Value Function iteration

This function solves the dynamic infinite horizon optimal asset choice problem in case of 3 occupational choices - worker, formal and informal entrepreneur

Back to full code page https://kritikhanna.github.io/BKS-modified/

Function Inputs : asset grid(1 by M), entrepreneurial productivity grid(1 by N), labor opportunity (1X2), and relevant model parameters required Calls function hhsave_util_2OC.m

Function Outputs : Value function (MXNX1), Policy Function (MXNX1), Optimal Location of asset choice (MXNX1)

Contents

function [mt_vf, mt_pf, mt_oploc,mt_coh, mt_o, mt_k, mt_l]=hhsave_VFI_3OC(varargin)
close all;
bl_profile = false;      % Switch off profile if running a tester/calling from another function
bl_saveimg = true;
if(bl_profile)
profile off;
profile on;
end

addpath(genpath('/Users/sidhantkhanna/Documents/GitHub/BKS modified/'));

if ~isempty(varargin)

    [ar_a,ar_z,ar_n, ...
        fl_alpha,fl_theta,fl_delta,fl_kappa,fl_r,fl_w,fl_phi,fl_ahi,fl_zhi, ...
        fl_risk,it_zgridno, it_agridno,it_ngridno, mt_trans_z,mt_trans_n,fl_beta, fl_mu_z, fl_sig_z, ...
        fl_rho_z,fl_lambda_z, fl_tolvfi ...
        ] = varargin{:};

    bl_print  = false;
    bl_plot   = false;


else

    fl_ahi         = 50;
    fl_alo         = 0;
    fl_zhi         = 2.2;
    it_agridno     = 100;
    it_zgridno     = 7;
    it_ngridno     = 2;
 %  ar_a           = linspace(fl_alo ,fl_ahi,it_agridno);
    mp_grid_control = containers.Map('KeyType','char', 'ValueType','any');
    mp_grid_control('grid_powerspace_power') = 1;
 %  ar_a            = ff_saveborr_grid(fl_alo, fl_ahi, it_agridno,  mp_grid_control)
    ar_a           = ff_saveborr_grid(fl_alo, fl_ahi, it_agridno, 'grid_powerspace', mp_grid_control);
    ar_a           = ar_a';
    fl_phi         = 0;
    fl_risk        = 1.5;
    fl_alpha       = 0.4;
    fl_theta       = 0.79-fl_alpha;
    fl_delta       = 0.05;
    fl_kappa       = 0;
    fl_mu_z        = 0;                   % mean of AR(1) entrepeneurial productivity process
    fl_rho_z       = 0.9;                 % persistence parameter of the AR(1) entrepreneurial productivity process
    fl_sig_z       = 0.2;
    fl_lambda_z    = 3;
    fl_beta        = 0.92;
 %  [ar_z, mt_trans_z] = mytauchen_z(fl_mu_z,fl_rho_z,fl_sig_z,it_zgridno,fl_lambda_z);
    [ar_z, mt_trans_z] = ffy_rouwenhorst(fl_rho_z,fl_sig_z,it_zgridno);
    ar_z           = exp(ar_z);
    P1=mt_trans_z^1000;
    sd=P1(1,:);
    el=sd*ar_z;
    ar_z =ar_z/el;
    ar_z         = ar_z';
    ar_n           = [0,1];
    mt_trans_n     = [0.1,0.9;0.9,0.1];


    [fl_r,fl_w] = ...
        deal(0.02,1);
    fl_tolvfi    = 10^-12;

    bl_print     = true;
    bl_plot      = true;

end

fl_R  = fl_r + fl_delta;

Value function Iteration

mt_vf = zeros(it_agridno,it_zgridno,it_ngridno);             % Value function
mt_Tv = zeros(it_agridno,it_zgridno,it_ngridno);             % Next guess of value function
mt_oploc = zeros(it_agridno,it_zgridno,it_ngridno);             %

[mt_util,mt_coh, mt_k, mt_l, mt_o] = hhsave_util_3OC(ar_a,ar_z,ar_n, ...
        fl_alpha,fl_theta,fl_delta,fl_kappa,fl_r,fl_w,fl_phi,fl_ahi,fl_zhi, ...
         fl_risk,it_zgridno, it_agridno,it_ngridno);

fl_crit = 1;                      % difference between current and next guess of value function
mt_evf = zeros(it_agridno,it_zgridno,it_ngridno);
while fl_crit > fl_tolvfi

for i = 1:it_ngridno
mt_evf(:,:,i) = mt_vf(:,:,i)*mt_trans_z';
end
for j = 1:it_zgridno
mt_evf1(:,j,:) = squeeze(mt_evf(:,j,:))*mt_trans_n';
end

mt_ev1 = repmat(mt_evf1, [1 1 1 it_agridno]);
mt_ev1 = permute(mt_ev1,[4 2 3 1]);

[mt_Tvf,mt_oploc] = max((mt_util+fl_beta.*(mt_ev1)),[], 4);

    mt_diff = mt_Tvf-mt_vf;
    mt_diff = mt_diff(:);
    fl_crit = norm(mt_diff);
    mt_vf   = mt_Tvf;
end


mt_pf  = ar_a(mt_oploc);
mt_con = mt_coh - mt_pf;
mt_savefraccoh =  mt_pf./mt_coh;

if(bl_print)

    st_ar_a = strsplit(num2str(ar_a));
    for i=1:it_agridno
        st_a(i) =strcat('a=', st_ar_a(i));
    end
    st_ar_z = strsplit(num2str(ar_z));
    disp('Table for value function at l=0');
    tb_VF = array2table(mt_vf(:,:,1),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_VF.Properties.RowNames = st_a;
    disp(tb_VF);
    disp('Table for value function at l=1');
    tb_VF = array2table(mt_vf(:,:,2),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_VF.Properties.RowNames = st_a;
    disp(tb_VF);
    disp('Table for Policy function at l=0');
    tb_pf = array2table(mt_pf(:,:,1),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_pf.Properties.RowNames = st_a;
    disp(tb_pf);
    disp('Table for Policy function at l=1');
    tb_pf = array2table(mt_pf(:,:,2),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_pf.Properties.RowNames = st_a;
    disp(tb_pf);
    disp('Table for Consumption at l=0 ');
    tb_con = array2table(mt_con(:,:,1),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_con.Properties.RowNames = st_a;
    disp(tb_con);
    disp('Table for Consumption at l=1 ');
    tb_con = array2table(mt_con(:,:,2),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_con.Properties.RowNames = st_a;
    disp(tb_con);
    disp('Table for Savings/COH at l=0');
    tb_savefraccoh = array2table(mt_savefraccoh(:,:,1),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_savefraccoh.Properties.RowNames = st_a;
    disp(tb_savefraccoh);
    disp('Table for Savings/COH at l=1');
    tb_savefraccoh = array2table(mt_savefraccoh(:,:,2),'VariableNames',{'z1','z2','z3','z4','z5','z6','z7'});
    tb_savefraccoh.Properties.RowNames = st_a;
    disp(tb_savefraccoh);

end
Table for value function at l=0
                     z1           z2          z3          z4          z5         z6         z7   
                  _________    ________    ________    ________    ________    _______    _______

