Test Borrowing Natural Borrowing Constraint (Save + Borr Distribution)

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@seealso

Contents

Test Borrowing Interest Rates, No Default, NBC, Shift Borrow Interest

The natural borrowing constraint restricts borrowing. Note that pYisMINY in tables below is generally very close to 0. That is the correct mass. As we shift the formal borrowing interest rate, the natural borrowing constraints changes (lower borrowing interest rate, more borrowing allowed), but the mass at the borrowing bound is 0 because at the bound, households would go to negative infinite utility, approximated by -9999 in default parameters pYisMINY. Note the min value in table shows how the natural borrowing constraint is adjusting. that is the NBC bound.

As the borrowing interest rate increases, households borrow more and average/aggregate savings decrease.

close all;
clear all;

it_size = 5;

% default or not
bl_default = false;
ar_bl_default = zeros([1,it_size]) + bl_default;

% cmin
fl_c_min = 0.001;
ar_fl_c_min = zeros([1,it_size]) + fl_c_min;

% borrow bound
fl_b_bd = -20;
ar_fl_b_bd = zeros([1,it_size]) + fl_b_bd;

% fl_z_r_borr_poiss_mean: see fft_gen_discrete_var
ar_fl_z_r_borr_poiss_mean = linspace(5, 20, it_size);

% Accuracy
ar_fl_z_r_borr_n_hg = 3:5:17;
ar_it_a_n_hg = zeros([1,length(ar_fl_z_r_borr_n_hg)]) + 750;

% other parameters
fl_crra = 1.5;
fl_beta = 0.94;
fl_r_save = 0.025;

% Simulate Model

for it_cur_param = 1:1:length(ar_bl_default)

    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp(['ar_bl_default = ' num2str(ar_bl_default(it_cur_param))]);
    disp(['ar_fl_c_min = ' num2str(ar_fl_c_min(it_cur_param))]);
    disp(['ar_fl_b_bd = ' num2str(ar_fl_b_bd(it_cur_param))]);
    disp(['fl_z_r_borr_poiss_mean = ' num2str(ar_fl_z_r_borr_poiss_mean(it_cur_param))]);
    disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
    disp('');
    disp('');
    disp('');
    disp('');

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

    % Borrowing Parameters
    param_map('bl_default') = ar_bl_default(it_cur_param);
    param_map('fl_b_bd') = ar_fl_b_bd(it_cur_param);

    % Interest Rates
    param_map('fl_z_r_borr_poiss_mean') = ar_fl_z_r_borr_poiss_mean(it_cur_param);

    % Preference
    param_map('fl_crra') = fl_crra;
    param_map('fl_beta') = fl_beta;

    % 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_funcgrids') = false;

    for it_accuracy = 1:length(ar_it_a_n_hg)
        % Accuracy Regular
        param_map('it_a_n') = ar_it_a_n_hg(it_accuracy);
        param_map('fl_z_r_borr_n') = ar_fl_z_r_borr_n_hg(it_accuracy);
        it_z_n = param_map('it_z_wage_n') * param_map('fl_z_r_borr_n');
        param_map('it_z_n') = it_z_n;
        disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
        disp(['it_a_n = ' num2str(ar_it_a_n_hg(it_accuracy)) ', it_z_n = ' num2str(it_z_n)]);
        disp('xxxxxxxxxxxxxxxxxxxxxxxxxxx');
        % Call Grid Generator <https://fanwangecon.github.io/CodeDynaAsset/m_az/paramfunc/html/ffs_abz_get_funcgrid.html ffs_abz_get_funcgrid>
        [armt_map, func_map] = ffs_abz_get_funcgrid(param_map, support_map, bl_input_override);
        % Call Dynamic Programming Problem <https://fanwangecon.github.io/CodeDynaAsset/m_az/solve/html/ff_abz_vf_vecsv.html ff_abz_vf_vecsv>
        result_map = ff_abz_vf_vecsv(param_map, support_map, armt_map, func_map);
        % Call Distribution CProgram
        result_map = ff_az_ds_vecsv(param_map, support_map, armt_map, func_map, result_map, bl_input_override);
    end
    % Snap
    snapnow;

end

% close all
close all;
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ar_bl_default = 0
ar_fl_c_min = 0.001
ar_fl_b_bd = -20
fl_z_r_borr_poiss_mean = 5
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it_a_n = 750, it_z_n = 33
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Elapsed time is 14.139813 seconds.
Elapsed time is 1.038622 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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        2.5612     2.3406     0.91389      -20.368    14.903           0    0.12363    0.87637    1.7173e-05    2.8189e-34    -8.7354    -4.6517    -1.7204    -0.44347     0.3547    0.90149       1.358      2.0423    2.8913     3.6092     4.1164    4.4215    4.7427    5.1958    5.8325    6.9924       8.1         5.4785                   1               3.3749               0.87307               3.3285             0.82111               0.7802                0.9447          -0.0042758    -0.025167    -0.069137    -0.088514    -0.088599    -0.075981    -0.052609    0.013348      0.16808      0.34686      0.49855      0.58233      0.66883      0.76805      0.87389      0.97101       0.99673  
    cl_mt_pol_a    0.066243     1.6515      24.931       -4.414    48.353    0.040317    0.47362    0.48606    1.3047e-05    2.8189e-34    -4.1993    -3.6646    -2.5966     -1.9239    -1.4619    -1.0964    -0.82063    -0.39391         0    0.36355    0.79139    1.0766    1.4331    2.0036    3.0019    5.2124    7.9933         3.3749             0.87307               2.7275                     1               2.8295             0.98927              0.53161               0.91228           -0.065374      -0.6383      -2.4961      -4.1308      -5.3711      -6.3468      -7.0437     -7.9904       -8.308      -7.9246      -7.0429       -6.332      -5.4341      -4.1024      -2.2041     0.066673       0.86913  
    cl_mt_coh       0.14144     1.7318      12.244      -4.6385    50.122           0    0.44942    0.55058    2.1033e-05    6.5328e-34    -4.4475    -3.8911    -2.7217     -1.9625    -1.4792    -1.0854    -0.79307    -0.30974    0.1216    0.49424    0.93278    1.2251    1.5906    2.1753    3.1985    5.4195    8.2982         3.3285             0.82111               2.8295               0.98927               2.9993                   1              0.52468               0.85862           -0.037415     -0.30266      -1.2031      -2.0195      -2.6103      -3.0626      -3.3829     -3.7837      -3.8231      -3.5343      -3.0373      -2.6595      -2.1953      -1.5187     -0.57138      0.52933       0.93384  
    cl_mt_pol_c      1.2506    0.35284     0.28215     0.038494    4.9258           0          0          1    1.7173e-05    2.8189e-34    0.33615    0.56892    0.73967     0.83479    0.88552    0.92802     0.99665      1.0486    1.2123     1.3976     1.4965    1.5785    1.6341    1.7112    1.8797    2.1175    2.3635         0.7802              0.9447              0.53161               0.91228              0.52468             0.85862               0.1245                     1          0.00022548    0.0037489     0.025492     0.057748     0.091737      0.12814      0.16793     0.24855      0.38549      0.53977      0.65632       0.7186      0.78066       0.8491      0.92013      0.98233       0.99806  

