5.7850e-04 -4.4086e-04 1.0996e-04 5.792e-06 tau_quality_2 -1.9040e-04 -1.3513e-04 1.2681e-04 6.691e-05 -6.401e-05 tau_quality_3 1.5782e-04 -3.0790e-04 3.8673e-04 6.459e-05 -1.2647e-04 tau_quality_4 4.7415e-04 -2.6902e-04 3.1155e-04 -5.137e-05 -2.285e-05 tau_ingredients_1 -2.310e-06 5.216e-05 -6.7883e-04 2.1276e-04 9.544e-05 tau_ingredients_2 3.6013e-04 -7.195e-05 1.2642e-04 7.331e-06 1.647e-06 tau_ingredients_3 1.630e-05 -2.854e-05 2.5187e-04 6.522e-05 9.757e-06 tau_ingredients_4 -3.1447e-04 1.8797e-04 8.825e-05 1.790e-05 2.138e-05 tau_patent_1 2.0371e-04 -2.5725e-04 6.9123e-04 -3.504e-05 1.3542e-04 tau_patent_2 -1.0124e-04 1.1899e-04 2.2286e-04 -5.321e-05 1.5468e-04 tau_patent_3 -3.9260e-04 4.6819e-04 3.690e-05 -5.687e-06 -7.631e-05 tau_patent_4 -4.1722e-04 6.1997e-04 -1.0452e-04 -4.391e-05 -7.866e-05 tau_dominance_1 3.6968e-04 -1.5011e-04 6.0084e-04 -9.613e-06 -1.7619e-04 tau_dominance_2 -1.4946e-04 8.839e-05 -1.1075e-04 -2.592e-05 -4.334e-05 tau_dominance_3 -1.1106e-04 1.8566e-04 -3.1544e-04 6.348e-05 5.782e-05 tau_dominance_4 -3.4792e-04 3.2157e-04 -5.7485e-04 -7.845e-05 4.013e-05 b_char_double_A b_char_double_B b_risk_A b_risk_B b_price_A b_brand_Novum_A -9.2659e-04 2.9999e-04 1.001e-06 -7.246e-07 1.3928e-04 b_brand_Novum_B 2.5732e-04 -9.312e-05 -4.421e-07 6.557e-07 -5.060e-05 b_brand_BestValue_A 0.001565 -2.2584e-04 -2.464e-06 -1.892e-09 9.3963e-04 b_brand_BestValue_B -2.3378e-04 2.5816e-04 -9.590e-07 -7.973e-07 5.389e-06 b_brand_Supermarket_A 0.001487 -3.0026e-04 -2.739e-06 1.339e-07 7.3207e-04 b_brand_Supermarket_B -4.4612e-04 6.0149e-04 -1.202e-06 -1.285e-06 1.0275e-04 b_brand_PainAway_A 5.2139e-04 -1.2022e-04 -2.222e-06 1.681e-07 9.4332e-04 b_brand_PainAway_B -1.0401e-04 1.4075e-04 -7.721e-07 -6.151e-07 2.520e-05 b_country_CH_A 6.3461e-04 -1.4063e-04 1.513e-07 -1.071e-07 -3.7722e-04 b_country_CH_B -7.482e-05 2.3290e-04 1.997e-07 -1.538e-07 5.452e-05 b_country_DK_A 2.2697e-04 1.4518e-04 1.535e-06 -6.659e-07 -1.3838e-04 b_country_DK_B 4.944e-05 -1.2260e-04 -1.680e-07 2.808e-07 2.074e-05 b_country_IND_A -3.0546e-04 6.330e-05 8.376e-07 -3.203e-07 2.1670e-04 b_country_IND_B 2.2516e-04 -2.1458e-04 -4.946e-08 7.142e-07 -1.5712e-04 b_country_RUS_A -2.6379e-04 1.584e-05 1.064e-06 -1.677e-07 1.6601e-04 b_country_RUS_B -7.921e-05 -1.0058e-04 -6.911e-09 5.321e-07 3.488e-05 b_country_BRA_A -2.9637e-04 7.028e-05 6.911e-07 -6.599e-08 3.9663e-04 b_country_BRA_B -1.1995e-04 -2.8467e-04 -2.689e-07 1.811e-07 7.404e-06 b_char_fast_A 0.001235 -2.0632e-04 -6.940e-07 2.264e-07 -3.3569e-04 b_char_fast_B -1.5521e-04 9.2194e-04 1.261e-07 -3.896e-07 4.869e-05 b_char_double_A 0.005183 -6.1499e-04 -7.570e-08 -4.352e-08 -4.1071e-04 b_char_double_B -6.1499e-04 0.002380 6.085e-08 6.422e-08 6.433e-05 b_risk_A -7.570e-08 6.085e-08 9.624e-09 -2.481e-09 4.739e-07 b_risk_B -4.352e-08 6.422e-08 -2.481e-09 9.691e-09 -8.791e-08 b_price_A -4.1071e-04 6.433e-05 4.739e-07 -8.791e-08 9.8338e-04 b_price_B 8.415e-05 -2.4055e-04 -1.111e-07 2.328e-07 -1.0961e-04 delta_B -0.026086 -9.7580e-04 -5.851e-05 -3.680e-06 0.03002 lambda_B -0.051896 0.006470 -5.772e-05 -2.655e-05 0.07204 zeta_quality -5.5886e-04 2.1086e-04 1.190e-06 -5.806e-07 5.256e-05 zeta_ingredient 1.8956e-04 2.3341e-04 8.868e-07 -4.895e-07 7.407e-05 zeta_patent 4.433e-05 1.1833e-04 -8.582e-07 5.461e-07 9.567e-05 zeta_dominance -4.0184e-04 1.6205e-04 8.509e-08 8.580e-08 2.6008e-04 tau_quality_1 -3.933e-05 -8.904e-05 -2.921e-07 2.160e-07 5.365e-05 tau_quality_2 1.5701e-04 -2.1421e-04 -2.282e-07 4.324e-07 5.662e-05 tau_quality_3 -3.2265e-04 -1.5236e-04 5.745e-07 -2.552e-08 8.166e-05 tau_quality_4 -4.8877e-04 -2.4479e-04 7.150e-07 -5.834e-08 1.0038e-04 tau_ingredients_1 2.4948e-04 2.1594e-04 5.383e-07 1.077e-07 2.071e-05 tau_ingredients_2 1.7034e-04 -1.0667e-04 4.893e-07 1.352e-07 3.200e-06 tau_ingredients_3 2.2870e-04 -1.9204e-04 6.842e-08 1.527e-07 -5.557e-05 tau_ingredients_4 2.4776e-04 -2.5584e-04 3.144e-07 1.580e-07 6.784e-05 tau_patent_1 3.2570e-04 -6.516e-05 -2.781e-07 -3.132e-07 1.2076e-04 tau_patent_2 -1.0377e-04 -2.546e-05 -3.071e-07 -5.509e-08 4.806e-05 tau_patent_3 -7.631e-05 -1.3317e-04 -3.265e-07 2.679e-07 9.469e-05 tau_patent_4 4.321e-06 -1.3209e-04 -4.522e-07 3.912e-08 1.5010e-04 tau_dominance_1 -1.3116e-04 -2.2977e-04 1.575e-07 -4.790e-07 1.6984e-04 tau_dominance_2 -7.625e-05 -1.769e-05 2.245e-07 -2.893e-07 1.5941e-04 tau_dominance_3 -1.2518e-04 -5.704e-05 2.043e-07 1.922e-08 4.477e-05 tau_dominance_4 -3.818e-05 -2.5793e-04 -3.332e-07 9.428e-08 1.054e-05 b_price_B delta_B lambda_B zeta_quality zeta_ingredient b_brand_Novum_A -1.0659e-04 0.032150 0.113572 6.1250e-04 -2.6694e-04 b_brand_Novum_B 1.4698e-04 -0.006213 -0.041855 -3.2164e-04 -4.890e-05 b_brand_BestValue_A 1.127e-05 0.302109 0.537904 -9.5512e-04 -7.6966e-04 b_brand_BestValue_B 6.3402e-04 0.134815 0.180111 -0.001136 3.706e-06 b_brand_Supermarket_A 3.394e-05 0.242104 0.373047 -0.001270 -7.0450e-04 b_brand_Supermarket_B 6.0993e-04 0.246252 0.405005 -0.001268 2.6007e-04 b_brand_PainAway_A 1.628e-05 0.287867 0.461915 -8.7814e-04 -3.2404e-04 b_brand_PainAway_B 7.6134e-04 0.180979 0.309674 -0.001193 1.3153e-04 b_country_CH_A 1.0257e-04 0.063049 0.129066 -3.8745e-04 3.3711e-04 b_country_CH_B -1.8561e-04 -0.017082 -0.002977 2.9939e-04 1.7157e-04 b_country_DK_A -2.641e-06 -0.038291 -0.026715 3.7425e-04 -1.4969e-04 b_country_DK_B -8.573e-05 -0.018337 -0.037930 5.073e-05 1.567e-05 b_country_IND_A -6.261e-05 0.056094 0.102415 5.002e-05 1.616e-05 b_country_IND_B 1.9804e-04 -0.073697 -0.132417 2.6086e-04 -1.3626e-04 b_country_RUS_A 1.237e-05 -0.041377 -0.069965 -4.7608e-04 -6.2692e-04 b_country_RUS_B -7.394e-05 -0.005831 0.001410 6.5993e-04 4.4403e-04 b_country_BRA_A -2.772e-05 0.024782 0.087302 -3.4758e-04 1.7427e-04 b_country_BRA_B 9.807e-06 -0.007124 -0.063240 3.1659e-04 -2.3950e-04 b_char_fast_A 6.728e-05 0.012324 0.006010 -5.593e-05 1.8991e-04 b_char_fast_B -1.2394e-04 1.1331e-04 -0.001773 -6.076e-07 -1.3404e-04 b_char_double_A 8.415e-05 -0.026086 -0.051896 -5.5886e-04 1.8956e-04 b_char_double_B -2.4055e-04 -9.7580e-04 0.006470 2.1086e-04 2.3341e-04 b_risk_A -1.111e-07 -5.851e-05 -5.772e-05 1.190e-06 8.868e-07 b_risk_B 2.328e-07 -3.680e-06 -2.655e-05 -5.806e-07 -4.895e-07 b_price_A -1.0961e-04 0.030023 0.072040 5.256e-05 7.407e-05 b_price_B 5.5029e-04 5.0790e-04 -0.004230 -2.359e-05 5.351e-06 delta_B 5.0790e-04 44.652137 104.713928 -0.091155 0.038897 lambda_B -0.004230 104.713928 260.733414 -0.150578 0.133342 zeta_quality -2.359e-05 -0.091155 -0.150578 0.011550 2.863e-05 zeta_ingredient 5.351e-06 0.038897 0.133342 2.863e-05 0.010640 zeta_patent 6.905e-05 -0.035914 -0.096503 -0.001431 -5.510e-05 zeta_dominance 5.698e-05 0.010567 0.010123 3.5021e-04 3.3916e-04 tau_quality_1 4.902e-05 0.008902 0.031358 -0.004642 -5.0020e-04 tau_quality_2 -2.184e-05 -0.037498 -0.066513 -0.001977 -4.6165e-04 tau_quality_3 -2.152e-05 -0.093965 -0.173655 0.004830 2.9062e-04 tau_quality_4 -1.3381e-04 -0.093607 -0.167226 0.007592 3.9184e-04 tau_ingredients_1 6.393e-07 0.017357 0.041583 3.4787e-04 0.005890 tau_ingredients_2 -1.481e-05 0.007340 0.016287 4.2451e-04 0.003667 tau_ingredients_3 -3.369e-05 0.013193 -0.002334 -1.0304e-04 -0.001368 tau_ingredients_4 -3.081e-05 -0.002615 -0.071347 -5.7531e-04 -0.003590 tau_patent_1 -4.338e-05 0.021902 0.101439 0.001163 -4.9500e-04 tau_patent_2 -3.561e-05 -0.031505 -0.034632 6.8673e-04 -3.3202e-04 tau_patent_3 -8.395e-05 -0.054889 -0.105796 -6.3307e-04 3.5468e-04 tau_patent_4 -1.1695e-04 -0.052479 -0.112551 -7.3746e-04 8.2714e-04 tau_dominance_1 -7.514e-05 0.026384 0.044287 3.119e-05 9.929e-05 tau_dominance_2 -8.535e-05 0.031901 0.060438 3.9272e-04 2.2895e-04 tau_dominance_3 -8.698e-05 0.036092 0.064191 -2.1607e-04 2.4544e-04 tau_dominance_4 -4.821e-05 0.047302 0.093590 -6.8336e-04 1.3625e-04 zeta_patent zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A 4.1145e-04 -1.1407e-04 3.146e-05 1.803e-06 3.6472e-04 b_brand_Novum_B -1.1155e-04 -5.167e-05 1.6156e-04 2.683e-05 -2.197e-05 b_brand_BestValue_A 3.3802e-04 -5.3844e-04 7.1042e-04 6.4488e-04 -2.6182e-04 b_brand_BestValue_B 1.9927e-04 2.1004e-04 7.0870e-04 2.4441e-04 -1.2030e-04 b_brand_Supermarket_A 1.6426e-04 -8.4447e-04 0.001023 6.3914e-04 -3.3882e-04 b_brand_Supermarket_B 2.3489e-04 5.2597e-04 8.0199e-04 6.925e-05 -1.6524e-04 b_brand_PainAway_A 1.6307e-04 -7.5520e-04 9.7385e-04 5.3117e-04 -1.4947e-04 b_brand_PainAway_B 5.3228e-04 4.5674e-04 7.0786e-04 1.7713e-04 -9.207e-06 b_country_CH_A -5.648e-05 -8.2575e-04 6.7260e-04 1.6863e-04 -1.6017e-04 b_country_CH_B -3.2026e-04 1.2286e-04 -3.6361e-04 -2.2609e-04 -2.343e-05 b_country_DK_A -0.001009 -7.9033e-04 1.1832e-04 -1.748e-05 1.843e-05 b_country_DK_B 3.500e-05 1.3009e-04 -2.0603e-04 -4.363e-05 1.0262e-04 b_country_IND_A 4.0095e-04 3.3406e-04 1.5436e-04 -3.399e-05 1.6567e-04 b_country_IND_B -5.0803e-04 -1.3777e-04 -2.2520e-04 -1.902e-05 6.401e-05 b_country_RUS_A 6.9561e-04 5.149e-05 2.0074e-04 -6.858e-05 -3.6414e-04 b_country_RUS_B -3.0572e-04 1.9167e-04 -5.3290e-04 -1.9040e-04 1.5782e-04 b_country_BRA_A 8.8132e-04 5.585e-05 5.7850e-04 -1.3513e-04 -3.0790e-04 b_country_BRA_B -5.9755e-04 3.0549e-04 -4.4086e-04 1.2681e-04 3.8673e-04 b_char_fast_A 5.719e-07 -4.198e-05 1.0996e-04 6.691e-05 6.459e-05 b_char_fast_B -8.172e-05 -2.723e-05 5.792e-06 -6.401e-05 -1.2647e-04 b_char_double_A 4.433e-05 -4.0184e-04 -3.933e-05 1.5701e-04 -3.2265e-04 b_char_double_B 1.1833e-04 1.6205e-04 -8.904e-05 -2.1421e-04 -1.5236e-04 b_risk_A -8.582e-07 8.509e-08 -2.921e-07 -2.282e-07 5.745e-07 b_risk_B 5.461e-07 8.580e-08 2.160e-07 4.324e-07 -2.552e-08 b_price_A 9.567e-05 2.6008e-04 5.365e-05 5.662e-05 8.166e-05 b_price_B 6.905e-05 5.698e-05 4.902e-05 -2.184e-05 -2.152e-05 delta_B -0.035914 0.010567 0.008902 -0.037498 -0.093965 lambda_B -0.096503 0.010123 0.031358 -0.066513 -0.173655 zeta_quality -0.001431 3.5021e-04 -0.004642 -0.001977 0.004830 zeta_ingredient -5.510e-05 3.3916e-04 -5.0020e-04 -4.6165e-04 2.9062e-04 zeta_patent 0.012836 5.2876e-04 0.001530 0.001049 -2.3049e-04 zeta_dominance 5.2876e-04 0.007229 -3.9003e-04 -2.0000e-04 7.677e-05 tau_quality_1 0.001530 -3.9003e-04 0.010473 0.006052 5.8416e-04 tau_quality_2 0.001049 -2.0000e-04 0.006052 0.007064 0.002347 tau_quality_3 -2.3049e-04 7.677e-05 5.8416e-04 0.002347 0.010228 tau_quality_4 -7.8451e-04 2.9503e-04 -9.8306e-04 0.001301 0.009754 tau_ingredients_1 6.4678e-04 2.2438e-04 -0.001571 -0.001869 -9.3342e-04 tau_ingredients_2 3.3756e-04 3.7558e-04 -0.001747 -0.001733 -0.001149 tau_ingredients_3 -1.0718e-04 1.6242e-04 -0.001065 -0.001347 -0.001024 tau_ingredients_4 -5.7795e-04 3.7550e-04 -7.2115e-04 -0.001316 -0.001498 tau_patent_1 -0.005582 -4.6652e-04 8.2599e-04 0.001075 0.001230 tau_patent_2 -0.002225 -4.1435e-04 0.001361 0.001430 0.001450 tau_patent_3 0.004618 1.7406e-04 0.001988 0.002072 0.001136 tau_patent_4 0.007149 2.416e-05 0.002065 0.001944 0.001150 tau_dominance_1 -4.0245e-04 0.003024 -0.001105 -0.001017 -7.4716e-04 tau_dominance_2 -1.6546e-04 0.002280 -9.7043e-04 -8.8556e-04 -8.6678e-04 tau_dominance_3 -6.7519e-04 -0.001368 -8.8941e-04 -8.6218e-04 -7.5332e-04 tau_dominance_4 -4.6113e-04 -0.002727 -6.4016e-04 -0.001165 -0.001050 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 tau_ingredients_4 b_brand_Novum_A 4.1925e-04 -3.1810e-04 -8.098e-05 -2.0172e-04 -2.0230e-04 b_brand_Novum_B -4.784e-05 -1.3701e-04 -2.0037e-04 3.027e-05 2.858e-05 b_brand_BestValue_A -4.0920e-04 -7.2147e-04 -5.5409e-04 -5.1123e-04 4.087e-05 b_brand_BestValue_B -1.047e-05 -2.8915e-04 -8.6481e-04 -3.4873e-04 -1.744e-05 b_brand_Supermarket_A -6.2884e-04 -7.2085e-04 -5.3022e-04 -2.2742e-04 9.257e-05 b_brand_Supermarket_B -2.5101e-04 -1.8038e-04 -8.1478e-04 -7.8698e-04 -4.0388e-04 b_brand_PainAway_A -2.1159e-04 -4.1331e-04 -2.6866e-04 -2.3860e-04 -8.263e-05 b_brand_PainAway_B -2.4482e-04 -5.1426e-04 -6.3035e-04 -3.7203e-04 -3.0772e-04 b_country_CH_A -3.3373e-04 1.6975e-04 7.251e-05 1.7681e-04 -6.339e-05 b_country_CH_B 5.897e-05 2.2166e-04 3.0069e-04 -5.999e-05 -1.6603e-04 b_country_DK_A 1.5791e-04 -2.6529e-04 -1.6158e-04 1.375e-06 1.3866e-04 b_country_DK_B 9.242e-05 -3.154e-05 2.3083e-04 -5.110e-05 1.0332e-04 b_country_IND_A 3.1796e-04 -1.2638e-04 -2.3993e-04 2.242e-05 -1.402e-06 b_country_IND_B -3.8648e-04 1.5132e-04 4.4157e-04 3.4076e-04 6.807e-05 b_country_RUS_A -5.2194e-04 -3.7739e-04 -4.9551e-04 1.713e-05 6.826e-05 b_country_RUS_B 4.7415e-04 -2.310e-06 3.6013e-04 1.630e-05 -3.1447e-04 b_country_BRA_A -2.6902e-04 5.216e-05 -7.195e-05 -2.854e-05 1.8797e-04 b_country_BRA_B 3.1155e-04 -6.7883e-04 1.2642e-04 2.5187e-04 8.825e-05 b_char_fast_A -5.137e-05 2.1276e-04 7.331e-06 6.522e-05 1.790e-05 b_char_fast_B -2.285e-05 9.544e-05 1.647e-06 9.757e-06 2.138e-05 b_char_double_A -4.8877e-04 2.4948e-04 1.7034e-04 2.2870e-04 2.4776e-04 b_char_double_B -2.4479e-04 2.1594e-04 -1.0667e-04 -1.9204e-04 -2.5584e-04 b_risk_A 7.150e-07 5.383e-07 4.893e-07 6.842e-08 3.144e-07 b_risk_B -5.834e-08 1.077e-07 1.352e-07 1.527e-07 1.580e-07 b_price_A 1.0038e-04 2.071e-05 3.200e-06 -5.557e-05 6.784e-05 b_price_B -1.3381e-04 6.393e-07 -1.481e-05 -3.369e-05 -3.081e-05 delta_B -0.093607 0.017357 0.007340 0.013193 -0.002615 lambda_B -0.167226 0.041583 0.016287 -0.002334 -0.071347 zeta_quality 0.007592 3.4787e-04 4.2451e-04 -1.0304e-04 -5.7531e-04 zeta_ingredient 3.9184e-04 0.005890 0.003667 -0.001368 -0.003590 zeta_patent -7.8451e-04 6.4678e-04 3.3756e-04 -1.0718e-04 -5.7795e-04 zeta_dominance 2.9503e-04 2.2438e-04 3.7558e-04 1.6242e-04 3.7550e-04 tau_quality_1 -9.8306e-04 -0.001571 -0.001747 -0.001065 -7.2115e-04 tau_quality_2 0.001301 -0.001869 -0.001733 -0.001347 -0.001316 tau_quality_3 0.009754 -9.3342e-04 -0.001149 -0.001024 -0.001498 tau_quality_4 0.019026 -8.2240e-04 -9.4088e-04 -0.001023 -0.001376 tau_ingredients_1 -8.2240e-04 0.015560 0.007908 0.001768 2.741e-05 tau_ingredients_2 -9.4088e-04 0.007908 0.008598 0.002588 0.001180 tau_ingredients_3 -0.001023 0.001768 0.002588 0.006378 0.005194 tau_ingredients_4 -0.001376 2.741e-05 0.001180 0.005194 0.009197 tau_patent_1 0.001483 -0.001979 -0.001458 -0.001223 -9.6024e-04 tau_patent_2 0.001557 -0.001654 -0.001519 -0.001261 -0.001025 tau_patent_3 8.8269e-04 -0.001075 -0.001057 -0.001319 -0.001603 tau_patent_4 8.0342e-04 -0.001157 -0.001125 -0.001400 -0.002003 tau_dominance_1 -0.001095 7.073e-05 8.0311e-04 0.001110 0.001441 tau_dominance_2 -5.7227e-04 7.1712e-04 0.001023 7.8683e-04 0.001055 tau_dominance_3 -6.1954e-04 0.001108 9.2086e-04 8.9043e-04 7.2492e-04 tau_dominance_4 -0.001175 9.2135e-04 8.5337e-04 7.3125e-04 5.7173e-04 tau_patent_1 tau_patent_2 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 1.7794e-04 2.8907e-04 3.2809e-04 3.9111e-04 1.540e-06 b_brand_Novum_B 9.897e-05 7.279e-05 -2.3872e-04 -2.3125e-04 -1.3095e-04 b_brand_BestValue_A 7.7403e-04 2.3002e-04 2.7730e-04 6.1457e-04 -6.6906e-04 b_brand_BestValue_B 1.5219e-04 3.4495e-04 3.3568e-04 7.7587e-04 -7.7530e-04 b_brand_Supermarket_A 6.9245e-04 1.0529e-04 1.7066e-04 5.4666e-04 -7.3051e-04 b_brand_Supermarket_B 2.7522e-04 4.1985e-04 5.2210e-04 7.9539e-04 -0.001332 b_brand_PainAway_A 6.4200e-04 3.1870e-04 2.2107e-04 5.4925e-04 -6.2879e-04 b_brand_PainAway_B -2.0562e-04 8.096e-05 4.4458e-04 6.6325e-04 -5.7991e-04 b_country_CH_A -2.7095e-04 -7.339e-05 -6.254e-05 -2.758e-05 -6.9291e-04 b_country_CH_B 2.1003e-04 9.302e-05 1.7935e-04 1.1145e-04 -2.304e-05 b_country_DK_A -4.3138e-04 -1.3762e-04 -5.6128e-04 -6.7891e-04 -3.8864e-04 b_country_DK_B 1.7674e-04 6.595e-05 1.6156e-04 -4.829e-06 -1.5675e-04 b_country_IND_A 1.2070e-04 3.7942e-04 1.4487e-04 3.4782e-04 7.368e-05 b_country_IND_B 3.6205e-04 -1.5950e-04 -4.7134e-04 -7.8269e-04 5.9814e-04 b_country_RUS_A -3.1287e-04 1.2882e-04 4.4381e-04 4.3579e-04 -3.471e-06 b_country_RUS_B 2.0371e-04 -1.0124e-04 -3.9260e-04 -4.1722e-04 3.6968e-04 b_country_BRA_A -2.5725e-04 1.1899e-04 4.6819e-04 6.1997e-04 -1.5011e-04 b_country_BRA_B 6.9123e-04 2.2286e-04 3.690e-05 -1.0452e-04 6.0084e-04 b_char_fast_A -3.504e-05 -5.321e-05 -5.687e-06 -4.391e-05 -9.613e-06 b_char_fast_B 1.3542e-04 1.5468e-04 -7.631e-05 -7.866e-05 -1.7619e-04 b_char_double_A 3.2570e-04 -1.0377e-04 -7.631e-05 4.321e-06 -1.3116e-04 b_char_double_B -6.516e-05 -2.546e-05 -1.3317e-04 -1.3209e-04 -2.2977e-04 b_risk_A -2.781e-07 -3.071e-07 -3.265e-07 -4.522e-07 1.575e-07 b_risk_B -3.132e-07 -5.509e-08 2.679e-07 3.912e-08 -4.790e-07 b_price_A 1.2076e-04 4.806e-05 9.469e-05 1.5010e-04 1.6984e-04 b_price_B -4.338e-05 -3.561e-05 -8.395e-05 -1.1695e-04 -7.514e-05 delta_B 0.021902 -0.031505 -0.054889 -0.052479 0.026384 lambda_B 0.101439 -0.034632 -0.105796 -0.112551 0.044287 zeta_quality 0.001163 6.8673e-04 -6.3307e-04 -7.3746e-04 3.119e-05 zeta_ingredient -4.9500e-04 -3.3202e-04 3.5468e-04 8.2714e-04 9.929e-05 zeta_patent -0.005582 -0.002225 0.004618 0.007149 -4.0245e-04 zeta_dominance -4.6652e-04 -4.1435e-04 1.7406e-04 2.416e-05 0.003024 tau_quality_1 8.2599e-04 0.001361 0.001988 0.002065 -0.001105 tau_quality_2 0.001075 0.001430 0.002072 0.001944 -0.001017 tau_quality_3 0.001230 0.001450 0.001136 0.001150 -7.4716e-04 tau_quality_4 0.001483 0.001557 8.8269e-04 8.0342e-04 -0.001095 tau_ingredients_1 -0.001979 -0.001654 -0.001075 -0.001157 7.073e-05 tau_ingredients_2 -0.001458 -0.001519 -0.001057 -0.001125 8.0311e-04 tau_ingredients_3 -0.001223 -0.001261 -0.001319 -0.001400 0.001110 tau_ingredients_4 -9.6024e-04 -0.001025 -0.001603 -0.002003 0.001441 tau_patent_1 0.011567 0.006248 7.3138e-04 -7.9993e-04 -7.4182e-04 tau_patent_2 0.006248 0.007380 0.002748 0.001729 -0.001002 tau_patent_3 7.3138e-04 0.002748 0.009742 0.009149 -8.8698e-04 tau_patent_4 -7.9993e-04 0.001729 0.009149 0.015563 -0.001349 tau_dominance_1 -7.4182e-04 -0.001002 -8.8698e-04 -0.001349 0.014058 tau_dominance_2 -6.1066e-04 -8.0549e-04 -9.1159e-04 -0.001188 0.006605 tau_dominance_3 -7.7246e-04 -9.5149e-04 -0.001266 -0.001176 0.001475 tau_dominance_4 -5.9379e-04 -8.4027e-04 -0.001229 -7.8617e-04 5.2014e-04 tau_dominance_2 tau_dominance_3 tau_dominance_4 b_brand_Novum_A -2.3030e-04 -1.3402e-04 5.943e-05 b_brand_Novum_B -2.665e-05 -7.661e-05 7.052e-05 b_brand_BestValue_A -6.1211e-04 -4.9772e-04 6.153e-05 b_brand_BestValue_B -5.271e-05 -2.5650e-04 -3.476e-05 b_brand_Supermarket_A -6.4417e-04 -4.9522e-04 1.6754e-04 b_brand_Supermarket_B -6.4167e-04 -3.8782e-04 -1.3151e-04 b_brand_PainAway_A -6.4832e-04 -6.8811e-04 -1.6530e-04 b_brand_PainAway_B -6.750e-05 -2.2211e-04 6.220e-05 b_country_CH_A -4.0439e-04 -2.3928e-04 -1.9894e-04 b_country_CH_B -1.269e-05 -3.142e-05 1.588e-05 b_country_DK_A -2.3992e-04 -2.2555e-04 -3.641e-06 b_country_DK_B 6.323e-05 -1.1688e-04 -4.475e-05 b_country_IND_A 2.2657e-04 1.9981e-04 7.519e-05 b_country_IND_B -5.258e-05 -1.232e-05 -2.7423e-04 b_country_RUS_A 1.5959e-04 1.8368e-04 -8.369e-05 b_country_RUS_B -1.4946e-04 -1.1106e-04 -3.4792e-04 b_country_BRA_A 8.839e-05 1.8566e-04 3.2157e-04 b_country_BRA_B -1.1075e-04 -3.1544e-04 -5.7485e-04 b_char_fast_A -2.592e-05 6.348e-05 -7.845e-05 b_char_fast_B -4.334e-05 5.782e-05 4.013e-05 b_char_double_A -7.625e-05 -1.2518e-04 -3.818e-05 b_char_double_B -1.769e-05 -5.704e-05 -2.5793e-04 b_risk_A 2.245e-07 2.043e-07 -3.332e-07 b_risk_B -2.893e-07 1.922e-08 9.428e-08 b_price_A 1.5941e-04 4.477e-05 1.054e-05 b_price_B -8.535e-05 -8.698e-05 -4.821e-05 delta_B 0.031901 0.036092 0.047302 lambda_B 0.060438 0.064191 0.093590 zeta_quality 3.9272e-04 -2.1607e-04 -6.8336e-04 zeta_ingredient 2.2895e-04 2.4544e-04 1.3625e-04 zeta_patent -1.6546e-04 -6.7519e-04 -4.6113e-04 zeta_dominance 0.002280 -0.001368 -0.002727 tau_quality_1 -9.7043e-04 -8.8941e-04 -6.4016e-04 tau_quality_2 -8.8556e-04 -8.6218e-04 -0.001165 tau_quality_3 -8.6678e-04 -7.5332e-04 -0.001050 tau_quality_4 -5.7227e-04 -6.1954e-04 -0.001175 tau_ingredients_1 7.1712e-04 0.001108 9.2135e-04 tau_ingredients_2 0.001023 9.2086e-04 8.5337e-04 tau_ingredients_3 7.8683e-04 8.9043e-04 7.3125e-04 tau_ingredients_4 0.001055 7.2492e-04 5.7173e-04 tau_patent_1 -6.1066e-04 -7.7246e-04 -5.9379e-04 tau_patent_2 -8.0549e-04 -9.5149e-04 -8.4027e-04 tau_patent_3 -9.1159e-04 -0.001266 -0.001229 tau_patent_4 -0.001188 -0.001176 -7.8617e-04 tau_dominance_1 0.006605 0.001475 5.2014e-04 tau_dominance_2 0.007581 0.001957 0.001029 tau_dominance_3 0.001957 0.005928 0.004898 tau_dominance_4 0.001029 0.004898 0.009800 Classical correlation matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Supermarket_A b_brand_Novum_A 1.000000 -0.258099 0.260778 -0.058517 0.279306 b_brand_Novum_B -0.258099 1.000000 -0.036373 0.226345 -0.028314 b_brand_BestValue_A 0.260778 -0.036373 1.000000 -0.031157 0.778478 b_brand_BestValue_B -0.058517 0.226345 -0.031157 1.000000 0.042640 b_brand_Supermarket_A 0.279306 -0.028314 0.778478 0.042640 1.000000 b_brand_Supermarket_B -0.039706 0.252008 0.072652 0.676473 0.023668 b_brand_PainAway_A 0.259873 -0.028320 0.747383 0.048905 0.757272 b_brand_PainAway_B -0.042317 0.222150 0.035492 0.599195 0.038701 b_country_CH_A -0.038939 0.026766 0.377602 -0.017222 0.380212 b_country_CH_B 0.030338 -0.089621 -0.093729 0.186587 -0.100213 b_country_DK_A 0.021788 -0.007699 0.277117 -0.050325 0.293732 b_country_DK_B 0.011132 -0.076406 -0.070145 0.178774 -0.082020 b_country_IND_A -0.032632 -0.001100 -0.347138 0.118283 -0.344309 b_country_IND_B -0.013319 -0.014876 0.034018 -0.487638 0.023206 b_country_RUS_A -0.057858 0.007941 -0.392328 0.074156 -0.404959 b_country_RUS_B 0.021107 -0.039641 0.054676 -0.444089 0.047426 b_country_BRA_A 0.014788 -0.020222 -0.350676 0.068018 -0.404741 b_country_BRA_B -0.017520 0.007036 0.071333 -0.374150 0.086508 b_char_fast_A -0.024650 0.025353 0.042741 0.021685 0.105218 b_char_fast_B 0.027135 -0.009579 0.014793 -0.009817 -0.008115 b_char_double_A 0.008940 0.030129 0.204872 -0.024592 0.225057 b_char_double_B 0.028587 0.027177 -0.045824 0.088505 -0.059239 b_risk_A 0.039693 -0.034622 -0.200923 -3.356e-05 -0.220132 b_risk_B -0.042737 0.032465 0.018230 -0.188850 0.020323 b_price_A 0.055534 -0.031483 0.286536 -0.019992 0.261177 b_price_B -0.040357 0.110064 -0.014628 0.287783 -0.007037 delta_B 0.027759 -0.010581 0.067838 0.079222 0.055199 lambda_B 0.031699 -0.017441 0.028284 0.045683 0.013586 zeta_quality 0.016570 -0.016859 -0.021561 -0.032672 -0.035126 zeta_ingredient -0.005772 3.5860e-04 -0.020574 -0.018757 -0.024843 zeta_patent 4.7715e-04 0.001969 -0.010966 0.016515 -0.012132 zeta_dominance -0.001651 0.002207 -0.008544 -0.007226 -0.007947 tau_quality_1 -0.007958 0.007878 0.004487 0.009983 0.012503 tau_quality_2 -0.003414 0.003589 -4.9651e-04 0.001898 0.003729 tau_quality_3 0.008327 -0.008535 -0.014347 -0.020360 -0.021257 tau_quality_4 0.009502 -0.009898 -0.015670 -0.022435 -0.023200 tau_ingredients_1 -0.002936 5.0076e-04 -0.007310 -0.005732 -0.009677 tau_ingredients_2 -0.003158 0.001405 -0.002718 -0.001033 -0.004962 tau_ingredients_3 -7.4296e-04 