Risky + Safe Asset (Save + Borr + FIBS + RShock) Interpolated-Percentage (Optimized-Vectorized)

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FF_IPWKBZ_FIBS_VF_VECSV solve infinite horizon exo shock + endo asset problem
Default
Parse Parameters 1
Parse Parameters 2, Asset Arrays
Parse Parameters 2, interp_coh related matrixes
Parse Parameters 3, reachable cash-on-hand
Parse Parameters 4, percentage of w for bridge repayment parameters
Parse Parameters 6, other asset arrays
Parse Parameters 7, Others
Initialize Output Matrixes
Initialize Convergence Conditions
Pre-calculate u(c)
Iterate Value Function
Interpolate V(coh, Z) 1: Store in Cell
Interpolate V(coh, Z) 5: Matrix Store
Solve Second Stage Problem k*(w,z)
Solve First Stage Problem w*(z) given k*(w,z)
A. Interpolate FULL to get k*(coh_level, w_perc, z), b*(k,w) based on k*(coh_perc, w_level)
B. Calculate UPDATE u(c) Update: u(c(coh_level, w_perc)) given k*_interp, b*_interp
D. Compute FULL U(coh_level, w_perc, z) over all w_perc
E. Optimize Over Choices: max_{w_perc} U(coh_level, w_perc, z)
F. Store Results
Check Tolerance and Continuation
Process Optimal Choices 1: Formal and Informal Choices
Process Optimal Choices 2: Store a, k, c, coh Results
Process Optimal Choices 3: Store Formal and Informal Choices
Process Optimal Choices 4: List of Variable Names to be processed by distributional codes
Post Solution Graph and Table Generation
Display Various Containers
Display 1 support_map
Display 2 armt_map
Display 3 param_map
Display 4 func_map
Display 5 result_map

function result_map = ff_ipwkbzr_fibs_vf_vecsv(varargin)

FF_IPWKBZ_FIBS_VF_VECSV solve infinite horizon exo shock + endo asset problem

This is a modified version of ff_ipwkbzr_vf_vecsv, to see how this function solves the formal and savings risky and safe asset problem with formal and informal choices, compare the code here and from ff_ipwkbzr_vf_vecsv side by side.

@param param_map container parameter container

@param support_map container support container

@param armt_map container container with states, choices and shocks grids that are inputs for grid based solution algorithm

@param func_map container container with function handles for consumption cash-on-hand etc.

@return result_map container contains policy function matrix, value function matrix, iteration results, and policy function, value function and iteration results tables.

keys included in result_map:

mt_val matrix states_n by shock_n matrix of converged value function grid
mt_pol_a matrix states_n by shock_n matrix of converged policy function grid
ar_val_diff_norm array if bl_post = true it_iter_last by 1 val function difference between iteration
ar_pol_diff_norm array if bl_post = true it_iter_last by 1 policy function difference between iterations
mt_pol_perc_change matrix if bl_post = true it_iter_last by shock_n the proportion of grid points at which policy function changed between current and last iteration for each element of shock

@example

@include

Default

it_param_set = 1: quick test
it_param_set = 2: benchmark run
it_param_set = 3: benchmark profile
it_param_set = 4: press publish button

it_param_set = 4;
[param_map, support_map] = ffs_ipwkbzr_fibs_set_default_param(it_param_set);

% parameters can be set inside ffs_ipwkbzr_set_default_param or updated here
% param_map('it_w_perc_n') = 50;
% param_map('it_ak_perc_n') = param_map('it_w_perc_n');
% param_map('fl_coh_interp_grid_gap') = 0.025;
% param_map('it_c_interp_grid_gap') = 0.001;
% param_map('fl_w_interp_grid_gap') = 0.25;
% param_map('it_w_perc_n') = 100;
% param_map('it_ak_perc_n') = param_map('it_w_perc_n');
% param_map('fl_z_r_infbr_n') = 5;
% param_map('it_z_wage_n') = 15;
% param_map('it_z_n') = param_map('it_z_wage_n') * param_map('fl_z_r_infbr_n');
% param_map('fl_coh_interp_grid_gap') = 0.1;
% param_map('it_c_interp_grid_gap') = 10^-4;
% param_map('fl_w_interp_grid_gap') = 0.1;

st_param_which = 'default';

if (ismember(st_param_which, ['default']))

    % default

elseif ismember(st_param_which, ['ff_ipwkbzr_vf_vecsv', 'ff_ipwkbzrr_vf_vecsv'])

    param_map('fl_r_fsv') = 0.0;
    param_map('fl_r_fbr') = 1.000;
    param_map('bl_bridge') = false;
    param_map('it_coh_bridge_perc_n') = 1;

    if ismember(st_param_which, ['ff_ipwkbzr_vf_vecsv'])

        % ff_ipwkbzr_evf default
        param_map('fl_z_r_infbr_min') = 0.025;
        param_map('fl_z_r_infbr_max') = 0.025;
        param_map('fl_z_r_infbr_n') = 1;

        param_map('fl_r_save') = 0.025;

    end

    param_map('it_z_n') = param_map('it_z_wage_n') * param_map('fl_z_r_infbr_n');

end

% get armt and func map
params_len = length(varargin);
if params_len <= 2
    [armt_map, func_map] = ffs_ipwkbzr_fibs_get_funcgrid(param_map, support_map); % 1 for override
    default_params = {param_map support_map armt_map func_map};
end

Parse Parameters 1

% if varargin only has param_map and support_map,
[default_params{1:params_len}] = varargin{:};
param_map = [param_map; default_params{1}];
support_map = [support_map; default_params{2}];
if params_len >= 1 && params_len <= 2
    % If override param_map, re-generate armt and func if they are not
    % provided
    [armt_map, func_map] = ffs_ipwkbzr_fibs_get_funcgrid(param_map, support_map);
else
    armt_map = default_params{3};
    func_map = default_params{4};
end

% append function name
st_func_name = 'ff_ipwkbzr_fibs_vf_vecsv';
support_map('st_profile_name_main') = [st_func_name support_map('st_profile_name_main')];
support_map('st_mat_name_main') = [st_func_name support_map('st_mat_name_main')];
support_map('st_img_name_main') = [st_func_name support_map('st_img_name_main')];

Parse Parameters 2, Asset Arrays

Dimensions of Various Grids: I for level grid, M for shock grid, P for percent grid

ar_interp_c_grid: 1 by I^c, 1st stage consumption interpolation
ar_interp_coh_grid: 1 by I^{coh}, 1st stage value function V(coh,z)
ar_w_perc: 1 by P^{W=k+b}, 1st stage w \in {w_perc(coh)} choice set
ar_w_level: 1 by I^{W=k+b}, 2nd stage k*(w,z) w grid
ar_ak_perc: 1 by P^{k and b}, 2nd stage k \in {ask_perc(w,z)} set

params_group = values(armt_map, {...
    'ar_interp_c_grid', 'ar_interp_coh_grid', ...
    'ar_w_perc', 'ar_w_level', 'ar_w_level_full', 'ar_ak_perc', ...
    'ar_coh_bridge_perc'});
[ar_interp_c_grid, ar_interp_coh_grid, ...
    ar_w_perc, ar_w_level, ar_w_level_full, ar_ak_perc, ...
    ar_coh_bridge_perc] = params_group{:};

Parse Parameters 2, interp_coh related matrixes

Dimensions of Various Grids: I for level grid, M for shock grid, P for percent grid. These are grids for 1st stage solution

mt_interp_coh_grid_mesh_z_wage: I^{coh} by M^w
mt_z_wage_mesh_interp_coh_grid: I^{coh} by M^w
mt_interp_coh_grid_mesh_w_perc: I^{coh} by P^{LAM=k+b}
mt_w_perc_mesh_interp_coh_grid: I^{coh} by P^{LAM=k+b}

params_group = values(armt_map, {...
    'mt_interp_coh_grid_mesh_z_wage', ...
    'mt_interp_coh_grid_mesh_w_perc', ...
    'mt_z_wage_mesh_interp_coh_grid', ...
    'mt_w_perc_mesh_interp_coh_grid', ...
    'mt_interp_coh_grid_mesh_z', 'mt_z_mesh_interp_coh_grid' ...
    'cl_mt_coh_wkb_mesh_z_r_infbr', 'mt_z_mesh_coh_wkb_seg'});
[mt_interp_coh_grid_mesh_z_wage, ...
    mt_interp_coh_grid_mesh_w_perc, ...
    mt_z_wage_mesh_interp_coh_grid, ...
    mt_w_perc_mesh_interp_coh_grid, ...
    mt_interp_coh_grid_mesh_z, mt_z_mesh_interp_coh_grid, ...
    cl_mt_coh_wkb_mesh_z_r_infbr, mt_z_mesh_coh_wkb_seg] = params_group{:};

Parse Parameters 3, reachable cash-on-hand

Dimensions of Various Grids: I for level grid, M for shock grid, P for percent grid. These are grids for 1st stage solution

mt_coh_wkb: (I^k x I^{w+%repay} x M^r) by (M^z)
mt_z_wage_mesh_coh_wkb: (I^k x I^{w+%repay} x M^r) by (M^z)

params_group = values(armt_map, {'mt_coh_wkb', 'mt_z_wage_mesh_coh_wkb'});
[mt_coh_wkb, mt_z_wage_mesh_coh_wkb] = params_group{:};

Parse Parameters 4, percentage of w for bridge repayment parameters

Note, w=k'+b', where w < 0:

mt_w_perc_mesh_interp_coh_grid = ((ar_interp_coh_grid-fl_min_mt_coh)'*ar_w_perc)' + fl_min_mt_coh;
mt_bl_w_perc_mesh_interp_coh_grid_wneg = (mt_w_perc_mesh_interp_coh_grid < 0);
mt_w_perc_mesh_interp_coh_grid_wneg = mt_w_perc_mesh_interp_coh_grid(mt_bl_w_perc_mesh_interp_coh_grid_wneg);
mt_w_perc_mesh_interp_coh_grid_wpos = mt_w_perc_mesh_interp_coh_grid(~mt_bl_w_perc_mesh_interp_coh_grid_wneg);

And for negative w levels meshed with bridge shares:

[mt_w_level_neg_mesh_coh_bridge_perc, mt_coh_bridge_perc_mesh_w_level_neg] = ...
     ndgrid(ar_w_level_neg, ar_coh_bridge_perc);

