Model run using Apollo for R, version 0.1.0 
www.ApolloChoiceModelling.com

Model name                       : apollo_op_rp
Model description                : national sample, ordered probit, random parameters
Model run at                     : 2020-05-14 17:08:02
Estimation method                : bfgs
Model diagnosis                  : successful convergence 
Number of individuals            : 51
Number of observations           : 47343

Number of cores used             :  24 
Number of inter-person draws     : 500 (mlhs)

LL(start)                        : -14218.42
LL(0)                            : Not applicable
LL(final)                        : -14055.59
Rho-square (0)                   : Not applicable
Adj.Rho-square (0)               : Not applicable
AIC                              :  28177.18 
BIC                              :  28466.43 
Estimated parameters             :  33
Time taken (hh:mm:ss)            :  02:04:56.62 
Iterations                       :  82 
Min abs eigenvalue of hessian    :  27.76999 

Estimates:
                    Estimate Std.err. t.ratio(0) Rob.std.err. Rob.t.ratio(0)
b_male                0.1124   0.0195       5.75       0.0129           8.73
b_age_35l             0.5005   0.0296      16.90       0.0347          14.44
b_age_65u            -0.5876   0.0374     -15.72       0.0400         -14.68
b_educ_hs            -0.3195   0.0375      -8.51       0.0313         -10.22
b_educ_bachgrad       0.3432   0.0259      13.25       0.0269          12.77
b_hhfaminc_05        -0.2679   0.0351      -7.63       0.0397          -6.75
b_hhfaminc_10u        0.4218   0.0258      16.36       0.0282          14.94
b_white               0.0209   0.0443       0.47       0.0461           0.45
b_black              -0.0037   0.0682      -0.05       0.0597          -0.06
b_asian              -0.1262   0.0592      -2.13       0.0736          -1.72
b_driver_1           -0.0073   0.0417      -0.17       0.0345          -0.21
b_hhvehcnt           -0.1183   0.0115     -10.31       0.0118         -10.01
b_rent                0.2519   0.0308       8.18       0.0342           7.36
b_urban_rail          0.1891   0.0506       3.74       0.1157           1.63
b_pop_den             0.1560   0.0101      15.43       0.0205           7.60
sigma_male            0.0055   0.0226       0.25       0.0122           0.45
sigma_age_35l         0.1192   0.0306       3.89       0.0360           3.31
sigma_age_65u         0.1519   0.0481       3.15       0.0475           3.19
sigma_educ_hs         0.0554   0.0408       1.36       0.0305           1.82
sigma_educ_bachgrad   0.0112   0.0324       0.35       0.0544           0.21
sigma_hhfaminc_05     0.1374   0.0412       3.33       0.0352           3.90
sigma_hhfaminc_10u    0.0697   0.0272       2.56       0.0439           1.59
sigma_white           0.0827   0.0290       2.85       0.0459           1.80
sigma_black          -0.2618   0.0647      -4.05       0.0823          -3.18
sigma_asian          -0.1231   0.0553      -2.23       0.0337          -3.66
sigma_driver_1       -0.0089   0.0221      -0.40       0.0170          -0.52
sigma_hhvehcnt        0.0442   0.0079       5.61       0.0070           6.27
sigma_rent            0.0600   0.0281       2.14       0.0377           1.59
sigma_urban_rail     -0.1550   0.0281      -5.51       0.0270          -5.74
sigma_pop_den         0.0197   0.0030       6.63       0.0045           4.41
tau_1                 2.9814   0.1063      28.04       0.1375          21.69
tau_2                 3.1961   0.1066      29.99       0.1386          23.06
tau_3                 3.6017   0.1072      33.60       0.1400          25.72

Overview of choices for model component "OP"
                                 1       2       3       4
Times chosen              43479.00 1023.00 1336.00 1505.00
Percentage chosen overall    91.84    2.16    2.82    3.18


Classical covariance matrix:
                                 b_male           b_age_35l           b_age_65u           b_educ_hs
b_male                            4e-04               0e+00              0.0000              0.0000
b_age_35l                         0e+00               9e-04              0.0003             -0.0001
b_age_65u                         0e+00               3e-04              0.0014              0.0000
b_educ_hs                         0e+00              -1e-04              0.0000              0.0014
b_educ_bachgrad                   0e+00               0e+00              0.0000              0.0005
b_hhfaminc_05                     0e+00               0e+00             -0.0001              0.0000
b_hhfaminc_10u                    0e+00               1e-04              0.0001              0.0000
b_white                           0e+00               1e-04              0.0000              0.0002
b_black                           0e+00               3e-04              0.0002              0.0001
b_asian                           0e+00              -2e-04              0.0000              0.0001
b_driver_1                        0e+00               1e-04              0.0001              0.0004
b_hhvehcnt                        0e+00               0e+00              0.0000              0.0000
b_rent                            0e+00              -1e-04              0.0001              0.0000
b_urban_rail                      0e+00               3e-04              0.0002              0.0000
b_pop_den                         0e+00              -1e-04              0.0000              0.0000
sigma_male                        1e-04               0e+00              0.0000              0.0000
sigma_age_35l                     0e+00              -3e-04              0.0000              0.0000
sigma_age_65u                     0e+00               1e-04             -0.0006              0.0000
sigma_educ_hs                     0e+00               1e-04              0.0000             -0.0001
sigma_educ_bachgrad               0e+00              -3e-04             -0.0003              0.0000
sigma_hhfaminc_05                 0e+00               0e+00             -0.0001              0.0000
sigma_hhfaminc_10u                0e+00              -1e-04             -0.0002              0.0000
sigma_white                       0e+00              -2e-04             -0.0002              0.0000
sigma_black                       0e+00              -1e-04             -0.0001              0.0000
sigma_asian                       0e+00               1e-04              0.0000              0.0001
sigma_driver_1                    0e+00               0e+00              0.0000              0.0000
sigma_hhvehcnt                    0e+00               0e+00              0.0000              0.0000
sigma_rent                        0e+00               0e+00              0.0001              0.0000
sigma_urban_rail                  0e+00               0e+00              0.0000              0.0000
sigma_pop_den                     0e+00               0e+00              0.0000              0.0000
                        b_educ_bachgrad       b_hhfaminc_05      b_hhfaminc_10u             b_white
b_male                            0e+00              0.0000               0e+00              0.0000
b_age_35l                         0e+00              0.0000               1e-04              0.0001
b_age_65u                         0e+00             -0.0001               1e-04              0.0000
b_educ_hs                         5e-04              0.0000               0e+00              0.0002
b_educ_bachgrad                   7e-04              0.0001              -1e-04              0.0000
b_hhfaminc_05                     1e-04              0.0012               2e-04              0.0000
b_hhfaminc_10u                   -1e-04              0.0002               7e-04              0.0000
b_white                           0e+00              0.0000               0e+00              0.0020
b_black                           1e-04              0.0001               1e-04              0.0015
b_asian                          -1e-04              0.0001              -1e-04              0.0016
b_driver_1                        0e+00              0.0001               0e+00              0.0001
b_hhvehcnt                        0e+00              0.0000               0e+00              0.0000
b_rent                            0e+00             -0.0001               1e-04              0.0000
b_urban_rail                      1e-04             -0.0001               2e-04              0.0001
b_pop_den                         0e+00              0.0000               0e+00              0.0000
sigma_male                        0e+00              0.0000               0e+00              0.0000
sigma_age_35l                     0e+00              0.0001               0e+00             -0.0001
sigma_age_65u                     0e+00              0.0000               1e-04              0.0000
sigma_educ_hs                     0e+00             -0.0001               0e+00              0.0001
sigma_educ_bachgrad              -2e-04              0.0001              -1e-04             -0.0002
sigma_hhfaminc_05                 0e+00             -0.0004               0e+00              0.0000
sigma_hhfaminc_10u                0e+00             -0.0001               1e-04             -0.0001
sigma_white                      -1e-04              0.0000               0e+00             -0.0002
sigma_black                      -1e-04              0.0002               0e+00             -0.0004
sigma_asian                       1e-04              0.0001               0e+00              0.0000
sigma_driver_1                    0e+00             -0.0001               0e+00              0.0001
sigma_hhvehcnt                    0e+00              0.0000               0e+00              0.0000
sigma_rent                        0e+00             -0.0001              -1e-04              0.0002
sigma_urban_rail                  0e+00              0.0001               1e-04             -0.0001
sigma_pop_den                     0e+00              0.0000               0e+00              0.0000
                                b_black             b_asian          b_driver_1          b_hhvehcnt
b_male                           0.0000              0.0000              0.0000               0e+00
b_age_35l                        0.0003             -0.0002              0.0001               0e+00
b_age_65u                        0.0002              0.0000              0.0001               0e+00
b_educ_hs                        0.0001              0.0001              0.0004               0e+00
b_educ_bachgrad                  0.0001             -0.0001              0.0000               0e+00
b_hhfaminc_05                    0.0001              0.0001              0.0001               0e+00
b_hhfaminc_10u                   0.0001             -0.0001              0.0000               0e+00
b_white                          0.0015              0.0016              0.0001               0e+00
b_black                          0.0046              0.0013              0.0003               0e+00
b_asian                          0.0013              0.0035              0.0002               0e+00
b_driver_1                       0.0003              0.0002              0.0017              -1e-04
b_hhvehcnt                       0.0000              0.0000             -0.0001               1e-04
b_rent                           0.0001              0.0000              0.0001               1e-04
b_urban_rail                     0.0005             -0.0005              0.0001               0e+00
b_pop_den                       -0.0001              0.0001              0.0000               0e+00
sigma_male                       0.0001              0.0000              0.0000               0e+00
sigma_age_35l                    0.0000              0.0000              0.0000               0e+00
sigma_age_65u                    0.0000             -0.0001              0.0000               0e+00
sigma_educ_hs                   -0.0002              0.0000              0.0000               0e+00
sigma_educ_bachgrad             -0.0003              0.0002              0.0000               0e+00
sigma_hhfaminc_05               -0.0001              0.0000              0.0000               0e+00
sigma_hhfaminc_10u              -0.0005              0.0002              0.0000               0e+00
sigma_white                     -0.0002              0.0002              0.0000               0e+00
sigma_black                      0.0008              0.0001              0.0001               0e+00
sigma_asian                      0.0003             -0.0007              0.0000               0e+00
sigma_driver_1                  -0.0001              0.0001             -0.0001               0e+00
sigma_hhvehcnt                   0.0000              0.0000              0.0000               0e+00
sigma_rent                      -0.0001              0.0001              0.0000               0e+00
sigma_urban_rail                 0.0003             -0.0001              0.0001               0e+00
sigma_pop_den                    0.0000              0.0000              0.0000               0e+00
                                 b_rent        b_urban_rail           b_pop_den          sigma_male
b_male                            0e+00              0.0000               0e+00               1e-04
b_age_35l                        -1e-04              0.0003              -1e-04               0e+00
b_age_65u                         1e-04              0.0002               0e+00               0e+00
b_educ_hs                         0e+00              0.0000               0e+00               0e+00
b_educ_bachgrad                   0e+00              0.0001               0e+00               0e+00
