Model run by stephane.hess using Apollo 0.2.8 on R 4.0.5 for Darwin. 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 : 2022-10-08 21:27:20 Estimation method : bfgs Model diagnosis : successful convergence 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) : -45059.84 LL (whole model) at equal shares, LL(0) : -48026.58 LL (whole model) at observed shares, LL(C) : -45212.58 LL(final, whole model) : -37440.23 Rho-squared vs equal shares : 0.2204 Adj.Rho-squared vs equal shares : 0.2194 Rho-squared vs observed shares : 0.1719 Adj.Rho-squared vs observed shares : 0.1708 AIC : 74978.47 BIC : 75218.95 LL(0,indic_quality) : -1609.44 LL(final,indic_quality) : -1481.87 LL(0,indic_ingredients) : -1609.44 LL(final,indic_ingredients) : -1512.46 LL(0,indic_patent) : -1609.44 LL(final,indic_patent) : -1527.6 LL(0,indic_dominance) : -1609.44 LL(final,indic_dominance) : -1446.32 LL(0,Class_1) : -13862.94 LL(final,Class_1) : -10989.84 LL(0,Class_2) : -13862.94 LL(final,Class_2) : -10989.84 LL(0,choice) : -13862.94 LL(final,choice) : -10989.84 Estimated parameters : 49 Time taken (hh:mm:ss) : 00:24:9.04 pre-estimation : 00:01:22.54 estimation : 00:04:22.99 post-estimation : 00:18:23.51 Iterations : 67 Min abs eigenvalue of Hessian : 0 Unconstrained optimisation. These outputs have had the scaling used in estimation applied to them. 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 -0.280957 0.02800 -10.036 0.03262 -8.613 b_brand_Novum_B -0.280918 0.02409 -11.662 0.03262 -8.612 b_brand_BestValue_A -0.587342 0.07093 -8.281 0.07004 -8.385 b_brand_BestValue_B -0.587245 0.05915 -9.928 0.07004 -8.384 b_brand_Supermarket_A -0.262870 0.07256 -3.623 0.07271 -3.615 b_brand_Supermarket_B -0.262851 0.06095 -4.313 0.07271 -3.615 b_brand_PainAway_A -1.277434 0.07257 -17.604 0.07100 -17.992 b_brand_PainAway_B -1.277355 0.06004 -21.274 0.07100 -17.991 b_country_CH_A 0.684461 0.03881 17.635 0.03956 17.301 b_country_CH_B 0.684435 0.02924 23.409 0.03956 17.300 b_country_DK_A 0.344567 0.03747 9.196 0.03830 8.996 b_country_DK_B 0.344505 0.02507 13.742 0.03830 8.994 b_country_USA_A 0.000000 NA NA NA NA b_country_USA_B 0.000000 NA NA NA NA b_country_IND_A -0.303288 0.05807 -5.223 0.06078 -4.990 b_country_IND_B -0.303357 0.04296 -7.062 0.06078 -4.991 b_country_RUS_A -0.926565 0.06183 -14.986 0.06321 -14.658 b_country_RUS_B -0.926600 0.04843 -19.132 0.06321 -14.659 b_country_BRA_A -0.675791 0.06090 -11.096 0.06474 -10.439 b_country_BRA_B -0.675890 0.04239 -15.944 0.06474 -10.440 b_char_standard_A 0.000000 NA NA NA NA b_char_standard_B 0.000000 NA NA NA NA b_char_fast_A 0.793921 0.02914 27.244 0.03011 26.364 b_char_fast_B 0.793936 0.02294 34.607 0.03011 26.365 b_char_double_A 1.244164 0.03777 32.942 0.03793 32.804 b_char_double_B 1.244143 0.02901 42.892 0.03793 32.803 b_risk_A -0.001620 5.744e-05 -28.203 6.132e-05 -26.421 b_risk_B -0.001620 2.598e-05 -62.364 6.132e-05 -26.422 b_price_A -0.736176 0.01808 -40.719 0.01774 -41.491 b_price_B -0.736172 0.01409 -52.262 0.01774 -41.491 lambda_A 1.090161 0.03932 27.728 0.03849 28.324 lambda_B 1.090174 0.03492 31.220 0.03849 28.324 delta_A 0.000000 NA NA NA NA delta_B 1.627409 NaN NaN 0.35711 4.557 zeta_quality 0.813186 0.07383 11.014 0.07534 10.794 zeta_ingredient -0.709603 0.07020 -10.108 0.07246 -9.793 zeta_patent 0.894008 0.07506 11.911 0.07607 11.752 zeta_dominance -0.620675 0.06840 -9.074 0.06646 -9.339 tau_quality_1 -1.430781 0.08610 -16.617 0.08670 -16.503 tau_quality_2 -0.605681 0.07423 -8.159 0.07428 -8.154 tau_quality_3 1.359796 0.08506 15.987 0.08522 15.956 tau_quality_4 2.432342 0.11562 21.038 0.11492 21.165 tau_ingredients_1 -2.256052 0.10845 -20.803 0.11012 -20.487 tau_ingredients_2 -1.227863 0.08087 -15.182 0.08176 -15.017 tau_ingredients_3 0.530753 0.07158 7.414 0.07199 7.373 tau_ingredients_4 1.407985 0.08406 16.749 0.08321 16.921 tau_patent_1 -1.510364 0.08886 -16.997 0.08806 -17.151 tau_patent_2 -0.552147 0.07514 -7.348 0.07510 -7.353 tau_patent_3 1.215261 0.08364 14.530 0.08456 14.372 tau_patent_4 2.086448 0.10424 20.017 0.10408 20.047 tau_dominance_1 -2.394633 0.11359 -21.082 0.11272 -21.244 tau_dominance_2 -1.316119 0.08143 -16.162 0.08165 -16.118 tau_dominance_3 0.773318 0.07283 10.619 0.07302 10.591 tau_dominance_4 1.787409 0.09246 19.332 0.09280 19.260 Summary of class allocation for model component choice: Mean prob. Class_1 0.1642 Class_2 0.8358 Overview of choices for model component indic_quality: 1 2 3 4 5 Times chosen 220 151.0 398.0 130 101.0 Percentage chosen overall 22 15.1 39.8 13 10.1 Overview of choices for model component indic_ingredients: 1 2 3 4 5 Times chosen 113.0 136.0 372.0 164.0 215.0 Percentage chosen overall 11.3 13.6 37.2 16.4 21.5 Overview of choices for model component indic_patent: 1 2 3 4 5 Times chosen 211.0 171.0 358.0 121.0 139.0 Percentage chosen overall 21.1 17.1 35.8 12.1 13.9 Overview of choices for model component indic_dominance: 1 2 3 4 5 Times chosen 96.0 132.0 443.0 170 159.0 Percentage chosen overall 9.6 13.2 44.3 17 15.9 Overview of choices for MNL model component Class_1: alt1 alt2 alt3 alt4 Times available 10000.00 10000.00 10000.00 10000.00 Times chosen 3403.00 3546.00 1517.00 1534.00 Percentage chosen overall 34.03 35.46 15.17 15.34 Percentage chosen when available 34.03 35.46 15.17 15.34 Overview of choices for MNL model component Class_2: alt1 alt2 alt3 alt4 Times available 10000.00 10000.00 10000.00 10000.00 Times chosen 3403.00 3546.00 1517.00 1534.00 Percentage chosen overall 34.03 35.46 15.17 15.34 Percentage chosen when available 34.03 35.46 15.17 15.34 Classical covariance matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Novum_A 7.8379e-04 -6.344e-05 3.2558e-04 -1.7886e-04 b_brand_Novum_B -6.344e-05 5.8024e-04 -1.899e-05 3.0422e-04 b_brand_BestValue_A 3.2558e-04 -1.899e-05 0.005031 8.2109e-04 b_brand_BestValue_B -1.7886e-04 3.0422e-04 8.2109e-04 0.003499 b_brand_Supermarket_A 4.9045e-04 -2.436e-05 0.003881 9.6895e-04 b_brand_Supermarket_B -2.721e-05 3.5285e-04 0.001042 0.002891 b_brand_PainAway_A 4.0739e-04 -2.118e-05 0.003624 9.7569e-04 b_brand_PainAway_B -1.6800e-04 3.1997e-04 9.3545e-04 0.002622 b_country_CH_A -1.9091e-04 2.219e-05 6.3918e-04 -1.3655e-04 b_country_CH_B 1.4957e-04 -5.701e-05 7.282e-05 5.6252e-04 b_country_DK_A -1.5603e-04 1.542e-05 5.5828e-04 -1.0942e-04 b_country_DK_B 2.2106e-04 -5.568e-05 1.4944e-04 5.6763e-04 b_country_IND_A -1.0229e-04 4.303e-06 -0.001640 8.591e-05 b_country_IND_B 1.9732e-04 -5.797e-05 2.8382e-04 -8.1638e-04 b_country_RUS_A 2.616e-05 -9.015e-06 -0.001546 2.0197e-04 b_country_RUS_B 2.790e-05 -4.587e-05 1.4941e-04 -9.6182e-04 b_country_BRA_A -8.626e-05 -1.695e-06 -0.001560 3.572e-05 b_country_BRA_B 2.8671e-04 -3.701e-05 3.4701e-04 -6.7344e-04 b_char_fast_A -5.369e-05 7.667e-06 -5.398e-05 -4.006e-05 b_char_fast_B 1.302e-06 2.263e-06 4.019e-06 -3.567e-06 b_char_double_A 2.361e-05 7.335e-06 3.7460e-04 -4.570e-05 b_char_double_B 7.946e-05 3.216e-05 4.706e-05 3.1180e-04 b_risk_A -1.563e-07 4.968e-09 -8.304e-07 -1.187e-07 b_risk_B 4.961e-07 -4.301e-08 4.461e-07 -1.881e-08 b_price_A 4.447e-05 -4.067e-06 3.3974e-04 -1.520e-05 b_price_B -1.701e-05 2.495e-05 -3.057e-05 1.9486e-04 lambda_A 1.975e-05 -5.789e-08 -2.2258e-04 -3.430e-05 lambda_B -5.346e-05 -4.879e-06 -1.1296e-04 -2.3123e-04 delta_B 33.04 -3.391 27.420290 26.285480 zeta_quality -8.122e-07 -8.119e-07 1.160e-05 1.159e-05 zeta_ingredient -1.769e-06 -1.769e-06 -1.058e-05 -1.058e-05 zeta_patent 1.545e-06 1.545e-06 -2.382e-06 -2.383e-06 zeta_dominance 2.836e-08 2.807e-08 1.205e-05 1.205e-05 tau_quality_1 1.058e-06 1.059e-06 8.5318e-04 8.5319e-04 tau_quality_2 9.194e-07 9.202e-07 8.6156e-04 8.6157e-04 tau_quality_3 4.253e-07 4.258e-07 8.6881e-04 8.6882e-04 tau_quality_4 1.743e-07 1.747e-07 8.6423e-04 8.6424e-04 tau_ingredients_1 -9.840e-07 -9.845e-07 -7.5746e-04 -7.5747e-04 tau_ingredients_2 -6.573e-07 -6.578e-07 -7.6039e-04 -7.6040e-04 tau_ingredients_3 -8.258e-08 -8.319e-08 -7.5363e-04 -7.5364e-04 tau_ingredients_4 2.148e-07 2.141e-07 -7.4506e-04 -7.4507e-04 tau_patent_1 -9.293e-08 -9.186e-08 9.4149e-04 9.4150e-04 tau_patent_2 2.715e-08 2.798e-08 9.4936e-04 9.4937e-04 tau_patent_3 3.458e-07 3.463e-07 9.5355e-04 9.5356e-04 tau_patent_4 6.858e-07 6.862e-07 9.5001e-04 9.5002e-04 tau_dominance_1 -1.730e-07 -1.735e-07 -6.5451e-04 -6.5452e-04 tau_dominance_2 6.406e-08 6.358e-08 -6.5936e-04 -6.5936e-04 tau_dominance_3 5.814e-08 5.751e-08 -6.6029e-04 -6.6030e-04 tau_dominance_4 -2.689e-07 -2.695e-07 -6.5718e-04 -6.5719e-04 b_brand_Supermarket_A b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_brand_Novum_A 4.9045e-04 -2.721e-05 4.0739e-04 -1.6800e-04 b_brand_Novum_B -2.436e-05 3.5285e-04 -2.118e-05 3.1997e-04 b_brand_BestValue_A 0.003881 0.001042 0.003624 9.3545e-04 b_brand_BestValue_B 9.6895e-04 0.002891 9.7569e-04 0.002622 b_brand_Supermarket_A 0.005265 9.5917e-04 0.003730 9.7267e-04 b_brand_Supermarket_B 9.5917e-04 0.003714 0.001041 0.002778 b_brand_PainAway_A 0.003730 0.001041 0.005266 8.5887e-04 b_brand_PainAway_B 9.7267e-04 0.002778 8.5887e-04 0.003605 b_country_CH_A 6.8375e-04 -5.276e-05 5.3211e-04 -1.3348e-04 b_country_CH_B 9.480e-06 4.4368e-04 2.673e-05 4.6475e-04 b_country_DK_A 6.4675e-04 -4.445e-05 5.2477e-04 -1.1325e-04 b_country_DK_B 5.462e-05 4.1567e-04 7.273e-05 5.1480e-04 b_country_IND_A -0.001695 1.1406e-04 -0.001485 6.570e-05 b_country_IND_B 2.0624e-04 -0.001027 1.9887e-04 -7.4240e-04 b_country_RUS_A -0.001637 1.0267e-04 -0.001343 1.8263e-04 b_country_RUS_B 1.1869e-04 -0.001029 1.2507e-04 -8.2091e-04 b_country_BRA_A -0.001823 1.0926e-04 -0.001495 2.872e-05 b_country_BRA_B 2.4728e-04 -0.001103 2.4201e-04 -6.6388e-04 b_char_fast_A 7.349e-05 -1.582e-05 -1.1383e-04 -3.812e-05 b_char_fast_B -1.796e-05 5.701e-05 3.962e-06 -5.294e-05 b_char_double_A 4.5859e-04 -2.576e-05 2.7318e-04 -3.690e-05 b_char_double_B 9.027e-06 2.8967e-04 3.013e-05 2.3963e-04 b_risk_A -8.304e-07 3.086e-08 -2.891e-07 -1.308e-07 b_risk_B 2.665e-07 -4.806e-07 2.643e-07 2.614e-07 b_price_A 3.0846e-04 -1.686e-05 3.9875e-04 -1.882e-05 b_price_B -2.308e-05 1.8836e-04 -2.968e-05 2.3262e-04 lambda_A -2.0532e-04 -6.731e-05 -3.0513e-04 -3.527e-05 lambda_B -9.323e-05 -1.6419e-04 -9.407e-05 -2.7323e-04 delta_B 15.666096 -1.088362 16.865073 24.992045 zeta_quality -1.001e-06 -1.003e-06 8.999e-06 8.997e-06 zeta_ingredient -4.756e-06 -4.754e-06 -1.359e-05 -1.358e-05 zeta_patent 6.923e-06 6.922e-06 -4.321e-06 -4.323e-06 zeta_dominance 5.262e-06 5.263e-06 9.965e-06 9.966e-06 tau_quality_1 8.6030e-04 8.6031e-04 8.5300e-04 8.5301e-04 tau_quality_2 8.6641e-04 8.6642e-04 8.6131e-04 8.6132e-04 tau_quality_3 8.6660e-04 8.6661e-04 8.6854e-04 8.6854e-04 tau_quality_4 8.5878e-04 8.5879e-04 8.6354e-04 8.6354e-04 tau_ingredients_1 -7.5594e-04 -7.5595e-04 -7.5929e-04 -7.5930e-04 tau_ingredients_2 -7.5952e-04 -7.5953e-04 -7.6095e-04 -7.6096e-04 tau_ingredients_3 -7.5485e-04 -7.5486e-04 -7.5170e-04 -7.5171e-04 tau_ingredients_4 -7.4775e-04 -7.4776e-04 -7.4257e-04 -7.4258e-04 tau_patent_1 9.3859e-04 9.3861e-04 9.4109e-04 9.4109e-04 tau_patent_2 9.4907e-04 9.4909e-04 9.4886e-04 9.4887e-04 tau_patent_3 9.5735e-04 9.5736e-04 9.5393e-04 9.5394e-04 tau_patent_4 9.5513e-04 9.5514e-04 9.5032e-04 9.5033e-04 tau_dominance_1 -6.5820e-04 -6.5820e-04 -6.5605e-04 -6.5606e-04 tau_dominance_2 -6.6155e-04 -6.6156e-04 -6.6019e-04 -6.6020e-04 tau_dominance_3 -6.5928e-04 -6.5929e-04 -6.5888e-04 -6.5888e-04 tau_dominance_4 -6.5476e-04 -6.5476e-04 -6.5533e-04 -6.5533e-04 b_country_CH_A b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A -1.9091e-04 1.4957e-04 -1.5603e-04 2.2106e-04 b_brand_Novum_B 2.219e-05 -5.701e-05 1.542e-05 -5.568e-05 b_brand_BestValue_A 6.3918e-04 7.282e-05 5.5828e-04 1.4944e-04 b_brand_BestValue_B -1.3655e-04 5.6252e-04 -1.0942e-04 5.6763e-04 b_brand_Supermarket_A 6.8375e-04 9.480e-06 6.4675e-04 5.462e-05 b_brand_Supermarket_B -5.276e-05 4.4368e-04 -4.445e-05 4.1567e-04 b_brand_PainAway_A 5.3211e-04 2.673e-05 5.2477e-04 7.273e-05 b_brand_PainAway_B -1.3348e-04 4.6475e-04 -1.1325e-04 5.1480e-04 b_country_CH_A 0.001506 -2.357e-05 6.7617e-04 8.543e-05 b_country_CH_B -2.357e-05 8.5485e-04 2.236e-05 2.8417e-04 b_country_DK_A 6.7617e-04 2.236e-05 0.001404 9.544e-06 b_country_DK_B 8.543e-05 2.8417e-04 9.544e-06 6.2847e-04 b_country_IND_A -2.305e-05 4.658e-05 6.563e-05 4.694e-05 b_country_IND_B 1.4166e-04 -1.4363e-04 1.0490e-04 -1.7963e-04 b_country_RUS_A -2.600e-05 -6.678e-05 6.420e-05 -1.1151e-04 b_country_RUS_B 2.344e-05 -7.413e-05 1.588e-05 -2.441e-05 b_country_BRA_A -1.3320e-04 7.482e-05 -3.481e-05 8.883e-05 b_country_BRA_B 2.0450e-04 -2.7442e-04 1.5540e-04 -3.4950e-04 b_char_fast_A 6.343e-05 3.436e-05 4.449e-06 6.889e-05 b_char_fast_B -9.090e-06 6.057e-05 1.887e-06 2.398e-05 b_char_double_A 1.1264e-04 2.218e-05 -6.579e-08 5.057e-05 b_char_double_B 4.274e-05 2.606e-05 4.805e-05 -7.507e-05 b_risk_A -2.469e-07 1.348e-07 -1.326e-07 1.962e-07 b_risk_B 3.280e-07 -4.753e-07 2.649e-07 -6.334e-07 b_price_A -8.629e-05 2.123e-06 -3.330e-05 -2.215e-06 b_price_B -2.575e-06 -4.428e-05 -3.393e-06 -5.444e-06 lambda_A 8.352e-05 -3.388e-05 4.289e-05 -4.718e-05 lambda_B -4.114e-05 7.958e-05 -3.246e-05 8.153e-05 delta_B 21.427897 -25.38 18.234162 -39.30 zeta_quality 3.653e-06 3.654e-06 -3.237e-06 -3.236e-06 zeta_ingredient 1.540e-06 1.539e-06 -1.159e-06 -1.161e-06 zeta_patent 1.004e-06 1.005e-06 -4.638e-06 -4.637e-06 zeta_dominance -4.630e-07 -4.640e-07 2.524e-06 2.523e-06 tau_quality_1 -1.417e-06 -1.415e-06 1.909e-06 1.911e-06 tau_quality_2 -7.821e-07 -7.803e-07 1.320e-06 1.322e-06 tau_quality_3 8.885e-07 8.900e-07 -8.256e-07 -8.240e-07 tau_quality_4 1.589e-06 1.590e-06 -1.557e-06 -1.556e-06 tau_ingredients_1 1.239e-06 1.238e-06 -9.038e-07 -9.053e-07 tau_ingredients_2 5.617e-07 5.602e-07 -8.631e-07 -8.646e-07 tau_ingredients_3 -2.892e-07 -2.906e-07 -3.848e-07 -3.860e-07 tau_ingredients_4 -3.902e-07 -3.916e-07 -1.216e-08 -1.339e-08 tau_patent_1 -1.067e-06 -1.065e-06 2.663e-06 2.665e-06 tau_patent_2 -7.040e-07 -7.021e-07 1.399e-06 1.401e-06 tau_patent_3 -1.181e-07 -1.163e-07 -1.315e-06 -1.313e-06 tau_patent_4 -1.143e-07 -1.126e-07 -2.278e-06 -2.277e-06 tau_dominance_1 3.016e-07 3.004e-07 9.910e-07 9.897e-07 tau_dominance_2 3.569e-07 3.556e-07 7.350e-07 7.337e-07 tau_dominance_3 1.701e-07 1.686e-07 -8.538e-07 -8.551e-07 tau_dominance_4 9.019e-08 8.874e-08 -1.628e-06 -1.630e-06 b_country_IND_A b_country_IND_B b_country_RUS_A b_country_RUS_B b_brand_Novum_A -1.0229e-04 1.9732e-04 2.616e-05 2.790e-05 b_brand_Novum_B 4.303e-06 -5.797e-05 -9.015e-06 -4.587e-05 b_brand_BestValue_A -0.001640 2.8382e-04 -0.001546 1.4941e-04 b_brand_BestValue_B 8.591e-05 -8.1638e-04 2.0197e-04 -9.6182e-04 b_brand_Supermarket_A -0.001695 2.0624e-04 -0.001637 1.1869e-04 b_brand_Supermarket_B 1.1406e-04 -0.001027 1.0267e-04 -0.001029 b_brand_PainAway_A -0.001485 1.9887e-04 -0.001343 1.2507e-04 b_brand_PainAway_B 6.570e-05 -7.4240e-04 1.8263e-04 -8.2091e-04 b_country_CH_A -2.305e-05 1.4166e-04 -2.600e-05 2.344e-05 b_country_CH_B 4.658e-05 -1.4363e-04 -6.678e-05 -7.413e-05 b_country_DK_A 6.563e-05 1.0490e-04 6.420e-05 1.588e-05 b_country_DK_B 4.694e-05 -1.7963e-04 -1.1151e-04 -2.441e-05 b_country_IND_A 0.003372 -1.8494e-04 0.001622 -1.1615e-04 b_country_IND_B -1.8494e-04 0.001845 -2.2531e-04 9.4017e-04 b_country_RUS_A 0.001622 -2.2531e-04 0.003823 -3.0272e-04 b_country_RUS_B -1.1615e-04 9.4017e-04 -3.0272e-04 0.002346 b_country_BRA_A 0.001681 -5.552e-05 0.001712 -1.2437e-04 b_country_BRA_B -7.431e-05 7.0282e-04 -2.9107e-04 9.6421e-04 b_char_fast_A -1.1765e-04 8.069e-05 -9.485e-05 2.357e-05 b_char_fast_B 1.959e-05 -5.833e-05 1.548e-05 -7.301e-05 b_char_double_A -7.046e-05 5.646e-05 -6.582e-05 6.507e-06 b_char_double_B 3.377e-05 -1.1590e-04 -3.863e-05 -6.513e-05 b_risk_A 1.377e-07 1.878e-07 3.433e-07 9.296e-09 b_risk_B 1.139e-07 -4.422e-07 -2.826e-07 7.597e-08 b_price_A 3.205e-05 -1.824e-05 4.800e-05 -3.893e-06 b_price_B -1.570e-05 2.962e-05 3.910e-06 3.306e-05 lambda_A -1.839e-06 -4.844e-05 -1.3504e-04 2.862e-06 lambda_B -1.957e-05 5.320e-05 3.859e-05 -6.097e-05 delta_B 7.801718 -35.930437 -17.196025 -4.954793 zeta_quality 1.510e-05 1.511e-05 5.559e-06 5.560e-06 zeta_ingredient -4.211e-07 -4.222e-07 -2.495e-06 -2.495e-06 zeta_patent 1.773e-05 1.773e-05 -4.400e-06 -4.400e-06 zeta_dominance -4.559e-06 -4.560e-06 -4.131e-06 -4.132e-06 tau_quality_1 -7.607e-06 -7.606e-06 -3.637e-06 -3.639e-06 tau_quality_2 -4.105e-06 -4.105e-06 -2.657e-06 -2.659e-06 tau_quality_3 4.732e-06 4.733e-06 5.334e-07 5.326e-07 tau_quality_4 8.034e-06 8.036e-06 1.976e-06 1.976e-06 tau_ingredients_1 5.318e-08 5.219e-08 -5.094e-07 -5.085e-07 tau_ingredients_2 -1.786e-07 -1.795e-07 2.778e-07 2.788e-07 tau_ingredients_3 6.936e-07 6.928e-07 1.607e-06 1.608e-06 tau_ingredients_4 1.051e-06 1.050e-06 1.939e-06 1.940e-06 tau_patent_1 -8.999e-06 -8.998e-06 1.784e-06 1.782e-06 tau_patent_2 -3.789e-06 -3.788e-06 6.640e-07 6.624e-07 tau_patent_3 5.926e-06 5.927e-06 -1.308e-06 -1.309e-06 tau_patent_4 9.091e-06 9.093e-06 -1.968e-06 -1.969e-06 tau_dominance_1 -8.149e-07 -8.159e-07 -1.964e-06 -1.963e-06 tau_dominance_2 -4.790e-07 -4.799e-07 -1.185e-06 -1.184e-06 tau_dominance_3 1.531e-06 1.531e-06 1.140e-06 1.141e-06 tau_dominance_4 3.128e-06 3.127e-06 1.854e-06 1.856e-06 b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A -8.626e-05 2.8671e-04 -5.369e-05 1.302e-06 b_brand_Novum_B -1.695e-06 -3.701e-05 7.667e-06 2.263e-06 b_brand_BestValue_A -0.001560 3.4701e-04 -5.398e-05 4.019e-06 b_brand_BestValue_B 3.572e-05 -6.7344e-04 -4.006e-05 -3.567e-06 b_brand_Supermarket_A -0.001823 2.4728e-04 7.349e-05 -1.796e-05 b_brand_Supermarket_B 1.0926e-04 -0.001103 -1.582e-05 5.701e-05 b_brand_PainAway_A -0.001495 2.4201e-04 -1.1383e-04 3.962e-06 b_brand_PainAway_B 2.872e-05 -6.6388e-04 -3.812e-05 -5.294e-05 b_country_CH_A -1.3320e-04 2.0450e-04 6.343e-05 -9.090e-06 b_country_CH_B 7.482e-05 -2.7442e-04 3.436e-05 6.057e-05 b_country_DK_A -3.481e-05 1.5540e-04 4.449e-06 1.887e-06 b_country_DK_B 8.883e-05 -3.4950e-04 6.889e-05 2.398e-05 b_country_IND_A 0.001681 -7.431e-05 -1.1765e-04 1.959e-05 b_country_IND_B -5.552e-05 7.0282e-04 8.069e-05 -5.833e-05 b_country_RUS_A 0.001712 -2.9107e-04 -9.485e-05 1.548e-05 b_country_RUS_B -1.2437e-04 9.6421e-04 2.357e-05 -7.301e-05 b_country_BRA_A 0.003709 -1.2163e-04 -1.5905e-04 2.039e-05 b_country_BRA_B -1.2163e-04 0.001797 1.1230e-04 -7.630e-05 b_char_fast_A -1.5905e-04 1.1230e-04 8.4920e-04 -6.361e-05 b_char_fast_B 2.039e-05 -7.630e-05 -6.361e-05 5.2630e-04 b_char_double_A -1.3555e-04 5.909e-05 4.9668e-04 -3.572e-05 b_char_double_B 3.221e-05 -2.0020e-04 -1.214e-05 3.0952e-04 b_risk_A 3.116e-08 2.939e-07 -2.037e-07 7.338e-09 b_risk_B 2.313e-07 -7.613e-07 1.652e-07 -8.961e-08 b_price_A 7.620e-05 -1.591e-05 -7.753e-05 6.596e-06 b_price_B -1.337e-05 6.618e-05 2.417e-06 -4.784e-05 lambda_A -5.071e-05 -5.757e-05 9.461e-05 -5.747e-06 lambda_B -1.963e-05 5.281e-05 -2.360e-05 5.002e-05 delta_B 14.875752 -54.018315 10.20 0.1116 zeta_quality 1.385e-05 1.386e-05 -3.113e-06 -3.112e-06 zeta_ingredient 4.724e-07 