Model run by stephane.hess using Apollo 0.3.4 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 : 2024-09-30 14:25:01.923021 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) : 00:03:3.94 pre-estimation : 00:00:8.65 estimation : 00:00:8.58 post-estimation : 00:02:46.71 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_Novum_A 0.004758 -7.3685e-04 0.002170 b_brand_Novum_B -7.3685e-04 0.001713 -1.8162e-04 b_brand_BestValue_A 0.002170 -1.8162e-04 0.014554 b_brand_BestValue_B -3.9023e-04 9.0571e-04 -3.6340e-04 b_brand_Supermarket_A 0.002401 -1.4605e-04 0.011705 b_brand_Supermarket_B -2.8041e-04 0.001068 8.9737e-04 b_brand_PainAway_A 0.002194 -1.4346e-04 0.011036 b_brand_PainAway_B -2.9297e-04 9.2284e-04 4.2975e-04 b_country_CH_A -2.1940e-04 9.049e-05 0.003721 b_country_CH_B 1.0980e-04 -1.9462e-04 -5.9330e-04 b_country_DK_A 1.2596e-04 -2.671e-05 0.002802 b_country_DK_B 3.829e-05 -1.5768e-04 -4.2195e-04 b_country_IND_A -2.0974e-04 -4.244e-06 -0.003902 b_country_IND_B -8.179e-05 -5.481e-05 3.6536e-04 b_country_RUS_A -3.8474e-04 3.169e-05 -0.004563 b_country_RUS_B 1.4368e-04 -1.6192e-04 6.5098e-04 b_country_BRA_A 9.847e-05 -8.080e-05 -0.004084 b_country_BRA_B -1.1639e-04 2.805e-05 8.2886e-04 b_char_fast_A -9.138e-05 5.640e-05 2.7713e-04 b_char_fast_B 7.651e-05 -1.621e-05 7.295e-05 b_char_double_A 4.621e-05 9.345e-05 0.001852 b_char_double_B 9.894e-05 5.644e-05 -2.7738e-04 b_risk_A 2.556e-07 -1.338e-07 -2.263e-06 b_risk_B -2.826e-07 1.288e-07 2.108e-07 b_price_A 1.2957e-04 -4.407e-05 0.001169 b_price_B -6.828e-05 1.1173e-04 -4.328e-05 delta_B 0.020754 -0.004747 0.088706 lambda_B 0.063293 -0.020895 0.098771 zeta_quality 1.2235e-04 -7.470e-05 -2.7845e-04 zeta_ingredient -3.997e-05 1.490e-06 -2.4920e-04 zeta_patent 3.707e-06 9.179e-06 -1.4899e-04 zeta_dominance -9.913e-06 7.953e-06 -8.972e-05 tau_quality_1 -5.565e-05 3.305e-05 5.487e-05 tau_quality_2 -1.979e-05 1.248e-05 -5.033e-06 tau_quality_3 5.753e-05 -3.538e-05 -1.7334e-04 tau_quality_4 8.932e-05 -5.583e-05 -2.5763e-04 tau_ingredients_1 -2.517e-05 2.576e-06 -1.0963e-04 tau_ingredients_2 -2.006e-05 5.358e-06 -3.020e-05 tau_ingredients_3 -4.088e-06 6.771e-06 1.3059e-04 tau_ingredients_4 1.376e-05 2.464e-06 1.9185e-04 tau_patent_1 6.240e-07 -7.570e-06 5.281e-06 tau_patent_2 2.344e-05 -1.509e-05 -2.671e-05 tau_patent_3 1.930e-05 -6.839e-06 -1.2792e-04 tau_patent_4 2.885e-06 3.874e-06 -1.6637e-04 tau_dominance_1 -1.027e-05 7.789e-06 -1.594e-06 tau_dominance_2 -1.154e-05 7.723e-06 1.636e-05 tau_dominance_3 9.699e-06 -3.074e-06 9.219e-05 tau_dominance_4 1.551e-05 -6.547e-06 1.2005e-04 b_brand_BestValue_B b_brand_Supermarket_A b_brand_Supermarket_B b_brand_Novum_A -3.9023e-04 0.002401 -2.8041e-04 b_brand_Novum_B 9.0571e-04 -1.4605e-04 0.001068 b_brand_BestValue_A -3.6340e-04 0.011705 8.9737e-04 b_brand_BestValue_B 0.009347 5.1377e-04 0.006696 b_brand_Supermarket_A 5.1377e-04 0.015532 3.0200e-04 b_brand_Supermarket_B 0.006696 3.0200e-04 0.010483 b_brand_PainAway_A 5.7870e-04 0.011551 0.001117 b_brand_PainAway_B 0.005814 4.8409e-04 0.006322 b_country_CH_A -1.3600e-04 0.003871 -1.8569e-04 b_country_CH_B 9.4650e-04 -6.5530e-04 8.7934e-04 b_country_DK_A -4.0779e-04 0.003068 -6.4935e-04 b_country_DK_B 8.6182e-04 -5.0969e-04 9.4206e-04 b_country_IND_A 0.001066 -0.003998 0.001038 b_country_IND_B -0.004197 2.5747e-04 -0.004370 b_country_RUS_A 6.9116e-04 -0.004865 5.0367e-04 b_country_RUS_B -0.004237 5.8332e-04 -0.004207 b_country_BRA_A 6.3483e-04 -0.004870 7.5210e-04 b_country_BRA_B -0.003484 0.001038 -0.004213 b_char_fast_A 1.1268e-04 7.0477e-04 2.344e-06 b_char_fast_B -3.880e-05 -4.134e-05 2.4848e-04 b_char_double_A -1.7817e-04 0.002102 -3.2779e-04 b_char_double_B 4.2933e-04 -3.7043e-04 6.1794e-04 b_risk_A -3.029e-10 -2.562e-06 -5.249e-08 b_risk_B -1.750e-06 2.428e-07 -1.855e-06 b_price_A -6.538e-05 0.001101 -3.514e-05 b_price_B 6.8241e-04 -2.151e-05 6.2588e-04 delta_B 0.083018 0.074564 0.144087 lambda_B 0.127847 0.049013 0.259072 zeta_quality -3.3814e-04 -4.6863e-04 -2.9381e-04 zeta_ingredient -1.8207e-04 -3.1084e-04 -1.4898e-04 zeta_patent 1.7981e-04 -1.7028e-04 2.7746e-04 zeta_dominance -6.081e-05 -8.622e-05 -7.336e-05 tau_quality_1 9.784e-05 1.5796e-04 3.780e-05 tau_quality_2 1.542e-05 3.905e-05 -1.954e-05 tau_quality_3 -1.9714e-04 -2.6533e-04 -1.9077e-04 tau_quality_4 -2.9561e-04 -3.9404e-04 -2.8855e-04 tau_ingredients_1 -6.889e-05 -1.4992e-04 -2.253e-05 tau_ingredients_2 -9.195e-06 -5.696e-05 3.871e-05 tau_ingredients_3 9.420e-05 1.3078e-04 1.3424e-04 tau_ingredients_4 1.3370e-04 2.1115e-04 1.5674e-04 tau_patent_1 -1.4664e-04 1.804e-05 -2.3424e-04 tau_patent_2 -9.142e-05 -2.963e-05 -1.3511e-04 tau_patent_3 1.972e-05 -1.4597e-04 4.153e-05 tau_patent_4 7.072e-05 -1.8246e-04 1.1039e-04 tau_dominance_1 1.818e-06 -7.868e-07 1.375e-05 tau_dominance_2 1.536e-05 2.198e-05 2.317e-05 tau_dominance_3 4.976e-05 1.0295e-04 6.355e-05 tau_dominance_4 6.561e-05 1.2405e-04 9.136e-05 b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_brand_Novum_A 0.002194 -2.9297e-04 -2.1940e-04 b_brand_Novum_B -1.4346e-04 9.2284e-04 9.049e-05 b_brand_BestValue_A 0.011036 4.2975e-04 0.003721 b_brand_BestValue_B 5.7870e-04 0.005814 -1.3600e-04 b_brand_Supermarket_A 0.011551 4.8409e-04 0.003871 b_brand_Supermarket_B 0.001117 0.006322 -1.8569e-04 b_brand_PainAway_A 0.014981 -2.0320e-04 0.003458 b_brand_PainAway_B -2.0320e-04 0.010074 -1.6741e-04 b_country_CH_A 0.003458 -1.6741e-04 0.006672 b_country_CH_B -6.1366e-04 6.1676e-04 -8.1733e-04 b_country_DK_A 0.002851 -6.3081e-04 0.003400 b_country_DK_B -5.2115e-04 7.5115e-04 -4.5871e-04 b_country_IND_A -0.003481 8.9218e-04 -8.847e-05 b_country_IND_B 1.0378e-04 -0.003665 -4.378e-06 b_country_RUS_A -0.004050 5.5904e-04 -3.3532e-04 b_country_RUS_B 4.7029e-04 -0.003584 -6.178e-05 b_country_BRA_A -0.004021 6.1818e-04 -4.0598e-04 b_country_BRA_B 7.7219e-04 -0.003377 8.528e-05 b_char_fast_A 7.102e-05 1.8118e-04 2.8424e-04 b_char_fast_B 1.0290e-04 -1.9641e-04 -8.144e-05 b_char_double_A 0.001425 -8.938e-05 3.5189e-04 b_char_double_B -2.0717e-04 1.9261e-04 -1.0396e-04 b_risk_A -1.147e-06 -1.407e-07 -6.009e-07 b_risk_B 4.181e-08 -7.159e-07 1.205e-07 b_price_A 0.001354 -1.0152e-04 -2.4176e-04 b_price_B -6.809e-05 8.2585e-04 8.571e-05 delta_B 0.087806 0.107277 0.016749 lambda_B 0.081218 0.190807 0.031394 zeta_quality -2.4059e-04 -4.3792e-04 -1.5447e-04 zeta_ingredient -1.7886e-04 -2.9195e-04 -2.438e-05 zeta_patent -2.5544e-04 3.2061e-04 -7.257e-06 zeta_dominance -1.1506e-04 -3.899e-05 -1.7492e-04 tau_quality_1 3.119e-05 1.3782e-04 7.699e-05 tau_quality_2 -2.683e-05 3.867e-05 3.120e-05 tau_quality_3 -1.7224e-04 -2.3785e-04 -7.848e-05 tau_quality_4 -2.3831e-04 -3.7275e-04 -1.1812e-04 tau_ingredients_1 -5.705e-05 -1.3462e-04 -1.120e-05 tau_ingredients_2 6.394e-06 -4.603e-05 -9.472e-07 tau_ingredients_3 1.0992e-04 1.3970e-04 2.970e-06 tau_ingredients_4 1.4764e-04 2.1194e-04 3.881e-06 tau_patent_1 5.415e-05 -2.2837e-04 -7.636e-06 tau_patent_2 -1.666e-05 -1.2311e-04 -2.029e-05 tau_patent_3 -1.7768e-04 6.945e-05 -1.749e-05 tau_patent_4 -2.3898e-04 1.5305e-04 -1.052e-05 tau_dominance_1 -2.164e-05 2.821e-05 -8.957e-05 tau_dominance_2 -3.725e-06 4.367e-05 -5.502e-05 tau_dominance_3 8.809e-05 6.933e-05 4.915e-05 tau_dominance_4 1.2758e-04 7.387e-05 9.214e-05 b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A 1.0980e-04 1.2596e-04 3.829e-05 b_brand_Novum_B -1.9462e-04 -2.671e-05 -1.5768e-04 b_brand_BestValue_A -5.9330e-04 0.002802 -4.2195e-04 b_brand_BestValue_B 9.4650e-04 -4.0779e-04 8.6182e-04 b_brand_Supermarket_A -6.5530e-04 0.003068 -5.0969e-04 b_brand_Supermarket_B 8.7934e-04 -6.4935e-04 9.4206e-04 b_brand_PainAway_A -6.1366e-04 0.002851 -5.2115e-04 b_brand_PainAway_B 6.1676e-04 -6.3081e-04 7.5115e-04 b_country_CH_A -8.1733e-04 0.003400 -4.5871e-04 b_country_CH_B 0.002753 -3.4815e-04 0.001284 b_country_DK_A -3.4815e-04 0.007025 -8.4154e-04 b_country_DK_B 0.001284 -8.4154e-04 0.002486 b_country_IND_A 5.786e-06 4.2745e-04 -1.1257e-04 b_country_IND_B 1.0488e-04 -5.889e-05 2.4854e-04 b_country_RUS_A 5.881e-05 2.0722e-04 -3.623e-06 b_country_RUS_B -5.227e-05 -1.659e-05 5.994e-05 b_country_BRA_A 8.843e-05 2.5539e-04 -7.398e-05 b_country_BRA_B -1.6205e-04 -2.2548e-04 6.924e-05 b_char_fast_A -8.643e-05 -1.6313e-04 8.939e-06 b_char_fast_B 2.0384e-04 3.454e-05 9.041e-05 b_char_double_A -6.758e-05 1.0567e-04 3.690e-05 b_char_double_B 3.2342e-04 5.872e-05 4.834e-05 b_risk_A 1.276e-07 1.603e-07 -3.736e-08 b_risk_B -2.855e-07 -1.870e-07 -4.084e-08 b_price_A 6.188e-05 -7.053e-05 1.967e-05 b_price_B -2.2692e-04 1.862e-05 -9.675e-05 delta_B -0.016900 -0.007361 -0.013994 lambda_B -0.027478 0.005617 -0.028168 zeta_quality 1.2485e-04 4.472e-05 1.107e-05 zeta_ingredient 3.531e-05 -7.820e-05 2.899e-05 zeta_patent -1.017e-05 -1.8538e-04 6.952e-05 zeta_dominance 9.372e-05 -1.4367e-04 7.737e-05 tau_quality_1 -5.404e-05 -4.441e-06 1.646e-06 tau_quality_2 -2.048e-05 1.223e-06 5.739e-06 tau_quality_3 6.573e-05 2.128e-05 1.285e-05 tau_quality_4 1.0009e-04 3.794e-05 1.508e-05 tau_ingredients_1 1.443e-05 -5.685e-05 1.182e-05 tau_ingredients_2 1.423e-06 -4.081e-05 2.989e-06 tau_ingredients_3 -1.673e-05 -5.056e-06 -1.219e-05 tau_ingredients_4 -2.232e-05 1.966e-05 -1.930e-05 tau_patent_1 1.734e-05 1.0324e-04 -2.594e-05 tau_patent_2 1.896e-05 4.033e-05 -2.939e-06 tau_patent_3 1.070e-05 -6.527e-05 3.477e-05 tau_patent_4 3.287e-06 -1.0962e-04 5.043e-05 tau_dominance_1 4.331e-05 -8.628e-05 3.789e-05 tau_dominance_2 2.459e-05 -6.215e-05 2.418e-05 tau_dominance_3 -3.254e-05 1.509e-05 -2.014e-05 tau_dominance_4 -5.589e-05 5.267e-05 -4.074e-05 b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A -2.0974e-04 -8.179e-05 -3.8474e-04 b_brand_Novum_B -4.244e-06 -5.481e-05 3.169e-05 b_brand_BestValue_A -0.003902 3.6536e-04 -0.004563 b_brand_BestValue_B 0.001066 -0.004197 6.9116e-04 b_brand_Supermarket_A -0.003998 2.5747e-04 -0.004865 b_brand_Supermarket_B 0.001038 -0.004370 5.0367e-04 b_brand_PainAway_A -0.003481 1.0378e-04 -0.004050 b_brand_PainAway_B 8.9218e-04 -0.003665 5.5904e-04 b_country_CH_A -8.847e-05 -4.378e-06 -3.3532e-04 b_country_CH_B 5.786e-06 1.0488e-04 5.881e-05 b_country_DK_A 4.2745e-04 -5.889e-05 2.0722e-04 b_country_DK_B -1.1257e-04 2.4854e-04 -3.623e-06 b_country_IND_A 0.008683 -0.001655 0.004061 b_country_IND_B -0.001655 0.007926 -6.8265e-04 b_country_RUS_A 0.004061 -6.8265e-04 0.009294 b_country_RUS_B -8.1297e-04 0.003840 -0.001818 b_country_BRA_A 0.004445 -9.1678e-04 0.004266 b_country_BRA_B -0.001003 0.004010 -9.7860e-04 b_char_fast_A -4.7294e-04 1.6822e-04 -4.4864e-04 b_char_fast_B 1.2767e-04 -2.7211e-04 8.227e-05 b_char_double_A -2.0500e-04 1.3058e-04 -1.2858e-04 b_char_double_B 4.305e-05 -1.4476e-04 1.089e-05 b_risk_A 5.583e-07 -1.936e-07 9.421e-07 b_risk_B -2.353e-07 7.099e-07 -1.263e-07 b_price_A 1.4037e-04 -9.506e-05 1.5008e-04 b_price_B -4.333e-05 8.443e-05 -3.006e-06 delta_B 0.046113 -0.047243 -0.004095 lambda_B 0.109082 -0.097343 0.010563 zeta_quality -1.0019e-04 1.6003e-04 -1.5875e-04 zeta_ingredient -2.069e-05 9.751e-05 -1.4231e-04 zeta_patent 1.5825e-04 -1.0094e-04 8.589e-05 zeta_dominance -7.631e-05 1.0429e-04 -6.833e-05 tau_quality_1 2.521e-05 -5.450e-05 8.372e-05 tau_quality_2 3.161e-06 -1.471e-05 3.575e-05 tau_quality_3 -5.614e-05 8.450e-05 -7.332e-05 tau_quality_4 -8.813e-05 1.3174e-04 -1.1354e-04 tau_ingredients_1 6.144e-06 4.185e-05 -9.493e-05 tau_ingredients_2 1.727e-05 1.041e-05 -6.229e-05 tau_ingredients_3 2.030e-05 -3.372e-05 8.837e-06 tau_ingredients_4 1.947e-05 -5.349e-05 4.953e-05 tau_patent_1 -8.378e-05 5.424e-05 -3.341e-05 tau_patent_2 -2.184e-05 1.205e-05 -8.747e-06 tau_patent_3 6.149e-05 -3.240e-05 3.859e-05 tau_patent_4 9.285e-05 -5.110e-05 5.994e-05 tau_dominance_1 -3.624e-05 5.089e-05 -4.236e-05 tau_dominance_2 -2.187e-05 3.095e-05 -2.923e-05 tau_dominance_3 1.672e-05 -2.800e-05 -2.797e-06 tau_dominance_4 3.445e-05 -5.297e-05 1.215e-05 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_brand_Novum_A 1.4368e-04 9.847e-05 -1.1639e-04 b_brand_Novum_B -1.6192e-04 -8.080e-05 2.805e-05 b_brand_BestValue_A 6.5098e-04 -0.004084 8.2886e-04 b_brand_BestValue_B -0.004237 6.3483e-04 -0.003484 b_brand_Supermarket_A 5.8332e-04 -0.004870 0.001038 b_brand_Supermarket_B -0.004207 7.5210e-04 -0.004213 b_brand_PainAway_A 4.7029e-04 -0.004021 7.7219e-04 b_brand_PainAway_B -0.003584 6.1818e-04 -0.003377 b_country_CH_A -6.178e-05 -4.0598e-04 8.528e-05 b_country_CH_B -5.227e-05 8.843e-05 -1.6205e-04 b_country_DK_A -1.659e-05 2.5539e-04 -2.2548e-04 b_country_DK_B 5.994e-05 -7.398e-05 6.924e-05 b_country_IND_A -8.1297e-04 0.004445 -0.001003 b_country_IND_B 0.003840 -9.1678e-04 0.004010 b_country_RUS_A -0.001818 0.004266 -9.7860e-04 b_country_RUS_B 0.009740 -8.8219e-04 0.003985 b_country_BRA_A -8.8219e-04 0.009320 -0.001951 b_country_BRA_B 0.003985 -0.001951 0.009277 b_char_fast_A 6.967e-05 -6.0393e-04 2.0801e-04 b_char_fast_B -2.6985e-04 1.1951e-04 -2.6922e-04 b_char_double_A -4.777e-05 -4.2592e-04 -1.1199e-04 b_char_double_B -8.060e-05 2.772e-05 -9.078e-05 b_risk_A -6.270e-08 3.364e-07 -5.894e-08 b_risk_B 2.828e-07 3.211e-08 1.922e-07 b_price_A 1.144e-05 2.0103e-04 2.711e-06 b_price_B 2.776e-05 -2.318e-05 1.2363e-04 delta_B -0.023581 0.009524 -0.014125 lambda_B -0.047094 0.038725 -0.045752 zeta_quality 2.6451e-04 -1.7040e-04 2.4189e-04 zeta_ingredient 2.1045e-04 4.299e-05 2.966e-05 zeta_patent -1.1370e-04 1.8681e-04 -2.0621e-04 zeta_dominance 5.892e-05 -1.7993e-04 1.5318e-04 tau_quality_1 -1.1570e-04 7.969e-05 -1.2270e-04 tau_quality_2 -4.192e-05 3.115e-05 -5.739e-05 tau_quality_3 1.3381e-04 -8.046e-05 1.0775e-04 tau_quality_4 2.0465e-04 -1.2567e-04 1.7551e-04 tau_ingredients_1 1.2484e-04 3.641e-05 1.165e-05 tau_ingredients_2 7.009e-05 2.824e-05 5.542e-07 tau_ingredients_3 -3.763e-05 -1.822e-06 -2.818e-06 tau_ingredients_4 -9.324e-05 -1.697e-05 -5.266e-06 tau_patent_1 6.916e-05 -8.304e-05 9.479e-05 tau_patent_2 3.423e-05 -1.923e-05 2.649e-05 tau_patent_3 -3.335e-05 7.485e-05 -8.354e-05 tau_patent_4 -6.305e-05 1.1597e-04 -1.3106e-04 tau_dominance_1 2.604e-05 -1.0095e-04 8.930e-05 tau_dominance_2 1.547e-05 -6.728e-05 6.256e-05 tau_dominance_3 -8.152e-06 2.785e-05 -1.512e-05 tau_dominance_4 -2.298e-05 7.229e-05 -5.448e-05 b_char_fast_A b_char_fast_B b_char_double_A b_brand_Novum_A -9.138e-05 7.651e-05 4.621e-05 b_brand_Novum_B 5.640e-05 -1.621e-05 9.345e-05 b_brand_BestValue_A 2.7713e-04 7.295e-05 0.001852 b_brand_BestValue_B 1.1268e-04 -3.880e-05 -1.7817e-04 b_brand_Supermarket_A 7.0477e-04 -4.134e-05 0.002102 b_brand_Supermarket_B 2.344e-06 2.4848e-04 -3.2779e-04 b_brand_PainAway_A 7.102e-05 1.0290e-04 0.001425 b_brand_PainAway_B 1.8118e-04 -1.9641e-04 -8.938e-05 b_country_CH_A 2.8424e-04 -8.144e-05 3.5189e-04 b_country_CH_B -8.643e-05 2.0384e-04 -6.758e-05 b_country_DK_A -1.6313e-04 3.454e-05 1.0567e-04 b_country_DK_B 8.939e-06 9.041e-05 3.690e-05 b_country_IND_A -4.7294e-04 1.2767e-04 -2.0500e-04 b_country_IND_B 1.6822e-04 -2.7211e-04 1.3058e-04 b_country_RUS_A -4.4864e-04 8.227e-05 -1.2858e-04 b_country_RUS_B 6.967e-05 -2.6985e-04 -4.777e-05 b_country_BRA_A -6.0393e-04 1.1951e-04 -4.2592e-04 b_country_BRA_B 2.0801e-04 -2.6922e-04 -1.1199e-04 b_char_fast_A 0.002889 -4.3009e-04 0.001626 b_char_fast_B -4.3009e-04 0.001671 -1.9475e-04 b_char_double_A 0.001626 -1.9475e-04 0.005616 b_char_double_B -2.2235e-04 9.3665e-04 -6.5521e-04 b_risk_A -6.224e-07 9.939e-08 -2.820e-07 b_risk_B 1.432e-07 -2.815e-07 4.286e-09 b_price_A -2.6830e-04 3.960e-05 -3.4870e-04 b_price_B 4.995e-05 -1.3439e-04 6.593e-05 delta_B 0.004730 -0.002385 -0.025062 lambda_B 0.001467 -0.008995 -0.058375 zeta_quality -2.909e-05 -7.172e-06 -2.7388e-04 zeta_ingredient 8.003e-05 -6.519e-05 -1.1188e-04 zeta_patent 1.0519e-04 -8.264e-05 -1.725e-05 zeta_dominance 1.304e-05 -1.297e-05 -1.3215e-04 tau_quality_1 7.469e-06 -2.326e-07 1.5642e-04 tau_quality_2 1.863e-06 -3.036e-06 8.776e-05 tau_quality_3 -1.249e-05 -9.040e-06 -9.917e-05 tau_quality_4 -2.345e-05 -8.758e-06 -1.7919e-04 tau_ingredients_1 5.361e-05 -3.971e-05 -8.625e-05 tau_ingredients_2 3.708e-05 -2.477e-05 -5.467e-05 tau_ingredients_3 4.673e-06 6.031e-06 1.266e-05 tau_ingredients_4 -1.998e-05 2.561e-05 3.753e-05 tau_patent_1 -7.150e-05 4.743e-05 3.037e-05 tau_patent_2 -3.493e-05 2.062e-05 2.168e-05 tau_patent_3 4.349e-05 -3.897e-05 -5.443e-06 tau_patent_4 6.896e-05 -5.919e-05 -7.833e-06 tau_dominance_1 1.333e-05 -6.840e-06 -7.881e-05 tau_dominance_2 1.194e-05 -5.336e-06 -5.417e-05 tau_dominance_3 2.659e-06 2.796e-06 1.142e-05 tau_dominance_4 -4.629e-07 6.972e-06 4.471e-05 b_char_double_B b_risk_A b_risk_B b_brand_Novum_A 9.894e-05 2.556e-07 -2.826e-07 b_brand_Novum_B 5.644e-05 -1.338e-07 1.288e-07 b_brand_BestValue_A -2.7738e-04 -2.263e-06 2.108e-07 b_brand_BestValue_B 4.2933e-04 -3.029e-10 -1.750e-06 b_brand_Supermarket_A -3.7043e-04 -2.562e-06 2.428e-07 b_brand_Supermarket_B 6.1794e-04 -5.249e-08 -1.855e-06 b_brand_PainAway_A -2.0717e-04 -1.147e-06 4.181e-08 b_brand_PainAway_B 1.9261e-04 -1.407e-07 -7.159e-07 b_country_CH_A -1.0396e-04 -6.009e-07 1.205e-07 b_country_CH_B 3.2342e-04 1.276e-07 -2.855e-07 b_country_DK_A 5.872e-05 1.603e-07 -1.870e-07 b_country_DK_B 4.834e-05 -3.736e-08 -4.084e-08 b_country_IND_A 4.305e-05 5.583e-07 -2.353e-07 b_country_IND_B -1.4476e-04 -1.936e-07 7.099e-07 b_country_RUS_A 1.089e-05 9.421e-07 -1.263e-07 b_country_RUS_B -8.060e-05 -6.270e-08 2.828e-07 b_country_BRA_A 2.772e-05 3.364e-07 3.211e-08 b_country_BRA_B -9.078e-05 -5.894e-08 1.922e-07 b_char_fast_A -2.2235e-04 -6.224e-07 1.432e-07 b_char_fast_B 9.3665e-04 9.939e-08 -2.815e-07 b_char_double_A -6.5521e-04 -2.820e-07 4.286e-09 b_char_double_B 0.002518 6.495e-08 -1.768e-07 b_risk_A 6.495e-08 8.718e-09 -2.081e-09 b_risk_B -1.768e-07 -2.081e-09 9.189e-09 b_price_A 5.962e-05 4.137e-07 -6.840e-08 b_price_B -2.5741e-04 -7.087e-08 2.269e-07 delta_B -0.005525 -6.377e-06 -3.362e-06 lambda_B -0.005124 1.507e-05 -1.017e-05 zeta_quality 1.8687e-04 2.588e-07 -1.429e-07 zeta_ingredient 6.303e-05 1.838e-07 -1.363e-07 zeta_patent -2.126e-05 -1.489e-07 1.622e-07 zeta_dominance 9.322e-05 -1.308e-07 1.591e-07 tau_quality_1 -9.205e-05 -1.151e-07 7.955e-08 tau_quality_2 -4.476e-05 -4.282e-08 3.793e-08 tau_quality_3 8.073e-05 1.351e-07 -6.810e-08 tau_quality_4 1.3477e-04 2.019e-07 -1.044e-07 tau_ingredients_1 3.897e-05 1.094e-07 -9.154e-08 tau_ingredients_2 1.850e-05 5.437e-08 -5.255e-08 tau_ingredients_3 -2.305e-05 -5.590e-08 2.580e-08 tau_ingredients_4 -3.560e-05 -1.021e-07 6.074e-08 tau_patent_1 1.159e-05 8.244e-08 -7.015e-08 tau_patent_2 6.054e-06 3.035e-08 -1.605e-08 tau_patent_3 2.030e-07 -5.101e-08 7.252e-08 tau_patent_4 -6.651e-06 -8.707e-08 1.108e-07 tau_dominance_1 4.720e-05 -7.695e-08 8.061e-08 tau_dominance_2 2.926e-05 -4.666e-08 4.526e-08 tau_dominance_3 -2.139e-05 2.071e-08 -3.995e-08 tau_dominance_4 -4.503e-05 4.544e-08 -7.396e-08 b_price_A b_price_B delta_B b_brand_Novum_A 1.2957e-04 -6.828e-05 0.020754 b_brand_Novum_B -4.407e-05 1.1173e-04 -0.004747 b_brand_BestValue_A 0.001169 -4.328e-05 0.088706 b_brand_BestValue_B -6.538e-05 6.8241e-04 0.083018 b_brand_Supermarket_A 0.001101 -2.151e-05 0.074564 b_brand_Supermarket_B -3.514e-05 6.2588e-04 0.144087 b_brand_PainAway_A 0.001354 -6.809e-05 0.087806 b_brand_PainAway_B -1.0152e-04 8.2585e-04 0.107277 b_country_CH_A -2.4176e-04 8.571e-05 0.016749 b_country_CH_B 6.188e-05 -2.2692e-04 -0.016900 b_country_DK_A -7.053e-05 1.862e-05 -0.007361 b_country_DK_B 1.967e-05 -9.675e-05 -0.013994 b_country_IND_A 1.4037e-04 -4.333e-05 0.046113 b_country_IND_B -9.506e-05 8.443e-05 -0.047243 b_country_RUS_A 1.5008e-04 -3.006e-06 -0.004095 b_country_RUS_B 1.144e-05 2.776e-05 -0.023581 b_country_BRA_A 2.0103e-04 -2.318e-05 0.009524 b_country_BRA_B 2.711e-06 1.2363e-04 -0.014125 b_char_fast_A -2.6830e-04 4.995e-05 0.004730 b_char_fast_B 3.960e-05 -1.3439e-04 -0.002385 b_char_double_A -3.4870e-04 6.593e-05 -0.025062 b_char_double_B 5.962e-05 -2.5741e-04 -0.005525 b_risk_A 4.137e-07 -7.087e-08 -6.377e-06 b_risk_B -6.840e-08 2.269e-07 -3.362e-06 b_price_A 0.001144 -1.3420e-04 0.005869 b_price_B -1.3420e-04 6.0158e-04 0.001196 delta_B 0.005869 0.001196 117.484197 lambda_B 0.010762 -0.001647 311.435524 zeta_quality 3.408e-05 -5.037e-05 -0.105930 zeta_ingredient -1.580e-05 -1.733e-05 0.091794 zeta_patent -9.392e-06 -3.098e-07 -0.095545 zeta_dominance 1.682e-05 -2.217e-05 0.021273 tau_quality_1 -1.886e-05 2.199e-05 0.008757 tau_quality_2 -9.413e-06 8.921e-06 -0.026222 tau_quality_3 1.571e-05 -2.599e-05 -0.091718 tau_quality_4 2.435e-05 -3.976e-05 -0.111415 tau_ingredients_1 -9.884e-06 -8.335e-06 0.089133 tau_ingredients_2 -6.984e-06 -2.266e-06 0.070240 tau_ingredients_3 5.479e-06 7.278e-06 0.015373 tau_ingredients_4 1.181e-05 1.042e-05 -0.010922 tau_patent_1 5.696e-06 -3.551e-06 0.006348 tau_patent_2 6.893e-06 -5.772e-06 -0.028798 tau_patent_3 -3.300e-06 -4.356e-06 -0.083707 tau_patent_4 -8.451e-06 -2.581e-06 -0.099734 tau_dominance_1 8.834e-06 -9.158e-06 0.035887 tau_dominance_2 7.180e-06 -5.959e-06 0.035235 tau_dominance_3 -4.701e-07 5.978e-06 0.026087 tau_dominance_4 -6.898e-06 1.324e-05 0.018575 lambda_B zeta_quality zeta_ingredient b_brand_Novum_A 0.063293 1.2235e-04 -3.997e-05 b_brand_Novum_B -0.020895 -7.470e-05 1.490e-06 b_brand_BestValue_A 0.098771 -2.7845e-04 -2.4920e-04 b_brand_BestValue_B 0.127847 -3.3814e-04 -1.8207e-04 b_brand_Supermarket_A 0.049013 -4.6863e-04 -3.1084e-04 b_brand_Supermarket_B 0.259072 -2.9381e-04 -1.4898e-04 b_brand_PainAway_A 0.081218 -2.4059e-04 -1.7886e-04 b_brand_PainAway_B 0.190807 -4.3792e-04 -2.9195e-04 b_country_CH_A 0.031394 -1.5447e-04 -2.438e-05 b_country_CH_B -0.027478 1.2485e-04 3.531e-05 b_country_DK_A 0.005617 4.472e-05 -7.820e-05 b_country_DK_B -0.028168 1.107e-05 2.899e-05 b_country_IND_A 0.109082 -1.0019e-04 -2.069e-05 b_country_IND_B -0.097343 1.6003e-04 9.751e-05 b_country_RUS_A 0.010563 -1.5875e-04 -1.4231e-04 b_country_RUS_B -0.047094 2.6451e-04 2.1045e-04 b_country_BRA_A 0.038725 -1.7040e-04 4.299e-05 b_country_BRA_B -0.045752 2.4189e-04 2.966e-05 b_char_fast_A 0.001467 -2.909e-05 8.003e-05 b_char_fast_B -0.008995 -7.172e-06 -6.519e-05 b_char_double_A -0.058375 -2.7388e-04 -1.1188e-04 b_char_double_B -0.005124 1.8687e-04 6.303e-05 b_risk_A 1.507e-05 2.588e-07 1.838e-07 b_risk_B -1.017e-05 -1.429e-07 -1.363e-07 b_price_A 0.010762 3.408e-05 -1.580e-05 b_price_B -0.001647 -5.037e-05 -1.733e-05 delta_B 311.435524 -0.105930 0.091794 lambda_B 837.917785 -0.254530 0.252589 zeta_quality -0.254530 0.011460 5.704e-05 zeta_ingredient 0.252589 5.704e-05 0.010080 zeta_patent -0.254727 -8.8476e-04 1.680e-05 zeta_dominance 0.054301 6.959e-05 1.4173e-04 tau_quality_1 0.071039 -0.004547 -3.1845e-04 tau_quality_2 -0.017430 -0.002030 -1.6113e-04 tau_quality_3 -0.184055 0.004586 2.5805e-04 tau_quality_4 -0.232068 0.007220 4.6219e-04 tau_ingredients_1 0.201207 4.0989e-04 0.005624 tau_ingredients_2 0.144168 2.3317e-04 0.003358 tau_ingredients_3 -0.014892 -1.3874e-04 -0.001456 tau_ingredients_4 -0.087821 -3.2880e-04 -0.003611 tau_patent_1 0.081387 8.3472e-04 -3.7834e-04 tau_patent_2 -0.014590 3.8572e-04 -1.6505e-04 tau_patent_3 -0.170136 -5.5472e-04 2.8425e-04 tau_patent_4 -0.217129 -0.001028 4.6272e-04 tau_dominance_1 0.062003 2.6918e-04 -1.3955e-04 tau_dominance_2 0.058848 1.6841e-04 -6.258e-05 tau_dominance_3 0.030576 -1.5346e-04 7.638e-05 tau_dominance_4 0.010148 -2.8260e-04 1.2659e-04 zeta_patent zeta_dominance tau_quality_1 b_brand_Novum_A 3.707e-06 -9.913e-06 -5.565e-05 b_brand_Novum_B 9.179e-06 7.953e-06 3.305e-05 b_brand_BestValue_A -1.4899e-04 -8.972e-05 5.487e-05 b_brand_BestValue_B 1.7981e-04 -6.081e-05 9.784e-05 b_brand_Supermarket_A -1.7028e-04 -8.622e-05 1.5796e-04 b_brand_Supermarket_B 2.7746e-04 -7.336e-05 3.780e-05 b_brand_PainAway_A -2.5544e-04 -1.1506e-04 3.119e-05 b_brand_PainAway_B 3.2061e-04 -3.899e-05 1.3782e-04 b_country_CH_A -7.257e-06 -1.7492e-04 7.699e-05 b_country_CH_B -1.017e-05 9.372e-05 -5.404e-05 b_country_DK_A -1.8538e-04 -1.4367e-04 -4.441e-06 b_country_DK_B 6.952e-05 7.737e-05 1.646e-06 b_country_IND_A 1.5825e-04 -7.631e-05 2.521e-05 b_country_IND_B -1.0094e-04 1.0429e-04 -5.450e-05 b_country_RUS_A 8.589e-05 -6.833e-05 8.372e-05 b_country_RUS_B -1.1370e-04 5.892e-05 -1.1570e-04 b_country_BRA_A 1.8681e-04 -1.7993e-04 7.969e-05 b_country_BRA_B -2.0621e-04 1.5318e-04 -1.2270e-04 b_char_fast_A 1.0519e-04 1.304e-05 7.469e-06 b_char_fast_B -8.264e-05 -1.297e-05 -2.326e-07 b_char_double_A -1.725e-05 -1.3215e-04 1.5642e-04 b_char_double_B -2.126e-05 9.322e-05 -9.205e-05 b_risk_A -1.489e-07 -1.308e-07 -1.151e-07 b_risk_B 1.622e-07 1.591e-07 7.955e-08 b_price_A -9.392e-06 1.682e-05 -1.886e-05 b_price_B -3.098e-07 -2.217e-05 2.199e-05 delta_B -0.095545 0.021273 0.008757 lambda_B -0.254727 0.054301 0.071039 zeta_quality -8.8476e-04 6.959e-05 -0.004547 zeta_ingredient 1.680e-05 1.4173e-04 -3.1845e-04 zeta_patent 0.012683 3.1518e-04 8.1422e-04 zeta_dominance 3.1518e-04 0.007577 -2.5227e-04 tau_quality_1 8.1422e-04 -2.5227e-04 0.010276 tau_quality_2 4.3614e-04 -1.2282e-04 0.005993 tau_quality_3 -6.6958e-04 2.4629e-04 6.8739e-04 tau_quality_4 -0.001193 4.2429e-04 -7.7598e-04 tau_ingredients_1 4.6020e-04 -1.9818e-04 -0.001409 tau_ingredients_2 2.8323e-04 -9.149e-05 -0.001327 tau_ingredients_3 -1.0536e-04 4.356e-05 -0.001154 tau_ingredients_4 -2.8517e-04 1.0406e-04 -0.001063 tau_patent_1 -0.005421 -3.7639e-04 0.001039 tau_patent_2 -0.002174 -1.3432e-04 0.001271 tau_patent_3 0.004477 3.5436e-04 0.001732 tau_patent_4 0.007218 5.7840e-04 0.001962 tau_dominance_1 4.4572e-04 0.003476 -0.001039 tau_dominance_2 2.6160e-04 0.002250 -9.9323e-04 tau_dominance_3 -2.0338e-04 -0.001445 -8.4038e-04 tau_dominance_4 -3.7708e-04 -0.002932 -7.7361e-04 tau_quality_2 tau_quality_3 tau_quality_4 b_brand_Novum_A -1.979e-05 5.753e-05 8.932e-05 b_brand_Novum_B 1.248e-05 -3.538e-05 -5.583e-05 b_brand_BestValue_A -5.033e-06 -1.7334e-04 -2.5763e-04 b_brand_BestValue_B 1.542e-05 -1.9714e-04 -2.9561e-04 b_brand_Supermarket_A 3.905e-05 -2.6533e-04 -3.9404e-04 b_brand_Supermarket_B -1.954e-05 -1.9077e-04 -2.8855e-04 b_brand_PainAway_A -2.683e-05 -1.7224e-04 -2.3831e-04 b_brand_PainAway_B 3.867e-05 -2.3785e-04 -3.7275e-04 b_country_CH_A 3.120e-05 -7.848e-05 -1.1812e-04 b_country_CH_B -2.048e-05 6.573e-05 1.0009e-04 b_country_DK_A 1.223e-06 2.128e-05 3.794e-05 b_country_DK_B 5.739e-06 1.285e-05 1.508e-05 b_country_IND_A 3.161e-06 -5.614e-05 -8.813e-05 b_country_IND_B -1.471e-05 8.450e-05 1.3174e-04 b_country_RUS_A 3.575e-05 -7.332e-05 -1.1354e-04 b_country_RUS_B -4.192e-05 1.3381e-04 2.0465e-04 b_country_BRA_A 3.115e-05 -8.046e-05 -1.2567e-04 b_country_BRA_B -5.739e-05 1.0775e-04 1.7551e-04 b_char_fast_A 1.863e-06 -1.249e-05 -2.345e-05 b_char_fast_B -3.036e-06 -9.040e-06 -8.758e-06 b_char_double_A 8.776e-05 -9.917e-05 -1.7919e-04 b_char_double_B -4.476e-05 8.073e-05 1.3477e-04 b_risk_A -4.282e-08 1.351e-07 2.019e-07 b_risk_B 3.793e-08 -6.810e-08 -1.044e-07 b_price_A -9.413e-06 1.571e-05 2.435e-05 b_price_B 8.921e-06 -2.599e-05 -3.976e-05 delta_B -0.026222 -0.091718 -0.111415 lambda_B -0.017430 -0.184055 -0.232068 zeta_quality -0.002030 0.004586 0.007220 zeta_ingredient -1.6113e-04 2.5805e-04 4.6219e-04 zeta_patent 4.3614e-04 -6.6958e-04 -0.001193 zeta_dominance -1.2282e-04 2.4629e-04 4.2429e-04 tau_quality_1 0.005993 6.8739e-04 -7.7598e-04 tau_quality_2 0.007061 0.002325 0.001320 tau_quality_3 0.002325 0.010030 0.009493 tau_quality_4 0.001320 0.009493 0.018573 tau_ingredients_1 -0.001305 -0.001050 -9.3587e-04 tau_ingredients_2 -0.001273 -0.001121 -0.001044 tau_ingredients_3 -0.001191 -0.001265 -0.001297 tau_ingredients_4 -0.001142 -0.001341 -0.001439 tau_patent_1 0.001237 0.001794 0.002061 tau_patent_2 0.001371 0.001609 0.001715 tau_patent_3 0.001609 0.001220 0.001023 tau_patent_4 0.001717 0.001017 6.8380e-04 tau_dominance_1 -9.6843e-04 -7.7925e-04 -6.9446e-04 tau_dominance_2 -9.5219e-04 -8.3103e-04 -7.7264e-04 tau_dominance_3 -8.8323e-04 -9.8297e-04 -0.001027 tau_dominance_4 -8.4555e-04 -0.001042 -0.001136 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A -2.517e-05 -2.006e-05 -4.088e-06 b_brand_Novum_B 2.576e-06 5.358e-06 6.771e-06 b_brand_BestValue_A -1.0963e-04 -3.020e-05 1.3059e-04 b_brand_BestValue_B -6.889e-05 -9.195e-06 9.420e-05 b_brand_Supermarket_A -1.4992e-04 -5.696e-05 1.3078e-04 b_brand_Supermarket_B -2.253e-05 3.871e-05 1.3424e-04 b_brand_PainAway_A -5.705e-05 6.394e-06 1.0992e-04 b_brand_PainAway_B -1.3462e-04 -4.603e-05 1.3970e-04 b_country_CH_A -1.120e-05 -9.472e-07 2.970e-06 b_country_CH_B 1.443e-05 1.423e-06 -1.673e-05 b_country_DK_A -5.685e-05 -4.081e-05 -5.056e-06 b_country_DK_B 1.182e-05 2.989e-06 -1.219e-05 b_country_IND_A 6.144e-06 1.727e-05 2.030e-05 b_country_IND_B 4.185e-05 1.041e-05 -3.372e-05 b_country_RUS_A -9.493e-05 -6.229e-05 8.837e-06 b_country_RUS_B 1.2484e-04 7.009e-05 -3.763e-05 b_country_BRA_A 3.641e-05 2.824e-05 -1.822e-06 b_country_BRA_B 1.165e-05 5.542e-07 -2.818e-06 b_char_fast_A 5.361e-05 3.708e-05 4.673e-06 b_char_fast_B -3.971e-05 -2.477e-05 6.031e-06 b_char_double_A -8.625e-05 -5.467e-05 1.266e-05 b_char_double_B 3.897e-05 1.850e-05 -2.305e-05 b_risk_A 1.094e-07 5.437e-08 -5.590e-08 b_risk_B -9.154e-08 -5.255e-08 2.580e-08 b_price_A -9.884e-06 -6.984e-06 5.479e-06 b_price_B -8.335e-06 -2.266e-06 7.278e-06 delta_B 0.089133 0.070240 0.015373 lambda_B 0.201207 0.144168 -0.014892 zeta_quality 4.0989e-04 2.3317e-04 -1.3874e-04 zeta_ingredient 0.005624 0.003358 -0.001456 zeta_patent 4.6020e-04 2.8323e-04 -1.0536e-04 zeta_dominance -1.9818e-04 -9.149e-05 4.356e-05 tau_quality_1 -0.001409 -0.001327 -0.001154 tau_quality_2 -0.001305 -0.001273 -0.001191 tau_quality_3 -0.001050 -0.001121 -0.001265 tau_quality_4 -9.3587e-04 -0.001044 -0.001297 tau_ingredients_1 0.015452 0.007764 0.001708 tau_ingredients_2 0.007764 0.008484 0.002591 tau_ingredients_3 0.001708 0.002591 0.006362 tau_ingredients_4 -1.705e-05 0.001219 0.005234 tau_patent_1 -0.001552 -0.001454 -0.001245 tau_patent_2 -0.001396 -0.001366 -0.001284 tau_patent_3 -0.001089 -0.001175 -0.001338 tau_patent_4 -9.7226e-04 -0.001093 -0.001356 tau_dominance_1 7.0979e-04 7.5964e-04 8.3089e-04 tau_dominance_2 7.6054e-04 7.8693e-04 8.2092e-04 tau_dominance_3 8.6617e-04 8.3956e-04 8.0450e-04 tau_dominance_4 9.0987e-04 8.5759e-04 7.9284e-04 tau_ingredients_4 tau_patent_1 tau_patent_2 b_brand_Novum_A 1.376e-05 6.240e-07 2.344e-05 b_brand_Novum_B 2.464e-06 -7.570e-06 -1.509e-05 b_brand_BestValue_A 1.9185e-04 5.281e-06 -2.671e-05 b_brand_BestValue_B 1.3370e-04 -1.4664e-04 -9.142e-05 b_brand_Supermarket_A 2.1115e-04 1.804e-05 -2.963e-05 b_brand_Supermarket_B 1.5674e-04 -2.3424e-04 -1.3511e-04 b_brand_PainAway_A 1.4764e-04 5.415e-05 -1.666e-05 b_brand_PainAway_B 2.1194e-04 -2.2837e-04 -1.2311e-04 b_country_CH_A 3.881e-06 -7.636e-06 -2.029e-05 b_country_CH_B -2.232e-05 1.734e-05 1.896e-05 b_country_DK_A 1.966e-05 1.0324e-04 4.033e-05 b_country_DK_B -1.930e-05 -2.594e-05 -2.939e-06 b_country_IND_A 1.947e-05 -8.378e-05 -2.184e-05 b_country_IND_B -5.349e-05 5.424e-05 1.205e-05 b_country_RUS_A 4.953e-05 -3.341e-05 -8.747e-06 b_country_RUS_B -9.324e-05 6.916e-05 3.423e-05 b_country_BRA_A -1.697e-05 -8.304e-05 -1.923e-05 b_country_BRA_B -5.266e-06 9.479e-05 2.649e-05 b_char_fast_A -1.998e-05 -7.150e-05 -3.493e-05 b_char_fast_B 2.561e-05 4.743e-05 2.062e-05 b_char_double_A 3.753e-05 3.037e-05 2.168e-05 b_char_double_B -3.560e-05 1.159e-05 6.054e-06 b_risk_A -1.021e-07 8.244e-08 3.035e-08 b_risk_B 6.074e-08 -7.015e-08 -1.605e-08 b_price_A 1.181e-05 5.696e-06 6.893e-06 b_price_B 1.042e-05 -3.551e-06 -5.772e-06 delta_B -0.010922 0.006348 -0.028798 lambda_B -0.087821 0.081387 -0.014590 zeta_quality -3.2880e-04 8.3472e-04 3.8572e-04 zeta_ingredient -0.003611 -3.7834e-04 -1.6505e-04 zeta_patent -2.8517e-04 -0.005421 -0.002174 zeta_dominance 1.0406e-04 -3.7639e-04 -1.3432e-04 tau_quality_1 -0.001063 0.001039 0.001271 tau_quality_2 -0.001142 0.001237 0.001371 tau_quality_3 -0.001341 0.001794 0.001609 tau_quality_4 -0.001439 0.002061 0.001715 tau_ingredients_1 -1.705e-05 -0.001552 -0.001396 tau_ingredients_2 0.001219 -0.001454 -0.001366 tau_ingredients_3 0.005234 -0.001245 -0.001284 tau_ingredients_4 0.009313 -0.001141 -0.001233 tau_patent_1 -0.001141 0.011348 0.006138 tau_patent_2 -0.001233 0.006138 0.007311 tau_patent_3 -0.001413 8.1602e-04 0.002748 tau_patent_4 -0.001486 -7.9248e-04 0.001698 tau_dominance_1 8.6749e-04 -0.001180 -0.001040 tau_dominance_2 8.3757e-04 -0.001095 -0.001015 tau_dominance_3 7.8722e-04 -8.7994e-04 -9.4430e-04 tau_dominance_4 7.6512e-04 -7.9567e-04 -9.0895e-04 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 1.930e-05 2.885e-06 -1.027e-05 b_brand_Novum_B -6.839e-06 3.874e-06 7.789e-06 b_brand_BestValue_A -1.2792e-04 -1.6637e-04 -1.594e-06 b_brand_BestValue_B 1.972e-05 7.072e-05 1.818e-06 b_brand_Supermarket_A -1.4597e-04 -1.8246e-04 -7.868e-07 b_brand_Supermarket_B 4.153e-05 1.1039e-04 1.375e-05 b_brand_PainAway_A -1.7768e-04 -2.3898e-04 -2.164e-05 b_brand_PainAway_B 6.945e-05 1.5305e-04 2.821e-05 b_country_CH_A -1.749e-05 -1.052e-05 -8.957e-05 b_country_CH_B 1.070e-05 3.287e-06 4.331e-05 b_country_DK_A -6.527e-05 -1.0962e-04 -8.628e-05 b_country_DK_B 3.477e-05 5.043e-05 3.789e-05 b_country_IND_A 6.149e-05 9.285e-05 -3.624e-05 b_country_IND_B -3.240e-05 -5.110e-05 5.089e-05 b_country_RUS_A 3.859e-05 5.994e-05 -4.236e-05 b_country_RUS_B -3.335e-05 -6.305e-05 2.604e-05 b_country_BRA_A 7.485e-05 1.1597e-04 -1.0095e-04 b_country_BRA_B -8.354e-05 -1.3106e-04 8.930e-05 b_char_fast_A 4.349e-05 6.896e-05 1.333e-05 b_char_fast_B -3.897e-05 -5.919e-05 -6.840e-06 b_char_double_A -5.443e-06 -7.833e-06 -7.881e-05 b_char_double_B 2.030e-07 -6.651e-06 4.720e-05 b_risk_A -5.101e-08 -8.707e-08 -7.695e-08 b_risk_B 7.252e-08 1.108e-07 8.061e-08 