0.002051 0.013572 0.012216 0.013157 tau_ingredients_4 0.002068 6.1694e-04 0.016478 0.014330 0.017556 tau_patent_1 8.492e-05 -0.001717 4.1095e-04 -0.014239 0.001359 tau_patent_2 0.003974 -0.004263 -0.002589 -0.011059 -0.002780 tau_patent_3 0.002853 -0.001684 -0.010810 0.002080 -0.011940 tau_patent_4 3.3377e-04 7.4683e-04 -0.011004 0.005836 -0.011682 tau_dominance_1 -0.001243 0.001570 -1.1024e-04 1.5689e-04 -5.267e-05 tau_dominance_2 -0.001933 0.002155 0.001566 0.001835 0.002037 tau_dominance_3 0.001827 -9.6510e-04 0.009930 0.006688 0.010734 tau_dominance_4 0.002267 -0.001595 0.010035 0.006844 0.010038 b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_country_CH_B b_brand_Novum_A -0.039706 0.259873 -0.042317 -0.038939 0.030338 b_brand_Novum_B 0.252008 -0.028320 0.222150 0.026766 -0.089621 b_brand_BestValue_A 0.072652 0.747383 0.035492 0.377602 -0.093729 b_brand_BestValue_B 0.676473 0.048905 0.599195 -0.017222 0.186587 b_brand_Supermarket_A 0.023668 0.757272 0.038701 0.380212 -0.100213 b_brand_Supermarket_B 1.000000 0.089159 0.615180 -0.022203 0.163689 b_brand_PainAway_A 0.089159 1.000000 -0.016541 0.345894 -0.095556 b_brand_PainAway_B 0.615180 -0.016541 1.000000 -0.020419 0.117116 b_country_CH_A -0.022203 0.345894 -0.020419 1.000000 -0.190701 b_country_CH_B 0.163689 -0.095556 0.117116 -0.190701 1.000000 b_country_DK_A -0.075672 0.277873 -0.074987 0.496692 -0.079168 b_country_DK_B 0.184533 -0.085392 0.150091 -0.112623 0.490613 b_country_IND_A 0.108846 -0.305240 0.095396 -0.011623 0.001183 b_country_IND_B -0.479431 0.009524 -0.410186 -6.0205e-04 0.022453 b_country_RUS_A 0.051028 -0.343213 0.057777 -0.042581 0.011626 b_country_RUS_B -0.416342 0.038934 -0.361861 -0.007664 -0.010094 b_country_BRA_A 0.076093 -0.340307 0.063801 -0.051483 0.017457 b_country_BRA_B -0.427237 0.065503 -0.349368 0.010840 -0.032067 b_char_fast_A 4.2597e-04 0.010796 0.033588 0.064744 -0.030651 b_char_fast_B 0.059371 0.020567 -0.047872 -0.024390 0.095039 b_char_double_A -0.042724 0.155328 -0.011883 0.057487 -0.017187 b_char_double_B 0.120289 -0.033734 0.038248 -0.025365 0.122851 b_risk_A -0.005490 -0.100384 -0.015012 -0.078785 0.026053 b_risk_B -0.189047 0.003563 -0.074410 0.015384 -0.056755 b_price_A -0.010148 0.326974 -0.029903 -0.087504 0.034865 b_price_B 0.249236 -0.022683 0.335474 0.042782 -0.176329 delta_B 0.129839 0.066186 0.098611 0.018917 -0.029716 lambda_B 0.087415 0.022924 0.065675 0.013277 -0.018092 zeta_quality -0.026807 -0.018362 -0.040759 -0.017665 0.022228 zeta_ingredient -0.014494 -0.014555 -0.028972 -0.002972 0.006702 zeta_patent 0.024064 -0.018531 0.028365 -7.8891e-04 -0.001721 zeta_dominance -0.008232 -0.010799 -0.004462 -0.024601 0.020520 tau_quality_1 0.003642 0.002514 0.013545 0.009298 -0.010160 tau_quality_2 -0.002271 -0.002609 0.004585 0.004546 -0.004646 tau_quality_3 -0.018604 -0.014051 -0.023662 -0.009594 0.012509 tau_quality_4 -0.020680 -0.014287 -0.027251 -0.010611 0.013997 tau_ingredients_1 -0.001770 -0.003750 -0.010790 -0.001103 0.002213 tau_ingredients_2 0.004105 5.6714e-04 -0.004979 -1.2590e-04 2.9447e-04 tau_ingredients_3 0.016438 0.011260 0.017451 4.5590e-04 -0.003999 tau_ingredients_4 0.015864 0.012499 0.021881 4.9232e-04 -0.004408 tau_patent_1 -0.021476 0.004153 -0.021359 -8.7750e-04 0.003102 tau_patent_2 -0.015433 -0.001592 -0.014345 -0.002906 0.004227 tau_patent_3 0.004135 -0.014799 0.007054 -0.002182 0.002078 tau_patent_4 0.008603 -0.015580 0.012167 -0.001028 4.9993e-04 tau_dominance_1 0.001120 -0.001475 0.002345 -0.009148 0.006887 tau_dominance_2 0.002614 -3.5150e-04 0.005025 -0.007779 0.005413 tau_dominance_3 0.008066 0.009353 0.008976 0.007820 -0.008059 tau_dominance_4 0.008999 0.010512 0.007422 0.011375 -0.010741 b_country_DK_A b_country_DK_B b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A 0.021788 0.011132 -0.032632 -0.013319 -0.057858 b_brand_Novum_B -0.007699 -0.076406 -0.001100 -0.014876 0.007941 b_brand_BestValue_A 0.277117 -0.070145 -0.347138 0.034018 -0.392328 b_brand_BestValue_B -0.050325 0.178774 0.118283 -0.487638 0.074156 b_brand_Supermarket_A 0.293732 -0.082020 -0.344309 0.023206 -0.404959 b_brand_Supermarket_B -0.075672 0.184533 0.108846 -0.479431 0.051028 b_brand_PainAway_A 0.277873 -0.085392 -0.305240 0.009524 -0.343213 b_brand_PainAway_B -0.074987 0.150091 0.095396 -0.410186 0.057777 b_country_CH_A 0.496692 -0.112623 -0.011623 -6.0205e-04 -0.042581 b_country_CH_B -0.079168 0.490613 0.001183 0.022453 0.011626 b_country_DK_A 1.000000 -0.201364 0.054732 -0.007892 0.025646 b_country_DK_B -0.201364 1.000000 -0.024228 0.055988 -7.5375e-04 b_country_IND_A 0.054732 -0.024228 1.000000 -0.199524 0.452085 b_country_IND_B -0.007892 0.055988 -0.199524 1.000000 -0.079538 b_country_RUS_A 0.025646 -7.5375e-04 0.452085 -0.079538 1.000000 b_country_RUS_B -0.002006 0.012181 -0.088406 0.437050 -0.191053 b_country_BRA_A 0.031564 -0.015369 0.494091 -0.106671 0.458428 b_country_BRA_B -0.027931 0.014417 -0.111790 0.467606 -0.105392 b_char_fast_A -0.036213 0.003336 -0.094437 0.035157 -0.086588 b_char_fast_B 0.010081 0.044359 0.033517 -0.074774 0.020878 b_char_double_A 0.016824 0.009875 -0.029359 0.019573 -0.017799 b_char_double_B 0.013964 0.019320 0.009208 -0.032407 0.002252 b_risk_A 0.020478 -0.008024 0.064173 -0.023287 0.104660 b_risk_B -0.023282 -0.008545 -0.026345 0.083188 -0.013668 b_price_A -0.024879 0.011666 0.044537 -0.031569 0.046025 b_price_B 0.009059 -0.079106 -0.018959 0.038666 -0.001271 delta_B -0.008103 -0.025892 0.045657 -0.048958 -0.003919 lambda_B 0.002315 -0.019515 0.040441 -0.037773 0.003785 zeta_quality 0.004984 0.002073 -0.010044 0.016792 -0.015382 zeta_ingredient -0.009293 0.005790 -0.002211 0.010910 -0.014703 zeta_patent -0.019640 0.012380 0.015080 -0.010068 0.007911 zeta_dominance -0.019692 0.017826 -0.009408 0.013458 -0.008142 tau_quality_1 -5.2267e-04 3.2564e-04 0.002669 -0.006039 0.008566 tau_quality_2 1.7370e-04 0.001370 4.0374e-04 -0.001966 0.004413 tau_quality_3 0.002535 0.002573 -0.006016 0.009477 -0.007594 tau_quality_4 0.003321 0.002219 -0.006940 0.010858 -0.008642 tau_ingredients_1 -0.005457 0.001907 5.3048e-04 0.003782 -0.007921 tau_ingredients_2 -0.005286 6.5082e-04 0.002012 0.001270 -0.007015 tau_ingredients_3 -7.5636e-04 -0.003066 0.002731 -0.004748 0.001149 tau_ingredients_4 0.002430 -0.004010 0.002166 -0.006225 0.005323 tau_patent_1 0.011563 -0.004883 -0.008440 0.005720 -0.003253 tau_patent_2 0.005628 -6.8928e-04 -0.002741 0.001583 -0.001061 tau_patent_3 -0.007939 0.007108 0.006727 -0.003709 0.004081 tau_patent_4 -0.010436 0.008070 0.007951 -0.004580 0.004961 tau_dominance_1 -0.008589 0.006340 -0.003245 0.004769 -0.003666 tau_dominance_2 -0.008564 0.005602 -0.002710 0.004015 -0.003501 tau_dominance_3 0.002339 -0.005250 0.002332 -0.004087 -3.7709e-04 tau_dominance_4 0.006338 -0.008240 0.003728 -0.006000 0.001271 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A 0.021107 0.014788 -0.017520 -0.024650 0.027135 b_brand_Novum_B -0.039641 -0.020222 0.007036 0.025353 -0.009579 b_brand_BestValue_A 0.054676 -0.350676 0.071333 0.042741 0.014793 b_brand_BestValue_B -0.444089 0.068018 -0.374150 0.021685 -0.009817 b_brand_Supermarket_A 0.047426 -0.404741 0.086508 0.105218 -0.008115 b_brand_Supermarket_B -0.416342 0.076093 -0.427237 4.2597e-04 0.059371 b_brand_PainAway_A 0.038934 -0.340307 0.065503 0.010796 0.020567 b_brand_PainAway_B -0.361861 0.063801 -0.349368 0.033588 -0.047872 b_country_CH_A -0.007664 -0.051483 0.010840 0.064744 -0.024390 b_country_CH_B -0.010094 0.017457 -0.032067 -0.030651 0.095039 b_country_DK_A -0.002006 0.031564 -0.027931 -0.036213 0.010081 b_country_DK_B 0.012181 -0.015369 0.014417 0.003336 0.044359 b_country_IND_A -0.088406 0.494091 -0.111790 -0.094437 0.033517 b_country_IND_B 0.437050 -0.106671 0.467606 0.035157 -0.074774 b_country_RUS_A -0.191053 0.458428 -0.105392 -0.086588 0.020878 b_country_RUS_B 1.000000 -0.092596 0.419227 0.013135 -0.066892 b_country_BRA_A -0.092596 1.000000 -0.209877 -0.116398 0.030286 b_country_BRA_B 0.419227 -0.209877 1.000000 0.040183 -0.068380 b_char_fast_A 0.013135 -0.116398 0.040183 1.000000 -0.195769 b_char_fast_B -0.066892 0.030286 -0.068380 -0.195769 1.000000 b_char_double_A -0.006460 -0.058876 -0.015516 0.403746 -0.063577 b_char_double_B -0.016278 0.005722 -0.018784 -0.082453 0.456682 b_risk_A -0.006804 0.037324 -0.006554 -0.124018 0.026040 b_risk_B 0.029899 0.003470 0.020821 0.027803 -0.071839 b_price_A 0.003427 0.061567 8.3224e-04 -0.147589 0.028639 b_price_B 0.011467 -0.009789 0.052334 0.037888 -0.134045 delta_B -0.022044 0.009102 -0.013530 0.008120 -0.005384 lambda_B -0.016485 0.013858 -0.016410 9.4308e-04 -0.007602 zeta_quality 0.025037 -0.016488 0.023460 -0.005057 -0.001639 zeta_ingredient 0.021240 0.004435 0.003067 0.014832 -0.015884 zeta_patent -0.010230 0.017183 -0.019011 0.017379 -0.017951 zeta_dominance 0.006859 -0.021412 0.018271 0.002787 -0.003644 tau_quality_1 -0.011565 0.008143 -0.012566 0.001371 -5.613e-05 tau_quality_2 -0.005055 0.003840 -0.007091 4.1262e-04 -8.8393e-04 tau_quality_3 0.013538 -0.008322 0.011170 -0.002321 -0.002208 tau_quality_4 0.015216 -0.009552 0.013371 -0.003201 -0.001572 tau_ingredients_1 0.010176 0.003034 9.7302e-04 0.008025 -0.007816 tau_ingredients_2 0.007711 0.003176 6.247e-05 0.007490 -0.006578 tau_ingredients_3 -0.004781 -2.3664e-04 -3.6686e-04 0.001090 0.001850 tau_ingredients_4 -0.009790 -0.001822 -5.6651e-04 -0.003853 0.006492 tau_patent_1 0.006578 -0.008074 0.009238 -0.012488 0.010892 tau_patent_2 0.004056 -0.002329 0.003216 -0.007600 0.005901 tau_patent_3 -0.003445 0.007904 -0.008842 0.008249 -0.009718 tau_patent_4 -0.005098 0.009586 -0.010858 0.010237 -0.011555 tau_dominance_1 0.002202 -0.008725 0.007735 0.002069 -0.001396 tau_dominance_2 0.001810 -0.008049 0.007501 0.002565 -0.001508 tau_dominance_3 -0.001073 0.003749 -0.002039 6.4293e-04 8.8902e-04 tau_dominance_4 -0.002349 0.007552 -0.005704 -8.686e-05 0.001720 b_char_double_A b_char_double_B b_risk_A b_risk_B b_price_A b_brand_Novum_A 0.008940 0.028587 0.039693 -0.042737 0.055534 b_brand_Novum_B 0.030129 0.027177 -0.034622 0.032465 -0.031483 b_brand_BestValue_A 0.204872 -0.045824 -0.200923 0.018230 0.286536 b_brand_BestValue_B -0.024592 0.088505 -3.356e-05 -0.188850 -0.019992 b_brand_Supermarket_A 0.225057 -0.059239 -0.220132 0.020323 0.261177 b_brand_Supermarket_B -0.042724 0.120289 -0.005490 -0.189047 -0.010148 b_brand_PainAway_A 0.155328 -0.033734 -0.100384 0.003563 0.326974 b_brand_PainAway_B -0.011883 0.038248 -0.015012 -0.074410 -0.029903 b_country_CH_A 0.057487 -0.025365 -0.078785 0.015384 -0.087504 b_country_CH_B -0.017187 0.122851 0.026053 -0.056755 0.034865 b_country_DK_A 0.016824 0.013964 0.020478 -0.023282 -0.024879 b_country_DK_B 0.009875 0.019320 -0.008024 -0.008545 0.011666 b_country_IND_A -0.029359 0.009208 0.064173 -0.026345 0.044537 b_country_IND_B 0.019573 -0.032407 -0.023287 0.083188 -0.031569 b_country_RUS_A -0.017799 0.002252 0.104660 -0.013668 0.046025 b_country_RUS_B -0.006460 -0.016278 -0.006804 0.029899 0.003427 b_country_BRA_A -0.058876 0.005722 0.037324 0.003470 0.061567 b_country_BRA_B -0.015516 -0.018784 -0.006554 0.020821 8.3224e-04 b_char_fast_A 0.403746 -0.082453 -0.124018 0.027803 -0.147589 b_char_fast_B -0.063577 0.456682 0.026040 -0.071839 0.028639 b_char_double_A 1.000000 -0.174261 -0.040306 5.9661e-04 -0.137575 b_char_double_B -0.174261 1.000000 0.013863 -0.036766 