And for percent of w NOT going to bridge:

mt_coh_w_perc_ratio = (1-(mt_interp_coh_grid_mesh_w_perc./mt_w_perc_mesh_interp_coh_grid));
mt_coh_w_perc_ratio(mt_interp_coh_grid_mesh_w_perc >= 0) = 1;
mt_coh_w_perc_ratio_wneg = mt_coh_w_perc_ratio(mt_bl_w_perc_mesh_interp_coh_grid_wneg);

params_group = values(armt_map, {
 'mt_w_level_neg_mesh_coh_bridge_perc', 'mt_coh_bridge_perc_mesh_w_level_neg',...
    'mt_bl_w_perc_mesh_interp_coh_grid_wneg', ...
    'mt_w_perc_mesh_interp_coh_grid_wneg', 'mt_w_perc_mesh_interp_coh_grid_wpos', ...
    'mt_coh_w_perc_ratio_wneg'});
[mt_w_level_neg_mesh_coh_bridge_perc,    mt_coh_bridge_perc_mesh_w_level_neg, ...
     mt_bl_w_perc_mesh_interp_coh_grid_wneg, ...
     mt_w_perc_mesh_interp_coh_grid_wneg,   mt_w_perc_mesh_interp_coh_grid_wpos, ...
     mt_coh_w_perc_ratio_wneg] ...
        = params_group{:};

Parse Parameters 6, other asset arrays

params_group = values(armt_map, {'ar_z_r_infbr_mesh_wage_w1r2'});
[ar_z_r_infbr_mesh_wage_w1r2] = params_group{:};

params_group = values(armt_map, {'ar_a_meshk', 'ar_k_mesha'});
[ar_a_meshk, ar_k_mesha] = params_group{:};

Parse Parameters 7, Others

% func_map
params_group = values(func_map, {'f_util_log', 'f_util_crra', 'f_cons'});
[f_util_log, f_util_crra, f_cons] = params_group{:};

% param_map
params_group = values(param_map, {'fl_crra', 'fl_beta', ...
    'fl_nan_replace', 'fl_c_min',  'bl_bridge', 'bl_default', 'fl_default_wprime'});
[fl_crra, fl_beta, fl_nan_replace, fl_c_min, bl_bridge, bl_default, fl_default_wprime] = params_group{:};
params_group = values(param_map, {'it_maxiter_val', 'fl_tol_val', 'fl_tol_pol', 'it_tol_pol_nochange'});
[it_maxiter_val, fl_tol_val, fl_tol_pol, it_tol_pol_nochange] = params_group{:};
params_group = values(param_map, {'it_z_n', 'fl_z_r_infbr_n', 'it_z_wage_n'});
[it_z_n, fl_z_r_infbr_n, it_z_wage_n] = params_group{:};
params_group = values(param_map, {'st_v_coh_z_interp_method'});
[st_v_coh_z_interp_method] = params_group{:};

% support_map
params_group = values(support_map, {'bl_profile', 'st_profile_path', ...
    'st_profile_prefix', 'st_profile_name_main', 'st_profile_suffix',...
    'bl_time', 'bl_display_defparam', 'bl_graph_evf', 'bl_display', 'it_display_every', 'bl_post'});
[bl_profile, st_profile_path, ...
    st_profile_prefix, st_profile_name_main, st_profile_suffix, ...
    bl_time, bl_display_defparam, bl_graph_evf, bl_display, it_display_every, bl_post] = params_group{:};
params_group = values(support_map, {'it_display_summmat_rowmax', 'it_display_summmat_colmax'});
[it_display_summmat_rowmax, it_display_summmat_colmax] = params_group{:};

Initialize Output Matrixes

mt_val_cur = zeros(length(ar_interp_coh_grid),it_z_n);
mt_val = mt_val_cur - 1;
mt_pol_a = zeros(length(ar_interp_coh_grid),it_z_n);
mt_pol_a_cur = mt_pol_a - 1;
mt_pol_k = zeros(length(ar_interp_coh_grid),it_z_n);
mt_pol_k_cur = mt_pol_k - 1;
mt_pol_idx = zeros(length(ar_interp_coh_grid),it_z_n);

% collect optimal borrowing formal and informal choices
% mt_pol_b_with_r: cost to t+1 consumption from borrowing in t
mt_pol_b_with_r = zeros(length(ar_interp_coh_grid),it_z_n);
mt_pol_b_bridge = zeros(length(ar_interp_coh_grid),it_z_n);
mt_pol_inf_borr_nobridge = zeros(length(ar_interp_coh_grid),it_z_n);
mt_pol_for_borr = zeros(length(ar_interp_coh_grid),it_z_n);
mt_pol_for_save = zeros(length(ar_interp_coh_grid),it_z_n);

% We did not need these in ff_oz_vf or ff_oz_vf_vec
% see
% <https://fanwangecon.github.io/M4Econ/support/speed/partupdate/fs_u_c_partrepeat_main.html
% fs_u_c_partrepeat_main> for why store using cells.
cl_u_c_store = cell([it_z_n, 1]);
cl_c_valid_idx = cell([it_z_n, 1]);
cl_w_kstar_interp_z = cell([it_z_n, 1]);
for it_z_i = 1:it_z_n
    cl_w_kstar_interp_z{it_z_i} = zeros([length(ar_w_perc), length(ar_interp_coh_grid)]) - 1;
end

clmt_val_wkb_interpolated = cell([fl_z_r_infbr_n, 1]);

Initialize Convergence Conditions

bl_vfi_continue = true;
it_iter = 0;
ar_val_diff_norm = zeros([it_maxiter_val, 1]);
ar_pol_diff_norm = zeros([it_maxiter_val, 1]);
mt_pol_perc_change = zeros([it_maxiter_val, it_z_n]);

Pre-calculate u(c)

Interpolation, see fs_u_c_partrepeat_main for why interpolate over u(c)

% Evaluate
if (fl_crra == 1)
    ar_interp_u_of_c_grid = f_util_log(ar_interp_c_grid);
    fl_u_cmin = f_util_log(fl_c_min);
else
    ar_interp_u_of_c_grid = f_util_crra(ar_interp_c_grid);
    fl_u_cmin = f_util_crra(fl_c_min);
end
ar_interp_u_of_c_grid(ar_interp_c_grid <= fl_c_min) = fl_u_cmin;

% Get Interpolant
f_grid_interpolant_spln = griddedInterpolant(ar_interp_c_grid, ar_interp_u_of_c_grid, 'spline', 'nearest');

Iterate Value Function

Loop solution with 4 nested loops

loop 1: over exogenous states
loop 2: over endogenous states
loop 3: over choices
loop 4: add future utility, integration--loop over future shocks

% Start Profile
if (bl_profile)
    close all;
    profile off;
    profile on;
end

% Start Timer
if (bl_time)
    tic;
end

% Value Function Iteration
while bl_vfi_continue

    it_iter = it_iter + 1;

Interpolate V(coh, Z) 1: Store in Cell

Interpolate reacahble V(coh(k'(w),b'(w),zr,zw'),zw',zr')) given v(coh, z)

    if (strcmp(st_v_coh_z_interp_method, "method_cell"))

        f_grid_interpolant_value = griddedInterpolant(...
            mt_z_mesh_interp_coh_grid', mt_interp_coh_grid_mesh_z', ...
            mt_val_cur', 'linear', 'nearest');

        for it_z_r_infbr_ctr = 1:1:fl_z_r_infbr_n

            clmt_val_wkb_interpolated{it_z_r_infbr_ctr} = ...
                f_grid_interpolant_value(mt_z_mesh_coh_wkb_seg,...
                                         cl_mt_coh_wkb_mesh_z_r_infbr{it_z_r_infbr_ctr});
        end
    end

Interpolate V(coh, Z) 5: Matrix Store

Interpolate reacahble V(coh(k'(w),b'(w),zr,zw'),zw',zr')) given v(coh, z) This is the same as ff_ipwkbzr_vf_vecsv. For the FIBS problem, the cash-on-hand interpolation grid stays the same, and the shock grid stays the same as well. The results will not be the same, for example, the coh_grid max is the max of reachable cash-on-hand levels (min is however just the borrowing bound).

    if (strcmp(st_v_coh_z_interp_method, "method_mat_seg"))

        % 1. Number of W/B/K Choice Combinations
        it_ak_perc_n = length(ar_ak_perc);
        it_w_interp_n = length(ar_w_level_full);
        it_wak_n = it_w_interp_n*it_ak_perc_n;

        % 2. Initialize V(coh(k'(w),b'(w),zr,zw'),zw',zr'))
        % mt_val_wkb_interpolated is: (I^k x I^w x M^r) by (M^z x M^r)
        % reachable cash-on-hand (as rows) and shocks next period given choices
        % and shocks next period.
        clmt_val_wkb_interpolated = zeros([it_wak_n*fl_z_r_infbr_n, it_z_n]);

        % 3. Loop over possible shocks over interest rate
        for it_z_r_infbr_ctr = 1:1:fl_z_r_infbr_n

            % 4. Interpolate V(coh(k',b',z',r),z',r') for a specific r'
            % v(coh,z) solved on ar_interp_coh_grid, ar_z grids, see
            % ffs_ipwkbzr_get_funcgrid.m. Generate interpolant based on that, Then
            % interpolate for the coh reachable levels given the k(w,z) percentage
            % choice grids in the second stage of the problem.
            %
            % Note mt_val_cur/mt_val dimension is based on interpolant
            % cash-on-hand for rows, and meshed shocks for columns. The meshed
            % shock structure, see
            % <https://fanwangecon.github.io/CodeDynaAsset/m_ipwkbzr/paramfunc/html/ffs_ipwkbzr_get_funcgrid.html
            % ffs_ipwkbzr_get_funcgrid> for details on how the shock grids are
            % formed.