b_price_A -3.300e-06 -8.451e-06 8.834e-06 b_price_B -4.356e-06 -2.581e-06 -9.158e-06 delta_B -0.083707 -0.099734 0.035887 lambda_B -0.170136 -0.217129 0.062003 zeta_quality -5.5472e-04 -0.001028 2.6918e-04 zeta_ingredient 2.8425e-04 4.6272e-04 -1.3955e-04 zeta_patent 0.004477 0.007218 4.4572e-04 zeta_dominance 3.5436e-04 5.7840e-04 0.003476 tau_quality_1 0.001732 0.001962 -0.001039 tau_quality_2 0.001609 0.001717 -9.6843e-04 tau_quality_3 0.001220 0.001017 -7.7925e-04 tau_quality_4 0.001023 6.8380e-04 -6.9446e-04 tau_ingredients_1 -0.001089 -9.7226e-04 7.0979e-04 tau_ingredients_2 -0.001175 -0.001093 7.5964e-04 tau_ingredients_3 -0.001338 -0.001356 8.3089e-04 tau_ingredients_4 -0.001413 -0.001486 8.6749e-04 tau_patent_1 8.1602e-04 -7.9248e-04 -0.001180 tau_patent_2 0.002748 0.001698 -0.001040 tau_patent_3 0.009623 0.009104 -7.6885e-04 tau_patent_4 0.009104 0.015706 -6.4800e-04 tau_dominance_1 -7.6885e-04 -6.4800e-04 0.014365 tau_dominance_2 -8.5600e-04 -7.8112e-04 0.006642 tau_dominance_3 -0.001065 -0.001116 0.001326 tau_dominance_4 -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_Novum_A 0.005898 -0.001052 0.001747 b_brand_Novum_B -0.001052 0.001935 6.025e-05 b_brand_BestValue_A 0.001747 6.025e-05 0.016569 b_brand_BestValue_B -6.1461e-04 0.001108 0.001195 b_brand_Supermarket_A 0.001848 1.6707e-04 0.012873 b_brand_Supermarket_B -4.1572e-04 0.001214 0.003388 b_brand_PainAway_A 0.001263 2.3952e-04 0.012842 b_brand_PainAway_B -3.2713e-04 9.7970e-04 0.002040 b_country_CH_A -6.2292e-04 2.2592e-04 0.003592 b_country_CH_B 2.6808e-04 -3.6130e-04 -8.5312e-04 b_country_DK_A 0.001028 -2.2610e-04 0.001969 b_country_DK_B -3.452e-05 -1.9660e-04 -3.9696e-04 b_country_IND_A 8.408e-05 -3.307e-05 -0.003587 b_country_IND_B -1.6815e-04 -1.0208e-04 -1.9985e-04 b_country_RUS_A 6.837e-05 -6.264e-05 -0.005337 b_country_RUS_B 1.4193e-04 -2.6311e-04 7.4070e-04 b_country_BRA_A 4.3776e-04 -1.9139e-04 -0.004314 b_country_BRA_B -3.1430e-04 2.4430e-04 0.001440 b_char_fast_A -5.8903e-04 1.9271e-04 1.6521e-04 b_char_fast_B 2.1617e-04 -1.6135e-04 1.3504e-04 b_char_double_A -9.2659e-04 2.5732e-04 0.001565 b_char_double_B 2.9999e-04 -9.312e-05 -2.2584e-04 b_risk_A 1.001e-06 -4.421e-07 -2.464e-06 b_risk_B -7.246e-07 6.557e-07 -1.892e-09 b_price_A 1.3928e-04 -5.060e-05 9.3963e-04 b_price_B -1.0659e-04 1.4698e-04 1.127e-05 delta_B 0.032150 -0.006213 0.302109 lambda_B 0.113572 -0.041855 0.537904 zeta_quality 6.1250e-04 -3.2164e-04 -9.5512e-04 zeta_ingredient -2.6694e-04 -4.890e-05 -7.6966e-04 zeta_patent 4.1145e-04 -1.1155e-04 3.3802e-04 zeta_dominance -1.1407e-04 -5.167e-05 -5.3844e-04 tau_quality_1 3.146e-05 1.6156e-04 7.1042e-04 tau_quality_2 1.803e-06 2.683e-05 6.4488e-04 tau_quality_3 3.6472e-04 -2.197e-05 -2.6182e-04 tau_quality_4 4.1925e-04 -4.784e-05 -4.0920e-04 tau_ingredients_1 -3.1810e-04 -1.3701e-04 -7.2147e-04 tau_ingredients_2 -8.098e-05 -2.0037e-04 -5.5409e-04 tau_ingredients_3 -2.0172e-04 3.027e-05 -5.1123e-04 tau_ingredients_4 -2.0230e-04 2.858e-05 4.087e-05 tau_patent_1 1.7794e-04 9.897e-05 7.7403e-04 tau_patent_2 2.8907e-04 7.279e-05 2.3002e-04 tau_patent_3 3.2809e-04 -2.3872e-04 2.7730e-04 tau_patent_4 3.9111e-04 -2.3125e-04 6.1457e-04 tau_dominance_1 1.540e-06 -1.3095e-04 -6.6906e-04 tau_dominance_2 -2.3030e-04 -2.665e-05 -6.1211e-04 tau_dominance_3 -1.3402e-04 -7.661e-05 -4.9772e-04 tau_dominance_4 5.943e-05 7.052e-05 6.153e-05 b_brand_BestValue_B b_brand_Supermarket_A b_brand_Supermarket_B b_brand_Novum_A -6.1461e-04 0.001848 -4.1572e-04 b_brand_Novum_B 0.001108 1.6707e-04 0.001214 b_brand_BestValue_A 0.001195 0.012873 0.003388 b_brand_BestValue_B 0.009819 0.002160 0.007632 b_brand_Supermarket_A 0.002160 0.016698 0.002470 b_brand_Supermarket_B 0.007632 0.002470 0.012807 b_brand_PainAway_A 0.002516 0.013332 0.003801 b_brand_PainAway_B 0.006318 0.001890 0.007589 b_country_CH_A 3.6394e-04 0.004014 2.6649e-04 b_country_CH_B 3.5268e-04 -0.001025 4.8602e-04 b_country_DK_A -7.5001e-04 0.002967 -0.001415 b_country_DK_B 4.6536e-04 -6.0567e-04 7.2663e-04 b_country_IND_A 0.001495 -0.003356 0.001588 b_country_IND_B -0.004698 -3.0353e-04 -0.005176 b_country_RUS_A 5.9164e-04 -0.004930 1.2962e-04 b_country_RUS_B -0.004499 5.4508e-04 -0.004288 b_country_BRA_A 7.2905e-04 -0.005347 8.6901e-04 b_country_BRA_B -0.003618 0.001762 -0.004282 b_char_fast_A 3.1837e-04 7.8104e-04 1.9733e-04 b_char_fast_B -1.044e-05 -3.990e-05 3.6621e-04 b_char_double_A -2.3378e-04 0.001487 -4.4612e-04 b_char_double_B 2.5816e-04 -3.0026e-04 6.0149e-04 b_risk_A -9.590e-07 -2.739e-06 -1.202e-06 b_risk_B -7.973e-07 1.339e-07 -1.285e-06 b_price_A 5.389e-06 7.3207e-04 1.0275e-04 b_price_B 6.3402e-04 3.394e-05 6.0993e-04 delta_B 0.134815 0.242104 0.246252 lambda_B 0.180111 0.373047 0.405005 zeta_quality -0.001136 -0.001270 -0.001268 zeta_ingredient 3.706e-06 -7.0450e-04 2.6007e-04 zeta_patent 1.9927e-04 1.6426e-04 2.3489e-04 zeta_dominance 2.1004e-04 -8.4447e-04 5.2597e-04 tau_quality_1 7.0870e-04 0.001023 8.0199e-04 tau_quality_2 2.4441e-04 6.3914e-04 6.925e-05 tau_quality_3 -1.2030e-04 -3.3882e-04 -1.6524e-04 tau_quality_4 -1.047e-05 -6.2884e-04 -2.5101e-04 tau_ingredients_1 -2.8915e-04 -7.2085e-04 -1.8038e-04 tau_ingredients_2 -8.6481e-04 -5.3022e-04 -8.1478e-04 tau_ingredients_3 -3.4873e-04 -2.2742e-04 -7.8698e-04 tau_ingredients_4 -1.744e-05 9.257e-05 -4.0388e-04 tau_patent_1 1.5219e-04 6.9245e-04 2.7522e-04 tau_patent_2 3.4495e-04 1.0529e-04 4.1985e-04 tau_patent_3 3.3568e-04 1.7066e-04 5.2210e-04 tau_patent_4 7.7587e-04 5.4666e-04 7.9539e-04 tau_dominance_1 -7.7530e-04 -7.3051e-04 -0.001332 tau_dominance_2 -5.271e-05 -6.4417e-04 -6.4167e-04 tau_dominance_3 -2.5650e-04 -4.9522e-04 -3.8782e-04 tau_dominance_4 -3.476e-05 1.6754e-04 -1.3151e-04 b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_brand_Novum_A 0.001263 -3.2713e-04 -6.2292e-04 b_brand_Novum_B 2.3952e-04 9.7970e-04 2.2592e-04 b_brand_BestValue_A 0.012842 0.002040 0.003592 b_brand_BestValue_B 0.002516 0.006318 3.6394e-04 b_brand_Supermarket_A 0.013332 0.001890 0.004014 b_brand_Supermarket_B 0.003801 0.007589 2.6649e-04 b_brand_PainAway_A 0.017060 0.001680 0.003912 b_brand_PainAway_B 0.001680 0.010193 1.5918e-04 b_country_CH_A 0.003912 1.5918e-04 0.006705 b_country_CH_B -0.001031 2.2525e-04 -8.3640e-04 b_country_DK_A 0.002839 -0.001190 0.003598 b_country_DK_B -6.5426e-04 4.8740e-04 -4.7563e-04 b_country_IND_A -0.002406 0.001199 4.958e-05 b_country_IND_B -6.1654e-04 -0.004271 -4.321e-05 b_country_RUS_A -0.004722 4.4303e-04 -6.0897e-04 b_country_RUS_B 5.1324e-04 -0.003821 -2.935e-05 b_country_BRA_A -0.004166 6.2771e-04 -1.5742e-04 b_country_BRA_B 0.001361 -0.003015 1.0676e-04 b_char_fast_A 1.6329e-04 3.1347e-04 5.4229e-04 b_char_fast_B 1.1971e-04 -1.1479e-04 -1.2483e-04 b_char_double_A 5.2139e-04 -1.0401e-04 6.3461e-04 b_char_double_B -1.2022e-04 1.4075e-04 -1.4063e-04 b_risk_A -2.222e-06 -7.721e-07 1.513e-07 b_risk_B 1.681e-07 -6.151e-07 -1.071e-07 b_price_A 9.4332e-04 2.520e-05 -3.7722e-04 b_price_B 1.628e-05 7.6134e-04 1.0257e-04 delta_B 0.287867 0.180979 0.063049 lambda_B 0.461915 0.309674 0.129066 zeta_quality -8.7814e-04 -0.001193 -3.8745e-04 zeta_ingredient -3.2404e-04 1.3153e-04 3.3711e-04 zeta_patent 1.6307e-04 5.3228e-04 -5.648e-05 zeta_dominance -7.5520e-04 4.5674e-04 -8.2575e-04 tau_quality_1 9.7385e-04 7.0786e-04 6.7260e-04 tau_quality_2 5.3117e-04 1.7713e-04 1.6863e-04 tau_quality_3 -1.4947e-04 -9.207e-06 -1.6017e-04 tau_quality_4 -2.1159e-04 -2.4482e-04 -3.3373e-04 tau_ingredients_1 -4.1331e-04 -5.1426e-04 1.6975e-04 tau_ingredients_2 -2.6866e-04 -6.3035e-04 7.251e-05 tau_ingredients_3 -2.3860e-04 -3.7203e-04 1.7681e-04 tau_ingredients_4 -8.263e-05 -3.0772e-04 -6.339e-05 tau_patent_1 6.4200e-04 -2.0562e-04 -2.7095e-04 tau_patent_2 3.1870e-04 8.096e-05 -7.339e-05 tau_patent_3 2.2107e-04 4.4458e-04 -6.254e-05 tau_patent_4 5.4925e-04 6.6325e-04 -2.758e-05 tau_dominance_1 -6.2879e-04 -5.7991e-04 -6.9291e-04 tau_dominance_2 -6.4832e-04 -6.750e-05 -4.0439e-04 tau_dominance_3 -6.8811e-04 -2.2211e-04 -2.3928e-04 tau_dominance_4 -1.6530e-04 6.220e-05 -1.9894e-04 b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A 2.6808e-04 0.001028 -3.452e-05 b_brand_Novum_B -3.6130e-04 -2.2610e-04 -1.9660e-04 b_brand_BestValue_A -8.5312e-04 0.001969 -3.9696e-04 b_brand_BestValue_B 3.5268e-04 -7.5001e-04 4.6536e-04 b_brand_Supermarket_A -0.001025 0.002967 -6.0567e-04 b_brand_Supermarket_B 4.8602e-04 -0.001415 7.2663e-04 b_brand_PainAway_A -0.001031 0.002839 -6.5426e-04 b_brand_PainAway_B 2.2525e-04 -0.001190 4.8740e-04 b_country_CH_A -8.3640e-04 0.003598 -4.7563e-04 b_country_CH_B 0.002598 -1.8214e-04 0.001075 b_country_DK_A -1.8214e-04 0.008393 -8.9700e-04 b_country_DK_B 0.001075 -8.9700e-04 0.002270 b_country_IND_A -1.551e-05 4.2841e-04 -1.4905e-04 b_country_IND_B -7.594e-05 8.169e-05 1.3540e-04 b_country_RUS_A 1.6796e-04 1.0958e-04 1.838e-05 b_country_RUS_B -1.8289e-04 3.209e-05 4.001e-05 b_country_BRA_A 1.5182e-04 3.0314e-04 -6.792e-05 b_country_BRA_B -4.4215e-04 -4.6062e-04 9.670e-05 b_char_fast_A -1.8879e-04 -3.9300e-04 1.705e-05 b_char_fast_B 2.6458e-04 1.0885e-04 1.320e-05 b_char_double_A -7.482e-05 2.2697e-04 4.944e-05 b_char_double_B 2.3290e-04 1.4518e-04 -1.2260e-04 b_risk_A 1.997e-07 1.535e-06 -1.680e-07 b_risk_B -1.538e-07 -6.659e-07 2.808e-07 b_price_A 5.452e-05 -1.3838e-04 2.074e-05 b_price_B -1.8561e-04 -2.641e-06 -8.573e-05 delta_B -0.017082 -0.038291 -0.018337 lambda_B -0.002977 -0.026715 -0.037930 zeta_quality 2.9939e-04 3.7425e-04 5.073e-05 zeta_ingredient 1.7157e-04 -1.4969e-04 1.567e-05 zeta_patent -3.2026e-04 -0.001009 3.500e-05 zeta_dominance 1.2286e-04 -7.9033e-04 1.3009e-04 tau_quality_1 -3.6361e-04 1.1832e-04 -2.0603e-04 tau_quality_2 -2.2609e-04 -1.748e-05 -4.363e-05 tau_quality_3 -2.343e-05 1.843e-05 1.0262e-04 tau_quality_4 5.897e-05 1.5791e-04 9.242e-05 tau_ingredients_1 2.2166e-04 -2.6529e-04 -3.154e-05 tau_ingredients_2 3.0069e-04 -1.6158e-04 2.3083e-04 tau_ingredients_3 -5.999e-05 1.375e-06 -5.110e-05 tau_ingredients_4 -1.6603e-04 1.3866e-04 1.0332e-04 tau_patent_1 2.1003e-04 -4.3138e-04 1.7674e-04 tau_patent_2 9.302e-05 -1.3762e-04 6.595e-05 tau_patent_3 1.7935e-04 -5.6128e-04 1.6156e-04 tau_patent_4 1.1145e-04 -6.7891e-04 -4.829e-06 tau_dominance_1 -2.304e-05 -3.8864e-04 -1.5675e-04 tau_dominance_2 -1.269e-05 -2.3992e-04 6.323e-05 tau_dominance_3 -3.142e-05 -2.2555e-04 -1.1688e-04 tau_dominance_4 1.588e-05 -3.641e-06 -4.475e-05 b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A 8.408e-05 -1.6815e-04 6.837e-05 b_brand_Novum_B -3.307e-05 -1.0208e-04 -6.264e-05 b_brand_BestValue_A -0.003587 -1.9985e-04 -0.005337 b_brand_BestValue_B 0.001495 -0.004698 5.9164e-04 b_brand_Supermarket_A -0.003356 -3.0353e-04 -0.004930 b_brand_Supermarket_B 0.001588 -0.005176 1.2962e-04 b_brand_PainAway_A -0.002406 -6.1654e-04 -0.004722 b_brand_PainAway_B 0.001199 -0.004271 4.4303e-04 b_country_CH_A 4.958e-05 -4.321e-05 -6.0897e-04 b_country_CH_B -1.551e-05 -7.594e-05 1.6796e-04 b_country_DK_A 4.2841e-04 8.169e-05 1.0958e-04 b_country_DK_B -1.4905e-04 1.3540e-04 1.838e-05 b_country_IND_A 0.008970 -0.001952 0.003555 b_country_IND_B -0.001952 0.008441 -5.3045e-04 b_country_RUS_A 0.003555 -5.3045e-04 0.009004 b_country_RUS_B -7.6602e-04 0.003644 -0.001785 b_country_BRA_A 0.005412 -0.001167 0.005251 b_country_BRA_B -0.001228 0.004307 -0.001409 b_char_fast_A -6.0411e-04 1.8316e-04 -3.0627e-04 b_char_fast_B 2.0097e-04 -4.1981e-04 1.0524e-04 b_char_double_A -3.0546e-04 2.2516e-04 -2.6379e-04 b_char_double_B 6.330e-05 -2.1458e-04 1.584e-05 b_risk_A 8.376e-07 -4.946e-08 1.064e-06 b_risk_B -3.203e-07 7.142e-07 -1.677e-07 b_price_A 2.1670e-04 -1.5712e-04 1.6601e-04 b_price_B -6.261e-05 1.9804e-04 1.237e-05 delta_B 0.056094 -0.073697 -0.041377 lambda_B 0.102415 -0.132417 -0.069965 zeta_quality 5.002e-05 2.6086e-04 -4.7608e-04 zeta_ingredient 1.616e-05 -1.3626e-04 -6.2692e-04 zeta_patent 4.0095e-04 -5.0803e-04 6.9561e-04 zeta_dominance 3.3406e-04 -1.3777e-04 5.149e-05 tau_quality_1 1.5436e-04 -2.2520e-04 2.0074e-04 tau_quality_2 -3.399e-05 -1.902e-05 -6.858e-05 tau_quality_3 1.6567e-04 6.401e-05 -3.6414e-04 tau_quality_4 3.1796e-04 -3.8648e-04 -5.2194e-04 tau_ingredients_1 -1.2638e-04 1.5132e-04 -3.7739e-04 tau_ingredients_2 -2.3993e-04 4.4157e-04 -4.9551e-04 tau_ingredients_3 2.242e-05 3.4076e-04 1.713e-05 tau_ingredients_4 -1.402e-06 6.807e-05 6.826e-05 tau_patent_1 1.2070e-04 3.6205e-04 -3.1287e-04 tau_patent_2 3.7942e-04 -1.5950e-04 1.2882e-04 tau_patent_3 1.4487e-04 -4.7134e-04 4.4381e-04 tau_patent_4 3.4782e-04 -7.8269e-04 4.3579e-04 tau_dominance_1 7.368e-05 5.9814e-04 -3.471e-06 tau_dominance_2 2.2657e-04 -5.258e-05 1.5959e-04 tau_dominance_3 1.9981e-04 -1.232e-05 1.8368e-04 tau_dominance_4 7.519e-05 -2.7423e-04 -8.369e-05 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_brand_Novum_A 1.4193e-04 4.3776e-04 -3.1430e-04 b_brand_Novum_B -2.6311e-04 -1.9139e-04 2.4430e-04 b_brand_BestValue_A 7.4070e-04 -0.004314 0.001440 b_brand_BestValue_B -0.004499 7.2905e-04 -0.003618 b_brand_Supermarket_A 5.4508e-04 -0.005347 0.001762 b_brand_Supermarket_B -0.004288 8.6901e-04 -0.004282 b_brand_PainAway_A 5.1324e-04 -0.004166 0.001361 b_brand_PainAway_B -0.003821 6.2771e-04 -0.003015 b_country_CH_A -2.935e-05 -1.5742e-04 1.0676e-04 b_country_CH_B -1.8289e-04 1.5182e-04 -4.4215e-04 b_country_DK_A 3.209e-05 3.0314e-04 -4.6062e-04 b_country_DK_B 4.001e-05 -6.792e-05 9.670e-05 b_country_IND_A -7.6602e-04 0.005412 -0.001228 b_country_IND_B 0.003644 -0.001167 0.004307 b_country_RUS_A -0.001785 0.005251 -0.001409 b_country_RUS_B 0.009499 -0.001248 0.004828 b_country_BRA_A -0.001248 0.009945 -0.002357 b_country_BRA_B 0.004828 -0.002357 0.010224 b_char_fast_A 7.851e-05 -6.6323e-04 3.7182e-04 b_char_fast_B -5.2580e-04 2.0962e-04 -5.8957e-04 b_char_double_A -7.921e-05 -2.9637e-04 -1.1995e-04 b_char_double_B -1.0058e-04 7.028e-05 -2.8467e-04 b_risk_A -6.911e-09 6.911e-07 -2.689e-07 b_risk_B 5.321e-07 -6.599e-08 1.811e-07 b_price_A 3.488e-05 3.9663e-04 7.404e-06 b_price_B -7.394e-05 -2.772e-05 9.807e-06 delta_B -0.005831 0.024782 -0.007124 lambda_B 0.001410 0.087302 -0.063240 zeta_quality 6.5993e-04 -3.4758e-04 3.1659e-04 zeta_ingredient 4.4403e-04 1.7427e-04 -2.3950e-04 zeta_patent -3.0572e-04 8.8132e-04 -5.9755e-04 zeta_dominance 1.9167e-04 5.585e-05 3.0549e-04 tau_quality_1 -5.3290e-04 5.7850e-04 -4.4086e-04 tau_quality_2 -1.9040e-04 -1.3513e-04 1.2681e-04 tau_quality_3 1.5782e-04 -3.0790e-04 3.8673e-04 tau_quality_4 4.7415e-04 -2.6902e-04 3.1155e-04 tau_ingredients_1 -2.310e-06 5.216e-05 -6.7883e-04 tau_ingredients_2 3.6013e-04 -7.195e-05 1.2642e-04 tau_ingredients_3 1.630e-05 -2.854e-05 2.5187e-04 tau_ingredients_4 -3.1447e-04 1.8797e-04 8.825e-05 tau_patent_1 2.0371e-04 -2.5725e-04 6.9123e-04 tau_patent_2 -1.0124e-04 1.1899e-04 2.2286e-04 tau_patent_3 -3.9260e-04 4.6819e-04 3.690e-05 tau_patent_4 -4.1722e-04 6.1997e-04 -1.0452e-04 tau_dominance_1 3.6968e-04 -1.5011e-04 6.0084e-04 tau_dominance_2 -1.4946e-04 8.839e-05 -1.1075e-04 tau_dominance_3 -1.1106e-04 1.8566e-04 -3.1544e-04 tau_dominance_4 -3.4792e-04 3.2157e-04 -5.7485e-04 b_char_fast_A b_char_fast_B b_char_double_A b_brand_Novum_A -5.8903e-04 2.1617e-04 -9.2659e-04 b_brand_Novum_B 1.9271e-04 -1.6135e-04 2.5732e-04 b_brand_BestValue_A 1.6521e-04 1.3504e-04 0.001565 b_brand_BestValue_B 3.1837e-04 -1.044e-05 -2.3378e-04 b_brand_Supermarket_A 7.8104e-04 -3.990e-05 0.001487 b_brand_Supermarket_B 1.9733e-04 3.6621e-04 -4.4612e-04 b_brand_PainAway_A 1.6329e-04 1.1971e-04 5.2139e-04 b_brand_PainAway_B 3.1347e-04 -1.1479e-04 -1.0401e-04 b_country_CH_A 5.4229e-04 -1.2483e-04 6.3461e-04 b_country_CH_B -1.8879e-04 2.6458e-04 -7.482e-05 b_country_DK_A -3.9300e-04 1.0885e-04 2.2697e-04 b_country_DK_B 1.705e-05 1.320e-05 4.944e-05 b_country_IND_A -6.0411e-04 2.0097e-04 -3.0546e-04 b_country_IND_B 1.8316e-04 -4.1981e-04 2.2516e-04 b_country_RUS_A -3.0627e-04 1.0524e-04 -2.6379e-04 b_country_RUS_B 7.851e-05 -5.2580e-04 -7.921e-05 b_country_BRA_A -6.6323e-04 2.0962e-04 -2.9637e-04 b_country_BRA_B 3.7182e-04 -5.8957e-04 -1.1995e-04 b_char_fast_A 0.002567 -4.1664e-04 0.001235 b_char_fast_B -4.1664e-04 0.001732 -1.5521e-04 b_char_double_A 0.001235 -1.5521e-04 0.005183 b_char_double_B -2.0632e-04 9.2194e-04 -6.1499e-04 b_risk_A -6.940e-07 1.261e-07 -7.570e-08 b_risk_B 2.264e-07 -3.896e-07 -4.352e-08 b_price_A -3.3569e-04 4.869e-05 -4.1071e-04 b_price_B 6.728e-05 -1.2394e-04 8.415e-05 delta_B 0.012324 1.1331e-04 -0.026086 lambda_B 0.006010 -0.001773 -0.051896 zeta_quality -5.593e-05 -6.076e-07 -5.5886e-04 zeta_ingredient 1.8991e-04 -1.3404e-04 1.8956e-04 zeta_patent 5.719e-07 -8.172e-05 4.433e-05 zeta_dominance -4.198e-05 -2.723e-05 -4.0184e-04 tau_quality_1 1.0996e-04 5.792e-06 -3.933e-05 tau_quality_2 6.691e-05 -6.401e-05 1.5701e-04 tau_quality_3 6.459e-05 -1.2647e-04 -3.2265e-04 tau_quality_4 -5.137e-05 -2.285e-05 -4.8877e-04 tau_ingredients_1 2.1276e-04 9.544e-05 2.4948e-04 tau_ingredients_2 7.331e-06 1.647e-06 1.7034e-04 tau_ingredients_3 6.522e-05 9.757e-06 2.2870e-04 tau_ingredients_4 1.790e-05 2.138e-05 2.4776e-04 tau_patent_1 -3.504e-05 1.3542e-04 3.2570e-04 tau_patent_2 -5.321e-05 1.5468e-04 -1.0377e-04 tau_patent_3 -5.687e-06 -7.631e-05 -7.631e-05 tau_patent_4 -4.391e-05 -7.866e-05 4.321e-06 tau_dominance_1 -9.613e-06 -1.7619e-04 -1.3116e-04 tau_dominance_2 -2.592e-05 -4.334e-05 -7.625e-05 tau_dominance_3 6.348e-05 5.782e-05 -1.2518e-04 tau_dominance_4 -7.845e-05 4.013e-05 -3.818e-05 b_char_double_B b_risk_A b_risk_B b_brand_Novum_A 2.9999e-04 1.001e-06 -7.246e-07 b_brand_Novum_B -9.312e-05 -4.421e-07 6.557e-07 b_brand_BestValue_A -2.2584e-04 -2.464e-06 -1.892e-09 b_brand_BestValue_B 2.5816e-04 -9.590e-07 -7.973e-07 b_brand_Supermarket_A -3.0026e-04 -2.739e-06 1.339e-07 b_brand_Supermarket_B 6.0149e-04 -1.202e-06 -1.285e-06 b_brand_PainAway_A -1.2022e-04 -2.222e-06 1.681e-07 b_brand_PainAway_B 1.4075e-04 -7.721e-07 -6.151e-07 b_country_CH_A -1.4063e-04 1.513e-07 -1.071e-07 b_country_CH_B 2.3290e-04 1.997e-07 -1.538e-07 b_country_DK_A 1.4518e-04 1.535e-06 -6.659e-07 b_country_DK_B -1.2260e-04 -1.680e-07 2.808e-07 b_country_IND_A 6.330e-05 8.376e-07 -3.203e-07 b_country_IND_B -2.1458e-04 -4.946e-08 7.142e-07 b_country_RUS_A 1.584e-05 1.064e-06 -1.677e-07 b_country_RUS_B -1.0058e-04 -6.911e-09 5.321e-07 b_country_BRA_A 7.028e-05 6.911e-07 -6.599e-08 b_country_BRA_B -2.8467e-04 -2.689e-07 1.811e-07 b_char_fast_A -2.0632e-04 -6.940e-07 2.264e-07 b_char_fast_B 9.2194e-04 1.261e-07 -3.896e-07 b_char_double_A -6.1499e-04 -7.570e-08 -4.352e-08 b_char_double_B 0.002380 6.085e-08 6.422e-08 b_risk_A 6.085e-08 9.624e-09 -2.481e-09 b_risk_B 6.422e-08 -2.481e-09 9.691e-09 b_price_A 6.433e-05 4.739e-07 -8.791e-08 b_price_B -2.4055e-04 -1.111e-07 2.328e-07 delta_B -9.7580e-04 -5.851e-05 -3.680e-06 lambda_B 0.006470 -5.772e-05 -2.655e-05 zeta_quality 2.1086e-04 1.190e-06 -5.806e-07 zeta_ingredient 2.3341e-04 8.868e-07 -4.895e-07 zeta_patent 1.1833e-04 -8.582e-07 5.461e-07 zeta_dominance 1.6205e-04 8.509e-08 8.580e-08 tau_quality_1 -8.904e-05 -2.921e-07 2.160e-07 tau_quality_2 -2.1421e-04 -2.282e-07 4.324e-07 tau_quality_3 -1.5236e-04 5.745e-07 -2.552e-08 tau_quality_4 -2.4479e-04 7.150e-07 -5.834e-08 tau_ingredients_1 2.1594e-04 5.383e-07 1.077e-07 tau_ingredients_2 -1.0667e-04 4.893e-07 1.352e-07 tau_ingredients_3 -1.9204e-04 6.842e-08 1.527e-07 tau_ingredients_4 -2.5584e-04 3.144e-07 1.580e-07 tau_patent_1 -6.516e-05 -2.781e-07 -3.132e-07 tau_patent_2 -2.546e-05 -3.071e-07 -5.509e-08 tau_patent_3 -1.3317e-04 -3.265e-07 2.679e-07 tau_patent_4 -1.3209e-04 -4.522e-07 3.912e-08 tau_dominance_1 -2.2977e-04 1.575e-07 -4.790e-07 tau_dominance_2 -1.769e-05 2.245e-07 -2.893e-07 tau_dominance_3 -5.704e-05 2.043e-07 1.922e-08 tau_dominance_4 -2.5793e-04 -3.332e-07 9.428e-08 b_price_A b_price_B delta_B b_brand_Novum_A 1.3928e-04 -1.0659e-04 0.032150 b_brand_Novum_B -5.060e-05 1.4698e-04 -0.006213 b_brand_BestValue_A 9.3963e-04 1.127e-05 0.302109 b_brand_BestValue_B 5.389e-06 6.3402e-04 0.134815 b_brand_Supermarket_A 7.3207e-04 3.394e-05 0.242104 b_brand_Supermarket_B 1.0275e-04 6.0993e-04 0.246252 b_brand_PainAway_A 9.4332e-04 1.628e-05 0.287867 b_brand_PainAway_B 2.520e-05 7.6134e-04 0.180979 b_country_CH_A -3.7722e-04 1.0257e-04 0.063049 b_country_CH_B 5.452e-05 -1.8561e-04 -0.017082 b_country_DK_A -1.3838e-04 -2.641e-06 -0.038291 b_country_DK_B 2.074e-05 -8.573e-05 -0.018337 b_country_IND_A 2.1670e-04 -6.261e-05 0.056094 b_country_IND_B -1.5712e-04 1.9804e-04 -0.073697 b_country_RUS_A 1.6601e-04 1.237e-05 -0.041377 b_country_RUS_B 3.488e-05 -7.394e-05 -0.005831 b_country_BRA_A 3.9663e-04 -2.772e-05 0.024782 b_country_BRA_B 7.404e-06 9.807e-06 -0.007124 b_char_fast_A -3.3569e-04 6.728e-05 0.012324 b_char_fast_B 4.869e-05 -1.2394e-04 1.1331e-04 b_char_double_A -4.1071e-04 8.415e-05 -0.026086 b_char_double_B 6.433e-05 -2.4055e-04 -9.7580e-04 b_risk_A 4.739e-07 -1.111e-07 -5.851e-05 b_risk_B -8.791e-08 2.328e-07 -3.680e-06 b_price_A 9.8338e-04 -1.0961e-04 0.030023 b_price_B -1.0961e-04 5.5029e-04 5.0790e-04 delta_B 0.03002 5.0790e-04 44.652137 lambda_B 0.07204 -0.004230 104.713928 zeta_quality 5.256e-05 -2.359e-05 -0.091155 zeta_ingredient 7.407e-05 5.351e-06 0.038897 zeta_patent 9.567e-05 6.905e-05 -0.035914 zeta_dominance 2.6008e-04 5.698e-05 0.010567 tau_quality_1 5.365e-05 4.902e-05 0.008902 tau_quality_2 5.662e-05 -2.184e-05 -0.037498 tau_quality_3 8.166e-05 -2.152e-05 -0.093965 tau_quality_4 1.0038e-04 -1.3381e-04 -0.093607 tau_ingredients_1 2.071e-05 6.393e-07 0.017357 tau_ingredients_2 3.200e-06 -1.481e-05 0.007340 tau_ingredients_3 -5.557e-05 -3.369e-05 0.013193 tau_ingredients_4 6.784e-05 -3.081e-05 -0.002615 tau_patent_1 1.2076e-04 -4.338e-05 0.021902 tau_patent_2 4.806e-05 -3.561e-05 -0.031505 tau_patent_3 9.469e-05 -8.395e-05 -0.054889 tau_patent_4 1.5010e-04 -1.1695e-04 -0.052479 tau_dominance_1 1.6984e-04 -7.514e-05 0.026384 tau_dominance_2 1.5941e-04 -8.535e-05 0.031901 tau_dominance_3 4.477e-05 -8.698e-05 0.036092 tau_dominance_4 1.054e-05 -4.821e-05 0.047302 lambda_B zeta_quality zeta_ingredient b_brand_Novum_A 0.113572 6.1250e-04 -2.6694e-04 b_brand_Novum_B -0.041855 -3.2164e-04 -4.890e-05 b_brand_BestValue_A 0.537904 -9.5512e-04 -7.6966e-04 b_brand_BestValue_B 0.180111 -0.001136 3.706e-06 b_brand_Supermarket_A 0.373047 -0.001270 -7.0450e-04 b_brand_Supermarket_B 0.405005 -0.001268 2.6007e-04 b_brand_PainAway_A 0.461915 -8.7814e-04 -3.2404e-04 b_brand_PainAway_B 0.309674 -0.001193 1.3153e-04 b_country_CH_A 0.129066 -3.8745e-04 3.3711e-04 b_country_CH_B -0.002977 2.9939e-04 1.7157e-04 b_country_DK_A -0.026715 3.7425e-04 -1.4969e-04 b_country_DK_B -0.037930 5.073e-05 1.567e-05 b_country_IND_A 0.102415 5.002e-05 1.616e-05 b_country_IND_B -0.132417 2.6086e-04 -1.3626e-04 b_country_RUS_A -0.069965 -4.7608e-04 -6.2692e-04 b_country_RUS_B 0.001410 6.5993e-04 4.4403e-04 b_country_BRA_A 0.087302 -3.4758e-04 1.7427e-04 b_country_BRA_B -0.063240 3.1659e-04 -2.3950e-04 b_char_fast_A 0.006010 -5.593e-05 1.8991e-04 b_char_fast_B -0.001773 -6.076e-07 -1.3404e-04 b_char_double_A -0.051896 -5.5886e-04 1.8956e-04 b_char_double_B 0.006470 2.1086e-04 2.3341e-04 b_risk_A -5.772e-05 1.190e-06 8.868e-07 b_risk_B -2.655e-05 -5.806e-07 -4.895e-07 b_price_A 0.072040 5.256e-05 7.407e-05 b_price_B -0.004230 -2.359e-05 5.351e-06 delta_B 104.713928 -0.091155 0.038897 lambda_B 260.733414 -0.150578 0.133342 zeta_quality -0.150578 0.011550 2.863e-05 zeta_ingredient 0.133342 2.863e-05 0.010640 zeta_patent -0.096503 -0.001431 -5.510e-05 zeta_dominance 0.010123 3.5021e-04 3.3916e-04 tau_quality_1 0.031358 -0.004642 -5.0020e-04 tau_quality_2 -0.066513 -0.001977 -4.6165e-04 tau_quality_3 -0.173655 0.004830 2.9062e-04 tau_quality_4 -0.167226 0.007592 3.9184e-04 tau_ingredients_1 0.041583 3.4787e-04 0.005890 tau_ingredients_2 0.016287 4.2451e-04 0.003667 tau_ingredients_3 -0.002334 -1.0304e-04 -0.001368 tau_ingredients_4 -0.071347 -5.7531e-04 -0.003590 tau_patent_1 0.101439 0.001163 -4.9500e-04 tau_patent_2 -0.034632 6.8673e-04 -3.3202e-04 tau_patent_3 -0.105796 -6.3307e-04 3.5468e-04 tau_patent_4 -0.112551 -7.3746e-04 8.2714e-04 tau_dominance_1 0.044287 3.119e-05 9.929e-05 tau_dominance_2 0.060438 3.9272e-04 2.2895e-04 tau_dominance_3 0.064191 -2.1607e-04 2.4544e-04 tau_dominance_4 0.093590 -6.8336e-04 1.3625e-04 zeta_patent zeta_dominance tau_quality_1 b_brand_Novum_A 4.1145e-04 -1.1407e-04 3.146e-05 b_brand_Novum_B -1.1155e-04 -5.167e-05 1.6156e-04 b_brand_BestValue_A 3.3802e-04 -5.3844e-04 7.1042e-04 b_brand_BestValue_B 1.9927e-04 2.1004e-04 7.0870e-04 b_brand_Supermarket_A 1.6426e-04 -8.4447e-04 0.001023 b_brand_Supermarket_B 2.3489e-04 5.2597e-04 8.0199e-04 b_brand_PainAway_A 1.6307e-04 -7.5520e-04 9.7385e-04 b_brand_PainAway_B 5.3228e-04 4.5674e-04 7.0786e-04 b_country_CH_A -5.648e-05 -8.2575e-04 6.7260e-04 b_country_CH_B -3.2026e-04 1.2286e-04 -3.6361e-04 b_country_DK_A -0.001009 -7.9033e-04 1.1832e-04 b_country_DK_B 3.500e-05 1.3009e-04 -2.0603e-04 b_country_IND_A 4.0095e-04 3.3406e-04 1.5436e-04 b_country_IND_B -5.0803e-04 -1.3777e-04 -2.2520e-04 b_country_RUS_A 6.9561e-04 5.149e-05 2.0074e-04 b_country_RUS_B -3.0572e-04 1.9167e-04 -5.3290e-04 b_country_BRA_A 8.8132e-04 5.585e-05 5.7850e-04 b_country_BRA_B -5.9755e-04 3.0549e-04 -4.4086e-04 b_char_fast_A 5.719e-07 -4.198e-05 1.0996e-04 b_char_fast_B -8.172e-05 -2.723e-05 5.792e-06 b_char_double_A 4.433e-05 -4.0184e-04 -3.933e-05 b_char_double_B 1.1833e-04 1.6205e-04 -8.904e-05 b_risk_A -8.582e-07 8.509e-08 -2.921e-07 b_risk_B 5.461e-07 8.580e-08 2.160e-07 b_price_A 9.567e-05 2.6008e-04 5.365e-05 b_price_B 6.905e-05 5.698e-05 4.902e-05 delta_B -0.035914 0.010567 0.008902 lambda_B -0.096503 0.010123 0.031358 zeta_quality -0.001431 3.5021e-04 -0.004642 zeta_ingredient -5.510e-05 3.3916e-04 -5.0020e-04 zeta_patent 0.012836 5.2876e-04 0.001530 zeta_dominance 5.2876e-04 0.007229 -3.9003e-04 tau_quality_1 0.001530 -3.9003e-04 0.010473 tau_quality_2 0.001049 -2.0000e-04 0.006052 tau_quality_3 -2.3049e-04 7.677e-05 5.8416e-04 tau_quality_4 -7.8451e-04 2.9503e-04 -9.8306e-04 tau_ingredients_1 6.4678e-04 2.2438e-04 -0.001571 tau_ingredients_2 3.3756e-04 3.7558e-04 -0.001747 tau_ingredients_3 -1.0718e-04 1.6242e-04 -0.001065 tau_ingredients_4 -5.7795e-04 3.7550e-04 -7.2115e-04 tau_patent_1 -0.005582 -4.6652e-04 8.2599e-04 tau_patent_2 -0.002225 -4.1435e-04 0.001361 tau_patent_3 0.004618 1.7406e-04 0.001988 tau_patent_4 0.007149 2.416e-05 0.002065 tau_dominance_1 -4.0245e-04 0.003024 -0.001105 tau_dominance_2 -1.6546e-04 0.002280 -9.7043e-04 tau_dominance_3 -6.7519e-04 -0.001368 -8.8941e-04 tau_dominance_4 -4.6113e-04 -0.002727 -6.4016e-04 tau_quality_2 tau_quality_3 tau_quality_4 b_brand_Novum_A 1.803e-06 3.6472e-04 4.1925e-04 b_brand_Novum_B 2.683e-05 -2.197e-05 -4.784e-05 b_brand_BestValue_A 6.4488e-04 -2.6182e-04 -4.0920e-04 b_brand_BestValue_B 2.4441e-04 -1.2030e-04 -1.047e-05 b_brand_Supermarket_A 6.3914e-04 -3.3882e-04 -6.2884e-04 b_brand_Supermarket_B 6.925e-05 -1.6524e-04 -2.5101e-04 b_brand_PainAway_A 5.3117e-04 -1.4947e-04 -2.1159e-04 b_brand_PainAway_B 1.7713e-04 -9.207e-06 -2.4482e-04 b_country_CH_A 1.6863e-04 -1.6017e-04 -3.3373e-04 b_country_CH_B -2.2609e-04 -2.343e-05 5.897e-05 b_country_DK_A -1.748e-05 1.843e-05 1.5791e-04 b_country_DK_B -4.363e-05 1.0262e-04 9.242e-05 b_country_IND_A -3.399e-05 1.6567e-04 3.1796e-04 b_country_IND_B -1.902e-05 6.401e-05 -3.8648e-04 b_country_RUS_A -6.858e-05 -3.6414e-04 -5.2194e-04 b_country_RUS_B -1.9040e-04 1.5782e-04 4.7415e-04 b_country_BRA_A -1.3513e-04 -3.0790e-04 -2.6902e-04 b_country_BRA_B 1.2681e-04 3.8673e-04 3.1155e-04 b_char_fast_A 6.691e-05 6.459e-05 -5.137e-05 b_char_fast_B -6.401e-05 -1.2647e-04 -2.285e-05 b_char_double_A 1.5701e-04 -3.2265e-04 -4.8877e-04 b_char_double_B -2.1421e-04 -1.5236e-04 -2.4479e-04 b_risk_A -2.282e-07 5.745e-07 7.150e-07 b_risk_B 4.324e-07 -2.552e-08 -5.834e-08 b_price_A 5.662e-05 8.166e-05 1.0038e-04 b_price_B -2.184e-05 -2.152e-05 -1.3381e-04 delta_B -0.037498 -0.093965 -0.093607 lambda_B -0.066513 -0.173655 -0.167226 zeta_quality -0.001977 0.004830 0.007592 zeta_ingredient -4.6165e-04 2.9062e-04 3.9184e-04 zeta_patent 0.001049 -2.3049e-04 -7.8451e-04 zeta_dominance -2.0000e-04 7.677e-05 2.9503e-04 tau_quality_1 0.006052 5.8416e-04 -9.8306e-04 tau_quality_2 0.007064 0.002347 0.001301 tau_quality_3 0.002347 0.010228 0.009754 tau_quality_4 0.001301 0.009754 0.019026 tau_ingredients_1 -0.001869 -9.3342e-04 -8.2240e-04 tau_ingredients_2 -0.001733 -0.001149 -9.4088e-04 tau_ingredients_3 -0.001347 -0.001024 -0.001023 tau_ingredients_4 -0.001316 -0.001498 -0.001376 tau_patent_1 0.001075 0.001230 0.001483 tau_patent_2 0.001430 0.001450 0.001557 tau_patent_3 0.002072 0.001136 8.8269e-04 tau_patent_4 0.001944 0.001150 8.0342e-04 tau_dominance_1 -0.001017 -7.4716e-04 -0.001095 tau_dominance_2 -8.8556e-04 -8.6678e-04 -5.7227e-04 tau_dominance_3 -8.6218e-04 -7.5332e-04 -6.1954e-04 tau_dominance_4 -0.001165 -0.001050 -0.001175 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A -3.1810e-04 -8.098e-05 -2.0172e-04 b_brand_Novum_B -1.3701e-04 -2.0037e-04 3.027e-05 b_brand_BestValue_A -7.2147e-04 -5.5409e-04 -5.1123e-04 b_brand_BestValue_B -2.8915e-04 -8.6481e-04 -3.4873e-04 b_brand_Supermarket_A -7.2085e-04 -5.3022e-04 -2.2742e-04 b_brand_Supermarket_B -1.8038e-04 -8.1478e-04 -7.8698e-04 b_brand_PainAway_A -4.1331e-04 -2.6866e-04 -2.3860e-04 b_brand_PainAway_B -5.1426e-04 -6.3035e-04 -3.7203e-04 b_country_CH_A 1.6975e-04 7.251e-05 1.7681e-04 b_country_CH_B 2.2166e-04 3.0069e-04 -5.999e-05 b_country_DK_A -2.6529e-04 -1.6158e-04 1.375e-06 b_country_DK_B -3.154e-05 2.3083e-04 -5.110e-05 b_country_IND_A -1.2638e-04 -2.3993e-04 2.242e-05 b_country_IND_B 1.5132e-04 4.4157e-04 3.4076e-04 b_country_RUS_A -3.7739e-04 -4.9551e-04 1.713e-05 b_country_RUS_B -2.310e-06 3.6013e-04 1.630e-05 b_country_BRA_A 5.216e-05 -7.195e-05 -2.854e-05 b_country_BRA_B -6.7883e-04 1.2642e-04 2.5187e-04 b_char_fast_A 2.1276e-04 7.331e-06 6.522e-05 b_char_fast_B 9.544e-05 1.647e-06 9.757e-06 b_char_double_A 2.4948e-04 1.7034e-04 2.2870e-04 b_char_double_B 2.1594e-04 -1.0667e-04 -1.9204e-04 b_risk_A 5.383e-07 4.893e-07 6.842e-08 b_risk_B 1.077e-07 1.352e-07 1.527e-07 b_price_A 2.071e-05 3.200e-06 -5.557e-05 b_price_B 6.393e-07 -1.481e-05 -3.369e-05 delta_B 0.017357 0.007340 0.013193 lambda_B 0.041583 0.016287 -0.002334 zeta_quality 3.4787e-04 4.2451e-04 -1.0304e-04 zeta_ingredient 0.005890 0.003667 -0.001368 zeta_patent 6.4678e-04 3.3756e-04 -1.0718e-04 zeta_dominance 2.2438e-04 3.7558e-04 1.6242e-04 tau_quality_1 -0.001571 -0.001747 -0.001065 tau_quality_2 -0.001869 -0.001733 -0.001347 tau_quality_3 -9.3342e-04 -0.001149 -0.001024 tau_quality_4 -8.2240e-04 -9.4088e-04 -0.001023 tau_ingredients_1 0.015560 0.007908 0.001768 tau_ingredients_2 0.007908 0.008598 0.002588 tau_ingredients_3 0.001768 0.002588 0.006378 tau_ingredients_4 2.741e-05 0.001180 0.005194 tau_patent_1 -0.001979 -0.001458 -0.001223 tau_patent_2 -0.001654 -0.001519 -0.001261 tau_patent_3 -0.001075 -0.001057 -0.001319 tau_patent_4 -0.001157 -0.001125 -0.001400 tau_dominance_1 7.073e-05 8.0311e-04 0.001110 tau_dominance_2 7.1712e-04 0.001023 7.8683e-04 tau_dominance_3 0.001108 9.2086e-04 8.9043e-04 tau_dominance_4 9.2135e-04 8.5337e-04 7.3125e-04 tau_ingredients_4 tau_patent_1 tau_patent_2 b_brand_Novum_A -2.0230e-04 1.7794e-04 2.8907e-04 b_brand_Novum_B 2.858e-05 9.897e-05 7.279e-05 b_brand_BestValue_A 4.087e-05 7.7403e-04 2.3002e-04 b_brand_BestValue_B -1.744e-05 1.5219e-04 3.4495e-04 b_brand_Supermarket_A 9.257e-05 6.9245e-04 1.0529e-04 b_brand_Supermarket_B -4.0388e-04 2.7522e-04 4.1985e-04 b_brand_PainAway_A -8.263e-05 6.4200e-04 3.1870e-04 b_brand_PainAway_B -3.0772e-04 -2.0562e-04 8.096e-05 b_country_CH_A -6.339e-05 -2.7095e-04 -7.339e-05 b_country_CH_B -1.6603e-04 2.1003e-04 9.302e-05 b_country_DK_A 1.3866e-04 -4.3138e-04 -1.3762e-04 b_country_DK_B 1.0332e-04 1.7674e-04 6.595e-05 b_country_IND_A -1.402e-06 1.2070e-04 3.7942e-04 b_country_IND_B 6.807e-05 3.6205e-04 -1.5950e-04 b_country_RUS_A 6.826e-05 -3.1287e-04 1.2882e-04 b_country_RUS_B -3.1447e-04 2.0371e-04 -1.0124e-04 b_country_BRA_A 1.8797e-04 -2.5725e-04 1.1899e-04 b_country_BRA_B 8.825e-05 6.9123e-04 2.2286e-04 b_char_fast_A 1.790e-05 -3.504e-05 -5.321e-05 b_char_fast_B 2.138e-05 1.3542e-04 1.5468e-04 b_char_double_A 2.4776e-04 3.2570e-04 -1.0377e-04 b_char_double_B -2.5584e-04 -6.516e-05 -2.546e-05 b_risk_A 3.144e-07 -2.781e-07 -3.071e-07 b_risk_B 1.580e-07 -3.132e-07 -5.509e-08 b_price_A 6.784e-05 1.2076e-04 4.806e-05 b_price_B -3.081e-05 -4.338e-05 -3.561e-05 delta_B -0.002615 0.021902 -0.031505 lambda_B -0.071347 0.101439 -0.034632 zeta_quality -5.7531e-04 0.001163 6.8673e-04 zeta_ingredient -0.003590 -4.9500e-04 -3.3202e-04 zeta_patent -5.7795e-04 -0.005582 -0.002225 zeta_dominance 3.7550e-04 -4.6652e-04 -4.1435e-04 tau_quality_1 -7.2115e-04 8.2599e-04 0.001361 tau_quality_2 -0.001316 0.001075 0.001430 tau_quality_3 -0.001498 0.001230 0.001450 tau_quality_4 -0.001376 0.001483 0.001557 tau_ingredients_1 2.741e-05 -0.001979 -0.001654 tau_ingredients_2 0.001180 -0.001458 -0.001519 tau_ingredients_3 0.005194 -0.001223 -0.001261 tau_ingredients_4 0.009197 -9.6024e-04 -0.001025 tau_patent_1 -9.6024e-04 0.011567 0.006248 tau_patent_2 -0.001025 0.006248 0.007380 tau_patent_3 -0.001603 7.3138e-04 0.002748 tau_patent_4 -0.002003 -7.9993e-04 0.001729 tau_dominance_1 0.001441 -7.4182e-04 -0.001002 tau_dominance_2 0.001055 -6.1066e-04 -8.0549e-04 tau_dominance_3 7.2492e-04 -7.7246e-04 -9.5149e-04 tau_dominance_4 5.7173e-04 -5.9379e-04 -8.4027e-04 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 3.2809e-04 3.9111e-04 1.540e-06 b_brand_Novum_B -2.3872e-04 -2.3125e-04 -1.3095e-04 