4.711e-07 6.469e-06 6.469e-06 zeta_patent -4.396e-06 -4.394e-06 -7.793e-06 -7.792e-06 zeta_dominance -8.807e-06 -8.809e-06 4.123e-08 4.078e-08 tau_quality_1 -7.892e-06 -7.891e-06 4.119e-07 4.129e-07 tau_quality_2 -5.954e-06 -5.953e-06 -3.984e-07 -3.974e-07 tau_quality_3 1.909e-06 1.911e-06 -2.528e-06 -2.528e-06 tau_quality_4 5.594e-06 5.596e-06 -3.020e-06 -3.019e-06 tau_ingredients_1 2.476e-06 2.475e-06 3.914e-06 3.913e-06 tau_ingredients_2 2.537e-06 2.536e-06 2.172e-06 2.171e-06 tau_ingredients_3 1.624e-06 1.623e-06 -7.539e-07 -7.547e-07 tau_ingredients_4 9.335e-07 9.328e-07 -1.798e-06 -1.799e-06 tau_patent_1 1.465e-06 1.466e-06 2.596e-06 2.597e-06 tau_patent_2 -9.515e-08 -9.410e-08 9.710e-07 9.721e-07 tau_patent_3 -2.961e-06 -2.960e-06 -2.997e-06 -2.996e-06 tau_patent_4 -3.868e-06 -3.866e-06 -4.844e-06 -4.843e-06 tau_dominance_1 -2.984e-06 -2.985e-06 7.215e-07 7.208e-07 tau_dominance_2 -1.389e-06 -1.390e-06 5.311e-07 5.304e-07 tau_dominance_3 2.692e-06 2.691e-06 8.678e-09 7.903e-09 tau_dominance_4 3.870e-06 3.869e-06 1.793e-07 1.785e-07 b_char_double_A b_char_double_B b_risk_A b_risk_B b_brand_Novum_A 2.361e-05 7.946e-05 -1.563e-07 4.961e-07 b_brand_Novum_B 7.335e-06 3.216e-05 4.968e-09 -4.301e-08 b_brand_BestValue_A 3.7460e-04 4.706e-05 -8.304e-07 4.461e-07 b_brand_BestValue_B -4.570e-05 3.1180e-04 -1.187e-07 -1.881e-08 b_brand_Supermarket_A 4.5859e-04 9.027e-06 -8.304e-07 2.665e-07 b_brand_Supermarket_B -2.576e-05 2.8967e-04 3.086e-08 -4.806e-07 b_brand_PainAway_A 2.7318e-04 3.013e-05 -2.891e-07 2.643e-07 b_brand_PainAway_B -3.690e-05 2.3963e-04 -1.308e-07 2.614e-07 b_country_CH_A 1.1264e-04 4.274e-05 -2.469e-07 3.280e-07 b_country_CH_B 2.218e-05 2.606e-05 1.348e-07 -4.753e-07 b_country_DK_A -6.579e-08 4.805e-05 -1.326e-07 2.649e-07 b_country_DK_B 5.057e-05 -7.507e-05 1.962e-07 -6.334e-07 b_country_IND_A -7.046e-05 3.377e-05 1.377e-07 1.139e-07 b_country_IND_B 5.646e-05 -1.1590e-04 1.878e-07 -4.422e-07 b_country_RUS_A -6.582e-05 -3.863e-05 3.433e-07 -2.826e-07 b_country_RUS_B 6.507e-06 -6.513e-05 9.296e-09 7.597e-08 b_country_BRA_A -1.3555e-04 3.221e-05 3.116e-08 2.313e-07 b_country_BRA_B 5.909e-05 -2.0020e-04 2.939e-07 -7.613e-07 b_char_fast_A 4.9668e-04 -1.214e-05 -2.037e-07 1.652e-07 b_char_fast_B -3.572e-05 3.0952e-04 7.338e-09 -8.961e-08 b_char_double_A 0.001426 -8.365e-05 -1.447e-07 1.050e-07 b_char_double_B -8.365e-05 8.4136e-04 7.486e-08 -2.816e-07 b_risk_A -1.447e-07 7.486e-08 3.300e-09 2.287e-10 b_risk_B 1.050e-07 -2.816e-07 2.287e-10 6.750e-10 b_price_A -1.2379e-04 6.650e-06 1.379e-07 -2.941e-08 b_price_B 6.077e-06 -7.031e-05 -2.790e-08 1.166e-07 lambda_A 1.1012e-04 -2.168e-05 -9.639e-08 -1.059e-07 lambda_B -1.717e-05 8.680e-05 -5.286e-08 7.692e-08 delta_B 6.800883 -13.83 0.03251 -0.09272 zeta_quality -2.441e-06 -2.440e-06 2.131e-08 2.131e-08 zeta_ingredient 5.817e-06 5.816e-06 -9.753e-09 -9.755e-09 zeta_patent -5.287e-06 -5.287e-06 1.335e-08 1.335e-08 zeta_dominance 3.273e-06 3.273e-06 -6.322e-09 -6.324e-09 tau_quality_1 5.934e-07 5.949e-07 -7.629e-09 -7.627e-09 tau_quality_2 3.741e-07 3.755e-07 -3.225e-09 -3.224e-09 tau_quality_3 -1.136e-06 -1.135e-06 8.036e-09 8.038e-09 tau_quality_4 -1.857e-06 -1.855e-06 1.256e-08 1.256e-08 tau_ingredients_1 3.399e-06 3.398e-06 -5.047e-09 -5.049e-09 tau_ingredients_2 1.508e-06 1.506e-06 -2.587e-09 -2.589e-09 tau_ingredients_3 -1.103e-06 -1.104e-06 1.423e-09 1.421e-09 tau_ingredients_4 -1.808e-06 -1.809e-06 2.942e-09 2.941e-09 tau_patent_1 1.531e-06 1.533e-06 -5.047e-09 -5.045e-09 tau_patent_2 4.706e-07 4.722e-07 -1.842e-09 -1.840e-09 tau_patent_3 -2.220e-06 -2.219e-06 5.089e-09 5.090e-09 tau_patent_4 -3.532e-06 -3.530e-06 7.885e-09 7.887e-09 tau_dominance_1 2.246e-06 2.245e-06 -3.019e-09 -3.021e-09 tau_dominance_2 1.611e-06 1.610e-06 -1.718e-09 -1.720e-09 tau_dominance_3 -3.136e-07 -3.147e-07 1.660e-09 1.658e-09 tau_dominance_4 -8.237e-07 -8.248e-07 2.641e-09 2.639e-09 b_price_A b_price_B lambda_A lambda_B b_brand_Novum_A 4.447e-05 -1.701e-05 1.975e-05 -5.346e-05 b_brand_Novum_B -4.067e-06 2.495e-05 -5.789e-08 -4.879e-06 b_brand_BestValue_A 3.3974e-04 -3.057e-05 -2.2258e-04 -1.1296e-04 b_brand_BestValue_B -1.520e-05 1.9486e-04 -3.430e-05 -2.3123e-04 b_brand_Supermarket_A 3.0846e-04 -2.308e-05 -2.0532e-04 -9.323e-05 b_brand_Supermarket_B -1.686e-05 1.8836e-04 -6.731e-05 -1.6419e-04 b_brand_PainAway_A 3.9875e-04 -2.968e-05 -3.0513e-04 -9.407e-05 b_brand_PainAway_B -1.882e-05 2.3262e-04 -3.527e-05 -2.7323e-04 b_country_CH_A -8.629e-05 -2.575e-06 8.352e-05 -4.114e-05 b_country_CH_B 2.123e-06 -4.428e-05 -3.388e-05 7.958e-05 b_country_DK_A -3.330e-05 -3.393e-06 4.289e-05 -3.246e-05 b_country_DK_B -2.215e-06 -5.444e-06 -4.718e-05 8.153e-05 b_country_IND_A 3.205e-05 -1.570e-05 -1.839e-06 -1.957e-05 b_country_IND_B -1.824e-05 2.962e-05 -4.844e-05 5.320e-05 b_country_RUS_A 4.800e-05 3.910e-06 -1.3504e-04 3.859e-05 b_country_RUS_B -3.893e-06 3.306e-05 2.862e-06 -6.097e-05 b_country_BRA_A 7.620e-05 -1.337e-05 -5.071e-05 -1.963e-05 b_country_BRA_B -1.591e-05 6.618e-05 -5.757e-05 5.281e-05 b_char_fast_A -7.753e-05 2.417e-06 9.461e-05 -2.360e-05 b_char_fast_B 6.596e-06 -4.784e-05 -5.747e-06 5.002e-05 b_char_double_A -1.2379e-04 6.077e-06 1.1012e-04 -1.717e-05 b_char_double_B 6.650e-06 -7.031e-05 -2.168e-05 8.680e-05 b_risk_A 1.379e-07 -2.790e-08 -9.639e-08 -5.286e-08 b_risk_B -2.941e-08 1.166e-07 -1.059e-07 7.692e-08 b_price_A 3.2686e-04 -2.135e-05 -4.732e-05 5.179e-06 b_price_B -2.135e-05 1.9842e-04 6.411e-06 -3.227e-05 lambda_A -4.732e-05 6.411e-06 0.001546 7.0081e-04 lambda_B 5.179e-06 -3.227e-05 7.0081e-04 0.001219 delta_B -0.9579 2.453 -7.100724 10.447893 zeta_quality -2.218e-06 -2.218e-06 3.3867e-04 3.3868e-04 zeta_ingredient -1.302e-06 -1.302e-06 -3.1725e-04 -3.1726e-04 zeta_patent -1.978e-06 -1.978e-06 3.9311e-04 3.9312e-04 zeta_dominance 1.382e-06 1.382e-06 -2.8742e-04 -2.8743e-04 tau_quality_1 1.031e-06 1.031e-06 1.547e-05 1.548e-05 tau_quality_2 5.762e-07 5.757e-07 -7.244e-06 -7.237e-06 tau_quality_3 -6.335e-07 -6.340e-07 -5.069e-05 -5.069e-05 tau_quality_4 -1.168e-06 -1.168e-06 -5.386e-05 -5.385e-05 tau_ingredients_1 -7.271e-07 -7.266e-07 3.409e-05 3.409e-05 tau_ingredients_2 -3.931e-07 -3.926e-07 3.538e-05 3.538e-05 tau_ingredients_3 2.343e-07 2.348e-07 1.437e-05 1.436e-05 tau_ingredients_4 4.622e-07 4.627e-07 -1.241e-06 -1.246e-06 tau_patent_1 1.118e-06 1.118e-06 1.165e-05 1.166e-05 tau_patent_2 7.377e-07 7.372e-07 -1.616e-05 -1.615e-05 tau_patent_3 -1.707e-07 -1.711e-07 -5.511e-05 -5.510e-05 tau_patent_4 -6.141e-07 -6.145e-07 -5.837e-05 -5.836e-05 tau_dominance_1 2.969e-07 2.973e-07 2.505e-05 2.505e-05 tau_dominance_2 -1.525e-08 -1.489e-08 2.764e-05 2.763e-05 tau_dominance_3 -4.909e-07 -4.905e-07 8.412e-06 8.407e-06 tau_dominance_4 -7.084e-07 -7.080e-07 -3.178e-06 -3.183e-06 delta_B zeta_quality zeta_ingredient zeta_patent b_brand_Novum_A 33.04474 -8.122e-07 -1.769e-06 1.545e-06 b_brand_Novum_B -3.39055 -8.119e-07 -1.769e-06 1.545e-06 b_brand_BestValue_A 27.42029 1.160e-05 -1.058e-05 -2.382e-06 b_brand_BestValue_B 26.28548 1.159e-05 -1.058e-05 -2.383e-06 b_brand_Supermarket_A 15.66610 -1.001e-06 -4.756e-06 6.923e-06 b_brand_Supermarket_B -1.08836 -1.003e-06 -4.754e-06 6.922e-06 b_brand_PainAway_A 16.86507 8.999e-06 -1.359e-05 -4.321e-06 b_brand_PainAway_B 24.99204 8.997e-06 -1.358e-05 -4.323e-06 b_country_CH_A 21.42790 3.653e-06 1.540e-06 1.004e-06 b_country_CH_B -25.38117 3.654e-06 1.539e-06 1.005e-06 b_country_DK_A 18.23416 -3.237e-06 -1.159e-06 -4.638e-06 b_country_DK_B -39.29890 -3.236e-06 -1.161e-06 -4.637e-06 b_country_IND_A 7.80172 1.510e-05 -4.211e-07 1.773e-05 b_country_IND_B -35.93044 1.511e-05 -4.222e-07 1.773e-05 b_country_RUS_A -17.19603 5.559e-06 -2.495e-06 -4.400e-06 b_country_RUS_B -4.95479 5.560e-06 -2.495e-06 -4.400e-06 b_country_BRA_A 14.87575 1.385e-05 4.724e-07 -4.396e-06 b_country_BRA_B -54.01831 1.386e-05 4.711e-07 -4.394e-06 b_char_fast_A 10.20247 -3.113e-06 6.469e-06 -7.793e-06 b_char_fast_B 0.11165 -3.112e-06 6.469e-06 -7.792e-06 b_char_double_A 6.80088 -2.441e-06 5.817e-06 -5.287e-06 b_char_double_B -13.82579 -2.440e-06 5.816e-06 -5.287e-06 b_risk_A 0.03251 2.131e-08 -9.753e-09 1.335e-08 b_risk_B -0.09272 2.131e-08 -9.755e-09 1.335e-08 b_price_A -0.95794 -2.218e-06 -1.302e-06 -1.978e-06 b_price_B 2.45325 -2.218e-06 -1.302e-06 -1.978e-06 lambda_A -7.10072 3.3867e-04 -3.1725e-04 3.9311e-04 lambda_B 10.44789 3.3868e-04 -3.1726e-04 3.9312e-04 delta_B -6.014e+06 6.933e-05 -1.1766e-04 4.008e-05 zeta_quality 6.933e-05 0.005451 -4.4498e-04 4.7491e-04 zeta_ingredient -1.1766e-04 -4.4498e-04 0.004928 -4.6621e-04 zeta_patent 4.008e-05 4.7491e-04 -4.6621e-04 0.005634 zeta_dominance -8.623e-05 -3.4367e-04 2.9353e-04 -3.1597e-04 tau_quality_1 1.7841e-04 -0.001519 6.940e-05 -6.050e-05 tau_quality_2 1.6198e-04 -7.7144e-04 3.176e-05 -2.476e-05 tau_quality_3 1.2038e-04 0.001474 -6.492e-05 5.197e-05 tau_quality_4 1.1379e-04 0.002340 -1.0264e-04 7.621e-05 tau_ingredients_1 -1.3509e-04 -7.747e-05 0.001914 -7.676e-05 tau_ingredients_2 -1.2768e-04 -4.333e-05 0.001184 -3.702e-05 tau_ingredients_3 -1.1793e-04 3.093e-05 -4.3286e-04 3.434e-05 tau_ingredients_4 -1.1946e-04 6.366e-05 -0.001126 6.646e-05 tau_patent_1 2.1570e-04 -6.827e-05 7.288e-05 -0.001647 tau_patent_2 1.7823e-04 -3.202e-05 3.372e-05 -6.8063e-04 tau_patent_3 1.2322e-04 3.278e-05 -4.206e-05 0.001429 tau_patent_4 1.1048e-04 4.588e-05 -7.489e-05 0.002240 tau_dominance_1 -1.1398e-04 -3.148e-05 3.665e-05 -1.425e-05 tau_dominance_2 -1.1627e-04 -1.501e-05 2.467e-05 -8.633e-06 tau_dominance_3 -1.2609e-04 2.352e-05 -1.867e-05 1.691e-05 tau_dominance_4 -1.2807e-04 4.237e-05 -3.791e-05 3.327e-05 zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A 2.836e-08 1.058e-06 9.194e-07 4.253e-07 b_brand_Novum_B 2.807e-08 1.059e-06 9.202e-07 4.258e-07 b_brand_BestValue_A 1.205e-05 8.5318e-04 8.6156e-04 8.6881e-04 b_brand_BestValue_B 1.205e-05 8.5319e-04 8.6157e-04 8.6882e-04 b_brand_Supermarket_A 5.262e-06 8.6030e-04 8.6641e-04 8.6660e-04 b_brand_Supermarket_B 5.263e-06 8.6031e-04 8.6642e-04 8.6661e-04 b_brand_PainAway_A 9.965e-06 8.5300e-04 8.6131e-04 8.6854e-04 b_brand_PainAway_B 9.966e-06 8.5301e-04 8.6132e-04 8.6854e-04 b_country_CH_A -4.630e-07 -1.417e-06 -7.821e-07 8.885e-07 b_country_CH_B -4.640e-07 -1.415e-06 -7.803e-07 8.900e-07 b_country_DK_A 2.524e-06 1.909e-06 1.320e-06 -8.256e-07 b_country_DK_B 2.523e-06 1.911e-06 1.322e-06 -8.240e-07 b_country_IND_A -4.559e-06 -7.607e-06 -4.105e-06 4.732e-06 b_country_IND_B -4.560e-06 -7.606e-06 -4.105e-06 4.733e-06 b_country_RUS_A -4.131e-06 -3.637e-06 -2.657e-06 5.334e-07 b_country_RUS_B -4.132e-06 -3.639e-06 -2.659e-06 5.326e-07 b_country_BRA_A -8.807e-06 -7.892e-06 -5.954e-06 1.909e-06 b_country_BRA_B -8.809e-06 -7.891e-06 -5.953e-06 1.911e-06 b_char_fast_A 4.123e-08 4.119e-07 -3.984e-07 -2.528e-06 b_char_fast_B 4.078e-08 4.129e-07 -3.974e-07 -2.528e-06 b_char_double_A 3.273e-06 5.934e-07 3.741e-07 -1.136e-06 b_char_double_B 3.273e-06 5.949e-07 3.755e-07 -1.135e-06 b_risk_A -6.322e-09 -7.629e-09 -3.225e-09 8.036e-09 b_risk_B -6.324e-09 -7.627e-09 -3.224e-09 8.038e-09 b_price_A 1.382e-06 1.031e-06 5.762e-07 -6.335e-07 b_price_B 1.382e-06 1.031e-06 5.757e-07 -6.340e-07 lambda_A -2.8742e-04 1.547e-05 -7.244e-06 -5.069e-05 lambda_B -2.8743e-04 1.548e-05 -7.237e-06 -5.069e-05 delta_B -8.623e-05 1.7841e-04 1.6198e-04 1.2038e-04 zeta_quality -3.4367e-04 -0.001519 -7.7144e-04 0.001474 zeta_ingredient 2.9353e-04 6.940e-05 3.176e-05 -6.492e-05 zeta_patent -3.1597e-04 -6.050e-05 -2.476e-05 5.197e-05 zeta_dominance 0.004679 4.561e-05 2.478e-05 -2.408e-05 tau_quality_1 4.561e-05 0.007414 0.004460 0.001652 tau_quality_2 2.478e-05 0.004460 0.005511 0.002347 tau_quality_3 -2.408e-05 0.001652 0.002347 0.007235 tau_quality_4 -4.559e-05 0.001090 0.001811 0.006220 tau_ingredients_1 2.597e-05 -5.2679e-04 -5.4536e-04 -5.9174e-04 tau_ingredients_2 1.701e-05 -5.3967e-04 -5.5188e-04 -5.7904e-04 tau_ingredients_3 -1.730e-05 -5.6608e-04 -5.6247e-04 -5.4809e-04 tau_ingredients_4 -3.494e-05 -5.7687e-04 -5.6553e-04 -5.3332e-04 tau_patent_1 3.550e-05 7.2454e-04 7.1049e-04 6.7488e-04 tau_patent_2 2.089e-05 7.1170e-04 7.0803e-04 6.9245e-04 tau_patent_3 -5.773e-06 6.8597e-04 7.0004e-04 7.2459e-04 tau_patent_4 -8.441e-06 6.7976e-04 6.9783e-04 7.3233e-04 tau_dominance_1 0.001658 -4.7408e-04 -4.8244e-04 -5.0078e-04 tau_dominance_2 0.001050 -4.8078e-04 -4.8687e-04 -4.9796e-04 tau_dominance_3 -7.1113e-04 -4.9452e-04 -4.9267e-04 -4.8442e-04 tau_dominance_4 -0.001331 -5.0001e-04 -4.9375e-04 -4.7677e-04 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A 1.743e-07 -9.840e-07 -6.573e-07 -8.258e-08 b_brand_Novum_B 1.747e-07 -9.845e-07 -6.578e-07 -8.319e-08 b_brand_BestValue_A 8.6423e-04 -7.5746e-04 -7.6039e-04 -7.5363e-04 b_brand_BestValue_B 8.6424e-04 -7.5747e-04 -7.6040e-04 -7.5364e-04 b_brand_Supermarket_A 8.5878e-04 -7.5594e-04 -7.5952e-04 -7.5485e-04 b_brand_Supermarket_B 8.5879e-04 -7.5595e-04 -7.5953e-04 -7.5486e-04 b_brand_PainAway_A 8.6354e-04 -7.5929e-04 -7.6095e-04 -7.5170e-04 b_brand_PainAway_B 8.6354e-04 -7.5930e-04 -7.6096e-04 -7.5171e-04 b_country_CH_A 1.589e-06 1.239e-06 5.617e-07 -2.892e-07 b_country_CH_B 1.590e-06 1.238e-06 5.602e-07 -2.906e-07 b_country_DK_A -1.557e-06 -9.038e-07 -8.631e-07 -3.848e-07 b_country_DK_B -1.556e-06 -9.053e-07 -8.646e-07 -3.860e-07 b_country_IND_A 8.034e-06 5.318e-08 -1.786e-07 6.936e-07 b_country_IND_B 8.036e-06 5.219e-08 -1.795e-07 6.928e-07 b_country_RUS_A 1.976e-06 -5.094e-07 2.778e-07 1.607e-06 b_country_RUS_B 1.976e-06 -5.085e-07 2.788e-07 1.608e-06 b_country_BRA_A 5.594e-06 2.476e-06 2.537e-06 1.624e-06 b_country_BRA_B 5.596e-06 2.475e-06 2.536e-06 1.623e-06 b_char_fast_A -3.020e-06 3.914e-06 2.172e-06 -7.539e-07 b_char_fast_B -3.019e-06 3.913e-06 2.171e-06 -7.547e-07 b_char_double_A -1.857e-06 3.399e-06 1.508e-06 -1.103e-06 b_char_double_B -1.855e-06 3.398e-06 1.506e-06 -1.104e-06 b_risk_A 1.256e-08 -5.047e-09 -2.587e-09 1.423e-09 b_risk_B 1.256e-08 -5.049e-09 -2.589e-09 1.421e-09 b_price_A -1.168e-06 -7.271e-07 -3.931e-07 2.343e-07 b_price_B -1.168e-06 -7.266e-07 -3.926e-07 2.348e-07 lambda_A -5.386e-05 3.409e-05 3.538e-05 1.437e-05 lambda_B -5.385e-05 3.409e-05 3.538e-05 1.436e-05 delta_B 1.1379e-04 -1.3509e-04 -1.2768e-04 -1.1793e-04 zeta_quality 0.002340 -7.747e-05 -4.333e-05 3.093e-05 zeta_ingredient -1.0264e-04 0.001914 0.001184 -4.3286e-04 zeta_patent 7.621e-05 -7.676e-05 -3.702e-05 3.434e-05 zeta_dominance -4.559e-05 2.597e-05 1.701e-05 -1.730e-05 tau_quality_1 0.001090 -5.2679e-04 -5.3967e-04 -5.6608e-04 tau_quality_2 0.001811 -5.4536e-04 -5.5188e-04 -5.6247e-04 tau_quality_3 0.006220 -5.9174e-04 -5.7904e-04 -5.4809e-04 tau_quality_4 0.013367 -6.0882e-04 -5.8699e-04 -5.3960e-04 tau_ingredients_1 -6.0882e-04 0.011761 0.005579 0.001961 tau_ingredients_2 -5.8699e-04 0.005579 0.006541 0.002448 tau_ingredients_3 -5.3960e-04 0.001961 0.002448 0.005124 tau_ingredients_4 -5.1925e-04 0.001254 0.001743 0.004026 tau_patent_1 6.6153e-04 -5.7992e-04 -5.9573e-04 -6.2335e-04 tau_patent_2 6.8348e-04 -5.9979e-04 -6.0812e-04 -6.1900e-04 tau_patent_3 7.2570e-04 -6.4149e-04 -6.3181e-04 -6.0735e-04 tau_patent_4 7.3580e-04 -6.6112e-04 -6.4097e-04 -6.0117e-04 tau_dominance_1 -5.0765e-04 4.4986e-04 4.4143e-04 4.2147e-04 tau_dominance_2 -4.9999e-04 4.4389e-04 4.3795e-04 4.2355e-04 tau_dominance_3 -4.7834e-04 4.2233e-04 4.2366e-04 4.2859e-04 tau_dominance_4 -4.6825e-04 4.1381e-04 4.1723e-04 4.2977e-04 tau_ingredients_4 tau_patent_1 tau_patent_2 tau_patent_3 b_brand_Novum_A 2.148e-07 -9.293e-08 2.715e-08 3.458e-07 b_brand_Novum_B 2.141e-07 -9.186e-08 2.798e-08 3.463e-07 b_brand_BestValue_A -7.4506e-04 9.4149e-04 9.4936e-04 9.5355e-04 b_brand_BestValue_B -7.4507e-04 9.4150e-04 9.4937e-04 9.5356e-04 b_brand_Supermarket_A -7.4775e-04 9.3859e-04 9.4907e-04 9.5735e-04 b_brand_Supermarket_B -7.4776e-04 9.3861e-04 9.4909e-04 9.5736e-04 b_brand_PainAway_A -7.4257e-04 9.4109e-04 9.4886e-04 9.5393e-04 b_brand_PainAway_B -7.4258e-04 9.4109e-04 9.4887e-04 9.5394e-04 b_country_CH_A -3.902e-07 -1.067e-06 -7.040e-07 -1.181e-07 b_country_CH_B -3.916e-07 -1.065e-06 -7.021e-07 -1.163e-07 b_country_DK_A -1.216e-08 2.663e-06 1.399e-06 -1.315e-06 b_country_DK_B -1.339e-08 2.665e-06 1.401e-06 -1.313e-06 b_country_IND_A 1.051e-06 -8.999e-06 -3.789e-06 5.926e-06 b_country_IND_B 1.050e-06 -8.998e-06 -3.788e-06 5.927e-06 b_country_RUS_A 1.939e-06 1.784e-06 6.640e-07 -1.308e-06 b_country_RUS_B 1.940e-06 1.782e-06 6.624e-07 -1.309e-06 b_country_BRA_A 9.335e-07 1.465e-06 -9.515e-08 -2.961e-06 b_country_BRA_B 9.328e-07 1.466e-06 -9.410e-08 -2.960e-06 b_char_fast_A -1.798e-06 2.596e-06 9.710e-07 -2.997e-06 b_char_fast_B -1.799e-06 2.597e-06 9.721e-07 -2.996e-06 b_char_double_A -1.808e-06 1.531e-06 4.706e-07 -2.220e-06 b_char_double_B -1.809e-06 1.533e-06 4.722e-07 -2.219e-06 b_risk_A 2.942e-09 -5.047e-09 -1.842e-09 5.089e-09 b_risk_B 2.941e-09 -5.045e-09 -1.840e-09 5.090e-09 b_price_A 4.622e-07 1.118e-06 7.377e-07 -1.707e-07 b_price_B 4.627e-07 1.118e-06 7.372e-07 -1.711e-07 lambda_A -1.241e-06 1.165e-05 -1.616e-05 -5.511e-05 lambda_B -1.246e-06 1.166e-05 -1.615e-05 -5.510e-05 delta_B -1.1946e-04 2.1570e-04 1.7823e-04 1.2322e-04 zeta_quality 6.366e-05 -6.827e-05 -3.202e-05 3.278e-05 zeta_ingredient -0.001126 7.288e-05 3.372e-05 -4.206e-05 zeta_patent 6.646e-05 -0.001647 -6.8063e-04 0.001429 zeta_dominance -3.494e-05 3.550e-05 2.089e-05 -5.773e-06 tau_quality_1 -5.7687e-04 7.2454e-04 7.1170e-04 6.8597e-04 tau_quality_2 -5.6553e-04 7.1049e-04 7.0803e-04 7.0004e-04 tau_quality_3 -5.3332e-04 6.7488e-04 6.9245e-04 7.2459e-04 tau_quality_4 -5.1925e-04 6.6153e-04 6.8348e-04 7.2570e-04 tau_ingredients_1 0.001254 -5.7992e-04 -5.9979e-04 -6.4149e-04 tau_ingredients_2 0.001743 -5.9573e-04 -6.0812e-04 -6.3181e-04 tau_ingredients_3 0.004026 -6.2335e-04 -6.1900e-04 -6.0735e-04 tau_ingredients_4 0.007067 -6.3442e-04 -6.2170e-04 -5.9524e-04 tau_patent_1 -6.3442e-04 0.007896 0.004410 0.001808 tau_patent_2 -6.2170e-04 0.004410 0.005646 0.002676 tau_patent_3 -5.9524e-04 0.001808 0.002676 0.006995 tau_patent_4 -5.8370e-04 0.001252 0.002149 0.006067 tau_dominance_1 4.1245e-04 -5.2580e-04 -5.3245e-04 -5.4706e-04 tau_dominance_2 4.1667e-04 -5.2942e-04 -5.3541e-04 -5.4719e-04 tau_dominance_3 4.3058e-04 -5.4191e-04 -5.4042e-04 -5.3694e-04 tau_dominance_4 4.3581e-04 -5.4815e-04 -5.4165e-04 -5.2993e-04 tau_patent_4 tau_dominance_1 tau_dominance_2 tau_dominance_3 b_brand_Novum_A 6.858e-07 -1.730e-07 6.406e-08 5.814e-08 b_brand_Novum_B 6.862e-07 -1.735e-07 6.358e-08 5.751e-08 b_brand_BestValue_A 9.5001e-04 -6.5451e-04 -6.5936e-04 -6.6029e-04 b_brand_BestValue_B 9.5002e-04 -6.5452e-04 -6.5936e-04 -6.6030e-04 b_brand_Supermarket_A 9.5513e-04 -6.5820e-04 -6.6155e-04 -6.5928e-04 b_brand_Supermarket_B 9.5514e-04 -6.5820e-04 -6.6156e-04 -6.5929e-04 b_brand_PainAway_A 9.5032e-04 -6.5605e-04 -6.6019e-04 -6.5888e-04 b_brand_PainAway_B 9.5033e-04 -6.5606e-04 -6.6020e-04 -6.5888e-04 b_country_CH_A -1.143e-07 3.016e-07 3.569e-07 1.701e-07 b_country_CH_B -1.126e-07 3.004e-07 3.556e-07 