For + Inf + Borr + Save, With Default Testings

back to Fan's Dynamic Assets Repository Table of Content.

Testing borrowing and savings cases when default is allowed

@seealso

Contents

Common Parameters

bl_default = true;
fl_r_inf_low = 0.07;
fl_r_inf_high = 0.10;
fl_r_fbr = 0.06;

Set Parameters where formal and informal interest rates are the same

param_map_group_a = containers.Map('KeyType','char', 'ValueType','any');

% Key Borrowing Controls
param_map_group_a('bl_default') = bl_default;

% Interset Rates
param_map_group_a('fl_r_inf') = fl_r_inf_low;
param_map_group_a('fl_r_inf_bridge') = fl_r_inf_low;
param_map_group_a('fl_r_fbr') = fl_r_fbr;

Set Parameters where formal and informal interest rates are the different

param_map_group_b = containers.Map('KeyType','char', 'ValueType','any');

% Key Borrowing Controls
param_map_group_b('bl_default') = bl_default;

% Interset Rates
param_map_group_b('fl_r_inf') = fl_r_inf_high;
param_map_group_b('fl_r_inf_bridge') = fl_r_inf_high;
param_map_group_b('fl_r_fbr') = fl_r_fbr;

Case A1 Default, Formal Menu (formal can rollover), fl_r_inf (0.07) > fl_r_fbr (0.6)

Same Formal and informal rate

param_map_group_a('bl_bridge') = false;
param_map_group_b('bl_rollover') = true;
fsi_abz_fibs_ds_vecsv_testmain(param_map_group_a)
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xxx Preference xxxxxx
fl_beta = 0.94
fl_crra = 1.5
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xxx shocks xxxxxx
fl_z_rho = 0.8
fl_z_sig = 0.2
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xxx Boolean Controls xxxxxx
bl_default = 1
bl_bridge = 0
bl_rollover = 1
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xxx Float Controls xxxxxxxx
fl_default_aprime = 0
fl_b_bd = -12.5
fl_c_min = 0.025
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xxx Interest Rates xxxxxxxx
fl_r_fsv = 0.025
fl_r_inf = 0.07
fl_r_inf_bridge = 0.07
fl_r_fbr = 0.06
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xxx Formal Menu Params xxxx
st_forbrblk_type = seg3
fl_forbrblk_brmost = -19
fl_forbrblk_brleast = -1
fl_forbrblk_gap = -1.5
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ar_fl_b_bd = -20 -15 -10  -5
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Vary Borrow Bound
ar_fl_b_bd = -20 -15 -10  -5
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xxxxx fl_b_bd = -20 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 6.768598 seconds.
Elapsed time is 1.337202 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0       pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25        p35        p50         p65         p75         p80         p85          p90         p95        p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    ________    __________    __________    _______    _______    _______    _______    _______    _______    _______    _______    ________    ________    ________    ________    ________    _________    ________    ______    ______

    cl_mt_pol_a                     -7.1567     6.1103    -0.85379         -20    49.533    0.045738    0.90342    0.050847      0.034123    2.1263e-37        -20        -20    -18.411    -16.636    -14.953    -13.271    -11.776    -9.1589     -5.8879      -3.271     -1.8692      -1.215    -0.65421    -0.093458    0.093458    1.7757    4.5794
    cl_mt_pol_coh                   -5.8767     6.1776     -1.0512     -19.555    53.286           0    0.79898     0.20102    0.00016788    2.1263e-37    -19.408    -19.092    -17.303    -15.447    -13.744    -12.064    -10.541    -7.8641     -4.5869     -2.0363    -0.60852    0.019824     0.64517        1.114      1.7954    3.7309    6.6503
    cl_mt_pol_c                      1.4928    0.29939     0.20056       0.025    4.9612           0          0           1      0.033187    2.1263e-37      0.025      0.025     1.3107      1.436      1.459     1.4727     1.4833     1.5001      1.5221       1.548      1.5679      1.5789      1.6074       1.6409      1.7666    2.0348    2.3036
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0           0             1             1          0          0          0          0          0          0          0          0           0           0           0           0           0            0           0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.73993    0.89513     -1.2098     -3.6991         0     0.30277    0.69723           0     0.0017861       0.30277    -3.6991    -3.5085    -2.8543    -2.2037    -1.6454     -1.183    -1.0822    -0.8043    -0.43411    -0.14402           0           0           0            0           0         0         0
    cl_mt_pol_for_borr              -6.5192     5.6853    -0.87208      -20.14         0     0.16071    0.83929           0      0.036422       0.16071     -20.14     -20.14     -15.37     -15.37     -15.37      -10.6      -10.6      -7.42       -5.83       -2.65       -1.06       -1.06           0            0           0         0         0
    cl_mt_pol_for_save              0.10248    0.37062      3.6165           0    49.533     0.74297          0     0.25703       0.74297    2.1263e-37          0          0          0          0          0          0          0          0           0           0    0.031963     0.12542        0.14      0.22374     0.56075    1.7757    4.5794

xxxxx fl_b_bd = -15 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.654823 seconds.
Elapsed time is 0.880537 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1         p5         p10        p15        p20        p25         p35         p50          p65         p75         p80         p85         p90         p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    _______    _______    _______    _______    _______    ________    ________    ________    _________    ________    ________    ________    ________    _______    ______    ______

    cl_mt_pol_a                     -4.8255      4.625    -0.95845         -15    49.566    0.029911    0.86954    0.10055      0.026509    -2.4454e-35        -15        -15    -13.697    -12.045    -10.655    -9.2647     -8.0481     -6.1364     -3.7901      -1.9652     -1.0094    -0.57487    -0.22727    0.033422    0.81551     2.988    5.8556
    cl_mt_pol_coh                   -3.5455     4.7135     -1.3295     -14.555    53.286           0     0.7229     0.2771    0.00015373    -2.4454e-35    -14.408    -14.092    -12.496    -10.825    -9.4331    -8.0907     -6.8791     -4.9147     -2.5695     -0.74464     0.25158     0.68607      1.0802      1.6016     2.5109    4.8435    7.8903
    cl_mt_pol_c                      1.3112    0.26587     0.20276       0.025    4.9292           0          0          1      0.022467    -2.4454e-35      0.025      0.025     1.1292     1.1826     1.2037     1.2189      1.2308      1.2539      1.2933       1.3385       1.383      1.4212      1.4647      1.5754     1.7196    2.0101    2.2685
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0          0          0          0          0          0           0           0           0            0           0           0           0           0          0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.58956    0.75339     -1.2779     -3.7048         0     0.30912    0.69088          0     0.0017379        0.30912    -3.7048    -3.3572    -2.2792     -1.584    -1.1495    -1.0016    -0.87941    -0.64455    -0.33219    -0.053476           0           0           0           0          0         0         0
    cl_mt_pol_for_borr              -4.4008     4.1358    -0.93979      -15.37         0     0.22753    0.77247          0      0.030494        0.22753     -15.37     -15.37      -10.6      -10.6      -10.6      -7.42       -7.42       -5.83       -2.65        -1.06       -1.06           0           0           0          0         0         0
    cl_mt_pol_for_save              0.16489     0.5503      3.3374           0    49.566     0.72079          0    0.27921       0.72079    -2.4454e-35          0          0          0          0          0          0           0           0           0            0    0.050642     0.13754     0.25027        0.37    0.89139     2.988    5.8556

xxxxx fl_b_bd = -10 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.205675 seconds.
Elapsed time is 0.511639 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1         p5         p10        p15         p20         p25         p35         p50         p65         p75         p80         p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    _______    _______    _______    ________    ________    ________    ________    ________    ________    ________    ________    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -2.9832      3.277     -1.0985         -10    49.599    0.018984     0.8126    0.16841      0.016225    -2.1775e-34        -10        -10    -9.0374    -7.8342     -6.9519     -6.0695     -5.3476     -4.0642     -2.5401     -1.1765    -0.45455    -0.13369    0.18717    0.66845     1.631    3.7968    6.6845
    cl_mt_pol_coh                   -1.7032     3.4129     -2.0038     -9.5553    53.286           0    0.64652    0.35348    0.00015104    -2.1775e-34    -9.4083    -8.9521    -7.8291    -6.7006      -5.738     -4.8612     -4.1393     -2.8554     -1.3061    0.031818     0.78744      1.1805     1.6361     2.2553    3.3198    5.7189    8.7526
    cl_mt_pol_c                      1.1807    0.29934     0.25353       0.025    4.8966           0          0          1     0.0088213    -2.1775e-34      0.025     0.4625    0.83616    0.89017     0.93143     0.95875     0.99173      1.0515      1.1357      1.2285      1.3052      1.3811      1.477     1.5947    1.7538    2.0312    2.2977
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0          0          0          0           0           0           0           0           0           0           0           0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.40622    0.47901     -1.1792     -2.4196         0      0.3579     0.6421          0    0.00070771         0.3579    -2.3394    -2.0987    -1.2021     -1.079    -0.91861    -0.78674    -0.69225    -0.51754    -0.23952           0           0           0          0          0         0         0         0
    cl_mt_pol_for_borr              -2.8337      2.801    -0.98846       -10.6         0     0.29695    0.70305          0      0.019573        0.29695      -10.6      -10.6      -7.42      -7.42       -5.83       -5.83       -4.24       -4.24       -2.65       -1.06           0           0          0          0         0         0         0
    cl_mt_pol_for_save              0.25666    0.73562      2.8661           0    49.599     0.66108          0    0.33892       0.66108    -2.1775e-34          0          0          0          0           0           0           0           0           0           0     0.12417     0.20439    0.34759    0.66845     1.631    3.7968    6.6845

xxxxx fl_b_bd = -5 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.079179 seconds.
Elapsed time is 0.207756 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1         p5         p10         p15         p20         p25         p35         p50         p65         p75         p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    _______    _______    ________    ________    ________    ________    ________    ________    ________    ________    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                     -1.3414     2.1365     -1.5927          -5    49.559    0.021799    0.71994    0.25826       0.01285    -1.2741e-35         -5         -5    -4.6324     -4.1912       -3.75     -3.3088     -2.9412     -2.3529     -1.3235    -0.44118    0.073529    0.36765    0.73529      1.25    2.2059    4.4118    7.2059
    cl_mt_pol_coh                   -0.0614     2.3542     -38.342     -4.5553    53.286           0    0.51955    0.48045    0.00027124    -1.2741e-35    -4.4135    -4.2126    -3.6505     -3.1409     -2.6562     -2.2085     -1.8409      -1.158    -0.12104     0.83484      1.4615     1.8291     2.2703     2.885    3.9513    6.3317    9.3291
    cl_mt_pol_c                      1.1909    0.33883     0.28452       0.025    4.9357           0          0          1    0.00027124    -1.2741e-35    0.29678    0.47124    0.68942     0.79605     0.87676     0.91867     0.95715      1.0517      1.1502      1.2698      1.3831     1.4751     1.5547    1.6565    1.8202    2.0495     2.336
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0          0          0           0           0           0           0           0           0           0           0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.30133    0.35759     -1.1867     -1.2471         0     0.41348    0.58652          0     0.0048524        0.41348    -1.2471    -1.2194    -1.0724    -0.85176    -0.73529    -0.65882    -0.55765    -0.36765    -0.14412           0           0          0          0         0         0         0         0
    cl_mt_pol_for_borr              -1.4051     1.5039     -1.0703       -4.24         0     0.40921    0.59079          0       0.13501        0.40921      -4.24      -4.24      -4.24       -4.24       -2.65       -2.65       -2.65       -2.65       -1.06           0           0          0          0         0         0         0         0
    cl_mt_pol_for_save              0.36504    0.89608      2.4548           0    49.559     0.60832          0    0.39168       0.60832    -1.2741e-35          0          0          0           0           0           0           0           0           0    0.048824     0.22059    0.36765    0.73529      1.25    2.2059    4.4118    7.2059

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Vary Minimum Consumption
ar_fl_c_min = 0.1       0.067       0.034       0.001
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xxxxx fl_c_min = 0.1 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.076948 seconds.
Elapsed time is 0.694228 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0       pYisMINY     pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25         p35         p50         p65         p75         p80         p85         p90         p95        p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    ________    __________    _________    _______    _______    _______    _______    _______    _______    ________    ________    ________    ________    _______    _________    ________    ________    _______    _______    ______

    cl_mt_pol_a                     -5.4696     3.9588    -0.72379       -12.5    49.415    0.075262    0.91119    0.013551      0.076166    7.704e-36      -12.5      -12.5      -12.5    -11.163    -10.578     -9.492       -8.74      -7.236     -4.9799     -3.1417    -1.9719       -1.387     -1.0528    -0.38436          0    0.20053    2.2059
    cl_mt_pol_coh                   -4.1896     4.0192    -0.95934     -12.055    53.286           0    0.81767     0.18233     0.0003475    7.704e-36    -11.987    -11.713    -11.291    -9.9481    -9.3039    -8.2832     -7.5312     -5.9436      -3.765     -1.8494    -0.6734     -0.14444     0.40664     0.90837     1.3876     2.3355    4.5135
    cl_mt_pol_c                      1.8129    0.49835     0.27489         0.1    5.0759           0          0           1       0.07393    7.704e-36        0.1        0.1        0.1     1.6605     1.8309     1.8776       1.899      1.9221      1.9456      1.9672     1.9806       1.9902       2.007      2.0408     2.1172     2.3838    2.6072
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0           0             1            1          0          0          0          0          0          0           0           0           0           0          0            0           0           0          0          0         0
    cl_mt_pol_inf_borr_nobridge    -0.60893     0.6401     -1.0512     -2.4898         0     0.28179    0.71821           0    0.00059326      0.28179    -2.4062    -2.2391       -1.9       -1.9    -1.2364    -1.0766    -0.98575    -0.73995    -0.40816    -0.15262          0            0           0           0          0          0         0
    cl_mt_pol_for_borr              -4.8985     3.6499    -0.74511       -10.6         0     0.14244    0.85756           0       0.18409      0.14244      -10.6      -10.6      -10.6      -10.6      -10.6      -7.42       -7.42       -7.42       -4.24       -2.65      -1.06        -1.06       -1.06           0          0          0         0
    cl_mt_pol_for_save             0.037854    0.15734      4.1564           0    49.415     0.79347          0     0.20653       0.79347    7.704e-36          0          0          0          0          0          0           0           0           0           0          0    0.0071925    0.016925     0.10535    0.26029    0.60668    2.2059

xxxxx fl_c_min = 0.067 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.841540 seconds.
Elapsed time is 0.643379 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0      pYls0      pYgr0       pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25         p35         p50         p65         p75          p80         p85         p90         p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    _______    _______    ________    __________    __________    _______    _______    _______    _______    _______    _______    ________    ________    ________    ________    ________    _________    ________    ________    _______    ______    ______