            % Get current z_r_infbr from mt_val
            it_mt_val_col_start = it_z_wage_n*(it_z_r_infbr_ctr-1) + 1;
            it_mt_val_col_end   = it_mt_val_col_start + it_z_wage_n - 1;
            mt_val_cur_rcolseg =  mt_val_cur(:, it_mt_val_col_start:it_mt_val_col_end);

            % Generate Interpolant for v(coh,z)
            % mt_z_wage_mesh_interp_coh_grid is: (I^{coh_interp}) by (M^z)
            f_grid_interpolant_value = griddedInterpolant(...
                mt_z_wage_mesh_interp_coh_grid', mt_interp_coh_grid_mesh_z_wage', ...
                mt_val_cur_rcolseg', 'linear', 'nearest');

            % Interpolate V(coh(k',b',z',r),z',r') for a specific r'
            % mt_z_wage_mesh_coh_wkb and mt_coh_wkb are: (I^k x I^w x M^r) by (M^z)
            mt_val_wkb_interpolated_seg = f_grid_interpolant_value(mt_z_wage_mesh_coh_wkb, mt_coh_wkb);
            clmt_val_wkb_interpolated(:, it_mt_val_col_start:it_mt_val_col_end) = mt_val_wkb_interpolated_seg;

        end
    end

Solve Second Stage Problem k*(w,z)

This is again the same as ff_ipwkbzr_vf_vecsv. But the output matrix sizes are different. Previously, they were (length(ar_w_level)) by (it_z_n). Now have this thing which is stored (length(ar_w_level_full)) by (it_z_n). ar_w_level_full includes not just different levels of ar_w_level, but also repeats the elements of ar_w_level that are < 0 by it_coh_bridge_perc_n times, starting with what corresponds to 100 percent of w should go to cover bridge loan, until 0 percent for w < 0, which then proceeds to w > 0. So the last segment of ar_w_level_full is the same as ar_w_level: ar_w_level_full((end-length(ar_w_level)+1):end) = ar_w_level.

    support_map('bl_graph_evf') = false;
    if (it_iter == (it_maxiter_val + 1))
        support_map('bl_graph_evf') = bl_graph_evf;
    end
    bl_input_override = true;
    [mt_ev_condi_z_max, ~, mt_ev_condi_z_max_kp, ~] = ...
        ff_ipwkbzr_fibs_evf(clmt_val_wkb_interpolated, param_map, support_map, armt_map, bl_input_override);

Solve First Stage Problem w(z) given k(w,z)

Refer to ff_ipwkbzr_fibs_vf_vecsv where the problem was solved without formal and informal choices that allow for bridge loans to see line by line how code differ. Some of the comments from that file are not here to save space. Comments here address differences and are specific to formal and informal choices.

    % loop 1: over exogenous states
    for it_z_i = 1:it_z_n

A. Interpolate FULL to get k(coh_level, w_perc, z), b(k,w) based on k*(coh_perc, w_level)

additionally, Interpolate FULL EV(k*(coh_level, w_perc, z), w - b*|z) based on EV(k*(coh_perc, w_level))

we solved the second period problem in ff_ipwkbzr_fibs_fibs_evf.m above. To use results, we need to interpolate in the following way to obtain mt_w_kstar_interp_z as well as mt_ev_condi_z_max_interp_z:

Interp STG1A: for , 1D interpolate over w level, given z
Interp STG1B: for , 2D interpolate over w level and coh perceng, given z

        % 1. Negative Elements of w grid expanded by w percentages for bridge
        ar_bl_w_level_full_neg = (ar_w_level_full < 0);

        % 2. Current Positve w and negative w optimal k choices
        it_wneg_mt_row = sum(ar_bl_w_level_full_neg)/length(ar_coh_bridge_perc);
        % for mt_ev_condi_z_max_kp
        ar_ev_condi_z_max_kp_wpos = mt_ev_condi_z_max_kp(~ar_bl_w_level_full_neg, it_z_i)';
        ar_ev_condi_z_max_kp_wneg = mt_ev_condi_z_max_kp(ar_bl_w_level_full_neg, it_z_i)';
        mt_ev_condi_z_max_kp_wneg = reshape(ar_ev_condi_z_max_kp_wneg, [it_wneg_mt_row, length(ar_coh_bridge_perc)]);
        % for mt_ev_condi_z_max
        ar_ev_condi_z_max_wpos = mt_ev_condi_z_max(~ar_bl_w_level_full_neg, it_z_i)';
        ar_ev_condi_z_max_wneg = mt_ev_condi_z_max(ar_bl_w_level_full_neg, it_z_i)';
        mt_ev_condi_z_max_wneg = reshape(ar_ev_condi_z_max_wneg, [it_wneg_mt_row, length(ar_coh_bridge_perc)]);

        % 2. Interp STG1A for w > 0
        ar_w_level_full_pos = ar_w_level_full(~ar_bl_w_level_full_neg);
        % Interpolation for mt_ev_condi_z_max_kp
        f_interpolante_w_level_pos_kstar_z = griddedInterpolant(ar_w_level_full_pos, ar_ev_condi_z_max_kp_wpos, 'linear', 'nearest');
        mt_w_kstar_interp_z_wpos = f_interpolante_w_level_pos_kstar_z(mt_w_perc_mesh_interp_coh_grid_wpos(:));
        mt_w_astar_interp_z_wpos = mt_w_perc_mesh_interp_coh_grid_wpos(:) - mt_w_kstar_interp_z_wpos;
        % Interpolation for mt_ev_condi_z_max
        f_interpolante_w_level_pos_ev_z = griddedInterpolant(ar_w_level_full_pos, ar_ev_condi_z_max_wpos, 'linear', 'nearest');
        mt_w_ev_interp_z_wpos = f_interpolante_w_level_pos_ev_z(mt_w_perc_mesh_interp_coh_grid_wpos(:));

        % 3. Interp STG1B for w <= 0
        if (bl_bridge)
            % Interpolation for mt_ev_condi_z_max_kp
            f_interpolante_w_level_neg_kstar_z = griddedInterpolant(...
                mt_coh_bridge_perc_mesh_w_level_neg', mt_w_level_neg_mesh_coh_bridge_perc', ...
                mt_ev_condi_z_max_kp_wneg', 'linear', 'nearest');
            mt_w_kstar_interp_z_wneg = f_interpolante_w_level_neg_kstar_z(mt_coh_w_perc_ratio_wneg(:), mt_w_perc_mesh_interp_coh_grid_wneg(:));
            mt_w_astar_interp_z_wneg = mt_w_perc_mesh_interp_coh_grid_wneg(:) - mt_w_kstar_interp_z_wneg;
            % Interpolation for mt_ev_condi_z_max
            f_interpolante_w_level_neg_ev_z = griddedInterpolant(...
                mt_coh_bridge_perc_mesh_w_level_neg', mt_w_level_neg_mesh_coh_bridge_perc', ...
                mt_ev_condi_z_max_wneg', 'linear', 'nearest');
            mt_w_ev_interp_z_wneg = f_interpolante_w_level_neg_ev_z(mt_coh_w_perc_ratio_wneg(:), mt_w_perc_mesh_interp_coh_grid_wneg(:));
        else
            ar_w_level_full_neg = ar_w_level_full(ar_bl_w_level_full_neg);
            % Interpolation for mt_ev_condi_z_max_kp
            f_interpolante_w_level_neg_kstar_z = griddedInterpolant(ar_w_level_full_neg, ar_ev_condi_z_max_kp_wneg, 'linear', 'nearest');
            mt_w_kstar_interp_z_wneg = f_interpolante_w_level_neg_kstar_z(mt_w_perc_mesh_interp_coh_grid_wneg(:));
            mt_w_astar_interp_z_wneg = mt_w_perc_mesh_interp_coh_grid_wneg(:) - mt_w_kstar_interp_z_wneg;
            % Interpolation for mt_ev_condi_z_max
            f_interpolante_w_level_neg_ev_z = griddedInterpolant(ar_w_level_full_neg, ar_ev_condi_z_max_wneg, 'linear', 'nearest');
            mt_w_ev_interp_z_wneg = f_interpolante_w_level_neg_ev_z(mt_w_perc_mesh_interp_coh_grid_wneg(:));
        end

        % 4. Combine positive and negative aggregate savings matrix
        % check: mt_w_by_interp_coh_interp_grid vs mt_w_astar_interp_z + mt_w_kstar_interp_z
        % combine for mt_ev_condi_z_max_kp
        mt_w_kstar_interp_z = zeros(size(mt_bl_w_perc_mesh_interp_coh_grid_wneg));
        mt_w_kstar_interp_z(~mt_bl_w_perc_mesh_interp_coh_grid_wneg) = mt_w_kstar_interp_z_wpos;
        mt_w_kstar_interp_z(mt_bl_w_perc_mesh_interp_coh_grid_wneg)  = mt_w_kstar_interp_z_wneg;
        mt_w_astar_interp_z = zeros(size(mt_bl_w_perc_mesh_interp_coh_grid_wneg));
        mt_w_astar_interp_z(~mt_bl_w_perc_mesh_interp_coh_grid_wneg) = mt_w_astar_interp_z_wpos;
        mt_w_astar_interp_z(mt_bl_w_perc_mesh_interp_coh_grid_wneg)  = mt_w_astar_interp_z_wneg;
        % combine for mt_ev_condi_z_max
        mt_ev_condi_z_max_interp_z = zeros(size(mt_bl_w_perc_mesh_interp_coh_grid_wneg));
        mt_ev_condi_z_max_interp_z(~mt_bl_w_perc_mesh_interp_coh_grid_wneg) = mt_w_ev_interp_z_wpos;
        mt_ev_condi_z_max_interp_z(mt_bl_w_perc_mesh_interp_coh_grid_wneg)  = mt_w_ev_interp_z_wneg;

        % 5. changes in w_perc kstar choices
        mt_w_kstar_diff_idx = (cl_w_kstar_interp_z{it_z_i} ~= mt_w_kstar_interp_z);

B. Calculate UPDATE u(c) Update: u(c(coh_level, w_perc)) given k_interp, b_interp

        ar_c = f_cons(mt_interp_coh_grid_mesh_w_perc(mt_w_kstar_diff_idx), ...
                      mt_w_astar_interp_z(mt_w_kstar_diff_idx), ...
                      mt_w_kstar_interp_z(mt_w_kstar_diff_idx));

        ar_it_c_valid_idx = (ar_c <= fl_c_min);
        % EVAL current utility: N by N, f_util defined earlier
        ar_utility_update = f_grid_interpolant_spln(ar_c);

        % Update Storage
        if (it_iter == 1)
            cl_u_c_store{it_z_i} = reshape(ar_utility_update, [length(ar_w_perc), length(ar_interp_coh_grid)]);
            cl_c_valid_idx{it_z_i} = reshape(ar_it_c_valid_idx, [length(ar_w_perc), length(ar_interp_coh_grid)]);
        else
            cl_u_c_store{it_z_i}(mt_w_kstar_diff_idx) = ar_utility_update;
            cl_c_valid_idx{it_z_i}(mt_w_kstar_diff_idx) = ar_it_c_valid_idx;
        end
        cl_w_kstar_interp_z{it_z_i} = mt_w_kstar_interp_z;

D. Compute FULL U(coh_level, w_perc, z) over all w_perc

        mt_utility = cl_u_c_store{it_z_i} + fl_beta*mt_ev_condi_z_max_interp_z;

        % Index update
        % using the method below is much faster than index replace
        % see <https://fanwangecon.github.io/M4Econ/support/speed/index/fs_subscript.html fs_subscript>
        mt_it_c_valid_idx = cl_c_valid_idx{it_z_i};
        % Default or Not Utility Handling
        if (bl_default)
            % if default: only today u(cmin), transition out next period, debt wiped out
            fl_v_default = fl_u_cmin + fl_beta*f_interpolante_w_level_pos_ev_z(fl_default_wprime);
            mt_utility = mt_utility.*(~mt_it_c_valid_idx) + fl_v_default*(mt_it_c_valid_idx);
        else
            % if default is not allowed: v = u(cmin)
            mt_utility = mt_utility.*(~mt_it_c_valid_idx) + fl_nan_replace*(mt_it_c_valid_idx);
        end