1.686e-07 b_country_DK_A -2.278e-06 9.910e-07 7.350e-07 -8.538e-07 b_country_DK_B -2.277e-06 9.897e-07 7.337e-07 -8.551e-07 b_country_IND_A 9.091e-06 -8.149e-07 -4.790e-07 1.531e-06 b_country_IND_B 9.093e-06 -8.159e-07 -4.799e-07 1.531e-06 b_country_RUS_A -1.968e-06 -1.964e-06 -1.185e-06 1.140e-06 b_country_RUS_B -1.969e-06 -1.963e-06 -1.184e-06 1.141e-06 b_country_BRA_A -3.868e-06 -2.984e-06 -1.389e-06 2.692e-06 b_country_BRA_B -3.866e-06 -2.985e-06 -1.390e-06 2.691e-06 b_char_fast_A -4.844e-06 7.215e-07 5.311e-07 8.678e-09 b_char_fast_B -4.843e-06 7.208e-07 5.304e-07 7.903e-09 b_char_double_A -3.532e-06 2.246e-06 1.611e-06 -3.136e-07 b_char_double_B -3.530e-06 2.245e-06 1.610e-06 -3.147e-07 b_risk_A 7.885e-09 -3.019e-09 -1.718e-09 1.660e-09 b_risk_B 7.887e-09 -3.021e-09 -1.720e-09 1.658e-09 b_price_A -6.141e-07 2.969e-07 -1.525e-08 -4.909e-07 b_price_B -6.145e-07 2.973e-07 -1.489e-08 -4.905e-07 lambda_A -5.837e-05 2.505e-05 2.764e-05 8.412e-06 lambda_B -5.836e-05 2.505e-05 2.763e-05 8.407e-06 delta_B 1.1048e-04 -1.1398e-04 -1.1627e-04 -1.2609e-04 zeta_quality 4.588e-05 -3.148e-05 -1.501e-05 2.352e-05 zeta_ingredient -7.489e-05 3.665e-05 2.467e-05 -1.867e-05 zeta_patent 0.002240 -1.425e-05 -8.633e-06 1.691e-05 zeta_dominance -8.441e-06 0.001658 0.001050 -7.1113e-04 tau_quality_1 6.7976e-04 -4.7408e-04 -4.8078e-04 -4.9452e-04 tau_quality_2 6.9783e-04 -4.8244e-04 -4.8687e-04 -4.9267e-04 tau_quality_3 7.3233e-04 -5.0078e-04 -4.9796e-04 -4.8442e-04 tau_quality_4 7.3580e-04 -5.0765e-04 -4.9999e-04 -4.7834e-04 tau_ingredients_1 -6.6112e-04 4.4986e-04 4.4389e-04 4.2233e-04 tau_ingredients_2 -6.4097e-04 4.4143e-04 4.3795e-04 4.2366e-04 tau_ingredients_3 -6.0117e-04 4.2147e-04 4.2355e-04 4.2859e-04 tau_ingredients_4 -5.8370e-04 4.1245e-04 4.1667e-04 4.3058e-04 tau_patent_1 0.001252 -5.2580e-04 -5.2942e-04 -5.4191e-04 tau_patent_2 0.002149 -5.3245e-04 -5.3541e-04 -5.4042e-04 tau_patent_3 0.006067 -5.4706e-04 -5.4719e-04 -5.3694e-04 tau_patent_4 0.010865 -5.5060e-04 -5.4986e-04 -5.3647e-04 tau_dominance_1 -5.5060e-04 0.012903 0.005665 0.001597 tau_dominance_2 -5.4986e-04 0.005665 0.006632 0.002035 tau_dominance_3 -5.3647e-04 0.001597 0.002035 0.005304 tau_dominance_4 -5.2813e-04 0.001005 0.001444 0.004241 tau_dominance_4 b_brand_Novum_A -2.689e-07 b_brand_Novum_B -2.695e-07 b_brand_BestValue_A -6.5718e-04 b_brand_BestValue_B -6.5719e-04 b_brand_Supermarket_A -6.5476e-04 b_brand_Supermarket_B -6.5476e-04 b_brand_PainAway_A -6.5533e-04 b_brand_PainAway_B -6.5533e-04 b_country_CH_A 9.019e-08 b_country_CH_B 8.874e-08 b_country_DK_A -1.628e-06 b_country_DK_B -1.630e-06 b_country_IND_A 3.128e-06 b_country_IND_B 3.127e-06 b_country_RUS_A 1.854e-06 b_country_RUS_B 1.856e-06 b_country_BRA_A 3.870e-06 b_country_BRA_B 3.869e-06 b_char_fast_A 1.793e-07 b_char_fast_B 1.785e-07 b_char_double_A -8.237e-07 b_char_double_B -8.248e-07 b_risk_A 2.641e-09 b_risk_B 2.639e-09 b_price_A -7.084e-07 b_price_B -7.080e-07 lambda_A -3.178e-06 lambda_B -3.183e-06 delta_B -1.2807e-04 zeta_quality 4.237e-05 zeta_ingredient -3.791e-05 zeta_patent 3.327e-05 zeta_dominance -0.001331 tau_quality_1 -5.0001e-04 tau_quality_2 -4.9375e-04 tau_quality_3 -4.7677e-04 tau_quality_4 -4.6825e-04 tau_ingredients_1 4.1381e-04 tau_ingredients_2 4.1723e-04 tau_ingredients_3 4.2977e-04 tau_ingredients_4 4.3581e-04 tau_patent_1 -5.4815e-04 tau_patent_2 -5.4165e-04 tau_patent_3 -5.2993e-04 tau_patent_4 -5.2813e-04 tau_dominance_1 0.001005 tau_dominance_2 0.001444 tau_dominance_3 0.004241 tau_dominance_4 0.008549 Robust covariance matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Novum_A 0.001064 0.001064 5.0098e-04 5.0097e-04 b_brand_Novum_B 0.001064 0.001064 5.0097e-04 5.0097e-04 b_brand_BestValue_A 5.0098e-04 5.0097e-04 0.004906 0.004906 b_brand_BestValue_B 5.0097e-04 5.0097e-04 0.004906 0.004906 b_brand_Supermarket_A 5.9104e-04 5.9104e-04 0.003641 0.003641 b_brand_Supermarket_B 5.9104e-04 5.9104e-04 0.003641 0.003641 b_brand_PainAway_A 4.6815e-04 4.6815e-04 0.003360 0.003360 b_brand_PainAway_B 4.6815e-04 4.6815e-04 0.003360 0.003360 b_country_CH_A -1.2808e-04 -1.2807e-04 5.9050e-04 5.9050e-04 b_country_CH_B -1.2808e-04 -1.2807e-04 5.9049e-04 5.9049e-04 b_country_DK_A -5.098e-05 -5.097e-05 4.5251e-04 4.5251e-04 b_country_DK_B -5.097e-05 -5.095e-05 4.5250e-04 4.5249e-04 b_country_IND_A -7.297e-05 -7.297e-05 -0.001812 -0.001812 b_country_IND_B -7.296e-05 -7.297e-05 -0.001812 -0.001812 b_country_RUS_A -5.292e-05 -5.293e-05 -0.001869 -0.001869 b_country_RUS_B -5.293e-05 -5.293e-05 -0.001869 -0.001869 b_country_BRA_A 3.301e-05 3.300e-05 -0.001715 -0.001715 b_country_BRA_B 3.301e-05 3.301e-05 -0.001715 -0.001715 b_char_fast_A -5.652e-05 -5.652e-05 -1.064e-05 -1.064e-05 b_char_fast_B -5.652e-05 -5.652e-05 -1.064e-05 -1.064e-05 b_char_double_A -1.746e-05 -1.745e-05 3.6451e-04 3.6451e-04 b_char_double_B -1.746e-05 -1.745e-05 3.6450e-04 3.6450e-04 b_risk_A 1.325e-07 1.325e-07 -5.590e-07 -5.590e-07 b_risk_B 1.325e-07 1.325e-07 -5.590e-07 -5.590e-07 b_price_A 4.588e-05 4.588e-05 3.3332e-04 3.3332e-04 b_price_B 4.588e-05 4.587e-05 3.3331e-04 3.3331e-04 lambda_A -5.470e-05 -5.470e-05 -4.2996e-04 -4.2993e-04 lambda_B -5.470e-05 -5.470e-05 -4.2994e-04 -4.2992e-04 delta_B 2.6679e-04 2.6764e-04 -5.8567e-04 -5.8529e-04 zeta_quality 5.921e-05 5.921e-05 3.7804e-04 3.7803e-04 zeta_ingredient -2.134e-05 -2.135e-05 -9.807e-05 -9.807e-05 zeta_patent 4.468e-05 4.469e-05 1.0374e-04 1.0374e-04 zeta_dominance -6.278e-05 -6.278e-05 -9.180e-05 -9.180e-05 tau_quality_1 9.591e-05 9.591e-05 6.1058e-04 6.1055e-04 tau_quality_2 2.419e-05 2.419e-05 7.6283e-04 7.6280e-04 tau_quality_3 1.3757e-04 1.3757e-04 8.8694e-04 8.8689e-04 tau_quality_4 1.7049e-04 1.7049e-04 0.001025 0.001024 tau_ingredients_1 -1.2568e-04 -1.2568e-04 -7.3214e-04 -7.3211e-04 tau_ingredients_2 -1.1455e-04 -1.1456e-04 -8.9955e-04 -8.9953e-04 tau_ingredients_3 -7.841e-05 -7.840e-05 -9.1063e-04 -9.1060e-04 tau_ingredients_4 -1.0983e-04 -1.0981e-04 -8.0713e-04 -8.0711e-04 tau_patent_1 1.5812e-04 1.5813e-04 9.6686e-04 9.6683e-04 tau_patent_2 1.6108e-04 1.6109e-04 9.5372e-04 9.5370e-04 tau_patent_3 -4.092e-05 -4.091e-05 8.4274e-04 8.4270e-04 tau_patent_4 -2.703e-05 -2.701e-05 0.001035 0.001035 tau_dominance_1 -7.359e-05 -7.358e-05 -0.001105 -0.001105 tau_dominance_2 -7.112e-05 -7.111e-05 -6.3713e-04 -6.3709e-04 tau_dominance_3 -1.0150e-04 -1.0149e-04 -7.8267e-04 -7.8263e-04 tau_dominance_4 5.251e-05 5.251e-05 -5.1973e-04 -5.1970e-04 b_brand_Supermarket_A b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_brand_Novum_A 5.9104e-04 5.9104e-04 4.6815e-04 4.6815e-04 b_brand_Novum_B 5.9104e-04 5.9104e-04 4.6815e-04 4.6815e-04 b_brand_BestValue_A 0.003641 0.003641 0.003360 0.003360 b_brand_BestValue_B 0.003641 0.003641 0.003360 0.003360 b_brand_Supermarket_A 0.005286 0.005286 0.003594 0.003594 b_brand_Supermarket_B 0.005286 0.005286 0.003594 0.003594 b_brand_PainAway_A 0.003594 0.003594 0.005041 0.005041 b_brand_PainAway_B 0.003594 0.003594 0.005041 0.005041 b_country_CH_A 6.6112e-04 6.6112e-04 5.0110e-04 5.0109e-04 b_country_CH_B 6.6111e-04 6.6110e-04 5.0108e-04 5.0107e-04 b_country_DK_A 5.8586e-04 5.8585e-04 4.8193e-04 4.8192e-04 b_country_DK_B 5.8584e-04 5.8583e-04 4.8190e-04 4.8190e-04 b_country_IND_A -0.001875 -0.001875 -0.001616 -0.001616 b_country_IND_B -0.001875 -0.001875 -0.001616 -0.001616 b_country_RUS_A -0.001821 -0.001821 -0.001617 -0.001617 b_country_RUS_B -0.001821 -0.001821 -0.001617 -0.001617 b_country_BRA_A -0.002076 -0.002076 -0.001620 -0.001620 b_country_BRA_B -0.002076 -0.002076 -0.001620 -0.001620 b_char_fast_A 1.3016e-04 1.3017e-04 -9.424e-05 -9.424e-05 b_char_fast_B 1.3016e-04 1.3017e-04 -9.424e-05 -9.424e-05 b_char_double_A 4.2249e-04 4.2249e-04 1.9551e-04 1.9551e-04 b_char_double_B 4.2248e-04 4.2248e-04 1.9550e-04 1.9550e-04 b_risk_A -6.855e-07 -6.855e-07 -2.458e-07 -2.458e-07 b_risk_B -6.854e-07 -6.854e-07 -2.458e-07 -2.458e-07 b_price_A 3.0035e-04 3.0035e-04 3.8128e-04 3.8128e-04 b_price_B 3.0035e-04 3.0035e-04 3.8127e-04 3.8127e-04 lambda_A -3.1704e-04 -3.1704e-04 -4.5549e-04 -4.5549e-04 lambda_B -3.1704e-04 -3.1704e-04 -4.5548e-04 -4.5548e-04 delta_B -6.5777e-04 -6.5741e-04 -9.0683e-04 -9.0675e-04 zeta_quality 2.7380e-04 2.7379e-04 3.9456e-04 3.9454e-04 zeta_ingredient 9.643e-05 9.644e-05 1.1792e-04 1.1793e-04 zeta_patent 1.9296e-04 1.9296e-04 1.3332e-04 1.3332e-04 zeta_dominance -1.8960e-04 -1.8960e-04 -5.870e-05 -5.869e-05 tau_quality_1 8.4511e-04 8.4509e-04 7.5605e-04 7.5601e-04 tau_quality_2 7.4407e-04 7.4405e-04 7.2002e-04 7.1998e-04 tau_quality_3 9.3526e-04 9.3525e-04 0.001037 0.001037 tau_quality_4 9.2332e-04 9.2329e-04 0.001085 0.001085 tau_ingredients_1 -7.0372e-04 -7.0370e-04 -7.7863e-04 -7.7859e-04 tau_ingredients_2 -8.5650e-04 -8.5650e-04 -6.9080e-04 -6.9077e-04 tau_ingredients_3 -0.001041 -0.001041 -7.7915e-04 -7.7912e-04 tau_ingredients_4 -0.001049 -0.001049 -9.5680e-04 -9.5677e-04 tau_patent_1 0.001017 0.001017 7.8760e-04 7.8756e-04 tau_patent_2 9.6956e-04 9.6955e-04 8.8913e-04 8.8911e-04 tau_patent_3 9.7275e-04 9.7273e-04 8.6378e-04 8.6375e-04 tau_patent_4 0.001102 0.001102 9.4017e-04 9.4012e-04 tau_dominance_1 -0.001468 -0.001468 -0.001024 -0.001024 tau_dominance_2 -9.7152e-04 -9.7151e-04 -6.8314e-04 -6.8312e-04 tau_dominance_3 -9.0297e-04 -9.0297e-04 -8.8399e-04 -8.8398e-04 tau_dominance_4 -5.6796e-04 -5.6796e-04 -6.1711e-04 -6.1710e-04 b_country_CH_A b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A -1.2808e-04 -1.2808e-04 -5.098e-05 -5.097e-05 b_brand_Novum_B -1.2807e-04 -1.2807e-04 -5.097e-05 -5.095e-05 b_brand_BestValue_A 5.9050e-04 5.9049e-04 4.5251e-04 4.5250e-04 b_brand_BestValue_B 5.9050e-04 5.9049e-04 4.5251e-04 4.5249e-04 b_brand_Supermarket_A 6.6112e-04 6.6111e-04 5.8586e-04 5.8584e-04 b_brand_Supermarket_B 6.6112e-04 6.6110e-04 5.8585e-04 5.8583e-04 b_brand_PainAway_A 5.0110e-04 5.0108e-04 4.8193e-04 4.8190e-04 b_brand_PainAway_B 5.0109e-04 5.0107e-04 4.8192e-04 4.8190e-04 b_country_CH_A 0.001565 0.001565 6.9876e-04 6.9875e-04 b_country_CH_B 0.001565 0.001565 6.9875e-04 6.9874e-04 b_country_DK_A 6.9876e-04 6.9875e-04 0.001467 0.001467 b_country_DK_B 6.9875e-04 6.9874e-04 0.001467 0.001467 b_country_IND_A -3.845e-05 -3.845e-05 5.543e-05 5.543e-05 b_country_IND_B -3.844e-05 -3.845e-05 5.544e-05 5.544e-05 b_country_RUS_A -1.5219e-04 -1.5219e-04 -1.693e-06 -1.686e-06 b_country_RUS_B -1.5219e-04 -1.5218e-04 -1.687e-06 -1.680e-06 b_country_BRA_A -9.495e-05 -9.495e-05 1.805e-05 1.805e-05 b_country_BRA_B -9.495e-05 -9.495e-05 1.805e-05 1.805e-05 b_char_fast_A 1.3429e-04 1.3429e-04 1.306e-05 1.305e-05 b_char_fast_B 1.3429e-04 1.3429e-04 1.305e-05 1.304e-05 b_char_double_A 1.3158e-04 1.3158e-04 -2.262e-05 -2.262e-05 b_char_double_B 1.3158e-04 1.3158e-04 -2.263e-05 -2.264e-05 b_risk_A -1.154e-08 -1.157e-08 1.073e-07 1.072e-07 b_risk_B -1.153e-08 -1.156e-08 1.073e-07 1.073e-07 b_price_A -9.392e-05 -9.392e-05 -4.590e-05 -4.590e-05 b_price_B -9.391e-05 -9.391e-05 -4.589e-05 -4.589e-05 lambda_A 7.261e-05 7.261e-05 3.519e-05 3.519e-05 lambda_B 7.261e-05 7.261e-05 3.519e-05 3.518e-05 delta_B 4.8756e-04 4.8842e-04 4.2685e-04 4.2776e-04 zeta_quality 9.650e-05 9.649e-05 -1.669e-05 -1.669e-05 zeta_ingredient 2.993e-05 2.993e-05 -2.999e-05 -3.000e-05 zeta_patent 3.364e-05 3.364e-05 -3.846e-05 -3.846e-05 zeta_dominance -8.947e-05 -8.948e-05 2.794e-05 2.793e-05 tau_quality_1 -5.669e-05 -5.670e-05 -1.0820e-04 -1.0822e-04 tau_quality_2 -1.2104e-04 -1.2105e-04 -8.555e-05 -8.557e-05 tau_quality_3 -9.102e-05 -9.104e-05 -5.491e-05 -5.493e-05 tau_quality_4 -9.758e-05 -9.759e-05 -2.595e-05 -2.597e-05 tau_ingredients_1 7.149e-05 7.149e-05 -6.621e-05 -6.621e-05 tau_ingredients_2 1.2868e-04 1.2868e-04 1.1768e-04 1.1767e-04 tau_ingredients_3 5.766e-05 5.768e-05 -6.256e-07 -6.027e-07 tau_ingredients_4 -7.732e-06 -7.716e-06 1.5992e-04 1.5994e-04 tau_patent_1 -1.0246e-04 -1.0246e-04 -1.8427e-04 -1.8427e-04 tau_patent_2 -4.012e-05 -4.012e-05 -1.0957e-04 -1.0958e-04 tau_patent_3 1.6704e-04 1.6704e-04 -4.586e-05 -4.587e-05 tau_patent_4 2.0584e-04 2.0584e-04 -1.0734e-04 -1.0734e-04 tau_dominance_1 -1.7391e-04 -1.7390e-04 -9.381e-05 -9.381e-05 tau_dominance_2 -9.150e-05 -9.149e-05 7.152e-05 7.152e-05 tau_dominance_3 -7.222e-05 -7.221e-05 -1.0375e-04 -1.0373e-04 tau_dominance_4 -4.910e-05 -4.909e-05 -3.144e-05 -3.143e-05 b_country_IND_A b_country_IND_B b_country_RUS_A b_country_RUS_B b_brand_Novum_A -7.297e-05 -7.296e-05 -5.292e-05 -5.293e-05 b_brand_Novum_B -7.297e-05 -7.297e-05 -5.293e-05 -5.293e-05 b_brand_BestValue_A -0.001812 -0.001812 -0.001869 -0.001869 b_brand_BestValue_B -0.001812 -0.001812 -0.001869 -0.001869 b_brand_Supermarket_A -0.001875 -0.001875 -0.001821 -0.001821 b_brand_Supermarket_B -0.001875 -0.001875 -0.001821 -0.001821 b_brand_PainAway_A -0.001616 -0.001616 -0.001617 -0.001617 b_brand_PainAway_B -0.001616 -0.001616 -0.001617 -0.001617 b_country_CH_A -3.845e-05 -3.844e-05 -1.5219e-04 -1.5219e-04 b_country_CH_B -3.845e-05 -3.845e-05 -1.5219e-04 -1.5218e-04 b_country_DK_A 5.543e-05 5.544e-05 -1.693e-06 -1.687e-06 b_country_DK_B 5.543e-05 5.544e-05 -1.686e-06 -1.680e-06 b_country_IND_A 0.003694 0.003694 0.001582 0.001582 b_country_IND_B 0.003694 0.003694 0.001582 0.001582 b_country_RUS_A 0.001582 0.001582 0.003996 0.003996 b_country_RUS_B 0.001582 0.001582 0.003996 0.003996 b_country_BRA_A 0.002031 0.002031 0.002044 0.002044 b_country_BRA_B 0.002031 0.002031 0.002044 0.002044 b_char_fast_A -1.4216e-04 -1.4217e-04 -1.5930e-04 -1.5930e-04 b_char_fast_B -1.4217e-04 -1.4218e-04 -1.5930e-04 -1.5930e-04 b_char_double_A -6.786e-05 -6.786e-05 -1.2920e-04 -1.2920e-04 b_char_double_B -6.787e-05 -6.787e-05 -1.2920e-04 -1.2920e-04 b_risk_A 2.435e-07 2.435e-07 3.099e-07 3.099e-07 b_risk_B 2.435e-07 2.436e-07 3.099e-07 3.099e-07 b_price_A 5.562e-05 5.562e-05 3.685e-05 3.685e-05 b_price_B 5.563e-05 5.563e-05 3.685e-05 3.685e-05 lambda_A -4.057e-05 -4.059e-05 -2.4440e-04 -2.4441e-04 lambda_B -4.058e-05 -4.060e-05 -2.4441e-04 -2.4442e-04 delta_B -9.3542e-04 -9.3479e-04 2.5231e-04 2.5186e-04 zeta_quality 9.462e-05 9.463e-05 -1.0173e-04 -1.0172e-04 zeta_ingredient -5.160e-05 -5.160e-05 -3.698e-05 -3.698e-05 zeta_patent -6.807e-06 -6.797e-06 3.112e-05 3.110e-05 zeta_dominance 6.884e-05 6.882e-05 1.1107e-04 1.1107e-04 tau_quality_1 5.969e-06 5.978e-06 -1.6109e-04 -1.6109e-04 tau_quality_2 -2.171e-05 -2.169e-05 -1.6228e-04 -1.6228e-04 tau_quality_3 5.586e-05 5.588e-05 -2.0183e-04 -2.0183e-04 tau_quality_4 -1.4207e-04 -1.4204e-04 -1.6238e-04 -1.6236e-04 tau_ingredients_1 7.033e-05 7.031e-05 -9.112e-05 -9.112e-05 tau_ingredients_2 9.795e-05 9.793e-05 -2.912e-05 -2.912e-05 tau_ingredients_3 1.6036e-04 1.6036e-04 4.344e-05 4.343e-05 tau_ingredients_4 7.145e-06 7.145e-06 -9.853e-05 -9.853e-05 tau_patent_1 2.2217e-04 2.2219e-04 -2.090e-05 -2.090e-05 tau_patent_2 7.934e-05 7.936e-05 -2.417e-05 -2.417e-05 tau_patent_3 -1.3071e-04 -1.3068e-04 -8.884e-05 -8.885e-05 tau_patent_4 -2.0631e-04 -2.0627e-04 -1.2013e-04 -1.2012e-04 tau_dominance_1 3.4120e-04 3.4117e-04 1.6391e-04 1.6390e-04 tau_dominance_2 5.027e-05 5.025e-05 -9.603e-06 -9.610e-06 tau_dominance_3 7.862e-05 7.862e-05 9.930e-05 9.929e-05 tau_dominance_4 -8.808e-05 -8.809e-05 -1.5209e-04 -1.5211e-04 b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A 3.301e-05 3.301e-05 -5.652e-05 -5.652e-05 b_brand_Novum_B 3.300e-05 3.301e-05 -5.652e-05 -5.652e-05 b_brand_BestValue_A -0.001715 -0.001715 -1.064e-05 -1.064e-05 b_brand_BestValue_B -0.001715 -0.001715 -1.064e-05 -1.064e-05 b_brand_Supermarket_A -0.002076 -0.002076 1.3016e-04 1.3016e-04 b_brand_Supermarket_B -0.002076 -0.002076 1.3017e-04 1.3017e-04 b_brand_PainAway_A -0.001620 -0.001620 -9.424e-05 -9.424e-05 b_brand_PainAway_B -0.001620 -0.001620 -9.424e-05 -9.424e-05 b_country_CH_A -9.495e-05 -9.495e-05 1.3429e-04 1.3429e-04 b_country_CH_B -9.495e-05 -9.495e-05 1.3429e-04 1.3429e-04 b_country_DK_A 1.805e-05 1.805e-05 1.306e-05 1.305e-05 b_country_DK_B 1.805e-05 1.805e-05 1.305e-05 1.304e-05 b_country_IND_A 0.002031 0.002031 -1.4216e-04 -1.4217e-04 b_country_IND_B 0.002031 0.002031 -1.4217e-04 -1.4218e-04 b_country_RUS_A 0.002044 0.002044 -1.5930e-04 -1.5930e-04 b_country_RUS_B 0.002044 0.002044 -1.5930e-04 -1.5930e-04 b_country_BRA_A 0.004191 0.004191 -1.8455e-04 -1.8456e-04 b_country_BRA_B 0.004191 0.004191 -1.8456e-04 -1.8457e-04 b_char_fast_A -1.8455e-04 -1.8456e-04 9.0682e-04 9.0683e-04 b_char_fast_B -1.8456e-04 -1.8457e-04 9.0683e-04 9.0683e-04 b_char_double_A -1.5024e-04 -1.5025e-04 5.0692e-04 5.0692e-04 b_char_double_B -1.5025e-04 -1.5026e-04 5.0692e-04 5.0692e-04 b_risk_A 1.387e-07 1.387e-07 -1.851e-07 -1.851e-07 b_risk_B 1.387e-07 1.387e-07 -1.851e-07 -1.851e-07 b_price_A 6.707e-05 6.707e-05 -8.455e-05 -8.456e-05 b_price_B 6.707e-05 6.707e-05 -8.456e-05 -8.456e-05 lambda_A -1.1949e-04 -1.1951e-04 1.6442e-04 1.6443e-04 lambda_B -1.1950e-04 -1.1953e-04 1.6443e-04 1.6443e-04 delta_B -3.2469e-04 -3.2369e-04 -3.829e-06 -3.542e-06 zeta_quality -5.469e-05 -5.468e-05 4.849e-05 4.849e-05 zeta_ingredient -2.775e-05 -2.776e-05 4.852e-05 4.852e-05 zeta_patent -8.534e-05 -8.533e-05 -4.564e-05 -4.564e-05 zeta_dominance 1.9663e-04 1.9663e-04 -1.608e-05 -1.608e-05 tau_quality_1 1.0466e-04 1.0469e-04 5.336e-05 5.336e-05 tau_quality_2 1.352e-05 1.355e-05 1.146e-05 1.146e-05 tau_quality_3 4.000e-05 4.003e-05 -5.435e-06 -5.435e-06 tau_quality_4 -3.135e-05 -3.131e-05 -6.087e-06 -6.087e-06 tau_ingredients_1 -2.2072e-04 -2.2075e-04 1.6332e-04 1.6332e-04 tau_ingredients_2 3.613e-05 3.609e-05 3.992e-06 3.986e-06 tau_ingredients_3 1.0558e-04 1.0557e-04 2.682e-07 2.743e-07 tau_ingredients_4 1.3410e-04 1.3409e-04 -2.591e-05 -2.591e-05 tau_patent_1 3.3631e-04 3.3635e-04 5.761e-05 5.762e-05 tau_patent_2 1.9491e-04 1.9495e-04 8.097e-05 8.097e-05 tau_patent_3 1.5835e-04 1.5840e-04 -1.923e-05 -1.923e-05 tau_patent_4 1.3600e-04 1.3606e-04 -3.537e-05 -3.538e-05 tau_dominance_1 2.0476e-04 2.0473e-04 -8.430e-05 -8.430e-05 tau_dominance_2 -3.699e-05 -3.701e-05 -2.926e-05 -2.925e-05 tau_dominance_3 -5.501e-05 -5.501e-05 3.898e-05 3.898e-05 tau_dominance_4 -1.1951e-04 -1.1952e-04 -4.076e-05 -4.076e-05 b_char_double_A b_char_double_B b_risk_A b_risk_B b_brand_Novum_A -1.746e-05 -1.746e-05 1.325e-07 1.325e-07 b_brand_Novum_B -1.745e-05 -1.745e-05 1.325e-07 1.325e-07 b_brand_BestValue_A 3.6451e-04 3.6450e-04 -5.590e-07 -5.590e-07 b_brand_BestValue_B 3.6451e-04 3.6450e-04 -5.590e-07 -5.590e-07 b_brand_Supermarket_A 4.2249e-04 4.2248e-04 -6.855e-07 -6.854e-07 b_brand_Supermarket_B 4.2249e-04 4.2248e-04 -6.855e-07 -6.854e-07 b_brand_PainAway_A 1.9551e-04 1.9550e-04 -2.458e-07 -2.458e-07 b_brand_PainAway_B 1.9551e-04 1.9550e-04 -2.458e-07 -2.458e-07 b_country_CH_A 1.3158e-04 1.3158e-04 -1.154e-08 -1.153e-08 b_country_CH_B 1.3158e-04 1.3158e-04 -1.157e-08 -1.156e-08 b_country_DK_A -2.262e-05 -2.263e-05 1.073e-07 1.073e-07 b_country_DK_B -2.262e-05 -2.264e-05 1.072e-07 1.073e-07 b_country_IND_A -6.786e-05 -6.787e-05 2.435e-07 2.435e-07 b_country_IND_B -6.786e-05 -6.787e-05 2.435e-07 2.436e-07 b_country_RUS_A -1.2920e-04 -1.2920e-04 3.099e-07 3.099e-07 b_country_RUS_B -1.2920e-04 -1.2920e-04 3.099e-07 3.099e-07 b_country_BRA_A -1.5024e-04 -1.5025e-04 1.387e-07 1.387e-07 b_country_BRA_B -1.5025e-04 -1.5026e-04 1.387e-07 1.387e-07 b_char_fast_A 5.0692e-04 5.0692e-04 -1.851e-07 -1.851e-07 b_char_fast_B 5.0692e-04 5.0692e-04 -1.851e-07 -1.851e-07 b_char_double_A 0.001439 0.001439 -5.341e-08 -5.341e-08 b_char_double_B 0.001439 0.001439 -5.344e-08 -5.343e-08 b_risk_A -5.341e-08 -5.344e-08 3.760e-09 3.760e-09 b_risk_B -5.341e-08 -5.343e-08 3.760e-09 3.761e-09 b_price_A -1.3452e-04 -1.3452e-04 1.404e-07 1.404e-07 b_price_B -1.3452e-04 -1.3451e-04 1.404e-07 1.404e-07 lambda_A 1.1855e-04 1.1855e-04 -2.095e-07 -2.095e-07 lambda_B 1.1855e-04 1.1855e-04 -2.095e-07 -2.095e-07 delta_B 4.0729e-04 4.0762e-04 -2.733e-06 -2.731e-06 zeta_quality -4.935e-05 -4.935e-05 6.235e-08 6.235e-08 zeta_ingredient 1.8753e-04 1.8752e-04 2.602e-07 2.602e-07 zeta_patent -5.629e-05 -5.629e-05 -1.632e-07 -1.632e-07 zeta_dominance -3.542e-05 -3.542e-05 5.472e-08 5.472e-08 tau_quality_1 -9.443e-05 -9.442e-05 1.614e-08 1.617e-08 tau_quality_2 -1.2460e-04 -1.2459e-04 5.305e-08 5.310e-08 tau_quality_3 -2.2852e-04 -2.2852e-04 1.032e-07 1.032e-07 tau_quality_4 -3.3575e-04 -3.3575e-04 1.074e-07 1.074e-07 tau_ingredients_1 1.8923e-04 1.8924e-04 3.267e-07 3.267e-07 tau_ingredients_2 -5.332e-05 -5.332e-05 3.009e-07 3.009e-07 tau_ingredients_3 -2.804e-05 -2.803e-05 1.660e-07 1.660e-07 tau_ingredients_4 -2.703e-05 -2.703e-05 2.940e-07 2.940e-07 tau_patent_1 7.354e-05 7.355e-05 -3.224e-07 -3.223e-07 tau_patent_2 -6.010e-05 -6.010e-05 -2.313e-07 -2.313e-07 tau_patent_3 -1.9511e-04 -1.9511e-04 -7.142e-08 -7.136e-08 tau_patent_4 -2.1301e-04 -2.1301e-04 -1.988e-07 -1.988e-07 tau_dominance_1 -1.6766e-04 -1.6765e-04 -2.163e-07 -2.163e-07 tau_dominance_2 -2.167e-05 -2.167e-05 -4.503e-08 -4.506e-08 tau_dominance_3 -6.344e-05 -6.343e-05 1.325e-07 1.324e-07 tau_dominance_4 -1.6334e-04 -1.6333e-04 -9.078e-08 -9.081e-08 b_price_A b_price_B lambda_A lambda_B b_brand_Novum_A 4.588e-05 4.588e-05 -5.470e-05 -5.470e-05 b_brand_Novum_B 4.588e-05 4.587e-05 -5.470e-05 -5.470e-05 b_brand_BestValue_A 3.3332e-04 3.3331e-04 -4.2996e-04 -4.2994e-04 b_brand_BestValue_B 3.3332e-04 3.3331e-04 -4.2993e-04 -4.2992e-04 b_brand_Supermarket_A 3.0035e-04 3.0035e-04 -3.1704e-04 -3.1704e-04 b_brand_Supermarket_B 3.0035e-04 3.0035e-04 -3.1704e-04 -3.1704e-04 b_brand_PainAway_A 3.8128e-04 3.8127e-04 -4.5549e-04 -4.5548e-04 b_brand_PainAway_B 3.8128e-04 3.8127e-04 -4.5549e-04 -4.5548e-04 b_country_CH_A -9.392e-05 -9.391e-05 7.261e-05 7.261e-05 b_country_CH_B -9.392e-05 -9.391e-05 7.261e-05 7.261e-05 b_country_DK_A -4.590e-05 -4.589e-05 3.519e-05 3.519e-05 b_country_DK_B -4.590e-05 -4.589e-05 3.519e-05 3.518e-05 b_country_IND_A 5.562e-05 5.563e-05 -4.057e-05 -4.058e-05 b_country_IND_B 5.562e-05 5.563e-05 -4.059e-05 -4.060e-05 b_country_RUS_A 3.685e-05 3.685e-05 -2.4440e-04 -2.4441e-04 b_country_RUS_B 3.685e-05 3.685e-05 -2.4441e-04 -2.4442e-04 b_country_BRA_A 6.707e-05 6.707e-05 -1.1949e-04 -1.1950e-04 b_country_BRA_B 6.707e-05 6.707e-05 -1.1951e-04 -1.1953e-04 b_char_fast_A -8.455e-05 -8.456e-05 1.6442e-04 1.6443e-04 b_char_fast_B -8.456e-05 -8.456e-05 1.6443e-04 1.6443e-04 b_char_double_A -1.3452e-04 -1.3452e-04 1.1855e-04 1.1855e-04 b_char_double_B -1.3452e-04 -1.3451e-04 1.1855e-04 1.1855e-04 b_risk_A 1.404e-07 1.404e-07 -2.095e-07 -2.095e-07 b_risk_B 1.404e-07 1.404e-07 -2.095e-07 -2.095e-07 b_price_A 3.1482e-04 3.1482e-04 -6.427e-05 -6.427e-05 b_price_B 3.1482e-04 3.1482e-04 -6.427e-05 -6.427e-05 lambda_A -6.427e-05 -6.427e-05 0.001481 0.001481 lambda_B -6.427e-05 -6.427e-05 0.001481 0.001481 delta_B -2.3989e-04 -2.3996e-04 -3.7005e-04 -3.7038e-04 zeta_quality 5.270e-05 5.270e-05 8.643e-05 8.643e-05 zeta_ingredient 3.137e-05 3.137e-05 -3.3183e-04 -3.3184e-04 zeta_patent 3.820e-05 3.820e-05 3.0041e-04 3.0040e-04 zeta_dominance 5.864e-05 5.864e-05 -2.9686e-04 -2.9686e-04 tau_quality_1 4.926e-05 4.926e-05 9.049e-05 9.049e-05 tau_quality_2 2.302e-05 2.301e-05 -1.904e-05 -1.904e-05 tau_quality_3 5.061e-05 5.060e-05 -1.0906e-04 -1.0905e-04 tau_quality_4 -6.228e-06 -6.236e-06 -2.0776e-04 -2.0776e-04 tau_ingredients_1 -1.584e-05 -1.583e-05 1.1305e-04 1.1305e-04 tau_ingredients_2 -1.680e-05 -1.679e-05 1.7127e-04 1.7127e-04 tau_ingredients_3 -5.846e-05 -5.846e-05 -2.744e-05 -2.744e-05 tau_ingredients_4 -2.222e-05 -2.222e-05 1.900e-05 1.900e-05 tau_patent_1 5.525e-05 5.525e-05 -8.912e-05 -8.912e-05 tau_patent_2 2.800e-05 2.800e-05 -1.0703e-04 -1.0703e-04 tau_patent_3 -1.101e-05 -1.102e-05 -1.5029e-04 -1.5030e-04 tau_patent_4 -2.329e-05 -2.330e-05 -2.1543e-04 -2.1544e-04 tau_dominance_1 -4.819e-05 -4.819e-05 9.511e-05 9.511e-05 tau_dominance_2 -3.653e-05 -3.653e-05 8.714e-05 8.714e-05 tau_dominance_3 -2.817e-05 -2.818e-05 2.626e-05 2.626e-05 tau_dominance_4 -2.633e-07 -2.639e-07 9.801e-05 9.801e-05 delta_B zeta_quality zeta_ingredient zeta_patent b_brand_Novum_A 2.6679e-04 5.921e-05 -2.134e-05 4.468e-05 b_brand_Novum_B 2.6764e-04 5.921e-05 -2.135e-05 4.469e-05 b_brand_BestValue_A -5.8567e-04 3.7804e-04 -9.807e-05 1.0374e-04 b_brand_BestValue_B -5.8529e-04 3.7803e-04 -9.807e-05 1.0374e-04 b_brand_Supermarket_A -6.5777e-04 2.7380e-04 9.643e-05 1.9296e-04 b_brand_Supermarket_B -6.5741e-04 2.7379e-04 9.644e-05 1.9296e-04 b_brand_PainAway_A -9.0683e-04 3.9456e-04 1.1792e-04 1.3332e-04 b_brand_PainAway_B -9.0675e-04 3.9454e-04 1.1793e-04 1.3332e-04 b_country_CH_A 4.8756e-04 9.650e-05 2.993e-05 3.364e-05 b_country_CH_B 4.8842e-04 9.649e-05 2.993e-05 3.364e-05 b_country_DK_A 4.2685e-04 -1.669e-05 -2.999e-05 -3.846e-05 b_country_DK_B 4.2776e-04 -1.669e-05 -3.000e-05 -3.846e-05 b_country_IND_A -9.3542e-04 9.462e-05 -5.160e-05 -6.807e-06 b_country_IND_B -9.3479e-04 9.463e-05 -5.160e-05 -6.797e-06 b_country_RUS_A 2.5231e-04 -1.0173e-04 -3.698e-05 3.112e-05 b_country_RUS_B 2.5186e-04 -1.0172e-04 -3.698e-05 3.110e-05 b_country_BRA_A -3.2469e-04 -5.469e-05 -2.775e-05 -8.534e-05 b_country_BRA_B -3.2369e-04 -5.468e-05 -2.776e-05 -8.533e-05 b_char_fast_A -3.829e-06 4.849e-05 4.852e-05 -4.564e-05 b_char_fast_B -3.542e-06 4.849e-05 4.852e-05 -4.564e-05 b_char_double_A 4.0729e-04 -4.935e-05 1.8753e-04 -5.629e-05 b_char_double_B 4.0762e-04 -4.935e-05 1.8752e-04 -5.629e-05 b_risk_A -2.733e-06 6.235e-08 2.602e-07 -1.632e-07 b_risk_B -2.731e-06 6.235e-08 2.602e-07 -1.632e-07 b_price_A -2.3989e-04 5.270e-05 3.137e-05 3.820e-05 b_price_B -2.3996e-04 5.270e-05 3.137e-05 3.820e-05 lambda_A -3.7005e-04 8.643e-05 -3.3183e-04 3.0041e-04 lambda_B -3.7038e-04 8.643e-05 -3.3184e-04 3.0040e-04 delta_B 0.127524 -2.4772e-04 -6.3036e-04 8.3223e-04 zeta_quality -2.4772e-04 0.005676 -0.001526 0.001030 zeta_ingredient -6.3036e-04 -0.001526 0.005250 -0.001482 zeta_patent 8.3223e-04 0.001030 -0.001482 0.005787 zeta_dominance -5.7403e-04 -6.0470e-04 0.001004 -9.8658e-04 tau_quality_1 -7.2242e-04 -0.001631 1.2948e-04 1.5697e-04 tau_quality_2 -5.2727e-04 -7.9064e-04 1.192e-05 2.1323e-04 tau_quality_3 -9.0978e-04 0.001393 -2.3451e-04 4.5455e-04 tau_quality_4 -0.001008 0.002228 -4.1517e-04 7.6874e-04 tau_ingredients_1 -8.069e-05 -4.4038e-04 0.002281 -2.2151e-04 tau_ingredients_2 -9.0102e-04 -1.1020e-04 0.001474 -9.782e-05 tau_ingredients_3 0.001972 1.9684e-04 -3.7090e-04 8.084e-05 tau_ingredients_4 0.002104 -4.864e-05 -8.4761e-04 -2.0787e-04 tau_patent_1 5.8001e-04 2.4815e-04 1.783e-05 -0.001546 tau_patent_2 1.5868e-04 1.7664e-04 1.114e-07 -5.7400e-04 tau_patent_3 6.2480e-04 2.7929e-04 -2.1081e-04 0.001481 tau_patent_4 8.9164e-04 3.6130e-04 -2.3369e-04 0.002143 tau_dominance_1 5.3030e-04 -1.6177e-04 2.4476e-04 -4.4621e-04 tau_dominance_2 7.7276e-04 3.763e-05 1.7252e-04 -2.6460e-04 tau_dominance_3 0.001424 2.833e-05 -5.409e-05 -1.4477e-04 tau_dominance_4 2.5782e-04 -7.137e-06 -1.2052e-04 2.4111e-04 zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A -6.278e-05 9.591e-05 2.419e-05 1.3757e-04 b_brand_Novum_B -6.278e-05 9.591e-05 2.419e-05 1.3757e-04 b_brand_BestValue_A -9.180e-05 6.1058e-04 7.6283e-04 8.8694e-04 b_brand_BestValue_B -9.180e-05 6.1055e-04 7.6280e-04 8.8689e-04 b_brand_Supermarket_A -1.8960e-04 8.4511e-04 7.4407e-04 9.3526e-04 b_brand_Supermarket_B -1.8960e-04 8.4509e-04 7.4405e-04 9.3525e-04 b_brand_PainAway_A -5.870e-05 7.5605e-04 7.2002e-04 0.001037 b_brand_PainAway_B -5.869e-05 7.5601e-04 7.1998e-04 0.001037 b_country_CH_A -8.947e-05 -5.669e-05 -1.2104e-04 -9.102e-05 b_country_CH_B -8.948e-05 -5.670e-05 -1.2105e-04 -9.104e-05 b_country_DK_A 2.794e-05 -1.0820e-04 -8.555e-05 -5.491e-05 b_country_DK_B 2.793e-05 -1.0822e-04 -8.557e-05 -5.493e-05 b_country_IND_A 6.884e-05 5.969e-06 -2.171e-05 5.586e-05 b_country_IND_B 6.882e-05 5.978e-06 -2.169e-05 5.588e-05 b_country_RUS_A 1.1107e-04 -1.6109e-04 -1.6228e-04 -2.0183e-04 b_country_RUS_B 1.1107e-04 -1.6109e-04 -1.6228e-04 -2.0183e-04 b_country_BRA_A 1.9663e-04 1.0466e-04 1.352e-05 4.000e-05 b_country_BRA_B 1.9663e-04 1.0469e-04 1.355e-05 4.003e-05 b_char_fast_A -1.608e-05 5.336e-05 1.146e-05 -5.435e-06 b_char_fast_B -1.608e-05 5.336e-05 1.146e-05 -5.435e-06 b_char_double_A -3.542e-05 -9.443e-05 -1.2460e-04 -2.2852e-04 b_char_double_B -3.542e-05 -9.442e-05 -1.2459e-04 -2.2852e-04 b_risk_A 5.472e-08 1.614e-08 5.305e-08 1.032e-07 b_risk_B 5.472e-08 1.617e-08 5.310e-08 1.032e-07 b_price_A 5.864e-05 4.926e-05 2.302e-05 5.061e-05 b_price_B 5.864e-05 4.926e-05 2.301e-05 5.060e-05 lambda_A -2.9686e-04 9.049e-05 -1.904e-05 -1.0906e-04 lambda_B -2.9686e-04 9.049e-05 -1.904e-05 -1.0905e-04 delta_B -5.7403e-04 -7.2242e-04 -5.2727e-04 -9.0978e-04 zeta_quality -6.0470e-04 -0.001631 -7.9064e-04 0.001393 zeta_ingredient 0.001004 1.2948e-04 1.192e-05 -2.3451e-04 zeta_patent -9.8658e-04 1.5697e-04 2.1323e-04 4.5455e-04 zeta_dominance 0.004417 2.502e-05 7.176e-05 -4.123e-05 tau_quality_1 2.502e-05 0.007517 0.004495 0.001705 tau_quality_2 7.176e-05 0.004495 0.005517 0.002410 tau_quality_3 -4.123e-05 0.001705 0.002410 0.007263 tau_quality_4 -1.9065e-04 0.001143 0.001883 0.006177 tau_ingredients_1 2.2068e-04 -9.5053e-04 -0.001277 -0.001017 tau_ingredients_2 2.1952e-04 -0.001239 -0.001284 -0.001161 tau_ingredients_3 -1.1372e-04 -0.001053 -0.001191 -7.2885e-04 tau_ingredients_4 4.875e-06 -9.0304e-04 -0.001265 -0.001037 tau_patent_1 1.3882e-04 0.001174 0.001163 7.6825e-04 tau_patent_2 3.451e-05 0.001360 0.001262 9.6709e-04 tau_patent_3 -2.3832e-04 0.001155 0.001371 0.001137 tau_patent_4 -5.7960e-04 0.001106 0.001197 0.001180 tau_dominance_1 0.001099 -9.1376e-04 -8.4682e-04 -6.5862e-04 tau_dominance_2 9.2473e-04 -6.9358e-04 -6.7049e-04 -8.4717e-04 tau_dominance_3 -7.8276e-04 -8.6774e-04 -7.6483e-04 -5.7313e-04 tau_dominance_4 -0.001300 -8.6762e-04 -0.001143 -6.9287e-04 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A 1.7049e-04 -1.2568e-04 -1.1455e-04 -7.841e-05 b_brand_Novum_B 1.7049e-04 -1.2568e-04 -1.1456e-04 -7.840e-05 b_brand_BestValue_A 0.001025 -7.3214e-04 -8.9955e-04 -9.1063e-04 b_brand_BestValue_B 0.001024 -7.3211e-04 -8.9953e-04 -9.1060e-04 b_brand_Supermarket_A 9.2332e-04 -7.0372e-04 -8.5650e-04 -0.001041 b_brand_Supermarket_B 9.2329e-04 -7.0370e-04 -8.5650e-04 -0.001041 b_brand_PainAway_A 0.001085 -7.7863e-04 -6.9080e-04 -7.7915e-04 b_brand_PainAway_B 0.001085 -7.7859e-04 -6.9077e-04 -7.7912e-04 b_country_CH_A -9.758e-05 7.149e-05 1.2868e-04 5.766e-05 b_country_CH_B -9.759e-05 7.149e-05 1.2868e-04 5.768e-05 b_country_DK_A -2.595e-05 -6.621e-05 1.1768e-04 -6.256e-07 b_country_DK_B -2.597e-05 -6.621e-05 1.1767e-04 -6.027e-07 b_country_IND_A -1.4207e-04 7.033e-05 9.795e-05 1.6036e-04 b_country_IND_B -1.4204e-04 7.031e-05 9.793e-05 1.6036e-04 b_country_RUS_A -1.6238e-04 -9.112e-05 -2.912e-05 4.344e-05 b_country_RUS_B -1.6236e-04 -9.112e-05 -2.912e-05 4.343e-05 b_country_BRA_A -3.135e-05 -2.2072e-04 3.613e-05 1.0558e-04 b_country_BRA_B -3.131e-05 -2.2075e-04 3.609e-05 1.0557e-04 b_char_fast_A -6.087e-06 1.6332e-04 3.992e-06 2.682e-07 b_char_fast_B -6.087e-06 1.6332e-04 3.986e-06 2.743e-07 b_char_double_A -3.3575e-04 1.8923e-04 -5.332e-05 -2.804e-05 b_char_double_B -3.3575e-04 1.8924e-04 -5.332e-05 -2.803e-05 b_risk_A 1.074e-07 3.267e-07 3.009e-07 1.660e-07 b_risk_B 1.074e-07 3.267e-07 3.009e-07 1.660e-07 b_price_A -6.228e-06 -1.584e-05 -1.680e-05 -5.846e-05 b_price_B -6.236e-06 -1.583e-05 -1.679e-05 -5.846e-05 lambda_A -2.0776e-04 1.1305e-04 1.7127e-04 -2.744e-05 lambda_B -2.0776e-04 1.1305e-04 1.7127e-04 -2.744e-05 delta_B -0.001008 -8.069e-05 -9.0102e-04 0.001972 zeta_quality 0.002228 -4.4038e-04 -1.1020e-04 1.9684e-04 zeta_ingredient -4.1517e-04 0.002281 0.001474 -3.7090e-04 zeta_patent 7.6874e-04 -2.2151e-04 -9.782e-05 8.084e-05 zeta_dominance -1.9065e-04 2.2068e-04 2.1952e-04 -1.1372e-04 tau_quality_1 0.001143 -9.5053e-04 -0.001239 -0.001053 tau_quality_2 0.001883 -0.001277 -0.001284 -0.001191 tau_quality_3 0.006177 -0.001017 -0.001161 -7.2885e-04 tau_quality_4 0.013207 -0.001064 -0.001081 -6.8876e-04 tau_ingredients_1 -0.001064 0.012127 0.005798 0.001967 tau_ingredients_2 -0.001081 0.005798 0.006685 0.002460 tau_ingredients_3 -6.8876e-04 0.001967 0.002460 0.005182 tau_ingredients_4 -8.5141e-04 0.001344 0.001803 0.004037 tau_patent_1 6.7931e-04 -0.001318 -0.001045 -0.001090 tau_patent_2 9.2332e-04 -0.001182 -0.001160 -0.001063 tau_patent_3 0.001231 -0.001291 -0.001099 -9.9719e-04 tau_patent_4 0.001248 -0.001726 -0.001346 -0.001029 tau_dominance_1 -0.001067 4.733e-05 6.7509e-04 9.0992e-04 tau_dominance_2 -7.0544e-04 5.3837e-04 8.1085e-04 6.4986e-04 tau_dominance_3 -3.9832e-04 8.8716e-04 7.9717e-04 8.5506e-04 tau_dominance_4 -6.1790e-04 7.8815e-04 8.0212e-04 7.5729e-04 tau_ingredients_4 tau_patent_1 tau_patent_2 tau_patent_3 b_brand_Novum_A -1.0983e-04 1.5812e-04 1.6108e-04 -4.092e-05 b_brand_Novum_B -1.0981e-04 1.5813e-04 1.6109e-04 -4.091e-05 b_brand_BestValue_A -8.0713e-04 9.6686e-04 9.5372e-04 8.4274e-04 b_brand_BestValue_B -8.0711e-04 9.6683e-04 9.5370e-04 8.4270e-04 b_brand_Supermarket_A -0.001049 0.001017 9.6956e-04 9.7275e-04 b_brand_Supermarket_B -0.001049 0.001017 9.6955e-04 9.7273e-04 b_brand_PainAway_A -9.5680e-04 7.8760e-04 8.8913e-04 8.6378e-04 b_brand_PainAway_B -9.5677e-04 7.8756e-04 8.8911e-04 8.6375e-04 b_country_CH_A -7.732e-06 -1.0246e-04 -4.012e-05 1.6704e-04 b_country_CH_B -7.716e-06 -1.0246e-04 -4.012e-05 1.6704e-04 b_country_DK_A 1.5992e-04 -1.8427e-04 -1.0957e-04 -4.586e-05 b_country_DK_B 1.5994e-04 -1.8427e-04 -1.0958e-04 -4.587e-05 b_country_IND_A 7.145e-06 2.2217e-04 7.934e-05 -1.3071e-04 b_country_IND_B 7.145e-06 2.2219e-04 7.936e-05 -1.3068e-04 b_country_RUS_A -9.853e-05 -2.090e-05 -2.417e-05 -8.884e-05 b_country_RUS_B -9.853e-05 -2.090e-05 -2.417e-05 -8.885e-05 b_country_BRA_A 1.3410e-04 3.3631e-04 1.9491e-04 1.5835e-04 b_country_BRA_B 1.3409e-04 3.3635e-04 1.9495e-04 1.5840e-04 b_char_fast_A -2.591e-05 5.761e-05 8.097e-05 -1.923e-05 b_char_fast_B -2.591e-05 5.762e-05 8.097e-05 -1.923e-05 b_char_double_A -2.703e-05 7.354e-05 -6.010e-05 -1.9511e-04 b_char_double_B -2.703e-05 7.355e-05 -6.010e-05 -1.9511e-04 b_risk_A 2.940e-07 -3.224e-07 -2.313e-07 -7.142e-08 b_risk_B 2.940e-07 -3.223e-07 -2.313e-07 -7.136e-08 b_price_A -2.222e-05 5.525e-05 2.800e-05 -1.101e-05 b_price_B -2.222e-05 5.525e-05 2.800e-05 -1.102e-05 lambda_A 1.900e-05 -8.912e-05 -1.0703e-04 -1.5029e-04 lambda_B 1.900e-05 -8.912e-05 -1.0703e-04 -1.5030e-04 delta_B 0.002104 5.8001e-04 1.5868e-04 6.2480e-04 zeta_quality -4.864e-05 2.4815e-04 1.7664e-04 2.7929e-04 zeta_ingredient -8.4761e-04 1.783e-05 1.114e-07 -2.1081e-04 zeta_patent -2.0787e-04 -0.001546 -5.7400e-04 0.001481 zeta_dominance 4.875e-06 1.3882e-04 3.451e-05 -2.3832e-04 tau_quality_1 -9.0304e-04 0.001174 0.001360 0.001155 tau_quality_2 -0.001265 0.001163 0.001262 0.001371 tau_quality_3 -0.001037 7.6825e-04 9.6709e-04 0.001137 tau_quality_4 -8.5141e-04 6.7931e-04 9.2332e-04 0.001231 tau_ingredients_1 0.001344 -0.001318 -0.001182 -0.001291 tau_ingredients_2 0.001803 -0.001045 -0.001160 -0.001099 tau_ingredients_3 0.004037 -0.001090 -0.001063 -9.9719e-04 tau_ingredients_4 0.006924 -9.9462e-04 -9.6942e-04 -0.001168 tau_patent_1 -9.9462e-04 0.007755 0.004350 0.001870 tau_patent_2 -9.6942e-04 0.004350 0.005639 0.002758 tau_patent_3 -0.001168 0.001870 0.002758 0.007150 tau_patent_4 -0.001362 0.001417 0.002297 0.006164 tau_dominance_1 0.001174 -6.6782e-04 -7.9740e-04 -7.4399e-04 tau_dominance_2 9.2492e-04 -4.9575e-04 -6.0591e-04 -7.7634e-04 tau_dominance_3 7.9840e-04 -8.6507e-04 -9.2310e-04 -9.0018e-04 tau_dominance_4 7.0205e-04 -7.5785e-04 -8.8698e-04 -8.3950e-04 tau_patent_4 tau_dominance_1 tau_dominance_2 tau_dominance_3 b_brand_Novum_A -2.703e-05 -7.359e-05 -7.112e-05 -1.0150e-04 b_brand_Novum_B -2.701e-05 -7.358e-05 -7.111e-05 -1.0149e-04 b_brand_BestValue_A 0.001035 -0.001105 -6.3713e-04 -7.8267e-04 b_brand_BestValue_B 0.001035 -0.001105 -6.3709e-04 -7.8263e-04 b_brand_Supermarket_A 0.001102 -0.001468 -9.7152e-04 -9.0297e-04 b_brand_Supermarket_B 0.001102 -0.001468 -9.7151e-04 -9.0297e-04 b_brand_PainAway_A 9.4017e-04 -0.001024 -6.8314e-04 -8.8399e-04 b_brand_PainAway_B 9.4012e-04 -0.001024 -6.8312e-04 -8.8398e-04 b_country_CH_A 2.0584e-04 -1.7391e-04 -9.150e-05 -7.222e-05 b_country_CH_B 2.0584e-04 -1.7390e-04 -9.149e-05 -7.221e-05 b_country_DK_A -1.0734e-04 -9.381e-05 7.152e-05 -1.0375e-04 b_country_DK_B -1.0734e-04 -9.381e-05 7.152e-05 -1.0373e-04 b_country_IND_A -2.0631e-04 3.4120e-04 5.027e-05 7.862e-05 b_country_IND_B -2.0627e-04 3.4117e-04 5.025e-05 7.862e-05 b_country_RUS_A -1.2013e-04 1.6391e-04 -9.603e-06 9.930e-05 b_country_RUS_B -1.2012e-04 1.6390e-04 -9.610e-06 9.929e-05 b_country_BRA_A 1.3600e-04 2.0476e-04 -3.699e-05 -5.501e-05 b_country_BRA_B 1.3606e-04 2.0473e-04 -3.701e-05 -5.501e-05 b_char_fast_A -3.537e-05 -8.430e-05 -2.926e-05 3.898e-05 b_char_fast_B -3.538e-05 -8.430e-05 -2.925e-05 3.898e-05 b_char_double_A -2.1301e-04 -1.6766e-04 -2.167e-05 -6.344e-05 b_char_double_B -2.1301e-04 -1.6765e-04 -2.167e-05 -6.343e-05 b_risk_A -1.988e-07 -2.163e-07 -4.503e-08 1.325e-07 b_risk_B -1.988e-07 -2.163e-07 -4.506e-08 1.324e-07 b_price_A -2.329e-05 -4.819e-05 -3.653e-05 -2.817e-05 b_price_B -2.330e-05 -4.819e-05 -3.653e-05 -2.818e-05 lambda_A -2.1543e-04 9.511e-05 8.714e-05 2.626e-05 lambda_B -2.1544e-04 9.511e-05 8.714e-05 2.626e-05 delta_B 8.9164e-04 5.3030e-04 7.7276e-04 0.001424 zeta_quality 3.6130e-04 -1.6177e-04 3.763e-05 2.833e-05 zeta_ingredient -2.3369e-04 2.4476e-04 1.7252e-04 -5.409e-05 zeta_patent 0.002143 -4.4621e-04 -2.6460e-04 -1.4477e-04 zeta_dominance -5.7960e-04 0.001099 9.2473e-04 -7.8276e-04 tau_quality_1 0.001106 -9.1376e-04 -6.9358e-04 -8.6774e-04 tau_quality_2 0.001197 -8.4682e-04 -6.7049e-04 -7.6483e-04 tau_quality_3 0.001180 -6.5862e-04 -8.4717e-04 -5.7313e-04 tau_quality_4 0.001248 -0.001067 -7.0544e-04 -3.9832e-04 tau_ingredients_1 -0.001726 4.733e-05 5.3837e-04 8.8716e-04 tau_ingredients_2 -0.001346 6.7509e-04 8.1085e-04 7.9717e-04 tau_ingredients_3 -0.001029 9.0992e-04 6.4986e-04 8.5506e-04 tau_ingredients_4 -0.001362 0.001174 9.2492e-04 7.9840e-04 tau_patent_1 