    cl_mt_pol_a                     -5.0876     3.9581    -0.77797       -12.5    49.499     0.0576    0.90885    0.033552      0.055906    4.8301e-35      -12.5      -12.5      -12.5    -10.996    -10.077    -9.1578     -8.3222     -6.6511     -4.5622     -2.6404     -1.6377      -1.0528    -0.63503    -0.13369          0    1.2868     3.877
    cl_mt_pol_coh                   -3.8076     4.0306     -1.0586     -12.055    53.286          0    0.78536     0.21464    0.00028348    4.8301e-35    -11.908    -11.713    -10.891     -9.837    -8.8094    -7.9428     -7.0299     -5.4361     -3.2879     -1.4316    -0.33277      0.15597     0.65731      1.0479     1.5835    3.2546     6.012
    cl_mt_pol_c                      1.5814    0.37287     0.23579       0.067    4.9944          0          0           1      0.051887    4.8301e-35      0.067      0.067      0.067     1.5091     1.5778     1.5985      1.6114      1.6319      1.6512      1.6753      1.6945       1.7068      1.7275      1.7505     1.8555    2.0985    2.3451
    cl_mt_pol_b_bridge                    0          0         NaN           0         0          1          0           0             1             1          0          0          0          0          0          0           0           0           0           0           0            0           0           0          0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.60535    0.62104     -1.0259     -2.4898         0     0.2648     0.7352           0     0.0028741        0.2648    -2.4898    -2.3226       -1.9    -1.7378    -1.1626    -1.0717    -0.91193    -0.73995    -0.47955    -0.15749           0            0           0           0          0         0         0
    cl_mt_pol_for_borr              -4.5432     3.6195    -0.79668       -10.6         0    0.16849    0.83151           0       0.15757       0.16849      -10.6      -10.6      -10.6      -10.6      -10.6      -7.42       -7.42       -5.83       -4.24       -2.65       -1.06        -1.06           0           0          0         0         0
    cl_mt_pol_for_save             0.060917    0.28371      4.6574           0    49.499     0.7928          0      0.2072        0.7928    4.8301e-35          0          0          0          0          0          0           0           0           0           0           0    0.0071925    0.090749     0.17674    0.26516    1.2868     3.877

xxxxx fl_c_min = 0.034 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.772919 seconds.
Elapsed time is 0.477038 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20         p25        p35         p50          p65         p75         p80         p85         p90         p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    _______    _______    _______    ________    _______    ________    ________    _________    ________    ________    ________    ________    _______    ______    ______

    cl_mt_pol_a                     -4.1751     3.9521    -0.94658       -12.5    49.582    0.031265    0.86469    0.10404      0.026071    1.8582e-34      -12.5      -12.5    -11.414    -10.328    -9.0742      -7.988    -7.1524     -5.3977     -3.3924      -1.8048    -0.96925    -0.55147    -0.13369    0.033422    0.86898    2.9579    5.8824
    cl_mt_pol_coh                   -2.8951     4.0522     -1.3997     -12.055    53.286           0    0.71283    0.28717    0.00018696    1.8582e-34    -11.908    -11.592    -10.282    -9.0849    -7.8902      -6.804    -5.8818     -4.2138     -2.1836     -0.57752     0.32928     0.74086       1.137      1.6085     2.5611    4.9006    7.9338
    cl_mt_pol_c                      1.3135    0.27134     0.20658       0.034    4.9129           0          0          1      0.024189    1.8582e-34      0.034      0.034     1.1005     1.1826     1.2049      1.2204     1.2334      1.2584      1.2986       1.3457      1.4017      1.4222      1.4685      1.5746     1.7235    2.0278    2.2948
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0          0          0          0          0           0          0           0           0            0           0           0           0           0          0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.51611    0.56452     -1.0938     -2.4898         0     0.30827    0.69173          0     0.0031094       0.30827    -2.4898    -2.3226       -1.9    -1.2364    -1.0766    -0.98088    -0.8235    -0.65152    -0.38436    -0.076364           0           0           0           0          0         0         0
    cl_mt_pol_for_borr              -3.8139      3.518    -0.92242       -10.6         0     0.23751    0.76249          0        0.1157       0.23751      -10.6      -10.6      -10.6      -10.6      -7.42       -7.42      -7.42       -4.24       -2.65        -1.06       -1.06           0           0           0          0         0         0
    cl_mt_pol_for_save              0.15486     0.5582      3.6045           0    49.582     0.72299          0    0.27701       0.72299    1.8582e-34          0          0          0          0          0           0          0           0           0            0    0.012059    0.093182     0.17917     0.27246    0.86898    2.9579    5.8824

xxxxx fl_c_min = 0.001 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.617977 seconds.
Elapsed time is 0.302827 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15         p20        p25         p35         p50         p65         p75          p80         p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    _______    _______    ________    _______    ________    ________    ________    ________    ________    _________    _______    _______    ______    ______    ______

    cl_mt_pol_a                      -3.233     3.4563     -1.0691       -12.5    49.582    0.011756    0.80944    0.17881    0.00015645    6.0208e-27    -12.166     -11.08    -9.3249     -7.988     -7.1524    -6.4004     -5.8155     -4.4786      -2.891      -1.387    -0.55147    -0.050134    0.20053    0.78543    1.7045    3.9606    6.8015
    cl_mt_pol_coh                    -1.953     3.6168     -1.8519     -12.055    53.286           0    0.66856    0.33144     4.715e-06    6.0208e-27    -11.316    -10.121     -8.277    -6.9278     -6.0146    -5.2238     -4.5882     -3.2915     -1.6638    -0.17206     0.80274       1.2386     1.7219     2.3346    3.4111    5.8198    8.8643
    cl_mt_pol_c                      1.0865    0.36329     0.33438       0.001    4.9129           0          0          1    0.00013627    6.0208e-27    0.15276    0.32854    0.53594      0.636     0.70816    0.79746     0.85513     0.93979      1.0567      1.1895      1.2836       1.3743     1.4847      1.599    1.7419    2.0441    2.3172
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0          0          0          0           0          0           0           0           0           0           0            0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.41291     0.4808     -1.1644     -2.4898         0     0.36124    0.63876          0     0.0018794       0.36124    -2.4898     -2.072    -1.2413    -1.0766    -0.91193    -0.8235    -0.71858    -0.49414    -0.24104           0           0            0          0          0         0         0         0
    cl_mt_pol_for_borr              -3.0847     2.9408    -0.95334       -10.6         0     0.28252    0.71748          0      0.035187       0.28252      -10.6      -10.6      -7.42      -7.42       -7.42      -5.83       -5.83       -4.24       -2.65       -1.06           0            0          0          0         0         0         0
    cl_mt_pol_for_save              0.26467    0.76328      2.8839           0    49.582     0.65051          0    0.34949       0.65051    6.0208e-27          0          0          0          0           0          0           0           0           0           0     0.10048       0.1889    0.28409    0.78543    1.7045    3.9606    6.8015

---------------------------
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Vary Interest rate
ar_fl_r_inf = 0.2     0.13667    0.073333        0.01
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xxxxx fl_r_inf = 0.2 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.941023 seconds.
Elapsed time is 0.881312 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5          p10         p15         p20         p25         p35        p50        p65         p75       p80        p85        p90       p95       p99      p99_9 
                                   _________    _______    _________    ________    ______    ________    _______    _______    __________    __________    ________    ________    ________    _________    _______    _________    ________    _______    _______    ________    _______    ______    _______    _______    ______    ______    ______

    cl_mt_pol_a                      -3.2671     3.8411     -1.1757        -12.5    49.582    0.045801    0.76655    0.18765      0.015698    -4.114e-34       -12.5       -12.5     -10.578      -9.3249    -7.6537      -6.8182     -5.8155    -4.2279    -2.4733    -0.96925    -0.3008         0    0.28409    0.78543    1.7045     3.877    6.7179
    cl_mt_pol_coh                    -1.9871     3.9613     -1.9936      -12.055    53.286           0    0.62463    0.37537    0.00013927    -4.114e-34     -11.908     -11.452     -9.4468      -8.1099    -6.5783      -5.5756     -4.6067    -3.0372     -1.246      0.2147    0.96985    1.3384     1.7561      2.341    3.3898    5.7542    8.7808
    cl_mt_pol_c                       1.2431    0.27981      0.2251        0.025    4.9129           0          0          1      0.014902    -4.114e-34       0.025       0.025      0.9633       1.0266     1.0526       1.0711      1.1023     1.1423     1.1965      1.2782     1.3407    1.3944      1.489     1.6098    1.7459    2.0479    2.3153
    cl_mt_pol_b_bridge                     0          0         NaN            0         0           1          0          0             1             1           0           0           0            0          0            0           0          0          0           0          0         0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.033376    0.11621     -3.4819     -0.98088         0     0.86525    0.13475          0     0.0023021       0.86525    -0.98088    -0.65152    -0.23861    -0.076364          0            0           0          0          0           0          0         0          0          0         0         0         0
    cl_mt_pol_for_borr               -3.8754     3.8412    -0.99117       -15.37         0     0.24305    0.75695          0      0.022146       0.24305      -15.37      -15.37       -10.6        -10.6      -7.42        -7.42       -5.83      -4.24      -2.65       -1.06      -1.06         0          0          0         0         0         0
    cl_mt_pol_for_save               0.64174    0.85737       1.336            0    49.582     0.18055          0    0.81945       0.18055    -4.114e-34           0           0           0            0          0    0.0071925    0.014492    0.17674    0.42497     0.67564    0.85249    1.0147     1.1032     1.6094    2.4566     3.877    6.7179

xxxxx fl_r_inf = 0.13667 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 5.203837 seconds.
Elapsed time is 0.987891 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15         p20          p25         p35         p50        p65        p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    ________    ________    ________    ________    ________    _________    ________    _______    _______    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.4462     3.9012      -1.132       -12.5    49.582    0.033633     0.7917    0.17467      0.019335    -1.9065e-34      -12.5       -12.5     -10.912     -9.6591     -8.0715     -7.0689      -5.9826     -4.3951    -2.6404    -1.0528    -0.46791          0    0.20053    0.70187    1.5374    3.7934    6.6344
    cl_mt_pol_coh                   -2.1662     4.0141      -1.853     -12.055    53.286           0    0.64076    0.35924    0.00014218    -1.9065e-34    -11.908     -11.452     -9.7072     -8.3848     -6.9125     -5.8039      -4.8512     -3.2636    -1.4254    0.07861      0.8863     1.2088      1.642     2.2449    3.2601    5.6527    8.6913
    cl_mt_pol_c                      1.2372    0.27833     0.22497       0.025    4.9129           0          0          1      0.015073    -1.9065e-34      0.025       0.025     0.95634      1.0333      1.0529      1.0785       1.1008       1.139     1.1927     1.2566      1.3346     1.3877     1.4808     1.5929    1.7398     2.042    2.3129
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0           0           0           0           0           0            0           0          0          0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.08578    0.19942     -2.3248     -1.4822         0     0.73996    0.26004          0    0.00025388        0.73996    -1.3987    -0.98575    -0.48684    -0.32217    -0.23374    -0.13369    -0.050134           0          0          0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr               -3.889     3.8372    -0.98667      -15.37         0     0.24894    0.75106          0      0.020506        0.24894     -15.37      -15.37       -10.6       -10.6       -7.42       -7.42        -5.83       -4.24      -2.65      -1.06       -1.06          0          0          0         0         0         0
    cl_mt_pol_for_save              0.52859    0.82051      1.5522           0    49.582     0.29368          0    0.70632       0.29368    -1.9065e-34          0           0           0           0           0           0            0    0.014492    0.26029    0.51096     0.68537    0.84519    0.93604     1.3703    2.2894    3.7934    6.6344

xxxxx fl_r_inf = 0.073333 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.504604 seconds.
Elapsed time is 0.754445 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15         p20        p25         p35         p50         p65         p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    _______    _______    ________    _______    ________    ________    ________    ________    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.7799     3.9223     -1.0377       -12.5    49.582    0.027877    0.83097    0.14115      0.020129    2.0628e-34      -12.5      -12.5    -11.247    -9.9098     -8.5729    -7.4866      -6.484     -4.8964     -2.9746     -1.4706    -0.63503    -0.3008          0    0.36765    1.2868    3.4592    6.3001
    cl_mt_pol_coh                   -2.4999     4.0308     -1.6124     -12.055    53.286           0    0.67945    0.32055    0.00014905    2.0628e-34    -11.908    -11.452    -10.041    -8.6948     -7.3641    -6.2717     -5.3249     -3.6814     -1.7658    -0.25561     0.59226    0.97351     1.3944     1.9725    2.9789    5.3491      8.41
    cl_mt_pol_c                      1.2376     0.2736     0.22107       0.025    4.9129           0          0          1      0.015835    2.0628e-34      0.025      0.025    0.98376     1.0411      1.0662     1.0854      1.1025      1.1373      1.1994      1.2721      1.3326     1.3739     1.4656     1.5786    1.7316    2.0339    2.3064
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0          0          0          0           0          0           0           0           0           0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.42747    0.51452     -1.2036     -2.3226         0     0.37683    0.62317          0     0.0023387       0.37683    -2.3226     -2.072    -1.5706    -1.0766    -0.98088    -0.8235    -0.71858    -0.49414    -0.24104           0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr              -3.5704     3.4654     -0.9706       -10.6         0     0.26517    0.73483          0       0.10516       0.26517      -10.6      -10.6      -10.6      -10.6       -7.42      -7.42       -5.83       -4.24       -2.65       -1.06           0          0          0          0         0         0         0
    cl_mt_pol_for_save                0.218    0.65539      3.0064           0    49.582     0.65105          0    0.34895       0.65105    2.0628e-34          0          0          0          0           0          0           0           0           0           0     0.11698    0.20053    0.34385    0.53476    1.2868    3.4592    6.3001

xxxxx fl_r_inf = 0.01 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.467635 seconds.
Elapsed time is 0.450620 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                      mean           sd        coefofvar      min       max        pYis0        pYls0       pYgr0       pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25        p35        p50        p65        p75        p80        p85        p90        p95        p99       p99_9 
                                   __________    __________    _________    _______    ______    __________    _______    __________    _________    __________    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______

    cl_mt_pol_a                       -11.874       0.92777    -0.078134      -12.5    49.332    2.1838e-10          1    8.0517e-08      0.32336    3.0779e-35      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5    -12.416    -12.249    -11.915    -11.664    -11.414    -11.163    -10.745    -9.9933    -8.2386    -5.9826
    cl_mt_pol_coh                     -10.594        1.2113     -0.11434    -12.055    53.286             0    0.99999    8.0787e-06    0.0024274    3.0779e-35    -12.055    -11.908    -11.817    -11.713    -11.592    -11.486    -11.452    -11.291    -10.951    -10.539    -10.139    -9.8708    -9.5239    -9.0226    -8.1378    -6.1872    -3.7586
    cl_mt_pol_c                        1.1624       0.34928      0.30047    0.32092    5.1575             0          0             1    0.0024274    3.0779e-35    0.32092    0.46798    0.55886    0.66368    0.78461    0.86816     0.9241     1.0101     1.1727     1.2764     1.4062     1.4844     1.5005     1.6072     1.7616     2.0007      2.247
    cl_mt_pol_b_bridge                      0             0          NaN          0         0             1          0             0            1             1          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0
    cl_mt_pol_inf_borr_nobridge       -11.874       0.92776    -0.078134      -12.5         0    8.0735e-08          1             0      0.32336    8.0735e-08      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5    -12.416    -12.249    -11.915    -11.664    -11.414    -11.163    -10.745    -9.9933    -8.2386    -5.9826
    cl_mt_pol_for_borr                      0             0          NaN          0         0             1          0             0            1             1          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0
    cl_mt_pol_for_save             4.3584e-08    0.00021609       4958.1          0    49.332             1          0    8.0517e-08            1    3.0779e-35          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0


ans = 

  Map with properties:

        Count: 22
      KeyType: char
    ValueType: any

Case A2, same as A1, but fl_r_inf (0.10) > fl_r_fbr (0.6)