b_brand_BestValue_A 2.7730e-04 6.1457e-04 -6.6906e-04 b_brand_BestValue_B 3.3568e-04 7.7587e-04 -7.7530e-04 b_brand_Supermarket_A 1.7066e-04 5.4666e-04 -7.3051e-04 b_brand_Supermarket_B 5.2210e-04 7.9539e-04 -0.001332 b_brand_PainAway_A 2.2107e-04 5.4925e-04 -6.2879e-04 b_brand_PainAway_B 4.4458e-04 6.6325e-04 -5.7991e-04 b_country_CH_A -6.254e-05 -2.758e-05 -6.9291e-04 b_country_CH_B 1.7935e-04 1.1145e-04 -2.304e-05 b_country_DK_A -5.6128e-04 -6.7891e-04 -3.8864e-04 b_country_DK_B 1.6156e-04 -4.829e-06 -1.5675e-04 b_country_IND_A 1.4487e-04 3.4782e-04 7.368e-05 b_country_IND_B -4.7134e-04 -7.8269e-04 5.9814e-04 b_country_RUS_A 4.4381e-04 4.3579e-04 -3.471e-06 b_country_RUS_B -3.9260e-04 -4.1722e-04 3.6968e-04 b_country_BRA_A 4.6819e-04 6.1997e-04 -1.5011e-04 b_country_BRA_B 3.690e-05 -1.0452e-04 6.0084e-04 b_char_fast_A -5.687e-06 -4.391e-05 -9.613e-06 b_char_fast_B -7.631e-05 -7.866e-05 -1.7619e-04 b_char_double_A -7.631e-05 4.321e-06 -1.3116e-04 b_char_double_B -1.3317e-04 -1.3209e-04 -2.2977e-04 b_risk_A -3.265e-07 -4.522e-07 1.575e-07 b_risk_B 2.679e-07 3.912e-08 -4.790e-07 b_price_A 9.469e-05 1.5010e-04 1.6984e-04 b_price_B -8.395e-05 -1.1695e-04 -7.514e-05 delta_B -0.054889 -0.052479 0.026384 lambda_B -0.105796 -0.112551 0.044287 zeta_quality -6.3307e-04 -7.3746e-04 3.119e-05 zeta_ingredient 3.5468e-04 8.2714e-04 9.929e-05 zeta_patent 0.004618 0.007149 -4.0245e-04 zeta_dominance 1.7406e-04 2.416e-05 0.003024 tau_quality_1 0.001988 0.002065 -0.001105 tau_quality_2 0.002072 0.001944 -0.001017 tau_quality_3 0.001136 0.001150 -7.4716e-04 tau_quality_4 8.8269e-04 8.0342e-04 -0.001095 tau_ingredients_1 -0.001075 -0.001157 7.073e-05 tau_ingredients_2 -0.001057 -0.001125 8.0311e-04 tau_ingredients_3 -0.001319 -0.001400 0.001110 tau_ingredients_4 -0.001603 -0.002003 0.001441 tau_patent_1 7.3138e-04 -7.9993e-04 -7.4182e-04 tau_patent_2 0.002748 0.001729 -0.001002 tau_patent_3 0.009742 0.009149 -8.8698e-04 tau_patent_4 0.009149 0.015563 -0.001349 tau_dominance_1 -8.8698e-04 -0.001349 0.014058 tau_dominance_2 -9.1159e-04 -0.001188 0.006605 tau_dominance_3 -0.001266 -0.001176 0.001475 tau_dominance_4 -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_Novum_A 1.000000 -0.258099 0.260778 b_brand_Novum_B -0.258099 1.000000 -0.036373 b_brand_BestValue_A 0.260778 -0.036373 1.000000 b_brand_BestValue_B -0.058517 0.226345 -0.031157 b_brand_Supermarket_A 0.279306 -0.028314 0.778478 b_brand_Supermarket_B -0.039706 0.252008 0.072652 b_brand_PainAway_A 0.259873 -0.028320 0.747383 b_brand_PainAway_B -0.042317 0.222150 0.035492 b_country_CH_A -0.038939 0.026766 0.377602 b_country_CH_B 0.030338 -0.089621 -0.093729 b_country_DK_A 0.021788 -0.007699 0.277117 b_country_DK_B 0.011132 -0.076406 -0.070145 b_country_IND_A -0.032632 -0.001100 -0.347138 b_country_IND_B -0.013319 -0.014876 0.034018 b_country_RUS_A -0.057858 0.007941 -0.392328 b_country_RUS_B 0.021107 -0.039641 0.054676 b_country_BRA_A 0.014788 -0.020222 -0.350676 b_country_BRA_B -0.017520 0.007036 0.071333 b_char_fast_A -0.024650 0.025353 0.042741 b_char_fast_B 0.027135 -0.009579 0.014793 b_char_double_A 0.008940 0.030129 0.204872 b_char_double_B 0.028587 0.027177 -0.045824 b_risk_A 0.039693 -0.034622 -0.200923 b_risk_B -0.042737 0.032465 0.018230 b_price_A 0.055534 -0.031483 0.286536 b_price_B -0.040357 0.110064 -0.014628 delta_B 0.027759 -0.010581 0.067838 lambda_B 0.031699 -0.017441 0.028284 zeta_quality 0.016570 -0.016859 -0.021561 zeta_ingredient -0.005772 3.5860e-04 -0.020574 zeta_patent 4.7715e-04 0.001969 -0.010966 zeta_dominance -0.001651 0.002207 -0.008544 tau_quality_1 -0.007958 0.007878 0.004487 tau_quality_2 -0.003414 0.003589 -4.9651e-04 tau_quality_3 0.008327 -0.008535 -0.014347 tau_quality_4 0.009502 -0.009898 -0.015670 tau_ingredients_1 -0.002936 5.0076e-04 -0.007310 tau_ingredients_2 -0.003158 0.001405 -0.002718 tau_ingredients_3 -7.4296e-04 0.002051 0.013572 tau_ingredients_4 0.002068 6.1694e-04 0.016478 tau_patent_1 8.492e-05 -0.001717 4.1095e-04 tau_patent_2 0.003974 -0.004263 -0.002589 tau_patent_3 0.002853 -0.001684 -0.010810 tau_patent_4 3.3377e-04 7.4683e-04 -0.011004 tau_dominance_1 -0.001243 0.001570 -1.1024e-04 tau_dominance_2 -0.001933 0.002155 0.001566 tau_dominance_3 0.001827 -9.6510e-04 0.009930 tau_dominance_4 0.002267 -0.001595 0.010035 b_brand_BestValue_B b_brand_Supermarket_A b_brand_Supermarket_B b_brand_Novum_A -0.058517 0.279306 -0.039706 b_brand_Novum_B 0.226345 -0.028314 0.252008 b_brand_BestValue_A -0.031157 0.778478 0.072652 b_brand_BestValue_B 1.000000 0.042640 0.676473 b_brand_Supermarket_A 0.042640 1.000000 0.023668 b_brand_Supermarket_B 0.676473 0.023668 1.000000 b_brand_PainAway_A 0.048905 0.757272 0.089159 b_brand_PainAway_B 0.599195 0.038701 0.615180 b_country_CH_A -0.017222 0.380212 -0.022203 b_country_CH_B 0.186587 -0.100213 0.163689 b_country_DK_A -0.050325 0.293732 -0.075672 b_country_DK_B 0.178774 -0.082020 0.184533 b_country_IND_A 0.118283 -0.344309 0.108846 b_country_IND_B -0.487638 0.023206 -0.479431 b_country_RUS_A 0.074156 -0.404959 0.051028 b_country_RUS_B -0.444089 0.047426 -0.416342 b_country_BRA_A 0.068018 -0.404741 0.076093 b_country_BRA_B -0.374150 0.086508 -0.427237 b_char_fast_A 0.021685 0.105218 4.2597e-04 b_char_fast_B -0.009817 -0.008115 0.059371 b_char_double_A -0.024592 0.225057 -0.042724 b_char_double_B 0.088505 -0.059239 0.120289 b_risk_A -3.356e-05 -0.220132 -0.005490 b_risk_B -0.188850 0.020323 -0.189047 b_price_A -0.019992 0.261177 -0.010148 b_price_B 0.287783 -0.007037 0.249236 delta_B 0.079222 0.055199 0.129839 lambda_B 0.045683 0.013586 0.087415 zeta_quality -0.032672 -0.035126 -0.026807 zeta_ingredient -0.018757 -0.024843 -0.014494 zeta_patent 0.016515 -0.012132 0.024064 zeta_dominance -0.007226 -0.007947 -0.008232 tau_quality_1 0.009983 0.012503 0.003642 tau_quality_2 0.001898 0.003729 -0.002271 tau_quality_3 -0.020360 -0.021257 -0.018604 tau_quality_4 -0.022435 -0.023200 -0.020680 tau_ingredients_1 -0.005732 -0.009677 -0.001770 tau_ingredients_2 -0.001033 -0.004962 0.004105 tau_ingredients_3 0.012216 0.013157 0.016438 tau_ingredients_4 0.014330 0.017556 0.015864 tau_patent_1 -0.014239 0.001359 -0.021476 tau_patent_2 -0.011059 -0.002780 -0.015433 tau_patent_3 0.002080 -0.011940 0.004135 tau_patent_4 0.005836 -0.011682 0.008603 tau_dominance_1 1.5689e-04 -5.267e-05 0.001120 tau_dominance_2 0.001835 0.002037 0.002614 tau_dominance_3 0.006688 0.010734 0.008066 tau_dominance_4 0.006844 0.010038 0.008999 b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_brand_Novum_A 0.259873 -0.042317 -0.038939 b_brand_Novum_B -0.028320 0.222150 0.026766 b_brand_BestValue_A 0.747383 0.035492 0.377602 b_brand_BestValue_B 0.048905 0.599195 -0.017222 b_brand_Supermarket_A 0.757272 0.038701 0.380212 b_brand_Supermarket_B 0.089159 0.615180 -0.022203 b_brand_PainAway_A 1.000000 -0.016541 0.345894 b_brand_PainAway_B -0.016541 1.000000 -0.020419 b_country_CH_A 0.345894 -0.020419 1.000000 b_country_CH_B -0.095556 0.117116 -0.190701 b_country_DK_A 0.277873 -0.074987 0.496692 b_country_DK_B -0.085392 0.150091 -0.112623 b_country_IND_A -0.305240 0.095396 -0.011623 b_country_IND_B 0.009524 -0.410186 -6.0205e-04 b_country_RUS_A -0.343213 0.057777 -0.042581 b_country_RUS_B 0.038934 -0.361861 -0.007664 b_country_BRA_A -0.340307 0.063801 -0.051483 b_country_BRA_B 0.065503 -0.349368 0.010840 b_char_fast_A 0.010796 0.033588 0.064744 b_char_fast_B 0.020567 -0.047872 -0.024390 b_char_double_A 0.155328 -0.011883 0.057487 b_char_double_B -0.033734 0.038248 -0.025365 b_risk_A -0.100384 -0.015012 -0.078785 b_risk_B 0.003563 -0.074410 0.015384 b_price_A 0.326974 -0.029903 -0.087504 b_price_B -0.022683 0.335474 0.042782 delta_B 0.066186 0.098611 0.018917 lambda_B 0.022924 0.065675 0.013277 zeta_quality -0.018362 -0.040759 -0.017665 zeta_ingredient -0.014555 -0.028972 -0.002972 zeta_patent -0.018531 0.028365 -7.8891e-04 zeta_dominance -0.010799 -0.004462 -0.024601 tau_quality_1 0.002514 0.013545 0.009298 tau_quality_2 -0.002609 0.004585 0.004546 tau_quality_3 -0.014051 -0.023662 -0.009594 tau_quality_4 -0.014287 -0.027251 -0.010611 tau_ingredients_1 -0.003750 -0.010790 -0.001103 tau_ingredients_2 5.6714e-04 -0.004979 -1.2590e-04 tau_ingredients_3 0.011260 0.017451 4.5590e-04 tau_ingredients_4 0.012499 0.021881 4.9232e-04 tau_patent_1 0.004153 -0.021359 -8.7750e-04 tau_patent_2 -0.001592 -0.014345 -0.002906 tau_patent_3 -0.014799 0.007054 -0.002182 tau_patent_4 -0.015580 0.012167 -0.001028 tau_dominance_1 -0.001475 0.002345 -0.009148 tau_dominance_2 -3.5150e-04 0.005025 -0.007779 tau_dominance_3 0.009353 0.008976 0.007820 tau_dominance_4 0.010512 0.007422 0.011375 b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A 0.030338 0.021788 0.011132 b_brand_Novum_B -0.089621 -0.007699 -0.076406 b_brand_BestValue_A -0.093729 0.277117 -0.070145 b_brand_BestValue_B 0.186587 -0.050325 0.178774 b_brand_Supermarket_A -0.100213 0.293732 -0.082020 b_brand_Supermarket_B 0.163689 -0.075672 0.184533 b_brand_PainAway_A -0.095556 0.277873 -0.085392 b_brand_PainAway_B 0.117116 -0.074987 0.150091 b_country_CH_A -0.190701 0.496692 -0.112623 b_country_CH_B 1.000000 -0.079168 0.490613 b_country_DK_A -0.079168 1.000000 -0.201364 b_country_DK_B 0.490613 -0.201364 1.000000 b_country_IND_A 0.001183 0.054732 -0.024228 b_country_IND_B 0.022453 -0.007892 0.055988 b_country_RUS_A 0.011626 0.025646 -7.5375e-04 b_country_RUS_B -0.010094 -0.002006 0.012181 b_country_BRA_A 0.017457 0.031564 -0.015369 b_country_BRA_B -0.032067 -0.027931 0.014417 b_char_fast_A -0.030651 -0.036213 0.003336 b_char_fast_B 0.095039 0.010081 0.044359 b_char_double_A -0.017187 0.016824 0.009875 b_char_double_B 0.122851 0.013964 0.019320 b_risk_A 0.026053 0.020478 -0.008024 b_risk_B -0.056755 -0.023282 -0.008545 b_price_A 0.034865 -0.024879 0.011666 b_price_B -0.176329 0.009059 -0.079106 delta_B -0.029716 -0.008103 -0.025892 lambda_B -0.018092 0.002315 -0.019515 zeta_quality 0.022228 0.004984 0.002073 zeta_ingredient 0.006702 -0.009293 0.005790 zeta_patent -0.001721 -0.019640 0.012380 zeta_dominance 0.020520 -0.019692 0.017826 tau_quality_1 -0.010160 -5.2267e-04 3.2564e-04 tau_quality_2 -0.004646 1.7370e-04 0.001370 tau_quality_3 0.012509 0.002535 0.002573 tau_quality_4 0.013997 0.003321 0.002219 tau_ingredients_1 0.002213 -0.005457 0.001907 tau_ingredients_2 2.9447e-04 -0.005286 6.5082e-04 tau_ingredients_3 -0.003999 -7.5636e-04 -0.003066 tau_ingredients_4 -0.004408 0.002430 -0.004010 tau_patent_1 0.003102 0.011563 -0.004883 tau_patent_2 0.004227 0.005628 -6.8928e-04 tau_patent_3 0.002078 -0.007939 0.007108 tau_patent_4 4.9993e-04 -0.010436 0.008070 tau_dominance_1 0.006887 -0.008589 0.006340 tau_dominance_2 0.005413 -0.008564 0.005602 tau_dominance_3 -0.008059 0.002339 -0.005250 tau_dominance_4 -0.010741 0.006338 -0.008240 b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A -0.032632 -0.013319 -0.057858 b_brand_Novum_B -0.001100 -0.014876 0.007941 b_brand_BestValue_A -0.347138 0.034018 -0.392328 b_brand_BestValue_B 0.118283 -0.487638 0.074156 b_brand_Supermarket_A -0.344309 0.023206 -0.404959 b_brand_Supermarket_B 0.108846 -0.479431 0.051028 b_brand_PainAway_A -0.305240 0.009524 -0.343213 b_brand_PainAway_B 0.095396 -0.410186 0.057777 b_country_CH_A -0.011623 -6.0205e-04 -0.042581 b_country_CH_B 0.001183 0.022453 0.011626 b_country_DK_A 0.054732 -0.007892 0.025646 b_country_DK_B -0.024228 0.055988 -7.5375e-04 b_country_IND_A 1.000000 -0.199524 0.452085 b_country_IND_B -0.199524 1.000000 -0.079538 b_country_RUS_A 0.452085 -0.079538 1.000000 b_country_RUS_B -0.088406 0.437050 -0.191053 b_country_BRA_A 0.494091 -0.106671 0.458428 b_country_BRA_B -0.111790 0.467606 -0.105392 b_char_fast_A -0.094437 0.035157 -0.086588 b_char_fast_B 0.033517 -0.074774 0.020878 b_char_double_A -0.029359 0.019573 -0.017799 b_char_double_B 0.009208 -0.032407 0.002252 b_risk_A 0.064173 -0.023287 0.104660 b_risk_B -0.026345 0.083188 -0.013668 b_price_A 0.044537 -0.031569 0.046025 b_price_B -0.018959 0.038666 -0.001271 delta_B 0.045657 -0.048958 -0.003919 lambda_B 0.040441 -0.037773 0.003785 zeta_quality -0.010044 0.016792 -0.015382 zeta_ingredient -0.002211 0.010910 -0.014703 zeta_patent 0.015080 -0.010068 0.007911 zeta_dominance -0.009408 0.013458 -0.008142 tau_quality_1 0.002669 -0.006039 0.008566 tau_quality_2 4.0374e-04 -0.001966 0.004413 tau_quality_3 -0.006016 0.009477 -0.007594 tau_quality_4 -0.006940 0.010858 -0.008642 tau_ingredients_1 5.3048e-04 0.003782 -0.007921 tau_ingredients_2 0.002012 0.001270 -0.007015 tau_ingredients_3 0.002731 -0.004748 0.001149 tau_ingredients_4 0.002166 -0.006225 0.005323 tau_patent_1 -0.008440 0.005720 -0.003253 tau_patent_2 -0.002741 0.001583 -0.001061 tau_patent_3 0.006727 -0.003709 0.004081 tau_patent_4 0.007951 -0.004580 0.004961 tau_dominance_1 -0.003245 0.004769 -0.003666 tau_dominance_2 -0.002710 0.004015 -0.003501 tau_dominance_3 0.002332 -0.004087 -3.7709e-04 tau_dominance_4 0.003728 -0.006000 0.001271 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_brand_Novum_A 0.021107 0.014788 -0.017520 b_brand_Novum_B -0.039641 -0.020222 0.007036 b_brand_BestValue_A 0.054676 -0.350676 0.071333 b_brand_BestValue_B -0.444089 0.068018 -0.374150 b_brand_Supermarket_A 0.047426 -0.404741 0.086508 b_brand_Supermarket_B -0.416342 0.076093 -0.427237 b_brand_PainAway_A 0.038934 -0.340307 0.065503 b_brand_PainAway_B -0.361861 0.063801 -0.349368 b_country_CH_A -0.007664 -0.051483 0.010840 b_country_CH_B -0.010094 0.017457 -0.032067 b_country_DK_A -0.002006 0.031564 -0.027931 b_country_DK_B 0.012181 -0.015369 0.014417 b_country_IND_A -0.088406 0.494091 -0.111790 b_country_IND_B 0.437050 -0.106671 0.467606 b_country_RUS_A -0.191053 0.458428 -0.105392 b_country_RUS_B 1.000000 -0.092596 0.419227 b_country_BRA_A -0.092596 1.000000 -0.209877 b_country_BRA_B 0.419227 -0.209877 1.000000 b_char_fast_A 0.013135 -0.116398 0.040183 b_char_fast_B -0.066892 0.030286 -0.068380 b_char_double_A -0.006460 -0.058876 -0.015516 b_char_double_B -0.016278 0.005722 -0.018784 b_risk_A -0.006804 0.037324 -0.006554 b_risk_B 0.029899 0.003470 0.020821 b_price_A 0.003427 0.061567 8.3224e-04 b_price_B 0.011467 -0.009789 0.052334 delta_B -0.022044 0.009102 -0.013530 lambda_B -0.016485 0.013858 -0.016410 zeta_quality 0.025037 -0.016488 0.023460 zeta_ingredient 0.021240 0.004435 0.003067 zeta_patent -0.010230 0.017183 -0.019011 zeta_dominance 0.006859 -0.021412 0.018271 tau_quality_1 -0.011565 0.008143 -0.012566 tau_quality_2 -0.005055 0.003840 -0.007091 tau_quality_3 0.013538 -0.008322 0.011170 tau_quality_4 0.015216 -0.009552 0.013371 tau_ingredients_1 0.010176 0.003034 9.7302e-04 tau_ingredients_2 0.007711 0.003176 6.247e-05 tau_ingredients_3 -0.004781 -2.3664e-04 -3.6686e-04 tau_ingredients_4 -0.009790 -0.001822 -5.6651e-04 tau_patent_1 0.006578 -0.008074 0.009238 tau_patent_2 0.004056 -0.002329 0.003216 tau_patent_3 -0.003445 0.007904 -0.008842 tau_patent_4 -0.005098 0.009586 -0.010858 tau_dominance_1 0.002202 -0.008725 0.007735 tau_dominance_2 0.001810 -0.008049 0.007501 tau_dominance_3 -0.001073 0.003749 -0.002039 tau_dominance_4 -0.002349 0.007552 -0.005704 b_char_fast_A b_char_fast_B b_char_double_A b_brand_Novum_A -0.024650 0.027135 0.008940 b_brand_Novum_B 0.025353 -0.009579 0.030129 b_brand_BestValue_A 0.042741 0.014793 0.204872 b_brand_BestValue_B 0.021685 -0.009817 -0.024592 b_brand_Supermarket_A 0.105218 -0.008115 0.225057 b_brand_Supermarket_B 4.2597e-04 0.059371 -0.042724 b_brand_PainAway_A 0.010796 0.020567 0.155328 b_brand_PainAway_B 0.033588 -0.047872 -0.011883 b_country_CH_A 0.064744 -0.024390 0.057487 b_country_CH_B -0.030651 0.095039 -0.017187 b_country_DK_A -0.036213 0.010081 0.016824 b_country_DK_B 0.003336 0.044359 0.009875 b_country_IND_A -0.094437 0.033517 -0.029359 b_country_IND_B 0.035157 -0.074774 0.019573 b_country_RUS_A -0.086588 0.020878 -0.017799 b_country_RUS_B 0.013135 -0.066892 -0.006460 b_country_BRA_A -0.116398 0.030286 -0.058876 b_country_BRA_B 0.040183 -0.068380 -0.015516 b_char_fast_A 1.000000 -0.195769 0.403746 b_char_fast_B -0.195769 1.000000 -0.063577 b_char_double_A 0.403746 -0.063577 1.000000 b_char_double_B -0.082453 0.456682 -0.174261 b_risk_A -0.124018 0.026040 -0.040306 b_risk_B 0.027803 -0.071839 5.9661e-04 b_price_A -0.147589 0.028639 -0.137575 b_price_B 0.037888 -0.134045 0.035871 delta_B 0.008120 -0.005384 -0.030856 lambda_B 9.4308e-04 -0.007602 -0.026911 zeta_quality -0.005057 -0.001639 -0.034142 zeta_ingredient 0.014832 -0.015884 -0.014870 zeta_patent 0.017379 -0.017951 -0.002043 zeta_dominance 0.002787 -0.003644 -0.020259 tau_quality_1 0.001371 -5.613e-05 0.020591 tau_quality_2 4.1262e-04 -8.8393e-04 0.013937 tau_quality_3 -0.002321 -0.002208 -0.013214 tau_quality_4 -0.003201 -0.001572 -0.017546 tau_ingredients_1 0.008025 -0.007816 -0.009259 tau_ingredients_2 0.007490 -0.006578 -0.007921 