Test Preference (Risky + Safe Asets + Two-Step + Interpolated + Percentage Distribution)

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

Compare against fsi_iwkz_ds_vecsv_pref from iwkz. Here, we use ipwkz.

@include

@seealso

Contents

Set Shared Parameters

close all;
clear all;

ar_fl_beta = [0.87, 0.925, 0.97];
ar_fl_crra = [1, 1.5, 2.0];
it_z_n = 15;

Simulate Model with Discount = 0.87

for fl_crra = ar_fl_crra

    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp(['fl_beta = ' num2str(ar_fl_beta(1))]);
    disp(['fl_crra = ' num2str(fl_crra)]);
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('');
    disp('');
    disp('');
    disp('');

    % Call Default Parameters <https://fanwangecon.github.io/CodeDynaAsset/m_ipwkz/paramfunc/html/ffs_ipwkz_set_default_param.html ffs_ipwkz_set_default_param>
    bl_input_override = true;
    it_param_set = 9;
    [param_map, support_map] = ffs_ipwkz_set_default_param(it_param_set);

    % Simulation Accuracy
    param_map('it_z_n') = it_z_n;
    param_map('fl_beta') = ar_fl_beta(1);
    param_map('fl_crra') = fl_crra;

    % Display Parameters
    support_map('bl_display') = false;
    support_map('bl_display_final') = false;
    support_map('bl_time') = true;
    support_map('bl_profile') = false;
    support_map('bl_graph_coh_t_coh') = true;

    % Call Grid Generator <https://fanwangecon.github.io/CodeDynaAsset/m_az/paramfunc/html/ffs_ipwkz_get_funcgrid.html ffs_ipwkz_get_funcgrid>
    [armt_map, func_map] = ffs_ipwkz_get_funcgrid(param_map, support_map, bl_input_override);

    % Call Dynamic Programming Problem <https://fanwangecon.github.io/CodeDynaAsset/m_az/solve/html/ff_ipwkz_vf_vecsv.html ff_ipwkz_vf_vecsv>
    result_map = ff_ipwkz_vf_vecsv(param_map, support_map, armt_map, func_map);

    % Call Distribution CProgram
    result_map = ff_iwkz_ds_vecsv(param_map, support_map, armt_map, func_map, result_map, bl_input_override);

    % Snap
    snapnow;

end

% close all
close all;
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.87
fl_crra = 1
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 2.929949 seconds.
Elapsed time is 0.780523 seconds.
                     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      fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1      fracByP1     fracByP5    fracByP10    fracByP15    fracByP20    fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   _________    _________    _________    __________    ______    _____    _________    _______    ___________    ___________    __________    __________    __________    _________    _________    _________    _________    ________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    ___________    __________    ________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val         3.3081       1.3856     0.41884        -1.8922    14.026      0      0.0018451    0.99815     -1.686e-36    -5.0105e-37      -0.10888       0.50048        1.1593       1.5998        1.897       2.0611        2.366      2.7179       3.2189       3.7671       4.1902       4.4612       4.7458       5.1332       5.7264       6.8731       7.9521          1.9198                  1               1.9104               0.94               0.001296             0.19967                 1.2708              0.92895                 0.63823             0.95784          -8.5173e-05    0.00076711    0.011706    0.035494      0.06138     0.088841      0.12796      0.20066      0.33712      0.49249      0.61342      0.68137      0.74836      0.82177      0.90406      0.97797       0.99755  
    cl_mt_coh         3.7403       1.4667     0.39215        0.44365    57.277      0              0          1    -5.0859e-37    -7.6562e-36        1.3458        1.6465        1.9472       2.1477       2.3481       2.5486       2.7491      2.9495       3.4507       3.9519       4.4531       4.7538       5.1547       5.6559        6.558        8.663       11.269          1.9104               0.94               2.1513                  1              0.0015443             0.22475                 1.4469              0.99916                 0.70285             0.99645           0.00076779     0.0071571    0.027506    0.051867     0.082198      0.12566      0.17489      0.22882      0.37665      0.50955      0.62717      0.68747      0.75712      0.82176      0.89954        0.976       0.99712  
    cl_mt_pol_a    0.0021716    0.0046846      2.1572     9.9839e-05    44.771      0              0          1    -1.7806e-36    -7.8859e-36    0.00060436    0.00077294    0.00095376    0.0010957    0.0012458    0.0013522    0.0014585    0.001625    0.0019141    0.0022577    0.0026347    0.0028126    0.0030498    0.0034056    0.0040136    0.0054783    0.0074214        0.001296            0.19967            0.0015443            0.22475             2.1945e-05                   1              0.0010272              0.22208              0.00049518             0.21981           0.00058058     0.0056358    0.022237    0.043637     0.070344       0.1097      0.15074      0.21273      0.33338      0.47246      0.59793      0.65437      0.72112      0.78644       0.8723      0.95644       0.98114  
    cl_mt_pol_k       2.1356      0.98733     0.46233       0.099739    22.025      0              0          1    -1.7806e-36     3.0712e-37       0.60375       0.77216       0.95281       1.0946       1.2446       1.3508       1.4571      1.6233       1.9122       2.2554        2.632       2.8098       3.0468       3.4022       4.0096       5.4729       7.3486          1.2708            0.92895               1.4469            0.99916              0.0010272             0.22208                0.97482                    1                 0.47109             0.99218            0.0005898     0.0057253     0.02259     0.04433     0.071461      0.11144      0.15313      0.21611      0.33868      0.47998      0.60745       0.6648      0.73261      0.79899      0.88625       0.9718        0.9966  
    cl_mt_pol_c       1.6026       0.4809     0.30008        0.28959     12.89      0              0          1    -3.1932e-36    -5.0105e-37       0.74141       0.87354       0.99342        1.052       1.1494       1.1964       1.2435      1.3505       1.5046       1.6942       1.8231       1.9412        2.064       2.2277       2.5142       3.1478       3.9131         0.63823            0.95784              0.70285            0.99645             0.00049518             0.21981                0.47109              0.99218                 0.23126                   1            0.0010052     0.0090671     0.03351    0.061882      0.09873      0.13567      0.17093      0.25283      0.38963      0.54518      0.64718      0.70811      0.76931      0.83601      0.90969        0.979       0.99755  

xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.87
fl_crra = 1.5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 3.236844 seconds.
Elapsed time is 0.711331 seconds.
                     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      fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1     fracByP5    fracByP10    fracByP15    fracByP20    fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   ________    ________    _________    __________    ______    _____    _________    _______    ___________    ___________    __________    __________    _________    _________    ________    _________    _________    ________    _________    _________    _________    _________    _________    _________    _________    ________    ________    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    ___________    _________    ________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val        2.8915      1.1392     0.39398        -2.5327    8.9454      0      0.0033457    0.99665      3.889e-35     8.4291e-36      -0.25014       0.33097       1.0164       1.4322      1.6927       1.9114       2.1306      2.4642        2.895       3.3297       3.6481       3.8624       4.0903       4.3679         4.79      5.5325      6.2038          1.2978                   1              1.6914            0.91317              0.0017759             0.064808                1.1699               0.89289                0.51978              0.95108         -0.00016685    0.0002497    0.011721    0.033768     0.059955     0.090723      0.12731      0.21185      0.34489      0.50384      0.62399      0.69222      0.75893      0.83124      0.90974      0.98009       0.99781  
    cl_mt_coh        3.8481      1.6259     0.42253        0.44365    57.277      0              0          1    -4.8304e-35     1.4525e-34        1.3458        1.5462       1.9472       2.1477      2.3481       2.5486       2.7491      3.0498       3.4507       4.0521       4.6535       4.9542       5.3552       5.9566        6.959      9.3646      12.472          1.6914             0.91317              2.6437                  1              0.0041462              0.10601                1.8668               0.99831                0.77267              0.99058          0.00083434    0.0041983    0.030041    0.052178     0.081803      0.12157      0.16578      0.23841      0.34958       0.4967      0.62266       0.6832      0.74274      0.81276      0.89165      0.97312       0.99654  
    cl_mt_pol_a    0.002782    0.024054      8.6464     9.9839e-05    47.007      0              0          1    -4.8304e-35    -4.4999e-35    0.00057695    0.00069439    0.0009141    0.0010957    0.001198    0.0013003    0.0014053    0.001625    0.0019713    0.0023975    0.0027533    0.0029708    0.0032775    0.0037069    0.0044641    0.006371    0.011479       0.0017759            0.064808           0.0041462            0.10601             0.00057861                    1             0.0025682              0.092831             0.00099939             0.086604          0.00048488    0.0025295    0.017442    0.034418     0.053079     0.076579      0.10116      0.15914      0.26191      0.37641       0.4656      0.51715      0.57344      0.63598       0.7048      0.77899       0.80226  
    cl_mt_pol_k       2.234      1.1501     0.51482       0.099739    22.009      0              0          1    -4.8304e-35    -2.6999e-35       0.57637       0.69369      0.91319       1.0946      1.1968        1.299       1.4039      1.6233       1.9694       2.3951       2.7505       2.9678       3.2742       3.6998       4.4597      6.2298      8.6405          1.1699             0.89289              1.8668            0.99831              0.0025682             0.092831                1.3228                     1                0.54152              0.98146          0.00060322    0.0031469    0.021699    0.042818     0.066033     0.095269      0.12585      0.19798      0.32586      0.46834      0.57941      0.64355      0.71376      0.78547      0.87792      0.96766       0.99586  
    cl_mt_pol_c      1.6113     0.47974     0.29773        0.34381    10.206      0              0          1    -4.8304e-35      1.097e-35       0.76882       0.85185      0.99342       1.0957      1.1494       1.1992       1.2483      1.3696       1.5223       1.6956       1.8593        1.961       2.0777       2.2529       2.5209      3.1474      3.8802         0.51978             0.95108             0.77267            0.99058             0.00099939             0.086604               0.54152               0.98146                0.23015                    1           0.0010451    0.0055625    0.028621     0.06533     0.097684      0.13624      0.17145      0.25946      0.39194      0.54655      0.65595      0.71044        0.771      0.83672      0.91033      0.97898       0.99746  

xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.87
fl_crra = 2
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 3.485955 seconds.
Elapsed time is 0.791266 seconds.
                     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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1      fracByP1      fracByP5     fracByP10    fracByP15    fracByP20    fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   _________    ________    _________    __________    ______    _____    _________    _______    __________    ___________    __________    __________    _________    ________    ________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    ___________    ___________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val         2.5621     0.95564     0.37299        -3.3307    6.2616      0      0.0049706    0.99503    1.5167e-34    -1.8529e-34      -0.51316       0.20302      0.90184      1.2952      1.5392       1.7559       1.9328        2.219       2.6117       2.9825       3.2496       3.3888       3.5672       3.7702       4.0604       4.5426    4.9535         0.91324                   1              1.5347            0.88183             0.0048573              0.069863                1.0984              0.85793                0.43147              0.93764          -0.00028923    -0.00040374      0.01096    0.033626     0.059712     0.092833      0.12765      0.20886      0.35029      0.51652      0.63547      0.70089      0.77012      0.84106      0.91537      0.98155       0.99804  
    cl_mt_coh         4.0003      1.8211     0.45525        0.44365    57.277      0              0          1    2.5319e-34     8.6947e-34        1.2455        1.5462       1.9472      2.1477      2.3481       2.5486       2.7491       3.0498       3.5509       4.2526        4.854       5.1547       5.6559       6.3575       7.4601       10.267    13.975          1.5347             0.88183              3.3166                  1              0.020306               0.15326                2.4333              0.99736                0.86293              0.98403           0.00040095      0.0052785     0.029907    0.050949     0.078158      0.11207      0.15444      0.21856      0.34087      0.49473      0.60786      0.65827      0.72939      0.80433      0.88565      0.97146       0.99627  
    cl_mt_pol_a    0.0057121    0.072753      12.737     9.9839e-05    48.046      0              0          1    2.5319e-34     3.8378e-35    0.00048324    0.00066289    0.0009141    0.001052    0.001198    0.0013514    0.0014537    0.0016802    0.0020286    0.0025161    0.0029428    0.0032598    0.0035842    0.0040845    0.0050659    0.0078298    1.1613       0.0048573            0.069863            0.020306            0.15326             0.0052931                     1              0.011261              0.11554              0.0037514              0.10708           8.9129e-05      0.0012789    0.0087183    0.015306     0.025515     0.037375     0.048779     0.078783      0.12479      0.18661      0.23184      0.26221      0.28888      0.32195      0.36174      0.40308       0.66041  
    cl_mt_pol_k       2.3704      1.3397     0.56516       0.099739    21.991      0              0          1    2.5319e-34     1.4783e-34       0.48276       0.66223      0.91319      1.0509      1.1968         1.35       1.4522       1.6785       2.0266       2.5135       2.9399       3.2129       3.5731       4.0804       4.9663       7.1061    10.038          1.0984             0.85793              2.4333            0.99736              0.011261               0.11554                1.7948                    1                0.62731              0.97242           0.00021456      0.0030787     0.020988    0.036846     0.061423     0.089974      0.11743      0.18966      0.30046      0.44943      0.55864       0.6222      0.69431      0.77753      0.86784      0.96472       0.99528  
    cl_mt_pol_c       1.6242     0.48153     0.29647        0.34381    8.5519      0              0          1    2.5319e-34     3.6638e-36       0.76229       0.85553       1.0175      1.0957      1.1501       1.2346       1.2645       1.3847       1.5333       1.7297       1.8661       1.9798       2.1032       2.2634       2.5368       3.1282    3.8475         0.43147             0.93764             0.86293            0.98403             0.0037514               0.10708               0.62731              0.97242                0.23187                    1           0.00058598      0.0054977     0.031157    0.061695      0.10291         0.14      0.17043      0.26151      0.39002      0.53831      0.64842      0.70787       0.7707      0.83846      0.91212      0.97884       0.99754  

Simulate Model with Discount = 0.925

close all

for fl_crra = ar_fl_crra

    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp(['fl_beta = ' num2str(ar_fl_beta(2))]);
    disp(['fl_crra = ' num2str(fl_crra)]);
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('');
    disp('');
    disp('');
    disp('');

    % Call Default Parameters <https://fanwangecon.github.io/CodeDynaAsset/m_ipwkz/paramfunc/html/ffs_ipwkz_set_default_param.html ffs_ipwkz_set_default_param>
    bl_input_override = true;
    it_param_set = 9;
    [param_map, support_map] = ffs_ipwkz_set_default_param(it_param_set);

    % Simulation Accuracy
    param_map('it_z_n') = it_z_n;
    param_map('fl_beta') = ar_fl_beta(2);
    param_map('fl_crra') = fl_crra;

    % Display Parameters
    support_map('bl_display') = false;
    support_map('bl_display_final') = false;
    support_map('bl_time') = true;
    support_map('bl_profile') = false;
    support_map('bl_graph_coh_t_coh') = true;

    % Call Grid Generator <https://fanwangecon.github.io/CodeDynaAsset/m_az/paramfunc/html/ffs_ipwkz_get_funcgrid.html ffs_ipwkz_get_funcgrid>
    [armt_map, func_map] = ffs_ipwkz_get_funcgrid(param_map, support_map, bl_input_override);