0.001417 -6.6782e-04 -4.9575e-04 -8.6507e-04 tau_patent_2 0.002297 -7.9740e-04 -6.0591e-04 -9.2310e-04 tau_patent_3 0.006164 -7.4399e-04 -7.7634e-04 -9.0018e-04 tau_patent_4 0.010832 -0.001072 -9.9855e-04 -7.2801e-04 tau_dominance_1 -0.001072 0.012705 0.005643 0.001733 tau_dominance_2 -9.9855e-04 0.005643 0.006667 0.002051 tau_dominance_3 -7.2801e-04 0.001733 0.002051 0.005332 tau_dominance_4 -3.6841e-04 0.001256 0.001504 0.004290 tau_dominance_4 b_brand_Novum_A 5.251e-05 b_brand_Novum_B 5.251e-05 b_brand_BestValue_A -5.1973e-04 b_brand_BestValue_B -5.1970e-04 b_brand_Supermarket_A -5.6796e-04 b_brand_Supermarket_B -5.6796e-04 b_brand_PainAway_A -6.1711e-04 b_brand_PainAway_B -6.1710e-04 b_country_CH_A -4.910e-05 b_country_CH_B -4.909e-05 b_country_DK_A -3.144e-05 b_country_DK_B -3.143e-05 b_country_IND_A -8.808e-05 b_country_IND_B -8.809e-05 b_country_RUS_A -1.5209e-04 b_country_RUS_B -1.5211e-04 b_country_BRA_A -1.1951e-04 b_country_BRA_B -1.1952e-04 b_char_fast_A -4.076e-05 b_char_fast_B -4.076e-05 b_char_double_A -1.6334e-04 b_char_double_B -1.6333e-04 b_risk_A -9.078e-08 b_risk_B -9.081e-08 b_price_A -2.633e-07 b_price_B -2.639e-07 lambda_A 9.801e-05 lambda_B 9.801e-05 delta_B 2.5782e-04 zeta_quality -7.137e-06 zeta_ingredient -1.2052e-04 zeta_patent 2.4111e-04 zeta_dominance -0.001300 tau_quality_1 -8.6762e-04 tau_quality_2 -0.001143 tau_quality_3 -6.9287e-04 tau_quality_4 -6.1790e-04 tau_ingredients_1 7.8815e-04 tau_ingredients_2 8.0212e-04 tau_ingredients_3 7.5729e-04 tau_ingredients_4 7.0205e-04 tau_patent_1 -7.5785e-04 tau_patent_2 -8.8698e-04 tau_patent_3 -8.3950e-04 tau_patent_4 -3.6841e-04 tau_dominance_1 0.001256 tau_dominance_2 0.001504 tau_dominance_3 0.004290 tau_dominance_4 0.008613 Classical correlation matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Novum_A 1.000000 -0.094076 0.163967 -0.108011 b_brand_Novum_B -0.094076 1.000000 -0.011113 0.213519 b_brand_BestValue_A 0.163967 -0.011113 1.000000 0.195718 b_brand_BestValue_B -0.108011 0.213519 0.195718 1.000000 b_brand_Supermarket_A 0.241434 -0.013939 0.754170 0.225763 b_brand_Supermarket_B -0.015950 0.240349 0.241147 0.801928 b_brand_PainAway_A 0.200532 -0.012116 0.704105 0.227315 b_brand_PainAway_B -0.099941 0.221229 0.219659 0.738128 b_country_CH_A -0.175694 0.023739 0.232197 -0.059478 b_country_CH_B 0.182721 -0.080948 0.035116 0.325268 b_country_DK_A -0.148740 0.017086 0.210074 -0.049372 b_country_DK_B 0.314974 -0.092207 0.084046 0.382796 b_country_IND_A -0.062918 0.003076 -0.398151 0.025012 b_country_IND_B 0.164069 -0.056023 0.093153 -0.321289 b_country_RUS_A 0.015113 -0.006053 -0.352459 0.055227 b_country_RUS_B 0.020578 -0.039319 0.043494 -0.335738 b_country_BRA_A -0.050588 -0.001155 -0.361179 0.009916 b_country_BRA_B 0.241579 -0.036244 0.115413 -0.268571 b_char_fast_A -0.065812 0.010922 -0.026119 -0.023243 b_char_fast_B 0.002027 0.004095 0.002470 -0.002629 b_char_double_A 0.022326 0.008062 0.139839 -0.020458 b_char_double_B 0.097855 0.046023 0.022872 0.181730 b_risk_A -0.097194 0.003591 -0.203807 -0.034931 b_risk_B 0.682033 -0.068725 0.242105 -0.012237 b_price_A 0.087852 -0.009339 0.264945 -0.014212 b_price_B -0.043122 0.073533 -0.030599 0.233866 lambda_A 0.017945 -6.113e-05 -0.079820 -0.014751 lambda_B -0.054684 -0.005801 -0.045610 -0.111951 delta_B NaN NaN NaN NaN zeta_quality -3.9290e-04 -4.5652e-04 0.002214 0.002655 zeta_ingredient -8.9989e-04 -0.001046 -0.002126 -0.002549 zeta_patent 7.3531e-04 8.5467e-04 -4.4737e-04 -5.3679e-04 zeta_dominance 1.481e-05 1.703e-05 0.002484 0.002979 tau_quality_1 4.3898e-04 5.1063e-04 0.139706 0.167521 tau_quality_2 4.4239e-04 5.1460e-04 0.163634 0.196214 tau_quality_3 1.7862e-04 2.0784e-04 0.144014 0.172687 tau_quality_4 5.385e-05 6.274e-05 0.105391 0.126374 tau_ingredients_1 -3.2409e-04 -3.7686e-04 -0.098478 -0.118085 tau_ingredients_2 -2.9029e-04 -3.3766e-04 -0.132564 -0.158957 tau_ingredients_3 -4.121e-05 -4.824e-05 -0.148435 -0.177988 tau_ingredients_4 9.127e-05 1.0574e-04 -0.124962 -0.149842 tau_patent_1 -3.735e-05 -4.291e-05 0.149380 0.179122 tau_patent_2 1.291e-05 1.546e-05 0.178131 0.213597 tau_patent_3 1.4768e-04 1.7188e-04 0.160745 0.192749 tau_patent_4 2.3501e-04 2.7331e-04 0.128501 0.154085 tau_dominance_1 -5.442e-05 -6.341e-05 -0.081241 -0.097416 tau_dominance_2 2.810e-05 3.241e-05 -0.114158 -0.136887 tau_dominance_3 2.852e-05 3.278e-05 -0.127831 -0.153282 tau_dominance_4 -1.0387e-04 -1.2103e-04 -0.100214 -0.120166 b_brand_Supermarket_A b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_brand_Novum_A 0.241434 -0.015950 0.200532 -0.099941 b_brand_Novum_B -0.013939 0.240349 -0.012116 0.221229 b_brand_BestValue_A 0.754170 0.241147 0.704105 0.219659 b_brand_BestValue_B 0.225763 0.801928 0.227315 0.738128 b_brand_Supermarket_A 1.000000 0.216900 0.708459 0.223257 b_brand_Supermarket_B 0.216900 1.000000 0.235348 0.759034 b_brand_PainAway_A 0.708459 0.235348 1.000000 0.197122 b_brand_PainAway_B 0.223257 0.759034 0.197122 1.000000 b_country_CH_A 0.242794 -0.022304 0.188934 -0.057279 b_country_CH_B 0.004468 0.248993 0.012600 0.264734 b_country_DK_A 0.237885 -0.019463 0.193006 -0.050336 b_country_DK_B 0.030028 0.272063 0.039978 0.342006 b_country_IND_A -0.402286 0.032230 -0.352336 0.018842 b_country_IND_B 0.066167 -0.392378 0.063797 -0.287827 b_country_RUS_A -0.364992 0.027247 -0.299314 0.049196 b_country_RUS_B 0.033773 -0.348603 0.035587 -0.282286 b_country_BRA_A -0.412628 0.029436 -0.338227 0.007853 b_country_BRA_B 0.080389 -0.426759 0.078671 -0.260817 b_char_fast_A 0.034756 -0.008909 -0.053828 -0.021787 b_char_fast_B -0.010788 0.040778 0.002380 -0.038433 b_char_double_A 0.167338 -0.011190 0.099677 -0.016270 b_char_double_B 0.004289 0.163861 0.014317 0.137587 b_risk_A -0.199233 0.008814 -0.069356 -0.037913 b_risk_B 0.141366 -0.303501 0.140207 0.167537 b_price_A 0.235135 -0.015303 0.303941 -0.017340 b_price_B -0.022580 0.219414 -0.029040 0.275039 lambda_A -0.071972 -0.028093 -0.106951 -0.014942 lambda_B -0.036797 -0.077152 -0.037123 -0.130318 delta_B NaN NaN NaN NaN zeta_quality -1.8689e-04 -2.2291e-04 0.001680 0.002030 zeta_ingredient -9.3361e-04 -0.001111 -0.002667 -0.003223 zeta_patent 0.001271 0.001513 -7.9333e-04 -9.5920e-04 zeta_dominance 0.001060 0.001262 0.002008 0.002427 tau_quality_1 0.137700 0.163943 0.136521 0.164993 tau_quality_2 0.160851 0.191507 0.159893 0.193239 tau_quality_3 0.140414 0.167174 0.140717 0.170064 tau_quality_4 0.102368 0.121878 0.102927 0.124393 tau_ingredients_1 -0.096068 -0.114376 -0.096486 -0.116609 tau_ingredients_2 -0.129431 -0.154098 -0.129664 -0.156706 tau_ingredients_3 -0.145328 -0.173025 -0.144710 -0.174890 tau_ingredients_4 -0.122589 -0.145952 -0.121731 -0.147119 tau_patent_1 0.145569 0.173312 0.145944 0.176381 tau_patent_2 0.174069 0.207244 0.174017 0.210309 tau_patent_3 0.157752 0.187817 0.157177 0.189957 tau_patent_4 0.126284 0.150352 0.125639 0.151841 tau_dominance_1 -0.079859 -0.095079 -0.079593 -0.096192 tau_dominance_2 -0.111959 -0.133297 -0.111722 -0.135022 tau_dominance_3 -0.124762 -0.148539 -0.124676 -0.150677 tau_dominance_4 -0.097596 -0.116196 -0.097674 -0.118044 b_country_CH_A b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A -0.175694 0.182721 -0.148740 0.314974 b_brand_Novum_B 0.023739 -0.080948 0.017086 -0.092207 b_brand_BestValue_A 0.232197 0.035116 0.210074 0.084046 b_brand_BestValue_B -0.059478 0.325268 -0.049372 0.382796 b_brand_Supermarket_A 0.242794 0.004468 0.237885 0.030028 b_brand_Supermarket_B -0.022304 0.248993 -0.019463 0.272063 b_brand_PainAway_A 0.188934 0.012600 0.193006 0.039978 b_brand_PainAway_B -0.057279 0.264734 -0.050336 0.342006 b_country_CH_A 1.000000 -0.020769 0.464963 0.087799 b_country_CH_B -0.020769 1.000000 0.020413 0.387692 b_country_DK_A 0.464963 0.020413 1.000000 0.010160 b_country_DK_B 0.087799 0.387692 0.010160 1.000000 b_country_IND_A -0.010228 0.027433 0.030166 0.032247 b_country_IND_B 0.084968 -0.114354 0.065171 -0.166801 b_country_RUS_A -0.010835 -0.036942 0.027711 -0.071940 b_country_RUS_B 0.012470 -0.052351 0.008750 -0.020104 b_country_BRA_A -0.056348 0.042016 -0.015254 0.058182 b_country_BRA_B 0.124290 -0.221402 0.097837 -0.328867 b_char_fast_A 0.056082 0.040331 0.004075 0.094300 b_char_fast_B -0.010209 0.090296 0.002195 0.041688 b_char_double_A 0.076844 0.020084 -4.649e-05 0.053413 b_char_double_B 0.037962 0.030730 0.044212 -0.103239 b_risk_A -0.110745 0.080271 -0.061607 0.136268 b_risk_B 0.325253 -0.625698 0.272141 -0.972441 b_price_A -0.122980 0.004017 -0.049157 -0.004887 b_price_B -0.004710 -0.107506 -0.006429 -0.015416 lambda_A 0.054733 -0.029475 0.029117 -0.047868 lambda_B -0.030356 0.077946 -0.024808 0.093135 delta_B NaN NaN NaN NaN zeta_quality 0.001275 0.001692 -0.001170 -0.001748 zeta_ingredient 5.6533e-04 7.4975e-04 -4.4064e-04 -6.5945e-04 zeta_patent 3.4452e-04 4.5794e-04 -0.001649 -0.002464 zeta_dominance -1.7441e-04 -2.3200e-04 9.8497e-04 0.001471 tau_quality_1 -4.2407e-04 -5.6217e-04 5.9176e-04 8.8524e-04 tau_quality_2 -2.7145e-04 -3.5950e-04 4.7473e-04 7.1042e-04 tau_quality_3 2.6913e-04 3.5787e-04 -2.5903e-04 -3.8644e-04 tau_quality_4 3.5401e-04 4.7037e-04 -3.5949e-04 -5.3676e-04 tau_ingredients_1 2.9442e-04 3.9033e-04 -2.2241e-04 -3.3298e-04 tau_ingredients_2 1.7895e-04 2.3690e-04 -2.8484e-04 -4.2643e-04 tau_ingredients_3 -1.0410e-04 -1.3886e-04 -1.4346e-04 -2.1511e-04 tau_ingredients_4 -1.1960e-04 -1.5932e-04 -3.862e-06 -6.352e-06 tau_patent_1 -3.0931e-04 -4.0979e-04 7.9985e-04 0.001196 tau_patent_2 -2.4140e-04 -3.1957e-04 4.9677e-04 7.4347e-04 tau_patent_3 -3.637e-05 -4.757e-05 -4.1951e-04 -6.2630e-04 tau_patent_4 -2.827e-05 -3.695e-05 -5.8337e-04 -8.7137e-04 tau_dominance_1 6.842e-05 9.044e-05 2.3285e-04 3.4756e-04 tau_dominance_2 1.1292e-04 1.4934e-04 2.4090e-04 3.5941e-04 tau_dominance_3 6.017e-05 7.920e-05 -3.1289e-04 -4.6835e-04 tau_dominance_4 2.513e-05 3.282e-05 -4.7005e-04 -7.0309e-04 b_country_IND_A b_country_IND_B b_country_RUS_A b_country_RUS_B b_brand_Novum_A -0.062918 0.164069 0.015113 0.020578 b_brand_Novum_B 0.003076 -0.056023 -0.006053 -0.039319 b_brand_BestValue_A -0.398151 0.093153 -0.352459 0.043494 b_brand_BestValue_B 0.025012 -0.321289 0.055227 -0.335738 b_brand_Supermarket_A -0.402286 0.066167 -0.364992 0.033773 b_brand_Supermarket_B 0.032230 -0.392378 0.027247 -0.348603 b_brand_PainAway_A -0.352336 0.063797 -0.299314 0.035587 b_brand_PainAway_B 0.018842 -0.287827 0.049196 -0.282286 b_country_CH_A -0.010228 0.084968 -0.010835 0.012470 b_country_CH_B 0.027433 -0.114354 -0.036942 -0.052351 b_country_DK_A 0.030166 0.065171 0.027711 0.008750 b_country_DK_B 0.032247 -0.166801 -0.071940 -0.020104 b_country_IND_A 1.000000 -0.074141 0.451857 -0.041301 b_country_IND_B -0.074141 1.000000 -0.084831 0.451886 b_country_RUS_A 0.451857 -0.084831 1.000000 -0.101093 b_country_RUS_B -0.041301 0.451886 -0.101093 1.000000 b_country_BRA_A 0.475368 -0.021219 0.454643 -0.042162 b_country_BRA_B -0.030189 0.385937 -0.111052 0.469621 b_char_fast_A -0.069526 0.064455 -0.052642 0.016699 b_char_fast_B 0.014706 -0.059191 0.010916 -0.065709 b_char_double_A -0.032127 0.034800 -0.028187 0.003557 b_char_double_B 0.020047 -0.093012 -0.021538 -0.046363 b_risk_A 0.041274 0.076119 0.096644 0.003341 b_risk_B 0.075494 -0.396202 -0.175925 0.060371 b_price_A 0.030527 -0.023489 0.042944 -0.004446 b_price_B -0.019196 0.048942 0.004490 0.048463 lambda_A -8.0561e-04 -0.028681 -0.055551 0.001503 lambda_B -0.009653 0.035466 0.017872 -0.036051 delta_B NaN NaN NaN NaN zeta_quality 0.003523 0.004762 0.001218 0.001555 zeta_ingredient -1.0330e-04 -1.3999e-04 -5.7489e-04 -7.3379e-04 zeta_patent 0.004067 0.005498 -9.4806e-04 -0.001210 zeta_dominance -0.001148 -0.001552 -9.7688e-04 -0.001247 tau_quality_1 -0.001521 -0.002056 -6.8309e-04 -8.7252e-04 tau_quality_2 -9.5239e-04 -0.001287 -5.7888e-04 -7.3947e-04 tau_quality_3 9.5800e-04 0.001295 1.0142e-04 1.2928e-04 tau_quality_4 0.001197 0.001618 2.7643e-04 3.5283e-04 tau_ingredients_1 8.446e-06 1.120e-05 -7.598e-05 -9.682e-05 tau_ingredients_2 -3.804e-05 -5.168e-05 5.556e-05 7.118e-05 tau_ingredients_3 1.6686e-04 2.2528e-04 3.6306e-04 4.6383e-04 tau_ingredients_4 2.1536e-04 2.9089e-04 3.7298e-04 4.7646e-04 tau_patent_1 -0.001744 -0.002357 3.2464e-04 4.1401e-04 tau_patent_2 -8.6835e-04 -0.001174 1.4293e-04 1.8201e-04 tau_patent_3 0.001220 0.001650 -2.5293e-04 -3.2319e-04 tau_patent_4 0.001502 0.002031 -3.0532e-04 -3.8997e-04 tau_dominance_1 -1.2355e-04 -1.6722e-04 -2.7960e-04 -3.5682e-04 tau_dominance_2 -1.0129e-04 -1.3720e-04 -2.3535e-04 -3.0026e-04 tau_dominance_3 3.6212e-04 4.8925e-04 2.5320e-04 3.2357e-04 tau_dominance_4 5.8252e-04 7.8727e-04 3.2436e-04 4.1438e-04 b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A -0.050588 0.241579 -0.065812 0.002027 b_brand_Novum_B -0.001155 -0.036244 0.010922 0.004095 b_brand_BestValue_A -0.361179 0.115413 -0.026119 0.002470 b_brand_BestValue_B 0.009916 -0.268571 -0.023243 -0.002629 b_brand_Supermarket_A -0.412628 0.080389 0.034756 -0.010788 b_brand_Supermarket_B 0.029436 -0.426759 -0.008909 0.040778 b_brand_PainAway_A -0.338227 0.078671 -0.053828 0.002380 b_brand_PainAway_B 0.007853 -0.260817 -0.021787 -0.038433 b_country_CH_A -0.056348 0.124290 0.056082 -0.010209 b_country_CH_B 0.042016 -0.221402 0.040331 0.090296 b_country_DK_A -0.015254 0.097837 0.004075 0.002195 b_country_DK_B 0.058182 -0.328867 0.094300 0.041688 b_country_IND_A 0.475368 -0.030189 -0.069526 0.014706 b_country_IND_B -0.021219 0.385937 0.064455 -0.059191 b_country_RUS_A 0.454643 -0.111052 -0.052642 0.010916 b_country_RUS_B -0.042162 0.469621 0.016699 -0.065709 b_country_BRA_A 1.000000 -0.047110 -0.089614 0.014593 b_country_BRA_B -0.047110 1.000000 0.090905 -0.078457 b_char_fast_A -0.089614 0.090905 1.000000 -0.095146 b_char_fast_B 0.014593 -0.078457 -0.095146 1.000000 b_char_double_A -0.058929 0.036909 0.451274 -0.041229 b_char_double_B 0.018232 -0.162815 -0.014367 0.465141 b_risk_A 0.008905 0.120703 -0.121701 0.005568 b_risk_B 0.146163 -0.691217 0.218239 -0.150334 b_price_A 0.069205 -0.020757 -0.147160 0.015904 b_price_B -0.015587 0.110834 0.005888 -0.148033 lambda_A -0.021176 -0.034540 0.082580 -0.006372 lambda_B -0.009231 0.035673 -0.023196 0.062438 delta_B NaN NaN NaN NaN zeta_quality 0.003081 0.004427 -0.001447 -0.001837 zeta_ingredient 1.1049e-04 1.5830e-04 0.003162 0.004016 zeta_patent -9.6162e-04 -0.001381 -0.003563 -0.004525 zeta_dominance -0.002114 -0.003038 2.069e-05 2.599e-05 tau_quality_1 -0.001505 -0.002162 1.6415e-04 2.0905e-04 tau_quality_2 -0.001317 -0.001892 -1.8418e-04 -2.3337e-04 tau_quality_3 3.6858e-04 5.2991e-04 -0.001020 -0.001295 tau_quality_4 7.9447e-04 0.001142 -8.9628e-04 -0.001138 tau_ingredients_1 3.7493e-04 5.3838e-04 0.001238 0.001573 tau_ingredients_2 5.1516e-04 7.3982e-04 9.2149e-04 0.001170 tau_ingredients_3 3.7242e-04 5.3480e-04 -3.6138e-04 -4.5955e-04 tau_ingredients_4 1.8233e-04 2.6174e-04 -7.3391e-04 -9.3269e-04 tau_patent_1 2.7075e-04 3.8923e-04 0.001003 0.001274 tau_patent_2 -2.079e-05 -2.954e-05 4.4342e-04 5.6394e-04 tau_patent_3 -5.8134e-04 -8.3479e-04 -0.001230 -0.001562 tau_patent_4 -6.0929e-04 -8.7497e-04 -0.001595 -0.002025 tau_dominance_1 -4.3127e-04 -6.1989e-04 2.1795e-04 2.7659e-04 tau_dominance_2 -2.7998e-04 -4.0258e-04 2.2380e-04 2.8390e-04 tau_dominance_3 6.0693e-04 8.7174e-04 4.089e-06 4.730e-06 tau_dominance_4 6.8717e-04 9.8712e-04 6.654e-05 8.415e-05 b_char_double_A b_char_double_B b_risk_A b_risk_B b_brand_Novum_A 0.022326 0.097855 -0.097194 0.682033 b_brand_Novum_B 0.008062 0.046023 0.003591 -0.068725 b_brand_BestValue_A 0.139839 0.022872 -0.203807 0.242105 b_brand_BestValue_B -0.020458 0.181730 -0.034931 -0.012237 b_brand_Supermarket_A 0.167338 0.004289 -0.199233 0.141366 b_brand_Supermarket_B -0.011190 0.163861 0.008814 -0.303501 b_brand_PainAway_A 0.099677 0.014317 -0.069356 0.140207 b_brand_PainAway_B -0.016270 0.137587 -0.037913 0.167537 b_country_CH_A 0.076844 0.037962 -0.110745 0.325253 b_country_CH_B 0.020084 0.030730 0.080271 -0.625698 b_country_DK_A -4.649e-05 0.044212 -0.061607 0.272141 b_country_DK_B 0.053413 -0.103239 0.136268 -0.972441 b_country_IND_A -0.032127 0.020047 0.041274 0.075494 b_country_IND_B 0.034800 -0.093012 0.076119 -0.396202 b_country_RUS_A -0.028187 -0.021538 0.096644 -0.175925 b_country_RUS_B 0.003557 -0.046363 0.003341 0.060371 b_country_BRA_A -0.058929 0.018232 0.008905 0.146163 b_country_BRA_B 0.036909 -0.162815 0.120703 -0.691217 b_char_fast_A 0.451274 -0.014367 -0.121701 0.218239 b_char_fast_B -0.041229 0.465141 0.005568 -0.150334 b_char_double_A 1.000000 -0.076360 -0.066685 0.106975 b_char_double_B -0.076360 1.000000 0.044925 -0.373604 b_risk_A -0.066685 0.044925 1.000000 0.153262 b_risk_B 0.106975 -0.373604 0.153262 1.000000 b_price_A -0.181297 0.012680 0.132771 -0.062609 b_price_B 0.011423 -0.172087 -0.034480 0.318685 lambda_A 0.074162 -0.019007 -0.042678 -0.103633 lambda_B -0.013017 0.085702 -0.026353 0.084787 delta_B NaN NaN NaN NaN zeta_quality -8.7548e-04 -0.001139 0.005024 0.011110 zeta_ingredient 0.002194 0.002856 -0.002418 -0.005348 zeta_patent -0.001865 -0.002428 0.003097 0.006848 zeta_dominance 0.001267 0.001649 -0.001609 -0.003558 tau_quality_1 1.8247e-04 2.3819e-04 -0.001542 -0.003409 tau_quality_2 1.3342e-04 1.7438e-04 -7.5637e-04 -0.001671 tau_quality_3 -3.5358e-04 -4.5986e-04 0.001645 0.003637 tau_quality_4 -4.2517e-04 -5.5320e-04 0.001891 0.004182 tau_ingredients_1 8.2985e-04 0.001080 -8.1021e-04 -0.001792 tau_ingredients_2 4.9363e-04 6.4219e-04 -5.5686e-04 -0.001232 tau_ingredients_3 -4.0795e-04 -5.3174e-04 3.4598e-04 7.6421e-04 tau_ingredients_4 -5.6938e-04 -7.4183e-04 6.0930e-04 0.001347 tau_patent_1 4.5630e-04 5.9481e-04 -9.8878e-04 -0.002185 tau_patent_2 1.6582e-04 2.1663e-04 -4.2676e-04 -9.4249e-04 tau_patent_3 -7.0276e-04 -9.1448e-04 0.001059 0.002342 tau_patent_4 -8.9704e-04 -0.001168 0.001317 0.002912 tau_dominance_1 5.2356e-04 6.8140e-04 -4.6268e-04 -0.001024 tau_dominance_2 5.2393e-04 6.8175e-04 -3.6735e-04 -8.1301e-04 tau_dominance_3 -1.1401e-04 -1.4897e-04 3.9670e-04 8.7634e-04 tau_dominance_4 -2.3587e-04 -3.0755e-04 4.9720e-04 0.001099 b_price_A b_price_B lambda_A lambda_B b_brand_Novum_A 0.087852 -0.043122 0.017945 -0.054684 b_brand_Novum_B -0.009339 0.073533 -6.113e-05 -0.005801 b_brand_BestValue_A 0.264945 -0.030599 -0.079820 -0.045610 b_brand_BestValue_B -0.014212 0.233866 -0.014751 -0.111951 b_brand_Supermarket_A 0.235135 -0.022580 -0.071972 -0.036797 b_brand_Supermarket_B -0.015303 0.219414 -0.028093 -0.077152 b_brand_PainAway_A 0.303941 -0.029040 -0.106951 -0.037123 b_brand_PainAway_B -0.017340 0.275039 -0.014942 -0.130318 b_country_CH_A -0.122980 -0.004710 0.054733 -0.030356 b_country_CH_B 0.004017 -0.107506 -0.029475 0.077946 b_country_DK_A -0.049157 -0.006429 0.029117 -0.024808 b_country_DK_B -0.004887 -0.015416 -0.047868 0.093135 b_country_IND_A 0.030527 -0.019196 -8.0561e-04 -0.009653 b_country_IND_B -0.023489 0.048942 -0.028681 0.035466 b_country_RUS_A 0.042944 0.004490 -0.055551 0.017872 b_country_RUS_B -0.004446 0.048463 0.001503 -0.036051 