0.035133 b_risk_A -0.040306 0.013863 1.000000 -0.232465 0.130996 b_risk_B 5.9661e-04 -0.036766 -0.232465 1.000000 -0.021097 b_price_A -0.137575 0.035133 0.130996 -0.021097 1.000000 b_price_B 0.035871 -0.209168 -0.030944 0.096489 -0.161764 delta_B -0.030856 -0.010159 -0.006301 -0.003235 0.016008 lambda_B -0.026911 -0.003528 0.005575 -0.003664 0.010992 zeta_quality -0.034142 0.034791 0.025889 -0.013924 0.009412 zeta_ingredient -0.014870 0.012512 0.019610 -0.014158 -0.004654 zeta_patent -0.002043 -0.003762 -0.014163 0.015030 -0.002466 zeta_dominance -0.020259 0.021343 -0.016093 0.019070 0.005713 tau_quality_1 0.020591 -0.018098 -0.012164 0.008186 -0.005501 tau_quality_2 0.013937 -0.010617 -0.005458 0.004709 -0.003312 tau_quality_3 -0.013214 0.016065 0.014448 -0.007093 0.004638 tau_quality_4 -0.017546 0.019709 0.015868 -0.007992 0.005282 tau_ingredients_1 -0.009259 0.006248 0.009424 -0.007682 -0.002351 tau_ingredients_2 -0.007921 0.004002 0.006322 -0.005952 -0.002242 tau_ingredients_3 0.002118 -0.005761 -0.007506 0.003374 0.002031 tau_ingredients_4 0.005190 -0.007352 -0.011326 0.006566 0.003619 tau_patent_1 0.003804 0.002169 0.008288 -0.006870 0.001581 tau_patent_2 0.003384 0.001411 0.003802 -0.001959 0.002384 tau_patent_3 -7.4039e-04 4.124e-05 -0.005569 0.007713 -9.9467e-04 tau_patent_4 -8.3410e-04 -0.001058 -0.007440 0.009222 -0.001994 tau_dominance_1 -0.008775 0.007849 -0.006876 0.007017 0.002179 tau_dominance_2 -0.008349 0.006736 -0.005771 0.005453 0.002452 tau_dominance_3 0.001981 -0.005539 0.002882 -0.005415 -1.8062e-04 tau_dominance_4 0.006016 -0.009051 0.004907 -0.007781 -0.002056 b_price_B delta_B lambda_B zeta_quality zeta_ingredient b_brand_Novum_A -0.040357 0.027759 0.031699 0.016570 -0.005772 b_brand_Novum_B 0.110064 -0.010581 -0.017441 -0.016859 3.5860e-04 b_brand_BestValue_A -0.014628 0.067838 0.028284 -0.021561 -0.020574 b_brand_BestValue_B 0.287783 0.079222 0.045683 -0.032672 -0.018757 b_brand_Supermarket_A -0.007037 0.055199 0.013586 -0.035126 -0.024843 b_brand_Supermarket_B 0.249236 0.129839 0.087415 -0.026807 -0.014494 b_brand_PainAway_A -0.022683 0.066186 0.022924 -0.018362 -0.014555 b_brand_PainAway_B 0.335474 0.098611 0.065675 -0.040759 -0.028972 b_country_CH_A 0.042782 0.018917 0.013277 -0.017665 -0.002972 b_country_CH_B -0.176329 -0.029716 -0.018092 0.022228 0.006702 b_country_DK_A 0.009059 -0.008103 0.002315 0.004984 -0.009293 b_country_DK_B -0.079106 -0.025892 -0.019515 0.002073 0.005790 b_country_IND_A -0.018959 0.045657 0.040441 -0.010044 -0.002211 b_country_IND_B 0.038666 -0.048958 -0.037773 0.016792 0.010910 b_country_RUS_A -0.001271 -0.003919 0.003785 -0.015382 -0.014703 b_country_RUS_B 0.011467 -0.022044 -0.016485 0.025037 0.021240 b_country_BRA_A -0.009789 0.009102 0.013858 -0.016488 0.004435 b_country_BRA_B 0.052334 -0.013530 -0.016410 0.023460 0.003067 b_char_fast_A 0.037888 0.008120 9.4308e-04 -0.005057 0.014832 b_char_fast_B -0.134045 -0.005384 -0.007602 -0.001639 -0.015884 b_char_double_A 0.035871 -0.030856 -0.026911 -0.034142 -0.014870 b_char_double_B -0.209168 -0.010159 -0.003528 0.034791 0.012512 b_risk_A -0.030944 -0.006301 0.005575 0.025889 0.019610 b_risk_B 0.096489 -0.003235 -0.003664 -0.013924 -0.014158 b_price_A -0.161764 0.016008 0.010992 0.009412 -0.004654 b_price_B 1.000000 0.004499 -0.002320 -0.019186 -0.007037 delta_B 0.004499 1.000000 0.992608 -0.091295 0.084351 lambda_B -0.002320 0.992608 1.000000 -0.082140 0.086912 zeta_quality -0.019186 -0.091295 -0.082140 1.000000 0.005307 zeta_ingredient -0.007037 0.084351 0.086912 0.005307 1.000000 zeta_patent -1.1215e-04 -0.078273 -0.078139 -0.073390 0.001486 zeta_dominance -0.010383 0.022547 0.021551 0.007468 0.016217 tau_quality_1 0.008844 0.007970 0.024209 -0.419014 -0.031288 tau_quality_2 0.004329 -0.028791 -0.007166 -0.225656 -0.019099 tau_quality_3 -0.010579 -0.084490 -0.063488 0.427718 0.025663 tau_quality_4 -0.011896 -0.075424 -0.058826 0.494918 0.033779 tau_ingredients_1 -0.002734 0.066153 0.055917 0.030803 0.450592 tau_ingredients_2 -0.001003 0.070356 0.054072 0.023648 0.363149 tau_ingredients_3 0.003720 0.017782 -0.006450 -0.016250 -0.181818 tau_ingredients_4 0.004403 -0.010441 -0.031437 -0.031826 -0.372654 tau_patent_1 -0.001359 0.005498 0.026393 0.073197 -0.035374 tau_patent_2 -0.002752 -0.031073 -0.005895 0.042139 -0.019226 tau_patent_3 -0.001811 -0.078727 -0.059916 -0.052825 0.028861 tau_patent_4 -8.3974e-04 -0.073420 -0.059852 -0.076644 0.036774 tau_dominance_1 -0.003115 0.027624 0.017871 0.020980 -0.011597 tau_dominance_2 -0.002806 0.037544 0.023479 0.018170 -0.007199 tau_dominance_3 0.003167 0.031276 0.013726 -0.018629 0.009886 tau_dominance_4 0.005445 0.017282 0.003535 -0.026622 0.012715 zeta_patent zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A 4.7715e-04 -0.001651 -0.007958 -0.003414 0.008327 b_brand_Novum_B 0.001969 0.002207 0.007878 0.003589 -0.008535 b_brand_BestValue_A -0.010966 -0.008544 0.004487 -4.9651e-04 -0.014347 b_brand_BestValue_B 0.016515 -0.007226 0.009983 0.001898 -0.020360 b_brand_Supermarket_A -0.012132 -0.007947 0.012503 0.003729 -0.021257 b_brand_Supermarket_B 0.024064 -0.008232 0.003642 -0.002271 -0.018604 b_brand_PainAway_A -0.018531 -0.010799 0.002514 -0.002609 -0.014051 b_brand_PainAway_B 0.028365 -0.004462 0.013545 0.004585 -0.023662 b_country_CH_A -7.8891e-04 -0.024601 0.009298 0.004546 -0.009594 b_country_CH_B -0.001721 0.020520 -0.010160 -0.004646 0.012509 b_country_DK_A -0.019640 -0.019692 -5.2267e-04 1.7370e-04 0.002535 b_country_DK_B 0.012380 0.017826 3.2564e-04 0.001370 0.002573 b_country_IND_A 0.015080 -0.009408 0.002669 4.0374e-04 -0.006016 b_country_IND_B -0.010068 0.013458 -0.006039 -0.001966 0.009477 b_country_RUS_A 0.007911 -0.008142 0.008566 0.004413 -0.007594 b_country_RUS_B -0.010230 0.006859 -0.011565 -0.005055 0.013538 b_country_BRA_A 0.017183 -0.021412 0.008143 0.003840 -0.008322 b_country_BRA_B -0.019011 0.018271 -0.012566 -0.007091 0.011170 b_char_fast_A 0.017379 0.002787 0.001371 4.1262e-04 -0.002321 b_char_fast_B -0.017951 -0.003644 -5.613e-05 -8.8393e-04 -0.002208 b_char_double_A -0.002043 -0.020259 0.020591 0.013937 -0.013214 b_char_double_B -0.003762 0.021343 -0.018098 -0.010617 0.016065 b_risk_A -0.014163 -0.016093 -0.012164 -0.005458 0.014448 b_risk_B 0.015030 0.019070 0.008186 0.004709 -0.007093 b_price_A -0.002466 0.005713 -0.005501 -0.003312 0.004638 b_price_B -1.1215e-04 -0.010383 0.008844 0.004329 -0.010579 delta_B -0.078273 0.022547 0.007970 -0.028791 -0.084490 lambda_B -0.078139 0.021551 0.024209 -0.007166 -0.063488 zeta_quality -0.073390 0.007468 -0.419014 -0.225656 0.427718 zeta_ingredient 0.001486 0.016217 -0.031288 -0.019099 0.025663 zeta_patent 1.000000 0.032152 0.071321 0.046090 -0.059366 zeta_dominance 0.032152 1.000000 -0.028589 -0.016793 0.028252 tau_quality_1 0.071321 -0.028589 1.000000 0.703538 0.067705 tau_quality_2 0.046090 -0.016793 0.703538 1.000000 0.276271 tau_quality_3 -0.059366 0.028252 0.067705 0.276271 1.000000 tau_quality_4 -0.077751 0.035766 -0.056167 0.115285 0.695534 tau_ingredients_1 0.032874 -0.018316 -0.111830 -0.124918 -0.084359 tau_ingredients_2 0.027305 -0.011412 -0.142112 -0.164487 -0.121532 tau_ingredients_3 -0.011730 0.006273 -0.142675 -0.177760 -0.158340 tau_ingredients_4 -0.026239 0.012387 -0.108613 -0.140863 -0.138782 tau_patent_1 -0.451830 -0.040591 0.096227 0.138156 0.168140 tau_patent_2 -0.225715 -0.018046 0.146602 0.190819 0.187896 tau_patent_3 0.405218 0.041500 0.174174 0.195150 0.124205 tau_patent_4 0.511425 0.053020 0.154471 0.163054 0.081048 tau_dominance_1 0.033022 0.333159 -0.085538 -0.096160 -0.064918 tau_dominance_2 0.026828 0.298588 -0.113158 -0.130876 -0.095833 tau_dominance_3 -0.023468 -0.215775 -0.107728 -0.136593 -0.127543 tau_dominance_4 -0.033766 -0.339735 -0.076959 -0.101479 -0.104964 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 tau_ingredients_4 b_brand_Novum_A 0.009502 -0.002936 -0.003158 -7.4296e-04 0.002068 b_brand_Novum_B -0.009898 5.0076e-04 0.001405 0.002051 6.1694e-04 b_brand_BestValue_A -0.015670 -0.007310 -0.002718 0.013572 0.016478 b_brand_BestValue_B -0.022435 -0.005732 -0.001033 0.012216 0.014330 b_brand_Supermarket_A -0.023200 -0.009677 -0.004962 0.013157 0.017556 b_brand_Supermarket_B -0.020680 -0.001770 0.004105 0.016438 0.015864 b_brand_PainAway_A -0.014287 -0.003750 5.6714e-04 0.011260 0.012499 b_brand_PainAway_B -0.027251 -0.010790 -0.004979 0.017451 0.021881 b_country_CH_A -0.010611 -0.001103 -1.2590e-04 4.5590e-04 4.9232e-04 b_country_CH_B 0.013997 0.002213 2.9447e-04 -0.003999 -0.004408 b_country_DK_A 0.003321 -0.005457 -0.005286 -7.5636e-04 0.002430 b_country_DK_B 0.002219 0.001907 6.5082e-04 -0.003066 -0.004010 b_country_IND_A -0.006940 5.3048e-04 0.002012 0.002731 0.002166 b_country_IND_B 0.010858 0.003782 0.001270 -0.004748 -0.006225 b_country_RUS_A -0.008642 -0.007921 -0.007015 0.001149 0.005323 b_country_RUS_B 0.015216 0.010176 0.007711 -0.004781 -0.009790 b_country_BRA_A -0.009552 0.003034 0.003176 -2.3664e-04 -0.001822 b_country_BRA_B 0.013371 9.7302e-04 6.247e-05 -3.6686e-04 -5.6651e-04 b_char_fast_A -0.003201 0.008025 0.007490 0.001090 -0.003853 b_char_fast_B -0.001572 -0.007816 -0.006578 0.001850 0.006492 b_char_double_A -0.017546 -0.009259 -0.007921 0.002118 0.005190 b_char_double_B 0.019709 0.006248 0.004002 -0.005761 -0.007352 b_risk_A 0.015868 0.009424 0.006322 -0.007506 -0.011326 b_risk_B -0.007992 -0.007682 -0.005952 0.003374 0.006566 b_price_A 0.005282 -0.002351 -0.002242 0.002031 0.003619 b_price_B -0.011896 -0.002734 -0.001003 0.003720 0.004403 delta_B -0.075424 0.066153 0.070356 0.017782 -0.010441 lambda_B -0.058826 0.055917 0.054072 -0.006450 -0.031437 zeta_quality 0.494918 0.030803 0.023648 -0.016250 -0.031826 zeta_ingredient 0.033779 0.450592 0.363149 -0.181818 -0.372654 zeta_patent -0.077751 0.032874 0.027305 -0.011730 -0.026239 zeta_dominance 0.035766 -0.018316 -0.011412 0.006273 0.012387 tau_quality_1 -0.056167 -0.111830 -0.142112 -0.142675 -0.108613 tau_quality_2 0.115285 -0.124918 -0.164487 -0.177760 -0.140863 tau_quality_3 0.695534 -0.084359 -0.121532 -0.158340 -0.138782 tau_quality_4 1.000000 -0.055242 -0.083181 -0.119327 -0.109446 tau_ingredients_1 -0.055242 1.000000 0.678075 0.172261 -0.001421 tau_ingredients_2 -0.083181 0.678075 1.000000 0.352752 0.137146 tau_ingredients_3 -0.119327 0.172261 0.352752 1.000000 0.680033 tau_ingredients_4 -0.109446 -0.001421 0.137146 0.680033 1.000000 tau_patent_1 0.141981 -0.117199 -0.148190 -0.146491 -0.111011 tau_patent_2 0.147139 -0.131323 -0.173386 -0.188233 -0.149441 tau_patent_3 0.076498 -0.089310 -0.129994 -0.171032 -0.149232 tau_patent_4 0.040035 -0.062409 -0.094662 -0.135662 -0.122860 tau_dominance_1 -0.042516 0.047641 0.068811 0.086917 0.074999 tau_dominance_2 -0.065477 0.070661 0.098672 0.118870 0.100235 tau_dominance_3 -0.097903 0.090548 0.118449 0.131074 0.106002 tau_dominance_4 -0.084082 0.073814 0.093895 0.100244 0.079952 tau_patent_1 tau_patent_2 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 8.492e-05 0.003974 0.002853 3.3377e-04 -0.001243 b_brand_Novum_B -0.001717 -0.004263 -0.001684 7.4683e-04 0.001570 b_brand_BestValue_A 4.1095e-04 -0.002589 -0.010810 -0.011004 -1.1024e-04 b_brand_BestValue_B -0.014239 -0.011059 0.002080 0.005836 1.5689e-04 b_brand_Supermarket_A 0.001359 -0.002780 -0.011940 -0.011682 -5.267e-05 b_brand_Supermarket_B -0.021476 -0.015433 