    % Call Dynamic Programming Problem <https://fanwangecon.github.io/CodeDynaAsset/m_az/solve/html/ff_ipwkz_vf_vecsv.html ff_ipwkz_vf_vecsv>
    result_map = ff_ipwkz_vf_vecsv(param_map, support_map, armt_map, func_map);

    % Call Distribution CProgram
    result_map = ff_iwkz_ds_vecsv(param_map, support_map, armt_map, func_map, result_map, bl_input_override);

    % Snap
    snapnow;

end

% close all
close all;
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.925
fl_crra = 1
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 3.247156 seconds.
Elapsed time is 0.665009 seconds.
                    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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1     fracByP5    fracByP10    fracByP15    fracByP20    fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   _______    _______    _________    __________    ______    _____    __________    _____    ___________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ________    _________    _________    _________    _______    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    __________    __________    ________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val       7.0673     1.8556     0.26255       -0.36879    20.339      0      -2.053e-35      1      -2.3211e-35    1.7892e-36       2.4626       3.2248       4.2146       4.7332       5.1436        5.475       5.7405       6.2489       6.9886       7.6985       8.2594      8.6261       8.9935       9.5142         10.3     11.814    13.313          3.4431                   1             3.7682             0.92762              0.036593              0.094086                2.8337               0.9249                0.89789              0.95727          0.00039826      0.004183    0.026703     0.060272     0.093908     0.13172      0.17026      0.25707      0.39604      0.55521      0.66507      0.72519        0.786      0.85115      0.92067      0.98235       0.99806  
    cl_mt_coh       5.5005     2.1892     0.39801        0.44365    57.277      0               0      1      -8.5985e-35    5.2764e-36       1.9472       2.3481       2.8493         3.15       3.4507       3.7514       3.9519       4.3528       5.0545       5.8564        6.558       6.959       7.5604       8.3622       9.6653     12.773    16.782          3.7682             0.92762             4.7927                   1               0.10314               0.22477                3.5921              0.99372                 1.0975              0.99177          0.00057774     0.0054354    0.026589     0.052573     0.084762     0.12335      0.15723      0.22809      0.35854      0.51167      0.62016       0.6759      0.74595      0.81778      0.89612      0.97438       0.99681  
    cl_mt_pol_a    0.02914     0.2096       7.193     0.00010887    47.958      0               0      1      -2.8291e-35    2.2857e-36    0.0010727    0.0013893    0.0017438    0.0019892    0.0021822    0.0023724    0.0025142    0.0028413    0.0034023    0.0040095    0.0046174    0.004965    0.0054686    0.0062557    0.0082004    0.89327      3.04        0.036593            0.094086            0.10314             0.22477              0.043934                     1              0.041484              0.11986               0.017723              0.16727          4.5827e-05    0.00059275    0.003003    0.0058871    0.0098169    0.013866     0.017593     0.026938     0.043655     0.062556      0.07791     0.085419     0.093992      0.10405      0.11611      0.38329       0.86632  
    cl_mt_pol_k     3.7052     1.6512     0.44563        0.10877    22.142      0               0      1      -2.8291e-35    7.2081e-36       1.0717       1.3879       1.7421       1.9872         2.18         2.37       2.5117       2.8385       3.3614       3.9381       4.4739      4.8211       5.2378        5.892       6.8213      9.148      12.5          2.8337              0.9249             3.5921             0.99372              0.041484               0.11986                2.7263                    1                0.82429              0.98759          0.00036006     0.0046572    0.023594     0.046601      0.07748     0.11001       0.1393      0.21438      0.33608      0.48946      0.60069      0.66499      0.72936      0.80814      0.88887      0.97197       0.99648  
    cl_mt_pol_c     1.7661    0.50549     0.28621        0.24441    8.2234      0               0      1      -2.2777e-35    4.8061e-36      0.83478      0.95885       1.1055       1.1948       1.2685       1.3422       1.4071       1.5115        1.685       1.8815       2.0408      2.1347       2.2559       2.4356        2.737     3.3414    4.0606         0.89789             0.95727             1.0975             0.99177              0.017723               0.16727               0.82429              0.98759                0.25553                    1          0.00061273     0.0059646    0.031939     0.061951      0.10211     0.14384      0.17834      0.26393      0.40367      0.54667       0.6611      0.71299      0.77378      0.84004       0.9145      0.97956       0.99763  

xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.925
fl_crra = 1.5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 3.899511 seconds.
Elapsed time is 0.980824 seconds.
                     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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1      fracByP5     fracByP10    fracByP15    fracByP20    fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   ________    _______    _________    __________    ______    _____    __________    _____    ___________    __________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ________    _________    _______    ______    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    __________    __________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val        6.0979      1.481     0.24288        -1.3382    13.889      0      4.2626e-34      1      -7.8602e-35      1.21e-25        1.9614       2.7898       3.6882       4.1885       4.5383       4.8265       5.0813       5.4929        6.084       6.6572        7.112       7.3532      7.6563       8.0214     8.5642    9.5695    10.527         2.1935                   1              3.3986             0.90261               0.13235               0.1863                2.5626               0.90461                0.70357              0.95886          0.00030786     0.0041787      0.026767     0.060812     0.094021      0.13329      0.17539      0.26023     0.40276      0.56261      0.67202      0.73231      0.79417      0.85709      0.92489      0.98361       0.99822  
    cl_mt_coh        5.7366     2.5423     0.44317        0.44365    57.277      0               0      1       -3.324e-34      1.21e-25        1.7467       2.1477       2.7491         3.15       3.4507       3.6512       3.9519       4.4531       5.1547       6.0568       6.8587       7.3599      8.0615       8.9637     10.567    14.376    19.589         3.3986             0.90261              6.4634                   1               0.47068              0.38597                4.7591               0.97867                 1.2335              0.97936          0.00031225     0.0036382      0.023787     0.052914     0.082551      0.10683      0.14611      0.22294     0.34283       0.4862      0.59931      0.66154      0.73151      0.80245      0.88784       0.9712       0.99629  
    cl_mt_pol_a    0.088917    0.47967      5.3946     9.9839e-05    48.134      0               0      1       -3.324e-34    2.8591e-34    0.00092672    0.0012269    0.0016265    0.0019279    0.0021188    0.0023573    0.0025413    0.0029068    0.0035372    0.0042699    0.0050345    0.0055401    0.006287    0.0078228    0.32964     2.425    5.9394        0.13235              0.1863             0.47068             0.38597               0.23009                    1               0.17647               0.19234               0.064124              0.26983          1.0304e-05    0.00012788    0.00086596    0.0019653    0.0029937    0.0041892    0.0055683    0.0087717    0.014425     0.020626      0.02588     0.029027     0.032062     0.035984     0.070632      0.55725       0.91677  
    cl_mt_pol_k      3.8724     1.9128     0.49394       0.099739    22.079      0               0      1       -3.324e-34    1.1118e-21       0.92579       1.2257       1.6249       1.9259       2.1167       2.3156       2.5117       2.9039       3.4663       4.1403       4.7483       5.1772      5.6061       6.3209     7.5222    10.509    14.449         2.5626             0.90461              4.7591             0.97867               0.17647              0.19234                3.6587                     1                0.92397              0.97501          0.00023635     0.0029334      0.019864     0.045475     0.069067     0.096547      0.12879      0.20481     0.32758      0.46734      0.58256      0.64893      0.71744      0.79222      0.88051      0.96888       0.99598  
    cl_mt_pol_c      1.7752    0.49543     0.27908        0.34381    8.2234      0               0      1       -3.324e-34      1.21e-25       0.85557      0.96447       1.1226       1.2221       1.2999       1.3422       1.4159       1.5211       1.6855       1.8872       2.0486       2.1633      2.2781       2.4356     2.7163    3.2614    3.9059        0.70357             0.95886              1.2335             0.97936              0.064124              0.26983               0.92397               0.97501                0.24545                    1          0.00049292     0.0069306      0.033718     0.068554      0.10148       0.1392      0.18194      0.25982       0.394      0.55075      0.65554      0.71763      0.77858      0.84279      0.91513      0.98026       0.99769  

xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.925
fl_crra = 2
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 4.466526 seconds.
Elapsed time is 0.950940 seconds.
                    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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1      fracByP5     fracByP10     fracByP15    fracByP20    fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   _______    _______    _________    __________    ______    _____    ___________    _____    __________    __________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _______    ______    ______    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    __________    __________    __________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val       5.3266     1.1986     0.22503        -2.4025    10.144      0      -1.2725e-33      1      1.4812e-34    1.1697e-14        1.5396       2.4064         3.28       3.7433       4.0434       4.3201       4.5314       4.8945       5.3728       5.8312       6.1601       6.3583       6.5753     6.8392    7.2241    7.8893    8.5117         1.4367                   1              3.0895              0.8753               0.2622               0.26163                2.2692               0.88532               0.55805                0.9544          0.00026875     0.0039094      0.025852      0.060918     0.095548      0.13672      0.1793      0.26597       0.41235      0.56908     0.68128      0.73939      0.79978      0.86282      0.92864       0.9847       0.99839  
    cl_mt_coh        6.038     2.9447      0.4877        0.44365    57.277      0                0      1       6.518e-34    1.1697e-14        1.7467       2.1477       2.7491         3.15       3.4507       3.7514       3.9519       4.5533       5.3552       6.4578       7.3599       7.9613        8.663     9.7655     11.67    16.281    22.596         3.0895              0.8753              8.6713                   1                1.275               0.51787                6.0078               0.95409                1.3885               0.96658          0.00052333     0.0045735      0.024389      0.051698     0.077827      0.10811     0.13388      0.21536       0.33194      0.48746      0.5943       0.6553      0.71583      0.79221      0.88007      0.96893       0.99595  
    cl_mt_pol_a    0.19742    0.83608      4.2351     9.9839e-05    48.221      0                0      1       6.518e-34    1.6288e-35    0.00085557    0.0011394    0.0015705    0.0018637    0.0021119    0.0023573    0.0025625    0.0029722    0.0036722    0.0046815    0.0056832    0.0064341    0.0078985    0.19307     1.265    4.3677    9.1938         0.2622             0.26163               1.275             0.51787              0.69902                     1               0.43028               0.24067               0.14569               0.35723          4.1763e-06    5.9083e-05    0.00037643    0.00077292    0.0013114    0.0018792    0.002471     0.003966     0.0063983    0.0095957    0.012149     0.013683     0.015452     0.023399      0.18987      0.67538       0.94387  
    cl_mt_pol_k     4.0534     2.1384     0.52756       0.099739    21.935      0                0      1       6.518e-34    5.1785e-11       0.85471       1.1383       1.5689       1.8618       2.1098       2.3067         2.56       2.9399       3.6011       4.3618       5.1043       5.4631       6.1336     6.8327    8.1172    10.992    15.336         2.2692             0.88532              6.0078             0.95409              0.43028               0.24067                4.5727                     1                1.0048               0.96325           0.0002032     0.0028747      0.018316      0.037969     0.064232     0.089818     0.12242      0.18692        0.3105      0.45374     0.56925      0.63682      0.70738      0.78431       0.8757      0.96748       0.99577  
    cl_mt_pol_c     1.7872    0.48781     0.27295        0.34381    7.0568      0                0      1       6.518e-34    1.1697e-14       0.85557       0.9637       1.1226       1.2221       1.3027       1.3723       1.4166       1.5463       1.7177       1.9052       2.0715       2.1637       2.2879     2.4457     2.702    3.2083    3.7766        0.55805              0.9544              1.3885             0.96658              0.14569               0.35723                1.0048               0.96325               0.23796                     1          0.00081887     0.0051475      0.028857      0.065553     0.099195       0.1351     0.17536      0.25996       0.39645      0.54593     0.65958      0.71766      0.77806      0.84494       0.9164      0.98068       0.99777  