Different Formal and informal rate

param_map_group_b('bl_bridge') = false;
param_map_group_b('bl_rollover') = true;
fsi_abz_fibs_ds_vecsv_testmain(param_map_group_b);
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xxx Preference xxxxxx
fl_beta = 0.94
fl_crra = 1.5
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xxx shocks xxxxxx
fl_z_rho = 0.8
fl_z_sig = 0.2
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xxx Boolean Controls xxxxxx
bl_default = 1
bl_bridge = 0
bl_rollover = 1
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xxx Float Controls xxxxxxxx
fl_default_aprime = 0
fl_b_bd = -12.5
fl_c_min = 0.025
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xxx Interest Rates xxxxxxxx
fl_r_fsv = 0.025
fl_r_inf = 0.1
fl_r_inf_bridge = 0.1
fl_r_fbr = 0.06
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xxx Formal Menu Params xxxx
st_forbrblk_type = seg3
fl_forbrblk_brmost = -19
fl_forbrblk_brleast = -1
fl_forbrblk_gap = -1.5
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ar_fl_b_bd = -20 -15 -10  -5
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Vary Borrow Bound
ar_fl_b_bd = -20 -15 -10  -5
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xxxxx fl_b_bd = -20 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.042306 seconds.
Elapsed time is 1.659128 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1         p5         p10         p15         p20         p25         p35         p50         p65        p75        p80        p85        p90        p95        p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    _______    _______    ________    ________    ________    ________    ________    ________    _______    _______    _______    ________    ______    ________    ______    ______

    cl_mt_pol_a                      -7.022       6.12    -0.87154         -20    49.533    0.046495    0.89737    0.05613      0.034174    -6.3946e-37        -20        -20    -18.505     -16.636      -14.86     -13.178     -11.495     -8.8785     -5.7009    -3.0841    -1.6822    -1.1215    -0.65421         0    0.093458    1.9626    4.7664
    cl_mt_pol_coh                    -5.742     6.1894     -1.0779     -19.555    53.286           0    0.78994    0.21006    0.00016663    -6.3946e-37    -19.408    -19.092    -17.343     -15.401     -13.625     -11.969     -10.294      -7.671        -4.4    -1.8753    -0.4809    0.12187     0.67403    1.2075      1.8601    3.9162    6.8422
    cl_mt_pol_c                      1.4892    0.29924     0.20094       0.025    4.9612           0          0          1      0.033194    -6.3946e-37      0.025      0.025     1.3131      1.4219      1.4482      1.4646      1.4767      1.4944      1.5194      1.545     1.5643     1.5751      1.6085    1.6428      1.7667    2.0348    2.3096
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0          0          0           0           0           0           0           0           0          0          0          0           0         0           0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.26411     0.4659     -1.7641     -2.2972         0      0.5842     0.4158          0     0.0011782         0.5842    -2.2972    -2.0168     -1.365    -0.89533    -0.62103    -0.52393    -0.37383    -0.15374           0          0          0          0           0         0           0         0         0
    cl_mt_pol_for_borr              -7.1324     6.1768    -0.86603      -20.14         0     0.13704    0.86296          0      0.076674        0.13704     -20.14     -20.14     -20.14      -15.37      -15.37      -15.37       -10.6       -7.42       -5.83      -2.65      -1.06      -1.06       -1.06         0           0         0         0
    cl_mt_pol_for_save              0.37446    0.62353      1.6652           0    49.533     0.46229          0    0.53771       0.46229    -6.3946e-37          0          0          0           0           0           0           0           0    0.035607    0.31234     0.5029    0.68738     0.79056    1.2615      1.8186     2.383    4.7664

xxxxx fl_b_bd = -15 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.415754 seconds.
Elapsed time is 1.684625 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1         p5         p10         p15         p20         p25          p35         p50         p65         p75         p80         p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    _______    ________    ________    ________    ________    _________    ________    ________    ________    ________    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -4.5895     4.6369     -1.0103         -15    49.566    0.037299    0.83847    0.12423      0.026236    -2.651e-36        -15        -15    -13.697     -11.872     -10.394     -9.0909     -7.7005      -5.7888     -3.5294     -1.7045    -0.83556    -0.31417          0    0.20722    1.0762    3.1618    6.0294
    cl_mt_pol_coh                   -3.3095     4.7281     -1.4287     -14.555    53.286           0    0.69854    0.30146    0.00014719    -2.651e-36    -14.408    -13.952    -12.496     -10.611     -9.1334     -7.7952     -6.5315      -4.5848     -2.3206    -0.50451     0.46011      0.8946      1.254     1.8108    2.7324    5.0776    8.0986
    cl_mt_pol_c                      1.3097    0.26635     0.20337       0.025    4.9292           0          0          1      0.022048    -2.651e-36      0.025      0.025     1.1299      1.1798       1.201      1.2188      1.2303       1.2477      1.2877      1.3364      1.3756       1.418     1.4682     1.5775    1.7217    2.0162     2.275
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0          0          0           0           0           0           0            0           0           0           0           0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.20779    0.38412     -1.8485     -2.2275         0     0.58093    0.41907          0     0.0018006       0.58093    -2.2275    -1.8799    -1.0626    -0.65396    -0.53182    -0.39326    -0.30636    -0.097326           0           0           0           0          0          0         0         0         0
    cl_mt_pol_for_borr               -4.763     4.5623    -0.95787      -15.37         0       0.217      0.783          0       0.07118         0.217     -15.37     -15.37     -15.37       -10.6       -10.6       -10.6       -7.42        -5.83       -4.24       -1.06       -1.06           0          0          0         0         0         0
    cl_mt_pol_for_save              0.38128    0.68235      1.7896           0    49.566     0.45636          0    0.54364       0.45636    -2.651e-36          0          0          0           0           0           0           0            0    0.050642     0.33717     0.48513     0.59786    0.73642     1.1615    1.6845    3.1618    6.0294

xxxxx fl_b_bd = -10 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 5.472061 seconds.
Elapsed time is 0.340506 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1          p5         p10         p15         p20         p25          p35         p50        p65        p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    _______    ________    ________    ________    ________    ________    _________    _______    _______    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -2.8367     3.2966     -1.1621         -10    49.599    0.024865    0.78434     0.1908      0.016361    -3.1666e-34        -10        -10      -8.877     -7.5936     -6.7914     -5.9091     -5.2674       -3.984    -2.3797     -1.016    -0.29412          0    0.34759    0.82888    1.7914    3.9572    6.8449
    cl_mt_pol_coh                   -1.5567     3.4314     -2.2042     -9.5553    53.286           0      0.623      0.377    0.00014824    -3.1666e-34    -9.4083    -8.9521     -7.7687     -6.4655     -5.5827     -4.7553     -4.0382        -2.75    -1.1658    0.19273     0.93986     1.3409     1.7965     2.4079    3.4802    5.8649     8.913
    cl_mt_pol_c                      1.1819    0.30165     0.25523       0.025    4.8966           0          0          1     0.0087483    -3.1666e-34      0.025     0.4625      0.8372      0.8797      0.9212     0.95818     0.99156       1.0508     1.1377      1.235      1.3157     1.3909     1.4811     1.6179    1.7558    2.0348    2.3016
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0          0           0           0           0           0           0            0          0          0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.14107    0.25293     -1.7929     -1.5372         0      0.6199     0.3801          0    0.00046167         0.6199     -1.457    -1.2164    -0.67797    -0.51754    -0.38567    -0.29412    -0.21096    -0.050535          0          0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr              -3.1117      3.029    -0.97342       -10.6         0     0.27657    0.72343          0      0.049429        0.27657      -10.6      -10.6       -7.42       -7.42       -7.42       -5.83       -5.83        -4.24      -2.65      -1.06           0          0          0          0         0         0         0
    cl_mt_pol_for_save              0.41605      0.777      1.8676           0    49.599     0.40496          0    0.59504       0.40496    -3.1666e-34          0          0           0           0           0           0           0            0    0.10989    0.35053     0.52524    0.62856    0.74866     1.0813    1.7914    3.9572    6.8449

xxxxx fl_b_bd = -5 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.599378 seconds.
Elapsed time is 0.298162 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1         p1          p5         p10         p15         p20         p25         p35         p50        p65         p75        p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    ________    ________    ________    ________    ________    ________    ________    _______    ________    _______    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                     -1.1626      2.159     -1.8571          -5    49.559    0.021765    0.67572    0.30252      0.004896    4.0307e-34         -5     -4.8529     -4.4118     -4.1176       -3.75     -3.1618     -2.7941     -2.2059    -1.0294    -0.14706    0.22059    0.51471    0.88235    1.4706    2.4265    4.5588    7.3529
    cl_mt_pol_coh                   0.11744     2.3735      20.211     -4.5553    53.286           0     0.4783     0.5217    0.00017228    4.0307e-34    -4.4083     -4.0655     -3.4773     -3.0559     -2.6148        -2.1     -1.6727    -0.99711    0.12568      1.0617     1.6453     1.9826     2.4346     3.047     4.115    6.4879    9.4762
    cl_mt_pol_c                      1.1959    0.34117     0.28529       0.025    4.9357           0          0          1    0.00024303    4.0307e-34    0.28266     0.46982     0.65944     0.80905     0.88258      0.9115     0.97755      1.0504     1.1615       1.272      1.398     1.4812     1.5668    1.6616    1.8249    2.0544    2.3408
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0           0           0           0           0           0           0           0          0           0          0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.10383    0.18707     -1.8016       -0.76         0     0.65029    0.34971          0      0.004896       0.65029      -0.76    -0.70471    -0.55765    -0.41059    -0.29412    -0.21765    -0.14412           0          0           0          0          0          0         0         0         0         0
    cl_mt_pol_for_borr              -1.5518     1.6078     -1.0361       -4.24         0     0.40276    0.59724          0       0.18067       0.40276      -4.24       -4.24       -4.24       -4.24       -4.24       -2.65       -2.65       -2.65      -1.06           0          0          0          0         0         0         0         0
    cl_mt_pol_for_save              0.49306    0.92526      1.8766           0    49.559     0.37148          0    0.62852       0.37148    4.0307e-34          0           0           0           0           0           0           0           0    0.14706     0.36765    0.51765    0.66471    0.88235    1.4706    2.4265    4.5588    7.3529

---------------------------
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Vary Minimum Consumption
ar_fl_c_min = 0.1       0.067       0.034       0.001
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxx fl_c_min = 0.1 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.413517 seconds.
Elapsed time is 0.572629 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0       pYisMINY      pYisMAXY       p0_1        p1         p5         p10        p15         p20         p25         p35         p50        p65         p75         p80         p85        p90         p95        p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    ________    __________    ___________    _______    _______    _______    _______    ________    ________    ________    ________    _______    ________    ________    ________    _______    ________    _______    _______    ______

    cl_mt_pol_a                     -5.4332     3.9586    -0.72859       -12.5    49.415    0.076123    0.90829    0.015585      0.076722    -1.6717e-35      -12.5      -12.5      -12.5     -11.08     -10.495     -9.5755       -8.74     -7.1524    -5.0635     -3.0582     -1.9719     -1.2199    -1.0528    -0.21725          0    0.28409     2.373
    cl_mt_pol_coh                   -4.1532     4.0201    -0.96795     -12.055    53.286           0    0.81515     0.18485    0.00035169    -1.6717e-35    -11.987    -11.713    -11.291    -9.8743     -9.2674      -8.277     -7.4974     -5.9098    -3.7056     -1.8309    -0.61406    -0.11272    0.41283     0.90837     1.3944     2.4246    4.6561
    cl_mt_pol_c                      1.8096    0.50029     0.27646         0.1    5.0759           0          0           1      0.074418    -1.6717e-35        0.1        0.1        0.1     1.6661      1.8317      1.8574      1.8785      1.9064     1.9442      1.9721      1.9863      1.9966     2.0132      2.0408     2.1195     2.3764    2.6423
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0           0             1              1          0          0          0          0           0           0           0           0          0           0           0           0          0           0          0          0         0
    cl_mt_pol_inf_borr_nobridge    -0.32862    0.54793     -1.6674        -1.9         0     0.53182    0.46818           0      0.076722        0.53182       -1.9       -1.9       -1.9    -1.2364    -0.73021    -0.57527    -0.47955    -0.23618          0           0           0           0          0           0          0          0         0
    cl_mt_pol_for_borr              -5.2975     3.7262    -0.70339       -10.6         0     0.11056    0.88944           0       0.23561        0.11056      -10.6      -10.6      -10.6      -10.6       -10.6       -10.6       -7.42       -7.42      -5.83       -2.65       -2.65       -1.06      -1.06           0          0          0         0
    cl_mt_pol_for_save              0.19294    0.34769       1.802           0    49.415      0.5443          0      0.4557        0.5443    -1.6717e-35          0          0          0          0           0           0           0           0          0    0.098048     0.26759     0.42497    0.51096     0.67807    0.85735     1.5258     2.373

xxxxx fl_c_min = 0.067 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.103077 seconds.
Elapsed time is 0.772377 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                    mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1         p5         p10         p15         p20        p25         p35         p50        p65        p75         p80        p85          p90        p95       p99      p99_9 
                                   _______    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    _______    ________    ________    _______    ________    ________    _______    _______    ________    _______    ________    _________    ______    ______    ______

    cl_mt_pol_a                    -4.9971     3.9615    -0.79275       -12.5    49.499    0.056857    0.90113    0.04201      0.055853    3.9635e-36      -12.5      -12.5      -12.5     -10.912     -10.077    -9.1578     -8.1551     -6.5675    -4.3951    -2.6404     -1.5541    -1.0528    -0.71858    -0.050134         0    1.4539    4.0441
    cl_mt_pol_coh                  -3.7171     4.0369      -1.086     -12.055    53.286           0     0.7788     0.2212    0.00028433    3.9635e-36    -11.908    -11.713    -10.891     -9.7534     -8.7507    -7.8654     -6.9278     -5.2932    -3.1801     -1.348    -0.26536     0.2215     0.68262       1.0571    1.6085    3.4217    6.2241
    cl_mt_pol_c                     1.5755    0.37231     0.23631       0.067    4.9944           0          0          1       0.05183    3.9635e-36      0.067      0.067      0.067      1.5043      1.5661      1.589      1.6038      1.6237     1.6455      1.666      1.6845     1.7051      1.7173         1.75    1.8604    2.1094    2.3543
    cl_mt_pol_b_bridge                   0          0         NaN           0         0           1          0          0             1             1          0          0          0           0           0          0           0           0          0          0           0          0           0            0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.2954    0.49416     -1.6729        -1.9         0     0.53616    0.46384          0      0.055853       0.53616       -1.9       -1.9       -1.9    -0.89733    -0.65639    -0.5631    -0.40816    -0.23861          0          0           0          0           0            0         0         0         0
    cl_mt_pol_for_borr             -4.9348     3.7228     -0.7544       -10.6         0     0.13137    0.86863          0       0.20888       0.13137      -10.6      -10.6      -10.6       -10.6       -10.6      -10.6       -7.42       -5.83      -4.24      -2.65       -1.06      -1.06       -1.06            0         0         0         0
    cl_mt_pol_for_save             0.23303     0.4205      1.8045           0    49.499     0.52069          0    0.47931       0.52069    3.9635e-36          0          0          0           0           0          0           0           0          0     0.1816     0.34872    0.50853     0.59452      0.68294    1.0245    1.6094    4.0441