b_hhfaminc_05                    -1e-04             -0.0001               0e+00               0e+00
b_hhfaminc_10u                    1e-04              0.0002               0e+00               0e+00
b_white                           0e+00              0.0001               0e+00               0e+00
b_black                           1e-04              0.0005              -1e-04               1e-04
b_asian                           0e+00             -0.0005               1e-04               0e+00
b_driver_1                        1e-04              0.0001               0e+00               0e+00
b_hhvehcnt                        1e-04              0.0000               0e+00               0e+00
b_rent                            9e-04              0.0003               0e+00               0e+00
b_urban_rail                      3e-04              0.0026              -2e-04               0e+00
b_pop_den                         0e+00             -0.0002               1e-04               0e+00
sigma_male                        0e+00              0.0000               0e+00               5e-04
sigma_age_35l                     2e-04              0.0001               0e+00               0e+00
sigma_age_65u                     1e-04              0.0000               0e+00               0e+00
sigma_educ_hs                    -1e-04             -0.0001               0e+00               0e+00
sigma_educ_bachgrad               0e+00             -0.0008               1e-04               1e-04
sigma_hhfaminc_05                -1e-04             -0.0001               0e+00              -1e-04
sigma_hhfaminc_10u                0e+00             -0.0003               1e-04               0e+00
sigma_white                       0e+00             -0.0005               1e-04               1e-04
sigma_black                       2e-04             -0.0005               1e-04               2e-04
sigma_asian                       0e+00              0.0001               0e+00               0e+00
sigma_driver_1                   -1e-04             -0.0001               0e+00               1e-04
sigma_hhvehcnt                    0e+00              0.0000               0e+00               0e+00
sigma_rent                       -4e-04             -0.0004               0e+00               0e+00
sigma_urban_rail                  1e-04              0.0004               0e+00               0e+00
sigma_pop_den                     0e+00              0.0001               0e+00               0e+00
                          sigma_age_35l       sigma_age_65u       sigma_educ_hs sigma_educ_bachgrad
b_male                            0e+00              0.0000              0.0000              0.0000
b_age_35l                        -3e-04              0.0001              0.0001             -0.0003
b_age_65u                         0e+00             -0.0006              0.0000             -0.0003
b_educ_hs                         0e+00              0.0000             -0.0001              0.0000
b_educ_bachgrad                   0e+00              0.0000              0.0000             -0.0002
b_hhfaminc_05                     1e-04              0.0000             -0.0001              0.0001
b_hhfaminc_10u                    0e+00              0.0001              0.0000             -0.0001
b_white                          -1e-04              0.0000              0.0001             -0.0002
b_black                           0e+00              0.0000             -0.0002             -0.0003
b_asian                           0e+00             -0.0001              0.0000              0.0002
b_driver_1                        0e+00              0.0000              0.0000              0.0000
b_hhvehcnt                        0e+00              0.0000              0.0000              0.0000
b_rent                            2e-04              0.0001             -0.0001              0.0000
b_urban_rail                      1e-04              0.0000             -0.0001             -0.0008
b_pop_den                         0e+00              0.0000              0.0000              0.0001
sigma_male                        0e+00              0.0000              0.0000              0.0001
sigma_age_35l                     9e-04              0.0000             -0.0001              0.0001
sigma_age_65u                     0e+00              0.0023              0.0000              0.0001
sigma_educ_hs                    -1e-04              0.0000              0.0017             -0.0002
sigma_educ_bachgrad               1e-04              0.0001             -0.0002              0.0011
sigma_hhfaminc_05                -1e-04              0.0001              0.0002              0.0002
sigma_hhfaminc_10u               -1e-04              0.0001              0.0000              0.0003
sigma_white                       0e+00              0.0001             -0.0001              0.0004
sigma_black                       0e+00              0.0001             -0.0004              0.0006
sigma_asian                       1e-04              0.0000             -0.0001             -0.0002
sigma_driver_1                    0e+00              0.0000              0.0001             -0.0001
sigma_hhvehcnt                    0e+00              0.0000              0.0000              0.0000
sigma_rent                       -3e-04             -0.0001              0.0001              0.0000
sigma_urban_rail                  0e+00             -0.0001             -0.0002              0.0002
sigma_pop_den                     0e+00              0.0000              0.0000              0.0000
                      sigma_hhfaminc_05  sigma_hhfaminc_10u         sigma_white         sigma_black
b_male                           0.0000               0e+00               0e+00              0.0000
b_age_35l                        0.0000              -1e-04              -2e-04             -0.0001
b_age_65u                       -0.0001              -2e-04              -2e-04             -0.0001
b_educ_hs                        0.0000               0e+00               0e+00              0.0000
b_educ_bachgrad                  0.0000               0e+00              -1e-04             -0.0001
b_hhfaminc_05                   -0.0004              -1e-04               0e+00              0.0002
b_hhfaminc_10u                   0.0000               1e-04               0e+00              0.0000
b_white                          0.0000              -1e-04              -2e-04             -0.0004
b_black                         -0.0001              -5e-04              -2e-04              0.0008
b_asian                          0.0000               2e-04               2e-04              0.0001
b_driver_1                       0.0000               0e+00               0e+00              0.0001
b_hhvehcnt                       0.0000               0e+00               0e+00              0.0000
b_rent                          -0.0001               0e+00               0e+00              0.0002
b_urban_rail                    -0.0001              -3e-04              -5e-04             -0.0005
b_pop_den                        0.0000               1e-04               1e-04              0.0001
sigma_male                      -0.0001               0e+00               1e-04              0.0002
sigma_age_35l                   -0.0001              -1e-04               0e+00              0.0000
sigma_age_65u                    0.0001               1e-04               1e-04              0.0001
sigma_educ_hs                    0.0002               0e+00              -1e-04             -0.0004
sigma_educ_bachgrad              0.0002               3e-04               4e-04              0.0006
sigma_hhfaminc_05                0.0017               1e-04               2e-04              0.0000
sigma_hhfaminc_10u               0.0001               7e-04               3e-04              0.0001
sigma_white                      0.0002               3e-04               8e-04              0.0006
sigma_black                      0.0000               1e-04               6e-04              0.0042
sigma_asian                      0.0000              -1e-04              -1e-04              0.0000
sigma_driver_1                  -0.0001               1e-04              -1e-04             -0.0001
sigma_hhvehcnt                   0.0000               1e-04               1e-04              0.0000
sigma_rent                       0.0001               0e+00              -1e-04             -0.0002
sigma_urban_rail                 0.0002               0e+00               2e-04              0.0004
sigma_pop_den                    0.0000               0e+00               0e+00              0.0000
                            sigma_asian      sigma_driver_1      sigma_hhvehcnt          sigma_rent
b_male                           0.0000               0e+00               0e+00               0e+00
b_age_35l                        0.0001               0e+00               0e+00               0e+00
b_age_65u                        0.0000               0e+00               0e+00               1e-04
b_educ_hs                        0.0001               0e+00               0e+00               0e+00
b_educ_bachgrad                  0.0001               0e+00               0e+00               0e+00
b_hhfaminc_05                    0.0001              -1e-04               0e+00              -1e-04
b_hhfaminc_10u                   0.0000               0e+00               0e+00              -1e-04
b_white                          0.0000               1e-04               0e+00               2e-04
b_black                          0.0003              -1e-04               0e+00              -1e-04
b_asian                         -0.0007               1e-04               0e+00               1e-04
b_driver_1                       0.0000              -1e-04               0e+00               0e+00
b_hhvehcnt                       0.0000               0e+00               0e+00               0e+00
b_rent                           0.0000              -1e-04               0e+00              -4e-04
b_urban_rail                     0.0001              -1e-04               0e+00              -4e-04
b_pop_den                        0.0000               0e+00               0e+00               0e+00
sigma_male                       0.0000               1e-04               0e+00               0e+00
sigma_age_35l                    0.0001               0e+00               0e+00              -3e-04
sigma_age_65u                    0.0000               0e+00               0e+00              -1e-04
sigma_educ_hs                   -0.0001               1e-04               0e+00               1e-04
sigma_educ_bachgrad             -0.0002              -1e-04               0e+00               0e+00
sigma_hhfaminc_05                0.0000              -1e-04               0e+00               1e-04
sigma_hhfaminc_10u              -0.0001               1e-04               1e-04               0e+00
sigma_white                     -0.0001              -1e-04               1e-04              -1e-04
sigma_black                      0.0000              -1e-04               0e+00              -2e-04
sigma_asian                      0.0031               0e+00               0e+00              -1e-04
sigma_driver_1                   0.0000               5e-04              -1e-04               1e-04
sigma_hhvehcnt                   0.0000              -1e-04               1e-04               0e+00
sigma_rent                      -0.0001               1e-04               0e+00               8e-04
sigma_urban_rail                 0.0002              -1e-04               0e+00              -1e-04
sigma_pop_den                    0.0000               0e+00               0e+00               0e+00
                       sigma_urban_rail       sigma_pop_den               tau_1               tau_2
b_male                            0e+00               0e+00              0.0002              0.0002
b_age_35l                         0e+00               0e+00              0.0002              0.0002
b_age_65u                         0e+00               0e+00              0.0004              0.0004
b_educ_hs                         0e+00               0e+00              0.0012              0.0012
b_educ_bachgrad                   0e+00               0e+00              0.0006              0.0007
b_hhfaminc_05                     1e-04               0e+00              0.0006              0.0006
b_hhfaminc_10u                    1e-04               0e+00              0.0003              0.0003
b_white                          -1e-04               0e+00              0.0022              0.0022
b_black                           3e-04               0e+00              0.0021              0.0021
b_asian                          -1e-04               0e+00              0.0019              0.0019
b_driver_1                        1e-04               0e+00              0.0019              0.0019
b_hhvehcnt                        0e+00               0e+00              0.0003              0.0003
b_rent                            1e-04               0e+00              0.0001              0.0001
b_urban_rail                      4e-04               1e-04             -0.0002             -0.0002
b_pop_den                         0e+00               0e+00              0.0007              0.0007
sigma_male                        0e+00               0e+00              0.0001              0.0001
sigma_age_35l                     0e+00               0e+00             -0.0001             -0.0001
sigma_age_65u                    -1e-04               0e+00              0.0000              0.0000
sigma_educ_hs                    -2e-04               0e+00              0.0002              0.0002