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it_a_n = 750, it_z_n = 88
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Elapsed time is 33.192416 seconds.
Elapsed time is 6.769565 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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        2.1502     2.5661      1.1934      -17.245    14.907           0    0.18209    0.81791    2.0453e-05    -4.6047e-35    -9.0093    -5.2929    -2.6063    -1.2678    -0.42438    0.20432    0.72177     1.5412       2.498      3.3589     3.9077     4.2626    4.6093    5.0662    5.7122    6.8928    8.0251         6.5847                   1               4.2724               0.88625               4.2426              0.8382              0.85384               0.95189          -0.0049485    -0.032637    -0.10041    -0.14403     -0.16307     -0.16525     -0.15426     -0.10078     0.041521       0.2465      0.41763      0.51427      0.61898      0.72591      0.85066       0.9656       0.99611  
    cl_mt_pol_a    -0.55049     1.8787     -3.4127      -4.4853    48.353    0.018542    0.61535    0.36611    1.1762e-05    -4.6047e-35    -4.3854    -4.2087    -3.5968    -3.0247     -2.5565    -2.1613    -1.7956    -1.2285    -0.47364    0.078328    0.43486    0.72008    1.1479    1.7184    2.6454    4.8558    7.7081         4.2724             0.88625               3.5294                     1               3.6719             0.99089              0.60935               0.92789            0.010167      0.08431     0.36875     0.66518      0.91709       1.1303       1.3102        1.581       1.8131       1.8592       1.8154       1.7653       1.6701       1.5429       1.3605       1.1088         1.015  
    cl_mt_coh      -0.52093     1.9725     -3.7865      -4.6385    50.122           0    0.59906    0.40094    2.6302e-05    -4.3401e-35    -4.6001    -4.4283    -3.7705    -3.1511     -2.6486    -2.2228    -1.8355    -1.2124    -0.42122     0.15069    0.54173    0.85969     1.247    1.8317    2.8075    5.0732    7.9712         4.2426              0.8382               3.6719               0.99089               3.8907                   1               0.6056               0.87832           0.0091523     0.087704     0.40144     0.73116       1.0112       1.2437       1.4378        1.732       1.9626       1.9919       1.9296       1.8619       1.7619       1.6171       1.4025       1.1209        1.0172  
    cl_mt_pol_c      1.2213    0.34956     0.28622     0.038494    4.9258           0          0          1    2.0453e-05    -4.6047e-35    0.26134    0.50929    0.71511    0.81638     0.87943    0.93138    0.97018     1.0613      1.1708      1.3192     1.4761     1.5378    1.5962    1.6943    1.8637    2.1033    2.3492        0.85384             0.95189              0.60935               0.92789               0.6056             0.87832              0.12219                     1          0.00017823    0.0033092    0.024129    0.055845     0.090638      0.12769      0.16673      0.24974      0.38642      0.53805      0.65204      0.71361      0.77827      0.84618      0.91819      0.98185         0.998  

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it_a_n = 750, it_z_n = 143
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Elapsed time is 56.034384 seconds.
Elapsed time is 19.635870 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       1.6268     2.6084      1.6034      -14.662    14.916            0    0.25533    0.74467    2.7492e-06    6.3182e-35    -8.1109    -5.1488    -3.0643    -1.8735    -1.1043    -0.54178    -0.049382    0.79366     1.8574      2.8379      3.5144      3.8833      4.296    4.7754    5.4774    6.7122    7.8766         6.8039                   1               4.5726               0.87854               4.5206             0.83083              0.86631               0.97414           -0.005687    -0.039736    -0.13478    -0.20766     -0.25347     -0.27791      -0.2869     -0.26256     -0.13905     0.078689      0.27413      0.38712      0.51435      0.65342      0.80871       0.9558       0.99497  
    cl_mt_pol_a    -1.6052     1.9954      -1.243      -4.5566    48.353    0.0086929    0.78857    0.20273    5.3938e-06    6.3182e-35    -4.4853    -4.4305    -4.2698    -4.0368    -3.7648     -3.4986      -3.2339    -2.6823    -1.8549    -0.89948    -0.27353    0.007022    0.43486     0.934    1.9323    4.1428     6.995         4.5726             0.87854               3.9814                     1               4.1267             0.99145              0.62946               0.92529            0.003061     0.032147     0.14024     0.26698      0.38885      0.50359      0.60656      0.79232       1.0022       1.1312       1.1686       1.1723       1.1634       1.1454       1.1008       1.0331        1.0049  
    cl_mt_coh      -1.6307      2.086     -1.2792      -4.6385    50.122            0     0.7833     0.2167    0.00014055     5.713e-35    -4.6236    -4.6012    -4.4475    -4.1701    -3.8927     -3.6286      -3.3437    -2.7665    -1.8894    -0.88109    -0.23076    0.083998    0.49266    1.0491    2.0425    4.3232    7.2467         4.5206             0.83083               4.1267               0.99145               4.3512                   1              0.62436               0.87793           0.0073766     0.036336     0.14062     0.27647      0.39718      0.51071      0.61881      0.80663       1.0184        1.146       1.1806       1.1823       1.1736       1.1511       1.1054       1.0342        1.0051  
    cl_mt_pol_c     1.1853    0.34093     0.28763     0.038494    4.9258            0          0          1    2.7492e-06    6.3182e-35    0.25242    0.44659     0.6604    0.77887    0.85648     0.91187      0.96276     1.0458     1.1548      1.2599      1.3757      1.4661     1.5553     1.664    1.7878    2.0789    2.3261        0.86631             0.97414              0.62946               0.92529              0.62436             0.87793              0.11624                     1          0.00016809    0.0032316    0.022299    0.053102     0.087495      0.12498      0.16439      0.24921      0.38892       0.5423      0.65413      0.71606      0.77771      0.84479      0.91739      0.98154         0.998  