xxxxx fl_c_min = 0.034 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.642689 seconds.
Elapsed time is 0.385944 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0      pYls0      pYgr0      pYisMINY     pYisMAXY      p0_1        p1         p5         p10         p15        p20         p25        p35         p50         p65         p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    _______    _______    _______    __________    _________    _______    _______    _______    ________    _______    ________    _______    ________    ________    ________    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.9563     3.9662     -1.0025       -12.5    49.582    0.03861    0.83285    0.12854      0.026574    3.433e-35      -12.5      -12.5     -11.33      -10.16    -8.9071     -7.7373    -6.8182     -5.2306     -3.1417     -1.4706    -0.71858    -0.3008          0    0.20053    1.0361    3.2086     6.133
    cl_mt_pol_coh                   -2.6763     4.0697     -1.5207     -12.055    53.286          0    0.68663    0.31337    0.00018194    3.433e-35    -11.908    -11.592    -10.139     -8.9331    -7.7163     -6.5321     -5.613      -3.988     -1.9329    -0.32685     0.55573    0.90837     1.3077     1.8333    2.8081    5.1378    8.1593
    cl_mt_pol_c                      1.3112    0.27227     0.20766       0.034    4.9129          0          0          1      0.023662    3.433e-35      0.034      0.034      1.085      1.1777     1.2022      1.2172     1.2275      1.2556      1.2971      1.3337      1.3822     1.4146     1.4735     1.5766    1.7316    2.0319    2.3002
    cl_mt_pol_b_bridge                    0          0         NaN           0         0          1          0          0             1            1          0          0          0           0          0           0          0           0           0           0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.23077    0.40641     -1.7611        -1.9         0    0.57301    0.42699          0      0.026574      0.57301       -1.9       -1.9    -1.0693    -0.66126    -0.5704    -0.46791    -0.3246    -0.15262           0           0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr               -4.042     3.6519    -0.90347       -10.6         0    0.22415    0.77585          0       0.14915      0.22415      -10.6      -10.6      -10.6       -10.6      -7.42       -7.42      -7.42       -5.83       -2.65       -1.06       -1.06          0          0          0         0         0         0
    cl_mt_pol_for_save              0.31654    0.63404      2.0031           0    49.582     0.4656          0     0.5344        0.4656    3.433e-35          0          0          0           0          0           0          0           0    0.012059     0.26029     0.42984    0.51583    0.67807     0.7738    1.3703    3.2086     6.133

xxxxx fl_c_min = 0.001 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.353592 seconds.
Elapsed time is 0.408951 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1          p5         p10         p15         p20        p25          p35         p50        p65        p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    ________    ________    ________    _______    ________    _________    _______    _______    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -2.9128     3.3826     -1.1613       -12.5    49.582    0.016282    0.77244    0.21127    9.0239e-05    -4.211e-31    -11.915    -10.662     -9.0742     -7.4866     -6.7346    -5.8991     -5.3977      -4.2279    -2.6404    -1.0528    -0.21725    0.11698     0.4512    0.95254    1.9552    4.1277    6.9686
    cl_mt_pol_coh                   -1.6328     3.5443     -2.1707     -12.055    53.286           0    0.63377    0.36623    4.3357e-06    -4.211e-31    -11.068    -9.7534     -7.8834     -6.4388     -5.5909    -4.7987     -4.1828      -2.9853     -1.348    0.15597      1.0479     1.4278     1.9106     2.5476    3.5944     6.012    9.0748
    cl_mt_pol_c                       1.098    0.36436     0.33186       0.001    4.9129           0          0          1     9.968e-05    -4.211e-31    0.14537    0.32071     0.53497     0.64765     0.73161    0.80142     0.85936       0.9595     1.0718     1.1814      1.3001     1.3889      1.493     1.6138    1.7479     2.052    2.3214
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0          0           0           0           0          0           0            0          0          0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.13501    0.24609     -1.8228        -1.9         0     0.64475    0.35525          0    9.0239e-05       0.64475    -1.4871    -1.1529    -0.65639    -0.49171    -0.40086    -0.3008    -0.15992    -0.050134          0          0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr              -3.2037     3.0382    -0.94835       -10.6         0     0.27826    0.72174          0      0.050819       0.27826      -10.6      -10.6       -10.6       -7.42       -7.42      -5.83       -5.83        -4.24      -2.65      -1.06           0          0          0          0         0         0         0
    cl_mt_pol_for_save              0.42593    0.80914      1.8997           0    49.582     0.37153          0    0.62847       0.37153    -4.211e-31          0          0           0           0           0          0           0            0    0.11698    0.34385     0.51583    0.61832    0.76406     1.1197    1.9552    4.1277    6.9686

---------------------------
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Vary Interest rate
ar_fl_r_inf = 0.2     0.13667    0.073333        0.01
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xxxxx fl_r_inf = 0.2 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.163023 seconds.
Elapsed time is 0.484481 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5          p10         p15         p20         p25         p35        p50        p65         p75       p80        p85        p90       p95       p99      p99_9 
                                   _________    _______    _________    ________    ______    ________    _______    _______    __________    __________    ________    ________    ________    _________    _______    _________    ________    _______    _______    ________    _______    ______    _______    _______    ______    ______    ______

    cl_mt_pol_a                      -3.2671     3.8411     -1.1757        -12.5    49.582    0.045801    0.76655    0.18765      0.015698    -4.114e-34       -12.5       -12.5     -10.578      -9.3249    -7.6537      -6.8182     -5.8155    -4.2279    -2.4733    -0.96925    -0.3008         0    0.28409    0.78543    1.7045     3.877    6.7179
    cl_mt_pol_coh                    -1.9871     3.9613     -1.9936      -12.055    53.286           0    0.62463    0.37537    0.00013927    -4.114e-34     -11.908     -11.452     -9.4468      -8.1099    -6.5783      -5.5756     -4.6067    -3.0372     -1.246      0.2147    0.96985    1.3384     1.7561      2.341    3.3898    5.7542    8.7808
    cl_mt_pol_c                       1.2431    0.27981      0.2251        0.025    4.9129           0          0          1      0.014902    -4.114e-34       0.025       0.025      0.9633       1.0266     1.0526       1.0711      1.1023     1.1423     1.1965      1.2782     1.3407    1.3944      1.489     1.6098    1.7459    2.0479    2.3153
    cl_mt_pol_b_bridge                     0          0         NaN            0         0           1          0          0             1             1           0           0           0            0          0            0           0          0          0           0          0         0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.033376    0.11621     -3.4819     -0.98088         0     0.86525    0.13475          0     0.0023021       0.86525    -0.98088    -0.65152    -0.23861    -0.076364          0            0           0          0          0           0          0         0          0          0         0         0         0
    cl_mt_pol_for_borr               -3.8754     3.8412    -0.99117       -15.37         0     0.24305    0.75695          0      0.022146       0.24305      -15.37      -15.37       -10.6        -10.6      -7.42        -7.42       -5.83      -4.24      -2.65       -1.06      -1.06         0          0          0         0         0         0
    cl_mt_pol_for_save               0.64174    0.85737       1.336            0    49.582     0.18055          0    0.81945       0.18055    -4.114e-34           0           0           0            0          0    0.0071925    0.014492    0.17674    0.42497     0.67564    0.85249    1.0147     1.1032     1.6094    2.4566     3.877    6.7179

xxxxx fl_r_inf = 0.13667 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.555437 seconds.
Elapsed time is 0.390987 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15         p20          p25         p35         p50        p65        p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    ___________    _______    ________    ________    ________    ________    ________    _________    ________    _______    _______    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.4462     3.9012      -1.132       -12.5    49.582    0.033633     0.7917    0.17467      0.019335    -1.9065e-34      -12.5       -12.5     -10.912     -9.6591     -8.0715     -7.0689      -5.9826     -4.3951    -2.6404    -1.0528    -0.46791          0    0.20053    0.70187    1.5374    3.7934    6.6344
    cl_mt_pol_coh                   -2.1662     4.0141      -1.853     -12.055    53.286           0    0.64076    0.35924    0.00014218    -1.9065e-34    -11.908     -11.452     -9.7072     -8.3848     -6.9125     -5.8039      -4.8512     -3.2636    -1.4254    0.07861      0.8863     1.2088      1.642     2.2449    3.2601    5.6527    8.6913
    cl_mt_pol_c                      1.2372    0.27833     0.22497       0.025    4.9129           0          0          1      0.015073    -1.9065e-34      0.025       0.025     0.95634      1.0333      1.0529      1.0785       1.1008       1.139     1.1927     1.2566      1.3346     1.3877     1.4808     1.5929    1.7398     2.042    2.3129
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1              1          0           0           0           0           0           0            0           0          0          0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.08578    0.19942     -2.3248     -1.4822         0     0.73996    0.26004          0    0.00025388        0.73996    -1.3987    -0.98575    -0.48684    -0.32217    -0.23374    -0.13369    -0.050134           0          0          0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr               -3.889     3.8372    -0.98667      -15.37         0     0.24894    0.75106          0      0.020506        0.24894     -15.37      -15.37       -10.6       -10.6       -7.42       -7.42        -5.83       -4.24      -2.65      -1.06       -1.06          0          0          0         0         0         0
    cl_mt_pol_for_save              0.52859    0.82051      1.5522           0    49.582     0.29368          0    0.70632       0.29368    -1.9065e-34          0           0           0           0           0           0            0    0.014492    0.26029    0.51096     0.68537    0.84519    0.93604     1.3703    2.2894    3.7934    6.6344

xxxxx fl_r_inf = 0.073333 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.087310 seconds.
Elapsed time is 0.358677 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15         p20        p25         p35         p50         p65         p75         p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    _______    _______    _______    _______    ________    _______    ________    ________    ________    ________    ________    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.7799     3.9223     -1.0377       -12.5    49.582    0.027877    0.83097    0.14115      0.020129    2.0628e-34      -12.5      -12.5    -11.247    -9.9098     -8.5729    -7.4866      -6.484     -4.8964     -2.9746     -1.4706    -0.63503    -0.3008          0    0.36765    1.2868    3.4592    6.3001
    cl_mt_pol_coh                   -2.4999     4.0308     -1.6124     -12.055    53.286           0    0.67945    0.32055    0.00014905    2.0628e-34    -11.908    -11.452    -10.041    -8.6948     -7.3641    -6.2717     -5.3249     -3.6814     -1.7658    -0.25561     0.59226    0.97351     1.3944     1.9725    2.9789    5.3491      8.41
    cl_mt_pol_c                      1.2376     0.2736     0.22107       0.025    4.9129           0          0          1      0.015835    2.0628e-34      0.025      0.025    0.98376     1.0411      1.0662     1.0854      1.1025      1.1373      1.1994      1.2721      1.3326     1.3739     1.4656     1.5786    1.7316    2.0339    2.3064
    cl_mt_pol_b_bridge                    0          0         NaN           0         0           1          0          0             1             1          0          0          0          0           0          0           0           0           0           0           0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.42747    0.51452     -1.2036     -2.3226         0     0.37683    0.62317          0     0.0023387       0.37683    -2.3226     -2.072    -1.5706    -1.0766    -0.98088    -0.8235    -0.71858    -0.49414    -0.24104           0           0          0          0          0         0         0         0
    cl_mt_pol_for_borr              -3.5704     3.4654     -0.9706       -10.6         0     0.26517    0.73483          0       0.10516       0.26517      -10.6      -10.6      -10.6      -10.6       -7.42      -7.42       -5.83       -4.24       -2.65       -1.06           0          0          0          0         0         0         0
    cl_mt_pol_for_save                0.218    0.65539      3.0064           0    49.582     0.65105          0    0.34895       0.65105    2.0628e-34          0          0          0          0           0          0           0           0           0           0     0.11698    0.20053    0.34385    0.53476    1.2868    3.4592    6.3001

xxxxx fl_r_inf = 0.01 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.094062 seconds.
Elapsed time is 0.156636 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                      mean           sd        coefofvar      min       max        pYis0        pYls0       pYgr0       pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25        p35        p50        p65        p75        p80        p85        p90        p95        p99       p99_9 
                                   __________    __________    _________    _______    ______    __________    _______    __________    _________    __________    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______

    cl_mt_pol_a                       -11.874       0.92777    -0.078134      -12.5    49.332    2.1838e-10          1    8.0517e-08      0.32336    3.0779e-35      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5    -12.416    -12.249    -11.915    -11.664    -11.414    -11.163    -10.745    -9.9933    -8.2386    -5.9826
    cl_mt_pol_coh                     -10.594        1.2113     -0.11434    -12.055    53.286             0    0.99999    8.0787e-06    0.0024274    3.0779e-35    -12.055    -11.908    -11.817    -11.713    -11.592    -11.486    -11.452    -11.291    -10.951    -10.539    -10.139    -9.8708    -9.5239    -9.0226    -8.1378    -6.1872    -3.7586
    cl_mt_pol_c                        1.1624       0.34928      0.30047    0.32092    5.1575             0          0             1    0.0024274    3.0779e-35    0.32092    0.46798    0.55886    0.66368    0.78461    0.86816     0.9241     1.0101     1.1727     1.2764     1.4062     1.4844     1.5005     1.6072     1.7616     2.0007      2.247
    cl_mt_pol_b_bridge                      0             0          NaN          0         0             1          0             0            1             1          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0
    cl_mt_pol_inf_borr_nobridge       -11.874       0.92776    -0.078134      -12.5         0    8.0735e-08          1             0      0.32336    8.0735e-08      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5    -12.416    -12.249    -11.915    -11.664    -11.414    -11.163    -10.745    -9.9933    -8.2386    -5.9826
    cl_mt_pol_for_borr                      0             0          NaN          0         0             1          0             0            1             1          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0
    cl_mt_pol_for_save             4.3584e-08    0.00021609       4958.1          0    49.332             1          0    8.0517e-08            1    3.0779e-35          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0          0

Case B1 Default, Informal Bridge Loan, Formal Menu (formal no rollover), fl_r_inf (0.07) > fl_r_fbr (0.6)

Same Formal and informal rate

param_map_group_a('bl_bridge') = true;
fsi_abz_fibs_ds_vecsv_testmain(param_map_group_a)
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xxx Preference xxxxxx
fl_beta = 0.94
fl_crra = 1.5
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xxx shocks xxxxxx
fl_z_rho = 0.8
fl_z_sig = 0.2
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xxx Boolean Controls xxxxxx
bl_default = 1
bl_bridge = 1
bl_rollover = 1
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xxx Float Controls xxxxxxxx
fl_default_aprime = 0
fl_b_bd = -12.5
fl_c_min = 0.025
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xxx Interest Rates xxxxxxxx
fl_r_fsv = 0.025
fl_r_inf = 0.07
fl_r_inf_bridge = 0.07
fl_r_fbr = 0.06
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xxx Formal Menu Params xxxx
st_forbrblk_type = seg3
fl_forbrblk_brmost = -19
fl_forbrblk_brleast = -1
fl_forbrblk_gap = -1.5
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ar_fl_b_bd = -20 -15 -10  -5
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Vary Borrow Bound
ar_fl_b_bd = -20 -15 -10  -5
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xxxxx fl_b_bd = -20 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.106905 seconds.
Elapsed time is 1.615773 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0       pYisMINY      pYisMAXY      p0_1         p1          p5         p10         p15         p20         p25         p35         p50         p65         p75         p80         p85         p90         p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    ________    __________    __________    _______    ________    ________    ________    ________    ________    ________    ________    ________    ________    ________    ________    ________    ________    _______    ______    ______

    cl_mt_pol_a                     -6.1616     6.0532     -0.9824         -20    49.533    0.043832    0.87625    0.079917      0.032558    7.6542e-36        -20         -20     -18.131     -15.981     -13.925     -11.963     -10.374     -7.4766     -4.3925     -2.1495     -1.1215    -0.65421    -0.28037           0    0.46729    2.5234    5.2336
    cl_mt_pol_coh                   -4.8816     6.1329     -1.2563     -19.555    53.286           0      0.739       0.261    0.00015456    7.6542e-36    -19.408     -19.092     -17.017     -14.747     -12.626     -10.774     -9.1191     -6.3154     -3.1577    -0.94205     0.11328     0.58057      1.0206      1.4216     2.2368    4.4318    7.3757
    cl_mt_pol_c                      1.4735     0.2938     0.19939       0.025    4.9612           0          0           1      0.031381    7.6542e-36      0.025       0.025      1.3864       1.419      1.4321      1.4408      1.4505       1.465      1.4841      1.5079      1.5317      1.5507      1.5841       1.654     1.8048    2.0612    2.3558
    cl_mt_pol_b_bridge              -5.0042     5.5985     -1.1188     -19.424         0     0.29238    0.70762           0    9.0824e-10       0.29238    -19.028     -18.479     -16.528     -14.307     -12.251     -10.407      -8.728      -5.928     -2.8066    -0.62805           0           0           0           0          0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.41851    0.21678    -0.51797     -1.2334         0     0.15425    0.84575           0    0.00039669       0.15425    -1.1826    -0.86242    -0.65421    -0.57924    -0.56075    -0.54704    -0.53481    -0.51663    -0.49227     -0.4633    -0.40159    -0.19378           0           0          0         0         0
    cl_mt_pol_for_borr             -0.83689    0.43945    -0.52509       -2.65         0     0.21276    0.78724           0     0.0015178       0.21276      -2.65       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06           0           0           0          0         0         0
    cl_mt_pol_for_save             0.098038    0.46555      4.7487           0    49.533     0.88958          0     0.11042       0.88958    7.6542e-36          0           0           0           0           0           0           0           0           0           0           0           0           0    0.093458    0.46729    2.5234    5.2336