        % percentage algorithm does not have invalid (check to make sure
        % min percent is not 0 in ffs_ipwkbzr_fibs_get_funcgrid.m)
        % mt_utility = mt_utility.*(~mt_it_c_valid_idx) + fl_u_neg_c*(mt_it_c_valid_idx);

E. Optimize Over Choices: max_{w_perc} U(coh_level, w_perc, z)

Optimization: remember matlab is column major, rows must be choices, columns must be states COLUMN-MAJOR

        [ar_opti_val_z, ar_opti_idx_z] = max(mt_utility);

        % Generate Linear Opti Index
        [it_choies_n, it_states_n] = size(mt_utility);
        ar_add_grid = linspace(0, it_choies_n*(it_states_n-1), it_states_n);
        ar_opti_linear_idx_z = ar_opti_idx_z + ar_add_grid;

        ar_opti_aprime_z = mt_w_astar_interp_z(ar_opti_linear_idx_z);
        ar_opti_kprime_z = mt_w_kstar_interp_z(ar_opti_linear_idx_z);
        ar_opti_c_z = f_cons(ar_interp_coh_grid, ar_opti_aprime_z, ar_opti_kprime_z);

        % Handle Default is optimal or not
        if (bl_default)
            % if defaulting is optimal choice, at these states, not required
            % to default, non-default possible, but default could be optimal
            fl_default_opti_kprime = f_interpolante_w_level_pos_kstar_z(fl_default_wprime);
            ar_opti_aprime_z(ar_opti_c_z <= fl_c_min) = fl_default_wprime - fl_default_opti_kprime;
            ar_opti_kprime_z(ar_opti_c_z <= fl_c_min) = fl_default_opti_kprime;
        else
            % if default is not allowed, then next period same state as now
            % this is absorbing state, this is the limiting case, single
            % state space point, lowest a and lowest shock has this.
            ar_opti_aprime_z(ar_opti_c_z <= fl_c_min) = min(ar_a_meshk);
            ar_opti_kprime_z(ar_opti_c_z <= fl_c_min) = min(ar_k_mesha);
        end

F. Store Results

        mt_val(:,it_z_i) = ar_opti_val_z;
        mt_pol_a(:,it_z_i) = ar_opti_aprime_z;
        mt_pol_k(:,it_z_i) = ar_opti_kprime_z;
        if (it_iter == (it_maxiter_val + 1))
            mt_pol_idx(:,it_z_i) = ar_opti_linear_idx_z;
        end

end

Check Tolerance and Continuation

    % Difference across iterations
    ar_val_diff_norm(it_iter) = norm(mt_val - mt_val_cur);
    ar_pol_diff_norm(it_iter) = norm(mt_pol_a - mt_pol_a_cur) + norm(mt_pol_k - mt_pol_k_cur);
    ar_pol_a_perc_change = sum((mt_pol_a ~= mt_pol_a_cur))/(length(ar_interp_coh_grid));
    ar_pol_k_perc_change = sum((mt_pol_k ~= mt_pol_k_cur))/(length(ar_interp_coh_grid));
    mt_pol_perc_change(it_iter, :) = mean([ar_pol_a_perc_change;ar_pol_k_perc_change]);

    % Update
    mt_val_cur = mt_val;
    mt_pol_a_cur = mt_pol_a;
    mt_pol_k_cur = mt_pol_k;

    % Print Iteration Results
    if (bl_display && (rem(it_iter, it_display_every)==0))
        fprintf('VAL it_iter:%d, fl_diff:%d, fl_diff_pol:%d\n', ...
            it_iter, ar_val_diff_norm(it_iter), ar_pol_diff_norm(it_iter));
        tb_valpol_iter = array2table([mean(mt_val_cur,1);...
                                      mean(mt_pol_a_cur,1); ...
                                      mean(mt_pol_k_cur,1); ...
                                      mt_val_cur(length(ar_interp_coh_grid),:); ...
                                      mt_pol_a_cur(length(ar_interp_coh_grid),:); ...
                                      mt_pol_k_cur(length(ar_interp_coh_grid),:)]);
        tb_valpol_iter.Properties.VariableNames = strcat('z', string((1:size(mt_val_cur,2))));
        tb_valpol_iter.Properties.RowNames = {'mval', 'map', 'mak', 'Hval', 'Hap', 'Hak'};
        disp('mval = mean(mt_val_cur,1), average value over a')
        disp('map  = mean(mt_pol_a_cur,1), average choice over a')
        disp('mkp  = mean(mt_pol_k_cur,1), average choice over k')
        disp('Hval = mt_val_cur(it_ameshk_n,:), highest a state val')
        disp('Hap = mt_pol_a_cur(it_ameshk_n,:), highest a state choice')
        disp('mak = mt_pol_k_cur(it_ameshk_n,:), highest k state choice')
        disp(tb_valpol_iter);
    end

    % Continuation Conditions:
    % 1. if value function convergence criteria reached
    % 2. if policy function variation over iterations is less than
    % threshold
    if (it_iter == (it_maxiter_val + 1))
        bl_vfi_continue = false;
    elseif ((it_iter == it_maxiter_val) || ...
            (ar_val_diff_norm(it_iter) < fl_tol_val) || ...
            (sum(ar_pol_diff_norm(max(1, it_iter-it_tol_pol_nochange):it_iter)) < fl_tol_pol))
        % Fix to max, run again to save results if needed
        it_iter_last = it_iter;
        it_iter = it_maxiter_val;
    end

end

% End Timer
if (bl_time)
    toc;
end

% End Profile
if (bl_profile)
    profile off
    profile viewer
    st_file_name = [st_profile_prefix st_profile_name_main st_profile_suffix];
    profsave(profile('info'), strcat(st_profile_path, st_file_name));
end

Process Optimal Choices 1: Formal and Informal Choices

result_map = containers.Map('KeyType','char', 'ValueType','any');
result_map('mt_val') = mt_val;
result_map('mt_pol_idx') = mt_pol_idx;

% Find optimal Formal Informal Choices. Could have saved earlier, but was
% wasteful of resources
for it_z_i = 1:it_z_n
    for it_coh_interp_j = 1:length(ar_interp_coh_grid)

        fl_coh = mt_interp_coh_grid_mesh_z(it_coh_interp_j, it_z_i);
        fl_a_opti = mt_pol_a(it_coh_interp_j, it_z_i);

        fl_z_r_infbr = ar_z_r_infbr_mesh_wage_w1r2(it_z_i);
        param_map('fl_r_inf') = fl_z_r_infbr;

        % call formal and informal function.
        [fl_max_c, fl_opti_b_bridge, fl_opti_inf_borr_nobridge, fl_opti_for_borr, fl_opti_for_save] = ...
            ffs_fibs_min_c_cost_bridge(fl_a_opti, fl_coh, ...
            param_map, support_map, armt_map, func_map, bl_input_override);

        % store savings and borrowing formal and inf optimal choices
        mt_pol_b_with_r(it_coh_interp_j,it_z_i) = fl_max_c;
        mt_pol_b_bridge(it_coh_interp_j,it_z_i) = fl_opti_b_bridge;
        mt_pol_inf_borr_nobridge(it_coh_interp_j,it_z_i) = fl_opti_inf_borr_nobridge;
        mt_pol_for_borr(it_coh_interp_j,it_z_i) = fl_opti_for_borr;
        mt_pol_for_save(it_coh_interp_j,it_z_i) = fl_opti_for_save;

    end
end

Process Optimal Choices 2: Store a, k, c, coh Results

mt_interp_coh_grid_mesh_z: Cash-on-hand period t.
mt_pol_a: Safe asset choice, principles only for ipwkbzr_fibs
cl_mt_pol_a_principleonly: mt_pol_a is stored in cl_mt_pol_a_principle only. This is a shortcut because we need to keep cl_mt_pol_a for mt_pol_b_with_r for the ds code.
cl_mt_pol_a: stores mt_pol_b_with_r which has principles and interest rates, to be used with ds code.
mt_pol_a: Safe asset choice, principles only for ipwkbzr_fibs
cl_mt_pol_k: Risky asset choice, principles only for ipwkbzr_fibs
cl_mt_pol_c: Consumption in t given choices.
cl_pol_b_with_r: Consumption cost of mt_pol_a in t+1, given the formal and informal choices that are optimal to minimize this consumption cost.

result_map('cl_mt_coh') = {mt_interp_coh_grid_mesh_z, zeros(1)};
result_map('cl_mt_pol_k') = {mt_pol_k, zeros(1)};
mt_c = f_cons(mt_interp_coh_grid_mesh_z, mt_pol_a, mt_pol_k);
mt_c(mt_c <= fl_c_min) = fl_c_min;
result_map('cl_mt_pol_c') = {mt_c, zeros(1)};

result_map('cl_mt_pol_a') = {mt_pol_b_with_r, zeros(1)};
result_map('cl_mt_pol_a_principleonly') = {mt_pol_a, zeros(1)};

Process Optimal Choices 3: Store Formal and Informal Choices

result_map('cl_mt_pol_b_bridge') = {mt_pol_b_bridge, zeros(1)};
result_map('cl_mt_pol_inf_borr_nobridge') = {mt_pol_inf_borr_nobridge, zeros(1)};
result_map('cl_mt_pol_for_borr') = {mt_pol_for_borr, zeros(1)};
result_map('cl_mt_pol_for_save') = {mt_pol_for_save, zeros(1)};

% Get Discrete Choice Outcomes
result_map = ffs_fibs_identify_discrete(result_map, bl_input_override);
result_map('cl_mt_it_for_only_nbdg') = {result_map('mt_it_for_only_nbdg'), zeros(1)};
result_map('cl_mt_it_inf_only_nbdg') = {result_map('mt_it_inf_only_nbdg'), zeros(1)};
result_map('cl_mt_it_frin_brr_nbdg') = {result_map('mt_it_frin_brr_nbdg'), zeros(1)};
result_map('cl_mt_it_fr_brrsv_nbdg') = {result_map('mt_it_fr_brrsv_nbdg'), zeros(1)};
result_map('cl_mt_it_frmsavng_only') = {result_map('mt_it_frmsavng_only'), zeros(1)};

Process Optimal Choices 4: List of Variable Names to be processed by distributional codes

this list is needed for the ds codes to generate distribution, distributional statistcs will be computed for elements in the list here.