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ar_bl_default = 0
ar_fl_c_min = 0.001
ar_fl_b_bd = -20
fl_z_r_borr_poiss_mean = 8.75
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it_a_n = 750, it_z_n = 33
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Elapsed time is 15.191775 seconds.
Elapsed time is 0.962231 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7394     2.1882     0.79881      -21.523    14.902           0    0.096704     0.9033    1.0709e-05    -3.2324e-36    -8.2529    -4.0095    -1.1224    0.012128      0.7268      1.2255      1.5667       2.1958      2.9213     3.6359    4.1855    4.4582    4.7959    5.2338    5.8771    7.0144    8.1172         4.7884                   1               2.8963               0.86129               2.8366             0.80665                0.731               0.94719          -0.0037821    -0.021494    -0.053463     -0.0622     -0.054231    -0.03633     -0.011371    0.063058      0.20335      0.38285      0.52608      0.60431       0.6899      0.77963      0.88107      0.97258       0.99694  
    cl_mt_pol_a    0.28322     1.5367       5.426       -4.414    48.353    0.044541     0.41564    0.53982    2.1241e-06    -3.2324e-36     -4.065    -3.3308    -1.9959     -1.3284     -0.9279    -0.66091    -0.47587     -0.19367    0.078328    0.50617    0.8627    1.2192    1.5758    2.1462    3.0732    5.2837    8.0646         2.8963             0.86129               2.3616                     1               2.4409             0.98838              0.48683               0.89824           -0.020068     -0.13255     -0.50995    -0.80877       -1.0066     -1.1414       -1.2312     -1.3459      -1.3516      -1.1778     -0.98186     -0.75004     -0.53759      -0.2072      0.22254      0.77452       0.96859  
    cl_mt_coh      0.37792      1.607      4.2523      -4.6385    50.122           0     0.38517    0.61483    2.9686e-06      1.511e-34    -4.3296    -3.4974    -2.0639      -1.333    -0.89445    -0.60209    -0.42762    -0.090469     0.20189    0.59562    1.0059    1.3265    1.7368    2.3215    3.2716    5.5374    8.3878         2.8366             0.80665               2.4409               0.98838               2.5824                   1              0.47722                 0.842           -0.014923     -0.10492     -0.39994    -0.62774      -0.77424    -0.86921      -0.92823    -0.99139     -0.94799     -0.80364     -0.59531     -0.43605     -0.22352     0.044878      0.38863      0.82409       0.97561  
    cl_mt_pol_c     1.2631    0.35268     0.27922     0.038494    4.9258           0           0          1    1.0709e-05    -3.2324e-36     0.3877    0.60202    0.75882      0.8359     0.88933     0.92991     0.97176       1.0766      1.2212     1.4056    1.5071    1.5874    1.6597    1.7165    1.8832    2.1199    2.3671          0.731             0.94719              0.48683               0.89824              0.47722               0.842              0.12439                     1          0.00023917    0.0040016     0.026324    0.058498      0.092102     0.13041       0.16555     0.24775      0.38542      0.54753      0.65763      0.71837      0.78185      0.84986      0.92006      0.98236       0.99806  

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it_a_n = 750, it_z_n = 88
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Elapsed time is 33.372046 seconds.
Elapsed time is 6.045048 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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        2.5668     2.3383     0.91098      -19.865    14.903           0    0.12273    0.87727    1.4172e-05    -7.8099e-37    -8.6555    -4.6505    -1.6986    -0.40214    0.37123    0.90975      1.3578      2.0733    2.8898      3.609     4.1155    4.4206    4.7557    5.1951    5.8319     6.992    8.0997         5.4675                   1               3.3674                0.8732               3.3212             0.82132              0.77917               0.94433          -0.0042141    -0.025265    -0.068927    -0.087964    -0.087718    -0.074881    -0.05239      0.01513      0.16881      0.35209      0.49863      0.58254      0.66966      0.76814      0.87393        0.971       0.99673  
    cl_mt_pol_a    0.074242     1.6492      22.214      -4.4853    48.353    0.038221    0.47471    0.48707    1.8188e-08    -7.8099e-37    -4.2372    -3.6983    -2.5769     -1.8624    -1.4211    -1.0811    -0.80172    -0.39391         0    0.36355    0.79139    1.0766    1.5045    2.0036    3.0019    5.2124    7.9933         3.3674              0.8732               2.7199                     1               2.8216              0.9893              0.53073               0.91198           -0.066068     -0.54976      -2.1991      -3.7088      -4.7557      -5.6108     -6.2584      -7.0431      -7.3342      -6.9929      -6.2294      -5.5598      -4.6127      -3.5636      -1.8656      0.16469       0.88268  
    cl_mt_coh       0.15006     1.7294      11.525      -4.6385    50.122           0    0.44719    0.55281    2.2346e-07    -2.6072e-36    -4.4886    -3.9039    -2.6742     -1.9177    -1.4317    -1.0662    -0.76107    -0.30974    0.1088    0.49424    0.93278    1.2251    1.6125    2.1753    3.1857    5.4387     8.302         3.3212             0.82132               2.8216                0.9893               2.9907                   1              0.52381               0.85838            -0.03151        -0.28      -1.1419      -1.9085      -2.4413      -2.8627     -3.1737      -3.5215      -3.5733      -3.2948      -2.8394      -2.4639      -2.0186      -1.3835     -0.51032      0.55607       0.93842  
    cl_mt_pol_c      1.2509    0.35287      0.2821     0.038494    4.9258           0          0          1    1.4172e-05    -7.8099e-37    0.33615    0.57139    0.74564      0.8335    0.88552    0.92621     0.99665      1.0509    1.2123     1.3948     1.4965    1.5785    1.6359    1.7112    1.8797    2.1175    2.3617        0.77917             0.94433              0.53073               0.91198              0.52381             0.85838              0.12452                     1          0.00021239    0.0037949     0.025581     0.057323     0.091968      0.12811     0.16687      0.24926      0.38402      0.54153      0.65575      0.71816      0.78078      0.84885      0.91999      0.98229       0.99806  