sigma_educ_bachgrad               2e-04               0e+00             -0.0002             -0.0002
sigma_hhfaminc_05                 2e-04               0e+00              0.0001              0.0001
sigma_hhfaminc_10u                0e+00               0e+00              0.0000              0.0001
sigma_white                       2e-04               0e+00             -0.0002             -0.0002
sigma_black                       4e-04               0e+00             -0.0002             -0.0002
sigma_asian                       2e-04               0e+00              0.0000              0.0000
sigma_driver_1                   -1e-04               0e+00              0.0002              0.0002
sigma_hhvehcnt                    0e+00               0e+00              0.0000              0.0000
sigma_rent                       -1e-04               0e+00              0.0002              0.0002
sigma_urban_rail                  8e-04               0e+00              0.0000              0.0000
sigma_pop_den                     0e+00               0e+00              0.0000              0.0000
                                  tau_3
b_male                           0.0003
b_age_35l                        0.0002
b_age_65u                        0.0004
b_educ_hs                        0.0012
b_educ_bachgrad                  0.0007
b_hhfaminc_05                    0.0006
b_hhfaminc_10u                   0.0003
b_white                          0.0022
b_black                          0.0020
b_asian                          0.0019
b_driver_1                       0.0019
b_hhvehcnt                       0.0003
b_rent                           0.0001
b_urban_rail                    -0.0002
b_pop_den                        0.0007
sigma_male                       0.0001
sigma_age_35l                   -0.0001
sigma_age_65u                    0.0000
sigma_educ_hs                    0.0002
sigma_educ_bachgrad             -0.0002
sigma_hhfaminc_05                0.0001
sigma_hhfaminc_10u               0.0001
sigma_white                     -0.0002
sigma_black                     -0.0002
sigma_asian                      0.0000
sigma_driver_1                   0.0002
sigma_hhvehcnt                   0.0000
sigma_rent                       0.0002
sigma_urban_rail                 0.0000
sigma_pop_den                    0.0000
 [ reached getOption("max.print") -- omitted 3 rows ]

Robust covariance matrix:
                                 b_male           b_age_35l           b_age_65u           b_educ_hs
b_male                            2e-04              0.0000              0.0000              -1e-04
b_age_35l                         0e+00              0.0012              0.0008               1e-04
b_age_65u                         0e+00              0.0008              0.0016               2e-04
b_educ_hs                        -1e-04              0.0001              0.0002               1e-03
b_educ_bachgrad                  -1e-04              0.0004              0.0005               4e-04
b_hhfaminc_05                     1e-04             -0.0001             -0.0002              -3e-04
b_hhfaminc_10u                    0e+00              0.0002              0.0001               0e+00
b_white                           1e-04             -0.0004             -0.0006               0e+00
b_black                           0e+00              0.0004              0.0005              -1e-04
b_asian                           1e-04             -0.0014             -0.0010              -2e-04
b_driver_1                        0e+00              0.0005              0.0005               1e-04
b_hhvehcnt                        0e+00              0.0000              0.0000              -1e-04
b_rent                            0e+00              0.0006              0.0004               0e+00
b_urban_rail                     -1e-04              0.0025              0.0018               3e-04
b_pop_den                         1e-04             -0.0004             -0.0003              -1e-04
sigma_male                        0e+00             -0.0001             -0.0001               0e+00
sigma_age_35l                    -1e-04              0.0000              0.0002              -2e-04
sigma_age_65u                     1e-04             -0.0004             -0.0004              -4e-04
sigma_educ_hs                     0e+00              0.0002              0.0005              -2e-04
sigma_educ_bachgrad               0e+00             -0.0014             -0.0013              -1e-04
sigma_hhfaminc_05                 0e+00              0.0000              0.0000               2e-04
sigma_hhfaminc_10u                0e+00             -0.0010             -0.0009               0e+00
sigma_white                       0e+00             -0.0011             -0.0011              -1e-04
sigma_black                       2e-04             -0.0010             -0.0016              -5e-04
sigma_asian                      -1e-04              0.0005              0.0002               0e+00
sigma_driver_1                    0e+00             -0.0002              0.0000               0e+00
sigma_hhvehcnt                    0e+00              0.0000              0.0000               1e-04
sigma_rent                       -1e-04             -0.0003              0.0000               2e-04
sigma_urban_rail                  1e-04             -0.0001             -0.0004               1e-04
sigma_pop_den                     0e+00              0.0001              0.0001               0e+00
                        b_educ_bachgrad       b_hhfaminc_05      b_hhfaminc_10u             b_white
b_male                          -0.0001              0.0001              0.0000              0.0001
b_age_35l                        0.0004             -0.0001              0.0002             -0.0004
b_age_65u                        0.0005             -0.0002              0.0001             -0.0006
b_educ_hs                        0.0004             -0.0003              0.0000              0.0000
b_educ_bachgrad                  0.0007             -0.0001              0.0001             -0.0003
b_hhfaminc_05                   -0.0001              0.0016              0.0004             -0.0003
b_hhfaminc_10u                   0.0001              0.0004              0.0008             -0.0006
b_white                         -0.0003             -0.0003             -0.0006              0.0021
b_black                          0.0000              0.0003             -0.0001              0.0008
b_asian                         -0.0008              0.0000             -0.0011              0.0024
b_driver_1                       0.0002             -0.0001              0.0003             -0.0002
b_hhvehcnt                       0.0000              0.0001              0.0000              0.0001
b_rent                           0.0003             -0.0001              0.0002             -0.0003
b_urban_rail                     0.0013              0.0009              0.0019             -0.0020
b_pop_den                       -0.0002              0.0000             -0.0002              0.0004
sigma_male                      -0.0001              0.0000             -0.0001              0.0001
sigma_age_35l                    0.0000              0.0000              0.0004             -0.0003
sigma_age_65u                   -0.0004             -0.0001             -0.0001              0.0002
sigma_educ_hs                    0.0001             -0.0002              0.0000              0.0002
sigma_educ_bachgrad             -0.0008             -0.0001             -0.0007              0.0008
sigma_hhfaminc_05                0.0001             -0.0003              0.0002             -0.0003
sigma_hhfaminc_10u              -0.0005             -0.0005             -0.0004              0.0006
sigma_white                     -0.0006             -0.0003             -0.0006              0.0008
sigma_black                     -0.0010              0.0001             -0.0008              0.0008
sigma_asian                      0.0002              0.0003              0.0006             -0.0006
sigma_driver_1                  -0.0001             -0.0003             -0.0002              0.0002
sigma_hhvehcnt                   0.0001             -0.0001              0.0001             -0.0001
sigma_rent                       0.0000             -0.0004             -0.0002              0.0002
sigma_urban_rail                 0.0000              0.0002              0.0001              0.0001
sigma_pop_den                    0.0001              0.0000              0.0001              0.0000
                                b_black             b_asian          b_driver_1          b_hhvehcnt
b_male                           0.0000              0.0001              0.0000               0e+00
b_age_35l                        0.0004             -0.0014              0.0005               0e+00
b_age_65u                        0.0005             -0.0010              0.0005               0e+00
b_educ_hs                       -0.0001             -0.0002              0.0001              -1e-04
b_educ_bachgrad                  0.0000             -0.0008              0.0002               0e+00
b_hhfaminc_05                    0.0003              0.0000             -0.0001               1e-04
b_hhfaminc_10u                  -0.0001             -0.0011              0.0003               0e+00
b_white                          0.0008              0.0024             -0.0002               1e-04
b_black                          0.0036              0.0004             -0.0002               0e+00
b_asian                          0.0004              0.0054             -0.0007               1e-04
b_driver_1                      -0.0002             -0.0007              0.0012              -1e-04
b_hhvehcnt                       0.0000              0.0001             -0.0001               1e-04
b_rent                           0.0004             -0.0011              0.0002               1e-04
b_urban_rail                     0.0018             -0.0063              0.0007               2e-04
b_pop_den                       -0.0002              0.0010             -0.0002               0e+00
sigma_male                       0.0001              0.0003             -0.0002               0e+00
sigma_age_35l                    0.0004             -0.0007              0.0001               0e+00
sigma_age_65u                    0.0002              0.0004             -0.0006               2e-04
sigma_educ_hs                    0.0000              0.0002              0.0003               1e-04
sigma_educ_bachgrad             -0.0010              0.0026             -0.0007               0e+00
sigma_hhfaminc_05               -0.0006             -0.0008              0.0003              -1e-04
sigma_hhfaminc_10u              -0.0013              0.0019             -0.0004               0e+00
sigma_white                     -0.0009              0.0024             -0.0005               0e+00
sigma_black                     -0.0005              0.0028             -0.0004              -3e-04
sigma_asian                      0.0006             -0.0017              0.0004              -1e-04
sigma_driver_1                  -0.0001              0.0005              0.0000               0e+00
sigma_hhvehcnt                  -0.0002             -0.0002              0.0001               0e+00
sigma_rent                      -0.0008              0.0004              0.0003              -1e-04
sigma_urban_rail                -0.0001             -0.0001             -0.0001               0e+00
sigma_pop_den                    0.0001             -0.0002              0.0000               0e+00
                                 b_rent        b_urban_rail           b_pop_den          sigma_male
b_male                           0.0000             -0.0001              0.0001               0e+00
b_age_35l                        0.0006              0.0025             -0.0004              -1e-04
b_age_65u                        0.0004              0.0018             -0.0003              -1e-04
b_educ_hs                        0.0000              0.0003             -0.0001               0e+00
b_educ_bachgrad                  0.0003              0.0013             -0.0002              -1e-04
b_hhfaminc_05                   -0.0001              0.0009              0.0000               0e+00
b_hhfaminc_10u                   0.0002              0.0019             -0.0002              -1e-04
b_white                         -0.0003             -0.0020              0.0004               1e-04
b_black                          0.0004              0.0018             -0.0002               1e-04
b_asian                         -0.0011             -0.0063              0.0010               3e-04
b_driver_1                       0.0002              0.0007             -0.0002              -2e-04
b_hhvehcnt                       0.0001              0.0002              0.0000               0e+00
b_rent                           0.0012              0.0024             -0.0002               0e+00
b_urban_rail                     0.0024              0.0134             -0.0016              -3e-04
b_pop_den                       -0.0002             -0.0016              0.0004               1e-04
sigma_male                       0.0000             -0.0003              0.0001               1e-04
sigma_age_35l                    0.0005              0.0020             -0.0002               0e+00
sigma_age_65u                    0.0001              0.0000              0.0001               2e-04
sigma_educ_hs                   -0.0001              0.0003             -0.0001              -1e-04
sigma_educ_bachgrad             -0.0009             -0.0055              0.0007               2e-04