xxxxx fl_b_bd = -15 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.787683 seconds.
Elapsed time is 0.973482 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15        p20         p25         p35         p50         p65         p75          p80         p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    ________    ________    ________    ________    _______    ________    ________    ________    ________    _______    _________    _________    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.7011     4.4427     -1.2004         -15    49.566    0.036422    0.80223    0.16134      0.020842    3.6124e-33         -15         -15     -13.088     -10.916    -9.0909     -7.5267     -6.3102     -4.3115     -2.3128    -1.0963     -0.40107    -0.053476    0.12032    0.55481    1.4238    3.5963    6.4639
    cl_mt_pol_coh                   -2.4211     4.5518     -1.8801     -14.555    53.286           0     0.6285     0.3715    0.00013115    3.6124e-33     -14.408     -13.952     -11.779     -9.6938    -7.8821     -6.3917     -5.0896     -3.1027     -1.1438    0.16468       0.8946       1.2088     1.6016     2.1405    3.1298    5.4888    8.5175
    cl_mt_pol_c                      1.3113    0.26763      0.2041       0.025    4.9292           0          0          1      0.019693    3.6124e-33       0.025       0.025      1.1741      1.1891     1.1983      1.2072      1.2155      1.2313      1.2544     1.3088       1.3682       1.4199      1.498     1.6221     1.803    2.0396    2.2918
    cl_mt_pol_b_bridge              -2.9686     3.8883     -1.3098     -14.478         0     0.39119    0.60881          0    2.4909e-08       0.39119     -14.065      -13.59     -11.693     -9.5497    -7.7689     -6.2448     -4.9798     -2.9998    -0.99538          0            0            0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.20874    0.15989    -0.76599     -1.2482         0     0.23538    0.76462          0    1.0917e-06       0.23538    -0.87084    -0.74866    -0.48797    -0.34977    -0.3122    -0.28711    -0.27124    -0.25273    -0.22713    -0.1987    -0.036257            0          0          0         0         0         0
    cl_mt_pol_for_borr             -0.72668    0.49216    -0.67727       -1.06         0     0.31445    0.68555          0       0.68555       0.31445       -1.06       -1.06       -1.06       -1.06      -1.06       -1.06       -1.06       -1.06       -1.06      -1.06            0            0          0          0         0         0         0
    cl_mt_pol_for_save              0.20294    0.68703      3.3854           0    49.566     0.80104          0    0.19896       0.80104    3.6124e-33           0           0           0           0          0           0           0           0           0          0            0            0    0.13754    0.55481    1.4238    3.5963    6.4639

xxxxx fl_b_bd = -10 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.968295 seconds.
Elapsed time is 0.907770 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1          p5         p10         p15         p20         p25         p35          p50         p65         p75        p80        p85       p90       p95       p99      p99_9 
                                   _________    _______    _________    _______    ______    ________    _______    _______    __________    __________    ________    _______    ________    ________    ________    ________    _______    _________    _________    ________    _______    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                      -1.8564      2.974      -1.602         -10    49.599    0.028813    0.72443    0.24676      0.011556    8.7895e-35         -10        -10     -8.0749     -6.3102      -5.107     -4.1444    -3.3422      -2.2995      -1.2567    -0.37433          0    0.26738    0.66845    1.1497    2.1123    4.2781    7.1658
    cl_mt_pol_coh                    -0.5764     3.1295     -5.4294     -9.5553    53.286           0    0.50915    0.49085     0.0001077    8.7895e-35     -9.3174    -8.6906     -6.8666     -5.1816     -3.9184     -2.9897    -2.2142      -1.1356    -0.048395     0.83396     1.3955     1.7219     2.1751      2.78    3.8377    6.2138    9.2339
    cl_mt_pol_c                       1.2198    0.30419     0.24937       0.025    4.8966           0          0          1     0.0076279    8.7895e-35       0.025    0.65523     0.91833     0.94699     0.96758     0.98506     1.0039       1.0462       1.1407      1.2647     1.3816     1.4748     1.5596    1.6426    1.8079    2.0688    2.3212
    cl_mt_pol_b_bridge               -1.5012     2.3227     -1.5473      -9.466         0     0.49848    0.50152          0    9.9003e-06       0.49848     -9.4066    -8.8698      -7.028     -5.3085     -4.0211     -3.0553    -2.2828      -1.1401      -0.0243           0          0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.089885    0.17317     -1.9265     -0.8292         0     0.54636    0.45364          0    0.00013343       0.54636    -0.79201    -0.7754    -0.53476    -0.29412    -0.19668    -0.13369    -0.1056    -0.038738            0           0          0          0          0         0         0         0         0
    cl_mt_pol_for_borr              -0.60745    0.52431    -0.86314       -1.06         0     0.42693    0.57307          0       0.57307       0.42693       -1.06      -1.06       -1.06       -1.06       -1.06       -1.06      -1.06        -1.06        -1.06           0          0          0          0         0         0         0         0
    cl_mt_pol_for_save               0.34211    0.86571      2.5305           0    49.599     0.48245          0    0.51755       0.48245    8.7895e-35           0          0           0           0           0           0          0            0    0.0067631    0.055633    0.12417    0.26738    0.66845    1.1497    2.1123    4.2781    7.1658

xxxxx fl_b_bd = -5 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.985629 seconds.
Elapsed time is 0.498111 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15         p20         p25          p35         p50          p65         p75        p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    ________    ______    ________    _______    _______    __________    __________    ________    ________    ________    ________    ________    ________    ________    _________    ________    _________    _______    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                    -0.82194      2.011     -2.4466           -5    49.559    0.020827    0.65129    0.32789     0.0063642    6.0264e-32          -5     -4.8529     -4.1912     -3.6029     -3.0147     -2.5735     -2.1324      -1.4706    -0.73529    -0.073529    0.36765    0.58824    0.95588    1.5441       2.5    4.6324       7.5
    cl_mt_pol_coh                   0.45806     2.2344       4.878      -4.5553    53.286           0    0.41335    0.58665    0.00010928    6.0264e-32     -4.4083     -4.0181     -3.1831     -2.5091      -1.953     -1.4521     -1.0385      -0.3492     0.46719       1.2455      1.762     2.1232     2.5644    3.1699    4.2339    6.5984     9.567
    cl_mt_pol_c                      1.2135    0.34206     0.28188        0.025    4.9357           0          0          1    0.00044473    6.0264e-32     0.26464     0.52663     0.69809     0.81366     0.88982     0.94208     0.97579       1.0388      1.1701       1.3016     1.4473     1.5316     1.5755    1.6778    1.8327     2.069    2.3462
    cl_mt_pol_b_bridge             -0.70724     1.1549      -1.633      -4.7224         0     0.58709    0.41291          0    9.0524e-05       0.58709     -4.6382     -4.2714     -3.3859     -2.6778     -2.0897     -1.5538     -1.1112     -0.37364           0            0          0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge      -0.132    0.23839      -1.806     -0.83154         0     0.60555    0.39445          0    0.00072124       0.60555    -0.83096    -0.81609    -0.73529    -0.58824    -0.44087    -0.23319    -0.14706    -0.036947           0            0          0          0          0         0         0         0         0
    cl_mt_pol_for_borr             -0.43523    0.52146     -1.1981        -1.06         0     0.58941    0.41059          0       0.41059       0.58941       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06        -1.06           0            0          0          0          0         0         0         0         0
    cl_mt_pol_for_save              0.45253    0.96819      2.1395            0    49.559     0.41528          0    0.58472       0.41528    6.0264e-32           0           0           0           0           0           0           0            0    0.036765      0.14706    0.36765    0.58824    0.95588    1.5441       2.5    4.6324       7.5

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Vary Minimum Consumption
ar_fl_c_min = 0.1       0.067       0.034       0.001
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xxxxx fl_c_min = 0.1 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.928990 seconds.
Elapsed time is 1.139142 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0       pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25         p35         p50         p65         p75         p80         p85         p90         p95        p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    ________    __________    __________    _______    _______    _______    _______    _______    _______    ________    ________    ________    ________    ________    ________    ________    ________    ________    ______    ______

    cl_mt_pol_a                     -5.1762     3.9781    -0.76853       -12.5    49.415    0.076525    0.90401    0.019468      0.076813    3.5235e-37      -12.5      -12.5      -12.5    -10.996    -10.328    -9.2413     -8.4057     -6.7346     -4.5622     -2.7239     -1.6377     -1.1364    -0.71858    -0.13369           0    0.4512    2.7072
    cl_mt_pol_coh                   -3.8962     4.0494     -1.0393     -12.055    53.286           0    0.79113     0.20887    0.00034816    3.5235e-37    -11.987    -11.713    -11.291    -9.7908    -9.1368    -7.9987      -7.197     -5.5258     -3.3349     -1.4351    -0.37019    0.090926     0.65731      1.0479      1.3944    2.5917    4.9313
    cl_mt_pol_c                      1.8005    0.49721     0.27616         0.1    5.0759           0          0           1       0.07419    3.5235e-37        0.1        0.1        0.1       1.71     1.8561     1.8731      1.8803      1.8967       1.914      1.9327      1.9488       1.961      1.9805      2.0267      2.1556    2.4355    2.6766
    cl_mt_pol_b_bridge              -3.5116      3.516     -1.0012      -11.58         0     0.28306    0.71694           0    4.6007e-08       0.28306    -11.085    -10.741    -10.197    -9.0418    -8.1516    -7.2176     -6.3462     -4.6875     -2.5153    -0.66095           0           0           0           0           0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.73239    0.39804    -0.54348     -1.2433         0     0.16841    0.83159           0    0.00013015       0.16841    -1.2425    -1.1982    -1.0883    -1.0381    -1.0169    -1.0055    -0.99686    -0.98022    -0.95092    -0.82837    -0.46791    -0.21725           0           0           0         0         0
    cl_mt_pol_for_borr             -0.95746    0.51304    -0.53583       -2.65         0     0.15549    0.84451           0      0.039167       0.15549      -2.65      -2.65      -1.06      -1.06      -1.06      -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06           0           0           0         0         0
    cl_mt_pol_for_save              0.02528    0.17449      6.9021           0    49.415     0.90811          0    0.091888       0.90811    3.5235e-37          0          0          0          0          0          0           0           0           0           0           0           0           0           0    0.090749    0.4512    2.7072

xxxxx fl_c_min = 0.067 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.879206 seconds.
Elapsed time is 1.458262 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0      pYls0      pYgr0       pYisMINY      pYisMAXY       p0_1        p1          p5         p10         p15         p20         p25         p35         p50         p65         p75         p80          p85        p90        p95        p99      p99_9 
                                   ________    _______    _________    _______    ______    _______    _______    ________    __________    ___________    _______    _______    ________    ________    ________    ________    ________    ________    ________    ________    ________    ________    _________    ______    ________    ______    ______

    cl_mt_pol_a                     -4.6278     3.9799    -0.86002       -12.5    49.499    0.05469    0.89147    0.053838      0.055645    -1.9661e-35      -12.5      -12.5       -12.5     -10.829     -9.6591       -8.74     -7.7373     -5.9826     -3.8102      -2.139     -1.1364    -0.71858     -0.46791         0    0.033422    1.7881    4.3783
    cl_mt_pol_coh                   -3.3478     4.0664     -1.2147     -12.055    53.286          0    0.74353     0.25647    0.00027979    -1.9661e-35    -11.908    -11.713     -10.891     -9.6237     -8.4503     -7.4476       -6.51     -4.7676     -2.6014    -0.86473    0.068861     0.49019      0.90797    1.2088      1.8555     3.756    6.5681
    cl_mt_pol_c                      1.5675    0.36791     0.23472       0.067    4.9944          0          0           1      0.050915    -1.9661e-35      0.067      0.067       0.067      1.5631      1.5762       1.584      1.5912      1.6055       1.624      1.6413       1.656      1.6701       1.6871    1.7491      1.8859    2.1302    2.3777
    cl_mt_pol_b_bridge              -3.3093      3.517     -1.0628     -11.753         0    0.30739    0.69261           0    8.4645e-09        0.30739     -11.39    -11.028     -10.294     -9.0284     -7.9555     -6.9493     -5.9823     -4.2672     -2.0914    -0.39274           0           0            0         0           0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.52664    0.27026    -0.51317     -1.2425         0    0.14969    0.85031           0    0.00012122        0.14969    -1.2359    -1.0207    -0.78507    -0.71863    -0.70384    -0.69045    -0.68185    -0.66541    -0.64092    -0.61444    -0.43184    -0.24348    -0.050134         0           0         0         0
    cl_mt_pol_for_borr             -0.85035    0.43945    -0.51678       -2.65         0    0.20306    0.79694           0      0.003522        0.20306      -2.65      -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06           0            0         0           0         0         0
    cl_mt_pol_for_save             0.058552    0.34623      5.9132           0    49.499      0.905          0    0.094997         0.905    -1.9661e-35          0          0           0           0           0           0           0           0           0           0           0           0            0         0      0.1743    1.7881    4.3783

xxxxx fl_c_min = 0.034 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.076904 seconds.
Elapsed time is 1.336689 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15         p20         p25         p35         p50         p65          p75          p80         p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    __________    ________    ________    ________    ________    ________    ________    ________    ________    ________    ________    _________    _________    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.2466      3.843     -1.1837       -12.5    49.582    0.030565    0.80853    0.16091      0.024915    4.0511e-35       -12.5       -12.5      -11.08     -9.4084     -7.9044     -6.6511     -5.6484     -3.8937      -2.139     -1.0528     -0.38436    -0.050134    0.11698    0.53476    1.4539    3.5428    6.3837
    cl_mt_pol_coh                   -1.9666     3.9595     -2.0134     -12.055    53.286           0    0.62052    0.37948    0.00016128    4.0511e-35     -11.908     -11.592     -9.8956     -8.1934     -6.7454     -5.5073     -4.4334       -2.75       -0.98      0.2215      0.90797       1.2088     1.5949     2.1405    3.1423    5.4855    8.4997
    cl_mt_pol_c                      1.3129    0.27229     0.20739       0.034    4.9129           0          0          1      0.021438    4.0511e-35       0.034       0.034      1.1807      1.1946      1.2047      1.2129      1.2213      1.2362      1.2604      1.3185       1.3726       1.4359     1.5031     1.6216    1.7987     2.052    2.3104
    cl_mt_pol_b_bridge              -2.5161     3.2706     -1.2999     -11.932         0     0.40092    0.59908          0    6.1971e-08       0.40092     -11.654     -11.191     -9.7504     -8.0777     -6.6279     -5.3762     -4.3034     -2.6085    -0.82037           0            0            0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.21452    0.16634    -0.77538     -1.1336         0     0.23472    0.76528          0    4.4284e-06       0.23472    -0.82506    -0.78264    -0.55147    -0.36605    -0.30919    -0.29171    -0.27578    -0.25822    -0.23322    -0.20481    -0.050134            0          0          0         0         0         0
    cl_mt_pol_for_borr             -0.71675    0.49601    -0.69203       -1.06         0     0.32382    0.67618          0       0.67618       0.32382       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06            0            0          0          0         0         0         0
    cl_mt_pol_for_save              0.20078    0.68391      3.4064           0    49.582     0.79585          0    0.20415       0.79585    4.0511e-35           0           0           0           0           0           0           0           0           0           0            0    0.0071925     0.1743    0.53476    1.4539    3.5428    6.3837