result_map('ar_st_pol_names') = ...
    ["cl_mt_coh", "cl_mt_pol_a", "cl_mt_pol_k", "cl_mt_pol_c", "cl_mt_pol_a_principleonly", ...
     "cl_mt_pol_b_bridge", "cl_mt_pol_inf_borr_nobridge", "cl_mt_pol_for_borr", "cl_mt_pol_for_save", ...
     "cl_mt_it_for_only_nbdg", "cl_mt_it_inf_only_nbdg", "cl_mt_it_frin_brr_nbdg", ...
     "cl_mt_it_fr_brrsv_nbdg", "cl_mt_it_frmsavng_only"];

Post Solution Graph and Table Generation

if (bl_post)
    bl_input_override = true;
    result_map('ar_val_diff_norm') = ar_val_diff_norm(1:it_iter_last);
    result_map('ar_pol_diff_norm') = ar_pol_diff_norm(1:it_iter_last);
    result_map('mt_pol_perc_change') = mt_pol_perc_change(1:it_iter_last, :);

    armt_map('mt_coh_wkb_ori') = mt_coh_wkb;
    armt_map('ar_a_meshk_ori') = ar_a_meshk;
    armt_map('ar_k_mesha_ori') = ar_k_mesha;

    armt_map('mt_coh_wkb') = mt_interp_coh_grid_mesh_z;
    armt_map('it_ameshk_n') = length(ar_interp_coh_grid);
    armt_map('ar_a_meshk') = mt_interp_coh_grid_mesh_z(:,1);
    armt_map('ar_k_mesha') = zeros(size(mt_interp_coh_grid_mesh_z(:,1)) + 0);

    % Standard AZ graphs
    result_map = ff_akz_vf_post(param_map, support_map, armt_map, func_map, result_map, bl_input_override);

    % Graphs for results_map with FIBS contents
    armt_map('ar_a') = ar_interp_coh_grid;
    result_map = ff_az_fibs_vf_post(param_map, support_map, armt_map, func_map, result_map, bl_input_override);

end

valgap = norm(mt_val - mt_val_cur): value function difference across iterations
polgap = norm(mt_pol_a - mt_pol_a_cur): policy function difference across iterations
z1 = z1 perc change: (sum((mt_pol_a ~= mt_pol_a_cur))+sum((mt_pol_k ~= mt_pol_k_cur)))/(2*it_ameshk_n):percentage of state space points conditional on shock where the policy function is changing across iterations
                 valgap      polgap        z1           z2           z3           z4           z5           z6           z7           z8           z9           z10          z11          z12          z13          z14          z15          z16          z17          z18          z19          z20          z21          z22          z23          z24          z25          z26          z27          z28          z29          z30          z31          z32          z33          z34          z35          z36          z37          z38          z39          z40          z41          z42          z43          z44          z45          z46         z47          z48          z49          z50          z51          z52          z53          z54          z55          z56          z57          z58          z59          z60          z61          z62          z63          z64          z65          z66          z67          z68          z69          z70          z71          z72          z73          z74          z75   
                _________    _______    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    ________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________