Simulate Model with Discount = 0.97

close all

for fl_crra = ar_fl_crra

    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp(['fl_beta = ' num2str(ar_fl_beta(3))]);
    disp(['fl_crra = ' num2str(fl_crra)]);
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('');
    disp('');
    disp('');
    disp('');

    % Call Default Parameters <https://fanwangecon.github.io/CodeDynaAsset/m_ipwkz/paramfunc/html/ffs_ipwkz_set_default_param.html ffs_ipwkz_set_default_param>
    bl_input_override = true;
    it_param_set = 9;
    [param_map, support_map] = ffs_ipwkz_set_default_param(it_param_set);

    % Simulation Accuracy
    param_map('it_z_n') = it_z_n;
    param_map('fl_beta') = ar_fl_beta(3);
    param_map('fl_crra') = fl_crra;

    % Display Parameters
    support_map('bl_display') = false;
    support_map('bl_display_final') = false;
    support_map('bl_time') = true;
    support_map('bl_profile') = false;
    support_map('bl_graph_coh_t_coh') = true;

    % Call Grid Generator <https://fanwangecon.github.io/CodeDynaAsset/m_az/paramfunc/html/ffs_ipwkz_get_funcgrid.html ffs_ipwkz_get_funcgrid>
    [armt_map, func_map] = ffs_ipwkz_get_funcgrid(param_map, support_map, bl_input_override);

    % Call Dynamic Programming Problem <https://fanwangecon.github.io/CodeDynaAsset/m_az/solve/html/ff_ipwkz_vf_vecsv.html ff_ipwkz_vf_vecsv>
    result_map = ff_ipwkz_vf_vecsv(param_map, support_map, armt_map, func_map);

    % Call Distribution CProgram
    result_map = ff_iwkz_ds_vecsv(param_map, support_map, armt_map, func_map, result_map, bl_input_override);

    % Snap
    snapnow;