xxxxx fl_c_min = 0.001 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.792103 seconds.
Elapsed time is 0.680535 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15         p20         p25          p35         p50         p65        p75       p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    ________    ______    ________    _______    _______    __________    __________    ________    ________    ________    ________    ________    ________    ________    _________    ________    _______    _______    ______    _______    ______    ______    ______    ______

    cl_mt_pol_a                     -1.5866     2.7851     -1.7554        -12.5    49.582    0.019621    0.70246    0.27792    6.2037e-05    1.1133e-36     -11.581     -9.4084     -6.9017     -5.4813     -4.4786     -3.7266     -3.0582       -2.139     -1.1364    -0.3008    0.11698    0.4512    0.78543    1.3703    2.2894    4.4619    7.3028
    cl_mt_pol_coh                  -0.30655     2.9656     -9.6741      -12.055    53.286           0    0.49431    0.50569    2.0048e-06    1.1133e-36     -10.648     -8.3703     -5.8263     -4.3499     -3.3534     -2.5829     -1.9365        -0.98    0.054389    0.99153     1.5729    1.9106      2.341    2.9752    4.0181    6.4047    9.4127
    cl_mt_pol_c                      1.1647    0.36189      0.3107        0.001    4.9129           0          0          1    7.1181e-05    1.1133e-36     0.20046     0.37732     0.61904     0.73419     0.81216     0.86962     0.91834      0.99516      1.1328     1.2693     1.3961     1.491     1.5784    1.6481     1.824    2.0761    2.3328
    cl_mt_pol_b_bridge              -1.3685     2.1699     -1.5856      -12.466         0     0.50576    0.49424          0    4.5551e-06       0.50576      -11.36     -8.9524     -6.2341     -4.6544     -3.5881     -2.7637      -2.072      -1.0486           0          0          0         0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.15673    0.25904     -1.6528     -0.83199         0     0.57452    0.42548          0    0.00061958       0.57452    -0.83141    -0.81546    -0.75697    -0.66464    -0.55147    -0.36768    -0.20057    -0.068373           0          0          0         0          0         0         0         0         0
    cl_mt_pol_for_borr              -0.4599    0.52534     -1.1423        -1.06         0     0.56613    0.43387          0       0.43387       0.56613       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06        -1.06           0          0          0         0          0         0         0         0         0
    cl_mt_pol_for_save               0.3986    0.91489      2.2953            0    49.582     0.44511          0    0.55489       0.44511    1.1133e-36           0           0           0           0           0           0           0            0      0.0256    0.11698    0.20053    0.4512    0.78543    1.3703    2.2894    4.4619    7.3028

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Vary Interest rate
ar_fl_r_inf = 0.2     0.13667    0.073333        0.01
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xxxxx fl_r_inf = 0.2 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.867083 seconds.
Elapsed time is 0.857769 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean          sd       coefofvar      min       max       pYis0       pYls0       pYgr0      pYisMINY       pYisMAXY        p0_1         p1          p5          p10         p15         p20          p25         p35         p50        p65       p75       p80       p85       p90       p95       p99      p99_9 
                                   _________    ________    _________    _______    ______    ________    ________    _______    ___________    ___________    ________    ________    _________    ________    ________    ________    _________    ________    _______    _______    ______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                      0.57376      1.4443      2.5174       -12.5    49.582    0.078166     0.25659    0.66524     0.00080588    -1.0062e-32     -9.7426     -1.5541      -0.8857    -0.80214    -0.63503    -0.38436    -0.050134    0.033422    0.28409    0.61832    1.0361    1.3703    1.7045    2.2894    3.2086     5.381    8.1384
    cl_mt_pol_coh                     1.8538      1.6943       0.914     -12.055    53.286           0    0.060542    0.93946     1.0586e-05    -1.0062e-32     -8.9178    -0.79529    -0.060884     0.21217     0.46537     0.71604      0.90797      1.1648     1.5267     2.0597    2.5611    2.8916    3.3131    3.9231    4.9842    7.3238    10.266
    cl_mt_pol_c                       1.2886     0.34319     0.26632       0.025    4.9129           0           0          1     0.00080576    -1.0062e-32     0.54189      0.6085      0.79482     0.85262     0.90837     0.99211       1.0479      1.1343     1.2972     1.4129    1.5303    1.6031     1.646    1.7479    1.8641    2.1067    2.3614
    cl_mt_pol_b_bridge              -0.04675     0.44923     -9.6091      -12.06         0     0.94026    0.059736          0     1.0938e-14        0.94026      -8.039    -0.85408     -0.07306           0           0           0            0           0          0          0         0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.004877    0.025298     -5.1872     -0.3594         0     0.95132    0.048682          0    -4.3638e-33        0.95132    -0.21725    -0.13369            0           0           0           0            0           0          0          0         0         0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.22693     0.44961     -1.9812       -4.24         0     0.79056     0.20944          0     9.9059e-06        0.79056       -2.65       -1.06        -1.06       -1.06       -1.06       -1.06            0           0          0          0         0         0         0         0         0         0         0
    cl_mt_pol_for_save               0.85232      1.1361       1.333           0    49.582     0.12685           0    0.87315        0.12685    -1.0062e-32           0           0            0           0    0.033422     0.11698       0.1743     0.28409    0.42678    0.70187    1.0361    1.3703    1.7045    2.2894    3.2086     5.381    8.1384

xxxxx fl_r_inf = 0.13667 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.077921 seconds.
Elapsed time is 0.883953 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean          sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1          p5          p10          p15          p20         p25         p35         p50        p65        p75       p80       p85       p90       p95       p99      p99_9 
                                   _________    ________    _________    ________    ______    ________    _______    _______    __________    __________    ________    _______    ________    _________    __________    ________    ________    ________    _______    _______    _______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                      0.18337      1.8975      10.348        -12.5    49.582    0.055143    0.39012    0.55474     0.0028195    1.2826e-33       -12.5    -7.4031     -1.8884      -1.1364      -0.96925     -0.8857    -0.63503    -0.13369    0.11698    0.53476    0.86898    1.2032    1.5374    2.1223     3.125    5.2139    7.9713
    cl_mt_pol_coh                     1.4634      2.1148      1.4452      -12.055    53.286           0    0.15052    0.84948    2.7322e-05    1.2826e-33     -11.592    -6.3552       -0.98     -0.26536    -0.0049462     0.23952     0.49019     0.90837     1.3596     1.8926     2.3903    2.7245     3.146    3.7615    4.8171    7.1567    10.106
    cl_mt_pol_c                       1.2834     0.33406     0.26028        0.025    4.9129           0          0          1     0.0028062    1.2826e-33       0.025    0.73739     0.79074      0.87958       0.93821      0.9875      1.0258      1.1192     1.2381     1.4054     1.5114    1.5784    1.6399    1.7422    1.8584    2.1013     2.354
    cl_mt_pol_b_bridge              -0.21923      1.0259     -4.6798      -12.011         0     0.85229    0.14771          0    5.5502e-11       0.85229     -10.868    -6.0527      -1.019     -0.29055             0           0           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.015879    0.056985     -3.5888     -0.53273         0     0.89828    0.10172          0       3.6e-05       0.89828    -0.44861    -0.3008    -0.13369    -0.027128             0           0           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.33273     0.51021     -1.5334        -2.65         0     0.69263    0.30737          0     0.0043508       0.69263       -2.65      -1.06       -1.06        -1.06         -1.06       -1.06       -1.06           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_save                0.7512      1.1035       1.469            0    49.582     0.15686          0    0.84314       0.15686    1.2826e-33           0          0           0            0             0    0.033422     0.11698     0.19115    0.28409    0.59209    0.93946    1.2032    1.5374    2.1223     3.125    5.2139    7.9713

xxxxx fl_r_inf = 0.073333 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.457173 seconds.
Elapsed time is 0.793708 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY     pYisMAXY       p0_1         p1          p5         p10        p15         p20        p25         p35          p50          p65         p75         p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    _________    ________    ________    ________    _______    ________    _______    ________    ________    _________    _________    ________    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                     -2.3431     3.5348     -1.5086       -12.5    49.582    0.031842    0.73674    0.23142       0.01379    1.265e-33       -12.5       -12.5     -9.9933    -7.8209     -6.1497    -4.8964     -3.9773     -2.6404       -1.387     -0.46791           0    0.20053    0.53476    1.0361    1.9552    4.1277    6.9686
    cl_mt_pol_coh                   -1.0631     3.6718      -3.454     -12.055    53.286           0    0.53541    0.46459    0.00010705    1.265e-33     -11.817     -11.291     -8.8094    -6.6156      -5.006    -3.7712     -2.8459     -1.5152       -0.228      0.74706      1.3258     1.6383     2.0597    2.6627    3.6838    6.0704    9.0785
    cl_mt_pol_c                      1.2555     0.2843     0.22644       0.025    4.9129           0          0          1      0.012252    1.265e-33       0.025       0.025      1.0347     1.0513      1.0637     1.0746      1.0851      1.1072       1.1828       1.2641      1.3836     1.4792      1.536    1.6379    1.8156    2.0679    2.3247
    cl_mt_pol_b_bridge              -1.8952     2.8941     -1.5271     -11.974         0     0.47684    0.52316          0    3.7402e-07      0.47684      -11.69     -11.096      -8.801    -6.6419     -5.0144    -3.7825     -2.8266     -1.5003     -0.15503            0           0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge     -0.1114    0.14617     -1.3122     -1.0118         0     0.32486    0.67514          0    3.3269e-06      0.32486    -0.71858    -0.71858    -0.46791    -0.2896    -0.21725    -0.1656    -0.13623    -0.10598    -0.075115    -0.034968           0          0          0         0         0         0         0
    cl_mt_pol_for_borr             -0.64003    0.51845    -0.81004       -1.06         0      0.3962     0.6038          0        0.6038       0.3962       -1.06       -1.06       -1.06      -1.06       -1.06      -1.06       -1.06       -1.06        -1.06            0           0          0          0         0         0         0         0
    cl_mt_pol_for_save              0.30354    0.82935      2.7323           0    49.582     0.70698          0    0.29302       0.70698    1.265e-33           0           0           0          0           0          0           0           0            0            0    0.090749    0.20053    0.53476    1.0361    1.9552    4.1277    6.9686

xxxxx fl_r_inf = 0.01 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.657575 seconds.
Elapsed time is 0.339924 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                      mean           sd        coefofvar      min       max        pYis0        pYls0       pYgr0        pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25        p35        p50        p65        p75         p80         p85         p90         p95         p99        p99_9  
                                   __________    __________    _________    _______    ______    __________    _______    __________    __________    __________    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    ________    ________    ________    ________    ________    ________    ________

    cl_mt_pol_a                       -11.874       0.92777    -0.078134      -12.5    49.332    2.1838e-10          1    8.0517e-08       0.32336    3.0779e-35      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5    -12.416    -12.249    -11.915     -11.664     -11.414     -11.163     -10.745     -9.9933     -8.2386     -5.9826
    cl_mt_pol_coh                     -10.594        1.2113     -0.11434    -12.055    53.286             0    0.99999    8.0787e-06     0.0024274    3.0779e-35    -12.055    -11.908    -11.817    -11.713    -11.592    -11.486    -11.452    -11.291    -10.951    -10.539     -10.139     -9.8708     -9.5239     -9.0226     -8.1378     -6.1872     -3.7586
    cl_mt_pol_c                        1.1624       0.34928      0.30047    0.32092    5.1575             0          0             1     0.0024274    3.0779e-35    0.32092    0.46798    0.55886    0.66368    0.78461    0.86816     0.9241     1.0101     1.1727     1.2764      1.4062      1.4844      1.5005      1.6072      1.7616      2.0007       2.247
    cl_mt_pol_b_bridge                  -10.7        1.2233     -0.11433    -12.176         0    8.0787e-06    0.99999             0     0.0024274    8.0787e-06    -12.176    -12.027    -11.936     -11.83    -11.708    -11.601    -11.567    -11.404     -11.06    -10.645     -10.241     -9.9695     -9.6192     -9.1128     -8.2191     -6.2491     -3.7962
    cl_mt_pol_inf_borr_nobridge       -1.1741       0.35276     -0.30046    -2.6171         0    8.0735e-08          1             0    4.7419e-07    8.0735e-08    -2.2695    -2.0207    -1.7792    -1.6233    -1.5155    -1.4993    -1.4202    -1.2892    -1.1844    -1.0202    -0.93334    -0.87684    -0.79245    -0.67032    -0.56444    -0.47266    -0.32413
    cl_mt_pol_for_borr                      0             0          NaN          0         0             1          0             0             1             1          0          0          0          0          0          0          0          0          0          0           0           0           0           0           0           0           0
    cl_mt_pol_for_save             4.3584e-08    0.00021609       4958.1          0    49.332             1          0    8.0517e-08             1    3.0779e-35          0          0          0          0          0          0          0          0          0          0           0           0           0           0           0           0           0


ans = 

  Map with properties:

        Count: 22
      KeyType: char
    ValueType: any

Case B2, same as B1, but fl_r_inf (0.10) > fl_r_fbr (0.6)