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it_a_n = 750, it_z_n = 143
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Elapsed time is 62.511863 seconds.
Elapsed time is 20.838828 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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        2.2813     2.5096      1.1001      -17.688    14.906           0    0.16355    0.83645    9.9123e-06    -8.5735e-36    -9.1087    -5.1852    -2.3872    -1.0263    -0.18209    0.43868    0.92908      1.7047      2.6298     3.4478     3.9663    4.3173    4.6438    5.1144    5.7491    6.9304    8.0437         6.2982                   1               4.0411               0.88488               4.0089             0.83605              0.83429               0.94795           -0.004664    -0.030119    -0.091093    -0.12687     -0.13956     -0.13646     -0.12134     -0.062525    0.081747      0.28399      0.44562      0.53597      0.63351      0.74079       0.8583      0.96771       0.99633  
    cl_mt_pol_a    -0.35082     1.8197      -5.187      -4.4853    48.353    0.023881    0.57459    0.40153    8.5323e-08    -8.5735e-36    -4.3582    -4.1311    -3.3849    -2.7301     -2.2318     -1.815    -1.4619    -0.89948    -0.26902    0.14963    0.57747    0.8627    1.2192    1.7897     2.788    4.9985    7.7794         4.0411             0.88488               3.3114                     1               3.4441             0.99057              0.58954               0.92381            0.013785      0.12417      0.54853     0.98098       1.3342        1.622       1.8516        2.1857      2.4409       2.4611       2.3538       2.2499        2.114       1.8982       1.5756       1.1705        1.0242  
    cl_mt_coh      -0.30805     1.9107     -6.2025      -4.6385    50.122           0    0.56086    0.43914    4.0367e-07     6.0993e-36    -4.5788    -4.3446    -3.5406    -2.8321     -2.3055    -1.8595    -1.4733    -0.88109    -0.21582    0.26004    0.66871     0.976    1.3564    1.9411    2.9419    5.1928    8.0656         4.0089             0.83605               3.4441               0.99057               3.6506                   1              0.58504               0.87313            0.018567      0.14714      0.65413      1.1678       1.5819       1.9185       2.1859        2.5639      2.8282        2.812       2.6698       2.5354       2.3507        2.084       1.6989       1.2091        1.0295  
    cl_mt_pol_c      1.2303    0.35069     0.28504     0.038494    4.9258           0          0          1    9.9123e-06    -8.5735e-36     0.2817     0.5245    0.72911    0.82357     0.88682    0.93685    0.97355      1.0553      1.1862     1.3578     1.4822    1.5678    1.6034    1.6996    1.8708    2.1079    2.3546        0.83429             0.94795              0.58954               0.92381              0.58504             0.87313              0.12298                     1          0.00017846    0.0034603     0.024622    0.056395     0.091285      0.12842      0.16716        0.2494     0.38532      0.54088      0.65437      0.71605       0.7815      0.84724      0.91895      0.98193       0.99804  

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ar_bl_default = 0
ar_fl_c_min = 0.001
ar_fl_b_bd = -20
fl_z_r_borr_poiss_mean = 12.5
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it_a_n = 750, it_z_n = 33
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Elapsed time is 13.152710 seconds.
Elapsed time is 0.864501 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7586     2.1834     0.79149      -22.045    14.901           0    0.096736    0.90326    1.1216e-05    -4.5078e-36    -8.4403    -3.9983     -1.105    0.057325     0.78581      1.2366       1.615      2.1831      2.9591     3.6726    4.2076    4.4716    4.8091     5.237     5.874     7.028    8.1179         4.7671                   1               2.8594                0.8592                  2.8             0.80464               0.7296               0.94624          -0.0037774    -0.021308    -0.052794    -0.061012    -0.052203    -0.034852    -0.0088545    0.062293      0.20556      0.39508      0.52964       0.6061      0.69352      0.78136        0.882      0.97313       0.99695  
    cl_mt_pol_a    0.32308     1.5242      4.7178       -4.414    48.353    0.046691     0.40278    0.55053    6.1686e-07    -4.5078e-36     -4.065    -3.2339    -1.9291     -1.2616    -0.86115    -0.59416    -0.39391    -0.12692    0.078328    0.50617     0.934    1.2192    1.5758    2.1462    3.1445    5.2837    8.0646         2.8594              0.8592               2.3233                     1               2.4008             0.98826              0.48254               0.89646           -0.013704      -0.1128     -0.43775     -0.68639     -0.85084     -0.95647       -1.0367     -1.1116      -1.1053     -0.95043     -0.73755     -0.57085     -0.37218     -0.07739      0.32788      0.79922        0.9719  
    cl_mt_coh      0.42244     1.5938      3.7728      -4.6385    50.122           0     0.36978    0.63022    1.6075e-06    -4.2192e-35    -4.3296    -3.3795    -1.9908     -1.2599    -0.82136      -0.529    -0.30974    -0.01738     0.20189    0.64042     1.079    1.3713    1.7368    2.3215    3.2999    5.5374    8.3878            2.8             0.80464               2.4008               0.98826               2.5402                   1              0.47292               0.84024           -0.010557    -0.097621     -0.35046     -0.54333     -0.66646     -0.74103      -0.79248    -0.82597     -0.78282     -0.61916     -0.42739     -0.28357     -0.11567      0.12914      0.44515         0.84       0.97772  
    cl_mt_pol_c     1.2648    0.35315      0.2792     0.038494    4.9258           0           0          1    1.1216e-05    -4.5078e-36    0.40038    0.59612    0.76133      0.8359     0.89186     0.92991     0.95638      1.0757      1.2291     1.4056     1.507    1.5874    1.6658    1.7165     1.885    2.1211    2.3671         0.7296             0.94624              0.48254               0.89646              0.47292             0.84024              0.12471                     1          0.00024849    0.0039918     0.026326     0.057936     0.092525      0.12814       0.16673     0.24672      0.38403      0.54631      0.65759      0.71902      0.78205      0.84949      0.91996      0.98243       0.99807  