b_country_BRA_A 0.069205 -0.015587 -0.021176 -0.009231 b_country_BRA_B -0.020757 0.110834 -0.034540 0.035673 b_char_fast_A -0.147160 0.005888 0.082580 -0.023196 b_char_fast_B 0.015904 -0.148033 -0.006372 0.062438 b_char_double_A -0.181297 0.011423 0.074162 -0.013017 b_char_double_B 0.012680 -0.172087 -0.019007 0.085702 b_risk_A 0.132771 -0.034480 -0.042678 -0.026353 b_risk_B -0.062609 0.318685 -0.103633 0.084787 b_price_A 1.000000 -0.083830 -0.066576 0.008204 b_price_B -0.083830 1.000000 0.011576 -0.065604 lambda_A -0.066576 0.011576 1.000000 0.510468 lambda_B 0.008204 -0.065604 0.510468 1.000000 delta_B NaN NaN NaN NaN zeta_quality -0.001662 -0.002133 0.116666 0.131361 zeta_ingredient -0.001026 -0.001317 -0.114944 -0.129422 zeta_patent -0.001457 -0.001871 0.133211 0.149989 zeta_dominance 0.001117 0.001434 -0.106872 -0.120334 tau_quality_1 6.6250e-04 8.4990e-04 0.004569 0.005147 tau_quality_2 4.2929e-04 5.5053e-04 -0.002482 -0.002792 tau_quality_3 -4.1195e-04 -5.2914e-04 -0.015159 -0.017066 tau_quality_4 -5.5872e-04 -7.1742e-04 -0.011848 -0.013338 tau_ingredients_1 -3.7084e-04 -4.7568e-04 0.007996 0.009002 tau_ingredients_2 -2.6884e-04 -3.4467e-04 0.011127 0.012527 tau_ingredients_3 1.8106e-04 2.3281e-04 0.005105 0.005745 tau_ingredients_4 3.0413e-04 3.9071e-04 -3.7534e-04 -4.2459e-04 tau_patent_1 6.9607e-04 8.9286e-04 0.003334 0.003756 tau_patent_2 5.4304e-04 6.9644e-04 -0.005469 -0.006155 tau_patent_3 -1.1286e-04 -1.4522e-04 -0.016759 -0.018867 tau_patent_4 -3.2589e-04 -4.1854e-04 -0.014242 -0.016034 tau_dominance_1 1.4459e-04 1.8581e-04 0.005610 0.006315 tau_dominance_2 -1.036e-05 -1.298e-05 0.008632 0.009718 tau_dominance_3 -3.7284e-04 -4.7814e-04 0.002938 0.003306 tau_dominance_4 -4.2380e-04 -5.4361e-04 -8.7422e-04 -9.8601e-04 delta_B zeta_quality zeta_ingredient zeta_patent b_brand_Novum_A NaN -3.9290e-04 -8.9989e-04 7.3531e-04 b_brand_Novum_B NaN -4.5652e-04 -0.001046 8.5467e-04 b_brand_BestValue_A NaN 0.002214 -0.002126 -4.4737e-04 b_brand_BestValue_B NaN 0.002655 -0.002549 -5.3679e-04 b_brand_Supermarket_A NaN -1.8689e-04 -9.3361e-04 0.001271 b_brand_Supermarket_B NaN -2.2291e-04 -0.001111 0.001513 b_brand_PainAway_A NaN 0.001680 -0.002667 -7.9333e-04 b_brand_PainAway_B NaN 0.002030 -0.003223 -9.5920e-04 b_country_CH_A NaN 0.001275 5.6533e-04 3.4452e-04 b_country_CH_B NaN 0.001692 7.4975e-04 4.5794e-04 b_country_DK_A NaN -0.001170 -4.4064e-04 -0.001649 b_country_DK_B NaN -0.001748 -6.5945e-04 -0.002464 b_country_IND_A NaN 0.003523 -1.0330e-04 0.004067 b_country_IND_B NaN 0.004762 -1.3999e-04 0.005498 b_country_RUS_A NaN 0.001218 -5.7489e-04 -9.4806e-04 b_country_RUS_B NaN 0.001555 -7.3379e-04 -0.001210 b_country_BRA_A NaN 0.003081 1.1049e-04 -9.6162e-04 b_country_BRA_B NaN 0.004427 1.5830e-04 -0.001381 b_char_fast_A NaN -0.001447 0.003162 -0.003563 b_char_fast_B NaN -0.001837 0.004016 -0.004525 b_char_double_A NaN -8.7548e-04 0.002194 -0.001865 b_char_double_B NaN -0.001139 0.002856 -0.002428 b_risk_A NaN 0.005024 -0.002418 0.003097 b_risk_B NaN 0.011110 -0.005348 0.006848 b_price_A NaN -0.001662 -0.001026 -0.001457 b_price_B NaN -0.002133 -0.001317 -0.001871 lambda_A NaN 0.116666 -0.114944 0.133211 lambda_B NaN 0.131361 -0.129422 0.149989 delta_B NaN NaN NaN NaN zeta_quality NaN 1.000000 -0.085850 0.085694 zeta_ingredient NaN -0.085850 1.000000 -0.088477 zeta_patent NaN 0.085694 -0.088477 1.000000 zeta_dominance NaN -0.068047 0.061126 -0.061541 tau_quality_1 NaN -0.238889 0.011481 -0.009361 tau_quality_2 NaN -0.140748 0.006095 -0.004444 tau_quality_3 NaN 0.234722 -0.010872 0.008141 tau_quality_4 NaN 0.274139 -0.012646 0.008782 tau_ingredients_1 NaN -0.009675 0.251391 -0.009430 tau_ingredients_2 NaN -0.007256 0.208536 -0.006099 tau_ingredients_3 NaN 0.005852 -0.086136 0.006392 tau_ingredients_4 NaN 0.010256 -0.190753 0.010534 tau_patent_1 NaN -0.010405 0.011683 -0.246940 tau_patent_2 NaN -0.005771 0.006392 -0.120677 tau_patent_3 NaN 0.005308 -0.007164 0.227582 tau_patent_4 NaN 0.005961 -0.010234 0.286250 tau_dominance_1 NaN -0.003753 0.004597 -0.001671 tau_dominance_2 NaN -0.002497 0.004315 -0.001412 tau_dominance_3 NaN 0.004373 -0.003651 0.003093 tau_dominance_4 NaN 0.006207 -0.005840 0.004794 zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A 1.481e-05 4.3898e-04 4.4239e-04 1.7862e-04 b_brand_Novum_B 1.703e-05 5.1063e-04 5.1460e-04 2.0784e-04 b_brand_BestValue_A 0.002484 0.139706 0.163634 0.144014 b_brand_BestValue_B 0.002979 0.167521 0.196214 0.172687 b_brand_Supermarket_A 0.001060 0.137700 0.160851 0.140414 b_brand_Supermarket_B 0.001262 0.163943 0.191507 0.167174 b_brand_PainAway_A 0.002008 0.136521 0.159893 0.140717 b_brand_PainAway_B 0.002427 0.164993 0.193239 0.170064 b_country_CH_A -1.7441e-04 -4.2407e-04 -2.7145e-04 2.6913e-04 b_country_CH_B -2.3200e-04 -5.6217e-04 -3.5950e-04 3.5787e-04 b_country_DK_A 9.8497e-04 5.9176e-04 4.7473e-04 -2.5903e-04 b_country_DK_B 0.001471 8.8524e-04 7.1042e-04 -3.8644e-04 b_country_IND_A -0.001148 -0.001521 -9.5239e-04 9.5800e-04 b_country_IND_B -0.001552 -0.002056 -0.001287 0.001295 b_country_RUS_A -9.7688e-04 -6.8309e-04 -5.7888e-04 1.0142e-04 b_country_RUS_B -0.001247 -8.7252e-04 -7.3947e-04 1.2928e-04 b_country_BRA_A -0.002114 -0.001505 -0.001317 3.6858e-04 b_country_BRA_B -0.003038 -0.002162 -0.001892 5.2991e-04 b_char_fast_A 2.069e-05 1.6415e-04 -1.8418e-04 -0.001020 b_char_fast_B 2.599e-05 2.0905e-04 -2.3337e-04 -0.001295 b_char_double_A 0.001267 1.8247e-04 1.3342e-04 -3.5358e-04 b_char_double_B 0.001649 2.3819e-04 1.7438e-04 -4.5986e-04 b_risk_A -0.001609 -0.001542 -7.5637e-04 0.001645 b_risk_B -0.003558 -0.003409 -0.001671 0.003637 b_price_A 0.001117 6.6250e-04 4.2929e-04 -4.1195e-04 b_price_B 0.001434 8.4990e-04 5.5053e-04 -5.2914e-04 lambda_A -0.106872 0.004569 -0.002482 -0.015159 lambda_B -0.120334 0.005147 -0.002792 -0.017066 delta_B NaN NaN NaN NaN zeta_quality -0.068047 -0.238889 -0.140748 0.234722 zeta_ingredient 0.061126 0.011481 0.006095 -0.010872 zeta_patent -0.061541 -0.009361 -0.004444 0.008141 zeta_dominance 1.000000 0.007744 0.004880 -0.004139 tau_quality_1 0.007744 1.000000 0.697740 0.225500 tau_quality_2 0.004880 0.697740 1.000000 0.371633 tau_quality_3 -0.004139 0.225500 0.371633 1.000000 tau_quality_4 -0.005765 0.109449 0.211024 0.632499 tau_ingredients_1 0.003501 -0.056416 -0.067742 -0.064151 tau_ingredients_2 0.003076 -0.077499 -0.091924 -0.084176 tau_ingredients_3 -0.003534 -0.091842 -0.105847 -0.090017 tau_ingredients_4 -0.006077 -0.079698 -0.090624 -0.074588 tau_patent_1 0.005840 0.094695 0.107705 0.089289 tau_patent_2 0.004063 0.109999 0.126931 0.108341 tau_patent_3 -0.001009 0.095254 0.112750 0.101855 tau_patent_4 -0.001184 0.075739 0.090184 0.082599 tau_dominance_1 0.213329 -0.048472 -0.057214 -0.051832 tau_dominance_2 0.188456 -0.068567 -0.080538 -0.071891 tau_dominance_3 -0.142752 -0.078862 -0.091129 -0.078202 tau_dominance_4 -0.210439 -0.062806 -0.071936 -0.060624 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A 5.385e-05 -3.2409e-04 -2.9029e-04 -4.121e-05 b_brand_Novum_B 6.274e-05 -3.7686e-04 -3.3766e-04 -4.824e-05 b_brand_BestValue_A 0.105391 -0.098478 -0.132564 -0.148435 b_brand_BestValue_B 0.126374 -0.118085 -0.158957 -0.177988 b_brand_Supermarket_A 0.102368 -0.096068 -0.129431 -0.145328 b_brand_Supermarket_B 0.121878 -0.114376 -0.154098 -0.173025 b_brand_PainAway_A 0.102927 -0.096486 -0.129664 -0.144710 b_brand_PainAway_B 0.124393 -0.116609 -0.156706 -0.174890 b_country_CH_A 3.5401e-04 2.9442e-04 1.7895e-04 -1.0410e-04 b_country_CH_B 4.7037e-04 3.9033e-04 2.3690e-04 -1.3886e-04 b_country_DK_A -3.5949e-04 -2.2241e-04 -2.8484e-04 -1.4346e-04 b_country_DK_B -5.3676e-04 -3.3298e-04 -4.2643e-04 -2.1511e-04 b_country_IND_A 0.001197 8.446e-06 -3.804e-05 1.6686e-04 b_country_IND_B 0.001618 1.120e-05 -5.168e-05 2.2528e-04 b_country_RUS_A 2.7643e-04 -7.598e-05 5.556e-05 3.6306e-04 b_country_RUS_B 3.5283e-04 -9.682e-05 7.118e-05 4.6383e-04 b_country_BRA_A 7.9447e-04 3.7493e-04 5.1516e-04 3.7242e-04 b_country_BRA_B 0.001142 5.3838e-04 7.3982e-04 5.3480e-04 b_char_fast_A -8.9628e-04 0.001238 9.2149e-04 -3.6138e-04 b_char_fast_B -0.001138 0.001573 0.001170 -4.5955e-04 b_char_double_A -4.2517e-04 8.2985e-04 4.9363e-04 -4.0795e-04 b_char_double_B -5.5320e-04 0.001080 6.4219e-04 -5.3174e-04 b_risk_A 0.001891 -8.1021e-04 -5.5686e-04 3.4598e-04 b_risk_B 0.004182 -0.001792 -0.001232 7.6421e-04 b_price_A -5.5872e-04 -3.7084e-04 -2.6884e-04 1.8106e-04 b_price_B -7.1742e-04 -4.7568e-04 -3.4467e-04 2.3281e-04 lambda_A -0.011848 0.007996 0.011127 0.005105 lambda_B -0.013338 0.009002 0.012527 0.005745 delta_B NaN NaN NaN NaN zeta_quality 0.274139 -0.009675 -0.007256 0.005852 zeta_ingredient -0.012646 0.251391 0.208536 -0.086136 zeta_patent 0.008782 -0.009430 -0.006099 0.006392 zeta_dominance -0.005765 0.003501 0.003076 -0.003534 tau_quality_1 0.109449 -0.056416 -0.077499 -0.091842 tau_quality_2 0.211024 -0.067742 -0.091924 -0.105847 tau_quality_3 0.632499 -0.064151 -0.084176 -0.090017 tau_quality_4 1.000000 -0.048557 -0.062777 -0.065198 tau_ingredients_1 -0.048557 1.000000 0.636101 0.252556 tau_ingredients_2 -0.062777 0.636101 1.000000 0.422841 tau_ingredients_3 -0.065198 0.252556 0.422841 1.000000 tau_ingredients_4 -0.053425 0.137507 0.256319 0.668988 tau_patent_1 0.064389 -0.060179 -0.082894 -0.097994 tau_patent_2 0.078672 -0.073604 -0.100069 -0.115077 tau_patent_3 0.075047 -0.070726 -0.093407 -0.101443 tau_patent_4 0.061055 -0.058486 -0.076034 -0.080568 tau_dominance_1 -0.038655 0.036519 0.048052 0.051834 tau_dominance_2 -0.053104 0.050263 0.066499 0.072657 tau_dominance_3 -0.056809 0.053475 0.071931 0.082212 tau_dominance_4 -0.043803 0.041270 0.055797 0.064932 tau_ingredients_4 tau_patent_1 tau_patent_2 tau_patent_3 b_brand_Novum_A 9.127e-05 -3.735e-05 1.291e-05 1.4768e-04 b_brand_Novum_B 1.0574e-04 -4.291e-05 1.546e-05 1.7188e-04 b_brand_BestValue_A -0.124962 0.149380 0.178131 0.160745 b_brand_BestValue_B -0.149842 0.179122 0.213597 0.192749 b_brand_Supermarket_A -0.122589 0.145569 0.174069 0.157752 b_brand_Supermarket_B -0.145952 0.173312 0.207244 0.187817 b_brand_PainAway_A -0.121731 0.145944 0.174017 0.157177 b_brand_PainAway_B -0.147119 0.176381 0.210309 0.189957 b_country_CH_A -1.1960e-04 -3.0931e-04 -2.4140e-04 -3.637e-05 b_country_CH_B -1.5932e-04 -4.0979e-04 -3.1957e-04 -4.757e-05 b_country_DK_A -3.862e-06 7.9985e-04 4.9677e-04 -4.1951e-04 b_country_DK_B -6.352e-06 0.001196 7.4347e-04 -6.2630e-04 b_country_IND_A 2.1536e-04 -0.001744 -8.6835e-04 0.001220 b_country_IND_B 2.9089e-04 -0.002357 -0.001174 0.001650 b_country_RUS_A 3.7298e-04 3.2464e-04 1.4293e-04 -2.5293e-04 b_country_RUS_B 4.7646e-04 4.1401e-04 1.8201e-04 -3.2319e-04 b_country_BRA_A 1.8233e-04 2.7075e-04 -2.079e-05 -5.8134e-04 b_country_BRA_B 2.6174e-04 3.8923e-04 -2.954e-05 -8.3479e-04 b_char_fast_A -7.3391e-04 0.001003 4.4342e-04 -0.001230 b_char_fast_B -9.3269e-04 0.001274 5.6394e-04 -0.001562 b_char_double_A -5.6938e-04 4.5630e-04 1.6582e-04 -7.0276e-04 b_char_double_B -7.4183e-04 5.9481e-04 2.1663e-04 -9.1448e-04 b_risk_A 6.0930e-04 -9.8878e-04 -4.2676e-04 0.001059 b_risk_B 0.001347 -0.002185 -9.4249e-04 0.002342 b_price_A 3.0413e-04 6.9607e-04 5.4304e-04 -1.1286e-04 b_price_B 3.9071e-04 8.9286e-04 6.9644e-04 -1.4522e-04 lambda_A -3.7534e-04 0.003334 -0.005469 -0.016759 lambda_B -4.2459e-04 0.003756 -0.006155 -0.018867 delta_B NaN NaN NaN NaN zeta_quality 0.010256 -0.010405 -0.005771 0.005308 zeta_ingredient -0.190753 0.011683 0.006392 -0.007164 zeta_patent 0.010534 -0.246940 -0.120677 0.227582 zeta_dominance -0.006077 0.005840 0.004063 -0.001009 tau_quality_1 -0.079698 0.094695 0.109999 0.095254 tau_quality_2 -0.090624 0.107705 0.126931 0.112750 tau_quality_3 -0.074588 0.089289 0.108341 0.101855 tau_quality_4 -0.053425 0.064389 0.078672 0.075047 tau_ingredients_1 0.137507 -0.060179 -0.073604 -0.070726 tau_ingredients_2 0.256319 -0.082894 -0.100069 -0.093407 tau_ingredients_3 0.668988 -0.097994 -0.115077 -0.101443 tau_ingredients_4 1.000000 -0.084928 -0.098422 -0.084662 tau_patent_1 -0.084928 1.000000 0.660431 0.243208 tau_patent_2 -0.098422 0.660431 1.000000 0.425833 tau_patent_3 -0.084662 0.243208 0.425833 1.000000 tau_patent_4 -0.066613 0.135162 0.274410 0.695880 tau_dominance_1 0.043194 -0.052092 -0.062382 -0.057584 tau_dominance_2 0.060866 -0.073160 -0.087498 -0.080340 tau_dominance_3 0.070332 -0.083738 -0.098754 -0.088153 tau_dominance_4 0.056071 -0.066716 -0.077961 -0.068528 tau_patent_4 tau_dominance_1 tau_dominance_2 tau_dominance_3 b_brand_Novum_A 2.3501e-04 -5.442e-05 2.810e-05 2.852e-05 b_brand_Novum_B 2.7331e-04 -6.341e-05 3.241e-05 3.278e-05 b_brand_BestValue_A 0.128501 -0.081241 -0.114158 -0.127831 b_brand_BestValue_B 0.154085 -0.097416 -0.136887 -0.153282 b_brand_Supermarket_A 0.126284 -0.079859 -0.111959 -0.124762 b_brand_Supermarket_B 0.150352 -0.095079 -0.133297 -0.148539 b_brand_PainAway_A 0.125639 -0.079593 -0.111722 -0.124676 b_brand_PainAway_B 0.151841 -0.096192 -0.135022 -0.150677 b_country_CH_A -2.827e-05 6.842e-05 1.1292e-04 6.017e-05 b_country_CH_B -3.695e-05 9.044e-05 1.4934e-04 7.920e-05 b_country_DK_A -5.8337e-04 2.3285e-04 2.4090e-04 -3.1289e-04 b_country_DK_B -8.7137e-04 3.4756e-04 3.5941e-04 -4.6835e-04 b_country_IND_A 0.001502 -1.2355e-04 -1.0129e-04 3.6212e-04 b_country_IND_B 0.002031 -1.6722e-04 -1.3720e-04 4.8925e-04 b_country_RUS_A -3.0532e-04 -2.7960e-04 -2.3535e-04 2.5320e-04 b_country_RUS_B -3.8997e-04 -3.5682e-04 -3.0026e-04 3.2357e-04 b_country_BRA_A -6.0929e-04 -4.3127e-04 -2.7998e-04 6.0693e-04 b_country_BRA_B -8.7497e-04 -6.1989e-04 -4.0258e-04 8.7174e-04 b_char_fast_A -0.001595 2.1795e-04 2.2380e-04 4.089e-06 b_char_fast_B -0.002025 2.7659e-04 2.8390e-04 4.730e-06 b_char_double_A -8.9704e-04 5.2356e-04 5.2393e-04 -1.1401e-04 b_char_double_B -0.001168 6.8140e-04 6.8175e-04 -1.4897e-04 b_risk_A 0.001317 -4.6268e-04 -3.6735e-04 3.9670e-04 b_risk_B 0.002912 -0.001024 -8.1301e-04 8.7634e-04 b_price_A -3.2589e-04 1.4459e-04 -1.036e-05 -3.7284e-04 b_price_B -4.1854e-04 1.8581e-04 -1.298e-05 -4.7814e-04 lambda_A -0.014242 0.005610 0.008632 0.002938 lambda_B -0.016034 0.006315 0.009718 0.003306 delta_B NaN NaN NaN NaN zeta_quality 0.005961 -0.003753 -0.002497 0.004373 zeta_ingredient -0.010234 0.004597 0.004315 -0.003651 zeta_patent 0.286250 -0.001671 -0.001412 0.003093 zeta_dominance -0.001184 0.213329 0.188456 -0.142752 tau_quality_1 0.075739 -0.048472 -0.068567 -0.078862 tau_quality_2 0.090184 -0.057214 -0.080538 -0.091129 tau_quality_3 0.082599 -0.051832 -0.071891 -0.078202 tau_quality_4 0.061055 -0.038655 -0.053104 -0.056809 tau_ingredients_1 -0.058486 0.036519 0.050263 0.053475 tau_ingredients_2 -0.076034 0.048052 0.066499 0.071931 tau_ingredients_3 -0.080568 0.051834 0.072657 0.082212 tau_ingredients_4 -0.066613 0.043194 0.060866 0.070332 tau_patent_1 0.135162 -0.052092 -0.073160 -0.083738 tau_patent_2 0.274410 -0.062382 -0.087498 -0.098754 tau_patent_3 0.695880 -0.057584 -0.080340 -0.088153 tau_patent_4 1.000000 -0.046503 -0.064778 -0.070670 tau_dominance_1 -0.046503 1.000000 0.612477 0.193013 tau_dominance_2 -0.064778 0.612477 1.000000 0.343189 tau_dominance_3 -0.070670 0.193013 0.343189 1.000000 tau_dominance_4 -0.054799 0.095650 0.191817 0.629821 tau_dominance_4 b_brand_Novum_A -1.0387e-04 b_brand_Novum_B -1.2103e-04 b_brand_BestValue_A -0.100214 b_brand_BestValue_B -0.120166 b_brand_Supermarket_A -0.097596 b_brand_Supermarket_B -0.116196 b_brand_PainAway_A -0.097674 b_brand_PainAway_B -0.118044 b_country_CH_A 2.513e-05 b_country_CH_B 3.282e-05 b_country_DK_A -4.7005e-04 b_country_DK_B -7.0309e-04 b_country_IND_A 5.8252e-04 b_country_IND_B 7.8727e-04 b_country_RUS_A 3.2436e-04 b_country_RUS_B 4.1438e-04 b_country_BRA_A 6.8717e-04 b_country_BRA_B 9.8712e-04 b_char_fast_A 6.654e-05 b_char_fast_B 8.415e-05 b_char_double_A -2.3587e-04 b_char_double_B -3.0755e-04 b_risk_A 4.9720e-04 b_risk_B 0.001099 b_price_A -4.2380e-04 b_price_B -5.4361e-04 lambda_A -8.7422e-04 lambda_B -9.8601e-04 delta_B NaN zeta_quality 0.006207 zeta_ingredient -0.005840 zeta_patent 0.004794 zeta_dominance -0.210439 tau_quality_1 -0.062806 tau_quality_2 -0.071936 tau_quality_3 -0.060624 tau_quality_4 -0.043803 tau_ingredients_1 0.041270 tau_ingredients_2 0.055797 tau_ingredients_3 0.064932 tau_ingredients_4 0.056071 tau_patent_1 -0.066716 tau_patent_2 -0.077961 tau_patent_3 -0.068528 tau_patent_4 -0.054799 tau_dominance_1 0.095650 tau_dominance_2 0.191817 tau_dominance_3 0.629821 tau_dominance_4 1.000000 Robust correlation matrix: b_brand_Novum_A b_brand_Novum_B b_brand_BestValue_A b_brand_BestValue_B b_brand_Novum_A 1.000000 1.000000 0.219268 0.219270 b_brand_Novum_B 1.000000 1.000000 0.219267 0.219270 b_brand_BestValue_A 0.219268 0.219267 1.000000 1.000000 b_brand_BestValue_B 0.219270 0.219270 1.000000 1.000000 b_brand_Supermarket_A 0.249209 0.249210 0.714959 0.714959 b_brand_Supermarket_B 0.249210 0.249211 0.714949 0.714949 b_brand_PainAway_A 0.202137 0.202138 0.675645 0.675641 b_brand_PainAway_B 0.202141 0.202142 0.675642 0.675639 b_country_CH_A -0.099247 -0.099242 0.213092 0.213095 b_country_CH_B -0.099245 -0.099240 0.213089 0.213092 b_country_DK_A -0.040800 -0.040791 0.168663 0.168665 b_country_DK_B -0.040791 -0.040782 0.168658 0.168661 b_country_IND_A -0.036807 -0.036808 -0.425549 -0.425552 b_country_IND_B -0.036804 -0.036805 -0.425543 -0.425545 b_country_RUS_A -0.025667 -0.025669 -0.422032 -0.422035 b_country_RUS_B -0.025669 -0.025671 -0.422031 -0.422034 b_country_BRA_A 0.015632 0.015629 -0.378184 -0.378186 b_country_BRA_B 0.015633 0.015631 -0.378170 -0.378173 b_char_fast_A -0.057538 -0.057538 -0.005045 -0.005044 b_char_fast_B -0.057539 -0.057539 -0.005045 -0.005044 b_char_double_A -0.014113 -0.014107 0.137209 0.137211 b_char_double_B -0.014111 -0.014105 0.137208 0.137211 b_risk_A 0.066251 0.066241 -0.130148 -0.130160 b_risk_B 0.066255 0.066245 -0.130137 -0.130149 b_price_A 0.079277 0.079267 0.268203 0.268205 b_price_B 0.079269 0.079259 0.268197 0.268199 lambda_A -0.043571 -0.043571 -0.159487 -0.159482 lambda_B -0.043569 -0.043569 -0.159482 -0.159477 delta_B 0.022903 0.022977 -0.023415 -0.023400 zeta_quality 0.024092 0.024093 0.071640 0.071638 zeta_ingredient -0.009030 -0.009032 -0.019323 -0.019324 zeta_patent 0.018006 0.018010 0.019469 0.019470 zeta_dominance -0.028960 -0.028962 -0.019722 -0.019721 tau_quality_1 0.033915 0.033913 0.100546 0.100543 tau_quality_2 0.009983 0.009983 0.146626 0.146622 tau_quality_3 0.049489 0.049489 0.148585 0.148580 tau_quality_4 0.045481 0.045480 0.127276 0.127271 tau_ingredients_1 -0.034987 -0.034988 -0.094919 -0.094918 tau_ingredients_2 -0.042950 -0.042954 -0.157074 -0.157074 tau_ingredients_3 -0.033394 -0.033390 -0.180604 -0.180600 tau_ingredients_4 -0.040462 -0.040457 -0.138484 -0.138482 tau_patent_1 0.055046 0.055049 0.156745 0.156744 tau_patent_2 0.065758 0.065761 0.181318 0.181316 tau_patent_3 -0.014835 -0.014831 0.142285 0.142283 tau_patent_4 -0.007961 -0.007957 0.142005 0.142002 tau_dominance_1 -0.020014 -0.020011 -0.139993 -0.139991 