0.004135 0.008603 0.001120 b_brand_PainAway_A 0.004153 -0.001592 -0.014799 -0.015580 -0.001475 b_brand_PainAway_B -0.021359 -0.014345 0.007054 0.012167 0.002345 b_country_CH_A -8.7750e-04 -0.002906 -0.002182 -0.001028 -0.009148 b_country_CH_B 0.003102 0.004227 0.002078 4.9993e-04 0.006887 b_country_DK_A 0.011563 0.005628 -0.007939 -0.010436 -0.008589 b_country_DK_B -0.004883 -6.8928e-04 0.007108 0.008070 0.006340 b_country_IND_A -0.008440 -0.002741 0.006727 0.007951 -0.003245 b_country_IND_B 0.005720 0.001583 -0.003709 -0.004580 0.004769 b_country_RUS_A -0.003253 -0.001061 0.004081 0.004961 -0.003666 b_country_RUS_B 0.006578 0.004056 -0.003445 -0.005098 0.002202 b_country_BRA_A -0.008074 -0.002329 0.007904 0.009586 -0.008725 b_country_BRA_B 0.009238 0.003216 -0.008842 -0.010858 0.007735 b_char_fast_A -0.012488 -0.007600 0.008249 0.010237 0.002069 b_char_fast_B 0.010892 0.005901 -0.009718 -0.011555 -0.001396 b_char_double_A 0.003804 0.003384 -7.4039e-04 -8.3410e-04 -0.008775 b_char_double_B 0.002169 0.001411 4.124e-05 -0.001058 0.007849 b_risk_A 0.008288 0.003802 -0.005569 -0.007440 -0.006876 b_risk_B -0.006870 -0.001959 0.007713 0.009222 0.007017 b_price_A 0.001581 0.002384 -9.9467e-04 -0.001994 0.002179 b_price_B -0.001359 -0.002752 -0.001811 -8.3974e-04 -0.003115 delta_B 0.005498 -0.031073 -0.078727 -0.073420 0.027624 lambda_B 0.026393 -0.005895 -0.059916 -0.059852 0.017871 zeta_quality 0.073197 0.042139 -0.052825 -0.076644 0.020980 zeta_ingredient -0.035374 -0.019226 0.028861 0.036774 -0.011597 zeta_patent -0.451830 -0.225715 0.405218 0.511425 0.033022 zeta_dominance -0.040591 -0.018046 0.041500 0.053020 0.333159 tau_quality_1 0.096227 0.146602 0.174174 0.154471 -0.085538 tau_quality_2 0.138156 0.190819 0.195150 0.163054 -0.096160 tau_quality_3 0.168140 0.187896 0.124205 0.081048 -0.064918 tau_quality_4 0.141981 0.147139 0.076498 0.040035 -0.042516 tau_ingredients_1 -0.117199 -0.131323 -0.089310 -0.062409 0.047641 tau_ingredients_2 -0.148190 -0.173386 -0.129994 -0.094662 0.068811 tau_ingredients_3 -0.146491 -0.188233 -0.171032 -0.135662 0.086917 tau_ingredients_4 -0.111011 -0.149441 -0.149232 -0.122860 0.074999 tau_patent_1 1.000000 0.673852 0.078088 -0.059359 -0.092429 tau_patent_2 0.673852 1.000000 0.327608 0.158407 -0.101451 tau_patent_3 0.078088 0.327608 1.000000 0.740513 -0.065393 tau_patent_4 -0.059359 0.158407 0.740513 1.000000 -0.043140 tau_dominance_1 -0.092429 -0.101451 -0.065393 -0.043140 1.000000 tau_dominance_2 -0.118673 -0.137096 -0.100780 -0.071984 0.640009 tau_dominance_3 -0.107341 -0.143512 -0.141082 -0.115718 0.143729 tau_dominance_4 -0.075323 -0.107202 -0.117101 -0.100143 0.019149 tau_dominance_2 tau_dominance_3 tau_dominance_4 b_brand_Novum_A -0.001933 0.001827 0.002267 b_brand_Novum_B 0.002155 -9.6510e-04 -0.001595 b_brand_BestValue_A 0.001566 0.009930 0.010035 b_brand_BestValue_B 0.001835 0.006688 0.006844 b_brand_Supermarket_A 0.002037 0.010734 0.010038 b_brand_Supermarket_B 0.002614 0.008066 0.008999 b_brand_PainAway_A -3.5150e-04 0.009353 0.010512 b_brand_PainAway_B 0.005025 0.008976 0.007422 b_country_CH_A -0.007779 0.007820 0.011375 b_country_CH_B 0.005413 -0.008059 -0.010741 b_country_DK_A -0.008564 0.002339 0.006338 b_country_DK_B 0.005602 -0.005250 -0.008240 b_country_IND_A -0.002710 0.002332 0.003728 b_country_IND_B 0.004015 -0.004087 -0.006000 b_country_RUS_A -0.003501 -3.7709e-04 0.001271 b_country_RUS_B 0.001810 -0.001073 -0.002349 b_country_BRA_A -0.008049 0.003749 0.007552 b_country_BRA_B 0.007501 -0.002039 -0.005704 b_char_fast_A 0.002565 6.4293e-04 -8.686e-05 b_char_fast_B -0.001508 8.8902e-04 0.001720 b_char_double_A -0.008349 0.001981 0.006016 b_char_double_B 0.006736 -0.005539 -0.009051 b_risk_A -0.005771 0.002882 0.004907 b_risk_B 0.005453 -0.005415 -0.007781 b_price_A 0.002452 -1.8062e-04 -0.002056 b_price_B -0.002806 0.003167 0.005445 delta_B 0.037544 0.031276 0.017282 lambda_B 0.023479 0.013726 0.003535 zeta_quality 0.018170 -0.018629 -0.026622 zeta_ingredient -0.007199 0.009886 0.012715 zeta_patent 0.026828 -0.023468 -0.033766 zeta_dominance 0.298588 -0.215775 -0.339735 tau_quality_1 -0.113158 -0.107728 -0.076959 tau_quality_2 -0.130876 -0.136593 -0.101479 tau_quality_3 -0.095833 -0.127543 -0.104964 tau_quality_4 -0.065477 -0.097903 -0.084082 tau_ingredients_1 0.070661 0.090548 0.073814 tau_ingredients_2 0.098672 0.118449 0.093895 tau_ingredients_3 0.118870 0.131074 0.100244 tau_ingredients_4 0.100235 0.106002 0.079952 tau_patent_1 -0.118673 -0.107341 -0.075323 tau_patent_2 -0.137096 -0.143512 -0.107202 tau_patent_3 -0.100780 -0.141082 -0.117101 tau_patent_4 -0.071984 -0.115718 -0.100143 tau_dominance_1 0.640009 0.143729 0.019149 tau_dominance_2 1.000000 0.292298 0.116367 tau_dominance_3 0.292298 1.000000 0.641688 tau_dominance_4 0.116367 0.641688 1.000000 Robust correlation matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Supermarket_A b_brand_Novum_A 1.000000 -0.311407 0.176733 -0.080763 0.186201 b_brand_Novum_B -0.311407 1.000000 0.010640 0.254310 0.029393 b_brand_BestValue_A 0.176733 0.010640 1.000000 0.093718 0.773931 b_brand_BestValue_B -0.080763 0.254310 0.093718 1.000000 0.168704 b_brand_Supermarket_A 0.186201 0.029393 0.773931 0.168704 1.000000 b_brand_Supermarket_B -0.047834 0.243858 0.232591 0.680599 0.168925 b_brand_PainAway_A 0.125936 0.041690 0.763819 0.194378 0.789901 b_brand_PainAway_B -0.042190 0.220602 0.156958 0.631462 0.144858 b_country_CH_A -0.099055 0.062721 0.340811 0.044851 0.379327 b_country_CH_B 0.068489 -0.161158 -0.130036 0.069832 -0.155567 b_country_DK_A 0.146105 -0.056108 0.166977 -0.082619 0.250595 b_country_DK_B -0.009435 -0.093814 -0.064731 0.098575 -0.098383 b_country_IND_A 0.011560 -0.007937 -0.294221 0.159311 -0.274188 b_country_IND_B -0.023831 -0.025260 -0.016898 -0.516025 -0.025566 b_country_RUS_A 0.009382 -0.015007 -0.436915 0.062922 -0.402067 b_country_RUS_B 0.018963 -0.061373 0.059042 -0.465800 0.043281 b_country_BRA_A 0.057159 -0.043630 -0.336067 0.073776 -0.414941 b_country_BRA_B -0.040475 0.054929 0.110632 -0.361099 0.134870 b_char_fast_A -0.151387 0.086471 0.025333 0.063414 0.119300 b_char_fast_B 0.067634 -0.088136 0.025208 -0.002532 -0.007420 b_char_double_A -0.167587 0.081256 0.168838 -0.032770 0.159858 b_char_double_B 0.080074 -0.043394 -0.035965 0.053405 -0.047631 b_risk_A 0.132894 -0.102440 -0.195129 -0.098645 -0.216065 b_risk_B -0.095839 0.151433 -1.4927e-04 -0.081731 0.010529 b_price_A 0.057833 -0.036681 0.232781 0.001734 0.180659 b_price_B -0.059168 0.142446 0.003731 0.272754 0.011195 delta_B 0.062649 -0.021138 0.351229 0.203600 0.280381 lambda_B 0.091585 -0.058928 0.258794 0.112564 0.178786 zeta_quality 0.074210 -0.068037 -0.069042 -0.106624 -0.091422 zeta_ingredient -0.033697 -0.010777 -0.057965 3.6257e-04 -0.052854 zeta_patent 0.047289 -0.022385 0.023178 0.017750 0.011220 zeta_dominance -0.017470 -0.013816 -0.049198 0.024929 -0.076862 tau_quality_1 0.004003 0.035889 0.053930 0.069886 0.077332 tau_quality_2 2.7935e-04 0.007257 0.059608 0.029347 0.058849 tau_quality_3 0.046960 -0.004938 -0.020112 -0.012005 -0.025926 tau_quality_4 0.039578 -0.007885 -0.023047 -7.6594e-04 -0.035281 tau_ingredients_1 -0.033206 -0.024971 -0.044933 -0.023393 -0.044721 tau_ingredients_2 -0.011372 -0.049128 -0.046424 -0.094122 -0.044252 tau_ingredients_3 -0.032890 0.008616 -0.049731 -0.044066 -0.022037 tau_ingredients_4 -0.027467 0.006774 0.003311 -0.001835 0.007470 tau_patent_1 0.021544 0.020921 0.055911 0.014280 0.049825 tau_patent_2 0.043814 0.019262 0.020801 0.040521 0.009485 tau_patent_3 0.043282 -0.054985 0.021826 0.034320 0.013380 tau_patent_4 0.040823 -0.042142 0.038271 0.062763 0.033911 tau_dominance_1 1.6909e-04 -0.025108 -0.043838 -0.065989 -0.047680 tau_dominance_2 -0.034441 -0.006958 -0.054614 -0.006110 -0.057253 tau_dominance_3 -0.022666 -0.022621 -0.050219 -0.033619 -0.049774 tau_dominance_4 0.007817 0.016194 0.004828 -0.003543 0.013097 b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_country_CH_B b_brand_Novum_A -0.047834 0.125936 -0.042190 -0.099055 0.068489 b_brand_Novum_B 0.243858 0.041690 0.220602 0.062721 -0.161158 b_brand_BestValue_A 0.232591 0.763819 0.156958 0.340811 -0.130036 b_brand_BestValue_B 0.680599 0.194378 0.631462 0.044851 0.069832 b_brand_Supermarket_A 0.168925 0.789901 0.144858 0.379327 -0.155567 b_brand_Supermarket_B 1.000000 0.257149 0.664223 0.028758 0.084265 b_brand_PainAway_A 0.257149 1.000000 0.127414 0.365729 -0.154941 b_brand_PainAway_B 0.664223 0.127414 1.000000 0.019254 0.043774 b_country_CH_A 0.028758 0.365729 0.019254 1.000000 -0.200407 b_country_CH_B 0.084265 -0.154941 0.043774 -0.200407 1.000000 b_country_DK_A -0.136457 0.237250 -0.128684 0.479657 -0.039009 b_country_DK_B 0.134776 -0.105144 0.101332 -0.121922 0.442770 b_country_IND_A 0.148120 -0.194464 0.125414 0.006393 -0.003213 b_country_IND_B -0.497831 -0.051377 -0.460435 -0.005744 -0.016217 b_country_RUS_A 0.012071 -0.381020 0.046245 -0.078374 0.034728 b_country_RUS_B -0.388764 0.040318 -0.388344 -0.003678 -0.036819 b_country_BRA_A 0.077003 -0.319803 0.062344 -0.019278 0.029871 b_country_BRA_B -0.374248 0.103032 -0.295366 0.012894 -0.085798 b_char_fast_A 0.034417 0.024675 0.061283 0.130715 -0.073110 b_char_fast_B 0.077755 0.022022 -0.027318 -0.036629 0.124735 b_char_double_A -0.054756 0.055447 -0.014310 0.107647 -0.020392 b_char_double_B 0.108953 -0.018868 0.028576 -0.035205 0.093671 b_risk_A -0.108285 -0.173442 -0.077956 0.018835 0.039940 b_risk_B -0.115323 0.013077 -0.061891 -0.013286 -0.030656 b_price_A 0.028954 0.230310 0.007958 -0.146900 0.034113 b_price_B 0.229758 0.005312 0.321459 0.053400 -0.155245 delta_B 0.325643 0.329825 0.268255 0.115225 -0.050157 lambda_B 0.221639 0.219016 0.189953 0.097613 -0.003617 zeta_quality -0.104291 -0.062557 -0.109917 -0.044026 0.054658 zeta_ingredient 0.022279 -0.024051 0.012629 0.039910 0.032635 zeta_patent 0.018321 0.011020 0.046534 -0.006088 -0.055464 zeta_dominance 0.054664 -0.068004 0.053207 -0.118604 0.028352 tau_quality_1 0.069249 0.072856 0.068510 0.080263 -0.069712 tau_quality_2 0.007281 0.048386 0.020874 0.024502 -0.052779 tau_quality_3 -0.014438 -0.011316 -9.0167e-04 -0.019341 -0.004545 tau_quality_4 -0.016080 -0.011745 -0.017580 -0.029547 0.008388 tau_ingredients_1 -0.012778 -0.025368 -0.040834 0.016619 0.034865 tau_ingredients_2 -0.077649 -0.022183 -0.067334 0.009550 0.063627 tau_ingredients_3 -0.087078 -0.022874 -0.046140 0.027036 -0.014738 tau_ingredients_4 -0.037215 -0.006597 -0.031781 -0.008072 -0.033967 tau_patent_1 0.022613 0.045702 -0.018937 -0.030766 0.038316 tau_patent_2 0.043186 0.028402 0.009334 -0.010432 0.021244 tau_patent_3 0.046742 0.017148 0.044613 -0.007738 0.035652 tau_patent_4 0.056340 0.033708 0.052659 -0.002700 0.017528 tau_dominance_1 -0.099301 -0.040603 -0.048444 -0.071369 -0.003812 tau_dominance_2 -0.065121 -0.057007 -0.007678 -0.056718 -0.002860 tau_dominance_3 -0.044510 -0.068424 -0.028573 -0.037953 -0.008006 tau_dominance_4 -0.011739 -0.012784 0.006223 -0.024542 0.003148 b_country_DK_A b_country_DK_B b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A 0.146105 -0.009435 0.011560 -0.023831 0.009382 b_brand_Novum_B -0.056108 -0.093814 -0.007937 -0.025260 -0.015007 b_brand_BestValue_A 0.166977 -0.064731 -0.294221 -0.016898 -0.436915 b_brand_BestValue_B -0.082619 0.098575 0.159311 -0.516025 0.062922 b_brand_Supermarket_A 0.250595 -0.098383 -0.274188 -0.025566 -0.402067 b_brand_Supermarket_B -0.136457 0.134776 0.148120 -0.497831 0.012071 b_brand_PainAway_A 0.237250 -0.105144 -0.194464 -0.051377 -0.381020 b_brand_PainAway_B -0.128684 0.101332 0.125414 -0.460435 0.046245 b_country_CH_A 0.479657 -0.121922 0.006393 -0.005744 -0.078374 b_country_CH_B -0.039009 0.442770 -0.003213 -0.016217 0.034728 b_country_DK_A 1.000000 -0.205525 0.049377 0.009705 0.012606 b_country_DK_B -0.205525 1.000000 -0.033035 0.030933 0.004067 b_country_IND_A 0.049377 -0.033035 1.000000 -0.224309 0.395590 b_country_IND_B 0.009705 0.030933 -0.224309 1.000000 -0.060844 b_country_RUS_A 0.012606 0.004067 0.395590 -0.060844 1.000000 b_country_RUS_B 0.003594 0.008617 -0.082990 0.406995 -0.192985 b_country_BRA_A 0.033181 -0.014297 0.573036 -0.127336 0.554899 b_country_BRA_B -0.049727 0.020074 -0.128256 0.463632 -0.146887 b_char_fast_A -0.084672 0.007065 -0.125901 0.039348 -0.063707 b_char_fast_B 0.028550 0.006660 0.050988 -0.109790 0.026650 b_char_double_A 0.034413 0.014415 -0.044799 0.034039 -0.038615 b_char_double_B 0.032485 -0.052752 0.013700 -0.047875 0.003422 b_risk_A 0.170752 -0.035939 0.090148 -0.005487 0.114304 b_risk_B -0.073840 0.059864 -0.034350 0.078958 -0.017949 b_price_A -0.048170 0.013883 0.072966 -0.054533 0.055792 b_price_B -0.001229 -0.076712 -0.028183 0.091885 0.005556 delta_B -0.062550 -0.057602 0.088636 -0.120039 -0.065256 lambda_B -0.018059 -0.049306 0.066970 -0.089256 -0.045663 zeta_quality 0.038012 0.009908 0.004915 0.026418 -0.046684 zeta_ingredient -0.015841 0.003188 0.001654 -0.014378 -0.064050 zeta_patent -0.097224 0.006485 0.037367 -0.048806 0.064706 zeta_dominance -0.101466 0.032115 0.041485 -0.017636 0.006382 tau_quality_1 0.012620 -0.042258 0.015926 -0.023951 0.020672 tau_quality_2 -0.002270 -0.010897 -0.004270 -0.002463 -0.008599 tau_quality_3 0.001989 0.021299 0.017296 0.006889 -0.037945 tau_quality_4 0.012496 0.014064 0.024340 -0.030497 -0.039878 tau_ingredients_1 -0.023215 -0.005308 -0.010698 0.013204 -0.031884 tau_ingredients_2 -0.019022 0.052256 -0.027322 0.051833 -0.056318 tau_ingredients_3 1.8792e-04 -0.013430 0.002965 0.046441 0.002260 tau_ingredients_4 0.015783 0.022615 -1.5432e-04 0.007726 0.007501 tau_patent_1 -0.043783 0.034494 0.011849 0.036640 -0.030657 tau_patent_2 -0.017486 0.016113 0.046633 -0.020208 0.015803 tau_patent_3 -0.062073 0.034357 0.015498 -0.051976 0.047386 tau_patent_4 -0.059405 -8.1247e-04 0.029439 -0.068287 0.036815 tau_dominance_1 -0.035780 -0.027751 0.006561 0.054908 -3.0852e-04 tau_dominance_2 -0.030078 0.015243 0.027476 -0.006572 0.019316 tau_dominance_3 -0.031976 -0.031864 0.027401 -0.001741 0.025141 tau_dominance_4 -4.0151e-04 -0.009488 0.008020 -0.030150 -0.008910 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A 0.018963 0.057159 -0.040475 -0.151387 0.067634 b_brand_Novum_B -0.061373 -0.043630 0.054929 0.086471 -0.088136 b_brand_BestValue_A 0.059042 -0.336067 0.110632 0.025333 0.025208 b_brand_BestValue_B -0.465800 0.073776 -0.361099 0.063414 -0.002532 b_brand_Supermarket_A 0.043281 -0.414941 0.134870 0.119300 -0.007420 b_brand_Supermarket_B -0.388764 0.077003 -0.374248 0.034417 0.077755 b_brand_PainAway_A 0.040318 -0.319803 0.103032 0.024675 0.022022 b_brand_PainAway_B -0.388344 0.062344 -0.295366 0.061283 -0.027318 b_country_CH_A -0.003678 -0.019278 0.012894 0.130715 -0.036629 b_country_CH_B -0.036819 0.029871 -0.085798 -0.073110 0.124735 b_country_DK_A 0.003594 0.033181 -0.049727 -0.084672 0.028550 b_country_DK_B 0.008617 -0.014297 0.020074 0.007065 0.006660 b_country_IND_A -0.082990 0.573036 -0.128256 -0.125901 0.050988 b_country_IND_B 0.406995 -0.127336 0.463632 0.039348 -0.109790 b_country_RUS_A -0.192985 0.554899 -0.146887 -0.063707 0.026650 b_country_RUS_B 1.000000 -0.128371 0.489943 0.015900 -0.129632 b_country_BRA_A -0.128371 1.000000 -0.233789 -0.131269 0.050507 b_country_BRA_B 0.489943 -0.233789 1.000000 0.072582 -0.140105 b_char_fast_A 0.015900 -0.131269 0.072582 1.000000 -0.197599 b_char_fast_B -0.129632 0.050507 -0.140105 -0.197599 1.000000 b_char_double_A -0.011289 -0.041280 -0.016477 0.338689 -0.051801 b_char_double_B -0.021154 0.014446 -0.057712 -0.083476 0.454101 b_risk_A -7.2285e-04 0.070637 -0.027106 -0.139625 0.030895 b_risk_B 0.055459 -0.006721 0.018190 0.045393 -0.095091 b_price_A 0.011412 0.126831 0.002335 -0.211292 0.037304 b_price_B -0.032339 -0.011850 0.004135 0.056613 -0.126950 delta_B -0.008953 0.037189 -0.010544 0.036403 4.0744e-04 lambda_B 8.9565e-04 0.054216 -0.038734 0.007347 -0.002638 zeta_quality 0.063005 -0.032431 0.029134 -0.010272 -1.3585e-04 zeta_ingredient 0.044167 0.016942 -0.022963 0.036339 -0.031223 zeta_patent -0.027688 0.078006 -0.052163 9.964e-05 -0.017331 zeta_dominance 0.023131 0.006587 0.035535 -0.009746 -0.007695 tau_quality_1 -0.053429 0.056685 -0.042606 0.021209 0.001360 tau_quality_2 -0.023244 -0.016122 0.014921 0.015714 -0.018300 tau_quality_3 0.016012 -0.030530 0.037819 0.012605 -0.030049 tau_quality_4 0.035271 -0.019557 0.022339 -0.007351 -0.003980 tau_ingredients_1 -1.9005e-04 0.004193 -0.053821 0.033667 0.018384 tau_ingredients_2 0.039852 -0.007782 0.013485 0.001561 4.2675e-04 tau_ingredients_3 0.002094 -0.003583 0.031191 0.016118 0.002936 tau_ingredients_4 -0.033645 0.019654 0.009101 0.003684 0.005358 tau_patent_1 0.019435 -0.023985 0.063563 -0.006430 0.030254 tau_patent_2 -0.012092 0.013890 0.025656 -0.012226 0.043264 tau_patent_3 -0.040812 0.047565 0.003697 -0.001137 -0.018576 tau_patent_4 -0.034316 0.049834 -0.008286 -0.006947 -0.015151 tau_dominance_1 0.031991 -0.012695 0.050118 -0.001600 -0.035707 tau_dominance_2 -0.017613 0.010179 -0.012580 -0.005876 -0.011959 tau_dominance_3 -0.014800 0.024180 -0.040519 0.016274 0.018044 tau_dominance_4 -0.036061 0.032573 -0.057430 -0.015641 0.009739 b_char_double_A b_char_double_B b_risk_A b_risk_B b_price_A b_brand_Novum_A -0.167587 0.080074 0.132894 -0.095839 0.057833 b_brand_Novum_B 0.081256 -0.043394 -0.102440 0.151433 -0.036681 b_brand_BestValue_A 0.168838 -0.035965 -0.195129 -1.4927e-04 0.232781 b_brand_BestValue_B -0.032770 0.053405 -0.098645 -0.081731 0.001734 b_brand_Supermarket_A 0.159858 -0.047631 -0.216065 0.010529 0.180659 b_brand_Supermarket_B -0.054756 0.108953 -0.108285 -0.115323 0.028954 b_brand_PainAway_A 0.055447 -0.018868 -0.173442 0.013077 0.230310 b_brand_PainAway_B -0.014310 0.028576 -0.077956 -0.061891 0.007958 b_country_CH_A 0.107647 -0.035205 0.018835 -0.013286 -0.146900 b_country_CH_B -0.020392 0.093671 0.039940 -0.030656 0.034113 b_country_DK_A 0.034413 0.032485 0.170752 -0.073840 -0.048170 b_country_DK_B 0.014415 -0.052752 -0.035939 0.059864 0.013883 b_country_IND_A -0.044799 0.013700 0.090148 -0.034350 0.072966 b_country_IND_B 0.034039 -0.047875 -0.005487 0.078958 -0.054533 b_country_RUS_A -0.038615 0.003422 0.114304 -0.017949 0.055792 b_country_RUS_B -0.011289 -0.021154 -7.2285e-04 0.055459 0.011412 b_country_BRA_A -0.041280 0.014446 0.070637 -0.006721 0.126831 b_country_BRA_B -0.016477 -0.057712 -0.027106 0.018190 0.002335 b_char_fast_A 0.338689 -0.083476 -0.139625 0.045393 -0.211292 b_char_fast_B -0.051801 0.454101 0.030895 -0.095091 0.037304 b_char_double_A 1.000000 -0.175104 -0.010719 -0.006141 -0.181919 b_char_double_B -0.175104 1.000000 0.012715 0.013371 0.042052 b_risk_A -0.010719 0.012715 1.000000 -0.256870 0.154052 b_risk_B -0.006141 0.013371 -0.256870 1.000000 -0.028475 b_price_A -0.181919 0.042052 0.154052 -0.028475 1.000000 b_price_B 0.049827 -0.210205 -0.048274 0.100787 -0.149003 delta_B -0.054225 -0.002993 -0.089249 -0.005594 0.143276 lambda_B -0.044641 0.008213 -0.036436 -0.016702 0.142271 zeta_quality -0.072229 0.040219 0.112878 -0.054879 0.015596 zeta_ingredient 0.025525 0.046383 0.087635 -0.048204 0.022900 zeta_patent 0.005435 0.021410 -0.077213 0.048967 0.026929 zeta_dominance -0.065647 0.039070 0.010201 0.010251 0.097543 tau_quality_1 -0.005338 -0.017835 -0.029094 0.021438 0.016717 tau_quality_2 0.025948 -0.052245 -0.027676 0.052257 0.021484 tau_quality_3 -0.044315 -0.030881 0.057901 -0.002563 0.025748 tau_quality_4 -0.049220 -0.036378 0.052839 -0.004296 0.023207 tau_ingredients_1 0.027781 0.035486 0.043986 0.008767 0.005294 tau_ingredients_2 0.025517 -0.023581 0.053788 0.014813 0.001101 tau_ingredients_3 0.039777 -0.049293 0.008733 0.019428 -0.022190 tau_ingredients_4 0.035885 -0.054685 0.033416 0.016734 0.022559 tau_patent_1 0.042063 -0.012419 -0.026354 -0.029585 0.035806 tau_patent_2 -0.016778 -0.006075 -0.036440 -0.006514 0.017839 tau_patent_3 -0.010738 -0.027656 -0.033719 0.027574 0.030594 tau_patent_4 4.8109e-04 -0.021705 -0.036950 0.003186 0.038369 tau_dominance_1 -0.015366 -0.039724 0.013538 -0.041035 0.045680 tau_dominance_2 -0.012164 -0.004164 0.026282 -0.033752 0.058384 tau_dominance_3 -0.022583 -0.015186 0.027044 0.002535 0.018542 tau_dominance_4 -0.005357 -0.053410 -0.034308 0.009674 0.003394 b_price_B delta_B lambda_B zeta_quality zeta_ingredient b_brand_Novum_A -0.059168 0.062649 0.091585 0.074210 -0.033697 b_brand_Novum_B 0.142446 -0.021138 -0.058928 -0.068037 -0.010777 b_brand_BestValue_A 0.003731 0.351229 0.258794 -0.069042 -0.057965 b_brand_BestValue_B 0.272754 0.203600 0.112564 -0.106624 3.6257e-04 b_brand_Supermarket_A 0.011195 0.280381 0.178786 -0.091422 -0.052854 b_brand_Supermarket_B 0.229758 0.325643 0.221639 -0.104291 0.022279 b_brand_PainAway_A 0.005312 0.329825 0.219016 -0.062557 -0.024051 b_brand_PainAway_B 0.321459 0.268255 0.189953 -0.109917 0.012629 b_country_CH_A 0.053400 0.115225 0.097613 -0.044026 0.039910 b_country_CH_B -0.155245 -0.050157 -0.003617 0.054658 0.032635 b_country_DK_A -0.001229 -0.062550 -0.018059 0.038012 -0.015841 b_country_DK_B -0.076712 -0.057602 -0.049306 0.009908 0.003188 b_country_IND_A -0.028183 0.088636 0.066970 0.004915 0.001654 b_country_IND_B 0.091885 -0.120039 -0.089256 0.026418 -0.014378 b_country_RUS_A 0.005556 -0.065256 -0.045663 -0.046684 -0.064050 b_country_RUS_B -0.032339 -0.008953 8.9565e-04 0.063005 0.044167 b_country_BRA_A -0.011850 0.037189 0.054216 -0.032431 0.016942 b_country_BRA_B 0.004135 -0.010544 -0.038734 0.029134 -0.022963 b_char_fast_A 0.056613 0.036403 0.007347 -0.010272 0.036339 b_char_fast_B -0.126950 4.0744e-04 -0.002638 -1.3585e-04 -0.031223 b_char_double_A 0.049827 -0.054225 -0.044641 -0.072229 0.025525 b_char_double_B -0.210205 -0.002993 0.008213 0.040219 0.046383 b_risk_A -0.048274 -0.089249 -0.036436 0.112878 0.087635 b_risk_B 0.100787 -0.005594 -0.016702 -0.054879 -0.048204 b_price_A -0.149003 0.143276 0.142271 0.015596 0.022900 b_price_B 1.000000 0.003240 -0.011166 -0.009358 0.002211 delta_B 0.003240 1.000000 0.970476 -0.126930 0.056432 lambda_B -0.011166 0.970476 1.000000 -0.086769 0.080056 zeta_quality -0.009358 -0.126930 -0.086769 1.000000 0.002582 zeta_ingredient 0.002211 0.056432 0.080056 0.002582 1.000000 zeta_patent 0.025980 -0.047438 -0.052751 -0.117492 -0.004715 zeta_dominance 0.028568 0.018598 0.007374 0.038325 0.038671 tau_quality_1 0.020419 0.013018 0.018976 -0.422048 -0.047384 tau_quality_2 -0.011078 -0.066767 -0.049010 -0.218841 -0.053249 tau_quality_3 -0.009073 -0.139045 -0.106340 0.444400 0.027859 tau_quality_4 -0.041354 -0.101559 -0.075082 0.512118 0.027540 tau_ingredients_1 2.1848e-04 0.020823 0.020645 0.025949 0.457755 tau_ingredients_2 -0.006810 0.011847 0.010878 0.042599 0.383412 tau_ingredients_3 -0.017985 0.024722 -0.001810 -0.012005 -0.166118 