    a=0             -128.79     -124.85      -121.5     -118.99     -116.81    -114.58    -111.53
    a=0.505051      -26.515     -19.609     -13.545     -9.7678     -6.5858    -3.3507      2.203
    a=1.0101        -11.733     -10.247     -8.6593      -7.009     -4.6245    -1.2383     4.6005
    a=1.51515       -8.4539     -7.8008     -6.8293     -5.4902     -3.3533     0.4626     5.9294
    a=2.0202         -7.344     -6.8036     -5.8915     -4.5294     -2.3416     1.6251     6.9059
    a=2.52525       -6.5588     -6.0275     -5.1182     -3.7194     -1.4539     2.5621     7.6243
    a=3.0303        -5.8127     -5.3025      -4.424     -2.9735    -0.66393     3.3718     8.2128
    a=3.53535       -5.1331     -4.6255     -3.7925     -2.2938    0.014983     4.0532     8.6784
    a=4.0404        -4.4937     -3.9992     -3.1955     -1.6825     0.62389     4.6218     9.1061
    a=4.54545       -3.9053     -3.4196     -2.6287     -1.1273       1.222     5.1157     9.4554
    a=5.05051       -3.3542     -2.8797     -2.1007    -0.60814      1.7587     5.5505      9.775
    a=5.55556       -2.8436     -2.3761     -1.6043    -0.12787      2.2442     5.9449     10.059
    a=6.06061       -2.3657     -1.9059     -1.1415     0.31558       2.685     6.3026     10.305
    a=6.56566       -1.9204     -1.4659     -0.7082     0.72456      3.0891     6.6365     10.543
    a=7.07071       -1.5033     -1.0547    -0.30458      1.1027      3.4589     6.9407     10.755
    a=7.57576       -1.1133     -0.6696    0.072452      1.4525      3.7986     7.2188     10.946
    a=8.08081      -0.74758    -0.30936     0.42385      1.7766      4.1145      7.476     11.131
    a=8.58586       -0.4047    0.028293      0.7521      2.0828      4.4117     7.7167     11.302
    a=9.09091     -0.082906     0.34464      1.0597      2.3764       4.691      7.941     11.457
    a=9.59596       0.21968      0.6429      1.3531      2.6637      4.9558     8.1515     11.604
    a=10.101        0.51673     0.93551      1.6365      2.9363      5.2076     8.3518     11.746
    a=10.6061       0.80528      1.2224      1.9051      3.1962      5.4459     8.5405     11.877
    a=11.1111        1.0828      1.4953      2.1682      3.4467      5.6724     8.7194         12
    a=11.6162        1.3462      1.7553      2.4232      3.6856      5.8888     8.8919     12.117
    a=12.1212        1.6035      2.0082      2.6687      3.9135      6.0947     9.0555      12.23
    a=12.6263        1.8535      2.2531      2.9037      4.1329       6.291     9.2108     12.337
    a=13.1313        2.0937      2.4886      3.1316      4.3429      6.4786      9.359     12.438
    a=13.6364        2.3235      2.7147      3.3513      4.5438      6.6579     9.5007     12.533
    a=14.1414         2.547      2.9337      3.5629      4.7367      6.8295     9.6363     12.627
    a=14.6465        2.7636      3.1453      3.7663      4.9218      6.9939     9.7663     12.717
    a=15.1515        2.9721      3.3493      3.9628      5.0994      7.1523     9.8914     12.802
    a=15.6566        3.1727      3.5459       4.152      5.2699      7.3052     10.012     12.883
    a=16.1616        3.3672      3.7359      4.3344      5.4356      7.4524     10.128      12.96
    a=16.6667        3.5555      3.9194      4.5105      5.5966      7.5944      10.24     13.037
    a=17.1717        3.7372      4.0967      4.6807      5.7542      7.7319     10.348      13.11
    a=17.6768        3.9124      4.2677      4.8449      5.9082      7.8653     10.453      13.18
    a=18.1818        4.0822      4.4336      5.0057      6.0572      7.9944     10.555     13.247
    a=18.6869        4.2484      4.5981       5.162      6.2018      8.1196     10.653     13.311
    a=19.1919        4.4118      4.7581      5.3159      6.3422       8.241     10.749     13.374
    a=19.697          4.571      4.9152      5.4665      6.4789      8.3589     10.842     13.435
    a=20.202         4.7272      5.0674      5.6128       6.612      8.4733     10.932     13.494
    a=20.7071        4.8784      5.2151      5.7545      6.7412      8.5845      11.02      13.55
    a=21.2121        5.0256      5.3588      5.8929      6.8669      8.6924     11.105     13.605
    a=21.7172        5.1699         5.5      6.0277      6.9893      8.7973     11.188     13.658
    a=22.2222        5.3112      5.6378      6.1597      7.1086      8.8993     11.269     13.709
    a=22.7273        5.4493      5.7728      6.2886      7.2248      8.9989     11.347     13.759
    a=23.2323        5.5842      5.9041      6.4141      7.3377      9.0961     11.424     13.808
    a=23.7374        5.7153      6.0317      6.5361      7.4477      9.1907     11.499     13.854
    a=24.2424        5.8431      6.1562      6.6551      7.5559      9.2836     11.571       13.9
    a=24.7475        5.9683      6.2781      6.7714      7.6623      9.3749     11.642     13.944
    a=25.2525        6.0908      6.3972      6.8852      7.7677      9.4644     11.711     13.986
    a=25.7576        6.2106      6.5137      6.9964      7.8705      9.5521     11.779     14.027
    a=26.2626        6.3275      6.6272      7.1047       7.971       9.638     11.845     14.067
    a=26.7677        6.4414      6.7379      7.2106      8.0691      9.7222     11.909     14.106
    a=27.2727        6.5527      6.8467       7.315      8.1651      9.8047     11.972     14.144
    a=27.7778        6.6617      6.9544      7.4184      8.2592      9.8854     12.034     14.181
    a=28.2828          6.77      7.0599        7.52      8.3516      9.9644     12.094     14.216
    a=28.7879        6.8762      7.1636      7.6195      8.4425      10.042     12.153     14.251
    a=29.2929        6.9802      7.2657      7.7172      8.5315      10.117      12.21     14.285
    a=29.798         7.0828      7.3657      7.8128      8.6185      10.191     12.267     14.318
    a=30.303         7.1834      7.4635      7.9063      8.7036      10.264     12.322      14.35
    a=30.8081        7.2817       7.559      7.9978      8.7872      10.335     12.376     14.381
    a=31.3131        7.3781       7.653      8.0877      8.8692      10.405     12.429     14.411
    a=31.8182         7.473      7.7458      8.1764      8.9497      10.473      12.48     14.439
    a=32.3232        7.5666      7.8368      8.2635      9.0287       10.54     12.531     14.468
    a=32.8283        7.6584      7.9262       8.349      9.1064      10.606     12.581     14.495
    a=33.3333        7.7486      8.0142      8.4329      9.1837      10.671      12.63     14.522
    a=33.8384        7.8374      8.1004      8.5153      9.2602      10.734     12.677     14.547
    a=34.3434        7.9244      8.1849      8.5961      9.3351      10.796     12.724     14.572
    a=34.8485        8.0096      8.2677      8.6752      9.4085      10.857      12.77     14.597
    a=35.3535        8.0933       8.349       8.753      9.4805      10.917     12.815      14.62
    a=35.8586        8.1757      8.4293      8.8296      9.5514      10.976      12.86     14.643
    a=36.3636        8.2568      8.5081      8.9051      9.6211      11.034     12.903     14.666
    a=36.8687        8.3365      8.5861      8.9803      9.6897      11.091     12.945     14.687
    a=37.3737        8.4149      8.6633      9.0546       9.757      11.147     12.987     14.708
    a=37.8788        8.4927      8.7393      9.1275      9.8236      11.203     13.028     14.729
    a=38.3838        8.5694      8.8139      9.1994      9.8892      11.257     13.068     14.748
    a=38.8889        8.6449      8.8878      9.2702      9.9536      11.311     13.107     14.767
    a=39.3939        8.7189      8.9605      9.3396      10.017      11.364     13.146     14.785
    a=39.899         8.7923      9.0318      9.4079      10.079      11.417     13.183     14.803
    a=40.404         8.8645      9.1019       9.475       10.14      11.468      13.22      14.82
    a=40.9091        8.9357      9.1712      9.5411      10.201      11.519     13.257     14.836
    a=41.4141        9.0057      9.2393      9.6062       10.26      11.569     13.292     14.852
    a=41.9192        9.0749      9.3066      9.6707       10.32      11.618     13.326     14.867
    a=42.4242         9.143      9.3732      9.7344      10.378      11.667      13.36     14.882
    a=42.9293        9.2103      9.4387      9.7971      10.436      11.714     13.393     14.896
    a=43.4343        9.2766      9.5032      9.8588      10.493      11.761     13.426      14.91
    a=43.9394        9.3421       9.567      9.9197      10.549      11.808     13.457     14.923
    a=44.4444        9.4064      9.6297      9.9796      10.605      11.853     13.488     14.935
    a=44.9495        9.4699      9.6913      10.039      10.659      11.898     13.518     14.948
    a=45.4545        9.5324      9.7521      10.097      10.713      11.942     13.547     14.959
    a=45.9596        9.5941       9.812      10.155      10.766      11.986     13.575      14.97
    a=46.4646        9.6549      9.8715      10.212      10.818      12.029     13.603      14.98
    a=46.9697        9.7149      9.9304      10.268       10.87      12.071     13.629      14.99
    a=47.4747        9.7742      9.9886      10.324      10.921      12.112     13.655     14.999
    a=47.9798        9.8332      10.046      10.379      10.971      12.154      13.68     15.007
    a=48.4848        9.8915      10.103      10.434      11.021      12.194     13.703     15.015
    a=48.9899         9.949      10.159      10.488       11.07      12.234     13.725     15.023
    a=49.4949        10.006      10.214      10.541      11.118      12.274     13.746      15.03
    a=50             10.062      10.269      10.593      11.166      12.313     13.764     15.037

Table for value function at l=1
                     z1           z2          z3          z4          z5          z6          z7   
                  _________    ________    ________    ________    ________    ________    ________

    a=0              -22.08     -17.015     -12.671     -9.6475     -7.0415     -4.3433    -0.25402
    a=0.505051        -10.9     -9.7191     -8.4489     -7.0461      -5.125     -2.4328      2.1385
    a=1.0101         -8.268     -7.6712     -6.8278     -5.6655     -3.8893    -0.96185      4.5978
    a=1.51515       -7.2748     -6.7517     -5.9429     -4.7651     -2.9443      0.4311      5.9276
    a=2.0202         -6.476     -5.9529     -5.1441     -3.9663     -2.1188      1.6079      6.9053
    a=2.52525       -5.7519      -5.234     -4.4212     -3.2122     -1.3367       2.548      7.6245
    a=3.0303        -5.0677      -4.567     -3.7664     -2.5223    -0.61235      3.3707      8.2129
    a=3.53535         -4.44     -3.9478      -3.169     -1.8979    0.016487      4.0522      8.6785
    a=4.0404        -3.8514     -3.3721     -2.6101     -1.3324      0.5945       4.621      9.1062
    a=4.54545       -3.3078     -2.8363     -2.0837    -0.80973      1.1953      5.1149      9.4554
    a=5.05051       -2.7989     -2.3366     -1.5927     -0.3235      1.7346      5.5498       9.775
    a=5.55556       -2.3258     -1.8694     -1.1325     0.12649      2.2226      5.9443      10.059
    a=6.06061       -1.8829     -1.4329    -0.70364      0.5422      2.6657      6.3021      10.305
    a=6.56566       -1.4692     -1.0242    -0.30276     0.92669      3.0717      6.6361      10.543
    a=7.07071       -1.0816    -0.64205    0.070786      1.2827      3.4434      6.9403      10.755
    a=7.57576      -0.71851    -0.28397     0.41969      1.6127      3.7847      7.2184      10.946
    a=8.08081      -0.37793    0.051167      0.7453      1.9272      4.1015      7.4756      11.131
    a=8.58586     -0.058169     0.36572      1.0564       2.231       4.399      7.7163      11.302
    a=9.09091       0.24959     0.67348      1.3588      2.5182      4.6787      7.9407      11.457
    a=9.59596       0.54745     0.96651      1.6442      2.7921      4.9446      8.1512      11.604
    a=10.101        0.82871       1.244       1.917      3.0578      5.1969      8.3515      11.746
    a=10.6061        1.1037      1.5145        2.18      3.3111      5.4357      8.5402      11.877
    a=11.1111        1.3714      1.7778      2.4308      3.5525       5.663      8.7191          12
    a=11.6162        1.6287      2.0303      2.6746      3.7852      5.8799      8.8917      12.117
    a=12.1212        1.8739       2.272      2.9103      4.0078      6.0863      9.0553       12.23
    a=12.6263        2.1125      2.5063      3.1372      4.2207      6.2831      9.2106      12.337
    a=13.1313        2.3443      2.7329       3.355      4.4253      6.4712      9.3588      12.438
    a=13.6364        2.5673      2.9513      3.5656      4.6215      6.6509      9.5005      12.533
    a=14.1414        2.7812      3.1613      3.7686      4.8097      6.8228      9.6361      12.627
    a=14.6465        2.9888      3.3645      3.9641      4.9905      6.9876      9.7661      12.717
    a=15.1515        3.1899      3.5607      4.1523       5.167      7.1462      9.8912      12.802
    a=15.6566        3.3838      3.7501      4.3339      5.3394      7.2989      10.012      12.883
    a=16.1616        3.5706      3.9327       4.509      5.5053      7.4462      10.128       12.96
    a=16.6667        3.7515      4.1092      4.6816       5.665      7.5883       10.24      13.037
    a=17.1717        3.9267      4.2805      4.8494      5.8198      7.7261      10.348       13.11
    a=17.6768        4.0969        4.45      5.0119        5.97      7.8597      10.453       13.18
    a=18.1818        4.2649      4.6139      5.1693      6.1166      7.9891      10.555      13.247
    a=18.6869        4.4272      4.7723      5.3216      6.2594      8.1144      10.653      13.311
    a=19.1919        4.5849      4.9264      5.4703       6.398      8.2359      10.749      13.374
    a=19.697         4.7394      5.0781       5.615      6.5326       8.354      10.842      13.435
    a=20.202         4.8908      5.2261       5.757      6.6635      8.4687      10.932      13.494
    a=20.7071        5.0388      5.3713      5.8959      6.7911      8.5799       11.02       13.55
    a=21.2121        5.1836      5.5123      6.0309      6.9153       8.688      11.105      13.605
    a=21.7172         5.324      5.6493       6.162       7.036       8.793      11.188      13.658
    a=22.2222        5.4608      5.7827      6.2899      7.1534      8.8952      11.269      13.709
    a=22.7273        5.5948      5.9134      6.4146      7.2694      8.9949      11.347      13.759
    a=23.2323         5.726      6.0411      6.5365      7.3832       9.092      11.424      13.808
    a=23.7374        5.8543      6.1661      6.6557      7.4941      9.1865      11.499      13.854
    a=24.2424        5.9795      6.2879      6.7717      7.6023      9.2795      11.571        13.9
    a=24.7475        6.1014      6.4064      6.8852      7.7077      9.3708      11.642      13.944
    a=25.2525        6.2203      6.5219      6.9975      7.8104      9.4604      11.711      13.986
    a=25.7576        6.3367      6.6351      7.1072      7.9113      9.5483      11.779      14.027
    a=26.2626        6.4506      6.7467      7.2146      8.0103      9.6344      11.845      14.067
    a=26.7677         6.562      6.8567      7.3199       8.108      9.7187      11.909      14.106
    a=27.2727        6.6723      6.9644      7.4228      8.2035      9.8012      11.972      14.144
    a=27.7778        6.7805      7.0695      7.5233      8.2969      9.8819      12.034      14.181
    a=28.2828        6.8861      7.1722      7.6215      8.3882       9.961      12.094      14.216
    a=28.7879        6.9894       7.273      7.7181      8.4776      10.038      12.153      14.251
    a=29.2929         7.091      7.3727      7.8136      8.5654      10.114       12.21      14.285
    a=29.798         7.1914      7.4705      7.9073      8.6516      10.188      12.266      14.318
    a=30.303         7.2899      7.5666      7.9993      8.7363      10.261      12.322       14.35
    a=30.8081        7.3866      7.6611      8.0896      8.8195      10.332      12.376      14.381
    a=31.3131        7.4819      7.7538      8.1781      8.9021      10.402      12.428      14.411
    a=31.8182        7.5752      7.8444      8.2646       8.983       10.47       12.48       14.44
    a=32.3232        7.6665      7.9332      8.3494      9.0621      10.537      12.531      14.468
    a=32.8283        7.7561      8.0204      8.4328      9.1398      10.603      12.581      14.495
    a=33.3333        7.8444      8.1065      8.5149      9.2161      10.668       12.63      14.522
    a=33.8384        7.9313      8.1909      8.5959      9.2911      10.731      12.677      14.547
    a=34.3434        8.0166      8.2739      8.6762      9.3647      10.793      12.724      14.572
    a=34.8485        8.1005      8.3555       8.755       9.437      10.855       12.77      14.597
    a=35.3535         8.183      8.4356      8.8326      9.5087      10.915      12.815       14.62
    a=35.8586        8.2639      8.5153      8.9089      9.5794      10.974       12.86      14.643
    a=36.3636        8.3432      8.5935      8.9837      9.6488      11.032      12.903      14.666
    a=36.8687        8.4221      8.6702      9.0571      9.7168      11.089      12.945      14.687
    a=37.3737        8.4997      8.7456      9.1292      9.7837      11.145      12.987      14.708
    a=37.8788        8.5761      8.8199      9.2003      9.8495        11.2      13.028      14.729
    a=38.3838        8.6513      8.8931      9.2703      9.9142      11.255      13.068      14.748
    a=38.8889        8.7254      8.9655      9.3398       9.978      11.309      13.107      14.767
    a=39.3939        8.7984       9.037      9.4083      10.041      11.362      13.146      14.785
    a=39.899         8.8707      9.1074      9.4757      10.104      11.414      13.183      14.803
    a=40.404         8.9418      9.1767      9.5421      10.165      11.466       13.22       14.82
    a=40.9091         9.012      9.2452      9.6076      10.226      11.517      13.257      14.836
    a=41.4141        9.0809      9.3125      9.6719      10.286      11.567      13.292      14.852
    a=41.9192        9.1491      9.3787      9.7351      10.345      11.616      13.326      14.867
    a=42.4242        9.2161      9.4439      9.7974      10.403      11.664       13.36      14.882
    a=42.9293        9.2823      9.5081       9.859       10.46      11.712      13.393      14.896
    a=43.4343        9.3474      9.5714      9.9201      10.516      11.759      13.426       14.91
    a=43.9394        9.4116       9.634      9.9803      10.571      11.806      13.457      14.923
    a=44.4444         9.475      9.6958       10.04      10.626      11.851      13.488      14.936
    a=44.9495        9.5376      9.7566      10.099       10.68      11.896      13.518      14.948
    a=45.4545        9.5993      9.8171      10.157      10.734       11.94      13.547      14.959
    a=45.9596        9.6602      9.8769      10.214      10.787      11.984      13.575       14.97
    a=46.4646        9.7202      9.9359       10.27      10.839      12.027      13.603       14.98
    a=46.9697        9.7799      9.9939      10.326       10.89      12.069      13.629       14.99
    a=47.4747        9.8388      10.051      10.381      10.941      12.111      13.655      14.999
    a=47.9798        9.8968      10.107      10.434      10.991      12.152      13.679      15.007
    a=48.4848        9.9541      10.163      10.488       11.04      12.192      13.703      15.015
    a=48.9899        10.011      10.218      10.541      11.089      12.233      13.725      15.023
    a=49.4949        10.066      10.273      10.593      11.138      12.272      13.746       15.03
    a=50             10.122      10.327      10.645      11.186      12.311      13.764      15.037