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it_a_n = 750, it_z_n = 88
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Elapsed time is 33.029312 seconds.
Elapsed time is 6.856059 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7298       2.2     0.80594      -21.036    14.902           0    0.098471    0.90153    9.1404e-06    -6.1009e-35    -8.4262    -4.0727    -1.1882    0.013359     0.65989       1.228      1.5499       2.1973      2.9224     3.6368    4.1863    4.4579    4.7805    5.2251    5.8599    7.0137    8.1175         4.8401                   1               2.9323                0.8624               2.8742             0.80814              0.73447               0.94654           -0.003804    -0.021712    -0.05458    -0.064011    -0.057121    -0.038585    -0.01413     0.061972      0.20203      0.38172      0.52539      0.60266      0.68728       0.77892     0.88014      0.97252       0.99695  
    cl_mt_pol_a    0.27309    1.5455      5.6593      -4.4419    48.353    0.046682     0.41521    0.53811    1.2076e-08    -6.1009e-35    -4.1318    -3.3308    -2.0715     -1.3951    -0.95403     -0.6732    -0.52741     -0.19367    0.078328    0.50617    0.8627    1.2192    1.5758    2.1462    3.0732    5.2837    8.0646         2.9323              0.8624               2.3886                     1               2.4697             0.98851              0.48988               0.89869           -0.016214     -0.14485    -0.51761     -0.83387      -1.0424      -1.1898     -1.3054      -1.4275      -1.4329      -1.2532      -1.0499     -0.81023     -0.59088        -0.249     0.19562      0.76689       0.96755  
    cl_mt_coh       0.3667    1.6166      4.4084      -4.6385    50.122           0     0.38484    0.61516    1.2012e-08    -2.8986e-35    -4.3552    -3.5256     -2.137     -1.4061    -0.93285    -0.62769    -0.45591    -0.090469     0.20189    0.60202    1.0059    1.3329     1.724    2.3087    3.2716    5.5374    8.3878         2.8742             0.80814               2.4697               0.98851               2.6133                   1              0.48046               0.84265           -0.012878     -0.11318     -0.4134     -0.64424     -0.79805      -0.9024    -0.97969      -1.0471      -1.0025     -0.85896     -0.64008     -0.48195     -0.27524     0.0016462     0.37104      0.81912       0.97494  
    cl_mt_pol_c     1.2624    0.3527     0.27939     0.038494    4.9258           0           0          1    9.1404e-06    -6.1009e-35    0.38266    0.60029    0.75882      0.8359     0.89069     0.92718     0.97176       1.0766      1.2194     1.4056     1.507    1.5874    1.6633    1.7165    1.8832    2.1194    2.3671        0.73447             0.94654              0.48988               0.89869              0.48046             0.84265               0.1244                     1          0.00023347    0.0039819    0.026262     0.057944     0.092411       0.1282     0.16551      0.24862      0.38487      0.54842      0.65683      0.71871      0.78174       0.85005     0.92018      0.98228       0.99805  

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it_a_n = 750, it_z_n = 143
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Elapsed time is 55.613629 seconds.
Elapsed time is 16.426245 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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         2.567     2.338     0.91082      -19.723    14.903           0    0.12303    0.87697    8.8461e-06    9.6296e-35    -8.6706    -4.6471    -1.7046    -0.40417    0.37492    0.90525      1.3578       2.073     2.8896     3.6089     4.1154    4.4205    4.7556     5.195    5.8318    6.9919    8.0997         5.4663                   1               3.3678                0.8734               3.3216             0.82151              0.77917               0.94436          -0.0041758    -0.025229    -0.068854    -0.087932    -0.087766    -0.074956    -0.05259     0.014534       0.1687      0.35201      0.49863      0.58247      0.66963      0.76811      0.87392        0.971       0.99673  
    cl_mt_pol_a    0.074706    1.6492      22.076      -4.4853    48.353    0.038987    0.47354    0.48747    2.9118e-10    9.6296e-35    -4.2438     -3.704    -2.5709     -1.8723    -1.4102    -1.0786    -0.80296    -0.39602          0    0.36355    0.79139    1.0766    1.5045    2.0036    3.0019    5.2124    7.9933         3.3678              0.8734               2.7199                     1               2.8216              0.9893              0.53087               0.91215           -0.060893      -0.5358      -2.1814       -3.642      -4.7518      -5.5793     -6.2065       -6.981       -7.285      -6.9453      -6.1862      -5.5205       -4.579      -3.5362      -1.8483      0.16972       0.88339  
    cl_mt_coh       0.15056    1.7294      11.486      -4.6385    50.122           0    0.44551    0.55449    3.8241e-09    3.7071e-35    -4.4833     -3.906     -2.671     -1.9252     -1.421     -1.063     -0.7632     -0.3172    0.10667    0.49424    0.93278    1.2251    1.6114    2.1753    3.1836    5.4419    8.2998         3.3216             0.82151               2.8216                0.9893               2.9907                   1                0.524               0.85861           -0.034601     -0.27923      -1.1357      -1.8851      -2.4453      -2.8531     -3.1569       -3.502      -3.5617      -3.2821       -2.828      -2.4535      -2.0125      -1.3764     -0.51083       0.5578       0.93829  
    cl_mt_pol_c      1.2509    0.3529     0.28212     0.038494    4.9258           0          0          1    8.8461e-06    9.6296e-35     0.3365    0.57086    0.74602     0.83313    0.88552    0.92672     0.99532      1.0506     1.2123     1.3948     1.4965    1.5785    1.6359    1.7112    1.8797    2.1175    2.3617        0.77917             0.94436              0.53087               0.91215                0.524             0.85861              0.12454                     1          0.00021588    0.0037664     0.025628     0.057281     0.091982      0.12795     0.16652      0.24899      0.38363      0.54128      0.65569      0.71809      0.78076      0.84881      0.91997      0.98229       0.99805  