end

% close all
close all;
clear all;
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.97
fl_crra = 1
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 8.070122 seconds.
Elapsed time is 1.265467 seconds.
                    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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1      fracByP5     fracByP10     fracByP15     fracByP20     fracByP25     fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   ______    _______    _________    __________    ______    _____    _____    _____    __________    ___________    _________    _________    _________    _________    _________    _________    _________    _______    ______    ______    ______    ______    ______    ______    ______    ______    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    __________    __________    __________    __________    __________    __________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val      22.612     3.6383      0.1609         9.4229    40.068      0        0        1      1.1539e-35     9.6346e-08       14.434       15.847       17.382       18.271       18.938       19.522       19.999     20.886    22.175     23.62    24.805    25.525    26.394     27.54    29.301    32.683    36.078         13.237                   1              23.218              0.9447               14.045               0.71264                7.5756               0.74494                1.5974               0.97442          0.00066268     0.0067513      0.036598      0.076507       0.11716       0.16182       0.20385      0.29405     0.43702      0.58855      0.69564      0.75142      0.80862      0.86828       0.9309      0.98487       0.99836  
    cl_mt_coh      12.653     6.7551     0.53387        0.44365    57.277      0        0        1      9.0617e-35     9.6346e-08         3.15       4.0521       5.1547       5.9566       6.6582       7.2597       7.7608     8.9637    10.868    13.374    15.679    17.183    19.188    21.794    26.204    35.927     45.55         23.218              0.9447              45.631                   1               32.589               0.89063                 10.21               0.54077                2.8315               0.93029          0.00026933     0.0033096      0.018432      0.040426      0.068133      0.096511       0.12277      0.19235     0.30714      0.44963      0.56367      0.62898      0.70286      0.78267      0.87547      0.96838       0.99624  
    cl_mt_pol_a    4.1338     5.4168      1.3104     0.00013598    48.401      0        0        1      1.1539e-35    -5.4021e-35    0.0021845    0.0029642    0.0040791    0.0050243    0.0061697    0.0073682    0.0096009    0.62136    2.0884    4.0925    6.0657    7.3763    9.0663     11.32    15.755    25.013    32.524         14.045             0.71264              32.589             0.89063               29.342                     1                 1.508                0.0996                1.7389               0.71244          5.0326e-07    6.7869e-06    4.1518e-05    0.00010044    0.00017109    0.00024686    0.00034602    0.0058666    0.054728      0.16512      0.28738      0.36835      0.46656      0.58986      0.75045      0.93135       0.99157  
    cl_mt_pol_k    6.4955     2.7951     0.43032        0.13585    22.011      0        0        1      1.1539e-35     2.1248e-06       1.8599       2.2518       3.1042        3.671       3.7764       4.4147       4.4803     5.2785    6.1635     6.883    7.6817    8.6351    9.1581    10.408    11.421    15.617     21.48         7.5756             0.74494               10.21             0.54077                1.508                0.0996                7.8126                     1               0.88963               0.70637          0.00028738     0.0032503      0.020703      0.045801      0.074935       0.10826       0.13986        0.213     0.34167      0.48776      0.60385      0.66569      0.73451       0.8064      0.89056      0.97297       0.99667  
    cl_mt_pol_c    2.0238    0.45058     0.22264        0.24441    7.0568      0        0        1      6.9349e-35     9.6346e-08      0.96551        1.142       1.3388       1.4618       1.5474       1.6337       1.7014      1.831    1.9987    2.1761    2.3087    2.3897    2.4875     2.611    2.8081    3.2026    3.7564         1.5974             0.97442              2.8315             0.93029               1.7389               0.71244               0.88963               0.70637               0.20303                     1          0.00049761     0.0053315      0.030591      0.068694       0.10224       0.14666       0.18551      0.26954     0.41368      0.56706      0.67809      0.73522      0.79536      0.85928       0.9249      0.98308       0.99802  

xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
fl_beta = 0.97
fl_crra = 1.5
xxxxxxxxxxxxxxxxxxxxxxxxxxx
xxxxxxxxxxxxxxxxxxxxxxxxxxx
Elapsed time is 9.748862 seconds.
Elapsed time is 1.190882 seconds.
                    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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1      fracByP5     fracByP10     fracByP15     fracByP20     fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   ______    _______    _________    __________    ______    _____    _____    _____    __________    __________    _________    _________    _________    _________    _________    _________    _______    ______    ______    ______    ______    ______    ______    ______    ______    ______    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    __________    __________    __________    __________    __________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val      19.532     2.8916     0.14804         6.8294    29.752      0        0        1      1.4976e-36    1.4244e-06       12.309       13.726       15.127       15.942       16.528       17.021      17.44     18.23     19.32    20.502    21.442     21.99    22.642    23.471    24.671    26.703    28.523         8.3615                   1              22.862             0.94502               16.014               0.77912                5.5778               0.67118                1.2709               0.97169          0.00063689     0.0067724      0.036707      0.076974       0.11822       0.16144      0.20548      0.2968      0.44102      0.59338      0.70073      0.75638      0.81324      0.87227      0.93379      0.98592       0.99854  
    cl_mt_coh      14.742     8.3664     0.56752        0.44365    57.277      0        0        1      2.9032e-35    1.4244e-06       2.9495       3.9519       5.2549       6.1571        6.959       7.7608     8.4625    10.066    12.572     15.98    18.887    20.791    23.297    26.304    31.918    40.839    52.265         22.862             0.94502              69.996                   1               55.196               0.92817                11.281               0.46917                3.5195               0.93003           0.0002171     0.0028484      0.016395      0.034925      0.057558      0.083996      0.11024     0.17649      0.28719      0.43514         0.55      0.61624      0.69273      0.77581      0.87268      0.96875       0.99644  
    cl_mt_pol_a    6.1157     7.1079      1.1622     9.9839e-05    48.581      0        0        1      1.0759e-35    9.3091e-37    0.0019854    0.0027406    0.0040791    0.0052512    0.0067304    0.0094374    0.37617    1.5278    3.6751    6.5881    9.2795    10.973    13.327    15.975    21.911    28.867    40.669         16.014             0.77912              55.196             0.92817               50.522                     1                2.1898                0.1072                2.4834               0.77243          3.2548e-07    4.0683e-06    2.7628e-05    6.6653e-05    0.00011502    0.00017927    0.0010817    0.016686     0.079618       0.2032       0.3314      0.41426       0.5126      0.63257      0.78292      0.94399       0.99316  
    cl_mt_pol_k    6.5508      2.874     0.43872       0.099739    21.961      0        0        1      1.0759e-35    2.8743e-06       1.8323       2.2092        3.081       3.6339       3.7539       4.3754     4.4454    5.2595    6.2687    7.3608     7.691    8.9881    9.1226    10.781    12.426    15.597     21.46         5.5778             0.67118              11.281             0.46917               2.1898                0.1072                8.2596                     1               0.83151               0.63965          0.00026376     0.0031257      0.019727      0.045277      0.072778        0.1035      0.13731     0.21043      0.33626       0.4851      0.60019      0.66306      0.73186      0.80584       0.8898      0.97264        0.9967  
    cl_mt_pol_c    2.0754    0.45232     0.21794        0.33477    7.0568      0        0        1      1.8273e-35    1.4244e-06       0.9894       1.1806         1.37        1.511       1.6094       1.6897     1.7629    1.8818    2.0553    2.2254    2.3546    2.4381    2.5298    2.6535    2.8554    3.2605    3.8804         1.2709             0.97169              3.5195             0.93003               2.4834               0.77243               0.83151               0.63965               0.20459                     1          0.00045713     0.0058863      0.031199      0.067457       0.10313       0.14263      0.18618     0.27275       0.4147      0.57181       0.6797      0.73853      0.79661      0.85921      0.92557      0.98286       0.99791  