sigma_hhfaminc_05                0.0000              0.0005             -0.0002              -3e-04
sigma_hhfaminc_10u              -0.0008             -0.0044              0.0006               2e-04
sigma_white                     -0.0007             -0.0047              0.0006               2e-04
sigma_black                     -0.0008             -0.0060              0.0008               4e-04
sigma_asian                      0.0002              0.0023             -0.0004              -1e-04
sigma_driver_1                  -0.0003             -0.0012              0.0001               1e-04
sigma_hhvehcnt                   0.0000              0.0001              0.0000               0e+00
sigma_rent                      -0.0008             -0.0024              0.0000              -2e-04
sigma_urban_rail                 0.0003              0.0005              0.0001              -1e-04
sigma_pop_den                    0.0001              0.0004             -0.0001               0e+00
                          sigma_age_35l       sigma_age_65u       sigma_educ_hs sigma_educ_bachgrad
b_male                          -0.0001              0.0001              0.0000              0.0000
b_age_35l                        0.0000             -0.0004              0.0002             -0.0014
b_age_65u                        0.0002             -0.0004              0.0005             -0.0013
b_educ_hs                       -0.0002             -0.0004             -0.0002             -0.0001
b_educ_bachgrad                  0.0000             -0.0004              0.0001             -0.0008
b_hhfaminc_05                    0.0000             -0.0001             -0.0002             -0.0001
b_hhfaminc_10u                   0.0004             -0.0001              0.0000             -0.0007
b_white                         -0.0003              0.0002              0.0002              0.0008
b_black                          0.0004              0.0002              0.0000             -0.0010
b_asian                         -0.0007              0.0004              0.0002              0.0026
b_driver_1                       0.0001             -0.0006              0.0003             -0.0007
b_hhvehcnt                       0.0000              0.0002              0.0001              0.0000
b_rent                           0.0005              0.0001             -0.0001             -0.0009
b_urban_rail                     0.0020              0.0000              0.0003             -0.0055
b_pop_den                       -0.0002              0.0001             -0.0001              0.0007
sigma_male                       0.0000              0.0002             -0.0001              0.0002
sigma_age_35l                    0.0013              0.0003              0.0001             -0.0007
sigma_age_65u                    0.0003              0.0023             -0.0002              0.0004
sigma_educ_hs                    0.0001             -0.0002              0.0009             -0.0006
sigma_educ_bachgrad             -0.0007              0.0004             -0.0006              0.0030
sigma_hhfaminc_05                0.0000             -0.0002              0.0001              0.0001
sigma_hhfaminc_10u              -0.0006              0.0003             -0.0003              0.0021
sigma_white                     -0.0006              0.0003             -0.0003              0.0024
sigma_black                     -0.0006              0.0003             -0.0013              0.0030
sigma_asian                      0.0005             -0.0003             -0.0001             -0.0011
sigma_driver_1                  -0.0001              0.0000              0.0001              0.0003
sigma_hhvehcnt                   0.0000              0.0000             -0.0001              0.0000
sigma_rent                      -0.0007             -0.0006              0.0002              0.0008
sigma_urban_rail                 0.0000              0.0000             -0.0003              0.0003
sigma_pop_den                    0.0001              0.0000              0.0000             -0.0002
                      sigma_hhfaminc_05  sigma_hhfaminc_10u         sigma_white         sigma_black
b_male                           0.0000              0.0000              0.0000              0.0002
b_age_35l                        0.0000             -0.0010             -0.0011             -0.0010
b_age_65u                        0.0000             -0.0009             -0.0011             -0.0016
b_educ_hs                        0.0002              0.0000             -0.0001             -0.0005
b_educ_bachgrad                  0.0001             -0.0005             -0.0006             -0.0010
b_hhfaminc_05                   -0.0003             -0.0005             -0.0003              0.0001
b_hhfaminc_10u                   0.0002             -0.0004             -0.0006             -0.0008
b_white                         -0.0003              0.0006              0.0008              0.0008
b_black                         -0.0006             -0.0013             -0.0009             -0.0005
b_asian                         -0.0008              0.0019              0.0024              0.0028
b_driver_1                       0.0003             -0.0004             -0.0005             -0.0004
b_hhvehcnt                      -0.0001              0.0000              0.0000             -0.0003
b_rent                           0.0000             -0.0008             -0.0007             -0.0008
b_urban_rail                     0.0005             -0.0044             -0.0047             -0.0060
b_pop_den                       -0.0002              0.0006              0.0006              0.0008
sigma_male                      -0.0003              0.0002              0.0002              0.0004
sigma_age_35l                    0.0000             -0.0006             -0.0006             -0.0006
sigma_age_65u                   -0.0002              0.0003              0.0003              0.0003
sigma_educ_hs                    0.0001             -0.0003             -0.0003             -0.0013
sigma_educ_bachgrad              0.0001              0.0021              0.0024              0.0030
sigma_hhfaminc_05                0.0012              0.0000              0.0000             -0.0007
sigma_hhfaminc_10u               0.0000              0.0019              0.0018              0.0022
sigma_white                      0.0000              0.0018              0.0021              0.0026
sigma_black                     -0.0007              0.0022              0.0026              0.0068
sigma_asian                      0.0001             -0.0008             -0.0010             -0.0008
sigma_driver_1                  -0.0001              0.0004              0.0003              0.0005
sigma_hhvehcnt                   0.0001              0.0000              0.0000              0.0000
sigma_rent                       0.0005              0.0008              0.0006              0.0004
sigma_urban_rail                 0.0004              0.0000              0.0002              0.0002
sigma_pop_den                    0.0000             -0.0001             -0.0001             -0.0002
                            sigma_asian      sigma_driver_1      sigma_hhvehcnt          sigma_rent
b_male                          -0.0001              0.0000               0e+00             -0.0001
b_age_35l                        0.0005             -0.0002               0e+00             -0.0003
b_age_65u                        0.0002              0.0000               0e+00              0.0000
b_educ_hs                        0.0000              0.0000               1e-04              0.0002
b_educ_bachgrad                  0.0002             -0.0001               1e-04              0.0000
b_hhfaminc_05                    0.0003             -0.0003              -1e-04             -0.0004
b_hhfaminc_10u                   0.0006             -0.0002               1e-04             -0.0002
b_white                         -0.0006              0.0002              -1e-04              0.0002
b_black                          0.0006             -0.0001              -2e-04             -0.0008
b_asian                         -0.0017              0.0005              -2e-04              0.0004
b_driver_1                       0.0004              0.0000               1e-04              0.0003
b_hhvehcnt                      -0.0001              0.0000               0e+00             -0.0001
b_rent                           0.0002             -0.0003               0e+00             -0.0008
b_urban_rail                     0.0023             -0.0012               1e-04             -0.0024
b_pop_den                       -0.0004              0.0001               0e+00              0.0000
sigma_male                      -0.0001              0.0001               0e+00             -0.0002
sigma_age_35l                    0.0005             -0.0001               0e+00             -0.0007
sigma_age_65u                   -0.0003              0.0000               0e+00             -0.0006
sigma_educ_hs                   -0.0001              0.0001              -1e-04              0.0002
sigma_educ_bachgrad             -0.0011              0.0003               0e+00              0.0008
sigma_hhfaminc_05                0.0001             -0.0001               1e-04              0.0005
sigma_hhfaminc_10u              -0.0008              0.0004               0e+00              0.0008
sigma_white                     -0.0010              0.0003               0e+00              0.0006
sigma_black                     -0.0008              0.0005               0e+00              0.0004
sigma_asian                      0.0011             -0.0002               0e+00             -0.0002
sigma_driver_1                  -0.0002              0.0003               0e+00              0.0003
sigma_hhvehcnt                   0.0000              0.0000               0e+00              0.0001
sigma_rent                      -0.0002              0.0003               1e-04              0.0014
sigma_urban_rail                -0.0001             -0.0002               1e-04             -0.0002
sigma_pop_den                    0.0001              0.0000               0e+00              0.0000
                       sigma_urban_rail       sigma_pop_den               tau_1               tau_2
b_male                           0.0001               0e+00              0.0006              0.0006
b_age_35l                       -0.0001               1e-04             -0.0004             -0.0005
b_age_65u                       -0.0004               1e-04             -0.0005             -0.0006
b_educ_hs                        0.0001               0e+00              0.0000              0.0000
b_educ_bachgrad                  0.0000               1e-04              0.0004              0.0004
b_hhfaminc_05                    0.0002               0e+00              0.0003              0.0003
b_hhfaminc_10u                   0.0001               1e-04              0.0000              0.0000
b_white                          0.0001               0e+00              0.0029              0.0030
b_black                         -0.0001               1e-04              0.0003              0.0003
b_asian                         -0.0001              -2e-04              0.0030              0.0032
b_driver_1                      -0.0001               0e+00              0.0002              0.0002
b_hhvehcnt                       0.0000               0e+00              0.0006              0.0006
b_rent                           0.0003               1e-04              0.0009              0.0009
b_urban_rail                     0.0005               4e-04             -0.0011             -0.0012
b_pop_den                        0.0001              -1e-04              0.0020              0.0020
sigma_male                      -0.0001               0e+00              0.0002              0.0002
sigma_age_35l                    0.0000               1e-04             -0.0002             -0.0001
sigma_age_65u                    0.0000               0e+00              0.0000              0.0000
sigma_educ_hs                   -0.0003               0e+00              0.0004              0.0004
sigma_educ_bachgrad              0.0003              -2e-04              0.0001              0.0001
sigma_hhfaminc_05                0.0004               0e+00             -0.0008             -0.0009
sigma_hhfaminc_10u               0.0000              -1e-04              0.0005              0.0005
sigma_white                      0.0002              -1e-04              0.0004              0.0005
sigma_black                      0.0002              -2e-04              0.0000              0.0002
sigma_asian                     -0.0001               1e-04             -0.0011             -0.0011
sigma_driver_1                  -0.0002               0e+00             -0.0001             -0.0001
sigma_hhvehcnt                   0.0001               0e+00             -0.0001             -0.0001
sigma_rent                      -0.0002               0e+00             -0.0014             -0.0014
sigma_urban_rail                 0.0007               0e+00              0.0010              0.0010
sigma_pop_den                    0.0000               0e+00              0.0000             -0.0001
                                  tau_3
b_male                           0.0006
b_age_35l                       -0.0004
b_age_65u                       -0.0005
b_educ_hs                        0.0000
b_educ_bachgrad                  0.0005
b_hhfaminc_05                    0.0002
b_hhfaminc_10u                   0.0000
b_white                          0.0030
b_black                          0.0001
b_asian                          0.0031
b_driver_1                       0.0004