Table for Policy function at l=0
                    z1         z2         z3         z4         z5         z6         z7  
                  _______    _______    _______    _______    _______    _______    ______

    a=0                 0          0          0          0          0          0         0
    a=0.505051    0.50505    0.50505    0.50505    0.50505    0.50505    0.50505    1.0101
    a=1.0101      0.50505    0.50505    0.50505    0.50505     1.0101     1.5152    2.0202
    a=1.51515      1.0101     1.0101     1.0101     1.0101     1.5152     2.0202    3.0303
    a=2.0202       1.5152     1.5152     1.5152     1.5152     2.0202     2.5253    3.5354
    a=2.52525      2.0202     2.0202     2.0202     2.0202     2.5253     3.0303    4.5455
    a=3.0303       2.0202     2.0202     2.5253     2.5253     3.0303     4.0404    5.0505
    a=3.53535      2.5253     2.5253     3.0303     3.0303     3.5354     4.5455    6.0606
    a=4.0404       3.0303     3.0303     3.0303     3.5354     4.0404     5.0505    6.5657
    a=4.54545      3.5354     3.5354     3.5354     4.0404     4.5455     5.5556    7.0707
    a=5.05051      4.0404     4.0404     4.0404     4.5455     5.0505     6.0606    8.0808
    a=5.55556      4.5455     4.5455     4.5455     5.0505     5.5556     6.5657    8.5859
    a=6.06061      5.0505     5.0505     5.0505     5.5556     6.0606     7.5758    9.0909
    a=6.56566      5.5556     5.5556     5.5556     6.0606     6.5657     8.0808    10.101
    a=7.07071      6.0606     6.0606     6.0606     6.5657     7.0707     8.5859    10.606
    a=7.57576      6.5657     6.5657     6.5657     7.0707     7.5758     9.0909    11.111
    a=8.08081      7.0707     7.0707     7.0707     7.5758     8.0808      9.596    12.121
    a=8.58586      7.5758     7.5758     7.5758     8.0808     8.5859     10.101    12.626
    a=9.09091      8.0808     8.0808     8.0808     8.0808     9.0909     10.606    13.131
    a=9.59596      8.5859     8.5859     8.5859     8.5859      9.596     11.111    14.141
    a=10.101       8.5859     8.5859     9.0909     9.0909     10.101     11.616    14.646
    a=10.6061      9.0909     9.0909      9.596      9.596     10.606     12.121    15.152
    a=11.1111       9.596      9.596      9.596     10.101     11.111     13.131    15.657
    a=11.6162      10.101     10.101     10.101     10.606     11.616     13.636    16.667
    a=12.1212      10.606     10.606     10.606     11.111     12.121     14.141    17.172
    a=12.6263      11.111     11.111     11.111     11.616     12.626     14.646    17.677
    a=13.1313      11.616     11.616     11.616     12.121     13.131     15.152    18.182
    a=13.6364      12.121     12.121     12.121     12.626     13.636     15.657    18.687
    a=14.1414      12.626     12.626     12.626     13.131     14.141     16.162    19.697
    a=14.6465      13.131     13.131     13.131     13.636     14.646     16.667    20.202
    a=15.1515      13.636     13.636     13.636     14.141     15.152     17.172    20.707
    a=15.6566      14.141     14.141     14.141     14.646     15.657     17.677    21.212
    a=16.1616      14.646     14.646     14.646     15.152     16.162     18.182    22.222
    a=16.6667      15.152     15.152     15.152     15.657     16.667     18.687    22.727
    a=17.1717      15.657     15.657     15.657     15.657     17.172     19.192    23.232
    a=17.6768      16.162     16.162     16.162     16.162     17.677     19.697    23.737
    a=18.1818      16.667     16.667     16.667     16.667     18.182     20.202    24.242
    a=18.6869      16.667     16.667     17.172     17.172     18.687     20.707    24.747
    a=19.1919      17.172     17.172     17.172     17.677     19.192     21.717    25.758
    a=19.697       17.677     17.677     17.677     18.182     19.697     22.222    26.263
    a=20.202       18.182     18.182     18.182     18.687     20.202     22.727    26.768
    a=20.7071      18.687     18.687     18.687     19.192     20.707     23.232    27.273
    a=21.2121      19.192     19.192     19.192     19.697     21.212     23.737    27.778
    a=21.7172      19.697     19.697     19.697     20.202     21.717     24.242    28.283
    a=22.2222      20.202     20.202     20.202     20.707     22.222     24.747    28.788
    a=22.7273      20.707     20.707     20.707     21.212     22.727     25.253    29.798
    a=23.2323      21.212     21.212     21.212     21.717     23.232     25.758    30.303
    a=23.7374      21.717     21.717     21.717     22.222     23.737     26.263    30.808
    a=24.2424      22.222     22.222     22.222     22.727     23.737     26.768    31.313
    a=24.7475      22.727     22.727     22.727     22.727     24.242     27.273    31.818
    a=25.2525      23.232     23.232     23.232     23.232     24.747     27.778    32.323
    a=25.7576      23.737     23.737     23.737     23.737     25.253     28.283    32.828
    a=26.2626      24.242     24.242     24.242     24.242     25.758     28.788    33.333
    a=26.7677      24.747     24.747     24.747     24.747     26.263     29.293    33.838
    a=27.2727      25.253     24.747     25.253     25.253     26.768     29.798    34.343
    a=27.7778      25.253     25.253     25.253     25.758     27.273     30.303    35.354
    a=28.2828      25.758     25.758     25.758     26.263     27.778     30.808    35.859
    a=28.7879      26.263     26.263     26.263     26.768     28.283     31.313    36.364
    a=29.2929      26.768     26.768     26.768     27.273     28.788     31.818    36.869
    a=29.798       27.273     27.273     27.273     27.778     29.293     32.323    37.374
    a=30.303       27.778     27.778     27.778     28.283     29.798     32.828    37.879
    a=30.8081      28.283     28.283     28.283     28.788     30.303     33.333    38.384
    a=31.3131      28.788     28.788     28.788     29.293     30.808     33.838    38.889
    a=31.8182      29.293     29.293     29.293     29.798     31.313     34.343    39.394
    a=32.3232      29.798     29.798     29.798     30.303     31.818     34.848    39.899
    a=32.8283      30.303     30.303     30.303     30.808     32.323     35.354    40.404
    a=33.3333      30.808     30.808     30.808     30.808     32.828     35.859    40.909
    a=33.8384      31.313     31.313     31.313     31.313     33.333     36.364    41.414
    a=34.3434      31.818     31.818     31.818     31.818     33.838     36.869    41.919
    a=34.8485      32.323     32.323     32.323     32.323     34.343     37.374    42.424
    a=35.3535      32.828     32.828     32.828     32.828     34.848     37.879    42.929
    a=35.8586      33.333     33.333     33.333     33.333     35.354     38.384    43.434
    a=36.3636      33.838     33.838     33.333     33.838     35.859     38.889    43.939
    a=36.8687      34.343     33.838     33.838     34.343     36.364     39.394    43.939
    a=37.3737      34.848     34.343     34.343     34.848     36.364     39.899    44.444
    a=37.8788      34.848     34.848     34.848     35.354     36.869     40.404    44.949
    a=38.3838      35.354     35.354     35.354     35.859     37.374     40.909    45.455
    a=38.8889      35.859     35.859     35.859     36.364     37.879     41.414     45.96
    a=39.3939      36.364     36.364     36.364     36.869     38.384     41.919    46.465
    a=39.899       36.869     36.869     36.869     37.374     38.889     42.424    46.465
    a=40.404       37.374     37.374     37.374     37.879     39.394     42.929     46.97
    a=40.9091      37.879     37.879     37.879     38.384     39.899     43.434    47.475
    a=41.4141      38.384     38.384     38.384     38.384     40.404     43.939     47.98
    a=41.9192      38.889     38.889     38.889     38.889     40.909     44.444     47.98
    a=42.4242      39.394     39.394     39.394     39.394     41.414     44.949    48.485
    a=42.9293      39.899     39.899     39.899     39.899     41.919     45.455     48.99
    a=43.4343      40.404     40.404     40.404     40.404     42.424      45.96     48.99
    a=43.9394      40.909     40.909     40.909     40.909     42.929     46.465    49.495
    a=44.4444      41.414     41.414     41.414     41.414     43.434      46.97        50
    a=44.9495      41.919     41.919     41.919     41.919     43.939      46.97        50
    a=45.4545      42.424     42.424     41.919     42.424     44.444     47.475        50
    a=45.9596      42.929     42.929     42.424     42.929     44.949      47.98        50
    a=46.4646      43.434     42.929     42.929     43.434     45.455     48.485        50
    a=46.9697      43.939     43.434     43.434     43.939      45.96      48.99        50
    a=47.4747      43.939     43.939     43.939     44.444      45.96      48.99        50
    a=47.9798      44.444     44.444     44.444     44.949     46.465     49.495        50
    a=48.4848      44.949     44.949     44.949     45.455      46.97         50        50
    a=48.9899      45.455     45.455     45.455      45.96     47.475         50        50
    a=49.4949       45.96      45.96      45.96     46.465      47.98         50        50
    a=50           46.465     46.465     46.465     46.465     48.485         50        50