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ar_bl_default = 0
ar_fl_c_min = 0.001
ar_fl_b_bd = -20
fl_z_r_borr_poiss_mean = 16.25
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it_a_n = 750, it_z_n = 33
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Elapsed time is 11.820365 seconds.
Elapsed time is 0.867680 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7658    2.1818     0.78884      -22.341    14.901          0    0.095364    0.90464    1.1224e-05    -3.3475e-34    -8.3631    -3.9874    -1.1122    0.060907     0.77139      1.2753      1.6634       2.213      2.9591     3.6685    4.2042    4.4835    4.8062    5.2383    5.8718    7.0265    8.1297         4.7601                   1               2.8431               0.85803               2.7838             0.80348              0.72942               0.94604          -0.0037747    -0.021374    -0.052726    -0.060571    -0.052485    -0.032192    -0.0079514     0.06359      0.21327      0.39446      0.52864      0.61075       0.69289       0.7831     0.88164      0.97294       0.99697  
    cl_mt_pol_a     0.3411    1.5187      4.4526       -4.414    48.353    0.04991     0.39478    0.55531    2.8091e-07    -3.3475e-34    -4.0614    -3.1973    -1.9291     -1.2616    -0.86115    -0.59416    -0.39391    -0.12692    0.078328    0.50617     0.934    1.2192    1.5758    2.1462    3.1445     5.355    8.1359         2.8431             0.85803               2.3066                     1               2.3833              0.9882               0.4809               0.89599           -0.012219     -0.10605     -0.40123     -0.62871       -0.782     -0.87816      -0.95034      -1.021      -1.0146     -0.86322     -0.65954     -0.50035      -0.31118    -0.030491     0.35708      0.81502       0.97465  
    cl_mt_coh      0.44277     1.588      3.5865      -4.6385    50.122          0     0.36334    0.63666    9.8934e-07    -1.5066e-34    -4.2565    -3.3795    -1.9908     -1.2599    -0.82136      -0.529    -0.30974    -0.01738     0.20189    0.64042     1.079    1.3713    1.7368    2.3215    3.3447    5.6105    8.4609         2.7838             0.80348               2.3833                0.9882               2.5217                   1              0.47132               0.83986           -0.013713    -0.085579     -0.32362     -0.50141     -0.61693     -0.68528      -0.73162     -0.7626     -0.72016     -0.55931     -0.37417     -0.23567     -0.074457      0.16053     0.47973      0.85148       0.97974  
    cl_mt_pol_c     1.2655    0.3534     0.27924     0.038494    4.9258          0           0          1    1.1224e-05    -3.3475e-34    0.39426    0.59646    0.76251     0.83742     0.89208     0.93023      0.9598      1.0736      1.2355     1.4056    1.5071    1.5892    1.6676    1.7183    1.8868    2.1211    2.3671        0.72942             0.94604               0.4809               0.89599              0.47132             0.83986              0.12489                     1          0.00024139    0.0040296     0.026129     0.058681     0.092032      0.12829       0.16556     0.24676      0.38445      0.54527      0.65816      0.72049        0.7833      0.85005     0.92036      0.98232       0.99805  

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it_a_n = 750, it_z_n = 88
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Elapsed time is 32.867400 seconds.
Elapsed time is 6.091987 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7542     2.1874     0.79423      -21.645    14.902           0    0.097823    0.90218     8.543e-06    -1.3506e-34    -8.3745     -4.025    -1.1378    0.062044     0.73199       1.221      1.6114      2.1843        2.96     3.6734    4.2082    4.4721    4.8069    5.2374    5.8743    7.0155    8.1181         4.7849                   1               2.8733                0.8598               2.8145             0.80539              0.73082               0.94605           -0.003847    -0.021441    -0.053306    -0.061704    -0.053976    -0.035521    -0.0093597    0.061925       0.2053      0.39497      0.52954      0.60605      0.68955       0.78135      0.8821       0.9727       0.99695  
    cl_mt_pol_a    0.31721     1.5277      4.8161      -4.4419    48.353    0.048475     0.40214    0.54939    2.3384e-09    -1.3506e-34     -4.065    -3.2568    -1.9959     -1.3284    -0.87717    -0.59416    -0.39754    -0.12809    0.078328    0.50617     0.934    1.2192    1.5758    2.1462    3.1445    5.2837    8.0646         2.8733              0.8598               2.3339                     1               2.4122             0.98834              0.48369               0.89653           -0.015521     -0.11547     -0.43688     -0.68573     -0.85568      -0.9868        -1.057     -1.1389       -1.139     -0.98144     -0.76451     -0.59165     -0.39383     -0.094419     0.31747      0.79602       0.97145  
    cl_mt_coh       0.4159     1.5976      3.8413      -4.6385    50.122           0     0.37042    0.62958    1.3849e-09    -8.4217e-35    -4.3296    -3.4051    -2.0639      -1.333    -0.84696      -0.529    -0.32254    -0.03018     0.20189    0.64042     1.079    1.3585    1.7368    2.3215    3.3191    5.5374    8.3878         2.8145             0.80539               2.4122               0.98834               2.5523                   1              0.47413               0.84037           -0.011932    -0.093226     -0.34881     -0.54215     -0.66967     -0.76263      -0.80724     -0.8493     -0.80625     -0.64052     -0.44572     -0.32186      -0.1304       0.11754     0.43775      0.83782       0.97741  
    cl_mt_pol_c     1.2645    0.35315     0.27928     0.038494    4.9258           0           0          1     8.543e-06    -1.3506e-34     0.3877    0.59583    0.75981     0.83742     0.89186     0.92991     0.95638      1.0783      1.2291     1.4056     1.507    1.5874    1.6658    1.7165     1.885    2.1211    2.3653        0.73082             0.94605              0.48369               0.89653              0.47413             0.84037              0.12472                     1          0.00023527    0.0040092     0.026296     0.057962     0.092518      0.12882       0.16669     0.24675      0.38464      0.54677       0.6583      0.71927      0.78232       0.84966     0.92013      0.98247       0.99804  