tau_ingredients_3 0.001090 0.001850 0.002118 tau_ingredients_4 -0.003853 0.006492 0.005190 tau_patent_1 -0.012488 0.010892 0.003804 tau_patent_2 -0.007600 0.005901 0.003384 tau_patent_3 0.008249 -0.009718 -7.4039e-04 tau_patent_4 0.010237 -0.011555 -8.3410e-04 tau_dominance_1 0.002069 -0.001396 -0.008775 tau_dominance_2 0.002565 -0.001508 -0.008349 tau_dominance_3 6.4293e-04 8.8902e-04 0.001981 tau_dominance_4 -8.686e-05 0.001720 0.006016 b_char_double_B b_risk_A b_risk_B b_brand_Novum_A 0.028587 0.039693 -0.042737 b_brand_Novum_B 0.027177 -0.034622 0.032465 b_brand_BestValue_A -0.045824 -0.200923 0.018230 b_brand_BestValue_B 0.088505 -3.356e-05 -0.188850 b_brand_Supermarket_A -0.059239 -0.220132 0.020323 b_brand_Supermarket_B 0.120289 -0.005490 -0.189047 b_brand_PainAway_A -0.033734 -0.100384 0.003563 b_brand_PainAway_B 0.038248 -0.015012 -0.074410 b_country_CH_A -0.025365 -0.078785 0.015384 b_country_CH_B 0.122851 0.026053 -0.056755 b_country_DK_A 0.013964 0.020478 -0.023282 b_country_DK_B 0.019320 -0.008024 -0.008545 b_country_IND_A 0.009208 0.064173 -0.026345 b_country_IND_B -0.032407 -0.023287 0.083188 b_country_RUS_A 0.002252 0.104660 -0.013668 b_country_RUS_B -0.016278 -0.006804 0.029899 b_country_BRA_A 0.005722 0.037324 0.003470 b_country_BRA_B -0.018784 -0.006554 0.020821 b_char_fast_A -0.082453 -0.124018 0.027803 b_char_fast_B 0.456682 0.026040 -0.071839 b_char_double_A -0.174261 -0.040306 5.9661e-04 b_char_double_B 1.000000 0.013863 -0.036766 b_risk_A 0.013863 1.000000 -0.232465 b_risk_B -0.036766 -0.232465 1.000000 b_price_A 0.035133 0.130996 -0.021097 b_price_B -0.209168 -0.030944 0.096489 delta_B -0.010159 -0.006301 -0.003235 lambda_B -0.003528 0.005575 -0.003664 zeta_quality 0.034791 0.025889 -0.013924 zeta_ingredient 0.012512 0.019610 -0.014158 zeta_patent -0.003762 -0.014163 0.015030 zeta_dominance 0.021343 -0.016093 0.019070 tau_quality_1 -0.018098 -0.012164 0.008186 tau_quality_2 -0.010617 -0.005458 0.004709 tau_quality_3 0.016065 0.014448 -0.007093 tau_quality_4 0.019709 0.015868 -0.007992 tau_ingredients_1 0.006248 0.009424 -0.007682 tau_ingredients_2 0.004002 0.006322 -0.005952 tau_ingredients_3 -0.005761 -0.007506 0.003374 tau_ingredients_4 -0.007352 -0.011326 0.006566 tau_patent_1 0.002169 0.008288 -0.006870 tau_patent_2 0.001411 0.003802 -0.001959 tau_patent_3 4.124e-05 -0.005569 0.007713 tau_patent_4 -0.001058 -0.007440 0.009222 tau_dominance_1 0.007849 -0.006876 0.007017 tau_dominance_2 0.006736 -0.005771 0.005453 tau_dominance_3 -0.005539 0.002882 -0.005415 tau_dominance_4 -0.009051 0.004907 -0.007781 b_price_A b_price_B delta_B b_brand_Novum_A 0.055534 -0.040357 0.027759 b_brand_Novum_B -0.031483 0.110064 -0.010581 b_brand_BestValue_A 0.286536 -0.014628 0.067838 b_brand_BestValue_B -0.019992 0.287783 0.079222 b_brand_Supermarket_A 0.261177 -0.007037 0.055199 b_brand_Supermarket_B -0.010148 0.249236 0.129839 b_brand_PainAway_A 0.326974 -0.022683 0.066186 b_brand_PainAway_B -0.029903 0.335474 0.098611 b_country_CH_A -0.087504 0.042782 0.018917 b_country_CH_B 0.034865 -0.176329 -0.029716 b_country_DK_A -0.024879 0.009059 -0.008103 b_country_DK_B 0.011666 -0.079106 -0.025892 b_country_IND_A 0.044537 -0.018959 0.045657 b_country_IND_B -0.031569 0.038666 -0.048958 b_country_RUS_A 0.046025 -0.001271 -0.003919 b_country_RUS_B 0.003427 0.011467 -0.022044 b_country_BRA_A 0.061567 -0.009789 0.009102 b_country_BRA_B 8.3224e-04 0.052334 -0.013530 b_char_fast_A -0.147589 0.037888 0.008120 b_char_fast_B 0.028639 -0.134045 -0.005384 b_char_double_A -0.137575 0.035871 -0.030856 b_char_double_B 0.035133 -0.209168 -0.010159 b_risk_A 0.130996 -0.030944 -0.006301 b_risk_B -0.021097 0.096489 -0.003235 b_price_A 1.000000 -0.161764 0.016008 b_price_B -0.161764 1.000000 0.004499 delta_B 0.016008 0.004499 1.000000 lambda_B 0.010992 -0.002320 0.992608 zeta_quality 0.009412 -0.019186 -0.091295 zeta_ingredient -0.004654 -0.007037 0.084351 zeta_patent -0.002466 -1.1215e-04 -0.078273 zeta_dominance 0.005713 -0.010383 0.022547 tau_quality_1 -0.005501 0.008844 0.007970 tau_quality_2 -0.003312 0.004329 -0.028791 tau_quality_3 0.004638 -0.010579 -0.084490 tau_quality_4 0.005282 -0.011896 -0.075424 tau_ingredients_1 -0.002351 -0.002734 0.066153 tau_ingredients_2 -0.002242 -0.001003 0.070356 tau_ingredients_3 0.002031 0.003720 0.017782 tau_ingredients_4 0.003619 0.004403 -0.010441 tau_patent_1 0.001581 -0.001359 0.005498 tau_patent_2 0.002384 -0.002752 -0.031073 tau_patent_3 -9.9467e-04 -0.001811 -0.078727 tau_patent_4 -0.001994 -8.3974e-04 -0.073420 tau_dominance_1 0.002179 -0.003115 0.027624 tau_dominance_2 0.002452 -0.002806 0.037544 tau_dominance_3 -1.8062e-04 0.003167 0.031276 tau_dominance_4 -0.002056 0.005445 0.017282 lambda_B zeta_quality zeta_ingredient b_brand_Novum_A 0.031699 0.016570 -0.005772 b_brand_Novum_B -0.017441 -0.016859 3.5860e-04 b_brand_BestValue_A 0.028284 -0.021561 -0.020574 b_brand_BestValue_B 0.045683 -0.032672 -0.018757 b_brand_Supermarket_A 0.013586 -0.035126 -0.024843 b_brand_Supermarket_B 0.087415 -0.026807 -0.014494 b_brand_PainAway_A 0.022924 -0.018362 -0.014555 b_brand_PainAway_B 0.065675 -0.040759 -0.028972 b_country_CH_A 0.013277 -0.017665 -0.002972 b_country_CH_B -0.018092 0.022228 0.006702 b_country_DK_A 0.002315 0.004984 -0.009293 b_country_DK_B -0.019515 0.002073 0.005790 b_country_IND_A 0.040441 -0.010044 -0.002211 b_country_IND_B -0.037773 0.016792 0.010910 b_country_RUS_A 0.003785 -0.015382 -0.014703 b_country_RUS_B -0.016485 0.025037 0.021240 b_country_BRA_A 0.013858 -0.016488 0.004435 b_country_BRA_B -0.016410 0.023460 0.003067 b_char_fast_A 9.4308e-04 -0.005057 0.014832 b_char_fast_B -0.007602 -0.001639 -0.015884 b_char_double_A -0.026911 -0.034142 -0.014870 b_char_double_B -0.003528 0.034791 0.012512 b_risk_A 0.005575 0.025889 0.019610 b_risk_B -0.003664 -0.013924 -0.014158 b_price_A 0.010992 0.009412 -0.004654 b_price_B -0.002320 -0.019186 -0.007037 delta_B 0.992608 -0.091295 0.084351 lambda_B 1.000000 -0.082140 0.086912 zeta_quality -0.082140 1.000000 0.005307 zeta_ingredient 0.086912 0.005307 1.000000 zeta_patent -0.078139 -0.073390 0.001486 zeta_dominance 0.021551 0.007468 0.016217 tau_quality_1 0.024209 -0.419014 -0.031288 tau_quality_2 -0.007166 -0.225656 -0.019099 tau_quality_3 -0.063488 0.427718 0.025663 tau_quality_4 -0.058826 0.494918 0.033779 tau_ingredients_1 0.055917 0.030803 0.450592 tau_ingredients_2 0.054072 0.023648 0.363149 tau_ingredients_3 -0.006450 -0.016250 -0.181818 tau_ingredients_4 -0.031437 -0.031826 -0.372654 tau_patent_1 0.026393 0.073197 -0.035374 tau_patent_2 -0.005895 0.042139 -0.019226 tau_patent_3 -0.059916 -0.052825 0.028861 tau_patent_4 -0.059852 -0.076644 0.036774 tau_dominance_1 0.017871 0.020980 -0.011597 tau_dominance_2 0.023479 0.018170 -0.007199 tau_dominance_3 0.013726 -0.018629 0.009886 tau_dominance_4 0.003535 -0.026622 0.012715 zeta_patent zeta_dominance tau_quality_1 b_brand_Novum_A 4.7715e-04 -0.001651 -0.007958 b_brand_Novum_B 0.001969 0.002207 0.007878 b_brand_BestValue_A -0.010966 -0.008544 0.004487 b_brand_BestValue_B 0.016515 -0.007226 0.009983 b_brand_Supermarket_A -0.012132 -0.007947 0.012503 b_brand_Supermarket_B 0.024064 -0.008232 0.003642 b_brand_PainAway_A -0.018531 -0.010799 0.002514 b_brand_PainAway_B 0.028365 -0.004462 0.013545 b_country_CH_A -7.8891e-04 -0.024601 0.009298 b_country_CH_B -0.001721 0.020520 -0.010160 b_country_DK_A -0.019640 -0.019692 -5.2267e-04 b_country_DK_B 0.012380 0.017826 3.2564e-04 b_country_IND_A 0.015080 -0.009408 0.002669 b_country_IND_B -0.010068 0.013458 -0.006039 b_country_RUS_A 0.007911 -0.008142 0.008566 b_country_RUS_B -0.010230 0.006859 -0.011565 b_country_BRA_A 0.017183 -0.021412 0.008143 b_country_BRA_B -0.019011 0.018271 -0.012566 b_char_fast_A 0.017379 0.002787 0.001371 b_char_fast_B -0.017951 -0.003644 -5.613e-05 b_char_double_A -0.002043 -0.020259 0.020591 b_char_double_B -0.003762 0.021343 -0.018098 b_risk_A -0.014163 -0.016093 -0.012164 b_risk_B 0.015030 0.019070 0.008186 b_price_A -0.002466 0.005713 -0.005501 b_price_B -1.1215e-04 -0.010383 0.008844 delta_B -0.078273 0.022547 0.007970 lambda_B -0.078139 0.021551 0.024209 zeta_quality -0.073390 0.007468 -0.419014 zeta_ingredient 0.001486 0.016217 -0.031288 zeta_patent 1.000000 0.032152 0.071321 zeta_dominance 0.032152 1.000000 -0.028589 tau_quality_1 0.071321 -0.028589 1.000000 tau_quality_2 0.046090 -0.016793 0.703538 tau_quality_3 -0.059366 0.028252 0.067705 tau_quality_4 -0.077751 0.035766 -0.056167 tau_ingredients_1 0.032874 -0.018316 -0.111830 tau_ingredients_2 0.027305 -0.011412 -0.142112 tau_ingredients_3 -0.011730 0.006273 -0.142675 tau_ingredients_4 -0.026239 0.012387 -0.108613 tau_patent_1 -0.451830 -0.040591 0.096227 tau_patent_2 -0.225715 -0.018046 0.146602 tau_patent_3 0.405218 0.041500 0.174174 tau_patent_4 0.511425 0.053020 0.154471 tau_dominance_1 0.033022 0.333159 -0.085538 tau_dominance_2 0.026828 0.298588 -0.113158 tau_dominance_3 -0.023468 -0.215775 -0.107728 tau_dominance_4 -0.033766 -0.339735 -0.076959 tau_quality_2 tau_quality_3 tau_quality_4 b_brand_Novum_A -0.003414 0.008327 0.009502 b_brand_Novum_B 0.003589 -0.008535 -0.009898 b_brand_BestValue_A -4.9651e-04 -0.014347 -0.015670 b_brand_BestValue_B 0.001898 -0.020360 -0.022435 b_brand_Supermarket_A 0.003729 -0.021257 -0.023200 b_brand_Supermarket_B -0.002271 -0.018604 -0.020680 b_brand_PainAway_A -0.002609 -0.014051 -0.014287 b_brand_PainAway_B 0.004585 -0.023662 -0.027251 b_country_CH_A 0.004546 -0.009594 -0.010611 b_country_CH_B -0.004646 0.012509 0.013997 b_country_DK_A 1.7370e-04 0.002535 0.003321 b_country_DK_B 0.001370 0.002573 0.002219 b_country_IND_A 4.0374e-04 -0.006016 -0.006940 b_country_IND_B -0.001966 0.009477 0.010858 b_country_RUS_A 0.004413 -0.007594 -0.008642 b_country_RUS_B -0.005055 0.013538 0.015216 b_country_BRA_A 0.003840 -0.008322 -0.009552 b_country_BRA_B -0.007091 0.011170 0.013371 b_char_fast_A 4.1262e-04 -0.002321 -0.003201 b_char_fast_B -8.8393e-04 -0.002208 -0.001572 b_char_double_A 0.013937 -0.013214 -0.017546 b_char_double_B -0.010617 0.016065 0.019709 b_risk_A -0.005458 0.014448 0.015868 b_risk_B 0.004709 -0.007093 -0.007992 b_price_A -0.003312 0.004638 0.005282 b_price_B 0.004329 -0.010579 -0.011896 delta_B -0.028791 -0.084490 -0.075424 lambda_B -0.007166 -0.063488 -0.058826 zeta_quality -0.225656 0.427718 0.494918 zeta_ingredient -0.019099 0.025663 0.033779 zeta_patent 0.046090 -0.059366 -0.077751 zeta_dominance -0.016793 0.028252 0.035766 tau_quality_1 0.703538 0.067705 -0.056167 tau_quality_2 1.000000 0.276271 0.115285 tau_quality_3 0.276271 1.000000 0.695534 tau_quality_4 0.115285 0.695534 1.000000 tau_ingredients_1 -0.124918 -0.084359 -0.055242 tau_ingredients_2 -0.164487 -0.121532 -0.083181 tau_ingredients_3 -0.177760 -0.158340 -0.119327 tau_ingredients_4 -0.140863 -0.138782 -0.109446 tau_patent_1 0.138156 0.168140 0.141981 tau_patent_2 0.190819 0.187896 0.147139 tau_patent_3 0.195150 0.124205 0.076498 tau_patent_4 0.163054 0.081048 0.040035 tau_dominance_1 -0.096160 -0.064918 -0.042516 tau_dominance_2 -0.130876 -0.095833 -0.065477 tau_dominance_3 -0.136593 -0.127543 -0.097903 tau_dominance_4 -0.101479 -0.104964 -0.084082 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A -0.002936 -0.003158 -7.4296e-04 b_brand_Novum_B 5.0076e-04 0.001405 0.002051 b_brand_BestValue_A -0.007310 -0.002718 0.013572 b_brand_BestValue_B -0.005732 -0.001033 0.012216 b_brand_Supermarket_A -0.009677 -0.004962 0.013157 b_brand_Supermarket_B -0.001770 0.004105 0.016438 b_brand_PainAway_A -0.003750 5.6714e-04 0.011260 b_brand_PainAway_B -0.010790 -0.004979 0.017451 b_country_CH_A -0.001103 -1.2590e-04 4.5590e-04 b_country_CH_B 0.002213 2.9447e-04 -0.003999 b_country_DK_A -0.005457 -0.005286 -7.5636e-04 b_country_DK_B 0.001907 6.5082e-04 -0.003066 b_country_IND_A 5.3048e-04 0.002012 0.002731 b_country_IND_B 0.003782 0.001270 -0.004748 b_country_RUS_A -0.007921 -0.007015 0.001149 b_country_RUS_B 0.010176 0.007711 -0.004781 b_country_BRA_A 0.003034 0.003176 -2.3664e-04 b_country_BRA_B 9.7302e-04 6.247e-05 -3.6686e-04 b_char_fast_A 0.008025 0.007490 0.001090 b_char_fast_B -0.007816 -0.006578 0.001850 b_char_double_A -0.009259 -0.007921 0.002118 b_char_double_B 0.006248 0.004002 -0.005761 b_risk_A 0.009424 0.006322 -0.007506 b_risk_B -0.007682 -0.005952 0.003374 b_price_A -0.002351 -0.002242 0.002031 b_price_B -0.002734 -0.001003 0.003720 delta_B 0.066153 0.070356 0.017782 lambda_B 0.055917 0.054072 -0.006450 zeta_quality 0.030803 0.023648 -0.016250 zeta_ingredient 0.450592 0.363149 -0.181818 zeta_patent 0.032874 0.027305 -0.011730 zeta_dominance -0.018316 -0.011412 0.006273 tau_quality_1 -0.111830 -0.142112 -0.142675 tau_quality_2 -0.124918 -0.164487 -0.177760 tau_quality_3 -0.084359 -0.121532 -0.158340 tau_quality_4 -0.055242 -0.083181 -0.119327 tau_ingredients_1 1.000000 0.678075 0.172261 tau_ingredients_2 0.678075 1.000000 0.352752 tau_ingredients_3 0.172261 0.352752 1.000000 tau_ingredients_4 -0.001421 0.137146 0.680033 tau_patent_1 -0.117199 -0.148190 -0.146491 tau_patent_2 -0.131323 -0.173386 -0.188233 tau_patent_3 -0.089310 -0.129994 -0.171032 tau_patent_4 -0.062409 -0.094662 -0.135662 tau_dominance_1 0.047641 0.068811 0.086917 tau_dominance_2 0.070661 0.098672 0.118870 tau_dominance_3 0.090548 0.118449 0.131074 tau_dominance_4 0.073814 0.093895 0.100244 tau_ingredients_4 tau_patent_1 tau_patent_2 b_brand_Novum_A 0.002068 8.492e-05 0.003974 b_brand_Novum_B 6.1694e-04 -0.001717 -0.004263 b_brand_BestValue_A 0.016478 4.1095e-04 -0.002589 b_brand_BestValue_B 0.014330 -0.014239 -0.011059 b_brand_Supermarket_A 0.017556 0.001359 -0.002780 b_brand_Supermarket_B 0.015864 -0.021476 -0.015433 b_brand_PainAway_A 0.012499 0.004153 -0.001592 b_brand_PainAway_B 0.021881 -0.021359 -0.014345 b_country_CH_A 4.9232e-04 -8.7750e-04 -0.002906 b_country_CH_B -0.004408 0.003102 0.004227 b_country_DK_A 0.002430 0.011563 0.005628 b_country_DK_B -0.004010 -0.004883 -6.8928e-04 b_country_IND_A 0.002166 -0.008440 -0.002741 b_country_IND_B -0.006225 0.005720 0.001583 b_country_RUS_A 0.005323 -0.003253 -0.001061 b_country_RUS_B -0.009790 0.006578 0.004056 b_country_BRA_A -0.001822 -0.008074 -0.002329 b_country_BRA_B -5.6651e-04 0.009238 0.003216 b_char_fast_A -0.003853 -0.012488 -0.007600 b_char_fast_B 0.006492 0.010892 0.005901 b_char_double_A 0.005190 0.003804 0.003384 b_char_double_B -0.007352 0.002169 0.001411 b_risk_A -0.011326 0.008288 0.003802 b_risk_B 0.006566 -0.006870 -0.001959 b_price_A 0.003619 0.001581 0.002384 b_price_B 0.004403 -0.001359 -0.002752 delta_B -0.010441 0.005498 -0.031073 lambda_B -0.031437 0.026393 -0.005895 zeta_quality -0.031826 0.073197 0.042139 zeta_ingredient -0.372654 -0.035374 -0.019226 zeta_patent -0.026239 -0.451830 -0.225715 zeta_dominance 0.012387 -0.040591 -0.018046 tau_quality_1 -0.108613 0.096227 0.146602 tau_quality_2 -0.140863 0.138156 0.190819 tau_quality_3 -0.138782 0.168140 0.187896 tau_quality_4 -0.109446 0.141981 0.147139 tau_ingredients_1 -0.001421 -0.117199 -0.131323 tau_ingredients_2 0.137146 -0.148190 -0.173386 tau_ingredients_3 0.680033 -0.146491 -0.188233 tau_ingredients_4 1.000000 -0.111011 -0.149441 tau_patent_1 -0.111011 1.000000 0.673852 tau_patent_2 -0.149441 0.673852 1.000000 tau_patent_3 -0.149232 0.078088 0.327608 tau_patent_4 -0.122860 -0.059359 0.158407 tau_dominance_1 0.074999 -0.092429 -0.101451 tau_dominance_2 0.100235 -0.118673 -0.137096 tau_dominance_3 0.106002 -0.107341 -0.143512 tau_dominance_4 0.079952 -0.075323 -0.107202 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 0.002853 3.3377e-04 -0.001243 b_brand_Novum_B -0.001684 7.4683e-04 0.001570 b_brand_BestValue_A -0.010810 -0.011004 -1.1024e-04 b_brand_BestValue_B 0.002080 0.005836 1.5689e-04 b_brand_Supermarket_A -0.011940 -0.011682 -5.267e-05 b_brand_Supermarket_B 0.004135 0.008603 0.001120 b_brand_PainAway_A -0.014799 -0.015580 -0.001475 b_brand_PainAway_B 0.007054 0.012167 0.002345 b_country_CH_A -0.002182 -0.001028 -0.009148 b_country_CH_B 0.002078 4.9993e-04 0.006887 b_country_DK_A -0.007939 -0.010436 -0.008589 b_country_DK_B 0.007108 0.008070 0.006340 b_country_IND_A 0.006727 0.007951 -0.003245 b_country_IND_B -0.003709 -0.004580 0.004769 b_country_RUS_A 0.004081 0.004961 -0.003666 b_country_RUS_B -0.003445 -0.005098 0.002202 b_country_BRA_A 0.007904 0.009586 -0.008725 b_country_BRA_B -0.008842 -0.010858 0.007735 b_char_fast_A 0.008249 0.010237 0.002069 b_char_fast_B -0.009718 -0.011555 -0.001396 b_char_double_A -7.4039e-04 -8.3410e-04 -0.008775 b_char_double_B 4.124e-05 -0.001058 0.007849 b_risk_A -0.005569 -0.007440 -0.006876 b_risk_B 0.007713 0.009222 0.007017 b_price_A -9.9467e-04 -0.001994 0.002179 b_price_B -0.001811 -8.3974e-04 -0.003115 delta_B -0.078727 -0.073420 0.027624 lambda_B -0.059916 -0.059852 0.017871 zeta_quality -0.052825 -0.076644 0.020980 