Table for Policy function at l=1
                    z1         z2         z3         z4         z5         z6         z7   
                  _______    _______    _______    _______    _______    _______    _______

    a=0           0.50505    0.50505    0.50505    0.50505    0.50505    0.50505    0.50505
    a=0.505051     1.0101     1.0101     1.0101     1.0101     1.0101     1.0101     1.0101
    a=1.0101       1.5152     1.5152     1.5152     1.5152     1.5152     1.5152     2.0202
    a=1.51515      2.0202     2.0202     2.0202     2.0202     2.0202     2.0202     3.0303
    a=2.0202       2.0202     2.0202     2.0202     2.0202     2.5253     2.5253     3.5354
    a=2.52525      2.5253     2.5253     2.5253     2.5253     2.5253     3.0303     4.5455
    a=3.0303       3.0303     3.0303     3.0303     3.0303     3.0303     4.0404     5.0505
    a=3.53535      3.5354     3.5354     3.5354     3.5354     3.5354     4.5455     6.0606
    a=4.0404       4.0404     4.0404     4.0404     4.0404     4.0404     5.0505     6.5657
    a=4.54545      4.5455     4.5455     4.5455     4.5455     4.5455     5.5556     7.0707
    a=5.05051      5.0505     5.0505     5.0505     5.0505     5.0505     6.0606     8.0808
    a=5.55556      5.5556     5.5556     5.5556     5.5556     5.5556     6.5657     8.5859
    a=6.06061      6.0606     6.0606     6.0606     6.0606     6.0606     7.5758     9.0909
    a=6.56566      6.5657     6.5657     6.5657     6.5657     6.5657     8.0808     10.101
    a=7.07071      7.0707     7.0707     7.0707     7.0707     7.0707     8.5859     10.606
    a=7.57576      7.5758     7.5758     7.5758     7.5758     7.5758     9.0909     11.111
    a=8.08081      8.0808     8.0808     8.0808     7.5758     8.0808      9.596     12.121
    a=8.58586      8.5859     8.5859     8.0808     8.0808     8.5859     10.101     12.626
    a=9.09091      8.5859     8.5859     8.5859     8.5859     9.0909     10.606     13.131
    a=9.59596      9.0909     9.0909     9.0909     9.0909      9.596     11.111     14.141
    a=10.101        9.596      9.596      9.596      9.596     10.101     11.616     14.646
    a=10.6061      10.101     10.101     10.101     10.101     10.606     12.121     15.152
    a=11.1111      10.606     10.606     10.606     10.606     11.111     13.131     15.657
    a=11.6162      11.111     11.111     11.111     11.111     11.616     13.636     16.667
    a=12.1212      11.616     11.616     11.616     11.616     12.121     14.141     17.172
    a=12.6263      12.121     12.121     12.121     12.121     12.626     14.646     17.677
    a=13.1313      12.626     12.626     12.626     12.626     13.131     15.152     18.182
    a=13.6364      13.131     13.131     13.131     13.131     13.636     15.657     18.687
    a=14.1414      13.636     13.636     13.636     13.636     14.141     16.162     19.697
    a=14.6465      14.141     14.141     14.141     14.141     14.646     16.667     20.202
    a=15.1515      14.646     14.646     14.646     14.141     15.152     17.172     20.707
    a=15.6566      15.152     15.152     15.152     14.646     15.657     17.677     21.212
    a=16.1616      15.657     15.657     15.657     15.152     16.162     18.182     22.222
    a=16.6667      16.162     16.162     15.657     15.657     16.667     18.687     22.727
    a=17.1717      16.667     16.162     16.162     16.162     17.172     19.192     23.232
    a=17.6768      16.667     16.667     16.667     16.667     17.677     19.697     23.737
    a=18.1818      17.172     17.172     17.172     17.172     18.182     20.202     24.242
    a=18.6869      17.677     17.677     17.677     17.677     18.687     20.707     24.747
    a=19.1919      18.182     18.182     18.182     18.182     19.192     21.717     25.758
    a=19.697       18.687     18.687     18.687     18.687     19.697     22.222     26.263
    a=20.202       19.192     19.192     19.192     19.192     20.202     22.727     26.768
    a=20.7071      19.697     19.697     19.697     19.697     20.707     23.232     27.273
    a=21.2121      20.202     20.202     20.202     20.202     21.212     23.737     27.778
    a=21.7172      20.707     20.707     20.707     20.707     21.717     24.242     28.283
    a=22.2222      21.212     21.212     21.212     21.212     22.222     24.747     28.788
    a=22.7273      21.717     21.717     21.717     21.212     22.727     25.253     29.798
    a=23.2323      22.222     22.222     22.222     21.717     23.232     25.758     30.303
    a=23.7374      22.727     22.727     22.727     22.222     23.737     26.263     30.808
    a=24.2424      23.232     23.232     23.232     22.727     23.737     26.768     31.313
    a=24.7475      23.737     23.737     23.232     23.232     24.242     27.273     31.818
    a=25.2525      24.242     24.242     23.737     23.737     24.747     27.778     32.323
    a=25.7576      24.747     24.747     24.242     24.242     25.253     28.283     32.828
    a=26.2626      25.253     24.747     24.747     24.747     25.758     28.788     33.333
    a=26.7677      25.758     25.253     25.253     25.253     26.263     29.293     33.838
    a=27.2727      25.758     25.758     25.758     25.758     26.768     29.798     34.343
    a=27.7778      26.263     26.263     26.263     26.263     27.273     30.303     35.354
    a=28.2828      26.768     26.768     26.768     26.768     27.778     30.808     35.859
    a=28.7879      27.273     27.273     27.273     27.273     28.283     31.313     36.364
    a=29.2929      27.778     27.778     27.778     27.778     28.788     31.818     36.869
    a=29.798       28.283     28.283     28.283     28.283     29.293     32.323     37.374
    a=30.303       28.788     28.788     28.788     28.788     29.798     32.828     37.879
    a=30.8081      29.293     29.293     29.293     28.788     30.303     33.333     38.384
    a=31.3131      29.798     29.798     29.798     29.293     30.808     33.838     38.889
    a=31.8182      30.303     30.303     30.303     29.798     31.313     34.343     39.394
    a=32.3232      30.808     30.808     30.808     30.303     31.818     34.848     39.899
    a=32.8283      31.313     31.313     31.313     30.808     32.323     35.354     40.404
    a=33.3333      31.818     31.818     31.818     31.313     32.828     35.859     40.909
    a=33.8384      32.323     32.323     31.818     31.818     33.333     36.364     41.414
    a=34.3434      32.828     32.828     32.323     32.323     33.838     36.869     41.919
    a=34.8485      33.333     33.333     32.828     32.828     34.343     37.374     42.424
    a=35.3535      33.838     33.838     33.333     33.333     34.848     37.879     42.929
    a=35.8586      34.343     33.838     33.838     33.838     35.354     38.384     43.434
    a=36.3636      34.848     34.343     34.343     34.343     35.859     38.889     43.939
    a=36.8687      34.848     34.848     34.848     34.848     36.364     39.394     43.939
    a=37.3737      35.354     35.354     35.354     35.354     36.364     39.899     44.444
    a=37.8788      35.859     35.859     35.859     35.859     36.869     40.404     44.949
    a=38.3838      36.364     36.364     36.364     36.364     37.374     40.909     45.455
    a=38.8889      36.869     36.869     36.869     36.869     37.879     41.414      45.96
    a=39.3939      37.374     37.374     37.374     36.869     38.384     41.919     46.465
    a=39.899       37.879     37.879     37.879     37.374     38.889     42.424     46.465
    a=40.404       38.384     38.384     38.384     37.879     39.394     42.929      46.97
    a=40.9091      38.889     38.889     38.889     38.384     39.899     43.434     47.475
    a=41.4141      39.394     39.394     39.394     38.889     40.404     43.939      47.98
    a=41.9192      39.899     39.899     39.899     39.394     40.909     44.444      47.98
    a=42.4242      40.404     40.404     40.404     39.899     41.414     44.949     48.485
    a=42.9293      40.909     40.909     40.404     40.404     41.919     45.455      48.99
    a=43.4343      41.414     41.414     40.909     40.909     42.424      45.96      48.99
    a=43.9394      41.919     41.919     41.414     41.414     42.929     46.465     49.495
    a=44.4444      42.424     42.424     41.919     41.919     43.434      46.97         50
    a=44.9495      42.929     42.929     42.424     42.424     43.939      46.97         50
    a=45.4545      43.434     42.929     42.929     42.929     44.444     47.475         50
    a=45.9596      43.939     43.434     43.434     43.434     44.949      47.98         50
    a=46.4646      43.939     43.939     43.939     43.939     45.455     48.485         50
    a=46.9697      44.444     44.444     44.444     44.444      45.96      48.99         50
    a=47.4747      44.949     44.949     44.949     44.949      45.96      48.99         50
    a=47.9798      45.455     45.455     45.455     44.949     46.465     49.495         50
    a=48.4848       45.96      45.96      45.96     45.455      46.97         50         50
    a=48.9899      46.465     46.465     46.465      45.96     47.475         50         50
    a=49.4949       46.97      46.97      46.97     46.465      47.98         50         50
    a=50           47.475     47.475     47.475      46.97     48.485         50         50