tau_ingredients_4 -0.013695 -0.004081 -0.046074 -0.055819 -0.362880 tau_patent_1 -0.017195 0.030476 0.058411 0.100627 -0.044619 tau_patent_2 -0.017670 -0.054881 -0.024966 0.074381 -0.037468 tau_patent_3 -0.036258 -0.083222 -0.066380 -0.059679 0.034836 tau_patent_4 -0.039963 -0.062953 -0.055874 -0.055005 0.064277 tau_dominance_1 -0.027015 0.033302 0.023132 0.002448 0.008119 tau_dominance_2 -0.041787 0.054830 0.042988 0.041968 0.025492 tau_dominance_3 -0.048156 0.070150 0.051632 -0.026113 0.030903 tau_dominance_4 -0.020760 0.071506 0.058549 -0.064231 0.013343 zeta_patent zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A 0.047289 -0.017470 0.004003 2.7935e-04 0.046960 b_brand_Novum_B -0.022385 -0.013816 0.035889 0.007257 -0.004938 b_brand_BestValue_A 0.023178 -0.049198 0.053930 0.059608 -0.020112 b_brand_BestValue_B 0.017750 0.024929 0.069886 0.029347 -0.012005 b_brand_Supermarket_A 0.011220 -0.076862 0.077332 0.058849 -0.025926 b_brand_Supermarket_B 0.018321 0.054664 0.069249 0.007281 -0.014438 b_brand_PainAway_A 0.011020 -0.068004 0.072856 0.048386 -0.011316 b_brand_PainAway_B 0.046534 0.053207 0.068510 0.020874 -9.0167e-04 b_country_CH_A -0.006088 -0.118604 0.080263 0.024502 -0.019341 b_country_CH_B -0.055464 0.028352 -0.069712 -0.052779 -0.004545 b_country_DK_A -0.097224 -0.101466 0.012620 -0.002270 0.001989 b_country_DK_B 0.006485 0.032115 -0.042258 -0.010897 0.021299 b_country_IND_A 0.037367 0.041485 0.015926 -0.004270 0.017296 b_country_IND_B -0.048806 -0.017636 -0.023951 -0.002463 0.006889 b_country_RUS_A 0.064706 0.006382 0.020672 -0.008599 -0.037945 b_country_RUS_B -0.027688 0.023131 -0.053429 -0.023244 0.016012 b_country_BRA_A 0.078006 0.006587 0.056685 -0.016122 -0.030530 b_country_BRA_B -0.052163 0.035535 -0.042606 0.014921 0.037819 b_char_fast_A 9.964e-05 -0.009746 0.021209 0.015714 0.012605 b_char_fast_B -0.017331 -0.007695 0.001360 -0.018300 -0.030049 b_char_double_A 0.005435 -0.065647 -0.005338 0.025948 -0.044315 b_char_double_B 0.021410 0.039070 -0.017835 -0.052245 -0.030881 b_risk_A -0.077213 0.010201 -0.029094 -0.027676 0.057901 b_risk_B 0.048967 0.010251 0.021438 0.052257 -0.002563 b_price_A 0.026929 0.097543 0.016717 0.021484 0.025748 b_price_B 0.025980 0.028568 0.020419 -0.011078 -0.009073 delta_B -0.047438 0.018598 0.013018 -0.066767 -0.139045 lambda_B -0.052751 0.007374 0.018976 -0.049010 -0.106340 zeta_quality -0.117492 0.038325 -0.422048 -0.218841 0.444400 zeta_ingredient -0.004715 0.038671 -0.047384 -0.053249 0.027859 zeta_patent 1.000000 0.054892 0.131991 0.110201 -0.020117 zeta_dominance 0.054892 1.000000 -0.044825 -0.027987 0.008928 tau_quality_1 0.131991 -0.044825 1.000000 0.703652 0.056443 tau_quality_2 0.110201 -0.027987 0.703652 1.000000 0.276103 tau_quality_3 -0.020117 0.008928 0.056443 0.276103 1.000000 tau_quality_4 -0.050202 0.025156 -0.069643 0.112223 0.699255 tau_ingredients_1 0.045766 0.021157 -0.123062 -0.178272 -0.073992 tau_ingredients_2 0.032134 0.047641 -0.184147 -0.222314 -0.122576 tau_ingredients_3 -0.011846 0.023920 -0.130318 -0.200727 -0.126745 tau_ingredients_4 -0.053194 0.046052 -0.073480 -0.163308 -0.154423 tau_patent_1 -0.458077 -0.051018 0.075046 0.118898 0.113064 tau_patent_2 -0.228587 -0.056727 0.154821 0.198088 0.166935 tau_patent_3 0.412956 0.020741 0.196764 0.249782 0.113777 tau_patent_4 0.505821 0.002278 0.161734 0.185363 0.091136 tau_dominance_1 -0.029960 0.299991 -0.091049 -0.102105 -0.062310 tau_dominance_2 -0.016774 0.308038 -0.108909 -0.121010 -0.098434 tau_dominance_3 -0.077403 -0.208957 -0.112877 -0.133233 -0.096746 tau_dominance_4 -0.041115 -0.324023 -0.063189 -0.140027 -0.104847 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 tau_ingredients_4 b_brand_Novum_A 0.039578 -0.033206 -0.011372 -0.032890 -0.027467 b_brand_Novum_B -0.007885 -0.024971 -0.049128 0.008616 0.006774 b_brand_BestValue_A -0.023047 -0.044933 -0.046424 -0.049731 0.003311 b_brand_BestValue_B -7.6594e-04 -0.023393 -0.094122 -0.044066 -0.001835 b_brand_Supermarket_A -0.035281 -0.044721 -0.044252 -0.022037 0.007470 b_brand_Supermarket_B -0.016080 -0.012778 -0.077649 -0.087078 -0.037215 b_brand_PainAway_A -0.011745 -0.025368 -0.022183 -0.022874 -0.006597 b_brand_PainAway_B -0.017580 -0.040834 -0.067334 -0.046140 -0.031781 b_country_CH_A -0.029547 0.016619 0.009550 0.027036 -0.008072 b_country_CH_B 0.008388 0.034865 0.063627 -0.014738 -0.033967 b_country_DK_A 0.012496 -0.023215 -0.019022 1.8792e-04 0.015783 b_country_DK_B 0.014064 -0.005308 0.052256 -0.013430 0.022615 b_country_IND_A 0.024340 -0.010698 -0.027322 0.002965 -1.5432e-04 b_country_IND_B -0.030497 0.013204 0.051833 0.046441 0.007726 b_country_RUS_A -0.039878 -0.031884 -0.056318 0.002260 0.007501 b_country_RUS_B 0.035271 -1.9005e-04 0.039852 0.002094 -0.033645 b_country_BRA_A -0.019557 0.004193 -0.007782 -0.003583 0.019654 b_country_BRA_B 0.022339 -0.053821 0.013485 0.031191 0.009101 b_char_fast_A -0.007351 0.033667 0.001561 0.016118 0.003684 b_char_fast_B -0.003980 0.018384 4.2675e-04 0.002936 0.005358 b_char_double_A -0.049220 0.027781 0.025517 0.039777 0.035885 b_char_double_B -0.036378 0.035486 -0.023581 -0.049293 -0.054685 b_risk_A 0.052839 0.043986 0.053788 0.008733 0.033416 b_risk_B -0.004296 0.008767 0.014813 0.019428 0.016734 b_price_A 0.023207 0.005294 0.001101 -0.022190 0.022559 b_price_B -0.041354 2.1848e-04 -0.006810 -0.017985 -0.013695 delta_B -0.101559 0.020823 0.011847 0.024722 -0.004081 lambda_B -0.075082 0.020645 0.010878 -0.001810 -0.046074 zeta_quality 0.512118 0.025949 0.042599 -0.012005 -0.055819 zeta_ingredient 0.027540 0.457755 0.383412 -0.166118 -0.362880 zeta_patent -0.050202 0.045766 0.032134 -0.011846 -0.053194 zeta_dominance 0.025156 0.021157 0.047641 0.023920 0.046052 tau_quality_1 -0.069643 -0.123062 -0.184147 -0.130318 -0.073480 tau_quality_2 0.112223 -0.178272 -0.222314 -0.200727 -0.163308 tau_quality_3 0.699255 -0.073992 -0.122576 -0.126745 -0.154423 tau_quality_4 1.000000 -0.047799 -0.073566 -0.092881 -0.104022 tau_ingredients_1 -0.047799 1.000000 0.683715 0.177459 0.002292 tau_ingredients_2 -0.073566 0.683715 1.000000 0.349515 0.132688 tau_ingredients_3 -0.092881 0.177459 0.349515 1.000000 0.678129 tau_ingredients_4 -0.104022 0.002292 0.132688 0.678129 1.000000 tau_patent_1 0.099965 -0.147484 -0.146184 -0.142444 -0.093099 tau_patent_2 0.131399 -0.154373 -0.190671 -0.183730 -0.124403 tau_patent_3 0.064835 -0.087351 -0.115514 -0.167343 -0.169355 tau_patent_4 0.046691 -0.074368 -0.097230 -0.140476 -0.167383 tau_dominance_1 -0.066942 0.004782 0.073052 0.117198 0.126727 tau_dominance_2 -0.047649 0.066027 0.126660 0.113155 0.126317 tau_dominance_3 -0.058336 0.115408 0.128988 0.144811 0.098176 tau_dominance_4 -0.086066 0.074613 0.092969 0.092493 0.060222 tau_patent_1 tau_patent_2 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 0.021544 0.043814 0.043282 0.040823 1.6909e-04 b_brand_Novum_B 0.020921 0.019262 -0.054985 -0.042142 -0.025108 b_brand_BestValue_A 0.055911 0.020801 0.021826 0.038271 -0.043838 b_brand_BestValue_B 0.014280 0.040521 0.034320 0.062763 -0.065989 b_brand_Supermarket_A 0.049825 0.009485 0.013380 0.033911 -0.047680 b_brand_Supermarket_B 0.022613 0.043186 0.046742 0.056340 -0.099301 b_brand_PainAway_A 0.045702 0.028402 0.017148 0.033708 -0.040603 b_brand_PainAway_B -0.018937 0.009334 0.044613 0.052659 -0.048444 b_country_CH_A -0.030766 -0.010432 -0.007738 -0.002700 -0.071369 b_country_CH_B 0.038316 0.021244 0.035652 0.017528 -0.003812 b_country_DK_A -0.043783 -0.017486 -0.062073 -0.059405 -0.035780 b_country_DK_B 0.034494 0.016113 0.034357 -8.1247e-04 -0.027751 b_country_IND_A 0.011849 0.046633 0.015498 0.029439 0.006561 b_country_IND_B 0.036640 -0.020208 -0.051976 -0.068287 0.054908 b_country_RUS_A -0.030657 0.015803 0.047386 0.036815 -3.0852e-04 b_country_RUS_B 0.019435 -0.012092 -0.040812 -0.034316 0.031991 b_country_BRA_A -0.023985 0.013890 0.047565 0.049834 -0.012695 b_country_BRA_B 0.063563 0.025656 0.003697 -0.008286 0.050118 b_char_fast_A -0.006430 -0.012226 -0.001137 -0.006947 -0.001600 b_char_fast_B 0.030254 0.043264 -0.018576 -0.015151 -0.035707 b_char_double_A 0.042063 -0.016778 -0.010738 4.8109e-04 -0.015366 b_char_double_B -0.012419 -0.006075 -0.027656 -0.021705 -0.039724 b_risk_A -0.026354 -0.036440 -0.033719 -0.036950 0.013538 b_risk_B -0.029585 -0.006514 0.027574 0.003186 -0.041035 b_price_A 0.035806 0.017839 0.030594 0.038369 0.045680 b_price_B -0.017195 -0.017670 -0.036258 -0.039963 -0.027015 delta_B 0.030476 -0.054881 -0.083222 -0.062953 0.033302 lambda_B 0.058411 -0.024966 -0.066380 -0.055874 0.023132 zeta_quality 0.100627 0.074381 -0.059679 -0.055005 0.002448 zeta_ingredient -0.044619 -0.037468 0.034836 0.064277 0.008119 zeta_patent -0.458077 -0.228587 0.412956 0.505821 -0.029960 zeta_dominance -0.051018 -0.056727 0.020741 0.002278 0.299991 tau_quality_1 0.075046 0.154821 0.196764 0.161734 -0.091049 tau_quality_2 0.118898 0.198088 0.249782 0.185363 -0.102105 tau_quality_3 0.113064 0.166935 0.113777 0.091136 -0.062310 tau_quality_4 0.099965 0.131399 0.064835 0.046691 -0.066942 tau_ingredients_1 -0.147484 -0.154373 -0.087351 -0.074368 0.004782 tau_ingredients_2 -0.146184 -0.190671 -0.115514 -0.097230 0.073052 tau_ingredients_3 -0.142444 -0.183730 -0.167343 -0.140476 0.117198 tau_ingredients_4 -0.093099 -0.124403 -0.169355 -0.167383 0.126727 tau_patent_1 1.000000 0.676225 0.068897 -0.059621 -0.058174 tau_patent_2 0.676225 1.000000 0.324105 0.161373 -0.098403 tau_patent_3 0.068897 0.324105 1.000000 0.742982 -0.075792 tau_patent_4 -0.059621 0.161373 0.742982 1.000000 -0.091234 tau_dominance_1 -0.058174 -0.098403 -0.075792 -0.091234 1.000000 tau_dominance_2 -0.065211 -0.107686 -0.106071 -0.109404 0.639762 tau_dominance_3 -0.093284 -0.143850 -0.166594 -0.122486 0.161530 tau_dominance_4 -0.055771 -0.098804 -0.125747 -0.063659 0.044314 tau_dominance_2 tau_dominance_3 tau_dominance_4 b_brand_Novum_A -0.034441 -0.022666 0.007817 b_brand_Novum_B -0.006958 -0.022621 0.016194 b_brand_BestValue_A -0.054614 -0.050219 0.004828 b_brand_BestValue_B -0.006110 -0.033619 -0.003543 b_brand_Supermarket_A -0.057253 -0.049774 0.013097 b_brand_Supermarket_B -0.065121 -0.044510 -0.011739 b_brand_PainAway_A -0.057007 -0.068424 -0.012784 b_brand_PainAway_B -0.007678 -0.028573 0.006223 b_country_CH_A -0.056718 -0.037953 -0.024542 b_country_CH_B -0.002860 -0.008006 0.003148 b_country_DK_A -0.030078 -0.031976 -4.0151e-04 b_country_DK_B 0.015243 -0.031864 -0.009488 b_country_IND_A 0.027476 0.027401 0.008020 b_country_IND_B -0.006572 -0.001741 -0.030150 b_country_RUS_A 0.019316 0.025141 -0.008910 b_country_RUS_B -0.017613 -0.014800 -0.036061 b_country_BRA_A 0.010179 0.024180 0.032573 b_country_BRA_B -0.012580 -0.040519 -0.057430 b_char_fast_A -0.005876 0.016274 -0.015641 b_char_fast_B -0.011959 0.018044 0.009739 b_char_double_A -0.012164 -0.022583 -0.005357 b_char_double_B -0.004164 -0.015186 -0.053410 b_risk_A 0.026282 0.027044 -0.034308 b_risk_B -0.033752 0.002535 0.009674 b_price_A 0.058384 0.018542 0.003394 b_price_B -0.041787 -0.048156 -0.020760 delta_B 0.054830 0.070150 0.071506 lambda_B 0.042988 0.051632 0.058549 zeta_quality 0.041968 -0.026113 -0.064231 zeta_ingredient 0.025492 0.030903 0.013343 zeta_patent -0.016774 -0.077403 -0.041115 zeta_dominance 0.308038 -0.208957 -0.324023 tau_quality_1 -0.108909 -0.112877 -0.063189 tau_quality_2 -0.121010 -0.133233 -0.140027 tau_quality_3 -0.098434 -0.096746 -0.104847 tau_quality_4 -0.047649 -0.058336 -0.086066 tau_ingredients_1 0.066027 0.115408 0.074613 tau_ingredients_2 0.126660 0.128988 0.092969 tau_ingredients_3 0.113155 0.144811 0.092493 tau_ingredients_4 0.126317 0.098176 0.060222 tau_patent_1 -0.065211 -0.093284 -0.055771 tau_patent_2 -0.107686 -0.143850 -0.098804 tau_patent_3 -0.106071 -0.166594 -0.125747 tau_patent_4 -0.109404 -0.122486 -0.063659 tau_dominance_1 0.639762 0.161530 0.044314 tau_dominance_2 1.000000 0.291883 0.119358 tau_dominance_3 0.291883 1.000000 0.642561 tau_dominance_4 0.119358 0.642561 1.000000 20 most extreme outliers in terms of lowest average per choice prediction: ID Avg prob per choice 695 0.07852320 288 0.08439242 875 0.08673430 611 0.08731250 92 0.09366404 480 0.09644843 509 0.09933693 163 0.10008632 8 0.10149687 593 0.10241752 544 0.10792913 204 0.10897783 450 0.10967185 858 0.11021464 412 0.11045141 867 0.11133067 473 0.11286622 456 0.11357101 181 0.11537680 621 0.11543165 Changes in parameter estimates from starting values: Initial Estimate Difference b_brand_Artemis_A 0.000000 0.000000 0.000000 b_brand_Artemis_B 0.000000 0.000000 0.000000 b_brand_Novum_A -0.298500 -0.245845 0.052655 b_brand_Novum_B -0.271000 -0.295003 -0.024003 b_brand_BestValue_A 0.280700 0.341886 0.061186 b_brand_BestValue_B -0.903200 -0.985616 -0.082416 b_brand_Supermarket_A 0.778300 0.778855 5.5543e-04 b_brand_Supermarket_B -0.749600 -0.791633 -0.042033 b_brand_PainAway_A -0.271500 -0.260446 0.011054 b_brand_PainAway_B -1.668700 -1.707984 -0.039284 b_country_CH_A 0.550800 0.612497 0.061697 b_country_CH_B 0.714200 0.698797 -0.015403 b_country_DK_A 0.168400 0.211757 0.043357 b_country_DK_B 0.402800 0.388847 -0.013953 b_country_USA_A 0.000000 0.000000 0.000000 b_country_USA_B 0.000000 0.000000 0.000000 b_country_IND_A -0.365700 -0.338107 0.027593 b_country_IND_B -0.254400 -0.265838 -0.011438 b_country_RUS_A -0.990500 -0.994529 -0.004029 b_country_RUS_B -0.793500 -0.788564 0.004936 b_country_BRA_A -0.686800 -0.678906 0.007894 b_country_BRA_B -0.623700 -0.635153 -0.011453 b_char_standard_A 0.000000 0.000000 0.000000 b_char_standard_B 0.000000 0.000000 0.000000 b_char_fast_A 0.814400 0.801089 -0.013311 b_char_fast_B 0.743100 0.747108 0.004008 b_char_double_A 1.174200 1.128204 -0.045996 b_char_double_B 1.223500 1.249707 0.026207 b_risk_A -0.001700 -0.001643 5.719e-05 b_risk_B -0.001500 -0.001499 1.298e-06 b_price_A -0.696700 -0.687368 0.009332 b_price_B -0.734100 -0.745282 -0.011182 delta_A 0.000000 0.000000 0.000000 delta_B 0.683000 5.909850 5.226850 lambda_A 0.000000 0.000000 0.000000 lambda_B 0.000000 15.934664 15.934664 zeta_quality 1.000000 1.151185 0.151185 zeta_ingredient 1.000000 -1.031438 -2.031438 zeta_patent 1.000000 1.227002 0.227002 zeta_dominance 1.000000 -0.772131 -1.772131 tau_quality_1 -2.000000 -1.585701 0.414299 tau_quality_2 -1.000000 -0.665080 0.334920 tau_quality_3 1.000000 1.514220 0.514220 tau_quality_4 2.000000 2.659237 0.659237 tau_ingredients_1 -2.000000 -2.431269 -0.431269 tau_ingredients_2 -1.000000 -1.331079 -0.331079 tau_ingredients_3 1.000000 0.591274 -0.408726 tau_ingredients_4 2.000000 1.545915 -0.454085 tau_patent_1 -2.000000 -1.687182 0.312818 tau_patent_2 -1.000000 -0.625045 0.374955 tau_patent_3 1.000000 1.340856 0.340856 tau_patent_4 2.000000 2.286625 0.286625 tau_dominance_1 -2.000000 -2.467989 -0.467989 tau_dominance_2 -1.000000 -1.368729 -0.368729 tau_dominance_3 1.000000 0.803891 -0.196109 tau_dominance_4 2.000000 1.858650 -0.141350 Settings and functions used in model definition: apollo_control -------------- Value modelDescr "Hybrid latent class choice model on drug choice data, using ordered measurement model for indicators" indivID "ID" nCores "5" outputDirectory "output/" mixing "TRUE" debug "FALSE" modelName "Hybrid_LC_with_OL" workInLogs "FALSE" seed "13" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" analyticHessian "FALSE" memorySaver "FALSE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" overridePanel "FALSE" preventOverridePanel "FALSE" noModification "FALSE" Hessian routines attempted -------------------------- numerical jacobian of LL analytical gradient Scaling used in computing Hessian --------------------------------- Value b_brand_Novum_A 0.245845163 b_brand_Novum_B 0.295002887 b_brand_BestValue_A 0.341885997 b_brand_BestValue_B 0.985615670 b_brand_Supermarket_A 0.778855428 b_brand_Supermarket_B 0.791632539 b_brand_PainAway_A 0.260445555 b_brand_PainAway_B 1.707983826 b_country_CH_A 0.612496823 b_country_CH_B 0.698797432 b_country_DK_A 0.211757083 b_country_DK_B 0.388847164 b_country_IND_A 0.338107099 b_country_IND_B 0.265837898 b_country_RUS_A 0.994529109 b_country_RUS_B 0.788564000 b_country_BRA_A 0.678906136 b_country_BRA_B 0.635153427 b_char_fast_A 0.801089000 b_char_fast_B 0.747107907 b_char_double_A 1.128203755 b_char_double_B 1.249707311 b_risk_A 0.001642806 b_risk_B 0.001498702 b_price_A 0.687367501 b_price_B 0.745282225 delta_B 5.909849829 lambda_B 15.934664365 zeta_quality 1.151185384 zeta_ingredient 1.031438019 zeta_patent 1.227001698 zeta_dominance 0.772131223 tau_quality_1 1.585700546 tau_quality_2 0.665080000 tau_quality_3 1.514220206 tau_quality_4 2.659237018 tau_ingredients_1 2.431269062 tau_ingredients_2 1.331078621 tau_ingredients_3 0.591274308 tau_ingredients_4 1.545914918 tau_patent_1 1.687181998 tau_patent_2 0.625044564 tau_patent_3 1.340856190 tau_patent_4 2.286624640 tau_dominance_1 2.467988976 tau_dominance_2 1.368728656 tau_dominance_3 0.803890599 tau_dominance_4 1.858649849 apollo_randCoeff ------------------ function(apollo_beta, apollo_inputs){ randcoeff = list() randcoeff[["LV"]] = eta return(randcoeff) } apollo_lcPars --------------- function(apollo_beta, apollo_inputs){ lcpars = list() lcpars[["b_brand_Artemis" ]] = list(b_brand_Artemis_A , b_brand_Artemis_B ) lcpars[["b_brand_Novum" ]] = list(b_brand_Novum_A , b_brand_Novum_B ) lcpars[["b_brand_BestValue" ]] = list(b_brand_BestValue_A , b_brand_BestValue_B ) lcpars[["b_brand_Supermarket"]] = list(b_brand_Supermarket_A, b_brand_Supermarket_B) lcpars[["b_brand_PainAway" ]] = list(b_brand_PainAway_A , b_brand_PainAway_B ) lcpars[["b_country_CH" ]] = list(b_country_CH_A , b_country_CH_B ) lcpars[["b_country_DK" ]] = list(b_country_DK_A , b_country_DK_B ) lcpars[["b_country_USA" ]] = list(b_country_USA_A , b_country_USA_B ) lcpars[["b_country_IND" ]] = list(b_country_IND_A , b_country_IND_B ) lcpars[["b_country_RUS" ]] = list(b_country_RUS_A , b_country_RUS_B ) lcpars[["b_country_BRA" ]] = list(b_country_BRA_A , b_country_BRA_B ) lcpars[["b_char_standard" ]] = list(b_char_standard_A , b_char_standard_B ) lcpars[["b_char_fast" ]] = list(b_char_fast_A , b_char_fast_B ) lcpars[["b_char_double" ]] = list(b_char_double_A , b_char_double_B ) lcpars[["b_risk" ]] = list(b_risk_A , b_risk_B ) lcpars[["b_price" ]] = list(b_price_A , b_price_B ) lcpars[["lambda" ]] = list(lambda_A , lambda_B ) V = list(class_a = delta_A + lambda_A * LV, class_b = delta_B + lambda_B * LV) ### Settings for class allocation models classAlloc_settings = list( classes = c(class_a=1, class_b=2), utilities = V ) lcpars[["pi_values"]] = apollo_classAlloc(classAlloc_settings) return(lcpars) } apollo_probabilities ---------------------- function(apollo_beta, apollo_inputs, functionality="estimate"){ ### Initialise apollo_attach(apollo_beta, apollo_inputs) on.exit(apollo_detach(apollo_beta, apollo_inputs)) P = list() ### 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), componentName = "indic_quality") 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), componentName = "indic_ingredients") 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), componentName = "indic_patent") 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), componentName = "indic_dominance") P[["indic_quality"]] = apollo_ol(ol_settings1, functionality) P[["indic_quality"]] = apollo_panelProd(P[["indic_quality"]] , apollo_inputs, functionality) P[["indic_ingredients"]] = apollo_ol(ol_settings2, functionality) P[["indic_ingredients"]] = apollo_panelProd(P[["indic_ingredients"]], apollo_inputs, functionality) P[["indic_patent"]] = apollo_ol(ol_settings3, functionality) P[["indic_patent"]] = apollo_panelProd(P[["indic_patent"]] , apollo_inputs, functionality) P[["indic_dominance"]] = apollo_ol(ol_settings4, functionality) P[["indic_dominance"]] = apollo_panelProd(P[["indic_dominance"]] , apollo_inputs, functionality) ### Likelihood of choices inside each class S = 2 for(s in 1:S){ ### Utilities for alternatives V = list() V[["alt1"]] = b_brand_Artemis[[s]] *(brand_1=="Artemis") + b_brand_Novum[[s]] *(brand_1=="Novum") + b_country_CH[[s]]* (country_1=="Switzerland") + b_country_DK[[s]] *(country_1=="Denmark") + b_country_USA[[s]]*(country_1=="USA") + b_char_standard[[s]]*(char_1=="standard") + b_char_fast[[s]]*(char_1=="fast acting") + b_char_double[[s]]*(char_1=="double strength") + b_risk[[s]]*side_effects_1 + b_price[[s]]*price_1 V[["alt2"]] = b_brand_Artemis[[s]] *(brand_2=="Artemis") + b_brand_Novum[[s]] *(brand_2=="Novum") + b_country_CH[[s]]* (country_2=="Switzerland") + b_country_DK[[s]] *(country_2=="Denmark") + b_country_USA[[s]]*(country_2=="USA") + b_char_standard[[s]]*(char_2=="standard") + b_char_fast[[s]]*(char_2=="fast acting") + b_char_double[[s]]*(char_2=="double strength") + b_risk[[s]]*side_effects_2 + b_price[[s]]*price_2 V[["alt3"]] = b_brand_BestValue[[s]]*(brand_3=="BestValue") + b_brand_Supermarket[[s]]*(brand_3=="Supermarket") + b_brand_PainAway[[s]]*(brand_3=="PainAway") + b_country_USA[[s]]*(country_3=="USA") + b_country_IND[[s]]*(country_3=="India") + b_country_RUS[[s]]*(country_3=="Russia") + b_country_BRA[[s]]*(country_3=="Brazil") + b_char_standard[[s]]*(char_3=="standard") + b_char_fast[[s]]*(char_3=="fast acting") + b_risk[[s]]*side_effects_3 + b_price[[s]]*price_3 V[["alt4"]] = b_brand_BestValue[[s]]*(brand_4=="BestValue") + b_brand_Supermarket[[s]]*(brand_4=="Supermarket") + b_brand_PainAway[[s]]*(brand_4=="PainAway") + b_country_USA[[s]]*(country_4=="USA") + b_country_IND[[s]]*(country_4=="India") + b_country_RUS[[s]]*(country_4=="Russia") + b_country_BRA[[s]]*(country_4=="Brazil") + b_char_standard[[s]]*(char_4=="standard") + b_char_fast[[s]]*(char_4=="fast acting") + b_risk[[s]]*side_effects_4 + b_price[[s]]*price_4 ### Define settings for MNL model component mnl_settings = list( alternatives = c(alt1=1, alt2=2, alt3=3, alt4=4), choiceVar = best, utilities = V, componentName= paste0("Class_",s) ) ### Compute within-class choice probabilities using MNL model P[[paste0("Class_",s)]] = apollo_mnl(mnl_settings, functionality) ### Take product across observation for same individual P[[paste0("Class_",s)]] = apollo_panelProd(P[[paste0("Class_",s)]], apollo_inputs ,functionality) } ### Compute latent class model probabilities lc_settings = list(inClassProb = P[paste0("Class_", 1:S)], classProb=pi_values, componentName="choice") P[["choice"]] = apollo_lc(lc_settings, apollo_inputs, functionality) ### Comment out as necessary P = apollo_combineModels(P, apollo_inputs, functionality, components=c("indic_quality", "indic_ingredients", "indic_patent", "indic_dominance", "choice")) P = apollo_avgInterDraws(P, apollo_inputs, functionality) P = apollo_prepareProb(P, apollo_inputs, functionality) return(P) }