b_hhvehcnt                       0.0006
b_rent                           0.0011
b_urban_rail                    -0.0011
b_pop_den                        0.0020
sigma_male                       0.0001
sigma_age_35l                   -0.0001
sigma_age_65u                   -0.0001
sigma_educ_hs                    0.0005
sigma_educ_bachgrad              0.0001
sigma_hhfaminc_05               -0.0008
sigma_hhfaminc_10u               0.0004
sigma_white                      0.0005
sigma_black                      0.0000
sigma_asian                     -0.0012
sigma_driver_1                  -0.0001
sigma_hhvehcnt                  -0.0001
sigma_rent                      -0.0014
sigma_urban_rail                 0.0011
sigma_pop_den                    0.0000
 [ reached getOption("max.print") -- omitted 3 rows ]

Classical correlation matrix:
                                 b_male           b_age_35l           b_age_65u           b_educ_hs
b_male                           1.0000              0.0205             -0.0250             -0.0085
b_age_35l                        0.0205              1.0000              0.2333             -0.0515
b_age_65u                       -0.0250              0.2333              1.0000              0.0254
b_educ_hs                       -0.0085             -0.0515              0.0254              1.0000
b_educ_bachgrad                  0.0239              0.0645              0.0462              0.4652
b_hhfaminc_05                    0.0235             -0.0261             -0.0387             -0.0176
b_hhfaminc_10u                  -0.0244              0.0952              0.0528             -0.0004
b_white                          0.0014              0.0558              0.0045              0.1110
b_black                          0.0375              0.1402              0.0658              0.0349
b_asian                          0.0138             -0.0923             -0.0003              0.0641
b_driver_1                       0.0116              0.0408              0.0494              0.2370
b_hhvehcnt                      -0.0174             -0.0714              0.0599              0.0044
b_rent                          -0.0033             -0.1219              0.0489              0.0272
b_urban_rail                     0.0017              0.2193              0.1019              0.0251
b_pop_den                        0.0307             -0.1713             -0.0342              0.0651
sigma_male                       0.1489              0.0125              0.0012              0.0088
sigma_age_35l                   -0.0215             -0.2917             -0.0179              0.0005
sigma_age_65u                    0.0112              0.0401             -0.3172             -0.0164
sigma_educ_hs                    0.0100              0.0633              0.0088             -0.0498
sigma_educ_bachgrad              0.0207             -0.2776             -0.2148             -0.0327
sigma_hhfaminc_05                0.0102             -0.0012             -0.0886              0.0078
sigma_hhfaminc_10u               0.0148             -0.1529             -0.1547             -0.0117
sigma_white                      0.0330             -0.1772             -0.1452             -0.0274
sigma_black                      0.0311             -0.0734             -0.0432             -0.0171
sigma_asian                     -0.0054              0.0627              0.0110              0.0271
sigma_driver_1                   0.0272              0.0393              0.0225              0.0151
sigma_hhvehcnt                   0.0071             -0.0527             -0.0606             -0.0035
sigma_rent                      -0.0078              0.0361              0.0565              0.0151
sigma_urban_rail                 0.0186             -0.0402             -0.0375              0.0284
sigma_pop_den                    0.0111              0.1650              0.0032              0.0307
                        b_educ_bachgrad       b_hhfaminc_05      b_hhfaminc_10u             b_white
b_male                           0.0239              0.0235             -0.0244              0.0014
b_age_35l                        0.0645             -0.0261              0.0952              0.0558
b_age_65u                        0.0462             -0.0387              0.0528              0.0045
b_educ_hs                        0.4652             -0.0176             -0.0004              0.1110
b_educ_bachgrad                  1.0000              0.0757             -0.0954              0.0314
b_hhfaminc_05                    0.0757              1.0000              0.2430              0.0220
b_hhfaminc_10u                  -0.0954              0.2430              1.0000             -0.0188
b_white                          0.0314              0.0220             -0.0188              1.0000
b_black                          0.0711              0.0369              0.0476              0.5123
b_asian                         -0.0467              0.0281             -0.0460              0.6013
b_driver_1                      -0.0215              0.0811              0.0229              0.0276
b_hhvehcnt                       0.1502              0.1000             -0.1297              0.0434
b_rent                          -0.0031             -0.0804              0.1655             -0.0314
b_urban_rail                     0.0691             -0.0426              0.1471              0.0499
b_pop_den                       -0.0181             -0.0029             -0.0744              0.0229
sigma_male                       0.0022              0.0011             -0.0110             -0.0394
sigma_age_35l                   -0.0326              0.0625              0.0433             -0.0402
sigma_age_65u                   -0.0186              0.0112              0.0466             -0.0193
sigma_educ_hs                    0.0395             -0.0898              0.0047              0.0481
sigma_educ_bachgrad             -0.2024              0.1300             -0.1066             -0.1044
sigma_hhfaminc_05               -0.0206             -0.2515              0.0244              0.0017
sigma_hhfaminc_10u              -0.0658             -0.0922              0.0879             -0.0540
sigma_white                     -0.0854              0.0293             -0.0174             -0.1537
sigma_black                     -0.0668              0.0802             -0.0150             -0.1253
sigma_asian                      0.0434              0.0412              0.0272              0.0139
sigma_driver_1                   0.0549             -0.0853              0.0015              0.0923
sigma_hhvehcnt                  -0.0198             -0.0397              0.0847             -0.0873
sigma_rent                       0.0165             -0.0573             -0.0935              0.1226
sigma_urban_rail                -0.0314              0.0508              0.0999             -0.0578
sigma_pop_den                    0.0913             -0.0137              0.1286              0.0793
                                b_black             b_asian          b_driver_1          b_hhvehcnt
b_male                           0.0375              0.0138              0.0116             -0.0174
b_age_35l                        0.1402             -0.0923              0.0408             -0.0714
b_age_65u                        0.0658             -0.0003              0.0494              0.0599
b_educ_hs                        0.0349              0.0641              0.2370              0.0044
b_educ_bachgrad                  0.0711             -0.0467             -0.0215              0.1502
b_hhfaminc_05                    0.0369              0.0281              0.0811              0.1000
b_hhfaminc_10u                   0.0476             -0.0460              0.0229             -0.1297
b_white                          0.5123              0.6013              0.0276              0.0434
b_black                          1.0000              0.3170              0.0900              0.0264
b_asian                          0.3170              1.0000              0.0610              0.0476
b_driver_1                       0.0900              0.0610              1.0000             -0.1535
b_hhvehcnt                       0.0264              0.0476             -0.1535              1.0000
b_rent                           0.0456             -0.0266              0.0530              0.1523
b_urban_rail                     0.1578             -0.1626              0.0411              0.0280
b_pop_den                       -0.1050              0.1291              0.0848              0.1061
sigma_male                       0.0587              0.0369             -0.0052              0.0411
sigma_age_35l                   -0.0060             -0.0274              0.0235             -0.0205
sigma_age_65u                   -0.0086             -0.0506             -0.0017             -0.0309
sigma_educ_hs                   -0.0622              0.0179              0.0135              0.0525
sigma_educ_bachgrad             -0.1546              0.1021              0.0003             -0.0361
sigma_hhfaminc_05               -0.0483             -0.0196              0.0053             -0.0632
sigma_hhfaminc_10u              -0.2548              0.1386             -0.0063              0.0275
sigma_white                     -0.1136              0.1019              0.0212             -0.0833
sigma_black                      0.1754              0.0176              0.0409             -0.0110
sigma_asian                      0.0717             -0.2142              0.0057             -0.0469
sigma_driver_1                  -0.0455              0.0590             -0.1047              0.0367
sigma_hhvehcnt                  -0.0762             -0.0083              0.0748             -0.1741
sigma_rent                      -0.0449              0.0726              0.0344             -0.0065
sigma_urban_rail                 0.1371             -0.0429              0.0633             -0.0496
sigma_pop_den                    0.1746             -0.1224             -0.0060              0.0550
                                 b_rent        b_urban_rail           b_pop_den          sigma_male
b_male                          -0.0033              0.0017              0.0307              0.1489
b_age_35l                       -0.1219              0.2193             -0.1713              0.0125
b_age_65u                        0.0489              0.1019             -0.0342              0.0012
b_educ_hs                        0.0272              0.0251              0.0651              0.0088
b_educ_bachgrad                 -0.0031              0.0691             -0.0181              0.0022
b_hhfaminc_05                   -0.0804             -0.0426             -0.0029              0.0011
b_hhfaminc_10u                   0.1655              0.1471             -0.0744             -0.0110
b_white                         -0.0314              0.0499              0.0229             -0.0394
b_black                          0.0456              0.1578             -0.1050              0.0587
b_asian                         -0.0266             -0.1626              0.1291              0.0369
b_driver_1                       0.0530              0.0411              0.0848             -0.0052
b_hhvehcnt                       0.1523              0.0280              0.1061              0.0411
b_rent                           1.0000              0.1701             -0.1085              0.0382
b_urban_rail                     0.1701              1.0000             -0.4747             -0.0054
b_pop_den                       -0.1085             -0.4747              1.0000              0.0291
sigma_male                       0.0382             -0.0054              0.0291              1.0000
sigma_age_35l                    0.1969              0.0814             -0.0668             -0.0574
sigma_age_65u                    0.0392              0.0120             -0.0340             -0.0212
sigma_educ_hs                   -0.0868             -0.0654             -0.0051             -0.0301
sigma_educ_bachgrad              0.0047             -0.4989              0.2719              0.0727
sigma_hhfaminc_05               -0.0438             -0.0353              0.0578             -0.0641
sigma_hhfaminc_10u              -0.0047             -0.2471              0.2226             -0.0007
sigma_white                      0.0458             -0.3464              0.2218              0.1624
sigma_black                      0.0928             -0.1633              0.1291              0.1210
sigma_asian                      0.0128              0.0467             -0.0732             -0.0332
sigma_driver_1                  -0.0975             -0.0629              0.0264              0.1640
sigma_hhvehcnt                   0.0190              0.0936             -0.0026              0.0300
sigma_rent                      -0.5135             -0.2711              0.0467             -0.0739
sigma_urban_rail                 0.1453              0.2787             -0.0363              0.0320
sigma_pop_den                    0.0414              0.3847             -0.4343              0.0414
                          sigma_age_35l       sigma_age_65u       sigma_educ_hs sigma_educ_bachgrad
b_male                          -0.0215              0.0112              0.0100              0.0207
b_age_35l                       -0.2917              0.0401              0.0633             -0.2776
b_age_65u                       -0.0179             -0.3172              0.0088             -0.2148
b_educ_hs                        0.0005             -0.0164             -0.0498             -0.0327
b_educ_bachgrad                 -0.0326             -0.0186              0.0395             -0.2024