Table for Consumption at l=0 
                     z1          z2          z3         z4         z5         z6         z7   
                  ________    ________    ________    _______    _______    _______    _______

    a=0                  0           0           0          0          0          0          0
    a=0.505051    0.013011    0.027424    0.072047    0.15457    0.30707    0.58891    0.60473
    a=1.0101       0.52816     0.54258     0.60783    0.73784    0.47304    0.41201    0.72755
    a=1.51515      0.53826     0.55268     0.62927    0.79887    0.60725    0.68146    0.74187
    a=2.0202       0.54836     0.56278     0.64553    0.85034     0.7238    0.91826     1.2009
    a=2.52525      0.55847     0.57288     0.65833    0.89541    0.82851     1.1332     1.1145
    a=3.0303        1.0736       1.088     0.66879    0.93577    0.92451    0.82698     1.5034
    a=3.53535       1.0837      1.0981     0.67889    0.97245     1.0137     1.0133      1.364
    a=4.0404        1.0938      1.1082       1.194     1.0061     1.0974     1.1893     1.7108
    a=4.54545       1.1039      1.1183      1.2041     1.0373     1.1765     1.3569     2.0419
    a=5.05051        1.114      1.1284      1.2142     1.0664     1.2516     1.5172     1.8546
    a=5.55556       1.1241      1.1385      1.2243     1.0937     1.3234     1.6713     2.1607
    a=6.06061       1.1342      1.1486      1.2344     1.1193     1.3922     1.3147     2.4565
    a=6.56566       1.1443      1.1587      1.2445     1.1435     1.4583     1.4583     2.2382
    a=7.07071       1.1544      1.1688      1.2546     1.1664      1.522     1.5974     2.5168
    a=7.57576       1.1645      1.1789      1.2647     1.1881     1.5835     1.7326      2.788
    a=8.08081       1.1746       1.189      1.2749     1.2087     1.6431     1.8641     2.5474
    a=8.58586       1.1847      1.1991       1.285     1.2284     1.7009     1.9923     2.8058
    a=9.09091       1.1948      1.2092      1.2951     1.7522      1.757     2.1174     3.0584
    a=9.59596       1.2049      1.2193      1.3052     1.7701     1.8115     2.2396     2.8007
    a=10.101        1.7201      1.7345      1.3153     1.7873     1.8647     2.3592     3.0431
    a=10.6061       1.7302      1.7446      1.3254     1.8037     1.9164     2.4764      3.281
    a=11.1111       1.7403      1.7547      1.8405     1.8195      1.967     2.0861     3.5146
    a=11.6162       1.7504      1.7648      1.8506     1.8346     2.0163     2.1988     3.2391
    a=12.1212       1.7605      1.7749      1.8607     1.8491     2.0646     2.3093     3.4649
    a=12.6263       1.7706       1.785      1.8708     1.8631     2.1118      2.418     3.6871
    a=13.1313       1.7807      1.7951      1.8809     1.8765      2.158     2.5248     3.9059
    a=13.6364       1.7908      1.8052       1.891     1.8894     2.2033     2.6299     4.1216
    a=14.1414       1.8009      1.8153      1.9011     1.9018     2.2476     2.7333     3.8291
    a=14.6465        1.811      1.8254      1.9112     1.9138     2.2912     2.8352     4.0387
    a=15.1515       1.8211      1.8355      1.9213     1.9253     2.3339     2.9355     4.2456
    a=15.6566       1.8312      1.8456      1.9314     1.9364     2.3758     3.0345     4.4498
    a=16.1616       1.8413      1.8557      1.9415     1.9471      2.417      3.132     4.1465
    a=16.6667       1.8514      1.8658      1.9516     1.9574     2.4575     3.2282     4.3458
    a=17.1717       1.8615      1.8759      1.9617     2.4726     2.4973     3.3232     4.5427
    a=17.6768       1.8716       1.886      1.9718     2.4827     2.5365      3.417     4.7374
    a=18.1818       1.8817      1.8961      1.9819     2.4928      2.575     3.5096       4.93
    a=18.6869       2.3968      2.4113       1.992     2.5029     2.6129     3.6011     5.1204
    a=19.1919        2.407      2.4214      2.5072      2.513     2.6502     3.1864     4.8039
    a=19.697        2.4171      2.4315      2.5173     2.5231      2.687     3.2758     4.9904
    a=20.202        2.4272      2.4416      2.5274     2.5332     2.7232     3.3641     5.1751
    a=20.7071       2.4373      2.4517      2.5375     2.5433     2.7589     3.4515      5.358
    a=21.2121       2.4474      2.4618      2.5476     2.5534     2.7941     3.5379     5.5391
    a=21.7172       2.4575      2.4719      2.5577     2.5635     2.8287     3.6234     5.7186
    a=22.2222       2.4676       2.482      2.5678     2.5736     2.8629     3.7081     5.8964
    a=22.7273       2.4777      2.4921      2.5779     2.5837     2.8967     3.7918     5.5676
    a=23.2323       2.4878      2.5022       2.588     2.5938       2.93     3.8748     5.7423
    a=23.7374       2.4979      2.5123      2.5981     2.6039     2.9628     3.9569     5.9155
    a=24.2424        2.508      2.5224      2.6082      2.614     3.5003     4.0383     6.0873
    a=24.7475       2.5181      2.5325      2.6183     3.1292     3.5323     4.1189     6.2577
    a=25.2525       2.5282      2.5426      2.6284     3.1393      3.564     4.1987     6.4267
    a=25.7576       2.5383      2.5527      2.6385     3.1494     3.5952     4.2779     6.5943
    a=26.2626       2.5484      2.5628      2.6486     3.1595      3.626     4.3563     6.7607
    a=26.7677       2.5585      2.5729      2.6587     3.1696     3.6565      4.434     6.9258
    a=27.2727       2.5686       3.088      2.6688     3.1797     3.6866     4.5111     7.0897
    a=27.7778       3.0837      3.0981      3.1839     3.1898     3.7164     4.5876     6.7473
    a=28.2828       3.0938      3.1082       3.194     3.1999     3.7458     4.6633     6.9088
    a=28.7879       3.1039      3.1183      3.2041       3.21     3.7749     4.7385     7.0691
    a=29.2929        3.114      3.1284      3.2142     3.2201     3.8037     4.8131     7.2283
    a=29.798        3.1241      3.1385      3.2243     3.2302     3.8321     4.8871     7.3865
    a=30.303        3.1342      3.1486      3.2344     3.2403     3.8603     4.9605     7.5436
    a=30.8081       3.1443      3.1587      3.2445     3.2504     3.8881     5.0333     7.6996
    a=31.3131       3.1544      3.1688      3.2546     3.2605     3.9156     5.1056     7.8546
    a=31.8182       3.1645      3.1789      3.2647     3.2706     3.9428     5.1773     8.0086
    a=32.3232       3.1746       3.189      3.2749     3.2807     3.9698     5.2486     8.1616
    a=32.8283       3.1847      3.1991       3.285     3.2908     3.9965     5.3193     8.3137
    a=33.3333       3.1948      3.2092      3.2951     3.8059     4.0228     5.3894     8.4648
    a=33.8384       3.2049      3.2193      3.3052      3.816      4.049     5.4591     8.6151
    a=34.3434        3.215      3.2294      3.3153     3.8261     4.0748     5.5284     8.7644
    a=34.8485       3.2251      3.2395      3.3254     3.8362     4.1004     5.5971     8.9128
    a=35.3535       3.2352      3.2496      3.3355     3.8463     4.1258     5.6654     9.0604
    a=35.8586       3.2453      3.2597      3.3456     3.8564     4.1509     5.7332     9.2071
    a=36.3636       3.2554      3.2698      3.8607     3.8665     4.1757     5.8005      9.353
    a=36.8687       3.2655       3.785      3.8708     3.8766     4.2004     5.8674     10.003
    a=37.3737       3.2756      3.7951      3.8809     3.8867     4.7298     5.9339     10.147
    a=37.8788       3.7908      3.8052       3.891     3.8968     4.7539          6     10.291
    a=38.3838       3.8009      3.8153      3.9011     3.9069     4.7779     6.0656     10.434
    a=38.8889        3.811      3.8254      3.9112      3.917     4.8016     6.1308     10.576
    a=39.3939       3.8211      3.8355      3.9213     3.9271     4.8251     6.1956     10.717
    a=39.899        3.8312      3.8456      3.9314     3.9372     4.8483     6.2601     11.362
    a=40.404        3.8413      3.8557      3.9415     3.9473     4.8714     6.3241     11.502
    a=40.9091       3.8514      3.8658      3.9516     3.9574     4.8942     6.3878     11.641
    a=41.4141       3.8615      3.8759      3.9617     4.4726     4.9169      6.451      11.78
    a=41.9192       3.8716       3.886      3.9718     4.4827     4.9393     6.5139     12.422
    a=42.4242       3.8817      3.8961      3.9819     4.4928     4.9616     6.5765     12.559
    a=42.9293       3.8918      3.9062       3.992     4.5029     4.9837     6.6386     12.696
    a=43.4343       3.9019      3.9163      4.0021      4.513     5.0055     6.7005     13.336
    a=43.9394        3.912      3.9264      4.0122     4.5231     5.0272      6.762     13.471
    a=44.4444       3.9221      3.9365      4.0223     4.5332     5.0487     6.8231     13.606
    a=44.9495       3.9322      3.9466      4.0324     4.5433       5.07     7.3889     14.245
    a=45.4545       3.9423      3.9567      4.5476     4.5534     5.0911     7.4494     14.883
    a=45.9596       3.9524      3.9668      4.5577     4.5635     5.1121     7.5095      15.52
    a=46.4646       3.9625       4.482      4.5678     4.5736     5.1329     7.5694     16.157
    a=46.9697       3.9726      4.4921      4.5779     4.5837     5.1535     7.6289     16.794
    a=47.4747       4.4878      4.5022       4.588     4.5938      5.679     8.1931      17.43
    a=47.9798       4.4979      4.5123      4.5981     4.6039     5.6992      8.252     18.065
    a=48.4848        4.508      4.5224      4.6082      4.614     5.7193     8.3105       18.7
    a=48.9899       4.5181      4.5325      4.6183     4.6241     5.7393     8.8739     19.334
    a=49.4949       4.5282      4.5426      4.6284     4.6342     5.7591     9.4369     19.967
    a=50            4.5383      4.5527      4.6385     5.1494     5.7787     9.9996       20.6