    iter=1         401.78     4800.3            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1           1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1
    iter=2         336.21     5572.5            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1           1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1
    iter=3         286.96     1882.1      0.99741      0.99741      0.99741      0.99676      0.99741      0.99611      0.99482      0.99417      0.99547      0.99482      0.99611      0.99482      0.99288      0.99417      0.99611      0.99482      0.99482      0.99611      0.99611      0.99611      0.99482      0.99547      0.99676      0.99547      0.99482      0.99547      0.99547      0.99352      0.99352      0.99741      0.99093      0.99093      0.99223      0.99223      0.99352      0.99352      0.99352      0.99417      0.99352      0.99547      0.99417      0.99288      0.99417      0.99611      0.99288      0.98705     0.98705      0.98834      0.98834      0.98964      0.98964      0.99093      0.99223      0.99223      0.99352      0.99352      0.99482      0.99417      0.99611      0.99288      0.98316      0.98446      0.98446      0.98575      0.98575      0.98705            1      0.98834      0.98964      0.99093      0.99093      0.99223      0.99223      0.99352      0.99482
    iter=4         237.95     943.08      0.98446      0.98575      0.98705      0.98834      0.98964      0.99093      0.99223      0.99223      0.99158      0.99417      0.99935      0.99547      0.99611      0.99482      0.99417      0.98316      0.98316      0.98316      0.98446      0.98575      0.98705      0.98769      0.98899      0.99093      0.99806      0.99288      0.99482      0.99028      0.99482      0.99288      0.98316      0.98316      0.98316      0.98316      0.98316      0.98316      0.98446      0.98705       0.9864      0.98834      0.99093      0.99093      0.99093      0.99611      0.99547      0.97668     0.97668      0.98316      0.98316      0.98316      0.98316      0.98187      0.98316      0.98446      0.98575      0.98834      0.98575      0.98964      0.99093      0.99158       0.9728      0.97409      0.97409      0.97668      0.97927      0.98057      0.98187      0.98187      0.98187      0.98187      0.98575      0.98057      0.98446      0.99093      0.99093
    iter=5         200.82     591.03       0.9715      0.97409      0.97539      0.97798      0.97798      0.98187      0.98187      0.99741      0.98446      0.98769      0.98769      0.99806      0.99417      0.98834      0.99028      0.98575      0.98575       0.9715      0.97409      0.97668      0.97798      0.97927      0.98316      0.98446      0.98381      0.98446      0.98769      0.99482      0.99223      0.98899      0.96373      0.96503      0.98575      0.96891       0.9715       0.9728      0.97539      0.97927      0.98187      0.97863      0.98446      0.98575      0.98769      0.98769      0.99158      0.95984     0.96114      0.96244      0.96503      0.98575      0.98446      0.98446      0.97863      0.98187      0.97798      0.97863      0.98575      0.98575      0.98575      0.98834      0.95596      0.95725      0.95984      0.96114      0.96244      0.96632      0.97021      0.97085      0.97409      0.97345      0.97604      0.98316      0.98187      0.98316      0.98575
    iter=6          172.5     401.57      0.98705      0.96114      0.96244      0.96373      0.96762      0.96891       0.9728      0.97539      0.99028      0.98316       0.9851       0.9851      0.98834       0.9864      0.99093      0.95337      0.98705      0.98705      0.95984      0.96244      0.96762      0.96762      0.97021       0.9728      0.97992      0.98446      0.98316      0.98122      0.98705       0.9864      0.94689      0.94948      0.95207      0.98705      0.95855      0.96373      0.96632      0.96762      0.96826       0.9728      0.98187      0.98057      0.98187      0.98187      0.98834       0.9443      0.9456      0.94819      0.95078      0.95466      0.95984      0.96179      0.96567      0.96503      0.97021      0.97021      0.98057      0.98057      0.98187      0.98446      0.94041      0.94301       0.9443      0.94689      0.94948      0.95596       0.9579       0.9579      0.96244      0.96373       0.9715      0.98575      0.97927      0.98057      0.98187
    iter=7         149.43     302.19      0.95078      0.97021      0.95337      0.95855      0.96503      0.96891      0.97021      0.96632      0.96891       0.9728      0.97409      0.97539      0.98122      0.98122      0.98316      0.94171      0.94819      0.98187      0.95984      0.95855      0.96179      0.96503      0.96503      0.97409      0.96891      0.97409       0.9715       0.9728      0.98122      0.98057      0.94301      0.94301      0.95207      0.95466      0.98705       0.9864       0.9864      0.98705      0.98446      0.97539      0.97927      0.97863      0.97604      0.97863      0.98251      0.93394     0.94041      0.94301      0.94948      0.95078      0.95078      0.94883      0.95272      0.96373      0.95984      0.96503      0.97927       0.9715      0.97798      0.97927      0.93135      0.93653      0.93653      0.93653       0.9456      0.94171      0.94495      0.95142      0.94819      0.96244      0.95466      0.96632      0.97021      0.97021      0.97409
    iter=8         130.54     220.08      0.89767      0.91451      0.60751      0.49223      0.40285      0.62694      0.87824      0.89119      0.91904       0.9715      0.96049      0.89896       0.7364       0.8342      0.89054      0.87565      0.89378      0.60233      0.50648      0.38731       0.6114      0.88212      0.88601      0.93588      0.94754      0.96373      0.97215      0.68199      0.83355       0.8899      0.88342      0.88472       0.5842      0.48316      0.37565      0.59715      0.87435      0.92098      0.89767      0.89961      0.95661      0.96049      0.69495      0.83938       0.8899      0.87565     0.87306      0.56606      0.47409      0.37824      0.59067      0.85492      0.89767      0.88083      0.91192       0.9443      0.96373      0.61269      0.81218      0.87953      0.87435      0.86917      0.56477      0.45596      0.36917      0.58549      0.85104      0.89378      0.87435      0.91839       0.9456      0.95078      0.60751      0.81995      0.89249
    iter=9         114.61      200.8      0.27979      0.26554      0.57383      0.67487      0.76943      0.80311      0.84715      0.86658      0.92487       0.9579      0.46956       0.3886      0.64054       0.7487      0.90155      0.26943         0.25      0.53497       0.6658      0.79534      0.82383       0.8342      0.86269      0.85233       0.9456      0.61334      0.23705      0.68459      0.82642       0.8886      0.26295       0.2487       0.5272      0.64896      0.76684      0.81218      0.82772      0.83808      0.87565      0.90155      0.62176      0.29404      0.57448      0.76101      0.86917      0.26425     0.24223      0.52073       0.6399      0.75907      0.81412      0.83679      0.82642      0.85492      0.88212      0.59974       0.2772      0.56088       0.8601      0.85881      0.25389      0.24223      0.51684      0.63212      0.72992      0.79793      0.83679      0.82254      0.84974      0.87694       0.5842      0.27202      0.54275      0.82124      0.82772
    iter=10        100.91     192.25      0.71632      0.75389      0.77591       0.8057      0.81218      0.36528      0.26943      0.29663      0.24093      0.14961      0.60881      0.91645      0.71244      0.59974      0.54016       0.7215      0.73705      0.77979      0.79534       0.8044       0.3886      0.29016      0.28238       0.2772      0.23316      0.48057      0.89054      0.88212      0.55699      0.48705      0.71632      0.73575      0.78109      0.78497       0.8057      0.34715      0.26166      0.23316       0.2772      0.23834       0.4851      0.77332       0.9579      0.56865      0.44819      0.70466     0.72798      0.78109      0.77591      0.78433      0.35104      0.25324      0.22798      0.25518      0.21762      0.49223      0.75259      0.92876      0.48705       0.4715      0.70207      0.73187      0.77979      0.77461      0.76813      0.32642      0.26295      0.22539      0.24352      0.21891      0.48575      0.76166      0.91969      0.51425      0.46632
    iter=11        89.227     143.12      0.15674      0.15155      0.17876      0.17487      0.19948      0.63731      0.73316      0.75518      0.81088       0.6399      0.35298     0.072539      0.33808      0.50194      0.57902      0.16451      0.15674      0.16451      0.16062      0.18394      0.62953      0.73834      0.76295      0.80181      0.59715      0.46373      0.12176      0.14119       0.5693      0.61528      0.15933      0.15026      0.14896      0.14378      0.18264      0.63083      0.73446      0.77979      0.76295      0.60622       0.4443      0.21697     0.063472      0.53627      0.59715      0.15933     0.15933      0.14378      0.13277      0.14896      0.61917      0.73446      0.76554      0.74482      0.57254      0.42876      0.20725     0.079016      0.51295      0.60622      0.15544       0.1399      0.14637      0.13601      0.14573      0.60363      0.72539      0.76943      0.73705      0.57513      0.40544      0.18912     0.086788      0.47539      0.63731
    iter=12        78.959     108.64      0.28886      0.24223      0.20337       0.1943      0.20337      0.20725      0.18135      0.18523      0.18394      0.36723      0.67487      0.93394      0.34067      0.34585      0.28238      0.27073       0.2487      0.21762      0.19171      0.18135      0.19819      0.18264      0.17746      0.18653      0.38472      0.54922      0.88795      0.41451      0.29145      0.26295      0.28238      0.25324      0.20725      0.18782      0.18005      0.17876      0.18912      0.17098      0.17487      0.41451      0.58808       0.8044      0.65997      0.20596      0.26166      0.26684     0.22927      0.21632      0.17746      0.16451      0.17876       0.1671       0.1671      0.15415      0.39249      0.59456       0.7513      0.65026      0.18135      0.20207      0.25777      0.22798      0.20207      0.18135      0.14508      0.14119      0.17098      0.16062      0.16062      0.37953      0.59845      0.76813      0.62047      0.17487      0.19689
    iter=13        70.049     153.04      0.53368      0.60881      0.66062      0.70337      0.72668      0.36399      0.20855      0.22539      0.19171      0.20207      0.13342      0.10363      0.68199      0.37694      0.40285      0.53109      0.59456      0.65285       0.6943       0.7228      0.36269      0.18394      0.20078      0.19948      0.18782      0.18135     0.079016      0.60039      0.48575       0.3886       0.5272      0.59585      0.65803       0.6956       0.7215      0.36269      0.19171      0.18394      0.20078      0.16192      0.20725      0.13342      0.35622      0.70596      0.31218      0.50777      0.5842      0.63601      0.69754      0.71503      0.37176      0.18523      0.17358      0.18782      0.12953      0.16451      0.16451      0.34715      0.71244      0.34845      0.50777      0.58161      0.63083       0.6807      0.70337      0.34067      0.17228      0.15803      0.18653      0.13472      0.15415      0.14896      0.33031      0.70466      0.35363
    iter=14        62.329      121.7      0.10492      0.11269      0.11917      0.12953      0.12565      0.52591      0.69171      0.71373      0.44819      0.30699       0.1671     0.069948     0.085492      0.46567      0.40803     0.093264      0.10622       0.1101      0.12435      0.10751      0.50648      0.69819      0.71632      0.42617      0.29793      0.15415      0.17293     0.073834      0.39054      0.44948     0.099741      0.09456      0.10881      0.11269      0.11528       0.4987      0.70207      0.73575       0.4158      0.27461      0.20725      0.18264      0.07513      0.16321      0.55764     0.084197    0.091969     0.090674      0.12694     0.098446      0.48446      0.68005      0.72539      0.39767      0.26036      0.19171      0.13731     0.064767      0.14637       0.5842     0.080311     0.084197     0.099741     0.091969      0.09715       0.4456      0.67098      0.70078      0.38731       0.2513      0.18264      0.15415      0.10104      0.14508      0.58938
    iter=15        55.503     84.346      0.11528      0.11658      0.13083      0.12435      0.12953      0.11917      0.12176      0.13212      0.45984      0.61528      0.48057      0.34262     0.084197     0.079016       0.2228      0.10622      0.10751      0.11528       0.1101      0.12565      0.11399      0.12176      0.12953      0.45855      0.60622      0.48057      0.26425     0.090674     0.080311      0.25453      0.11269     0.096503      0.12306     0.098446      0.11399      0.11528       0.1101      0.12565      0.46891      0.61917      0.40933      0.36788       0.1794     0.044041      0.15026      0.10427     0.10492       0.1114       0.1101      0.09715      0.12565     0.091969     0.098446       0.4456      0.59197      0.37435      0.34456      0.18264     0.066062      0.05829      0.10104     0.090674      0.11658      0.10492     0.088083      0.09456     0.076425     0.082902      0.42617      0.58549      0.38212       0.3329      0.15026     0.042746     0.054404
    iter=16        49.449     70.852      0.11528      0.12176      0.11788      0.14119      0.13342      0.14508      0.12435      0.11658      0.13342      0.10104      0.38342      0.42617      0.34326      0.16969      0.13342       0.1101      0.11658      0.11528      0.14637      0.12047      0.13212      0.13212      0.12694      0.11788      0.12565      0.39249      0.42876      0.38472      0.16062     0.072539      0.10039      0.11917      0.11917      0.12047      0.10881      0.12565      0.12824      0.11788      0.11399      0.11658      0.39119      0.31995      0.45078      0.17617     0.066062      0.10233     0.10816      0.11269      0.11788      0.10622      0.10104       0.1114     0.088083     0.079016     0.093264      0.38083      0.30699      0.43653      0.20984     0.059585      0.10492      0.11075      0.10492      0.11528     0.089378     0.090674       0.1114      0.07772     0.081606      0.09715      0.36917      0.30311      0.42617      0.21891     0.060881