b_hhfaminc_05                    0.0625              0.0112             -0.0898              0.1300
b_hhfaminc_10u                   0.0433              0.0466              0.0047             -0.1066
b_white                         -0.0402             -0.0193              0.0481             -0.1044
b_black                         -0.0060             -0.0086             -0.0622             -0.1546
b_asian                         -0.0274             -0.0506              0.0179              0.1021
b_driver_1                       0.0235             -0.0017              0.0135              0.0003
b_hhvehcnt                      -0.0205             -0.0309              0.0525             -0.0361
b_rent                           0.1969              0.0392             -0.0868              0.0047
b_urban_rail                     0.0814              0.0120             -0.0654             -0.4989
b_pop_den                       -0.0668             -0.0340             -0.0051              0.2719
sigma_male                      -0.0574             -0.0212             -0.0301              0.0727
sigma_age_35l                    1.0000             -0.0136             -0.0648              0.1142
sigma_age_65u                   -0.0136              1.0000             -0.0191              0.0430
sigma_educ_hs                   -0.0648             -0.0191              1.0000             -0.1285
sigma_educ_bachgrad              0.1142              0.0430             -0.1285              1.0000
sigma_hhfaminc_05               -0.0522              0.0725              0.1297              0.1486
sigma_hhfaminc_10u              -0.0939              0.0873             -0.0128              0.3496
sigma_white                     -0.0176              0.0903             -0.0901              0.4721
sigma_black                      0.0110              0.0297             -0.1526              0.2882
sigma_asian                      0.0396             -0.0013             -0.0270             -0.1194
sigma_driver_1                  -0.0166             -0.0240              0.0673             -0.0977
sigma_hhvehcnt                   0.0242              0.0810              0.0247              0.0460
sigma_rent                      -0.3758             -0.1079              0.1091             -0.0424
sigma_urban_rail                 0.0539             -0.0430             -0.2018              0.1984
sigma_pop_den                    0.0374              0.1147              0.1011             -0.4144
                      sigma_hhfaminc_05  sigma_hhfaminc_10u         sigma_white         sigma_black
b_male                           0.0102              0.0148              0.0330              0.0311
b_age_35l                       -0.0012             -0.1529             -0.1772             -0.0734
b_age_65u                       -0.0886             -0.1547             -0.1452             -0.0432
b_educ_hs                        0.0078             -0.0117             -0.0274             -0.0171
b_educ_bachgrad                 -0.0206             -0.0658             -0.0854             -0.0668
b_hhfaminc_05                   -0.2515             -0.0922              0.0293              0.0802
b_hhfaminc_10u                   0.0244              0.0879             -0.0174             -0.0150
b_white                          0.0017             -0.0540             -0.1537             -0.1253
b_black                         -0.0483             -0.2548             -0.1136              0.1754
b_asian                         -0.0196              0.1386              0.1019              0.0176
b_driver_1                       0.0053             -0.0063              0.0212              0.0409
b_hhvehcnt                      -0.0632              0.0275             -0.0833             -0.0110
b_rent                          -0.0438             -0.0047              0.0458              0.0928
b_urban_rail                    -0.0353             -0.2471             -0.3464             -0.1633
b_pop_den                        0.0578              0.2226              0.2218              0.1291
sigma_male                      -0.0641             -0.0007              0.1624              0.1210
sigma_age_35l                   -0.0522             -0.0939             -0.0176              0.0110
sigma_age_65u                    0.0725              0.0873              0.0903              0.0297
sigma_educ_hs                    0.1297             -0.0128             -0.0901             -0.1526
sigma_educ_bachgrad              0.1486              0.3496              0.4721              0.2882
sigma_hhfaminc_05                1.0000              0.0630              0.1565              0.0062
sigma_hhfaminc_10u               0.0630              1.0000              0.4272              0.0651
sigma_white                      0.1565              0.4272              1.0000              0.3058
sigma_black                      0.0062              0.0651              0.3058              1.0000
sigma_asian                     -0.0167             -0.0618             -0.0532              0.0000
sigma_driver_1                  -0.1037              0.2146             -0.1152             -0.0845
sigma_hhvehcnt                  -0.0156              0.2467              0.2385              0.0542
sigma_rent                       0.1043              0.0097             -0.0978             -0.1127
sigma_urban_rail                 0.1701              0.0444              0.2706              0.2209
sigma_pop_den                   -0.0323             -0.1499             -0.3003             -0.2000
                            sigma_asian      sigma_driver_1      sigma_hhvehcnt          sigma_rent
b_male                          -0.0054              0.0272              0.0071             -0.0078
b_age_35l                        0.0627              0.0393             -0.0527              0.0361
b_age_65u                        0.0110              0.0225             -0.0606              0.0565
b_educ_hs                        0.0271              0.0151             -0.0035              0.0151
b_educ_bachgrad                  0.0434              0.0549             -0.0198              0.0165
b_hhfaminc_05                    0.0412             -0.0853             -0.0397             -0.0573
b_hhfaminc_10u                   0.0272              0.0015              0.0847             -0.0935
b_white                          0.0139              0.0923             -0.0873              0.1226
b_black                          0.0717             -0.0455             -0.0762             -0.0449
b_asian                         -0.2142              0.0590             -0.0083              0.0726
b_driver_1                       0.0057             -0.1047              0.0748              0.0344
b_hhvehcnt                      -0.0469              0.0367             -0.1741             -0.0065
b_rent                           0.0128             -0.0975              0.0190             -0.5135
b_urban_rail                     0.0467             -0.0629              0.0936             -0.2711
b_pop_den                       -0.0732              0.0264             -0.0026              0.0467
sigma_male                      -0.0332              0.1640              0.0300             -0.0739
sigma_age_35l                    0.0396             -0.0166              0.0242             -0.3758
sigma_age_65u                   -0.0013             -0.0240              0.0810             -0.1079
sigma_educ_hs                   -0.0270              0.0673              0.0247              0.1091
sigma_educ_bachgrad             -0.1194             -0.0977              0.0460             -0.0424
sigma_hhfaminc_05               -0.0167             -0.1037             -0.0156              0.1043
sigma_hhfaminc_10u              -0.0618              0.2146              0.2467              0.0097
sigma_white                     -0.0532             -0.1152              0.2385             -0.0978
sigma_black                      0.0000             -0.0845              0.0542             -0.1127
sigma_asian                      1.0000             -0.0018             -0.0294             -0.0490
sigma_driver_1                  -0.0018              1.0000             -0.3790              0.1170
sigma_hhvehcnt                  -0.0294             -0.3790              1.0000             -0.0392
sigma_rent                      -0.0490              0.1170             -0.0392              1.0000
sigma_urban_rail                 0.0968             -0.1789              0.1630             -0.1839
sigma_pop_den                    0.1406              0.0405             -0.0098             -0.1016
                       sigma_urban_rail       sigma_pop_den               tau_1               tau_2
b_male                           0.0186              0.0111              0.1195              0.1195
b_age_35l                       -0.0402              0.1650              0.0632              0.0640
b_age_65u                       -0.0375              0.0032              0.1042              0.1027
b_educ_hs                        0.0284              0.0307              0.3063              0.3052
b_educ_bachgrad                 -0.0314              0.0913              0.2358              0.2361
b_hhfaminc_05                    0.0508             -0.0137              0.1515              0.1504
b_hhfaminc_10u                   0.0999              0.1286              0.0999              0.1008
b_white                         -0.0578              0.0793              0.4692              0.4682
b_black                          0.1371              0.1746              0.2836              0.2824
b_asian                         -0.0429             -0.1224              0.3086              0.3079
b_driver_1                       0.0633             -0.0060              0.4367              0.4359
b_hhvehcnt                      -0.0496              0.0550              0.2838              0.2823
b_rent                           0.1453              0.0414              0.0338              0.0341
b_urban_rail                     0.2787              0.3847             -0.0372             -0.0371
b_pop_den                       -0.0363             -0.4343              0.6250              0.6247
sigma_male                       0.0320              0.0414              0.0225              0.0225
sigma_age_35l                    0.0539              0.0374             -0.0294             -0.0288
sigma_age_65u                   -0.0430              0.1147             -0.0030             -0.0023
sigma_educ_hs                   -0.2018              0.1011              0.0550              0.0556
sigma_educ_bachgrad              0.1984             -0.4144             -0.0613             -0.0608
sigma_hhfaminc_05                0.1701             -0.0323              0.0149              0.0158
sigma_hhfaminc_10u               0.0444             -0.1499              0.0165              0.0175
sigma_white                      0.2706             -0.3003             -0.0775             -0.0765
sigma_black                      0.2209             -0.2000             -0.0239             -0.0244
sigma_asian                      0.0968              0.1406              0.0048              0.0043
sigma_driver_1                  -0.1789              0.0405              0.0686              0.0685
sigma_hhvehcnt                   0.1630             -0.0098             -0.0547             -0.0537
sigma_rent                      -0.1839             -0.1016              0.0510              0.0514
sigma_urban_rail                 1.0000              0.1932              0.0141              0.0135
sigma_pop_den                    0.1932              1.0000              0.0195              0.0200
                                  tau_3
b_male                           0.1199
b_age_35l                        0.0665
b_age_65u                        0.0999
b_educ_hs                        0.3025
b_educ_bachgrad                  0.2362
b_hhfaminc_05                    0.1473
b_hhfaminc_10u                   0.1029
b_white                          0.4664
b_black                          0.2799
b_asian                          0.3059
b_driver_1                       0.4329
b_hhvehcnt                       0.2788
b_rent                           0.0353
b_urban_rail                    -0.0358
b_pop_den                        0.6232
sigma_male                       0.0219
sigma_age_35l                   -0.0275
sigma_age_65u                   -0.0010
sigma_educ_hs                    0.0564
sigma_educ_bachgrad             -0.0607
sigma_hhfaminc_05                0.0173
sigma_hhfaminc_10u               0.0189
sigma_white                     -0.0754
sigma_black                     -0.0263
sigma_asian                      0.0034
sigma_driver_1                   0.0677
sigma_hhvehcnt                  -0.0514
sigma_rent                       0.0519
sigma_urban_rail                 0.0118
sigma_pop_den                    0.0217
 [ reached getOption("max.print") -- omitted 3 rows ]

Robust correlation matrix:
                                 b_male           b_age_35l           b_age_65u           b_educ_hs
b_male                           1.0000              0.0956              0.0811             -0.3691
b_age_35l                        0.0956              1.0000              0.5638              0.1088
b_age_65u                        0.0811              0.5638              1.0000              0.1355
b_educ_hs                       -0.3691              0.1088              0.1355              1.0000
b_educ_bachgrad                 -0.3381              0.3823              0.4247              0.5227
b_hhfaminc_05                    0.2217             -0.0735             -0.1151             -0.2357