Different Formal and informal rate

param_map_group_b('bl_bridge') = true;
fsi_abz_fibs_ds_vecsv_testmain(param_map_group_b)
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxx Preference xxxxxx
fl_beta = 0.94
fl_crra = 1.5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxx shocks xxxxxx
fl_z_rho = 0.8
fl_z_sig = 0.2
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxx Boolean Controls xxxxxx
bl_default = 1
bl_bridge = 1
bl_rollover = 1
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxx Float Controls xxxxxxxx
fl_default_aprime = 0
fl_b_bd = -12.5
fl_c_min = 0.025
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxx Interest Rates xxxxxxxx
fl_r_fsv = 0.025
fl_r_inf = 0.1
fl_r_inf_bridge = 0.1
fl_r_fbr = 0.06
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxx Formal Menu Params xxxx
st_forbrblk_type = seg3
fl_forbrblk_brmost = -19
fl_forbrblk_brleast = -1
fl_forbrblk_gap = -1.5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
ar_fl_b_bd = -20 -15 -10  -5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
---------------------------
---------------------------
---------------------------
---------------------------
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Vary Borrow Bound
ar_fl_b_bd = -20 -15 -10  -5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxx fl_b_bd = -20 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.644028 seconds.
Elapsed time is 1.049366 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY        p0_1         p1          p5         p10         p15         p20         p25         p35          p50         p65         p75         p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    ________    ______    ________    _______    _______    __________    ___________    ________    ________    ________    ________    ________    ________    ________    ________    _________    ________    ________    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                      -3.019     5.2746     -1.7472          -20    49.626    0.058852    0.69073    0.25042      0.021285    -1.2307e-35         -20         -20     -15.421     -11.402     -8.3178     -5.8879     -4.2056      -2.243       -1.028    -0.18692    0.093458    0.28037    0.56075    1.1215    2.0561    4.2056    6.9159
    cl_mt_pol_coh                    -1.739     5.3915     -3.1004      -19.555    53.286           0    0.48235    0.51765    0.00010895    -1.2307e-35     -19.408     -18.952     -14.305     -10.261     -7.1678     -4.8314     -3.1492     -1.1477      0.11328      0.9544      1.4879     1.7695     2.1693    2.7496    3.7581    6.0945     9.058
    cl_mt_pol_c                       1.406    0.31867     0.22665        0.025    4.8885           0          0          1      0.021213     7.4717e-36       0.025       0.025      1.1347      1.1637      1.1862      1.2116      1.2298      1.2781       1.3738      1.4993      1.5752     1.6199     1.6846    1.7895    1.9171    2.1971    2.5643
    cl_mt_pol_b_bridge              -2.4926     4.4855     -1.7995      -19.455         0     0.53886    0.46114          0    4.5947e-11        0.53886     -18.576     -18.019     -13.651     -9.7351      -6.689     -4.4355     -2.8567    -0.99394            0           0           0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.17801    0.21352     -1.1995     -0.76827         0     0.46403    0.53597          0    1.5736e-05        0.46403    -0.76163    -0.70073    -0.62145    -0.54068    -0.46658    -0.37383    -0.29817     -0.2048    -0.093458           0           0          0          0         0         0         0         0
    cl_mt_pol_for_borr             -0.71708    0.67153    -0.93648        -2.65         0     0.39651    0.60349          0      0.048665        0.39651       -2.65       -2.65       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06        -1.06           0           0          0          0         0         0         0         0
    cl_mt_pol_for_save              0.36868    0.83392      2.2619            0    49.626     0.59482          0    0.40518       0.59482    -1.2307e-35           0           0           0           0           0           0           0           0            0     0.12542     0.40579    0.49925      0.731    1.1215    2.0561    4.2056    6.9159

xxxxx fl_b_bd = -15 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.063023 seconds.
Elapsed time is 1.198095 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY        p0_1         p1          p5         p10         p15         p20         p25          p35         p50         p65         p75        p80       p85       p90       p95       p99      p99_9 
                                   _________    _______    _________    ________    ______    ________    _______    _______    __________    ___________    ________    ________    ________    ________    ________    ________    ________    _________    ________    ________    _______    _______    ______    ______    ______    ______    ______

    cl_mt_pol_a                      -1.2224      3.392      -2.775          -15    49.566    0.039103    0.58851    0.37239      0.010597    -2.7587e-35         -15         -15      -9.004     -5.2674     -3.3556     -2.3997     -1.7045      -1.0963    -0.40107    0.033422    0.38102    0.72861    1.0762    1.5976    2.5535    4.7259    7.5067
    cl_mt_pol_coh                   0.057645     3.5451      61.499      -14.555    53.286           0    0.35148    0.64852    7.2447e-05    -2.7587e-35     -14.317     -13.391     -7.9218     -4.1802     -2.3078     -1.3176    -0.70928    -0.014092     0.76799      1.4073      1.889     2.2099    2.6444    3.2527    4.2955    6.6417    9.6283
    cl_mt_pol_c                        1.301     0.3037     0.23345        0.025    4.9292           0          0          1      0.010541    -2.7587e-35       0.025       0.025     0.98634       1.011       1.032      1.0557      1.0821       1.1494      1.2473      1.3744     1.4936     1.5352    1.6147    1.7195    1.8415    2.0883    2.3469
    cl_mt_pol_b_bridge               -1.1228      2.614      -2.328      -14.502         0     0.65906    0.34094          0    5.4328e-10        0.65906     -13.737     -12.768     -7.6059     -4.0302     -2.2518     -1.2956    -0.64618            0           0           0          0          0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.072438    0.13462     -1.8584     -0.76739         0     0.58745    0.41255          0    2.1837e-05        0.58745    -0.71525    -0.50711    -0.40107    -0.31017    -0.21974    -0.14037    -0.06123    -0.028755           0           0          0          0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.51616    0.54926     -1.0641        -2.65         0     0.52053    0.47947          0     0.0049777        0.52053       -2.65       -1.06       -1.06       -1.06       -1.06       -1.06       -1.06        -1.06           0           0          0          0         0         0         0         0         0
    cl_mt_pol_for_save               0.48906    0.98239      2.0087            0    49.566     0.45165          0    0.54835       0.45165    -2.7587e-35           0           0           0           0           0           0           0            0    0.033422     0.22444    0.48513    0.72861    1.0762    1.5976    2.5535    4.7259    7.5067

xxxxx fl_b_bd = -10 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.365387 seconds.
Elapsed time is 0.659831 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean          sd       coefofvar      min        max       pYis0      pYls0      pYgr0      pYisMINY     pYisMAXY       p0_1         p1          p5         p10          p15         p20          p25         p35         p50         p65        p75       p80       p85       p90       p95       p99      p99_9 
                                   _________    ________    _________    ________    ______    _______    _______    _______    __________    _________    ________    ________    ________    ________    _________    ________    _________    _______    _________    _______    _______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                     -0.27337      2.1139     -7.7327          -10    49.599    0.03847    0.51409    0.44744     0.0039746    3.854e-33         -10     -8.1551     -3.8235     -2.2995      -1.6578     -1.2567      -1.0963    -0.7754    -0.053476    0.26738    0.66845    0.9893    1.3102    1.8717    2.8342         5    7.8075
    cl_mt_pol_coh                     1.0066      2.3187      2.3034      -9.5553    53.286          0    0.25303    0.74697    4.4542e-05    3.854e-33     -9.2126     -7.0061     -2.7954     -1.3318     -0.66442    -0.28855    -0.027461    0.43337       1.0751     1.6366     2.1405    2.4881    2.9187    3.5387    4.6032    6.9358    9.9037
    cl_mt_pol_c                       1.2612     0.32696     0.25925        0.025    4.8966          0          0          1     0.0036154    3.854e-33       0.025     0.80698     0.84611     0.87388        0.913     0.96944       1.0055     1.0832       1.2109     1.3816      1.489    1.5466    1.6351     1.731    1.8562    2.0961    2.3544
    cl_mt_pol_b_bridge              -0.44289      1.2683     -2.8637      -9.5403         0    0.75058    0.24942          0    2.1043e-09      0.75058     -8.9357     -7.0238     -2.8985     -1.3777     -0.67179    -0.29491            0          0            0          0          0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.032684    0.092419     -2.8276     -0.74736         0    0.81977    0.18023          0    3.2806e-05      0.81977    -0.45455    -0.45455    -0.29412    -0.13369    -0.053476           0            0          0            0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.41297      0.5173     -1.2526        -2.65         0    0.61055    0.38945          0    9.3394e-05      0.61055       -1.06       -1.06       -1.06       -1.06        -1.06       -1.06        -1.06      -1.06            0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_save               0.61517      1.0558      1.7163            0    49.599     0.2187          0     0.7813        0.2187    3.854e-33           0           0           0           0            0           0     0.026738    0.10102      0.17008    0.36481    0.66845    0.9893    1.3102    1.8717    2.8342         5    7.8075

xxxxx fl_b_bd = -5 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.356891 seconds.
Elapsed time is 0.466472 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean          sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY        p0_1         p1          p5         p10         p15          p20         p25         p35         p50        p65        p75       p80       p85       p90       p95       p99      p99_9 
                                   _________    ________    _________    ________    ______    ________    _______    _______    __________    ___________    ________    ________    ________    ________    ________    _________    ________    ________    _______    _______    _______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                     0.055183       1.633      29.593           -5    49.632    0.044032    0.47213    0.48384     0.0010037    -1.5421e-34          -5     -3.8235     -2.4265     -1.6912     -1.3235      -1.1029    -0.95588    -0.58824          0    0.36765    0.80882    1.1029    1.4706    1.9853    2.9412    5.1471    7.8676
    cl_mt_pol_coh                     1.3352      1.8783      1.4068      -4.5553    53.286           0    0.21315    0.78685    3.4154e-05    -1.5421e-34     -4.0916      -2.889     -1.4497    -0.75667    -0.34679     -0.05508     0.16551     0.62054     1.2088     1.7556     2.2703    2.5908     3.032    3.6572    4.7032    7.0497    10.008
    cl_mt_pol_c                       1.2544     0.34508      0.2751        0.025     4.864           0          0          1    0.00042835    -1.5421e-34     0.45382     0.59635     0.73918     0.82591     0.88586      0.95416     0.99765      1.0846     1.2088     1.3872     1.4859    1.5619    1.6462    1.7323    1.8484    2.1172    2.3588
    cl_mt_pol_b_bridge              -0.22393     0.61753     -2.7576      -4.6682         0     0.78727    0.21273          0    1.4321e-05        0.78727     -4.3474     -3.1341      -1.589    -0.81175    -0.38147    -0.060588           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.029879    0.089149     -2.9837     -0.60584         0     0.86232    0.13768          0    6.6874e-08        0.86232    -0.44118    -0.44118    -0.29412    -0.11355           0            0           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.37167      0.5058     -1.3609        -1.06         0     0.64937    0.35063          0       0.35063        0.64937       -1.06       -1.06       -1.06       -1.06       -1.06        -1.06       -1.06       -1.06          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_save               0.68066      1.0784      1.5843            0    49.632     0.18172          0    0.81828       0.18172    -1.5421e-34           0           0           0           0           0     0.030588     0.05557     0.14706    0.25118    0.44118    0.80882    1.1029    1.4706    1.9853    2.9412    5.1471    7.8676

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Vary Minimum Consumption
ar_fl_c_min = 0.1       0.067       0.034       0.001
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xxxxx fl_c_min = 0.1 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.376587 seconds.
Warning: The shifted operator is close to singular or badly scaled. RCOND =
1.205458e-16. Consider using a different value for sigma. 
Elapsed time is 0.590101 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min        max       pYis0       pYls0      pYgr0       pYisMINY     pYisMAXY       p0_1         p1          p5         p10          p15         p20         p25         p35        p50        p65         p75         p80         p85         p90        p95       p99      p99_9 
                                   _________    _______    _________    ________    ______    ________    _______    ________    __________    _________    ________    ________    ________    ________    _________    _______    _________    _______    _______    ________    ________    ________    ________    _______    _______    ______    ______

    cl_mt_pol_a                      -4.3787     4.0498    -0.92488        -12.5    49.499    0.090814    0.85956    0.049622      0.077757    6.105e-37       -12.5       -12.5       -12.5     -10.495      -9.9098    -8.3222      -7.4866    -5.5648    -3.3088     -1.6377    -0.96925    -0.63503    -0.13369          0          0    1.5374    3.9606
    cl_mt_pol_coh                    -3.0987     4.1579     -1.3418      -12.055    53.286           0    0.70323     0.29677    0.00036674    6.105e-37     -11.987     -11.713     -11.291     -9.3815      -8.6939    -7.2005      -6.2593    -4.3561       -2.1    -0.42273     0.38861     0.75937      1.0479     1.3944     1.8988    3.6436    6.1846
    cl_mt_pol_c                       1.8087     0.5339     0.29518          0.1    4.9944           0          0           1       0.07756    6.105e-37         0.1         0.1         0.1      1.6921       1.7301     1.7571       1.7924     1.8219     1.9036      1.9702       2.014      2.0533      2.1022     2.1912     2.3601      2.67    2.9545
    cl_mt_pol_b_bridge               -2.8493     3.3735      -1.184      -11.623         0     0.37433    0.62567           0    2.2143e-10      0.37433     -10.862     -10.545     -9.9586      -8.339      -7.4367    -6.1703      -5.2444    -3.4328    -1.2922           0           0           0           0          0          0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.048498     0.1361     -2.8062     -0.76598         0     0.84487    0.15513           0    0.00011186      0.84487    -0.76207    -0.66126    -0.38436    -0.15992    -0.023548          0            0          0          0           0           0           0           0          0          0         0         0
    cl_mt_pol_for_borr               -1.8656     1.0721    -0.57466        -4.24         0     0.18381    0.81619           0    0.00021988      0.18381       -2.65       -2.65       -2.65       -2.65        -2.65      -2.65        -2.65      -2.65      -2.65       -1.06       -1.06       -1.06           0          0          0         0         0
    cl_mt_pol_for_save               0.38469    0.36833     0.95748            0    49.499     0.24594          0     0.75406       0.24594    6.105e-37           0           0           0           0            0          0    0.0071925    0.23913    0.43601     0.53628     0.58395     0.61068      0.6402    0.68656    0.74332    1.5374    3.9606

xxxxx fl_c_min = 0.067 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.147012 seconds.
Elapsed time is 0.829267 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1          p5         p10         p15        p20         p25         p35          p50         p65        p75        p80        p85        p90       p95       p99      p99_9 
                                   ________    _______    _________    ________    ______    ________    _______    _______    __________    __________    ________    ________    ________    ________    _______    ________    ________    ________    _________    _______    _______    _______    _______    _______    ______    ______    ______

    cl_mt_pol_a                     -3.1669     3.8794      -1.225        -12.5    49.582    0.057342    0.79432    0.14834      0.046631    7.7393e-36       -12.5       -12.5     -11.163     -9.5755    -8.0715     -6.5675     -5.3977     -3.5595      -1.8048    -0.8857    -0.3008          0          0    0.36765    1.1197    3.2086    5.8824
    cl_mt_pol_coh                   -1.8869     4.0167     -2.1287      -12.055    53.286           0    0.58749    0.41251    0.00026848    7.7393e-36     -11.908     -11.713     -9.8956     -8.2647    -6.8442     -5.4361      -4.207     -2.4158     -0.61771    0.40664    0.97351     1.2242     1.5764     2.0561    2.9204    5.1378    7.9984
    cl_mt_pol_c                      1.5374    0.38174      0.2483        0.067    4.9129           0          0          1      0.046224    7.7393e-36       0.067       0.067      1.3469      1.3849     1.4058      1.4269      1.4428      1.4822        1.543     1.6162     1.7031     1.7694     1.8083     1.8902    2.0072    2.2811    2.5864
    cl_mt_pol_b_bridge              -2.1893     3.1248     -1.4273       -11.79         0     0.45873    0.54127          0     4.674e-11       0.45873     -11.046     -10.694     -9.3795     -7.6956    -6.0784     -4.7037     -3.6241     -1.9356     -0.28799          0          0          0          0          0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.24845    0.27108     -1.0911     -0.76961         0      0.4747     0.5253          0    2.1328e-35        0.4747    -0.76405    -0.73898    -0.68924    -0.65265    -0.6022    -0.55238    -0.50237    -0.42717    -0.076364          0          0          0          0          0         0         0         0
    cl_mt_pol_for_borr               -1.014    0.85573    -0.84391        -2.65         0     0.28748    0.71252          0       0.16272       0.28748       -2.65       -2.65       -2.65       -2.65      -2.65       -1.06       -1.06       -1.06        -1.06      -1.06          0          0          0          0         0         0         0
    cl_mt_pol_for_save              0.28485    0.61425      2.1564            0    49.582     0.58264          0    0.41736       0.58264    7.7393e-36           0           0           0           0          0           0           0           0            0    0.11698    0.42497    0.56122    0.69491    0.75718    1.1197    3.2086    5.8824

xxxxx fl_c_min = 0.034 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.199719 seconds.
Elapsed time is 0.906949 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min        max       pYis0      pYls0      pYgr0      pYisMINY      pYisMAXY        p0_1         p1          p5         p10        p15         p20          p25          p35           p50         p65         p75        p80       p85       p90       p95       p99      p99_9 
                                   _________    _______    _________    ________    ______    _______    _______    _______    __________    ___________    ________    ________    ________    _______    ________    ________    _________    __________    _________    ________    _______    _______    ______    ______    ______    ______    ______