Table for Consumption at l=1 
                    z1         z2         z3         z4         z5         z6         z7   
                  _______    _______    _______    _______    _______    _______    _______

    a=0           0.49495    0.49495    0.49495    0.49495    0.49495    0.49495    0.49495
    a=0.505051    0.50505    0.50505    0.50505    0.50505    0.50505    0.50505    0.60473
    a=1.0101      0.51515    0.51515    0.51515    0.51515    0.51515    0.51515    0.72755
    a=1.51515     0.52525    0.52525    0.52525    0.52525    0.52525    0.68146    0.74187
    a=2.0202       1.0404     1.0404     1.0404     1.0404    0.53535    0.91826     1.2009
    a=2.52525      1.0505     1.0505     1.0505     1.0505     1.0505     1.1332     1.1145
    a=3.0303       1.0606     1.0606     1.0606     1.0606     1.0606    0.82698     1.5034
    a=3.53535      1.0707     1.0707     1.0707     1.0707     1.0707     1.0133      1.364
    a=4.0404       1.0808     1.0808     1.0808     1.0808     1.0974     1.1893     1.7108
    a=4.54545      1.0909     1.0909     1.0909     1.0909     1.1765     1.3569     2.0419
    a=5.05051       1.101      1.101      1.101      1.101     1.2516     1.5172     1.8546
    a=5.55556      1.1111     1.1111     1.1111     1.1111     1.3234     1.6713     2.1607
    a=6.06061      1.1212     1.1212     1.1212     1.1212     1.3922     1.3147     2.4565
    a=6.56566      1.1313     1.1313     1.1313     1.1313     1.4583     1.4583     2.2382
    a=7.07071      1.1414     1.1414     1.1414     1.1414      1.522     1.5974     2.5168
    a=7.57576      1.1515     1.1515     1.1515     1.1515     1.5835     1.7326      2.788
    a=8.08081      1.1616     1.1616     1.1616     1.6667     1.6431     1.8641     2.5474
    a=8.58586      1.1717     1.1717     1.6768     1.6768     1.7009     1.9923     2.8058
    a=9.09091      1.6869     1.6869     1.6869     1.6869      1.757     2.1174     3.0584
    a=9.59596       1.697      1.697      1.697      1.697     1.8115     2.2396     2.8007
    a=10.101       1.7071     1.7071     1.7071     1.7071     1.8647     2.3592     3.0431
    a=10.6061      1.7172     1.7172     1.7172     1.7172     1.9164     2.4764      3.281
    a=11.1111      1.7273     1.7273     1.7273     1.7273      1.967     2.0861     3.5146
    a=11.6162      1.7374     1.7374     1.7374     1.7374     2.0163     2.1988     3.2391
    a=12.1212      1.7475     1.7475     1.7475     1.7475     2.0646     2.3093     3.4649
    a=12.6263      1.7576     1.7576     1.7576     1.7576     2.1118      2.418     3.6871
    a=13.1313      1.7677     1.7677     1.7677     1.7677      2.158     2.5248     3.9059
    a=13.6364      1.7778     1.7778     1.7778     1.7778     2.2033     2.6299     4.1216
    a=14.1414      1.7879     1.7879     1.7879     1.7879     2.2476     2.7333     3.8291
    a=14.6465       1.798      1.798      1.798      1.798     2.2912     2.8352     4.0387
    a=15.1515      1.8081     1.8081     1.8081     2.3131     2.3339     2.9355     4.2456
    a=15.6566      1.8182     1.8182     1.8182     2.3232     2.3758     3.0345     4.4498
    a=16.1616      1.8283     1.8283     1.8283     2.3333      2.417      3.132     4.1465
    a=16.6667      1.8384     1.8384     2.3434     2.3434     2.4575     3.2282     4.3458
    a=17.1717      1.8485     2.3535     2.3535     2.3535     2.4973     3.3232     4.5427
    a=17.6768      2.3636     2.3636     2.3636     2.3636     2.5365      3.417     4.7374
    a=18.1818      2.3737     2.3737     2.3737     2.3737      2.575     3.5096       4.93
    a=18.6869      2.3838     2.3838     2.3838     2.3838     2.6129     3.6011     5.1204
    a=19.1919      2.3939     2.3939     2.3939     2.3939     2.6502     3.1864     4.8039
    a=19.697        2.404      2.404      2.404      2.404      2.687     3.2758     4.9904
    a=20.202       2.4141     2.4141     2.4141     2.4141     2.7232     3.3641     5.1751
    a=20.7071      2.4242     2.4242     2.4242     2.4242     2.7589     3.4515      5.358
    a=21.2121      2.4343     2.4343     2.4343     2.4343     2.7941     3.5379     5.5391
    a=21.7172      2.4444     2.4444     2.4444     2.4444     2.8287     3.6234     5.7186
    a=22.2222      2.4545     2.4545     2.4545     2.4545     2.8629     3.7081     5.8964
    a=22.7273      2.4646     2.4646     2.4646     2.9697     2.8967     3.7918     5.5676
    a=23.2323      2.4747     2.4747     2.4747     2.9798       2.93     3.8748     5.7423
    a=23.7374      2.4848     2.4848     2.4848     2.9899     2.9628     3.9569     5.9155
    a=24.2424      2.4949     2.4949     2.4949          3     3.5003     4.0383     6.0873
    a=24.7475      2.5051     2.5051     3.0101     3.0101     3.5323     4.1189     6.2577
    a=25.2525      2.5152     2.5152     3.0202     3.0202      3.564     4.1987     6.4267
    a=25.7576      2.5253     2.5253     3.0303     3.0303     3.5952     4.2779     6.5943
    a=26.2626      2.5354     3.0404     3.0404     3.0404      3.626     4.3563     6.7607
    a=26.7677      2.5455     3.0505     3.0505     3.0505     3.6565      4.434     6.9258
    a=27.2727      3.0606     3.0606     3.0606     3.0606     3.6866     4.5111     7.0897
    a=27.7778      3.0707     3.0707     3.0707     3.0707     3.7164     4.5876     6.7473
    a=28.2828      3.0808     3.0808     3.0808     3.0808     3.7458     4.6633     6.9088
    a=28.7879      3.0909     3.0909     3.0909     3.0909     3.7749     4.7385     7.0691
    a=29.2929       3.101      3.101      3.101      3.101     3.8037     4.8131     7.2283
    a=29.798       3.1111     3.1111     3.1111     3.1111     3.8321     4.8871     7.3865
    a=30.303       3.1212     3.1212     3.1212     3.1212     3.8603     4.9605     7.5436
    a=30.8081      3.1313     3.1313     3.1313     3.6364     3.8881     5.0333     7.6996
    a=31.3131      3.1414     3.1414     3.1414     3.6465     3.9156     5.1056     7.8546
    a=31.8182      3.1515     3.1515     3.1515     3.6566     3.9428     5.1773     8.0086
    a=32.3232      3.1616     3.1616     3.1616     3.6667     3.9698     5.2486     8.1616
    a=32.8283      3.1717     3.1717     3.1717     3.6768     3.9965     5.3193     8.3137
    a=33.3333      3.1818     3.1818     3.1818     3.6869     4.0228     5.3894     8.4648
    a=33.8384      3.1919     3.1919      3.697      3.697      4.049     5.4591     8.6151
    a=34.3434       3.202      3.202     3.7071     3.7071     4.0748     5.5284     8.7644
    a=34.8485      3.2121     3.2121     3.7172     3.7172     4.1004     5.5971     8.9128
    a=35.3535      3.2222     3.2222     3.7273     3.7273     4.1258     5.6654     9.0604
    a=35.8586      3.2323     3.7374     3.7374     3.7374     4.1509     5.7332     9.2071
    a=36.3636      3.2424     3.7475     3.7475     3.7475     4.1757     5.8005      9.353
    a=36.8687      3.7576     3.7576     3.7576     3.7576     4.2004     5.8674     10.003
    a=37.3737      3.7677     3.7677     3.7677     3.7677     4.7298     5.9339     10.147
    a=37.8788      3.7778     3.7778     3.7778     3.7778     4.7539          6     10.291
    a=38.3838      3.7879     3.7879     3.7879     3.7879     4.7779     6.0656     10.434
    a=38.8889       3.798      3.798      3.798      3.798     4.8016     6.1308     10.576
    a=39.3939      3.8081     3.8081     3.8081     4.3131     4.8251     6.1956     10.717
    a=39.899       3.8182     3.8182     3.8182     4.3232     4.8483     6.2601     11.362
    a=40.404       3.8283     3.8283     3.8283     4.3333     4.8714     6.3241     11.502
    a=40.9091      3.8384     3.8384     3.8384     4.3434     4.8942     6.3878     11.641
    a=41.4141      3.8485     3.8485     3.8485     4.3535     4.9169      6.451      11.78
    a=41.9192      3.8586     3.8586     3.8586     4.3636     4.9393     6.5139     12.422
    a=42.4242      3.8687     3.8687     3.8687     4.3737     4.9616     6.5765     12.559
    a=42.9293      3.8788     3.8788     4.3838     4.3838     4.9837     6.6386     12.696
    a=43.4343      3.8889     3.8889     4.3939     4.3939     5.0055     6.7005     13.336
    a=43.9394       3.899      3.899      4.404      4.404     5.0272      6.762     13.471
    a=44.4444      3.9091     3.9091     4.4141     4.4141     5.0487     6.8231     13.606
    a=44.9495      3.9192     3.9192     4.4242     4.4242       5.07     7.3889     14.245
    a=45.4545      3.9293     4.4343     4.4343     4.4343     5.0911     7.4494     14.883
    a=45.9596      3.9394     4.4444     4.4444     4.4444     5.1121     7.5095      15.52
    a=46.4646      4.4545     4.4545     4.4545     4.4545     5.1329     7.5694     16.157
    a=46.9697      4.4646     4.4646     4.4646     4.4646     5.1535     7.6289     16.794
    a=47.4747      4.4747     4.4747     4.4747     4.4747      5.679     8.1931      17.43
    a=47.9798      4.4848     4.4848     4.4848     4.9899     5.6992      8.252     18.065
    a=48.4848      4.4949     4.4949     4.4949          5     5.7193     8.3105       18.7
    a=48.9899      4.5051     4.5051     4.5051     5.0101     5.7393     8.8739     19.334
    a=49.4949      4.5152     4.5152     4.5152     5.0202     5.7591     9.4369     19.967
    a=50           4.5253     4.5253     4.5253     5.0303     5.7787     9.9996       20.6

Table for Savings/COH at l=0
                    z1         z2         z3         z4         z5         z6         z7   
                  _______    _______    _______    _______    _______    _______    _______