zeta_ingredient 0.028861 0.036774 -0.011597 zeta_patent 0.405218 0.511425 0.033022 zeta_dominance 0.041500 0.053020 0.333159 tau_quality_1 0.174174 0.154471 -0.085538 tau_quality_2 0.195150 0.163054 -0.096160 tau_quality_3 0.124205 0.081048 -0.064918 tau_quality_4 0.076498 0.040035 -0.042516 tau_ingredients_1 -0.089310 -0.062409 0.047641 tau_ingredients_2 -0.129994 -0.094662 0.068811 tau_ingredients_3 -0.171032 -0.135662 0.086917 tau_ingredients_4 -0.149232 -0.122860 0.074999 tau_patent_1 0.078088 -0.059359 -0.092429 tau_patent_2 0.327608 0.158407 -0.101451 tau_patent_3 1.000000 0.740513 -0.065393 tau_patent_4 0.740513 1.000000 -0.043140 tau_dominance_1 -0.065393 -0.043140 1.000000 tau_dominance_2 -0.100780 -0.071984 0.640009 tau_dominance_3 -0.141082 -0.115718 0.143729 tau_dominance_4 -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_Novum_A 1.000000 -0.311407 0.176733 b_brand_Novum_B -0.311407 1.000000 0.010640 b_brand_BestValue_A 0.176733 0.010640 1.000000 b_brand_BestValue_B -0.080763 0.254310 0.093718 b_brand_Supermarket_A 0.186201 0.029393 0.773931 b_brand_Supermarket_B -0.047834 0.243858 0.232591 b_brand_PainAway_A 0.125936 0.041690 0.763819 b_brand_PainAway_B -0.042190 0.220602 0.156958 b_country_CH_A -0.099055 0.062721 0.340811 b_country_CH_B 0.068489 -0.161158 -0.130036 b_country_DK_A 0.146105 -0.056108 0.166977 b_country_DK_B -0.009435 -0.093814 -0.064731 b_country_IND_A 0.011560 -0.007937 -0.294221 b_country_IND_B -0.023831 -0.025260 -0.016898 b_country_RUS_A 0.009382 -0.015007 -0.436915 b_country_RUS_B 0.018963 -0.061373 0.059042 b_country_BRA_A 0.057159 -0.043630 -0.336067 b_country_BRA_B -0.040475 0.054929 0.110632 b_char_fast_A -0.151387 0.086471 0.025333 b_char_fast_B 0.067634 -0.088136 0.025208 b_char_double_A -0.167587 0.081256 0.168838 b_char_double_B 0.080074 -0.043394 -0.035965 b_risk_A 0.132894 -0.102440 -0.195129 b_risk_B -0.095839 0.151433 -1.4927e-04 b_price_A 0.057833 -0.036681 0.232781 b_price_B -0.059168 0.142446 0.003731 delta_B 0.062649 -0.021138 0.351229 lambda_B 0.091585 -0.058928 0.258794 zeta_quality 0.074210 -0.068037 -0.069042 zeta_ingredient -0.033697 -0.010777 -0.057965 zeta_patent 0.047289 -0.022385 0.023178 zeta_dominance -0.017470 -0.013816 -0.049198 tau_quality_1 0.004003 0.035889 0.053930 tau_quality_2 2.7935e-04 0.007257 0.059608 tau_quality_3 0.046960 -0.004938 -0.020112 tau_quality_4 0.039578 -0.007885 -0.023047 tau_ingredients_1 -0.033206 -0.024971 -0.044933 tau_ingredients_2 -0.011372 -0.049128 -0.046424 tau_ingredients_3 -0.032890 0.008616 -0.049731 tau_ingredients_4 -0.027467 0.006774 0.003311 tau_patent_1 0.021544 0.020921 0.055911 tau_patent_2 0.043814 0.019262 0.020801 tau_patent_3 0.043282 -0.054985 0.021826 tau_patent_4 0.040823 -0.042142 0.038271 tau_dominance_1 1.6909e-04 -0.025108 -0.043838 tau_dominance_2 -0.034441 -0.006958 -0.054614 tau_dominance_3 -0.022666 -0.022621 -0.050219 tau_dominance_4 0.007817 0.016194 0.004828 b_brand_BestValue_B b_brand_Supermarket_A b_brand_Supermarket_B b_brand_Novum_A -0.080763 0.186201 -0.047834 b_brand_Novum_B 0.254310 0.029393 0.243858 b_brand_BestValue_A 0.093718 0.773931 0.232591 b_brand_BestValue_B 1.000000 0.168704 0.680599 b_brand_Supermarket_A 0.168704 1.000000 0.168925 b_brand_Supermarket_B 0.680599 0.168925 1.000000 b_brand_PainAway_A 0.194378 0.789901 0.257149 b_brand_PainAway_B 0.631462 0.144858 0.664223 b_country_CH_A 0.044851 0.379327 0.028758 b_country_CH_B 0.069832 -0.155567 0.084265 b_country_DK_A -0.082619 0.250595 -0.136457 b_country_DK_B 0.098575 -0.098383 0.134776 b_country_IND_A 0.159311 -0.274188 0.148120 b_country_IND_B -0.516025 -0.025566 -0.497831 b_country_RUS_A 0.062922 -0.402067 0.012071 b_country_RUS_B -0.465800 0.043281 -0.388764 b_country_BRA_A 0.073776 -0.414941 0.077003 b_country_BRA_B -0.361099 0.134870 -0.374248 b_char_fast_A 0.063414 0.119300 0.034417 b_char_fast_B -0.002532 -0.007420 0.077755 b_char_double_A -0.032770 0.159858 -0.054756 b_char_double_B 0.053405 -0.047631 0.108953 b_risk_A -0.098645 -0.216065 -0.108285 b_risk_B -0.081731 0.010529 -0.115323 b_price_A 0.001734 0.180659 0.028954 b_price_B 0.272754 0.011195 0.229758 delta_B 0.203600 0.280381 0.325643 lambda_B 0.112564 0.178786 0.221639 zeta_quality -0.106624 -0.091422 -0.104291 zeta_ingredient 3.6257e-04 -0.052854 0.022279 zeta_patent 0.017750 0.011220 0.018321 zeta_dominance 0.024929 -0.076862 0.054664 tau_quality_1 0.069886 0.077332 0.069249 tau_quality_2 0.029347 0.058849 0.007281 tau_quality_3 -0.012005 -0.025926 -0.014438 tau_quality_4 -7.6594e-04 -0.035281 -0.016080 tau_ingredients_1 -0.023393 -0.044721 -0.012778 tau_ingredients_2 -0.094122 -0.044252 -0.077649 tau_ingredients_3 -0.044066 -0.022037 -0.087078 tau_ingredients_4 -0.001835 0.007470 -0.037215 tau_patent_1 0.014280 0.049825 0.022613 tau_patent_2 0.040521 0.009485 0.043186 tau_patent_3 0.034320 0.013380 0.046742 tau_patent_4 0.062763 0.033911 0.056340 tau_dominance_1 -0.065989 -0.047680 -0.099301 tau_dominance_2 -0.006110 -0.057253 -0.065121 tau_dominance_3 -0.033619 -0.049774 -0.044510 tau_dominance_4 -0.003543 0.013097 -0.011739 b_brand_PainAway_A b_brand_PainAway_B b_country_CH_A b_brand_Novum_A 0.125936 -0.042190 -0.099055 b_brand_Novum_B 0.041690 0.220602 0.062721 b_brand_BestValue_A 0.763819 0.156958 0.340811 b_brand_BestValue_B 0.194378 0.631462 0.044851 b_brand_Supermarket_A 0.789901 0.144858 0.379327 b_brand_Supermarket_B 0.257149 0.664223 0.028758 b_brand_PainAway_A 1.000000 0.127414 0.365729 b_brand_PainAway_B 0.127414 1.000000 0.019254 b_country_CH_A 0.365729 0.019254 1.000000 b_country_CH_B -0.154941 0.043774 -0.200407 b_country_DK_A 0.237250 -0.128684 0.479657 b_country_DK_B -0.105144 0.101332 -0.121922 b_country_IND_A -0.194464 0.125414 0.006393 b_country_IND_B -0.051377 -0.460435 -0.005744 b_country_RUS_A -0.381020 0.046245 -0.078374 b_country_RUS_B 0.040318 -0.388344 -0.003678 b_country_BRA_A -0.319803 0.062344 -0.019278 b_country_BRA_B 0.103032 -0.295366 0.012894 b_char_fast_A 0.024675 0.061283 0.130715 b_char_fast_B 0.022022 -0.027318 -0.036629 b_char_double_A 0.055447 -0.014310 0.107647 b_char_double_B -0.018868 0.028576 -0.035205 b_risk_A -0.173442 -0.077956 0.018835 b_risk_B 0.013077 -0.061891 -0.013286 b_price_A 0.230310 0.007958 -0.146900 b_price_B 0.005312 0.321459 0.053400 delta_B 0.329825 0.268255 0.115225 lambda_B 0.219016 0.189953 0.097613 zeta_quality -0.062557 -0.109917 -0.044026 zeta_ingredient -0.024051 0.012629 0.039910 zeta_patent 0.011020 0.046534 -0.006088 zeta_dominance -0.068004 0.053207 -0.118604 tau_quality_1 0.072856 0.068510 0.080263 tau_quality_2 0.048386 0.020874 0.024502 tau_quality_3 -0.011316 -9.0167e-04 -0.019341 tau_quality_4 -0.011745 -0.017580 -0.029547 tau_ingredients_1 -0.025368 -0.040834 0.016619 tau_ingredients_2 -0.022183 -0.067334 0.009550 tau_ingredients_3 -0.022874 -0.046140 0.027036 tau_ingredients_4 -0.006597 -0.031781 -0.008072 tau_patent_1 0.045702 -0.018937 -0.030766 tau_patent_2 0.028402 0.009334 -0.010432 tau_patent_3 0.017148 0.044613 -0.007738 tau_patent_4 0.033708 0.052659 -0.002700 tau_dominance_1 -0.040603 -0.048444 -0.071369 tau_dominance_2 -0.057007 -0.007678 -0.056718 tau_dominance_3 -0.068424 -0.028573 -0.037953 tau_dominance_4 -0.012784 0.006223 -0.024542 b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A 0.068489 0.146105 -0.009435 b_brand_Novum_B -0.161158 -0.056108 -0.093814 b_brand_BestValue_A -0.130036 0.166977 -0.064731 b_brand_BestValue_B 0.069832 -0.082619 0.098575 b_brand_Supermarket_A -0.155567 0.250595 -0.098383 b_brand_Supermarket_B 0.084265 -0.136457 0.134776 b_brand_PainAway_A -0.154941 0.237250 -0.105144 b_brand_PainAway_B 0.043774 -0.128684 0.101332 b_country_CH_A -0.200407 0.479657 -0.121922 b_country_CH_B 1.000000 -0.039009 0.442770 b_country_DK_A -0.039009 1.000000 -0.205525 b_country_DK_B 0.442770 -0.205525 1.000000 b_country_IND_A -0.003213 0.049377 -0.033035 b_country_IND_B -0.016217 0.009705 0.030933 b_country_RUS_A 0.034728 0.012606 0.004067 b_country_RUS_B -0.036819 0.003594 0.008617 b_country_BRA_A 0.029871 0.033181 -0.014297 b_country_BRA_B -0.085798 -0.049727 0.020074 b_char_fast_A -0.073110 -0.084672 0.007065 b_char_fast_B 0.124735 0.028550 0.006660 b_char_double_A -0.020392 0.034413 0.014415 b_char_double_B 0.093671 0.032485 -0.052752 b_risk_A 0.039940 0.170752 -0.035939 b_risk_B -0.030656 -0.073840 0.059864 b_price_A 0.034113 -0.048170 0.013883 b_price_B -0.155245 -0.001229 -0.076712 delta_B -0.050157 -0.062550 -0.057602 lambda_B -0.003617 -0.018059 -0.049306 zeta_quality 0.054658 0.038012 0.009908 zeta_ingredient 0.032635 -0.015841 0.003188 zeta_patent -0.055464 -0.097224 0.006485 zeta_dominance 0.028352 -0.101466 0.032115 tau_quality_1 -0.069712 0.012620 -0.042258 tau_quality_2 -0.052779 -0.002270 -0.010897 tau_quality_3 -0.004545 0.001989 0.021299 tau_quality_4 0.008388 0.012496 0.014064 tau_ingredients_1 0.034865 -0.023215 -0.005308 tau_ingredients_2 0.063627 -0.019022 0.052256 tau_ingredients_3 -0.014738 1.8792e-04 -0.013430 tau_ingredients_4 -0.033967 0.015783 0.022615 tau_patent_1 0.038316 -0.043783 0.034494 tau_patent_2 0.021244 -0.017486 0.016113 tau_patent_3 0.035652 -0.062073 0.034357 tau_patent_4 0.017528 -0.059405 -8.1247e-04 tau_dominance_1 -0.003812 -0.035780 -0.027751 tau_dominance_2 -0.002860 -0.030078 0.015243 tau_dominance_3 -0.008006 -0.031976 -0.031864 tau_dominance_4 0.003148 -4.0151e-04 -0.009488 b_country_IND_A b_country_IND_B b_country_RUS_A b_brand_Novum_A 0.011560 -0.023831 0.009382 b_brand_Novum_B -0.007937 -0.025260 -0.015007 b_brand_BestValue_A -0.294221 -0.016898 -0.436915 b_brand_BestValue_B 0.159311 -0.516025 0.062922 b_brand_Supermarket_A -0.274188 -0.025566 -0.402067 b_brand_Supermarket_B 0.148120 -0.497831 0.012071 b_brand_PainAway_A -0.194464 -0.051377 -0.381020 b_brand_PainAway_B 0.125414 -0.460435 0.046245 b_country_CH_A 0.006393 -0.005744 -0.078374 b_country_CH_B -0.003213 -0.016217 0.034728 b_country_DK_A 0.049377 0.009705 0.012606 b_country_DK_B -0.033035 0.030933 0.004067 b_country_IND_A 1.000000 -0.224309 0.395590 b_country_IND_B -0.224309 1.000000 -0.060844 b_country_RUS_A 0.395590 -0.060844 1.000000 b_country_RUS_B -0.082990 0.406995 -0.192985 b_country_BRA_A 0.573036 -0.127336 0.554899 b_country_BRA_B -0.128256 0.463632 -0.146887 b_char_fast_A -0.125901 0.039348 -0.063707 b_char_fast_B 0.050988 -0.109790 0.026650 b_char_double_A -0.044799 0.034039 -0.038615 b_char_double_B 0.013700 -0.047875 0.003422 b_risk_A 0.090148 -0.005487 0.114304 b_risk_B -0.034350 0.078958 -0.017949 b_price_A 0.072966 -0.054533 0.055792 b_price_B -0.028183 0.091885 0.005556 delta_B 0.088636 -0.120039 -0.065256 lambda_B 0.066970 -0.089256 -0.045663 zeta_quality 0.004915 0.026418 -0.046684 zeta_ingredient 0.001654 -0.014378 -0.064050 zeta_patent 0.037367 -0.048806 0.064706 zeta_dominance 0.041485 -0.017636 0.006382 tau_quality_1 0.015926 -0.023951 0.020672 tau_quality_2 -0.004270 -0.002463 -0.008599 tau_quality_3 0.017296 0.006889 -0.037945 tau_quality_4 0.024340 -0.030497 -0.039878 tau_ingredients_1 -0.010698 0.013204 -0.031884 tau_ingredients_2 -0.027322 0.051833 -0.056318 tau_ingredients_3 0.002965 0.046441 0.002260 tau_ingredients_4 -1.5432e-04 0.007726 0.007501 tau_patent_1 0.011849 0.036640 -0.030657 tau_patent_2 0.046633 -0.020208 0.015803 tau_patent_3 0.015498 -0.051976 0.047386 tau_patent_4 0.029439 -0.068287 0.036815 tau_dominance_1 0.006561 0.054908 -3.0852e-04 tau_dominance_2 0.027476 -0.006572 0.019316 tau_dominance_3 0.027401 -0.001741 0.025141 tau_dominance_4 0.008020 -0.030150 -0.008910 b_country_RUS_B b_country_BRA_A b_country_BRA_B b_brand_Novum_A 0.018963 0.057159 -0.040475 b_brand_Novum_B -0.061373 -0.043630 0.054929 b_brand_BestValue_A 0.059042 -0.336067 0.110632 b_brand_BestValue_B -0.465800 0.073776 -0.361099 b_brand_Supermarket_A 0.043281 -0.414941 0.134870 b_brand_Supermarket_B -0.388764 0.077003 -0.374248 b_brand_PainAway_A 0.040318 -0.319803 0.103032 b_brand_PainAway_B -0.388344 0.062344 -0.295366 b_country_CH_A -0.003678 -0.019278 0.012894 b_country_CH_B -0.036819 0.029871 -0.085798 b_country_DK_A 0.003594 0.033181 -0.049727 b_country_DK_B 0.008617 -0.014297 0.020074 b_country_IND_A -0.082990 0.573036 -0.128256 b_country_IND_B 0.406995 -0.127336 0.463632 b_country_RUS_A -0.192985 0.554899 -0.146887 b_country_RUS_B 1.000000 -0.128371 0.489943 b_country_BRA_A -0.128371 1.000000 -0.233789 b_country_BRA_B 0.489943 -0.233789 1.000000 b_char_fast_A 0.015900 -0.131269 0.072582 b_char_fast_B -0.129632 0.050507 -0.140105 b_char_double_A -0.011289 -0.041280 -0.016477 b_char_double_B -0.021154 0.014446 -0.057712 b_risk_A -7.2285e-04 0.070637 -0.027106 b_risk_B 0.055459 -0.006721 0.018190 b_price_A 0.011412 0.126831 0.002335 b_price_B -0.032339 -0.011850 0.004135 delta_B -0.008953 0.037189 -0.010544 lambda_B 8.9565e-04 0.054216 -0.038734 zeta_quality 0.063005 -0.032431 0.029134 zeta_ingredient 0.044167 0.016942 -0.022963 zeta_patent -0.027688 0.078006 -0.052163 zeta_dominance 0.023131 0.006587 0.035535 tau_quality_1 -0.053429 0.056685 -0.042606 tau_quality_2 -0.023244 -0.016122 0.014921 tau_quality_3 0.016012 -0.030530 0.037819 tau_quality_4 0.035271 -0.019557 0.022339 tau_ingredients_1 -1.9005e-04 0.004193 -0.053821 tau_ingredients_2 0.039852 -0.007782 0.013485 tau_ingredients_3 0.002094 -0.003583 0.031191 tau_ingredients_4 -0.033645 0.019654 0.009101 tau_patent_1 0.019435 -0.023985 0.063563 tau_patent_2 -0.012092 0.013890 0.025656 tau_patent_3 -0.040812 0.047565 0.003697 tau_patent_4 -0.034316 0.049834 -0.008286 tau_dominance_1 0.031991 -0.012695 0.050118 tau_dominance_2 -0.017613 0.010179 -0.012580 tau_dominance_3 -0.014800 0.024180 -0.040519 tau_dominance_4 -0.036061 0.032573 -0.057430 b_char_fast_A b_char_fast_B b_char_double_A b_brand_Novum_A -0.151387 0.067634 -0.167587 b_brand_Novum_B 0.086471 -0.088136 0.081256 b_brand_BestValue_A 0.025333 0.025208 0.168838 b_brand_BestValue_B 0.063414 -0.002532 -0.032770 b_brand_Supermarket_A 0.119300 -0.007420 0.159858 b_brand_Supermarket_B 0.034417 0.077755 -0.054756 b_brand_PainAway_A 0.024675 0.022022 0.055447 b_brand_PainAway_B 0.061283 -0.027318 -0.014310 b_country_CH_A 0.130715 -0.036629 0.107647 b_country_CH_B -0.073110 0.124735 -0.020392 b_country_DK_A -0.084672 0.028550 0.034413 b_country_DK_B 0.007065 0.006660 0.014415 b_country_IND_A -0.125901 0.050988 -0.044799 b_country_IND_B 0.039348 -0.109790 0.034039 b_country_RUS_A -0.063707 0.026650 -0.038615 b_country_RUS_B 0.015900 -0.129632 -0.011289 b_country_BRA_A -0.131269 0.050507 -0.041280 b_country_BRA_B 0.072582 -0.140105 -0.016477 b_char_fast_A 1.000000 -0.197599 0.338689 b_char_fast_B -0.197599 1.000000 -0.051801 b_char_double_A 0.338689 -0.051801 1.000000 b_char_double_B -0.083476 0.454101 -0.175104 b_risk_A -0.139625 0.030895 -0.010719 b_risk_B 0.045393 -0.095091 -0.006141 b_price_A -0.211292 0.037304 -0.181919 b_price_B 0.056613 -0.126950 0.049827 delta_B 0.036403 4.0744e-04 -0.054225 lambda_B 0.007347 -0.002638 -0.044641 zeta_quality -0.010272 -1.3585e-04 -0.072229 zeta_ingredient 0.036339 -0.031223 0.025525 zeta_patent 9.964e-05 -0.017331 0.005435 zeta_dominance -0.009746 -0.007695 -0.065647 tau_quality_1 0.021209 0.001360 -0.005338 tau_quality_2 0.015714 -0.018300 0.025948 tau_quality_3 0.012605 -0.030049 -0.044315 tau_quality_4 -0.007351 -0.003980 -0.049220 tau_ingredients_1 0.033667 0.018384 0.027781 tau_ingredients_2 0.001561 4.2675e-04 0.025517 tau_ingredients_3 0.016118 0.002936 0.039777 tau_ingredients_4 0.003684 0.005358 0.035885 tau_patent_1 -0.006430 0.030254 0.042063 tau_patent_2 -0.012226 0.043264 -0.016778 tau_patent_3 -0.001137 -0.018576 -0.010738 tau_patent_4 -0.006947 -0.015151 4.8109e-04 tau_dominance_1 -0.001600 -0.035707 -0.015366 tau_dominance_2 -0.005876 -0.011959 -0.012164 tau_dominance_3 0.016274 0.018044 -0.022583 tau_dominance_4 -0.015641 0.009739 -0.005357 b_char_double_B b_risk_A b_risk_B b_brand_Novum_A 0.080074 0.132894 -0.095839 b_brand_Novum_B -0.043394 -0.102440 0.151433 b_brand_BestValue_A -0.035965 -0.195129 -1.4927e-04 b_brand_BestValue_B 0.053405 -0.098645 -0.081731 b_brand_Supermarket_A -0.047631 -0.216065 0.010529 b_brand_Supermarket_B 0.108953 -0.108285 -0.115323 b_brand_PainAway_A -0.018868 -0.173442 0.013077 b_brand_PainAway_B 0.028576 -0.077956 -0.061891 b_country_CH_A -0.035205 0.018835 -0.013286 b_country_CH_B 0.093671 0.039940 -0.030656 b_country_DK_A 0.032485 0.170752 -0.073840 b_country_DK_B -0.052752 -0.035939 0.059864 b_country_IND_A 0.013700 0.090148 -0.034350 b_country_IND_B -0.047875 -0.005487 0.078958 b_country_RUS_A 0.003422 0.114304 -0.017949 b_country_RUS_B -0.021154 -7.2285e-04 0.055459 b_country_BRA_A 0.014446 0.070637 -0.006721 b_country_BRA_B -0.057712 -0.027106 0.018190 b_char_fast_A -0.083476 -0.139625 0.045393 b_char_fast_B 0.454101 0.030895 -0.095091 b_char_double_A -0.175104 -0.010719 -0.006141 b_char_double_B 1.000000 0.012715 0.013371 b_risk_A 0.012715 1.000000 -0.256870 b_risk_B 0.013371 -0.256870 1.000000 b_price_A 0.042052 0.154052 -0.028475 b_price_B -0.210205 -0.048274 0.100787 delta_B -0.002993 -0.089249 -0.005594 lambda_B 0.008213 -0.036436 -0.016702 zeta_quality 0.040219 0.112878 -0.054879 zeta_ingredient 0.046383 0.087635 -0.048204 zeta_patent 0.021410 -0.077213 0.048967 zeta_dominance 0.039070 0.010201 0.010251 tau_quality_1 -0.017835 -0.029094 0.021438 tau_quality_2 -0.052245 -0.027676 0.052257 tau_quality_3 -0.030881 0.057901 -0.002563 tau_quality_4 -0.036378 0.052839 -0.004296 tau_ingredients_1 0.035486 0.043986 0.008767 tau_ingredients_2 -0.023581 0.053788 0.014813 tau_ingredients_3 -0.049293 0.008733 0.019428 tau_ingredients_4 -0.054685 0.033416 0.016734 tau_patent_1 -0.012419 -0.026354 -0.029585 tau_patent_2 -0.006075 -0.036440 -0.006514 tau_patent_3 -0.027656 -0.033719 0.027574 tau_patent_4 -0.021705 -0.036950 0.003186 tau_dominance_1 -0.039724 0.013538 -0.041035 tau_dominance_2 -0.004164 0.026282 -0.033752 tau_dominance_3 -0.015186 0.027044 0.002535 tau_dominance_4 -0.053410 -0.034308 0.009674 b_price_A b_price_B delta_B b_brand_Novum_A 0.057833 -0.059168 0.062649 b_brand_Novum_B -0.036681 0.142446 -0.021138 b_brand_BestValue_A 0.232781 0.003731 0.351229 b_brand_BestValue_B 0.001734 0.272754 0.203600 b_brand_Supermarket_A 0.180659 0.011195 0.280381 b_brand_Supermarket_B 0.028954 0.229758 0.325643 b_brand_PainAway_A 0.230310 0.005312 0.329825 b_brand_PainAway_B 0.007958 0.321459 0.268255 b_country_CH_A -0.146900 0.053400 0.115225 b_country_CH_B 0.034113 -0.155245 -0.050157 b_country_DK_A -0.048170 -0.001229 -0.062550 b_country_DK_B 0.013883 -0.076712 -0.057602 b_country_IND_A 0.072966 -0.028183 0.088636 b_country_IND_B -0.054533 0.091885 -0.120039 b_country_RUS_A 0.055792 0.005556 -0.065256 b_country_RUS_B 0.011412 -0.032339 -0.008953 b_country_BRA_A 0.126831 -0.011850 0.037189 b_country_BRA_B 0.002335 0.004135 -0.010544 b_char_fast_A -0.211292 0.056613 0.036403 b_char_fast_B 0.037304 -0.126950 4.0744e-04 b_char_double_A -0.181919 0.049827 -0.054225 b_char_double_B 0.042052 -0.210205 -0.002993 b_risk_A 0.154052 -0.048274 -0.089249 b_risk_B -0.028475 0.100787 -0.005594 b_price_A 1.000000 -0.149003 0.143276 b_price_B -0.149003 1.000000 0.003240 delta_B 0.143276 0.003240 1.000000 lambda_B 0.142271 -0.011166 0.970476 zeta_quality 0.015596 -0.009358 -0.126930 zeta_ingredient 0.022900 0.002211 0.056432 zeta_patent 0.026929 0.025980 -0.047438 zeta_dominance 0.097543 0.028568 0.018598 tau_quality_1 0.016717 0.020419 0.013018 tau_quality_2 0.021484 -0.011078 -0.066767 tau_quality_3 0.025748 -0.009073 -0.139045 tau_quality_4 0.023207 -0.041354 -0.101559 tau_ingredients_1 0.005294 2.1848e-04 0.020823 tau_ingredients_2 0.001101 -0.006810 0.011847 tau_ingredients_3 -0.022190 -0.017985 0.024722 tau_ingredients_4 0.022559 -0.013695 -0.004081 tau_patent_1 0.035806 -0.017195 0.030476 tau_patent_2 0.017839 -0.017670 -0.054881 tau_patent_3 0.030594 -0.036258 -0.083222 tau_patent_4 0.038369 -0.039963 -0.062953 tau_dominance_1 0.045680 -0.027015 0.033302 tau_dominance_2 0.058384 -0.041787 0.054830 tau_dominance_3 0.018542 -0.048156 0.070150 tau_dominance_4 0.003394 -0.020760 0.071506 lambda_B zeta_quality zeta_ingredient b_brand_Novum_A 0.091585 0.074210 -0.033697 b_brand_Novum_B -0.058928 -0.068037 -0.010777 b_brand_BestValue_A 0.258794 -0.069042 -0.057965 b_brand_BestValue_B 0.112564 -0.106624 3.6257e-04 b_brand_Supermarket_A 0.178786 -0.091422 -0.052854 b_brand_Supermarket_B 0.221639 -0.104291 0.022279 b_brand_PainAway_A 0.219016 -0.062557 -0.024051 b_brand_PainAway_B 0.189953 -0.109917 0.012629 b_country_CH_A 0.097613 -0.044026 0.039910 b_country_CH_B -0.003617 0.054658 0.032635 b_country_DK_A -0.018059 0.038012 -0.015841 b_country_DK_B -0.049306 0.009908 0.003188 b_country_IND_A 0.066970 0.004915 0.001654 b_country_IND_B -0.089256 0.026418 -0.014378 b_country_RUS_A -0.045663 -0.046684 -0.064050 b_country_RUS_B 8.9565e-04 0.063005 0.044167 b_country_BRA_A 0.054216 -0.032431 0.016942 b_country_BRA_B -0.038734 0.029134 -0.022963 b_char_fast_A 0.007347 -0.010272 0.036339 b_char_fast_B -0.002638 -1.3585e-04 -0.031223 b_char_double_A -0.044641 -0.072229 0.025525 b_char_double_B 0.008213 0.040219 0.046383 b_risk_A -0.036436 0.112878 0.087635 b_risk_B -0.016702 -0.054879 -0.048204 b_price_A 0.142271 0.015596 0.022900 b_price_B -0.011166 -0.009358 0.002211 delta_B 0.970476 -0.126930 0.056432 lambda_B 1.000000 -0.086769 0.080056 zeta_quality -0.086769 1.000000 0.002582 zeta_ingredient 0.080056 0.002582 1.000000 zeta_patent -0.052751 -0.117492 -0.004715 zeta_dominance 0.007374 0.038325 0.038671 tau_quality_1 0.018976 -0.422048 -0.047384 tau_quality_2 -0.049010 -0.218841 -0.053249 tau_quality_3 -0.106340 0.444400 0.027859 tau_quality_4 -0.075082 0.512118 0.027540 tau_ingredients_1 0.020645 0.025949 0.457755 tau_ingredients_2 0.010878 0.042599 0.383412 tau_ingredients_3 -0.001810 -0.012005 -0.166118 tau_ingredients_4 -0.046074 -0.055819 -0.362880 tau_patent_1 0.058411 0.100627 -0.044619 tau_patent_2 -0.024966 0.074381 -0.037468 tau_patent_3 -0.066380 -0.059679 0.034836 tau_patent_4 -0.055874 -0.055005 0.064277 tau_dominance_1 0.023132 0.002448 0.008119 tau_dominance_2 0.042988 0.041968 0.025492 tau_dominance_3 0.051632 -0.026113 0.030903 tau_dominance_4 0.058549 -0.064231 0.013343 zeta_patent zeta_dominance tau_quality_1 b_brand_Novum_A 0.047289 -0.017470 0.004003 b_brand_Novum_B -0.022385 -0.013816 0.035889 b_brand_BestValue_A 0.023178 -0.049198 0.053930 b_brand_BestValue_B 0.017750 0.024929 0.069886 b_brand_Supermarket_A 0.011220 -0.076862 0.077332 b_brand_Supermarket_B 0.018321 0.054664 0.069249 b_brand_PainAway_A 0.011020 -0.068004 0.072856 b_brand_PainAway_B 0.046534 0.053207 0.068510 b_country_CH_A -0.006088 -0.118604 0.080263 b_country_CH_B -0.055464 0.028352 -0.069712 b_country_DK_A -0.097224 -0.101466 0.012620 b_country_DK_B 0.006485 0.032115 -0.042258 b_country_IND_A 0.037367 0.041485 0.015926 b_country_IND_B -0.048806 -0.017636 -0.023951 b_country_RUS_A 0.064706 0.006382 0.020672 b_country_RUS_B -0.027688 0.023131 -0.053429 b_country_BRA_A 0.078006 0.006587 0.056685 b_country_BRA_B -0.052163 0.035535 -0.042606 b_char_fast_A 9.964e-05 -0.009746 0.021209 b_char_fast_B -0.017331 -0.007695 0.001360 b_char_double_A 0.005435 -0.065647 -0.005338 b_char_double_B 0.021410 0.039070 -0.017835 b_risk_A -0.077213 0.010201 -0.029094 b_risk_B 0.048967 0.010251 0.021438 b_price_A 0.026929 0.097543 0.016717 b_price_B 0.025980 0.028568 0.020419 delta_B -0.047438 0.018598 0.013018 lambda_B -0.052751 0.007374 0.018976 zeta_quality -0.117492 0.038325 -0.422048 zeta_ingredient -0.004715 0.038671 -0.047384 zeta_patent 1.000000 0.054892 0.131991 zeta_dominance 0.054892 1.000000 -0.044825 tau_quality_1 0.131991 -0.044825 1.000000 tau_quality_2 0.110201 -0.027987 0.703652 tau_quality_3 -0.020117 0.008928 0.056443 tau_quality_4 -0.050202 0.025156 -0.069643 tau_ingredients_1 0.045766 0.021157 -0.123062 tau_ingredients_2 0.032134 0.047641 -0.184147 tau_ingredients_3 -0.011846 0.023920 -0.130318 tau_ingredients_4 -0.053194 0.046052 -0.073480 tau_patent_1 -0.458077 -0.051018 0.075046 tau_patent_2 -0.228587 -0.056727 0.154821 tau_patent_3 0.412956 0.020741 0.196764 tau_patent_4 0.505821 0.002278 0.161734 tau_dominance_1 -0.029960 0.299991 -0.091049 tau_dominance_2 -0.016774 0.308038 -0.108909 tau_dominance_3 -0.077403 -0.208957 -0.112877 tau_dominance_4 -0.041115 -0.324023 -0.063189 tau_quality_2 tau_quality_3 tau_quality_4 b_brand_Novum_A 2.7935e-04 0.046960 0.039578 b_brand_Novum_B 0.007257 -0.004938 -0.007885 b_brand_BestValue_A 0.059608 -0.020112 -0.023047 b_brand_BestValue_B 0.029347 -0.012005 -7.6594e-04 b_brand_Supermarket_A 0.058849 -0.025926 -0.035281 b_brand_Supermarket_B 0.007281 -0.014438 -0.016080 b_brand_PainAway_A 0.048386 -0.011316 -0.011745 b_brand_PainAway_B 0.020874 -9.0167e-04 -0.017580 b_country_CH_A 0.024502 -0.019341 -0.029547 b_country_CH_B -0.052779 -0.004545 0.008388 b_country_DK_A -0.002270 0.001989 0.012496 b_country_DK_B -0.010897 0.021299 0.014064 b_country_IND_A -0.004270 0.017296 0.024340 b_country_IND_B -0.002463 0.006889 -0.030497 b_country_RUS_A -0.008599 -0.037945 -0.039878 b_country_RUS_B -0.023244 0.016012 0.035271 b_country_BRA_A -0.016122 -0.030530 -0.019557 b_country_BRA_B 0.014921 0.037819 0.022339 b_char_fast_A 0.015714 0.012605 -0.007351 b_char_fast_B -0.018300 -0.030049 -0.003980 b_char_double_A 0.025948 -0.044315 -0.049220 b_char_double_B -0.052245 -0.030881 -0.036378 b_risk_A -0.027676 0.057901 0.052839 b_risk_B 0.052257 -0.002563 -0.004296 b_price_A 0.021484 0.025748 0.023207 b_price_B -0.011078 -0.009073 -0.041354 delta_B -0.066767 -0.139045 -0.101559 lambda_B -0.049010 -0.106340 -0.075082 zeta_quality -0.218841 0.444400 0.512118 zeta_ingredient -0.053249 0.027859 0.027540 zeta_patent 0.110201 -0.020117 -0.050202 zeta_dominance -0.027987 0.008928 0.025156 tau_quality_1 0.703652 0.056443 -0.069643 tau_quality_2 1.000000 0.276103 0.112223 tau_quality_3 0.276103 1.000000 0.699255 tau_quality_4 0.112223 0.699255 1.000000 tau_ingredients_1 -0.178272 -0.073992 -0.047799 tau_ingredients_2 -0.222314 -0.122576 -0.073566 tau_ingredients_3 -0.200727 -0.126745 -0.092881 tau_ingredients_4 -0.163308 -0.154423 -0.104022 tau_patent_1 0.118898 0.113064 0.099965 tau_patent_2 0.198088 0.166935 0.131399 tau_patent_3 0.249782 0.113777 0.064835 tau_patent_4 0.185363 0.091136 0.046691 tau_dominance_1 -0.102105 -0.062310 -0.066942 tau_dominance_2 -0.121010 -0.098434 -0.047649 tau_dominance_3 -0.133233 -0.096746 -0.058336 tau_dominance_4 -0.140027 -0.104847 -0.086066 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A -0.033206 -0.011372 -0.032890 b_brand_Novum_B -0.024971 -0.049128 0.008616 b_brand_BestValue_A -0.044933 -0.046424 -0.049731 b_brand_BestValue_B -0.023393 -0.094122 -0.044066 b_brand_Supermarket_A -0.044721 -0.044252 -0.022037 b_brand_Supermarket_B -0.012778 -0.077649 -0.087078 b_brand_PainAway_A -0.025368 -0.022183 -0.022874 b_brand_PainAway_B -0.040834 -0.067334 -0.046140 b_country_CH_A 0.016619 0.009550 0.027036 b_country_CH_B 0.034865 0.063627 -0.014738 b_country_DK_A -0.023215 -0.019022 1.8792e-04 b_country_DK_B -0.005308 0.052256 -0.013430 b_country_IND_A -0.010698 -0.027322 0.002965 b_country_IND_B 0.013204 0.051833 0.046441 b_country_RUS_A -0.031884 -0.056318 0.002260 b_country_RUS_B -1.9005e-04 0.039852 0.002094 b_country_BRA_A 0.004193 -0.007782 -0.003583 b_country_BRA_B -0.053821 0.013485 0.031191 b_char_fast_A 0.033667 0.001561 0.016118 b_char_fast_B 0.018384 4.2675e-04 0.002936 b_char_double_A 0.027781 0.025517 0.039777 b_char_double_B 0.035486 -0.023581 -0.049293 b_risk_A 0.043986 0.053788 0.008733 b_risk_B 0.008767 0.014813 0.019428 b_price_A 0.005294 0.001101 -0.022190 b_price_B 2.1848e-04 -0.006810 -0.017985 delta_B 0.020823 0.011847 0.024722 lambda_B 0.020645 0.010878 -0.001810 zeta_quality 0.025949 0.042599 -0.012005 zeta_ingredient 0.457755 0.383412 -0.166118 zeta_patent 0.045766 0.032134 -0.011846 zeta_dominance 0.021157 0.047641 0.023920 tau_quality_1 -0.123062 -0.184147 -0.130318 tau_quality_2 -0.178272 -0.222314 -0.200727 tau_quality_3 -0.073992 -0.122576 -0.126745 tau_quality_4 -0.047799 -0.073566 -0.092881 tau_ingredients_1 1.000000 0.683715 0.177459 tau_ingredients_2 0.683715 1.000000 0.349515 tau_ingredients_3 0.177459 0.349515 1.000000 tau_ingredients_4 0.002292 0.132688 0.678129 tau_patent_1 -0.147484 -0.146184 -0.142444 tau_patent_2 -0.154373 -0.190671 -0.183730 tau_patent_3 -0.087351 -0.115514 -0.167343 tau_patent_4 -0.074368 -0.097230 -0.140476 tau_dominance_1 0.004782 0.073052 0.117198 tau_dominance_2 0.066027 0.126660 0.113155 tau_dominance_3 0.115408 0.128988 0.144811 tau_dominance_4 0.074613 0.092969 0.092493 tau_ingredients_4 tau_patent_1 tau_patent_2 b_brand_Novum_A -0.027467 0.021544 0.043814 b_brand_Novum_B 0.006774 0.020921 0.019262 b_brand_BestValue_A 0.003311 0.055911 0.020801 b_brand_BestValue_B -0.001835 0.014280 0.040521 b_brand_Supermarket_A 0.007470 0.049825 0.009485 b_brand_Supermarket_B -0.037215 0.022613 0.043186 b_brand_PainAway_A -0.006597 0.045702 0.028402 b_brand_PainAway_B -0.031781 -0.018937 0.009334 b_country_CH_A -0.008072 -0.030766 -0.010432 b_country_CH_B -0.033967 0.038316 0.021244 b_country_DK_A 0.015783 -0.043783 -0.017486 b_country_DK_B 0.022615 0.034494 0.016113 b_country_IND_A -1.5432e-04 0.011849 0.046633 b_country_IND_B 0.007726 0.036640 -0.020208 b_country_RUS_A 0.007501 -0.030657 0.015803 b_country_RUS_B -0.033645 0.019435 -0.012092 b_country_BRA_A 0.019654 -0.023985 0.013890 b_country_BRA_B 0.009101 0.063563 0.025656 b_char_fast_A 0.003684 -0.006430 -0.012226 b_char_fast_B 0.005358 0.030254 0.043264 b_char_double_A 0.035885 0.042063 -0.016778 b_char_double_B -0.054685 -0.012419 -0.006075 b_risk_A 0.033416 -0.026354 -0.036440 b_risk_B 0.016734 -0.029585 -0.006514 b_price_A 0.022559 0.035806 0.017839 b_price_B -0.013695 -0.017195 -0.017670 delta_B -0.004081 0.030476 -0.054881 lambda_B -0.046074 0.058411 -0.024966 zeta_quality -0.055819 0.100627 0.074381 zeta_ingredient -0.362880 -0.044619 -0.037468 zeta_patent -0.053194 -0.458077 -0.228587 zeta_dominance 0.046052 -0.051018 -0.056727 tau_quality_1 -0.073480 0.075046 0.154821 tau_quality_2 -0.163308 0.118898 0.198088 tau_quality_3 -0.154423 0.113064 0.166935 tau_quality_4 -0.104022 0.099965 0.131399 tau_ingredients_1 0.002292 -0.147484 -0.154373 tau_ingredients_2 0.132688 -0.146184 -0.190671 tau_ingredients_3 0.678129 -0.142444 -0.183730 tau_ingredients_4 1.000000 -0.093099 -0.124403 tau_patent_1 -0.093099 1.000000 0.676225 tau_patent_2 -0.124403 0.676225 1.000000 tau_patent_3 -0.169355 0.068897 0.324105 tau_patent_4 -0.167383 -0.059621 0.161373 tau_dominance_1 0.126727 -0.058174 -0.098403 tau_dominance_2 0.126317 -0.065211 -0.107686 tau_dominance_3 0.098176 -0.093284 -0.143850 tau_dominance_4 0.060222 -0.055771 -0.098804 tau_patent_3 tau_patent_4 tau_dominance_1 b_brand_Novum_A 0.043282 0.040823 1.6909e-04 b_brand_Novum_B -0.054985 -0.042142 -0.025108 b_brand_BestValue_A 0.021826 0.038271 -0.043838 b_brand_BestValue_B 0.034320 0.062763 -0.065989 b_brand_Supermarket_A 0.013380 0.033911 -0.047680 b_brand_Supermarket_B 0.046742 0.056340 -0.099301 b_brand_PainAway_A 0.017148 0.033708 -0.040603 b_brand_PainAway_B 0.044613 0.052659 -0.048444 b_country_CH_A -0.007738 -0.002700 -0.071369 b_country_CH_B 0.035652 0.017528 -0.003812 b_country_DK_A -0.062073 -0.059405 -0.035780 b_country_DK_B 0.034357 -8.1247e-04 -0.027751 b_country_IND_A 0.015498 0.029439 0.006561 b_country_IND_B -0.051976 -0.068287 0.054908 b_country_RUS_A 0.047386 0.036815 -3.0852e-04 b_country_RUS_B -0.040812 -0.034316 0.031991 b_country_BRA_A 0.047565 0.049834 -0.012695 b_country_BRA_B 0.003697 -0.008286 0.050118 b_char_fast_A -0.001137 -0.006947 -0.001600 b_char_fast_B -0.018576 -0.015151 -0.035707 b_char_double_A -0.010738 4.8109e-04 -0.015366 b_char_double_B -0.027656 -0.021705 -0.039724 b_risk_A -0.033719 -0.036950 0.013538 b_risk_B 0.027574 0.003186 -0.041035 b_price_A 0.030594 0.038369 0.045680 b_price_B -0.036258 -0.039963 -0.027015 delta_B -0.083222 -0.062953 0.033302 lambda_B -0.066380 -0.055874 0.023132 zeta_quality -0.059679 -0.055005 0.002448 zeta_ingredient 0.034836 0.064277 0.008119 zeta_patent 0.412956 0.505821 -0.029960 zeta_dominance 0.020741 0.002278 0.299991 tau_quality_1 0.196764 0.161734 -0.091049 tau_quality_2 0.249782 0.185363 -0.102105 tau_quality_3 0.113777 0.091136 -0.062310 tau_quality_4 0.064835 0.046691 -0.066942 tau_ingredients_1 -0.087351 -0.074368 0.004782 tau_ingredients_2 -0.115514 -0.097230 0.073052 tau_ingredients_3 -0.167343 -0.140476 0.117198 tau_ingredients_4 -0.169355 -0.167383 0.126727 tau_patent_1 0.068897 -0.059621 -0.058174 tau_patent_2 0.324105 0.161373 -0.098403 tau_patent_3 1.000000 0.742982 -0.075792 tau_patent_4 0.742982 1.000000 -0.091234 tau_dominance_1 -0.075792 -0.091234 1.000000 tau_dominance_2 -0.106071 -0.109404 0.639762 tau_dominance_3 -0.166594 -0.122486 0.161530 tau_dominance_4 -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 modelName "Hybrid_LC_with_OL" 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" 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_ingredients"]] = apollo_ol(ol_settings2, functionality) P[["indic_patent"]] = apollo_ol(ol_settings3, functionality) P[["indic_dominance"]] = apollo_ol(ol_settings4, functionality) P[["indic_quality"]] = apollo_panelProd(P[["indic_quality"]] , apollo_inputs, functionality) P[["indic_ingredients"]] = apollo_panelProd(P[["indic_ingredients"]], apollo_inputs, functionality) P[["indic_patent"]] = apollo_panelProd(P[["indic_patent"]] , apollo_inputs, 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) }