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it_a_n = 750, it_z_n = 143
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Elapsed time is 53.658555 seconds.
Elapsed time is 17.056475 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7232     2.2073     0.81056      -20.832    14.902           0    0.099682    0.90032    7.6069e-06     2.0488e-36    -8.4236    -4.1131    -1.1978    0.013415     0.65626       1.207      1.5527        2.199      2.9237     3.6379    4.1772    4.4571    4.7813    5.2258    5.8605    7.0142    8.1178         4.8724                   1               2.9556               0.86316               2.8982             0.80906              0.73658               0.94622          -0.0038196    -0.021908    -0.055252    -0.065088    -0.058436    -0.041078    -0.015292    0.061057      0.20115      0.38107      0.52293      0.60215      0.68693       0.77871     0.88003       0.9725       0.99695  
    cl_mt_pol_a    0.26519     1.5513      5.8496      -4.4599    48.353    0.046429     0.41675    0.53682    1.7465e-10     2.0488e-36    -4.1536    -3.3849    -2.0961     -1.4026    -0.99464     -0.6753    -0.53023     -0.19471    0.078328    0.50617    0.8627    1.2192    1.5758    2.1462    3.0732    5.2837    8.0646         2.9556             0.86316               2.4064                     1               2.4887             0.98857              0.49207               0.89947           -0.015999     -0.14268     -0.54083     -0.86541       -1.092      -1.2447       -1.359     -1.4897      -1.5006      -1.3161      -1.1072     -0.86092     -0.63544      -0.28396      0.1732      0.76084       0.96702  
    cl_mt_coh      0.35794     1.6228      4.5339      -4.6385    50.122           0      0.3869     0.6131    1.3415e-10    -2.3545e-36    -4.4027     -3.548    -2.1594     -1.4135    -0.96754    -0.63196    -0.46338    -0.097936     0.19442    0.60309    1.0059    1.3116    1.7218    2.2991    3.2716    5.5299    8.3804         2.8982             0.80906               2.4887               0.98857               2.6336                   1              0.48277               0.84354           -0.014174      -0.1118      -0.4197     -0.66548     -0.83195     -0.93971      -1.0163     -1.0904      -1.0568      -0.9018     -0.67706      -0.5189     -0.30757     -0.029821     0.35686      0.81204       0.97404  
    cl_mt_pol_c     1.2619    0.35266     0.27947     0.038494    4.9258           0           0          1    7.6069e-06     2.0488e-36    0.37321    0.59948    0.75842      0.8359     0.88942     0.92617     0.98176       1.0761      1.2185     1.4056     1.507    1.5874    1.6597    1.7147    1.8832    2.1194    2.3671        0.73658             0.94622              0.49207               0.89947              0.48277             0.84354              0.12437                     1          0.00023042    0.0039802     0.026179     0.058082       0.0924      0.12812      0.16558     0.24751      0.38405      0.54909      0.65722      0.71906      0.78173       0.84865     0.92027      0.98231       0.99806  

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ar_bl_default = 0
ar_fl_c_min = 0.001
ar_fl_b_bd = -20
fl_z_r_borr_poiss_mean = 20
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it_a_n = 750, it_z_n = 33
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Elapsed time is 12.142054 seconds.
Elapsed time is 0.737851 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7725    2.1761     0.7849       -22.532    14.901          0    0.093882    0.90612    1.0809e-05    -1.5288e-36    -8.3362    -3.9425    -1.1044    0.11467     0.76236      1.2689      1.6658      2.2208      2.9558      3.666     4.213    4.4815    4.8044    5.2367    5.8704    7.0284     8.129         4.7354                   1                2.822               0.85724                2.762             0.80253              0.72805               0.94646          -0.0037907    -0.021394    -0.052016    -0.059688    -0.051407    -0.031637    -0.004636    0.064999      0.21327       0.3943      0.53072      0.61057       0.69258      0.78224     0.88154      0.97299       0.99697  
    cl_mt_pol_a    0.35348    1.5128     4.2796        -4.414    48.353    0.05117     0.39083    0.55801    1.7933e-07    -1.5288e-36    -3.9983    -3.1306    -1.9291    -1.2616    -0.86115    -0.52741    -0.33797    -0.12692    0.078328    0.50617     0.934    1.2192    1.6471    2.1462    3.1445     5.355    8.1359          2.822             0.85724               2.2885                     1               2.3641             0.98812               0.4791               0.89592           -0.013435     -0.10294     -0.37483     -0.59177     -0.73755     -0.85025     -0.89717    -0.96254     -0.95633     -0.82215     -0.61233      -0.4556      -0.23717    0.0011112     0.37692      0.82074       0.97543  
    cl_mt_coh      0.45673    1.5816     3.4628       -4.6385    50.122          0     0.35927    0.64073    6.4257e-07     6.2793e-35    -4.2565    -3.3064    -1.9908    -1.2599    -0.82136    -0.45591    -0.28145    -0.01738     0.20189    0.64042     1.079    1.3713     1.765    2.3215    3.3447    5.6105    8.4609          2.762             0.80253               2.3641               0.98812               2.5013                   1               0.4695               0.83978           -0.010721    -0.083614      -0.3037     -0.47411     -0.58434     -0.66385     -0.69342    -0.72098     -0.67912     -0.53432     -0.34201     -0.20491     -0.044682      0.18222      0.4933      0.85537       0.98027  
    cl_mt_pol_c     1.2661    0.3535     0.2792      0.038494    4.9258          0           0          1    1.0809e-05    -1.5288e-36    0.40327    0.59683    0.76516    0.83742     0.89297     0.93102     0.96184      1.0863      1.2418     1.4056    1.5071    1.5892    1.6676    1.7183    1.8868    2.1212    2.3689        0.72805             0.94646               0.4791               0.89592               0.4695             0.83978              0.12496                     1          0.00024923    0.0040537     0.026322     0.057821     0.092844      0.12995      0.16608     0.24663      0.38633      0.54446      0.65763      0.71975       0.78252      0.84967     0.92016      0.98242       0.99807  