    a=0               NaN        NaN        NaN        NaN        NaN        NaN        NaN
    a=0.505051    0.97489     0.9485    0.87516    0.76567    0.62189    0.46167    0.62552
    a=1.0101      0.48882    0.48209    0.45382    0.40635    0.68105    0.78621    0.73522
    a=1.51515     0.65237    0.64635    0.61615    0.55838    0.71388    0.74776    0.80333
    a=2.0202      0.73426    0.72916    0.70124    0.64052    0.73622    0.73334    0.74644
    a=2.52525     0.78343    0.77907    0.75422    0.69289    0.75296    0.72783    0.80309
    a=3.0303      0.65298    0.64995    0.79061    0.72963    0.76623     0.8301    0.77061
    a=3.53535     0.69972    0.69693    0.81697    0.75705    0.77716    0.81772    0.81629
    a=4.0404      0.73478    0.73222    0.71734    0.77846    0.78641     0.8094    0.79329
    a=4.54545     0.76205    0.75969    0.74593    0.79571    0.79439     0.8037    0.77592
    a=5.05051     0.78387    0.78169    0.76892    0.80997    0.80139    0.79978    0.81333
    a=5.55556     0.80173    0.79969     0.7878      0.822    0.80762     0.7971    0.79894
    a=6.06061     0.81661    0.81471    0.80359    0.83231     0.8132    0.85212    0.78727
    a=6.56566      0.8292    0.82742    0.81698    0.84128    0.81826    0.84713    0.81861
    a=7.07071        0.84    0.83832    0.82849    0.84915    0.82288    0.84313    0.80821
    a=7.57576     0.84935    0.84777    0.83848    0.85615    0.82711    0.83992    0.79941
    a=8.08081     0.85754    0.85604    0.84724     0.8624    0.83103    0.83734    0.82633
    a=8.58586     0.86476    0.86334    0.85498    0.86805    0.83465    0.83526    0.81819
    a=9.09091     0.87119    0.86983    0.86187     0.8218    0.83804    0.83358    0.81109
    a=9.59596     0.87693    0.87564    0.86805    0.82907     0.8412    0.83225    0.83469
    a=10.101       0.8331    0.83193    0.87361     0.8357    0.84417    0.83119    0.82797
    a=10.6061     0.84011    0.83899    0.87865    0.84177    0.84696    0.83036      0.822
    a=11.1111     0.84648    0.84541    0.83907    0.84737     0.8496    0.86291    0.81667
    a=11.6162     0.85231    0.85127    0.84516    0.85253    0.85209    0.86115    0.83728
    a=12.1212     0.85764    0.85664    0.85075    0.85732    0.85446    0.85962     0.8321
    a=12.6263     0.86255    0.86159    0.85589    0.86178    0.85671     0.8583    0.82741
    a=13.1313     0.86708    0.86615    0.86064    0.86594    0.85886    0.85716    0.82316
    a=13.6364     0.87128    0.87038    0.86505    0.86984     0.8609    0.85618     0.8193
    a=14.1414     0.87517     0.8743    0.86914    0.87349    0.86286    0.85534    0.83724
    a=14.6465      0.8788    0.87795    0.87295    0.87693    0.86473    0.85462    0.83339
    a=15.1515     0.88219    0.88137     0.8765    0.88017    0.86652    0.85401    0.82985
    a=15.6566     0.88535    0.88456    0.87983    0.88323    0.86825    0.85349     0.8266
    a=16.1616     0.88832    0.88755    0.88296    0.88612     0.8699    0.85305    0.84275
    a=16.6667     0.89111    0.89036    0.88589    0.88887     0.8715    0.85269    0.83948
    a=17.1717     0.89374      0.893    0.88865    0.86361    0.87303     0.8524    0.83645
    a=17.6768     0.89621     0.8955    0.89126    0.86684    0.87451    0.85217    0.83363
    a=18.1818     0.89855    0.89785    0.89372    0.86989    0.87595    0.85199    0.83101
    a=18.6869     0.87427    0.87361    0.89605    0.87279    0.87733    0.85186    0.82856
    a=19.1919     0.87706    0.87642     0.8726    0.87553    0.87867    0.87205    0.84281
    a=19.697      0.87971    0.87908    0.87535    0.87814    0.87996    0.87153    0.84032
    a=20.202      0.88223    0.88161    0.87796    0.88062    0.88121    0.87106    0.83799
    a=20.7071     0.88462    0.88402    0.88044    0.88299    0.88243    0.87065     0.8358
    a=21.2121      0.8869    0.88631    0.88281    0.88524    0.88361    0.87029    0.83374
    a=21.7172     0.88908     0.8885    0.88507     0.8874    0.88476    0.86997    0.83181
    a=22.2222     0.89115    0.89058    0.88723    0.88945    0.88587    0.86969       0.83
    a=22.7273     0.89313    0.89258    0.88929    0.89142    0.88695    0.86945    0.84257
    a=23.2323     0.89503    0.89449    0.89126    0.89331    0.88801    0.86924    0.84069
    a=23.7374     0.89685    0.89631    0.89315    0.89511    0.88903    0.86906    0.83892
    a=24.2424     0.89859    0.89806    0.89496    0.89685    0.87149    0.86891    0.83724
    a=24.7475     0.90026    0.89974     0.8967    0.87898    0.87282    0.86879    0.83565
    a=25.2525     0.90186    0.90135    0.89836    0.88096    0.87412    0.86869    0.83415
    a=25.7576      0.9034     0.9029    0.89997    0.88287    0.87537    0.86862    0.83273
    a=26.2626     0.90488    0.90439    0.90151     0.8847     0.8766    0.86857    0.83138
    a=26.7677      0.9063    0.90583    0.90299    0.88647    0.87779    0.86853     0.8301
    a=27.2727     0.90768    0.88906    0.90442    0.88817    0.87895    0.86852    0.82889
    a=27.7778     0.89117    0.89072    0.88803    0.88981    0.88007    0.86852    0.83974
    a=28.2828     0.89277    0.89232    0.88968    0.89139    0.88117    0.86853    0.83846
    a=28.7879      0.8943    0.89387    0.89126    0.89292    0.88225    0.86856    0.83724
    a=29.2929     0.89579    0.89536    0.89279     0.8944    0.88329    0.86861    0.83608
    a=29.798      0.89722     0.8968    0.89427    0.89583    0.88431    0.86866    0.83498
    a=30.303      0.89861    0.89819     0.8957    0.89721    0.88531    0.86873    0.83392
    a=30.8081     0.89995    0.89954    0.89709    0.89855    0.88628    0.86881    0.83292
    a=31.3131     0.90125    0.90084    0.89843    0.89984    0.88724     0.8689    0.83196
    a=31.8182      0.9025     0.9021    0.89972     0.9011    0.88817      0.869    0.83105
    a=32.3232     0.90372    0.90332    0.90098    0.90231    0.88907     0.8691    0.83018
    a=32.8283      0.9049    0.90451     0.9022    0.90349    0.88996    0.86922    0.82935
    a=33.3333     0.90604    0.90566    0.90338    0.89005    0.89084    0.86934    0.82856
    a=33.8384     0.90715    0.90677    0.90453    0.89137    0.89169    0.86947     0.8278
    a=34.3434     0.90823    0.90786    0.90564    0.89266    0.89252    0.86961    0.82708
    a=34.8485     0.90927    0.90891    0.90672    0.89391    0.89334    0.86975    0.82639
    a=35.3535     0.91029    0.90993    0.90777    0.89512    0.89414    0.86989    0.82573
    a=35.8586     0.91128    0.91092    0.90879     0.8963    0.89493    0.87005     0.8251
    a=36.3636     0.91224    0.91188     0.8962    0.89745     0.8957     0.8702     0.8245
    a=36.8687     0.91317     0.8994    0.89735    0.89857    0.89645    0.87037    0.81456
    a=37.3737     0.91408    0.90049    0.89847    0.89966     0.8849    0.87053    0.81412
    a=37.8788     0.90189    0.90156    0.89956    0.90072    0.88578     0.8707    0.81371
    a=38.3838     0.90293    0.90259    0.90062    0.90175    0.88665    0.87088    0.81331
    a=38.8889     0.90393     0.9036    0.90165    0.90276     0.8875    0.87105    0.81294
    a=39.3939     0.90491    0.90459    0.90266    0.90374    0.88833    0.87123    0.81258
    a=39.899      0.90587    0.90555    0.90364    0.90469    0.88915    0.87142    0.80351
    a=40.404       0.9068    0.90648     0.9046    0.90563    0.88995     0.8716    0.80329
    a=40.9091     0.90771    0.90739    0.90553    0.90653    0.89074    0.87179    0.80308
    a=41.4141     0.90859    0.90828    0.90644    0.89564    0.89151    0.87198    0.80288
    a=41.9192     0.90946    0.90915    0.90733    0.89664    0.89227    0.87217    0.79434
    a=42.4242      0.9103       0.91     0.9082    0.89763    0.89301    0.87237    0.79426
    a=42.9293     0.91113    0.91083    0.90905    0.89859    0.89375    0.87256    0.79419
    a=43.4343     0.91193    0.91164    0.90987    0.89953    0.89446    0.87276    0.78602
    a=43.9394     0.91272    0.91243    0.91068    0.90044    0.89517    0.87296    0.78606
    a=44.4444     0.91349     0.9132    0.91147    0.90134    0.89587    0.87316    0.78609
    a=44.9495     0.91424    0.91395    0.91225    0.90222    0.89655    0.86407    0.77828
    a=45.4545     0.91498    0.91469    0.90213    0.90307    0.89722    0.86437    0.77062
    a=45.9596     0.91569    0.91541    0.90299    0.90391    0.89788    0.86467    0.76312
    a=46.4646      0.9164    0.90547    0.90383    0.90473    0.89853    0.86496    0.75577
    a=46.9697     0.91709    0.90627    0.90465    0.90554    0.89918    0.86526    0.74857
    a=47.4747     0.90733    0.90706    0.90546    0.90632    0.89002    0.85672    0.74151
    a=47.9798      0.9081    0.90783    0.90624    0.90709    0.89074     0.8571    0.73459
    a=48.4848     0.90885    0.90859    0.90701    0.90785    0.89145    0.85748    0.72781
    a=48.9899     0.90959    0.90933    0.90777    0.90859    0.89215    0.84927    0.72115
    a=49.4949     0.91031    0.91005    0.90851    0.90931    0.89283    0.84123    0.71462
    a=50          0.91102    0.91076    0.90923    0.90023    0.89351    0.83334    0.70821

Table for Savings/COH at l=1
                    z1         z2         z3         z4         z5         z6         z7   
                  _______    _______    _______    _______    _______    _______    _______