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fl_beta = 0.97
fl_crra = 2
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Elapsed time is 10.954186 seconds.
Elapsed time is 1.198476 seconds.
                    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     fl_cov_cl_mt_val    fl_cor_cl_mt_val    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    fl_cov_cl_mt_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_pol_k    fl_cor_cl_mt_pol_k    fl_cov_cl_mt_pol_c    fl_cor_cl_mt_pol_c    fracByP0_1     fracByP1      fracByP5     fracByP10     fracByP15    fracByP20     fracByP25    fracByP35    fracByP50    fracByP65    fracByP75    fracByP80    fracByP85    fracByP90    fracByP95    fracByP99    fracByP99_9
                   ______    _______    _________    __________    ______    _____    _____    _____    ___________    ___________    _________    _________    _________    _________    _________    _______    ______    ______    ______    ______    ______    ______    ______    ______    ______    ______    ______    ________________    ________________    ________________    ________________    __________________    __________________    __________________    __________________    __________________    __________________    __________    __________    __________    __________    _________    __________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ___________

    cl_mt_val      16.908     2.2107     0.13075         4.4857    22.945      0        0        1      -2.1544e-35     3.4235e-06       10.651        12.02       13.322       14.069       14.572     14.967    15.331    15.987    16.866    17.783    18.467    18.866    19.315    19.847    20.595    21.886    22.568         4.8872                   1              20.457             0.93889               15.551                0.81004               3.9211                0.60851              0.98531                0.9602          0.00061511     0.0067647      0.037139      0.077865      0.12003        0.1638      0.20863     0.30191      0.44729       0.6009      0.70788      0.76284      0.81941      0.87737       0.9369      0.98686       0.99871  
    cl_mt_coh      16.973      9.856     0.58068        0.44365    57.277      0        0        1      -5.2882e-35     3.4235e-06       2.8493       3.8517       5.3552        6.558       7.5604     8.4625    9.4648    11.369    14.577    18.686    22.295      24.4    27.407    31.116    35.927    48.857    53.769         20.457             0.93889               97.14                   1               81.129                 0.9479               11.773                0.40982               4.2379               0.92633          0.00020283     0.0020669      0.013607      0.032222     0.052762       0.07575      0.10402     0.16434      0.27735      0.42578       0.5446      0.61452      0.69083      0.77545      0.87384      0.97001       0.99706  
    cl_mt_pol_a    8.2418     8.6839      1.0536     9.9839e-05    48.761      0        0        1      -5.2882e-35    -5.0445e-36    0.0018019    0.0027276    0.0042263    0.0059367    0.0087015    0.38389     1.162     2.749    5.6188    9.2795    12.763    14.608    17.079     21.39    25.193    38.282    42.713         15.551             0.81004              81.129              0.9479               75.409                      1               2.4872               0.098262               3.2323                0.8019          2.3301e-07    2.8207e-06    2.1243e-05    5.1425e-05    9.414e-05    0.00069047    0.0054548    0.028989      0.10412      0.23828      0.37024      0.45339      0.54885      0.66581       0.8061      0.95101       0.99486  
    cl_mt_pol_k    6.6006     2.9148     0.44159       0.099739    21.898      0        0        1      -5.2882e-35     6.5605e-06       1.7367       2.1856       3.0521       3.6071       3.7475     4.3648    4.4388    5.2459    6.2545    7.4656    7.7141    8.9826    9.1382    10.766    12.782    15.561    21.385         3.9211             0.60851              11.773             0.40982               2.4872               0.098262                8.496                      1              0.79007               0.58395           0.0002416     0.0030839      0.019216      0.043687     0.071763       0.10224      0.13567     0.20971      0.33539      0.48437      0.59852      0.66226      0.73101      0.80547      0.88991      0.97261       0.99675  
    cl_mt_pol_c    2.1305    0.46418     0.21787        0.34381    7.0568      0        0        1      -5.2882e-35     3.4235e-06       1.0106       1.1912       1.4176       1.5602       1.6586     1.7444    1.8142    1.9372    2.1047    2.2768    2.4094    2.4886    2.5909    2.7257    2.9215    3.3132    4.4343        0.98531              0.9602              4.2379             0.92633               3.2323                 0.8019              0.79007                0.58395              0.21546                     1          0.00051156     0.0052241      0.030254      0.065844      0.10463       0.14308      0.18509     0.27389       0.4167      0.56959       0.6796      0.73759      0.79699      0.85914      0.92469      0.98261       0.99787