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it_a_n = 750, it_z_n = 88
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Elapsed time is 35.857364 seconds.
Elapsed time is 6.443294 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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       2.7638     2.1833     0.78995      -22.011    14.901           0    0.096084    0.90392    9.2769e-06    -2.2354e-34    -8.4044    -4.0175    -1.1069    0.056354     0.77333      1.2595      1.6574       2.214      2.9597      3.669    4.2047    4.4839    4.8066    5.2386    5.8721    7.0266    8.1299         4.7667                   1               2.8505               0.85844               2.7914             0.80396              0.72988               0.94608          -0.0037682    -0.021271    -0.052923    -0.060836    -0.052811    -0.03441     -0.0078262    0.063009      0.21318      0.39428       0.5286       0.6107       0.69284      0.78308     0.88162      0.97294       0.99697  
    cl_mt_pol_a    0.33806     1.5209      4.4989      -4.4419    48.353    0.050077     0.39525    0.55467    7.3055e-10    -2.2354e-34     -4.065    -3.1973    -1.9291     -1.2616    -0.86115    -0.59416    -0.39391    -0.12692    0.078328    0.50617     0.934    1.2192    1.5758    2.1462    3.1445     5.355    8.1359         2.8505             0.85844               2.3132                     1               2.3903             0.98824              0.48167               0.89627           -0.012928     -0.10723     -0.40901     -0.64187     -0.79565    -0.89306       -0.96502     -1.0373      -1.0308      -0.8783     -0.67302     -0.51254      -0.32174    -0.039036     0.35173      0.81348       0.97444  
    cl_mt_coh      0.43931     1.5903        3.62      -4.6385    50.122           0     0.36397    0.63603    3.7329e-10    -1.8702e-34    -4.3296    -3.3795    -1.9908     -1.2599    -0.82136      -0.529    -0.30974    -0.01738     0.20189    0.64042     1.079    1.3713    1.7368    2.3215    3.3447    5.5977    8.4481         2.7914             0.80396               2.3903               0.98824                2.529                   1              0.47215               0.84021           -0.010139    -0.087152     -0.32941     -0.51136     -0.62698    -0.69614       -0.74239    -0.77448     -0.73194      -0.5702     -0.38387     -0.24448     -0.082039      0.15435     0.47587      0.84586       0.97865  
    cl_mt_pol_c     1.2654    0.35335     0.27925     0.038494    4.9258           0           0          1    9.2769e-06    -2.2354e-34    0.39404    0.59646    0.75981      0.8386     0.89223     0.93077     0.95937      1.0736      1.2355     1.4056    1.5071    1.5874    1.6676    1.7183    1.8868    2.1211    2.3671        0.72988             0.94608              0.48167               0.89627              0.47215             0.84021              0.12486                     1          0.00024173    0.0040082     0.026214     0.057843     0.092077     0.12856         0.1655     0.24654      0.38448      0.54502      0.65835      0.71848       0.78344      0.85012      0.9204      0.98232       0.99805  

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it_a_n = 750, it_z_n = 143
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Elapsed time is 51.537181 seconds.
Elapsed time is 18.470875 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_pol_a    fl_cor_cl_mt_pol_a    fl_cov_cl_mt_coh    fl_cor_cl_mt_coh    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
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    cl_mt_val       2.7491     2.1919     0.79732      -21.464    14.902           0    0.09839    0.90161    7.5332e-06    -2.1143e-35    -8.3708    -4.0394    -1.1507    0.065698     0.71671      1.2153      1.6088       2.1857      2.9449     3.6681     4.209    4.4728    4.8049     5.238    5.8748    7.0159    8.1154         4.8045                   1               2.8876               0.86028               2.8294             0.80597              0.73217               0.94598          -0.0038022    -0.021622    -0.053749    -0.06241     -0.054739    -0.036724    -0.010792    0.061399      0.20268      0.38459       0.5295      0.60595      0.68933       0.7813      0.88207       0.9727       0.99692  
    cl_mt_pol_a    0.31057     1.5314      4.9308      -4.4599    48.353    0.048553    0.40371    0.54773    1.7619e-11    -2.1143e-35    -4.0868    -3.2641    -2.0066     -1.3284     -0.9279    -0.60056    -0.40031     -0.12829    0.078328    0.50617     0.934    1.2192    1.5758    2.1462    3.1445    5.2837    8.0646         2.8876             0.86028                2.345                     1               2.4241             0.98838              0.48505               0.89703           -0.014313     -0.12023     -0.44596    -0.71085      -0.88243      -1.0025      -1.0862     -1.1781      -1.1795      -1.0191     -0.79804      -0.6218        -0.42     -0.11452       0.3046      0.79209        0.9709  
    cl_mt_coh      0.40853     1.6016      3.9203      -4.6385    50.122           0    0.37268    0.62732    9.5976e-12     1.5297e-36    -4.3371    -3.4526    -2.0713      -1.333    -0.89445    -0.54394     -0.3396    -0.032314     0.20189    0.63295    1.0715    1.3638    1.7368     2.314    3.3074    5.5374    8.3878         2.8294             0.80597               2.4241               0.98838                2.565                   1              0.47555                0.8409           -0.011706    -0.096185     -0.35507    -0.56022       -0.6886     -0.77411     -0.82844    -0.87722     -0.83405     -0.68581     -0.48887     -0.33599     -0.14773     0.091494      0.42707      0.83524       0.97705  
    cl_mt_pol_c     1.2641    0.35311     0.27933     0.038494    4.9258           0          0          1    7.5332e-06    -2.1143e-35    0.38173    0.59553    0.76068     0.83742     0.89186     0.92991     0.95631       1.0829      1.2263     1.4056     1.507    1.5874    1.6658    1.7165     1.885    2.1211    2.3653        0.73217             0.94598              0.48505               0.89703              0.47555              0.8409              0.12468                     1          0.00023451    0.0039932     0.026177    0.058003      0.092811      0.12942      0.16544     0.24765      0.38404      0.54732      0.65893      0.71969      0.78262        0.849      0.92024      0.98248       0.99805