    a=0           0.50505    0.50505    0.50505    0.50505    0.50505    0.50505    0.50505
    a=0.505051    0.66667    0.66667    0.66667    0.66667    0.66667    0.66667    0.62552
    a=1.0101      0.74627    0.74627    0.74627    0.74627    0.74627    0.74627    0.73522
    a=1.51515     0.79365    0.79365    0.79365    0.79365    0.79365    0.74776    0.80333
    a=2.0202      0.66007    0.66007    0.66007    0.66007    0.82508    0.73334    0.74644
    a=2.52525     0.70621    0.70621    0.70621    0.70621    0.70621    0.72783    0.80309
    a=3.0303      0.74074    0.74074    0.74074    0.74074    0.74074     0.8301    0.77061
    a=3.53535     0.76754    0.76754    0.76754    0.76754    0.76754    0.81772    0.81629
    a=4.0404      0.78895    0.78895    0.78895    0.78895    0.78641     0.8094    0.79329
    a=4.54545     0.80645    0.80645    0.80645    0.80645    0.79439     0.8037    0.77592
    a=5.05051     0.82102    0.82102    0.82102    0.82102    0.80139    0.79978    0.81333
    a=5.55556     0.83333    0.83333    0.83333    0.83333    0.80762     0.7971    0.79894
    a=6.06061     0.84388    0.84388    0.84388    0.84388     0.8132    0.85212    0.78727
    a=6.56566     0.85302    0.85302    0.85302    0.85302    0.81826    0.84713    0.81861
    a=7.07071     0.86101    0.86101    0.86101    0.86101    0.82288    0.84313    0.80821
    a=7.57576     0.86806    0.86806    0.86806    0.86806    0.82711    0.83992    0.79941
    a=8.08081     0.87432    0.87432    0.87432    0.81967    0.83103    0.83734    0.82633
    a=8.58586     0.87992    0.87992    0.82816    0.82816    0.83465    0.83526    0.81819
    a=9.09091     0.83579    0.83579    0.83579    0.83579    0.83804    0.83358    0.81109
    a=9.59596      0.8427     0.8427     0.8427     0.8427     0.8412    0.83225    0.83469
    a=10.101      0.84897    0.84897    0.84897    0.84897    0.84417    0.83119    0.82797
    a=10.6061      0.8547     0.8547     0.8547     0.8547    0.84696    0.83036      0.822
    a=11.1111     0.85995    0.85995    0.85995    0.85995     0.8496    0.86291    0.81667
    a=11.6162     0.86478    0.86478    0.86478    0.86478    0.85209    0.86115    0.83728
    a=12.1212     0.86924    0.86924    0.86924    0.86924    0.85446    0.85962     0.8321
    a=12.6263     0.87336    0.87336    0.87336    0.87336    0.85671     0.8583    0.82741
    a=13.1313     0.87719    0.87719    0.87719    0.87719    0.85886    0.85716    0.82316
    a=13.6364     0.88076    0.88076    0.88076    0.88076     0.8609    0.85618     0.8193
    a=14.1414     0.88409    0.88409    0.88409    0.88409    0.86286    0.85534    0.83724
    a=14.6465      0.8872     0.8872     0.8872     0.8872    0.86473    0.85462    0.83339
    a=15.1515     0.89012    0.89012    0.89012    0.85942    0.86652    0.85401    0.82985
    a=15.6566     0.89286    0.89286    0.89286     0.8631    0.86825    0.85349     0.8266
    a=16.1616     0.89544    0.89544    0.89544    0.86655     0.8699    0.85305    0.84275
    a=16.6667     0.89787    0.89787    0.86981    0.86981     0.8715    0.85269    0.83948
    a=17.1717     0.90016    0.87289    0.87289    0.87289    0.87303     0.8524    0.83645
    a=17.6768      0.8758     0.8758     0.8758     0.8758    0.87451    0.85217    0.83363
    a=18.1818     0.87855    0.87855    0.87855    0.87855    0.87595    0.85199    0.83101
    a=18.6869     0.88117    0.88117    0.88117    0.88117    0.87733    0.85186    0.82856
    a=19.1919     0.88365    0.88365    0.88365    0.88365    0.87867    0.87205    0.84281
    a=19.697      0.88602    0.88602    0.88602    0.88602    0.87996    0.87153    0.84032
    a=20.202      0.88827    0.88827    0.88827    0.88827    0.88121    0.87106    0.83799
    a=20.7071     0.89041    0.89041    0.89041    0.89041    0.88243    0.87065     0.8358
    a=21.2121     0.89246    0.89246    0.89246    0.89246    0.88361    0.87029    0.83374
    a=21.7172     0.89442    0.89442    0.89442    0.89442    0.88476    0.86997    0.83181
    a=22.2222     0.89629    0.89629    0.89629    0.89629    0.88587    0.86969       0.83
    a=22.7273     0.89808    0.89808    0.89808    0.87719    0.88695    0.86945    0.84257
    a=23.2323      0.8998     0.8998     0.8998    0.87935    0.88801    0.86924    0.84069
    a=23.7374     0.90144    0.90144    0.90144    0.88141    0.88903    0.86906    0.83892
    a=24.2424     0.90302    0.90302    0.90302    0.88339    0.87149    0.86891    0.83724
    a=24.7475     0.90454    0.90454     0.8853     0.8853    0.87282    0.86879    0.83565
    a=25.2525       0.906      0.906    0.88713    0.88713    0.87412    0.86869    0.83415
    a=25.7576     0.90741    0.90741    0.88889    0.88889    0.87537    0.86862    0.83273
    a=26.2626     0.90876    0.89059    0.89059    0.89059     0.8766    0.86857    0.83138
    a=26.7677     0.91006    0.89222    0.89222    0.89222    0.87779    0.86853     0.8301
    a=27.2727      0.8938     0.8938     0.8938     0.8938    0.87895    0.86852    0.82889
    a=27.7778     0.89532    0.89532    0.89532    0.89532    0.88007    0.86852    0.83974
    a=28.2828     0.89679    0.89679    0.89679    0.89679    0.88117    0.86853    0.83846
    a=28.7879      0.8982     0.8982     0.8982     0.8982    0.88225    0.86856    0.83724
    a=29.2929     0.89957    0.89957    0.89957    0.89957    0.88329    0.86861    0.83608
    a=29.798       0.9009     0.9009     0.9009     0.9009    0.88431    0.86866    0.83498
    a=30.303      0.90218    0.90218    0.90218    0.90218    0.88531    0.86873    0.83392
    a=30.8081     0.90343    0.90343    0.90343    0.88785    0.88628    0.86881    0.83292
    a=31.3131     0.90463    0.90463    0.90463     0.8893    0.88724     0.8689    0.83196
    a=31.8182      0.9058     0.9058     0.9058     0.8907    0.88817      0.869    0.83105
    a=32.3232     0.90693    0.90693    0.90693    0.89206    0.88907     0.8691    0.83018
    a=32.8283     0.90803    0.90803    0.90803    0.89338    0.88996    0.86922    0.82935
    a=33.3333     0.90909    0.90909    0.90909    0.89466    0.89084    0.86934    0.82856
    a=33.8384     0.91013    0.91013     0.8959     0.8959    0.89169    0.86947     0.8278
    a=34.3434     0.91113    0.91113    0.89711    0.89711    0.89252    0.86961    0.82708
    a=34.8485     0.91211    0.91211    0.89829    0.89829    0.89334    0.86975    0.82639
    a=35.3535     0.91306    0.91306    0.89943    0.89943    0.89414    0.86989    0.82573
    a=35.8586     0.91398    0.90054    0.90054    0.90054    0.89493    0.87005     0.8251
    a=36.3636     0.91488    0.90162    0.90162    0.90162     0.8957     0.8702     0.8245
    a=36.8687     0.90267    0.90267    0.90267    0.90267    0.89645    0.87037    0.81456
    a=37.3737     0.90369    0.90369    0.90369    0.90369     0.8849    0.87053    0.81412
    a=37.8788     0.90469    0.90469    0.90469    0.90469    0.88578     0.8707    0.81371
    a=38.3838     0.90566    0.90566    0.90566    0.90566    0.88665    0.87088    0.81331
    a=38.8889     0.90661    0.90661    0.90661    0.90661     0.8875    0.87105    0.81294
    a=39.3939     0.90753    0.90753    0.90753    0.89527    0.88833    0.87123    0.81258
    a=39.899      0.90843    0.90843    0.90843    0.89632    0.88915    0.87142    0.80351
    a=40.404      0.90931    0.90931    0.90931    0.89734    0.88995     0.8716    0.80329
    a=40.9091     0.91017    0.91017    0.91017    0.89835    0.89074    0.87179    0.80308
    a=41.4141       0.911      0.911      0.911    0.89932    0.89151    0.87198    0.80288
    a=41.9192     0.91182    0.91182    0.91182    0.90028    0.89227    0.87217    0.79434
    a=42.4242     0.91262    0.91262    0.91262    0.90121    0.89301    0.87237    0.79426
    a=42.9293      0.9134     0.9134    0.90212    0.90212    0.89375    0.87256    0.79419
    a=43.4343     0.91416    0.91416    0.90301    0.90301    0.89446    0.87276    0.78602
    a=43.9394      0.9149     0.9149    0.90388    0.90388    0.89517    0.87296    0.78606
    a=44.4444     0.91563    0.91563    0.90473    0.90473    0.89587    0.87316    0.78609
    a=44.9495     0.91634    0.91634    0.90556    0.90556    0.89655    0.86407    0.77828
    a=45.4545     0.91704    0.90638    0.90638    0.90638    0.89722    0.86437    0.77062
    a=45.9596     0.91772    0.90717    0.90717    0.90717    0.89788    0.86467    0.76312
    a=46.4646     0.90795    0.90795    0.90795    0.90795    0.89853    0.86496    0.75577
    a=46.9697     0.90872    0.90872    0.90872    0.90872    0.89918    0.86526    0.74857
    a=47.4747     0.90946    0.90946    0.90946    0.90946    0.89002    0.85672    0.74151
    a=47.9798     0.91019    0.91019    0.91019    0.90008    0.89074     0.8571    0.73459
    a=48.4848     0.91091    0.91091    0.91091     0.9009    0.89145    0.85748    0.72781
    a=48.9899     0.91161    0.91161    0.91161     0.9017    0.89215    0.84927    0.72115
    a=49.4949      0.9123     0.9123     0.9123    0.90249    0.89283    0.84123    0.71462
    a=50          0.91298    0.91298    0.91298    0.90326    0.89351    0.83334    0.70821

Plot Value function and Policy Function

% 3D Value function - l=0
if(bl_plot)

figure(1)
surf(ar_z,ar_a,mt_vf(:,:,1));
title('Value Function, l=0');
xlabel('Productivity') ;
ylabel('Assets');
zlabel('Value');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Valuefunction_3D_0.png')
end

figure(2)
surf(ar_z,ar_a,mt_vf(:,:,2));
title('Value Function, l=1');
xlabel('Productivity') ;
ylabel('Assets');
zlabel('Value');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Valuefunction_3D_1.png')
end

% 2D Value function
figure(3)
%chart = plot(mt_vf);
for i = 1: it_zgridno
a(i)  = plot((mt_vf(:,i,1)), '.');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','South')
%clr = jet(numel(chart));
%for m = 1:numel(chart)
 %  set(chart(m),'Color',clr(m,:))
%end
title('Value Function, l=0');
xlabel('Asset') ;
ylabel('Value');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Valuefunction_2D_0.png')
end

figure(4)
%chart = plot(mt_vf);
for i = 1: it_zgridno
a(i)  = plot((mt_vf(:,i,2)),'.');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','South')
%clr = jet(numel(chart));
%for m = 1:numel(chart)
 %  set(chart(m),'Color',clr(m,:))
%end
title('Value Function, l=1');
xlabel('Asset') ;
ylabel('Value');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Valuefunction_2D_1.png')
end


figure(5)
for i = 1: it_zgridno
a(i)  = plot((mt_pf(:,i,1)),'.');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','north')
title('Policy Function,l=0');
xlabel('Asset') ;
ylabel('Asset Choice');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Policyfunction_0.png')
end

figure(6)
for i = 1: it_zgridno
a(i)  = plot((mt_pf(:,i,2)),'.');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','north')
title('Policy Function, l=1');
xlabel('Asset') ;
ylabel('Asset choice');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Policyfunction_1.png')
end

figure(7)
for i = 1: it_zgridno
a(i)  = plot((mt_con(:,i,1)),'-o');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','north')
title('Consumption,l=0');
xlabel('Asset') ;
ylabel('Consumption');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Consumption_0.png')
end

figure(8)
for i = 1: it_zgridno
a(i)  = plot((mt_con(:,i,2)),'-o');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','north')
title('Consumption, l=1');
xlabel('Asset') ;
ylabel('Consumption');
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Consumption_1.png')
end

figure(9)
for i = 1: it_zgridno
a(i)  = plot(mt_savefraccoh(:,i,1),'-o');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','South')
title('SavingsfracCOH,l=0');
xlabel('Asset') ;
ylabel('SavingsfracCOH');
ylim([0 1])
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Savings_COH_0.png')
end

figure(10)
for i = 1: it_zgridno
a(i)  = plot(mt_savefraccoh(:,i,2),'-o');
b{i}  = sprintf(['Z shock =', num2str(ar_z(i))]);
hold on
end
clr = jet(numel(a));
for m = 1:numel(a)
   set(a(m),'Color',clr(m,:))
end
legend(b,'Location','South')
title('SavingsfracCOH, l=1');
xlabel('Asset') ;
ylabel('SavingsfracCOH');
ylim([0 1])
xt = get(gca, 'XTick');
set(gca, 'XTick', xt, 'XTickLabel', xt*fl_ahi/it_agridno);
if(bl_saveimg)
saveas(gcf, '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Households/figures/hhsave_VFI_3OC/Savings_COH_1.png')
end


end

Plot Value function and Policy Function

if(bl_profile)
profile off;
profile viewer;
st_file_name = '/Users/sidhantkhanna/Documents/GitHub/BKS modified/code/Profile/Households/hhsave_VFI_3OC';
profsave(profile('info'), st_file_name);
end