    iter=17        44.095     60.245      0.17746      0.14119      0.14119      0.12306      0.13731      0.12306      0.14119      0.10104      0.10881      0.12435      0.05829      0.27073      0.40091      0.20078      0.20207      0.17358      0.14378      0.13212      0.12047       0.1399      0.12565      0.11917      0.12824     0.095207      0.10233     0.098446      0.26943      0.38212      0.21503      0.22409      0.15674      0.13342      0.14637      0.11788      0.12047      0.10622      0.09456      0.11917      0.10492      0.10492      0.11528      0.27202      0.26295      0.38472      0.21632      0.15415     0.12889      0.12047       0.1114      0.10622       0.1114     0.095855      0.10751      0.09456     0.059585     0.085492      0.25259       0.2215      0.34845      0.19301      0.15026      0.11852       0.1114      0.10492      0.10233     0.081606     0.086788      0.07513     0.076425     0.067358     0.076425      0.25777      0.21503       0.3329      0.20596
    iter=18        39.387     104.06      0.50907      0.56606      0.45725      0.19689      0.13342       0.1386      0.12047      0.13212      0.09456     0.091969     0.090674     0.067358       0.2772      0.27332      0.14378      0.50259      0.55699      0.44171      0.20207      0.13083      0.11658     0.090674      0.11917      0.12824     0.084197      0.13083     0.080311      0.21762      0.40479      0.14767      0.49611      0.55699      0.43912      0.17876      0.12176      0.11658      0.10622     0.098446      0.12824     0.080311      0.10233     0.095855      0.23057      0.28756      0.14896          0.5     0.54922      0.41969      0.18135      0.11269      0.12176     0.099741     0.060881     0.091969     0.063472     0.066062     0.091969      0.20337      0.26813      0.17746          0.5      0.54404      0.42617      0.16839      0.11269     0.091969     0.086788     0.067358     0.091969     0.068653     0.062176     0.090674      0.19948      0.24352      0.22409
    iter=19        35.252       96.7     0.060881      0.05829      0.23187      0.52461      0.62953      0.28368      0.12306     0.095855      0.12047     0.080311     0.080311     0.047927     0.044041      0.30505      0.12694     0.040803     0.076425      0.23316      0.50777      0.61269      0.28497      0.14249     0.085492      0.11399      0.09456     0.086788     0.076425     0.045337      0.24482      0.16839     0.036269     0.042746      0.22409      0.51166      0.61658      0.27202       0.1399     0.080311     0.085492      0.13212     0.069948      0.12176     0.060881      0.22409      0.32319     0.033679    0.049223      0.21891          0.5       0.6114      0.26554      0.13601     0.071244      0.07513      0.10104     0.056995     0.068653     0.028497      0.20466      0.35363      0.03886     0.043394      0.20531      0.48575      0.59585      0.25518      0.10751     0.060881     0.056995      0.09456     0.045337     0.055699     0.037565      0.19041      0.32124
    iter=20        31.578     68.762     0.047927     0.053109     0.063472     0.064767     0.062176      0.46373      0.38083      0.24093      0.11658      0.12306     0.084197     0.034974     0.044041       0.1399      0.18329     0.047927     0.049223     0.063472     0.060881     0.063472      0.43782      0.37565      0.23834      0.10751      0.11399     0.055699     0.095855     0.050518     0.042746       0.3601     0.033679     0.042098     0.055699     0.054404     0.056995      0.44171      0.37306      0.24741      0.10104     0.071244     0.077073     0.063472     0.064767     0.060881      0.29793     0.044041    0.036917     0.039508     0.059585     0.044041      0.43264      0.35363      0.23446     0.091969     0.051813     0.079016     0.041451     0.029793     0.050518      0.23834     0.040155     0.033679     0.042098     0.042746     0.034974      0.41321      0.35751      0.22021     0.099741     0.060881     0.071244      0.03886     0.060881      0.01943      0.22798
    iter=21        28.303     60.689     0.041451     0.042746     0.055699     0.050518     0.047927     0.051813      0.30699      0.29016      0.25259      0.17228     0.073834     0.064767     0.040155     0.040155      0.29016     0.045337     0.045337     0.044041     0.044041     0.051813     0.049223      0.30959      0.30181      0.24741      0.16192      0.12435     0.062176     0.044041     0.036269       0.1535     0.036269     0.037565     0.036269     0.054404     0.036269     0.046632      0.30829      0.29016      0.23575       0.1658      0.11399     0.064767      0.10622     0.059585     0.028497     0.037565     0.03886     0.036269     0.042746     0.053109     0.044041      0.27979      0.28109      0.20596      0.12306      0.07772     0.037565     0.079016     0.029793     0.025907     0.032383     0.031088     0.041451     0.036269     0.040155     0.041451      0.27073      0.26554      0.21373      0.13083      0.07772     0.034974     0.055699     0.034974     0.056995
    iter=22        25.385     54.513     0.040155     0.046632     0.051813     0.050518     0.045337      0.03886     0.064767      0.26295      0.20855       0.1943      0.23834     0.068653     0.024611     0.027202     0.076425     0.037565     0.036269     0.031088     0.047927     0.055699     0.047927     0.041451      0.26036      0.21244      0.19689      0.18459      0.07513     0.040155     0.020725      0.03886     0.037565     0.032383     0.037565     0.041451     0.046632     0.040155      0.03886      0.24093      0.20466      0.18394      0.18135      0.11528     0.059585     0.025907     0.015544     0.036269    0.029793     0.032383     0.033679     0.042746     0.047927     0.033679      0.24611      0.22539       0.1671      0.15933      0.12694     0.050518     0.020725      0.01943     0.031088     0.028497     0.029793     0.029793     0.033679     0.025907     0.025907      0.24223      0.19171      0.16451      0.15674      0.12824     0.022021     0.007772     0.014249
    iter=23        22.789     51.345     0.034974     0.037565     0.044041     0.050518     0.049223      0.05829     0.041451     0.047927      0.25907      0.14767      0.15933      0.14508     0.044041     0.029793     0.011658     0.033679     0.033679     0.040155     0.041451     0.031088     0.045337     0.045337     0.051813         0.25      0.15155      0.15155      0.21891     0.085492     0.020725     0.044041     0.028497     0.033679     0.027202     0.045337      0.03886     0.041451     0.034974     0.046632      0.26684      0.14896      0.14119      0.17876     0.084197     0.040155     0.022021     0.028497    0.032383     0.029793     0.044041     0.029793     0.044041     0.036269     0.029793      0.26036      0.12565      0.11528      0.14637     0.051813     0.037565     0.022021     0.024611     0.029793     0.036269     0.028497     0.032383     0.033679     0.028497     0.028497      0.23705      0.12306      0.11658       0.1399     0.050518     0.020725     0.014249
    iter=24        20.485     47.531     0.037565     0.034974     0.028497     0.037565     0.049223     0.041451     0.041451     0.046632     0.047927      0.13601      0.11658      0.19301      0.12435     0.047927     0.020725     0.029793     0.028497     0.028497     0.033679     0.040155     0.040155     0.028497     0.020725     0.045337      0.12824      0.11269      0.12694      0.12953     0.044041     0.031088     0.027202     0.020725     0.028497     0.022021     0.029793     0.027202     0.033679     0.025907     0.045337      0.13601      0.11399      0.12435       0.1399      0.05829     0.012953     0.033679    0.024611     0.031088     0.027202     0.027202     0.029793     0.027202     0.025907     0.029793      0.12047     0.098446      0.10751      0.11917     0.049223      0.01943     0.027202     0.020725     0.023316     0.022021     0.023316     0.027202     0.022021     0.022021     0.036269      0.11917      0.10233      0.12306      0.14249     0.050518     0.015544
    iter=25        18.439     54.102     0.034974     0.025907     0.022021      0.03886      0.03886     0.031088     0.024611     0.042746     0.029793      0.18847       0.1386      0.11788      0.11075     0.089378     0.034974     0.027202     0.025907     0.028497     0.034974     0.032383     0.033679     0.037565     0.051813     0.046632      0.20078      0.11788      0.10363      0.11205      0.09456     0.036269     0.031088     0.025907     0.027202     0.031088     0.032383     0.033679     0.029793     0.033679     0.034974      0.17876      0.09715      0.10751      0.16451       0.1101     0.042746     0.024611    0.029793     0.022021     0.025907     0.022021     0.037565     0.029793     0.024611     0.031088      0.15544     0.093264      0.10104      0.15285       0.1101     0.028497     0.020725     0.024611     0.020725     0.027202     0.023316     0.032383     0.018135     0.022021     0.023316      0.17228      0.09456     0.090674      0.15155      0.10751     0.031088
    iter=26        16.617     47.399     0.020725     0.029793     0.020725     0.029793     0.033679     0.036269     0.036269     0.033679      0.05829     0.023316     0.086788     0.090674     0.089378      0.07772     0.072539     0.015544     0.025907     0.025907     0.025907     0.022021      0.03886     0.036269     0.032383     0.028497     0.020725      0.10363      0.11269      0.15285      0.07772     0.076425      0.01943     0.022021     0.018135     0.025907     0.018135     0.016839     0.028497     0.027202     0.028497     0.040155     0.093264     0.086788     0.099741      0.10751     0.081606     0.018135    0.023316     0.020725     0.027202     0.027202     0.023316     0.033679     0.027202     0.012953     0.022021     0.081606     0.080311     0.073834     0.081606     0.071244     0.018135     0.027202     0.018135     0.016839     0.014249     0.014249     0.029793     0.016839      0.01943      0.01943     0.080311     0.073834     0.081606     0.085492      0.07513
    iter=27        14.985     39.126     0.023316     0.024611     0.031088     0.029793     0.028497     0.024611     0.023316     0.025907     0.034974     0.025907     0.099741     0.073834     0.082902     0.068653     0.067358     0.018135     0.028497      0.01943     0.023316     0.022021     0.024611     0.023316    0.0090674     0.037565     0.014249     0.066062     0.090674      0.11788     0.073834     0.072539     0.015544     0.029793     0.015544     0.020725     0.022021     0.024611     0.024611     0.015544      0.01943     0.027202     0.079016      0.07513     0.091969     0.090674     0.071244      0.01943    0.025907     0.016839     0.018135     0.018135      0.01943     0.010363     0.023316     0.010363     0.023316     0.060881     0.080311     0.069948      0.07772     0.072539     0.022021     0.016839     0.016839     0.016839     0.023316     0.018135     0.012953      0.01943      0.01943     0.012953     0.069948     0.067358     0.067358     0.067358     0.067358
    iter=28        13.516     26.409     0.016839     0.018135     0.020725      0.01943     0.020725     0.020725     0.020725     0.022021     0.022021      0.01943      0.11788     0.064767      0.13472     0.055699     0.068653      0.01943     0.014249     0.024611     0.015544     0.023316     0.020725     0.012953     0.016839     0.010363     0.031088       0.1101     0.072539     0.069948     0.073834     0.064767     0.022021     0.010363     0.020725     0.027202      0.01943     0.020725     0.027202     0.014249     0.022021     0.024611       0.1114     0.059585     0.067358     0.071244     0.064767     0.027202     0.01943     0.015544     0.012953     0.018135     0.010363     0.018135     0.016839     0.012953     0.010363      0.09715     0.063472     0.062176     0.090674     0.056995     0.020725     0.014249      0.01943     0.011658     0.015544     0.007772     0.025907     0.015544      0.01943     0.015544     0.098446     0.059585     0.053109     0.089378     0.056995
    iter=29         12.19     45.428     0.025907      0.01943     0.018135     0.024611     0.022021     0.020725     0.023316     0.018135     0.018135     0.012953     0.018135     0.071244     0.051813     0.046632     0.049223     0.028497     0.022021     0.011658     0.028497     0.022021     0.015544     0.023316     0.020725     0.025907    0.0090674     0.027202     0.054404     0.060881     0.067358     0.049223     0.022021     0.016839     0.015544     0.018135      0.01943     0.015544    0.0090674     0.020725     0.007772     0.016839     0.020725     0.068653     0.063472      0.10492     0.055699      0.01943    0.022021     0.015544     0.025907     0.016839     0.011658     0.011658      0.01943     0.010363     0.018135      0.01943     0.041451     0.051813      0.09715     0.053109     0.023316     0.014249     0.010363     0.016839     0.018135     0.011658    0.0064767      0.01943     0.003886     0.010363     0.022021     0.050518     0.040155     0.090674     0.055699
    iter=30         10.99     21.558     0.024611     0.014249     0.020725     0.016839     0.010363     0.011658     0.020725     0.028497     0.011658     0.023316     0.023316     0.051813     0.042746     0.051813     0.047927      0.01943     0.011658     0.022021     0.014249     0.007772    0.0090674     0.012953     0.015544     0.014249     0.027202     0.016839     0.072539     0.055699      0.05829     0.040155      0.01943     0.018135     0.011658     0.014249    0.0090674     0.007772     0.010363     0.024611     0.012953     0.014249     0.014249     0.046632     0.050518     0.085492     0.046632     0.022021    0.011658     0.010363     0.010363     0.014249    0.0051813     0.012953     0.025907    0.0051813     0.012953    0.0064767     0.054404     0.056995     0.060881     0.041451     0.020725      0.01943     0.011658     0.007772    0.0090674    0.0064767    0.0090674     0.027202    0.0051813     0.011658     0.012953     0.045337     0.051813     0.067358     0.036269