    cl_mt_pol_a                      -1.1616     3.0612     -2.6354        -12.5    49.582    0.04357     0.6026    0.35383      0.012907    -3.8397e-35       -12.5       -12.5     -8.1551    -5.0635     -3.3088     -2.3897      -1.8048       -1.1364     -0.46791    0.033422    0.36765    0.61832    1.0361    1.5374    2.4566     4.629    7.3864
    cl_mt_pol_coh                    0.11841     3.2269      27.251      -12.055    53.286          0    0.36512    0.63488    9.9562e-05    -3.8397e-35     -11.817     -11.106     -7.0334    -4.0156      -2.292      -1.348     -0.75695     -0.060884      0.69112      1.3596     1.8333     2.1613    2.5791    3.1766    4.2322    6.5718    9.5269
    cl_mt_pol_c                       1.3068      0.302      0.2311        0.034    4.9129          0          0          1      0.012652    -3.8397e-35       0.034       0.034      1.0085     1.0313      1.0493      1.0659       1.1059        1.1633       1.2516      1.3808     1.4908      1.536      1.62    1.7219    1.8458    2.0863    2.3377
    cl_mt_pol_b_bridge               -1.0175     2.2582     -2.2193      -11.974         0    0.64753    0.35247          0    4.6811e-10        0.64753      -11.28     -10.582     -6.7257     -3.816     -2.2113     -1.2922     -0.69099    -0.0054409            0           0          0          0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.077197    0.13295     -1.7222     -0.76598         0    0.55674    0.44326          0    0.00026452        0.55674    -0.71126    -0.52366    -0.38436    -0.3008    -0.21725    -0.14053    -0.094678     -0.045856            0           0          0          0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.53651    0.54794     -1.0213        -2.65         0    0.50076    0.49924          0     0.0046006        0.50076       -2.65       -1.06       -1.06      -1.06       -1.06       -1.06        -1.06         -1.06            0           0          0          0         0         0         0         0         0
    cl_mt_pol_for_save               0.46963    0.96335      2.0513            0    49.582    0.48683          0    0.51317       0.48683    -3.8397e-35           0           0           0          0           0           0            0             0    0.0071925     0.25786     0.4512    0.70187    1.0361    1.5374    2.4566     4.629    7.3864

xxxxx fl_c_min = 0.001 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.305149 seconds.
Elapsed time is 0.381491 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean         sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1         p1         p5         p10         p15          p20         p25         p35         p50        p65        p75       p80       p85       p90       p95       p99      p99_9 
                                   ________    ________    _________    ________    ______    ________    _______    _______    __________    ___________    _______    ________    _______    ________    ________    _________    ________    ________    _______    _______    _______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                    0.088897      1.6095      18.105        -12.5    49.582    0.048111    0.46734    0.48455    5.3335e-06    -2.7764e-32    -5.8155     -3.5595     -2.139     -1.6377     -1.3035      -1.0528    -0.96925    -0.46791          0    0.36765    0.78543    1.1197    1.4539    2.0388    2.9579    5.1303    7.8877
    cl_mt_pol_coh                    1.3689      1.8566      1.3563      -12.055    53.286           0    0.21153    0.78847     1.478e-07    -2.7764e-32     -4.861     -2.6664    -1.2307    -0.67959    -0.31155    -0.043281     0.18978     0.65731     1.2088      1.762     2.2634    2.5976    3.0588    3.6653    4.7299    7.0695    10.016
    cl_mt_pol_c                      1.2549     0.34819     0.27746        0.001    4.9129           0          0          1    5.6802e-06    -2.7764e-32    0.37422     0.56962    0.71526     0.83863     0.89881         0.95      1.0108      1.0797     1.2178     1.3973     1.5031    1.5482    1.6322    1.7341    1.8559    2.0965    2.3499
    cl_mt_pol_b_bridge             -0.20477     0.59946     -2.9275       -12.42         0     0.78848    0.21152          0    5.4472e-07        0.78848     -5.347     -2.9331    -1.3537    -0.74755    -0.34271    -0.047609           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.03083    0.093152     -3.0214     -0.55237         0     0.85249    0.14751          0    7.3109e-08        0.85249    -0.4788    -0.46791    -0.3008    -0.11948           0            0           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_borr             -0.36124     0.50241     -1.3908        -1.06         0     0.65921    0.34079          0       0.34079        0.65921      -1.06       -1.06      -1.06       -1.06       -1.06        -1.06       -1.06           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_save              0.68574      1.0815      1.5772            0    49.582     0.19562          0    0.80438       0.19562    -2.7764e-32          0           0          0           0           0    0.0071925    0.052873     0.11698    0.28238     0.4512    0.78543    1.1197    1.4539    2.0388    2.9579    5.1303    7.8877

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Vary Interest rate
ar_fl_r_inf = 0.2     0.13667    0.073333        0.01
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xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxx fl_r_inf = 0.2 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 2.716052 seconds.
Elapsed time is 0.600243 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean          sd       coefofvar      min       max       pYis0       pYls0       pYgr0      pYisMINY       pYisMAXY        p0_1         p1          p5          p10         p15         p20          p25         p35         p50        p65       p75       p80       p85       p90       p95       p99      p99_9 
                                   _________    ________    _________    _______    ______    ________    ________    _______    ___________    ___________    ________    ________    _________    ________    ________    ________    _________    ________    _______    _______    ______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                      0.57376      1.4443      2.5174       -12.5    49.582    0.078166     0.25659    0.66524     0.00080588    -1.0062e-32     -9.7426     -1.5541      -0.8857    -0.80214    -0.63503    -0.38436    -0.050134    0.033422    0.28409    0.61832    1.0361    1.3703    1.7045    2.2894    3.2086     5.381    8.1384
    cl_mt_pol_coh                     1.8538      1.6943       0.914     -12.055    53.286           0    0.060542    0.93946     1.0586e-05    -1.0062e-32     -8.9178    -0.79529    -0.060884     0.21217     0.46537     0.71604      0.90797      1.1648     1.5267     2.0597    2.5611    2.8916    3.3131    3.9231    4.9842    7.3238    10.266
    cl_mt_pol_c                       1.2886     0.34319     0.26632       0.025    4.9129           0           0          1     0.00080576    -1.0062e-32     0.54189      0.6085      0.79482     0.85262     0.90837     0.99211       1.0479      1.1343     1.2972     1.4129    1.5303    1.6031     1.646    1.7479    1.8641    2.1067    2.3614
    cl_mt_pol_b_bridge              -0.04675     0.44923     -9.6091      -12.06         0     0.94026    0.059736          0     1.0938e-14        0.94026      -8.039    -0.85408     -0.07306           0           0           0            0           0          0          0         0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.004877    0.025298     -5.1872     -0.3594         0     0.95132    0.048682          0    -4.3638e-33        0.95132    -0.21725    -0.13369            0           0           0           0            0           0          0          0         0         0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.22693     0.44961     -1.9812       -4.24         0     0.79056     0.20944          0     9.9059e-06        0.79056       -2.65       -1.06        -1.06       -1.06       -1.06       -1.06            0           0          0          0         0         0         0         0         0         0         0
    cl_mt_pol_for_save               0.85232      1.1361       1.333           0    49.582     0.12685           0    0.87315        0.12685    -1.0062e-32           0           0            0           0    0.033422     0.11698       0.1743     0.28409    0.42678    0.70187    1.0361    1.3703    1.7045    2.2894    3.2086     5.381    8.1384

xxxxx fl_r_inf = 0.13667 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.404518 seconds.
Elapsed time is 0.821132 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean          sd       coefofvar      min        max       pYis0       pYls0      pYgr0      pYisMINY      pYisMAXY       p0_1        p1          p5          p10          p15          p20         p25         p35         p50        p65        p75       p80       p85       p90       p95       p99      p99_9 
                                   _________    ________    _________    ________    ______    ________    _______    _______    __________    __________    ________    _______    ________    _________    __________    ________    ________    ________    _______    _______    _______    ______    ______    ______    ______    ______    ______

    cl_mt_pol_a                      0.18337      1.8975      10.348        -12.5    49.582    0.055143    0.39012    0.55474     0.0028195    1.2826e-33       -12.5    -7.4031     -1.8884      -1.1364      -0.96925     -0.8857    -0.63503    -0.13369    0.11698    0.53476    0.86898    1.2032    1.5374    2.1223     3.125    5.2139    7.9713
    cl_mt_pol_coh                     1.4634      2.1148      1.4452      -12.055    53.286           0    0.15052    0.84948    2.7322e-05    1.2826e-33     -11.592    -6.3552       -0.98     -0.26536    -0.0049462     0.23952     0.49019     0.90837     1.3596     1.8926     2.3903    2.7245     3.146    3.7615    4.8171    7.1567    10.106
    cl_mt_pol_c                       1.2834     0.33406     0.26028        0.025    4.9129           0          0          1     0.0028062    1.2826e-33       0.025    0.73739     0.79074      0.87958       0.93821      0.9875      1.0258      1.1192     1.2381     1.4054     1.5114    1.5784    1.6399    1.7422    1.8584    2.1013     2.354
    cl_mt_pol_b_bridge              -0.21923      1.0259     -4.6798      -12.011         0     0.85229    0.14771          0    5.5502e-11       0.85229     -10.868    -6.0527      -1.019     -0.29055             0           0           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge    -0.015879    0.056985     -3.5888     -0.53273         0     0.89828    0.10172          0       3.6e-05       0.89828    -0.44861    -0.3008    -0.13369    -0.027128             0           0           0           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_borr              -0.33273     0.51021     -1.5334        -2.65         0     0.69263    0.30737          0     0.0043508       0.69263       -2.65      -1.06       -1.06        -1.06         -1.06       -1.06       -1.06           0          0          0          0         0         0         0         0         0         0
    cl_mt_pol_for_save                0.7512      1.1035       1.469            0    49.582     0.15686          0    0.84314       0.15686    1.2826e-33           0          0           0            0             0    0.033422     0.11698     0.19115    0.28409    0.59209    0.93946    1.2032    1.5374    2.1223     3.125    5.2139    7.9713

xxxxx fl_r_inf = 0.073333 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 4.727985 seconds.
Elapsed time is 0.803719 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                     mean        sd       coefofvar      min       max       pYis0       pYls0      pYgr0      pYisMINY     pYisMAXY       p0_1         p1          p5         p10        p15         p20        p25         p35          p50          p65         p75         p80        p85       p90       p95       p99      p99_9 
                                   ________    _______    _________    _______    ______    ________    _______    _______    __________    _________    ________    ________    ________    _______    ________    _______    ________    ________    _________    _________    ________    _______    _______    ______    ______    ______    ______

    cl_mt_pol_a                     -2.3431     3.5348     -1.5086       -12.5    49.582    0.031842    0.73674    0.23142       0.01379    1.265e-33       -12.5       -12.5     -9.9933    -7.8209     -6.1497    -4.8964     -3.9773     -2.6404       -1.387     -0.46791           0    0.20053    0.53476    1.0361    1.9552    4.1277    6.9686
    cl_mt_pol_coh                   -1.0631     3.6718      -3.454     -12.055    53.286           0    0.53541    0.46459    0.00010705    1.265e-33     -11.817     -11.291     -8.8094    -6.6156      -5.006    -3.7712     -2.8459     -1.5152       -0.228      0.74706      1.3258     1.6383     2.0597    2.6627    3.6838    6.0704    9.0785
    cl_mt_pol_c                      1.2555     0.2843     0.22644       0.025    4.9129           0          0          1      0.012252    1.265e-33       0.025       0.025      1.0347     1.0513      1.0637     1.0746      1.0851      1.1072       1.1828       1.2641      1.3836     1.4792      1.536    1.6379    1.8156    2.0679    2.3247
    cl_mt_pol_b_bridge              -1.8952     2.8941     -1.5271     -11.974         0     0.47684    0.52316          0    3.7402e-07      0.47684      -11.69     -11.096      -8.801    -6.6419     -5.0144    -3.7825     -2.8266     -1.5003     -0.15503            0           0          0          0         0         0         0         0
    cl_mt_pol_inf_borr_nobridge     -0.1114    0.14617     -1.3122     -1.0118         0     0.32486    0.67514          0    3.3269e-06      0.32486    -0.71858    -0.71858    -0.46791    -0.2896    -0.21725    -0.1656    -0.13623    -0.10598    -0.075115    -0.034968           0          0          0         0         0         0         0
    cl_mt_pol_for_borr             -0.64003    0.51845    -0.81004       -1.06         0      0.3962     0.6038          0        0.6038       0.3962       -1.06       -1.06       -1.06      -1.06       -1.06      -1.06       -1.06       -1.06        -1.06            0           0          0          0         0         0         0         0
    cl_mt_pol_for_save              0.30354    0.82935      2.7323           0    49.582     0.70698          0    0.29302       0.70698    1.265e-33           0           0           0          0           0          0           0           0            0            0    0.090749    0.20053    0.53476    1.0361    1.9552    4.1277    6.9686

xxxxx fl_r_inf = 0.01 xxxxx
xxxxx it_a_n = 750, it_z_n = 15 xxxxx
Elapsed time is 3.695334 seconds.
Elapsed time is 0.401326 seconds.
tb_outcomes_meansdperc: mean, sd, percentiles
                                      mean           sd        coefofvar      min       max        pYis0        pYls0       pYgr0        pYisMINY      pYisMAXY      p0_1        p1         p5         p10        p15        p20        p25        p35        p50        p65        p75         p80         p85         p90         p95         p99        p99_9  
                                   __________    __________    _________    _______    ______    __________    _______    __________    __________    __________    _______    _______    _______    _______    _______    _______    _______    _______    _______    _______    ________    ________    ________    ________    ________    ________    ________

    cl_mt_pol_a                       -11.874       0.92777    -0.078134      -12.5    49.332    2.1838e-10          1    8.0517e-08       0.32336    3.0779e-35      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5      -12.5    -12.416    -12.249    -11.915     -11.664     -11.414     -11.163     -10.745     -9.9933     -8.2386     -5.9826
    cl_mt_pol_coh                     -10.594        1.2113     -0.11434    -12.055    53.286             0    0.99999    8.0787e-06     0.0024274    3.0779e-35    -12.055    -11.908    -11.817    -11.713    -11.592    -11.486    -11.452    -11.291    -10.951    -10.539     -10.139     -9.8708     -9.5239     -9.0226     -8.1378     -6.1872     -3.7586
    cl_mt_pol_c                        1.1624       0.34928      0.30047    0.32092    5.1575             0          0             1     0.0024274    3.0779e-35    0.32092    0.46798    0.55886    0.66368    0.78461    0.86816     0.9241     1.0101     1.1727     1.2764      1.4062      1.4844      1.5005      1.6072      1.7616      2.0007       2.247
    cl_mt_pol_b_bridge                  -10.7        1.2233     -0.11433    -12.176         0    8.0787e-06    0.99999             0     0.0024274    8.0787e-06    -12.176    -12.027    -11.936     -11.83    -11.708    -11.601    -11.567    -11.404     -11.06    -10.645     -10.241     -9.9695     -9.6192     -9.1128     -8.2191     -6.2491     -3.7962
    cl_mt_pol_inf_borr_nobridge       -1.1741       0.35276     -0.30046    -2.6171         0    8.0735e-08          1             0    4.7419e-07    8.0735e-08    -2.2695    -2.0207    -1.7792    -1.6233    -1.5155    -1.4993    -1.4202    -1.2892    -1.1844    -1.0202    -0.93334    -0.87684    -0.79245    -0.67032    -0.56444    -0.47266    -0.32413
    cl_mt_pol_for_borr                      0             0          NaN          0         0             1          0             0             1             1          0          0          0          0          0          0          0          0          0          0           0           0           0           0           0           0           0
    cl_mt_pol_for_save             4.3584e-08    0.00021609       4958.1          0    49.332             1          0    8.0517e-08             1    3.0779e-35          0          0          0          0          0          0          0          0          0          0           0           0           0           0           0           0           0


ans = 

  Map with properties:

        Count: 22
      KeyType: char
    ValueType: any