tau_dominance_2 -0.026700 -0.026698 -0.111399 -0.111395 tau_dominance_3 -0.042614 -0.042611 -0.153027 -0.153024 tau_dominance_4 0.017345 0.017345 -0.079954 -0.079952 b_brand_Supermarket_A b_brand_Supermarket_B b_brand_PainAway_A b_brand_PainAway_B b_brand_Novum_A 0.24921 0.24921 0.20214 0.20214 b_brand_Novum_B 0.24921 0.24921 0.20214 0.20214 b_brand_BestValue_A 0.71496 0.71495 0.67565 0.67564 b_brand_BestValue_B 0.71496 0.71495 0.67564 0.67564 b_brand_Supermarket_A 1.00000 1.00000 0.69626 0.69626 b_brand_Supermarket_B 1.00000 1.00000 0.69626 0.69625 b_brand_PainAway_A 0.69626 0.69626 1.00000 1.00000 b_brand_PainAway_B 0.69626 0.69625 1.00000 1.00000 b_country_CH_A 0.22984 0.22983 0.17839 0.17839 b_country_CH_B 0.22983 0.22983 0.17839 0.17839 b_country_DK_A 0.21037 0.21036 0.17720 0.17721 b_country_DK_B 0.21036 0.21036 0.17720 0.17720 b_country_IND_A -0.42434 -0.42433 -0.37445 -0.37445 b_country_IND_B -0.42433 -0.42432 -0.37444 -0.37444 b_country_RUS_A -0.39612 -0.39612 -0.36032 -0.36032 b_country_RUS_B -0.39612 -0.39612 -0.36032 -0.36032 b_country_BRA_A -0.44107 -0.44107 -0.35236 -0.35236 b_country_BRA_B -0.44106 -0.44106 -0.35235 -0.35235 b_char_fast_A 0.05945 0.05945 -0.04408 -0.04408 b_char_fast_B 0.05945 0.05945 -0.04408 -0.04408 b_char_double_A 0.15321 0.15321 0.07260 0.07260 b_char_double_B 0.15321 0.15321 0.07260 0.07260 b_risk_A -0.15374 -0.15375 -0.05647 -0.05647 b_risk_B -0.15372 -0.15373 -0.05645 -0.05645 b_price_A 0.23282 0.23282 0.30266 0.30266 b_price_B 0.23282 0.23282 0.30265 0.30266 lambda_A -0.11329 -0.11329 -0.16668 -0.16668 lambda_B -0.11329 -0.11329 -0.16668 -0.16668 delta_B -0.02533 -0.02532 -0.03577 -0.03576 zeta_quality 0.04998 0.04998 0.07376 0.07376 zeta_ingredient 0.01830 0.01830 0.02292 0.02292 zeta_patent 0.03489 0.03489 0.02468 0.02468 zeta_dominance -0.03924 -0.03924 -0.01244 -0.01244 tau_quality_1 0.13407 0.13407 0.12282 0.12282 tau_quality_2 0.13778 0.13778 0.13653 0.13653 tau_quality_3 0.15094 0.15094 0.17138 0.17138 tau_quality_4 0.11050 0.11050 0.13294 0.13293 tau_ingredients_1 -0.08789 -0.08789 -0.09959 -0.09958 tau_ingredients_2 -0.14408 -0.14408 -0.11900 -0.11899 tau_ingredients_3 -0.19891 -0.19891 -0.15244 -0.15244 tau_ingredients_4 -0.17342 -0.17341 -0.16195 -0.16195 tau_patent_1 0.15881 0.15881 0.12596 0.12596 tau_patent_2 0.17757 0.17757 0.16676 0.16676 tau_patent_3 0.15822 0.15822 0.14387 0.14387 tau_patent_4 0.14562 0.14562 0.12723 0.12723 tau_dominance_1 -0.17916 -0.17916 -0.12794 -0.12793 tau_dominance_2 -0.16364 -0.16364 -0.11783 -0.11783 tau_dominance_3 -0.17008 -0.17008 -0.17051 -0.17051 tau_dominance_4 -0.08417 -0.08417 -0.09366 -0.09366 b_country_CH_A b_country_CH_B b_country_DK_A b_country_DK_B b_brand_Novum_A -0.099247 -0.099245 -0.040800 -0.040791 b_brand_Novum_B -0.099242 -0.099240 -0.040791 -0.040782 b_brand_BestValue_A 0.213092 0.213089 0.168663 0.168658 b_brand_BestValue_B 0.213095 0.213092 0.168665 0.168661 b_brand_Supermarket_A 0.229836 0.229832 0.210365 0.210358 b_brand_Supermarket_B 0.229835 0.229830 0.210363 0.210355 b_brand_PainAway_A 0.178392 0.178386 0.177205 0.177198 b_brand_PainAway_B 0.178393 0.178387 0.177207 0.177201 b_country_CH_A 1.000000 1.000000 0.461101 0.461098 b_country_CH_B 1.000000 1.000000 0.461097 0.461094 b_country_DK_A 0.461101 0.461097 1.000000 1.000000 b_country_DK_B 0.461098 0.461094 1.000000 1.000000 b_country_IND_A -0.015989 -0.015992 0.023812 0.023810 b_country_IND_B -0.015987 -0.015991 0.023815 0.023813 b_country_RUS_A -0.060856 -0.060854 -6.9938e-04 -6.9650e-04 b_country_RUS_B -0.060855 -0.060854 -6.9661e-04 -6.9373e-04 b_country_BRA_A -0.037071 -0.037073 0.007278 0.007278 b_country_BRA_B -0.037069 -0.037072 0.007280 0.007280 b_char_fast_A 0.112717 0.112719 0.011320 0.011314 b_char_fast_B 0.112717 0.112718 0.011315 0.011309 b_char_double_A 0.087691 0.087690 -0.015568 -0.015573 b_char_double_B 0.087687 0.087687 -0.015577 -0.015582 b_risk_A -0.004758 -0.004770 0.045669 0.045660 b_risk_B -0.004753 -0.004764 0.045674 0.045665 b_price_A -0.133792 -0.133790 -0.067538 -0.067531 b_price_B -0.133786 -0.133784 -0.067526 -0.067519 lambda_A 0.047688 0.047686 0.023871 0.023868 lambda_B 0.047685 0.047684 0.023868 0.023865 delta_B 0.034510 0.034571 0.031206 0.031273 zeta_quality 0.032375 0.032374 -0.005782 -0.005783 zeta_ingredient 0.010442 0.010440 -0.010806 -0.010809 zeta_patent 0.011176 0.011176 -0.013199 -0.013197 zeta_dominance -0.034030 -0.034032 0.010974 0.010972 tau_quality_1 -0.016527 -0.016529 -0.032583 -0.032588 tau_quality_2 -0.041191 -0.041194 -0.030069 -0.030075 tau_quality_3 -0.026997 -0.027001 -0.016821 -0.016828 tau_quality_4 -0.021461 -0.021464 -0.005895 -0.005899 tau_ingredients_1 0.016408 0.016410 -0.015696 -0.015696 tau_ingredients_2 0.039781 0.039780 0.037574 0.037573 tau_ingredients_3 0.020248 0.020253 -2.2688e-04 -2.1858e-04 tau_ingredients_4 -0.002349 -0.002344 0.050173 0.050180 tau_patent_1 -0.029409 -0.029407 -0.054626 -0.054629 tau_patent_2 -0.013504 -0.013504 -0.038091 -0.038094 tau_patent_3 0.049929 0.049930 -0.014159 -0.014161 tau_patent_4 0.049989 0.049990 -0.026925 -0.026926 tau_dominance_1 -0.038998 -0.038997 -0.021727 -0.021727 tau_dominance_2 -0.028323 -0.028320 0.022866 0.022868 tau_dominance_3 -0.025000 -0.024995 -0.037092 -0.037086 tau_dominance_4 -0.013372 -0.013371 -0.008844 -0.008842 b_country_IND_A b_country_IND_B b_country_RUS_A b_country_RUS_B b_brand_Novum_A -0.036807 -0.036804 -0.025667 -0.025669 b_brand_Novum_B -0.036808 -0.036805 -0.025669 -0.025671 b_brand_BestValue_A -0.425549 -0.425543 -0.422032 -0.422031 b_brand_BestValue_B -0.425552 -0.425545 -0.422035 -0.422034 b_brand_Supermarket_A -0.424336 -0.424328 -0.396124 -0.396124 b_brand_Supermarket_B -0.424330 -0.424321 -0.396120 -0.396120 b_brand_PainAway_A -0.374450 -0.374443 -0.360322 -0.360321 b_brand_PainAway_B -0.374449 -0.374443 -0.360322 -0.360321 b_country_CH_A -0.015989 -0.015987 -0.060856 -0.060855 b_country_CH_B -0.015992 -0.015991 -0.060854 -0.060854 b_country_DK_A 0.023812 0.023815 -6.9938e-04 -6.9661e-04 b_country_DK_B 0.023810 0.023813 -6.9650e-04 -6.9373e-04 b_country_IND_A 1.000000 1.000000 0.411712 0.411713 b_country_IND_B 1.000000 1.000000 0.411708 0.411709 b_country_RUS_A 0.411712 0.411708 1.000000 1.000000 b_country_RUS_B 0.411713 0.411709 1.000000 1.000000 b_country_BRA_A 0.516169 0.516165 0.499593 0.499592 b_country_BRA_B 0.516157 0.516152 0.499582 0.499581 b_char_fast_A -0.077675 -0.077681 -0.083686 -0.083688 b_char_fast_B -0.077681 -0.077686 -0.083685 -0.083687 b_char_double_A -0.029438 -0.029438 -0.053888 -0.053889 b_char_double_B -0.029443 -0.029443 -0.053889 -0.053891 b_risk_A 0.065339 0.065349 0.079938 0.079950 b_risk_B 0.065344 0.065353 0.079944 0.079956 b_price_A 0.051578 0.051581 0.032856 0.032854 b_price_B 0.051584 0.051587 0.032855 0.032853 lambda_A -0.017346 -0.017352 -0.100455 -0.100461 lambda_B -0.017349 -0.017355 -0.100458 -0.100464 delta_B -0.043099 -0.043071 0.011178 0.011158 zeta_quality 0.020665 0.020666 -0.021361 -0.021361 zeta_ingredient -0.011716 -0.011717 -0.008074 -0.008073 zeta_patent -0.001472 -0.001470 0.006472 0.006468 zeta_dominance 0.017043 0.017039 0.026439 0.026440 tau_quality_1 0.001133 0.001135 -0.029395 -0.029394 tau_quality_2 -0.004808 -0.004805 -0.034564 -0.034563 tau_quality_3 0.010785 0.010789 -0.037467 -0.037465 tau_quality_4 -0.020340 -0.020337 -0.022353 -0.022350 tau_ingredients_1 0.010508 0.010506 -0.013090 -0.013090 tau_ingredients_2 0.019711 0.019707 -0.005635 -0.005634 tau_ingredients_3 0.036652 0.036652 0.009546 0.009543 tau_ingredients_4 0.001413 0.001413 -0.018732 -0.018732 tau_patent_1 0.041510 0.041513 -0.003754 -0.003755 tau_patent_2 0.017384 0.017388 -0.005091 -0.005092 tau_patent_3 -0.025434 -0.025428 -0.016621 -0.016622 tau_patent_4 -0.032615 -0.032609 -0.018259 -0.018259 tau_dominance_1 0.049805 0.049802 0.023005 0.023003 tau_dominance_2 0.010130 0.010126 -0.001860 -0.001862 tau_dominance_3 0.017716 0.017715 0.021513 0.021512 tau_dominance_4 -0.015617 -0.015619 -0.025927 -0.025929 b_country_BRA_A b_country_BRA_B b_char_fast_A b_char_fast_B b_brand_Novum_A 0.015632 0.015633 -0.057538 -0.057539 b_brand_Novum_B 0.015629 0.015631 -0.057538 -0.057539 b_brand_BestValue_A -0.378184 -0.378170 -0.005045 -0.005045 b_brand_BestValue_B -0.378186 -0.378173 -0.005044 -0.005044 b_brand_Supermarket_A -0.441072 -0.441061 0.059450 0.059450 b_brand_Supermarket_B -0.441070 -0.441059 0.059452 0.059451 b_brand_PainAway_A -0.352363 -0.352348 -0.044078 -0.044079 b_brand_PainAway_B -0.352363 -0.352347 -0.044079 -0.044080 b_country_CH_A -0.037071 -0.037069 0.112717 0.112717 b_country_CH_B -0.037073 -0.037072 0.112719 0.112718 b_country_DK_A 0.007278 0.007280 0.011320 0.011315 b_country_DK_B 0.007278 0.007280 0.011314 0.011309 b_country_IND_A 0.516169 0.516157 -0.077675 -0.077681 b_country_IND_B 0.516165 0.516152 -0.077681 -0.077686 b_country_RUS_A 0.499593 0.499582 -0.083686 -0.083685 b_country_RUS_B 0.499592 0.499581 -0.083688 -0.083687 b_country_BRA_A 1.000000 1.000000 -0.094664 -0.094669 b_country_BRA_B 1.000000 1.000000 -0.094670 -0.094675 b_char_fast_A -0.094664 -0.094670 1.000000 1.000000 b_char_fast_B -0.094669 -0.094675 1.000000 1.000000 b_char_double_A -0.061187 -0.061189 0.443832 0.443832 b_char_double_B -0.061192 -0.061194 0.443838 0.443838 b_risk_A 0.034929 0.034935 -0.100222 -0.100230 b_risk_B 0.034941 0.034947 -0.100223 -0.100231 b_price_A 0.058388 0.058387 -0.158251 -0.158254 b_price_B 0.058391 0.058391 -0.158256 -0.158259 lambda_A -0.047954 -0.047964 0.141863 0.141865 lambda_B -0.047960 -0.047970 0.141865 0.141867 delta_B -0.014044 -0.014001 -3.5602e-04 -3.2937e-04 zeta_quality -0.011212 -0.011211 0.021373 0.021374 zeta_ingredient -0.005916 -0.005918 0.022236 0.022235 zeta_patent -0.017329 -0.017325 -0.019924 -0.019924 zeta_dominance 0.045703 0.045701 -0.008034 -0.008037 tau_quality_1 0.018647 0.018651 0.020438 0.020438 tau_quality_2 0.002811 0.002818 0.005122 0.005122 tau_quality_3 0.007250 0.007255 -0.002118 -0.002118 tau_quality_4 -0.004214 -0.004209 -0.001759 -0.001759 tau_ingredients_1 -0.030960 -0.030964 0.049250 0.049250 tau_ingredients_2 0.006825 0.006818 0.001621 0.001619 tau_ingredients_3 0.022654 0.022652 1.2374e-04 1.2652e-04 tau_ingredients_4 0.024893 0.024891 -0.010341 -0.010340 tau_patent_1 0.058989 0.058996 0.021725 0.021727 tau_patent_2 0.040092 0.040100 0.035804 0.035806 tau_patent_3 0.028926 0.028935 -0.007553 -0.007553 tau_patent_4 0.020185 0.020194 -0.011287 -0.011288 tau_dominance_1 0.028060 0.028056 -0.024837 -0.024836 tau_dominance_2 -0.006997 -0.007001 -0.011899 -0.011897 tau_dominance_3 -0.011636 -0.011637 0.017727 0.017727 tau_dominance_4 -0.019891 -0.019894 -0.014586 -0.014587 b_char_double_A b_char_double_B b_risk_A b_risk_B b_brand_Novum_A -0.014113 -0.014111 0.066251 0.066255 b_brand_Novum_B -0.014107 -0.014105 0.066241 0.066245 b_brand_BestValue_A 0.137209 0.137208 -0.130148 -0.130137 b_brand_BestValue_B 0.137211 0.137211 -0.130160 -0.130149 b_brand_Supermarket_A 0.153209 0.153206 -0.153743 -0.153724 b_brand_Supermarket_B 0.153208 0.153205 -0.153748 -0.153729 b_brand_PainAway_A 0.072601 0.072599 -0.056466 -0.056454 b_brand_PainAway_B 0.072603 0.072601 -0.056466 -0.056454 b_country_CH_A 0.087691 0.087687 -0.004758 -0.004753 b_country_CH_B 0.087690 0.087687 -0.004770 -0.004764 b_country_DK_A -0.015568 -0.015577 0.045669 0.045674 b_country_DK_B -0.015573 -0.015582 0.045660 0.045665 b_country_IND_A -0.029438 -0.029443 0.065339 0.065344 b_country_IND_B -0.029438 -0.029443 0.065349 0.065353 b_country_RUS_A -0.053888 -0.053889 0.079938 0.079944 b_country_RUS_B -0.053889 -0.053891 0.079950 0.079956 b_country_BRA_A -0.061187 -0.061192 0.034929 0.034941 b_country_BRA_B -0.061189 -0.061194 0.034935 0.034947 b_char_fast_A 0.443832 0.443838 -0.100222 -0.100223 b_char_fast_B 0.443832 0.443838 -0.100230 -0.100231 b_char_double_A 1.000000 1.000000 -0.022966 -0.022964 b_char_double_B 1.000000 1.000000 -0.022976 -0.022974 b_risk_A -0.022966 -0.022976 1.000000 1.000000 b_risk_B -0.022964 -0.022974 1.000000 1.000000 b_price_A -0.199889 -0.199888 0.129030 0.129028 b_price_B -0.199887 -0.199886 0.129042 0.129040 lambda_A 0.081211 0.081213 -0.088758 -0.088765 lambda_B 0.081210 0.081212 -0.088760 -0.088767 delta_B 0.030071 0.030096 -0.124792 -0.124714 zeta_quality -0.017272 -0.017271 0.013495 0.013496 zeta_ingredient 0.068236 0.068234 0.058553 0.058552 zeta_patent -0.019508 -0.019508 -0.034991 -0.034989 zeta_dominance -0.014052 -0.014052 0.013428 0.013426 tau_quality_1 -0.028716 -0.028715 0.003036 0.003042 tau_quality_2 -0.044228 -0.044227 0.011648 0.011657 tau_quality_3 -0.070700 -0.070700 0.019745 0.019754 tau_quality_4 -0.077029 -0.077029 0.015240 0.015245 tau_ingredients_1 0.045308 0.045309 0.048388 0.048383 tau_ingredients_2 -0.017195 -0.017195 0.060011 0.060003 tau_ingredients_3 -0.010269 -0.010267 0.037611 0.037608 tau_ingredients_4 -0.008565 -0.008564 0.057625 0.057623 tau_patent_1 0.022017 0.022020 -0.059696 -0.059684 tau_patent_2 -0.021101 -0.021099 -0.050237 -0.050225 tau_patent_3 -0.060836 -0.060836 -0.013773 -0.013761 tau_patent_4 -0.053961 -0.053963 -0.031157 -0.031145 tau_dominance_1 -0.039217 -0.039216 -0.031288 -0.031294 tau_dominance_2 -0.006999 -0.006996 -0.008992 -0.008999 tau_dominance_3 -0.022905 -0.022904 0.029582 0.029578 tau_dominance_4 -0.046405 -0.046404 -0.015953 -0.015957 b_price_A b_price_B lambda_A lambda_B b_brand_Novum_A 0.079277 0.079269 -0.043571 -0.043569 b_brand_Novum_B 0.079267 0.079259 -0.043571 -0.043569 b_brand_BestValue_A 0.268203 0.268197 -0.159487 -0.159482 b_brand_BestValue_B 0.268205 0.268199 -0.159482 -0.159477 b_brand_Supermarket_A 0.232818 0.232819 -0.113294 -0.113293 b_brand_Supermarket_B 0.232820 0.232821 -0.113293 -0.113292 b_brand_PainAway_A 0.302657 0.302654 -0.166680 -0.166677 b_brand_PainAway_B 0.302662 0.302659 -0.166683 -0.166680 b_country_CH_A -0.133792 -0.133786 0.047688 0.047685 b_country_CH_B -0.133790 -0.133784 0.047686 0.047684 b_country_DK_A -0.067538 -0.067526 0.023871 0.023868 b_country_DK_B -0.067531 -0.067519 0.023868 0.023865 b_country_IND_A 0.051578 0.051584 -0.017346 -0.017349 b_country_IND_B 0.051581 0.051587 -0.017352 -0.017355 b_country_RUS_A 0.032856 0.032855 -0.100455 -0.100458 b_country_RUS_B 0.032854 0.032853 -0.100461 -0.100464 b_country_BRA_A 0.058388 0.058391 -0.047954 -0.047960 b_country_BRA_B 0.058387 0.058391 -0.047964 -0.047970 b_char_fast_A -0.158251 -0.158256 0.141863 0.141865 b_char_fast_B -0.158254 -0.158259 0.141865 0.141867 b_char_double_A -0.199889 -0.199887 0.081211 0.081210 b_char_double_B -0.199888 -0.199886 0.081213 0.081212 b_risk_A 0.129030 0.129042 -0.088758 -0.088760 b_risk_B 0.129028 0.129040 -0.088765 -0.088767 b_price_A 1.000000 1.000000 -0.094113 -0.094111 b_price_B 1.000000 1.000000 -0.094112 -0.094111 lambda_A -0.094113 -0.094112 1.000000 1.000000 lambda_B -0.094111 -0.094111 1.000000 1.000000 delta_B -0.037861 -0.037872 -0.026923 -0.026947 zeta_quality 0.039425 0.039421 0.029807 0.029806 zeta_ingredient 0.024400 0.024404 -0.118986 -0.118985 zeta_patent 0.028301 0.028301 0.102598 0.102594 zeta_dominance 0.049728 0.049729 -0.116057 -0.116056 tau_quality_1 0.032025 0.032023 0.027117 0.027117 tau_quality_2 0.017466 0.017463 -0.006661 -0.006661 tau_quality_3 0.033468 0.033466 -0.033248 -0.033248 tau_quality_4 -0.003055 -0.003058 -0.046970 -0.046970 tau_ingredients_1 -0.008107 -0.008104 0.026674 0.026673 tau_ingredients_2 -0.011578 -0.011574 0.054423 0.054424 tau_ingredients_3 -0.045770 -0.045766 -0.009903 -0.009905 tau_ingredients_4 -0.015053 -0.015051 0.005933 0.005931 tau_patent_1 0.035361 0.035359 -0.026293 -0.026294 tau_patent_2 0.021013 0.021011 -0.037029 -0.037030 tau_patent_3 -0.007341 -0.007342 -0.046178 -0.046181 tau_patent_4 -0.012615 -0.012617 -0.053779 -0.053781 tau_dominance_1 -0.024096 -0.024095 0.021922 0.021922 tau_dominance_2 -0.025217 -0.025217 0.027728 0.027727 tau_dominance_3 -0.021747 -0.021749 0.009343 0.009342 tau_dominance_4 -1.5989e-04 -1.6029e-04 0.027440 0.027440 delta_B zeta_quality zeta_ingredient zeta_patent b_brand_Novum_A 0.022903 0.024092 -0.009030 0.018006 b_brand_Novum_B 0.022977 0.024093 -0.009032 0.018010 b_brand_BestValue_A -0.023415 0.071640 -0.019323 0.019469 b_brand_BestValue_B -0.023400 0.071638 -0.019324 0.019470 b_brand_Supermarket_A -0.025334 0.049985 0.018305 0.034887 b_brand_Supermarket_B -0.025320 0.049984 0.018305 0.034887 b_brand_PainAway_A -0.035766 0.073761 0.022922 0.024683 b_brand_PainAway_B -0.035763 0.073761 0.022924 0.024683 b_country_CH_A 0.034510 0.032375 0.010442 0.011176 b_country_CH_B 0.034571 0.032374 0.010440 0.011176 b_country_DK_A 0.031206 -0.005782 -0.010806 -0.013199 b_country_DK_B 0.031273 -0.005783 -0.010809 -0.013197 b_country_IND_A -0.043099 0.020665 -0.011716 -0.001472 b_country_IND_B -0.043071 0.020666 -0.011717 -0.001470 b_country_RUS_A 0.011178 -0.021361 -0.008074 0.006472 b_country_RUS_B 0.011158 -0.021361 -0.008073 0.006468 b_country_BRA_A -0.014044 -0.011212 -0.005916 -0.017329 b_country_BRA_B -0.014001 -0.011211 -0.005918 -0.017325 b_char_fast_A -3.5602e-04 0.021373 0.022236 -0.019924 b_char_fast_B -3.2937e-04 0.021374 0.022235 -0.019924 b_char_double_A 0.030071 -0.017272 0.068236 -0.019508 b_char_double_B 0.030096 -0.017271 0.068234 -0.019508 b_risk_A -0.124792 0.013495 0.058553 -0.034991 b_risk_B -0.124714 0.013496 0.058552 -0.034989 b_price_A -0.037861 0.039425 0.024400 0.028301 b_price_B -0.037872 0.039421 0.024404 0.028301 lambda_A -0.026923 0.029807 -0.118986 0.102598 lambda_B -0.026947 0.029806 -0.118985 0.102594 delta_B 1.000000 -0.009208 -0.024361 0.030634 zeta_quality -0.009208 1.000000 -0.279560 0.179639 zeta_ingredient -0.024361 -0.279560 1.000000 -0.268868 zeta_patent 0.030634 0.179639 -0.268868 1.000000 zeta_dominance -0.024187 -0.120774 0.208516 -0.195141 tau_quality_1 -0.023334 -0.249647 0.020611 0.023799 tau_quality_2 -0.019878 -0.141289 0.002215 0.037736 tau_quality_3 -0.029894 0.217028 -0.037976 0.070111 tau_quality_4 -0.024561 0.257295 -0.049857 0.087930 tau_ingredients_1 -0.002052 -0.053081 0.285834 -0.026441 tau_ingredients_2 -0.030859 -0.017890 0.248753 -0.015727 tau_ingredients_3 0.076726 0.036296 -0.071107 0.014761 tau_ingredients_4 0.070802 -0.007758 -0.140580 -0.032837 tau_patent_1 0.018443 0.037403 0.002793 -0.230796 tau_patent_2 0.005917 0.031222 2.047e-05 -0.100476 tau_patent_3 0.020691 0.043840 -0.034406 0.230173 tau_patent_4 0.023990 0.046077 -0.030988 0.270677 tau_dominance_1 0.013175 -0.019049 0.029967 -0.052036 tau_dominance_2 0.026502 0.006116 0.029159 -0.042597 tau_dominance_3 0.054611 0.005149 -0.010222 -0.026061 tau_dominance_4 0.007779 -0.001021 -0.017922 0.034151 zeta_dominance tau_quality_1 tau_quality_2 tau_quality_3 b_brand_Novum_A -0.028960 0.033915 0.009983 0.049489 b_brand_Novum_B -0.028962 0.033913 0.009983 0.049489 b_brand_BestValue_A -0.019722 0.100546 0.146626 0.148585 b_brand_BestValue_B -0.019721 0.100543 0.146622 0.148580 b_brand_Supermarket_A -0.039239 0.134068 0.137779 0.150941 