b_hhfaminc_10u                  -0.0465              0.2232              0.0666              0.0064
b_white                          0.1282             -0.2490             -0.3277              0.0049
b_black                          0.0125              0.1968              0.2082             -0.0579
b_asian                          0.1166             -0.5659             -0.3336             -0.1074
b_driver_1                      -0.0006              0.4282              0.3665              0.1025
b_hhvehcnt                       0.0737             -0.1179              0.0224             -0.1907
b_rent                           0.1027              0.5128              0.2636              0.0451
b_urban_rail                    -0.0608              0.6216              0.3975              0.0852
b_pop_den                        0.2901             -0.4934             -0.4149             -0.1239
sigma_male                      -0.0636             -0.2183             -0.1973             -0.0341
sigma_age_35l                   -0.1810             -0.0264              0.1113             -0.1597
sigma_age_65u                    0.1094             -0.2430             -0.1971             -0.2776
sigma_educ_hs                    0.0555              0.1465              0.3787             -0.1586
sigma_educ_bachgrad              0.0509             -0.7328             -0.6127             -0.0347
sigma_hhfaminc_05               -0.0152             -0.0169              0.0318              0.2175
sigma_hhfaminc_10u              -0.0014             -0.6544             -0.5382             -0.0303
sigma_white                      0.0388             -0.6918             -0.5727             -0.0653
sigma_black                      0.1628             -0.3546             -0.4862             -0.2104
sigma_asian                     -0.2141              0.4096              0.1590             -0.0217
sigma_driver_1                  -0.0341             -0.3467             -0.0250             -0.0583
sigma_hhvehcnt                  -0.3008              0.1139             -0.1770              0.3672
sigma_rent                      -0.1074             -0.2037             -0.0288              0.1912
sigma_urban_rail                 0.2037             -0.1254             -0.3550              0.1291
sigma_pop_den                   -0.1370              0.3916              0.3408              0.1096
                        b_educ_bachgrad       b_hhfaminc_05      b_hhfaminc_10u             b_white
b_male                          -0.3381              0.2217             -0.0465              0.1282
b_age_35l                        0.3823             -0.0735              0.2232             -0.2490
b_age_65u                        0.4247             -0.1151              0.0666             -0.3277
b_educ_hs                        0.5227             -0.2357              0.0064              0.0049
b_educ_bachgrad                  1.0000             -0.0773              0.1613             -0.2747
b_hhfaminc_05                   -0.0773              1.0000              0.3737             -0.1575
b_hhfaminc_10u                   0.1613              0.3737              1.0000             -0.4482
b_white                         -0.2747             -0.1575             -0.4482              1.0000
b_black                          0.0195              0.1123             -0.0459              0.3029
b_asian                         -0.4237             -0.0063             -0.5123              0.7121
b_driver_1                       0.2418             -0.0921              0.2694             -0.1438
b_hhvehcnt                       0.0291              0.1548             -0.0459              0.1159
b_rent                           0.3392             -0.0688              0.2518             -0.1785
b_urban_rail                     0.4211              0.1963              0.5746             -0.3800
b_pop_den                       -0.2879             -0.0225             -0.3465              0.4257
sigma_male                      -0.1895             -0.0968             -0.3334              0.1773
sigma_age_35l                    0.0309             -0.0018              0.4005             -0.1646
sigma_age_65u                   -0.3451             -0.0469             -0.0996              0.0833
sigma_educ_hs                    0.0952             -0.1578             -0.0282              0.1468
sigma_educ_bachgrad             -0.5431             -0.0604             -0.4653              0.3226
sigma_hhfaminc_05                0.0711             -0.1947              0.2038             -0.2002
sigma_hhfaminc_10u              -0.4313             -0.2585             -0.3366              0.2912
sigma_white                     -0.4787             -0.1546             -0.4884              0.3663
sigma_black                     -0.4383              0.0338             -0.3279              0.2149
sigma_asian                      0.1980              0.1969              0.6009             -0.3852
sigma_driver_1                  -0.1786             -0.4469             -0.3801              0.2965
sigma_hhvehcnt                   0.2695             -0.1930              0.3776             -0.2651
sigma_rent                      -0.0170             -0.2528             -0.2289              0.0923
sigma_urban_rail                -0.0580              0.2017              0.1328              0.1083
sigma_pop_den                    0.4272              0.0015              0.4114             -0.2046
                                b_black             b_asian          b_driver_1          b_hhvehcnt
b_male                           0.0125              0.1166             -0.0006              0.0737
b_age_35l                        0.1968             -0.5659              0.4282             -0.1179
b_age_65u                        0.2082             -0.3336              0.3665              0.0224
b_educ_hs                       -0.0579             -0.1074              0.1025             -0.1907
b_educ_bachgrad                  0.0195             -0.4237              0.2418              0.0291
b_hhfaminc_05                    0.1123             -0.0063             -0.0921              0.1548
b_hhfaminc_10u                  -0.0459             -0.5123              0.2694             -0.0459
b_white                          0.3029              0.7121             -0.1438              0.1159
b_black                          1.0000              0.0816             -0.0842             -0.0590
b_asian                          0.0816              1.0000             -0.2773              0.0933
b_driver_1                      -0.0842             -0.2773              1.0000             -0.3567
b_hhvehcnt                      -0.0590              0.0933             -0.3567              1.0000
b_rent                           0.1836             -0.4406              0.1949              0.1859
b_urban_rail                     0.2634             -0.7403              0.1864              0.1515
b_pop_den                       -0.1671              0.6303             -0.3178              0.1571
sigma_male                       0.1008              0.3826             -0.5097              0.1938
sigma_age_35l                    0.2009             -0.2539              0.0997              0.0690
sigma_age_65u                    0.0606              0.1103             -0.3758              0.2788
sigma_educ_hs                   -0.0027              0.0904              0.2792              0.2472
sigma_educ_bachgrad             -0.3221              0.6623             -0.3534             -0.0711
sigma_hhfaminc_05               -0.2805             -0.3226              0.2832             -0.1603
sigma_hhfaminc_10u              -0.4765              0.5962             -0.2618             -0.0451
sigma_white                     -0.3253              0.7247             -0.3347             -0.0302
sigma_black                     -0.0978              0.4706             -0.1541             -0.3073
sigma_asian                      0.2923             -0.7043              0.3132             -0.2611
sigma_driver_1                  -0.1440              0.4128             -0.0547             -0.1122
sigma_hhvehcnt                  -0.4008             -0.3740              0.3157             -0.2428
sigma_rent                      -0.3579              0.1518              0.2635             -0.2900
sigma_urban_rail                -0.0403             -0.0494             -0.1176              0.1404
sigma_pop_den                    0.2062             -0.5837              0.2796              0.1800
                                 b_rent        b_urban_rail           b_pop_den          sigma_male
b_male                           0.1027             -0.0608              0.2901             -0.0636
b_age_35l                        0.5128              0.6216             -0.4934             -0.2183
b_age_65u                        0.2636              0.3975             -0.4149             -0.1973
b_educ_hs                        0.0451              0.0852             -0.1239             -0.0341
b_educ_bachgrad                  0.3392              0.4211             -0.2879             -0.1895
b_hhfaminc_05                   -0.0688              0.1963             -0.0225             -0.0968
b_hhfaminc_10u                   0.2518              0.5746             -0.3465             -0.3334
b_white                         -0.1785             -0.3800              0.4257              0.1773
b_black                          0.1836              0.2634             -0.1671              0.1008
b_asian                         -0.4406             -0.7403              0.6303              0.3826
b_driver_1                       0.1949              0.1864             -0.3178             -0.5097
b_hhvehcnt                       0.1859              0.1515              0.1571              0.1938
b_rent                           1.0000              0.6059             -0.2486             -0.0878
b_urban_rail                     0.6059              1.0000             -0.6582             -0.2436
b_pop_den                       -0.2486             -0.6582              1.0000              0.3668
sigma_male                      -0.0878             -0.2436              0.3668              1.0000
sigma_age_35l                    0.3762              0.4820             -0.3300             -0.0387
sigma_age_65u                    0.0400              0.0072              0.0753              0.2749
sigma_educ_hs                   -0.1192              0.0728             -0.1760             -0.2206
sigma_educ_bachgrad             -0.4828             -0.8693              0.6095              0.2900
sigma_hhfaminc_05                0.0243              0.1239             -0.2807             -0.6030
sigma_hhfaminc_10u              -0.5434             -0.8569              0.6177              0.3356
sigma_white                     -0.4643             -0.8814              0.6375              0.4056
sigma_black                     -0.3004             -0.6276              0.4919              0.3988
sigma_asian                      0.1947              0.5968             -0.5307             -0.3567
sigma_driver_1                  -0.5219             -0.5863              0.2599              0.3540
sigma_hhvehcnt                   0.1878              0.1642             -0.2044             -0.3636
sigma_rent                      -0.6341             -0.5471             -0.0180             -0.3523
sigma_urban_rail                 0.3255              0.1720              0.1295             -0.1880
sigma_pop_den                    0.4728              0.8086             -0.7002             -0.3047
                          sigma_age_35l       sigma_age_65u       sigma_educ_hs sigma_educ_bachgrad
b_male                          -0.1810              0.1094              0.0555              0.0509
b_age_35l                       -0.0264             -0.2430              0.1465             -0.7328
b_age_65u                        0.1113             -0.1971              0.3787             -0.6127
b_educ_hs                       -0.1597             -0.2776             -0.1586             -0.0347
b_educ_bachgrad                  0.0309             -0.3451              0.0952             -0.5431
b_hhfaminc_05                   -0.0018             -0.0469             -0.1578             -0.0604
b_hhfaminc_10u                   0.4005             -0.0996             -0.0282             -0.4653
b_white                         -0.1646              0.0833              0.1468              0.3226
b_black                          0.2009              0.0606             -0.0027             -0.3221
b_asian                         -0.2539              0.1103              0.0904              0.6623
b_driver_1                       0.0997             -0.3758              0.2792             -0.3534
b_hhvehcnt                       0.0690              0.2788              0.2472             -0.0711
b_rent                           0.3762              0.0400             -0.1192             -0.4828
b_urban_rail                     0.4820              0.0072              0.0728             -0.8693
b_pop_den                       -0.3300              0.0753             -0.1760              0.6095
sigma_male                      -0.0387              0.2749             -0.2206              0.2900
sigma_age_35l                    1.0000              0.1805              0.0838             -0.3772
sigma_age_65u                    0.1805              1.0000             -0.1570              0.1423
sigma_educ_hs                    0.0838             -0.1570              1.0000             -0.3781
sigma_educ_bachgrad             -0.3772              0.1423             -0.3781              1.0000
sigma_hhfaminc_05               -0.0111             -0.1159              0.0798              0.0283
sigma_hhfaminc_10u              -0.3877              0.1425             -0.2059              0.8756
sigma_white                     -0.3609              0.1528             -0.2182              0.9428
sigma_black                     -0.1939              0.0840             -0.5007              0.6800
sigma_asian                      0.3841             -0.1768             -0.0642             -0.6003
sigma_driver_1                  -0.0947             -0.0368              0.2652              0.3314
sigma_hhvehcnt                   0.0035             -0.1012             -0.2853              0.0072
sigma_rent                      -0.5246             -0.3480              0.1777              0.3668
sigma_urban_rail                 0.0247              0.0096             -0.3352              0.1794
sigma_pop_den                    0.5270              0.0759              0.3370             -0.7587
                      sigma_hhfaminc_05  sigma_hhfaminc_10u         sigma_white         sigma_black
b_male                          -0.0152             -0.0014              0.0388              0.1628
b_age_35l                       -0.0169             -0.6544             -0.6918             -0.3546
b_age_65u                        0.0318             -0.5382             -0.5727             -0.4862
b_educ_hs                        0.2175             -0.0303             -0.0653             -0.2104
b_educ_bachgrad                  0.0711             -0.4313             -0.4787             -0.4383
b_hhfaminc_05                   -0.1947             -0.2585             -0.1546              0.0338
b_hhfaminc_10u                   0.2038             -0.3366             -0.4884             -0.3279
b_white                         -0.2002              0.2912              0.3663              0.2149
b_black                         -0.2805             -0.4765             -0.3253             -0.0978
b_asian                         -0.3226              0.5962              0.7247              0.4706
b_driver_1                       0.2832             -0.2618             -0.3347             -0.1541
b_hhvehcnt                      -0.1603             -0.0451             -0.0302             -0.3073
b_rent                           0.0243             -0.5434             -0.4643             -0.3004
b_urban_rail                     0.1239             -0.8569             -0.8814             -0.6276
b_pop_den                       -0.2807              0.6177              0.6375              0.4919
sigma_male                      -0.6030              0.3356              0.4056              0.3988
sigma_age_35l                   -0.0111             -0.3877             -0.3609             -0.1939
sigma_age_65u                   -0.1159              0.1425              0.1528              0.0840
sigma_educ_hs                    0.0798             -0.2059             -0.2182             -0.5007
sigma_educ_bachgrad              0.0283              0.8756              0.9428              0.6800
sigma_hhfaminc_05                1.0000             -0.0012             -0.0262             -0.2543
sigma_hhfaminc_10u              -0.0012              1.0000              0.9160              0.6181
sigma_white                     -0.0262              0.9160              1.0000              0.6838
sigma_black                     -0.2543              0.6181              0.6838              1.0000
sigma_asian                      0.0990             -0.5578             -0.6727             -0.2846
sigma_driver_1                  -0.1933              0.5750              0.4395              0.3287
sigma_hhvehcnt                   0.4974              0.1048              0.0006             -0.0790
sigma_rent                       0.3764              0.4724              0.3327              0.1191
sigma_urban_rail                 0.4084             -0.0037              0.1293              0.0805
sigma_pop_den                    0.2380             -0.7104             -0.7121             -0.6753
                            sigma_asian      sigma_driver_1      sigma_hhvehcnt          sigma_rent
b_male                          -0.2141             -0.0341             -0.3008             -0.1074
b_age_35l                        0.4096             -0.3467              0.1139             -0.2037
b_age_65u                        0.1590             -0.0250             -0.1770             -0.0288
b_educ_hs                       -0.0217             -0.0583              0.3672              0.1912
b_educ_bachgrad                  0.1980             -0.1786              0.2695             -0.0170
b_hhfaminc_05                    0.1969             -0.4469             -0.1930             -0.2528
b_hhfaminc_10u                   0.6009             -0.3801              0.3776             -0.2289
b_white                         -0.3852              0.2965             -0.2651              0.0923
b_black                          0.2923             -0.1440             -0.4008             -0.3579
b_asian                         -0.7043              0.4128             -0.3740              0.1518
b_driver_1                       0.3132             -0.0547              0.3157              0.2635
b_hhvehcnt                      -0.2611             -0.1122             -0.2428             -0.2900
b_rent                           0.1947             -0.5219              0.1878             -0.6341
b_urban_rail                     0.5968             -0.5863              0.1642             -0.5471
b_pop_den                       -0.5307              0.2599             -0.2044             -0.0180
sigma_male                      -0.3567              0.3540             -0.3636             -0.3523
sigma_age_35l                    0.3841             -0.0947              0.0035             -0.5246
sigma_age_65u                   -0.1768             -0.0368             -0.1012             -0.3480
sigma_educ_hs                   -0.0642              0.2652             -0.2853              0.1777
sigma_educ_bachgrad             -0.6003              0.3314              0.0072              0.3668
sigma_hhfaminc_05                0.0990             -0.1933              0.4974              0.3764
sigma_hhfaminc_10u              -0.5578              0.5750              0.1048              0.4724
sigma_white                     -0.6727              0.4395              0.0006              0.3327
sigma_black                     -0.2846              0.3287             -0.0790              0.1191
sigma_asian                      1.0000             -0.2829              0.1780             -0.1456
sigma_driver_1                  -0.2829              1.0000             -0.3759              0.4770
sigma_hhvehcnt                   0.1780             -0.3759              1.0000              0.2088
sigma_rent                      -0.1456              0.4770              0.2088              1.0000
sigma_urban_rail                -0.0625             -0.5356              0.3844             -0.2396
sigma_pop_den                    0.4715             -0.3610              0.2145             -0.2949
                       sigma_urban_rail       sigma_pop_den               tau_1               tau_2
b_male                           0.2037             -0.1370              0.3306              0.3370
b_age_35l                       -0.1254              0.3916             -0.0939             -0.0987
b_age_65u                       -0.3550              0.3408             -0.0964             -0.1045
b_educ_hs                        0.1291              0.1096              0.0105             -0.0103
b_educ_bachgrad                 -0.0580              0.4272              0.1132              0.0945
b_hhfaminc_05                    0.2017              0.0015              0.0492              0.0566
b_hhfaminc_10u                   0.1328              0.4114             -0.0003              0.0028
b_white                          0.1083             -0.2046              0.4574              0.4676
b_black                         -0.0403              0.2062              0.0312              0.0381
b_asian                         -0.0494             -0.5837              0.2996              0.3162
b_driver_1                      -0.1176              0.2796              0.0446              0.0426
b_hhvehcnt                       0.1404              0.1800              0.3828              0.3867
b_rent                           0.3255              0.4728              0.1985              0.1994
b_urban_rail                     0.1720              0.8086             -0.0678             -0.0774
b_pop_den                        0.1295             -0.7002              0.6960              0.7002
sigma_male                      -0.1880             -0.3047              0.0962              0.1046
sigma_age_35l                    0.0247              0.5270             -0.0346             -0.0255
sigma_age_65u                    0.0096              0.0759             -0.0015              0.0007
sigma_educ_hs                   -0.3352              0.3370              0.0841              0.0900
sigma_educ_bachgrad              0.1794             -0.7587              0.0094              0.0176
sigma_hhfaminc_05                0.4084              0.2380             -0.1655             -0.1821
sigma_hhfaminc_10u              -0.0037             -0.7104              0.0749              0.0809
sigma_white                      0.1293             -0.7121              0.0694              0.0802
sigma_black                      0.0805             -0.6753             -0.0024              0.0143
sigma_asian                     -0.0625              0.4715             -0.2298             -0.2307
sigma_driver_1                  -0.5356             -0.3610             -0.0407             -0.0366
sigma_hhvehcnt                   0.3844              0.2145             -0.0786             -0.0907
sigma_rent                      -0.2396             -0.2949             -0.2636             -0.2702
sigma_urban_rail                 1.0000              0.1674              0.2764              0.2756
sigma_pop_den                    0.1674              1.0000             -0.0777             -0.0836
                                  tau_3
b_male                           0.3372
b_age_35l                       -0.0795
b_age_65u                       -0.0925
b_educ_hs                       -0.0035
b_educ_bachgrad                  0.1220
b_hhfaminc_05                    0.0448
b_hhfaminc_10u                  -0.0074
b_white                          0.4629
b_black                          0.0156
b_asian                          0.3041
b_driver_1                       0.0766
b_hhvehcnt                       0.3794
b_rent                           0.2259
b_urban_rail                    -0.0686
b_pop_den                        0.6806
sigma_male                       0.0698
sigma_age_35l                   -0.0273
sigma_age_65u                   -0.0188
sigma_educ_hs                    0.1067
sigma_educ_bachgrad              0.0076
sigma_hhfaminc_05               -0.1537
sigma_hhfaminc_10u               0.0645
sigma_white                      0.0721
sigma_black                      0.0020
sigma_asian                     -0.2445
sigma_driver_1                  -0.0550
sigma_hhvehcnt                  -0.0653
sigma_rent                      -0.2576
sigma_urban_rail                 0.2881
sigma_pop_den                   -0.0649
 [ reached getOption("max.print") -- omitted 3 rows ]

 20 worst outliers in terms of lowest average per choice prediction:
 ID Avg prob per choice
 CA           0.0000000
 FL           0.0000000
 NY           0.0000000
 TX           0.0000000
 DC           0.3814534
 MD           0.6396938
 CO           0.6437655
 MA           0.6538900
 NJ           0.6586826
 IL           0.6718203
 NV           0.7162822
 WA           0.7163038
 GA           0.7167923
 RI           0.7196067
 AZ           0.7229235
 VA           0.7255794
 HI           0.7433136
 PA           0.7720460
 LA           0.7737620
 CT           0.7784435

Changes in parameter estimates from starting values:
                    Initial Estimate Difference
b_male               0.1104   0.1124     0.0020
b_age_35l            0.5157   0.5005    -0.0152
b_age_65u           -0.5503  -0.5876    -0.0374
b_educ_hs           -0.3275  -0.3195     0.0080
b_educ_bachgrad      0.3399   0.3432     0.0032
b_hhfaminc_05       -0.2526  -0.2679    -0.0152
b_hhfaminc_10u       0.4235   0.4218    -0.0016
b_white              0.0212   0.0209    -0.0003
b_black              0.0510  -0.0037    -0.0546
b_asian             -0.1475  -0.1262     0.0212
b_driver_1          -0.0182  -0.0073     0.0110
b_hhvehcnt          -0.1151  -0.1183    -0.0032
b_rent               0.2935   0.2519    -0.0416
b_urban_rail         0.3321   0.1891    -0.1430
b_pop_den            0.1811   0.1560    -0.0251
sigma_male           0.0000   0.0055     0.0055
sigma_age_35l        0.0000   0.1192     0.1192
sigma_age_65u        0.0000   0.1519     0.1519
sigma_educ_hs        0.0000   0.0554     0.0554
sigma_educ_bachgrad  0.0000   0.0112     0.0112
sigma_hhfaminc_05    0.0000   0.1374     0.1374
sigma_hhfaminc_10u   0.0000   0.0697     0.0697
sigma_white          0.0000   0.0827     0.0827
sigma_black          0.0000  -0.2618    -0.2618
sigma_asian          0.0000  -0.1231    -0.1231
sigma_driver_1       0.0000  -0.0089    -0.0089
sigma_hhvehcnt       0.0000   0.0442     0.0442
sigma_rent           0.0000   0.0600     0.0600
sigma_urban_rail     0.0000  -0.1550    -0.1550
sigma_pop_den        0.0000   0.0197     0.0197
tau_1                3.1114   2.9814    -0.1300
tau_2                3.3202   3.1961    -0.1241
tau_3                3.7137   3.6017    -0.1121