b_brand_Supermarket_B -0.039239 0.134065 0.137776 0.150939 b_brand_PainAway_A -0.012440 0.122822 0.136530 0.171381 b_brand_PainAway_B -0.012439 0.122818 0.136527 0.171378 b_country_CH_A -0.034030 -0.016527 -0.041191 -0.026997 b_country_CH_B -0.034032 -0.016529 -0.041194 -0.027001 b_country_DK_A 0.010974 -0.032583 -0.030069 -0.016821 b_country_DK_B 0.010972 -0.032588 -0.030075 -0.016828 b_country_IND_A 0.017043 0.001133 -0.004808 0.010785 b_country_IND_B 0.017039 0.001135 -0.004805 0.010789 b_country_RUS_A 0.026439 -0.029395 -0.034564 -0.037467 b_country_RUS_B 0.026440 -0.029394 -0.034563 -0.037465 b_country_BRA_A 0.045703 0.018647 0.002811 0.007250 b_country_BRA_B 0.045701 0.018651 0.002818 0.007255 b_char_fast_A -0.008034 0.020438 0.005122 -0.002118 b_char_fast_B -0.008037 0.020438 0.005122 -0.002118 b_char_double_A -0.014052 -0.028716 -0.044228 -0.070700 b_char_double_B -0.014052 -0.028715 -0.044227 -0.070700 b_risk_A 0.013428 0.003036 0.011648 0.019745 b_risk_B 0.013426 0.003042 0.011657 0.019754 b_price_A 0.049728 0.032025 0.017466 0.033468 b_price_B 0.049729 0.032023 0.017463 0.033466 lambda_A -0.116057 0.027117 -0.006661 -0.033248 lambda_B -0.116056 0.027117 -0.006661 -0.033248 delta_B -0.024187 -0.023334 -0.019878 -0.029894 zeta_quality -0.120774 -0.249647 -0.141289 0.217028 zeta_ingredient 0.208516 0.020611 0.002215 -0.037976 zeta_patent -0.195141 0.023799 0.037736 0.070111 zeta_dominance 1.000000 0.004342 0.014538 -0.007280 tau_quality_1 0.004342 1.000000 0.697988 0.230757 tau_quality_2 0.014538 0.697988 1.000000 0.380726 tau_quality_3 -0.007280 0.230757 0.380726 1.000000 tau_quality_4 -0.024963 0.114681 0.220594 0.630694 tau_ingredients_1 0.030154 -0.099560 -0.156151 -0.108392 tau_ingredients_2 0.040400 -0.174781 -0.211399 -0.166654 tau_ingredients_3 -0.023771 -0.168751 -0.222709 -0.118807 tau_ingredients_4 8.8150e-04 -0.125175 -0.204596 -0.146195 tau_patent_1 0.023720 0.153763 0.177766 0.102364 tau_patent_2 0.006915 0.208934 0.226271 0.151113 tau_patent_3 -0.042409 0.157596 0.218223 0.157746 tau_patent_4 -0.083797 0.122549 0.154792 0.133065 tau_dominance_1 0.146774 -0.093504 -0.101146 -0.068564 tau_dominance_2 0.170409 -0.097973 -0.110550 -0.121742 tau_dominance_3 -0.161303 -0.137069 -0.141018 -0.092100 tau_dominance_4 -0.210726 -0.107834 -0.165840 -0.087606 tau_quality_4 tau_ingredients_1 tau_ingredients_2 tau_ingredients_3 b_brand_Novum_A 0.045481 -0.034987 -0.042950 -0.033394 b_brand_Novum_B 0.045480 -0.034988 -0.042954 -0.033390 b_brand_BestValue_A 0.127276 -0.094919 -0.157074 -0.180604 b_brand_BestValue_B 0.127271 -0.094918 -0.157074 -0.180600 b_brand_Supermarket_A 0.110503 -0.087892 -0.144078 -0.198912 b_brand_Supermarket_B 0.110500 -0.087891 -0.144077 -0.198909 b_brand_PainAway_A 0.132935 -0.099586 -0.118997 -0.152445 b_brand_PainAway_B 0.132932 -0.099583 -0.118994 -0.152441 b_country_CH_A -0.021461 0.016408 0.039781 0.020248 b_country_CH_B -0.021464 0.016410 0.039780 0.020253 b_country_DK_A -0.005895 -0.015696 0.037574 -2.2688e-04 b_country_DK_B -0.005899 -0.015696 0.037573 -2.1858e-04 b_country_IND_A -0.020340 0.010508 0.019711 0.036652 b_country_IND_B -0.020337 0.010506 0.019707 0.036652 b_country_RUS_A -0.022353 -0.013090 -0.005635 0.009546 b_country_RUS_B -0.022350 -0.013090 -0.005634 0.009543 b_country_BRA_A -0.004214 -0.030960 0.006825 0.022654 b_country_BRA_B -0.004209 -0.030964 0.006818 0.022652 b_char_fast_A -0.001759 0.049250 0.001621 1.2374e-04 b_char_fast_B -0.001759 0.049250 0.001619 1.2652e-04 b_char_double_A -0.077029 0.045308 -0.017195 -0.010269 b_char_double_B -0.077029 0.045309 -0.017195 -0.010267 b_risk_A 0.015240 0.048388 0.060011 0.037611 b_risk_B 0.015245 0.048383 0.060003 0.037608 b_price_A -0.003055 -0.008107 -0.011578 -0.045770 b_price_B -0.003058 -0.008104 -0.011574 -0.045766 lambda_A -0.046970 0.026674 0.054423 -0.009903 lambda_B -0.046970 0.026673 0.054424 -0.009905 delta_B -0.024561 -0.002052 -0.030859 0.076726 zeta_quality 0.257295 -0.053081 -0.017890 0.036296 zeta_ingredient -0.049857 0.285834 0.248753 -0.071107 zeta_patent 0.087930 -0.026441 -0.015727 0.014761 zeta_dominance -0.024963 0.030154 0.040400 -0.023771 tau_quality_1 0.114681 -0.099560 -0.174781 -0.168751 tau_quality_2 0.220594 -0.156151 -0.211399 -0.222709 tau_quality_3 0.630694 -0.108392 -0.166654 -0.118807 tau_quality_4 1.000000 -0.084097 -0.115059 -0.083256 tau_ingredients_1 -0.084097 1.000000 0.643963 0.248195 tau_ingredients_2 -0.115059 0.643963 1.000000 0.417997 tau_ingredients_3 -0.083256 0.248195 0.417997 1.000000 tau_ingredients_4 -0.089034 0.146693 0.264973 0.674028 tau_patent_1 0.067122 -0.135895 -0.145195 -0.171971 tau_patent_2 0.106988 -0.142942 -0.188875 -0.196549 tau_patent_3 0.126651 -0.138593 -0.158970 -0.163820 tau_patent_4 0.104357 -0.150575 -0.158189 -0.137382 tau_dominance_1 -0.082342 0.003813 0.073251 0.112141 tau_dominance_2 -0.075175 0.059873 0.121453 0.110560 tau_dominance_3 -0.047467 0.110328 0.133523 0.162670 tau_dominance_4 -0.057936 0.077121 0.105710 0.113357 tau_ingredients_4 tau_patent_1 tau_patent_2 tau_patent_3 b_brand_Novum_A -0.040462 0.055046 0.065758 -0.014835 b_brand_Novum_B -0.040457 0.055049 0.065761 -0.014831 b_brand_BestValue_A -0.138484 0.156745 0.181318 0.142285 b_brand_BestValue_B -0.138482 0.156744 0.181316 0.142283 b_brand_Supermarket_A -0.173415 0.158811 0.177575 0.158219 b_brand_Supermarket_B -0.173413 0.158812 0.177574 0.158217 b_brand_PainAway_A -0.161951 0.125963 0.166760 0.143872 b_brand_PainAway_B -0.161948 0.125960 0.166758 0.143870 b_country_CH_A -0.002349 -0.029409 -0.013504 0.049929 b_country_CH_B -0.002344 -0.029407 -0.013504 0.049930 b_country_DK_A 0.050173 -0.054626 -0.038091 -0.014159 b_country_DK_B 0.050180 -0.054629 -0.038094 -0.014161 b_country_IND_A 0.001413 0.041510 0.017384 -0.025434 b_country_IND_B 0.001413 0.041513 0.017388 -0.025428 b_country_RUS_A -0.018732 -0.003754 -0.005091 -0.016621 b_country_RUS_B -0.018732 -0.003755 -0.005092 -0.016622 b_country_BRA_A 0.024893 0.058989 0.040092 0.028926 b_country_BRA_B 0.024891 0.058996 0.040100 0.028935 b_char_fast_A -0.010341 0.021725 0.035804 -0.007553 b_char_fast_B -0.010340 0.021727 0.035806 -0.007553 b_char_double_A -0.008565 0.022017 -0.021101 -0.060836 b_char_double_B -0.008564 0.022020 -0.021099 -0.060836 b_risk_A 0.057625 -0.059696 -0.050237 -0.013773 b_risk_B 0.057623 -0.059684 -0.050225 -0.013761 b_price_A -0.015053 0.035361 0.021013 -0.007341 b_price_B -0.015051 0.035359 0.021011 -0.007342 lambda_A 0.005933 -0.026293 -0.037029 -0.046178 lambda_B 0.005931 -0.026294 -0.037030 -0.046181 delta_B 0.070802 0.018443 0.005917 0.020691 zeta_quality -0.007758 0.037403 0.031222 0.043840 zeta_ingredient -0.140580 0.002793 2.047e-05 -0.034406 zeta_patent -0.032837 -0.230796 -0.100476 0.230173 zeta_dominance 8.8150e-04 0.023720 0.006915 -0.042409 tau_quality_1 -0.125175 0.153763 0.208934 0.157596 tau_quality_2 -0.204596 0.177766 0.226271 0.218223 tau_quality_3 -0.146195 0.102364 0.151113 0.157746 tau_quality_4 -0.089034 0.067122 0.106988 0.126651 tau_ingredients_1 0.146693 -0.135895 -0.142942 -0.138593 tau_ingredients_2 0.264973 -0.145195 -0.188875 -0.158970 tau_ingredients_3 0.674028 -0.171971 -0.196549 -0.163820 tau_ingredients_4 1.000000 -0.135731 -0.155138 -0.166048 tau_patent_1 -0.135731 1.000000 0.657833 0.251139 tau_patent_2 -0.155138 0.657833 1.000000 0.434390 tau_patent_3 -0.166048 0.251139 0.434390 1.000000 tau_patent_4 -0.157259 0.154643 0.293930 0.700355 tau_dominance_1 0.125158 -0.067277 -0.094204 -0.078057 tau_dominance_2 0.136127 -0.068942 -0.098814 -0.112438 tau_dominance_3 0.131401 -0.134526 -0.168342 -0.145788 tau_dominance_4 0.090912 -0.092729 -0.127272 -0.106977 tau_patent_4 tau_dominance_1 tau_dominance_2 tau_dominance_3 b_brand_Novum_A -0.007961 -0.020014 -0.026700 -0.042614 b_brand_Novum_B -0.007957 -0.020011 -0.026698 -0.042611 b_brand_BestValue_A 0.142005 -0.139993 -0.111399 -0.153027 b_brand_BestValue_B 0.142002 -0.139991 -0.111395 -0.153024 b_brand_Supermarket_A 0.145624 -0.179158 -0.163643 -0.170081 b_brand_Supermarket_B 0.145621 -0.179156 -0.163641 -0.170080 b_brand_PainAway_A 0.127229 -0.127935 -0.117834 -0.170509 b_brand_PainAway_B 0.127226 -0.127933 -0.117832 -0.170509 b_country_CH_A 0.049989 -0.038998 -0.028323 -0.025000 b_country_CH_B 0.049990 -0.038997 -0.028320 -0.024995 b_country_DK_A -0.026925 -0.021727 0.022866 -0.037092 b_country_DK_B -0.026926 -0.021727 0.022868 -0.037086 b_country_IND_A -0.032615 0.049805 0.010130 0.017716 b_country_IND_B -0.032609 0.049802 0.010126 0.017715 b_country_RUS_A -0.018259 0.023005 -0.001860 0.021513 b_country_RUS_B -0.018259 0.023003 -0.001862 0.021512 b_country_BRA_A 0.020185 0.028060 -0.006997 -0.011636 b_country_BRA_B 0.020194 0.028056 -0.007001 -0.011637 b_char_fast_A -0.011287 -0.024837 -0.011899 0.017727 b_char_fast_B -0.011288 -0.024836 -0.011897 0.017727 b_char_double_A -0.053961 -0.039217 -0.006999 -0.022905 b_char_double_B -0.053963 -0.039216 -0.006996 -0.022904 b_risk_A -0.031157 -0.031288 -0.008992 0.029582 b_risk_B -0.031145 -0.031294 -0.008999 0.029578 b_price_A -0.012615 -0.024096 -0.025217 -0.021747 b_price_B -0.012617 -0.024095 -0.025217 -0.021749 lambda_A -0.053779 0.021922 0.027728 0.009343 lambda_B -0.053781 0.021922 0.027727 0.009342 delta_B 0.023990 0.013175 0.026502 0.054611 zeta_quality 0.046077 -0.019049 0.006116 0.005149 zeta_ingredient -0.030988 0.029967 0.029159 -0.010222 zeta_patent 0.270677 -0.052036 -0.042597 -0.026061 zeta_dominance -0.083797 0.146774 0.170409 -0.161303 tau_quality_1 0.122549 -0.093504 -0.097973 -0.137069 tau_quality_2 0.154792 -0.101146 -0.110550 -0.141018 tau_quality_3 0.133065 -0.068564 -0.121742 -0.092100 tau_quality_4 0.104357 -0.082342 -0.075175 -0.047467 tau_ingredients_1 -0.150575 0.003813 0.059873 0.110328 tau_ingredients_2 -0.158189 0.073251 0.121453 0.133523 tau_ingredients_3 -0.137382 0.112141 0.110560 0.162670 tau_ingredients_4 -0.157259 0.125158 0.136127 0.131401 tau_patent_1 0.154643 -0.067277 -0.068942 -0.134526 tau_patent_2 0.293930 -0.094204 -0.098814 -0.168342 tau_patent_3 0.700355 -0.078057 -0.112438 -0.145788 tau_patent_4 1.000000 -0.091336 -0.117499 -0.095795 tau_dominance_1 -0.091336 1.000000 0.613154 0.210569 tau_dominance_2 -0.117499 0.613154 1.000000 0.344016 tau_dominance_3 -0.095795 0.210569 0.344016 1.000000 tau_dominance_4 -0.038142 0.120097 0.198428 0.633012 tau_dominance_4 b_brand_Novum_A 0.017345 b_brand_Novum_B 0.017345 b_brand_BestValue_A -0.079954 b_brand_BestValue_B -0.079952 b_brand_Supermarket_A -0.084173 b_brand_Supermarket_B -0.084173 b_brand_PainAway_A -0.093656 b_brand_PainAway_B -0.093656 b_country_CH_A -0.013372 b_country_CH_B -0.013371 b_country_DK_A -0.008844 b_country_DK_B -0.008842 b_country_IND_A -0.015617 b_country_IND_B -0.015619 b_country_RUS_A -0.025927 b_country_RUS_B -0.025929 b_country_BRA_A -0.019891 b_country_BRA_B -0.019894 b_char_fast_A -0.014586 b_char_fast_B -0.014587 b_char_double_A -0.046405 b_char_double_B -0.046404 b_risk_A -0.015953 b_risk_B -0.015957 b_price_A -1.5989e-04 b_price_B -1.6029e-04 lambda_A 0.027440 lambda_B 0.027440 delta_B 0.007779 zeta_quality -0.001021 zeta_ingredient -0.017922 zeta_patent 0.034151 zeta_dominance -0.210726 tau_quality_1 -0.107834 tau_quality_2 -0.165840 tau_quality_3 -0.087606 tau_quality_4 -0.057936 tau_ingredients_1 0.077121 tau_ingredients_2 0.105710 tau_ingredients_3 0.113357 tau_ingredients_4 0.090912 tau_patent_1 -0.092729 tau_patent_2 -0.127272 tau_patent_3 -0.106977 tau_patent_4 -0.038142 tau_dominance_1 0.120097 tau_dominance_2 0.198428 tau_dominance_3 0.633012 tau_dominance_4 1.000000 20 worst outliers in terms of lowest average per choice prediction: ID Avg prob per choice 875 0.002054714 695 0.002200327 288 0.002796575 480 0.003019872 8 0.003150947 611 0.003243961 867 0.004232969 163 0.004426847 947 0.004913065 207 0.005080028 915 0.005084909 118 0.005126260 838 0.005204119 491 0.005239449 92 0.005249828 6 0.005293051 51 0.005373077 593 0.005487595 780 0.005569621 303 0.005610364 Changes in parameter estimates from starting values: Initial Estimate Difference b_brand_Artemis_A 0.0000 0.000000 0.000000 b_brand_Artemis_B 0.0000 0.000000 0.000000 b_brand_Novum_A 0.0000 -0.280957 -0.280957 b_brand_Novum_B 0.1000 -0.280918 -0.380918 b_brand_BestValue_A 0.0000 -0.587342 -0.587342 b_brand_BestValue_B 0.1000 -0.587245 -0.687245 b_brand_Supermarket_A 0.0000 -0.262870 -0.262870 b_brand_Supermarket_B 0.1000 -0.262851 -0.362851 b_brand_PainAway_A 0.0000 -1.277434 -1.277434 b_brand_PainAway_B 0.1000 -1.277355 -1.377355 b_country_CH_A 0.0000 0.684461 0.684461 b_country_CH_B 0.0000 0.684435 0.684435 b_country_DK_A 0.0000 0.344567 0.344567 b_country_DK_B 0.0000 0.344505 0.344505 b_country_USA_A 0.0000 0.000000 0.000000 b_country_USA_B 0.0000 0.000000 0.000000 b_country_IND_A 0.0000 -0.303288 -0.303288 b_country_IND_B 0.0000 -0.303357 -0.303357 b_country_RUS_A 0.0000 -0.926565 -0.926565 b_country_RUS_B 0.0000 -0.926600 -0.926600 b_country_BRA_A 0.0000 -0.675791 -0.675791 b_country_BRA_B 0.0000 -0.675890 -0.675890 b_char_standard_A 0.0000 0.000000 0.000000 b_char_standard_B 0.0000 0.000000 0.000000 b_char_fast_A 0.0000 0.793921 0.793921 b_char_fast_B 0.0000 0.793936 0.793936 b_char_double_A 0.0000 1.244164 1.244164 b_char_double_B 0.0000 1.244143 1.244143 b_risk_A 0.0000 -0.001620 -0.001620 b_risk_B 0.0000 -0.001620 -0.001620 b_price_A 0.0000 -0.736176 -0.736176 b_price_B 0.0000 -0.736172 -0.736172 lambda_A 1.0000 1.090161 0.090161 lambda_B 1.0000 1.090174 0.090174 delta_A 0.0000 0.000000 0.000000 delta_B 0.0000 1.627409 1.627409 zeta_quality 1.0000 0.813186 -0.186814 zeta_ingredient 1.0000 -0.709603 -1.709603 zeta_patent 1.0000 0.894008 -0.105992 zeta_dominance 1.0000 -0.620675 -1.620675 tau_quality_1 -2.0000 -1.430781 0.569219 tau_quality_2 -1.0000 -0.605681 0.394319 tau_quality_3 1.0000 1.359796 0.359796 tau_quality_4 2.0000 2.432342 0.432342 tau_ingredients_1 -2.0000 -2.256052 -0.256052 tau_ingredients_2 -1.0000 -1.227863 -0.227863 tau_ingredients_3 1.0000 0.530753 -0.469247 tau_ingredients_4 2.0000 1.407985 -0.592015 tau_patent_1 -2.0000 -1.510364 0.489636 tau_patent_2 -1.0000 -0.552147 0.447853 tau_patent_3 1.0000 1.215261 0.215261 tau_patent_4 2.0000 2.086448 0.086448 tau_dominance_1 -2.0000 -2.394633 -0.394633 tau_dominance_2 -1.0000 -1.316119 -0.316119 tau_dominance_3 1.0000 0.773318 -0.226682 tau_dominance_4 2.0000 1.787409 -0.212591 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" mixing "TRUE" nCores "5" outputDirectory "output/" debug "FALSE" workInLogs "FALSE" seed "13" HB "FALSE" noValidation "FALSE" noDiagnostics "FALSE" calculateLLC "TRUE" panelData "TRUE" analyticGrad "TRUE" analyticGrad_manualSet "FALSE" Hessian routines attempted -------------- numerical jacobian of LL analytical gradient Scaling in estimation -------------- Value b_brand_Novum_A 0.280959254 b_brand_Novum_B 0.280918945 b_brand_BestValue_A 0.587342960 b_brand_BestValue_B 0.587246168 b_brand_Supermarket_A 0.262868894 b_brand_Supermarket_B 0.262850837 b_brand_PainAway_A 1.277430629 b_brand_PainAway_B 1.277338180 b_country_CH_A 0.684453930 b_country_CH_B 0.684429410 b_country_DK_A 0.344567216 b_country_DK_B 0.344504586 b_country_IND_A 0.303287882 b_country_IND_B 0.303357500 b_country_RUS_A 0.926558680 b_country_RUS_B 0.926589753 b_country_BRA_A 0.675786422 b_country_BRA_B 0.675893513 b_char_fast_A 0.793913340 b_char_fast_B 0.793930163 b_char_double_A 1.244158728 b_char_double_B 1.244128790 b_risk_A 0.001620098 b_risk_B 0.001620342 b_price_A 0.736218626 b_price_B 0.736191045 lambda_A 1.090169240 lambda_B 1.090195871 delta_B 1.627409292 zeta_quality 0.813186584 zeta_ingredient 0.709603545 zeta_patent 0.894003349 zeta_dominance 0.620677141 tau_quality_1 1.430776157 tau_quality_2 0.605680883 tau_quality_3 1.359782123 tau_quality_4 2.432329774 tau_ingredients_1 2.256050604 tau_ingredients_2 1.227860808 tau_ingredients_3 0.530750999 tau_ingredients_4 1.407981093 tau_patent_1 1.510364206 tau_patent_2 0.552146411 tau_patent_3 1.215256955 tau_patent_4 2.086477877 tau_dominance_1 2.394675221 tau_dominance_2 1.316104598 tau_dominance_3 0.773316862 tau_dominance_4 1.787407839 Scaling used in computing Hessian -------------- Value b_brand_Novum_A 0.280956651 b_brand_Novum_B 0.280917581 b_brand_BestValue_A 0.587341994 b_brand_BestValue_B 0.587244851 b_brand_Supermarket_A 0.262870362 b_brand_Supermarket_B 0.262850685 b_brand_PainAway_A 1.277434327 b_brand_PainAway_B 1.277354948 b_country_CH_A 0.684461056 b_country_CH_B 0.684434825 b_country_DK_A 0.344567056 b_country_DK_B 0.344505363 b_country_IND_A 0.303288366 b_country_IND_B 0.303357280 b_country_RUS_A 0.926564718 b_country_RUS_B 0.926599993 b_country_BRA_A 0.675790860 b_country_BRA_B 0.675890028 b_char_fast_A 0.793921283 b_char_fast_B 0.793935922 b_char_double_A 1.244163932 b_char_double_B 1.244142771 b_risk_A 0.001620143 b_risk_B 0.001620303 b_price_A 0.736175978 b_price_B 0.736171871 lambda_A 1.090161157 lambda_B 1.090174379 delta_B 1.627409291 zeta_quality 0.813185765 zeta_ingredient 0.709602578 zeta_patent 0.894008262 zeta_dominance 0.620675415 tau_quality_1 1.430780668 tau_quality_2 0.605680622 tau_quality_3 1.359795993 tau_quality_4 2.432342172 tau_ingredients_1 2.256052402 tau_ingredients_2 1.227862826 tau_ingredients_3 0.530752993 tau_ingredients_4 1.407984776 tau_patent_1 1.510364437 tau_patent_2 0.552147080 tau_patent_3 1.215261411 tau_patent_4 2.086448430 tau_dominance_1 2.394632809 tau_dominance_2 1.316118911 tau_dominance_3 0.773318427 tau_dominance_4 1.787409448 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, class_b = delta_B) ### 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)) ol_settings2 = list(outcomeOrdered = attitude_ingredients, V = zeta_ingredient*LV, tau = list(tau_ingredients_1, tau_ingredients_2, tau_ingredients_3, tau_ingredients_4), rows = (task==1)) ol_settings3 = list(outcomeOrdered = attitude_patent, V = zeta_patent*LV, tau = list(tau_patent_1, tau_patent_2, tau_patent_3, tau_patent_4), rows = (task==1)) ol_settings4 = list(outcomeOrdered = attitude_dominance, V = zeta_dominance*LV, tau = list(tau_dominance_1, tau_dominance_2, tau_dominance_3, tau_dominance_4), rows = (task==1)) P[["indic_quality"]] = apollo_ol(ol_settings1, functionality) P[["indic_ingredients"]] = apollo_ol(ol_settings2, functionality) P[["indic_patent"]] = apollo_ol(ol_settings3, functionality) P[["indic_dominance"]] = apollo_ol(ol_settings4, functionality) 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 + lambda[[s]]*LV 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 + lambda[[s]]*LV 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 ) ### 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) P[["choice"]] = apollo_lc(lc_settings, apollo_inputs, functionality) ### Comment out as necessary P = apollo_combineModels(P, apollo_inputs, functionality) P = apollo_avgInterDraws(P, apollo_inputs, functionality) P = apollo_prepareProb(P, apollo_inputs, functionality) return(P) }