    iter=31        9.9008      23.98     0.015544     0.022021     0.012953     0.012953     0.018135     0.010363     0.023316     0.015544    0.0051813     0.011658    0.0064767     0.045337     0.047927      0.03886     0.047927     0.015544     0.020725     0.011658    0.0064767     0.015544     0.016839     0.014249     0.022021     0.007772     0.014249     0.028497     0.042746     0.040155     0.071244     0.044041     0.014249     0.011658     0.007772     0.012953     0.012953     0.014249     0.011658     0.020725     0.010363     0.023316    0.0090674     0.042746     0.049223     0.049223     0.046632     0.015544    0.012953     0.007772     0.011658     0.010363     0.011658    0.0051813     0.012953     0.015544    0.0064767    0.0012953     0.036269     0.037565     0.053109     0.050518     0.010363     0.014249     0.010363     0.014249    0.0090674     0.003886     0.007772     0.007772     0.014249     0.007772    0.0064767     0.034974     0.037565     0.047927     0.044041
    iter=32        8.9127     30.694     0.015544     0.012953     0.012953     0.015544    0.0090674     0.014249     0.020725    0.0064767     0.016839    0.0064767     0.010363     0.055699     0.034974     0.037565     0.027202     0.012953     0.012953    0.0090674     0.007772     0.010363    0.0051813    0.0090674     0.015544    0.0051813     0.007772     0.007772     0.059585     0.045337     0.081606     0.032383     0.010363     0.011658     0.014249    0.0090674     0.010363     0.003886     0.010363     0.010363     0.010363    0.0025907     0.011658     0.056995      0.03886     0.047927     0.042746     0.012306    0.014249    0.0090674     0.011658    0.0090674     0.003886     0.003886     0.011658    0.0025907     0.007772     0.003886     0.060881     0.045337     0.037565     0.034974     0.014249     0.010363     0.007772     0.007772    0.0090674    0.0051813    0.0012953     0.012953    0.0064767     0.007772    0.0012953     0.054404     0.041451     0.029793     0.029793
    iter=33        8.0158     23.446     0.014249    0.0090674    0.0064767     0.015544    0.0051813    0.0051813    0.0090674    0.0090674     0.007772    0.0051813     0.014249     0.068653     0.034974      0.03886     0.027202     0.010363     0.011658     0.010363     0.015544     0.011658     0.016839     0.011658    0.0090674    0.0064767     0.016839     0.003886     0.036269     0.032383     0.042746     0.028497     0.012953     0.007772     0.014249     0.007772    0.0064767     0.007772    0.0051813     0.007772    0.0090674     0.012953     0.014249     0.028497     0.027202     0.037565     0.029793     0.014249    0.011658     0.007772    0.0064767     0.007772    0.0051813    0.0012953     0.003886    0.0025907     0.012953    0.0051813     0.027202     0.033679     0.028497     0.025907     0.011658    0.0090674     0.010363     0.014249     0.003886    0.0064767    0.0012953    0.0025907    0.0051813     0.010363    0.0064767     0.028497     0.033679     0.042746     0.033679
    iter=34        7.2014     31.134     0.012953     0.010363     0.015544     0.011658     0.007772    0.0064767     0.010363     0.023316     0.007772    0.0051813     0.011658     0.020725     0.028497     0.037565     0.020725     0.015544     0.010363     0.015544     0.003886    0.0051813    0.0051813     0.010363    0.0090674     0.015544     0.010363    0.0064767     0.007772     0.024611     0.031088     0.032383     0.011658    0.0090674     0.007772    0.0051813     0.003886    0.0025907    0.0090674    0.0025907     0.003886    0.0090674     0.003886    0.0090674     0.045337     0.027202     0.023316     0.018135    0.012953    0.0090674     0.003886    0.0090674     0.007772    0.0064767     0.010363     0.015544    0.0051813     0.010363     0.003886      0.01943     0.036269     0.027202     0.012953     0.007772     0.010363     0.007772    0.0064767     0.003886     0.015544     0.003886     0.012953    0.0012953    0.0025907            0     0.020725     0.029793     0.029793
    iter=35        6.4629     34.516     0.049223    0.0090674    0.0051813    0.0064767    0.0051813     0.012953    0.0025907     0.012953     0.007772     0.010363    0.0025907     0.011658     0.024611     0.038212     0.016839     0.049223    0.0090674    0.0090674     0.007772    0.0025907    0.0090674    0.0025907    0.0064767    0.0051813    0.0012953            0    0.0064767     0.040155      0.03886     0.023316     0.047927    0.0090674     0.007772    0.0051813      0.01943     0.011658    0.0051813    0.0090674     0.016839            0            0    0.0090674     0.033679     0.032383     0.018135     0.049223    0.007772    0.0064767    0.0051813     0.003886    0.0064767    0.0064767     0.007772     0.003886    0.0025907     0.003886     0.011658     0.033679     0.029793     0.023316     0.047927     0.010363    0.0051813     0.003886    0.0025907     0.007772    0.0025907     0.003886     0.014249     0.003886    0.0012953    0.0051813     0.028497     0.020725     0.034974
    iter=36        5.7948     31.819     0.055699     0.032383     0.007772     0.003886    0.0051813    0.0012953    0.0012953     0.018135    0.0012953     0.003886     0.007772    0.0064767     0.033679     0.051166     0.014249     0.059585     0.033679    0.0090674     0.003886    0.0025907    0.0025907     0.003886     0.007772    0.0012953    0.0025907    0.0051813    0.0025907     0.027202     0.028497     0.015544     0.056995     0.032383     0.007772    0.0051813    0.0025907    0.0051813    0.0012953    0.0051813     0.010363    0.0025907     0.007772    0.0090674     0.034974     0.023316     0.020725     0.056347    0.033679     0.011658    0.0051813     0.007772    0.0025907    0.0025907     0.007772     0.014249    0.0012953    0.0090674     0.003886     0.028497      0.01943     0.037565      0.05829     0.032383     0.010363    0.0090674    0.0025907    0.0012953    0.0051813     0.003886     0.012953     0.003886    0.0012953    0.0064767     0.031088     0.024611     0.028497
    iter=37        5.1911     37.962     0.049223     0.049223     0.020725    0.0064767     0.003886    0.0025907    0.0051813     0.003886    0.0051813     0.010363    0.0090674    0.0051813     0.022021     0.051813     0.016839     0.050518     0.047927     0.023316    0.0064767     0.003886    0.0012953    0.0064767    0.0064767     0.011658     0.007772     0.003886     0.007772     0.068653     0.020725     0.012953     0.047927     0.047927     0.020725    0.0064767    0.0051813    0.0012953    0.0051813    0.0051813     0.003886    0.0025907    0.0012953     0.003886     0.054404     0.018135     0.020725     0.047927    0.049223     0.027202    0.0064767     0.003886    0.0064767    0.0012953    0.0051813    0.0090674    0.0025907    0.0025907     0.003886     0.050518      0.01943     0.054404     0.047927     0.049223     0.020725    0.0064767     0.003886    0.0012953    0.0012953    0.0051813    0.0090674            0    0.0090674    0.0064767     0.053109     0.015544     0.051813
    iter=38        4.6458     38.722     0.050518     0.044041     0.040155     0.003886    0.0051813    0.0025907    0.0012953    0.0051813     0.003886     0.007772    0.0025907     0.003886     0.022021     0.024611     0.018135     0.049223     0.045337     0.040155     0.010363    0.0051813    0.0051813    0.0025907    0.0064767     0.003886    0.0090674            0    0.0064767     0.036269     0.016839     0.014249     0.049223     0.044041     0.041451     0.003886    0.0025907    0.0025907     0.003886    0.0012953     0.011658    0.0051813    0.0051813    0.0025907     0.025907      0.01943     0.027202     0.054404    0.046632     0.040155    0.0090674    0.0025907    0.0064767    0.0012953    0.0064767    0.0025907     0.010363    0.0012953    0.0012953     0.016839     0.018135      0.03886     0.050518     0.044041     0.040155     0.003886     0.003886     0.003886    0.0012953    0.0064767     0.007772     0.007772    0.0012953     0.003886     0.012953     0.012953     0.033679
    iter=39        4.1535     36.226      0.05829      0.03886     0.032383     0.028497    0.0025907    0.0051813     0.003886    0.0012953     0.003886            0     0.007772    0.0064767     0.024611     0.029793     0.018135     0.055699      0.03886     0.036269     0.029793    0.0012953    0.0025907            0    0.0012953     0.018135    0.0025907    0.0025907     0.007772     0.003886     0.020725     0.015544     0.055699     0.040155     0.033679     0.028497     0.003886    0.0012953    0.0012953    0.0012953    0.0025907    0.0051813    0.0012953     0.007772     0.003886     0.018135     0.046632     0.055699     0.03886     0.033679     0.031088    0.0025907    0.0012953     0.003886    0.0012953    0.0025907    0.0012953     0.003886     0.003886     0.015544     0.029793     0.032383     0.056995     0.040155     0.032383     0.028497    0.0012953    0.0012953    0.0012953     0.003886    0.0012953     0.003886     0.003886    0.0090674     0.010363     0.025907     0.027202
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tb_val: V(a,z) value at each state space point
                            zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                            _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1:k=-20,b=0                  -8.9074                    -8.6665                   -8.3909                   -8.0893                    -7.7655                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh2:k=-19.8996,b=0             -8.9074                    -8.6665                   -8.3909                   -8.0893                    -7.7655                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh3:k=-19.7993,b=0             -8.9074                    -8.6665                   -8.3909                   -8.0893                    -7.7655                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh4:k=-19.6989,b=0             -8.9074                    -8.6665                   -8.3909                   -8.0893                    -7.7655                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh5:k=-19.5986,b=0             -8.9074                    -8.6665                   -8.3909                   -8.0893                    -7.7655                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh6:k=-19.4982,b=0             -8.8749                    -8.6665                   -8.3909                   -8.0893                    -7.7655                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh7:k=-19.3978,b=0             -8.6288                    -8.4389                   -8.2235                   -7.9905                    -7.7437                     -7.421                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh8:k=-19.2975,b=0             -8.4375                    -8.2476                   -8.0322                   -7.7992                    -7.5524                     -7.293                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh9:k=-19.1971,b=0             -8.2833                    -8.0934                    -7.878                    -7.645                    -7.3982                    -7.1388                     -5.959                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh10:k=-19.0968,b=0            -8.1556                    -7.9657                   -7.7503                   -7.5173                    -7.2705                    -7.0111                    -5.8445                    -5.5131                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh11:k=-18.9964,b=0            -8.0476                    -7.8577                   -7.6423                   -7.4093                    -7.1624                    -6.9031                    -5.7364                    -5.4119                    -5.0478                     -4.565                    -4.0806                   -3.6193        
    coh12:k=-18.896,b=0             -7.9546                    -7.7647                   -7.5493                   -7.3163                    -7.0695                    -6.8101                    -5.6435                     -5.319                    -4.9828                     -4.565                    -4.0806                   -3.6193        
    coh13:k=-18.7957,b=0            -7.8735                    -7.6836                   -7.4683                   -7.2352                    -6.9884                     -6.729                    -5.5624                    -5.2379                    -4.9017                    -4.5576                    -4.0806                   -3.6193        
    coh14:k=-18.6953,b=0             -7.802                    -7.6055                   -7.3787                   -7.1363                    -6.8832                    -6.6207                    -5.4909                    -5.1664                    -4.8301                    -4.4861                    -4.0806                   -3.6193        
    coh15:k=-18.595,b=0             -7.6568                    -7.4604                   -7.2404                   -7.0037                    -6.7539                    -6.4924                    -5.4272                    -5.1026                    -4.7664                    -4.4224                      -4.08                   -3.6193        
    coh16:k=-18.4946,b=0            -7.5285                    -7.3329                   -7.1136                   -6.8793                     -6.633                    -6.3763                    -5.3699                    -5.0454                    -4.7092                    -4.3651                    -4.0228                   -3.6193        
    coh17:k=-18.3942,b=0            -7.4074                    -7.2158                   -7.0009                   -6.7689                    -6.5241                    -6.2699                    -5.3181                    -4.9936                    -4.6574                    -4.3133                     -3.971                   -3.6193        
    coh18:k=-18.2939,b=0            -7.2988                    -7.1086                   -6.8942                   -6.6647                    -6.4242                    -6.1732                     -5.271                    -4.9465                    -4.6102                    -4.2662                    -3.9238                   -3.6024        
    coh19:k=-18.1935,b=0            -7.1983                    -7.0105                   -6.7994                   -6.5718                    -6.3315                    -6.0817                    -5.2278                    -4.9033                    -4.5671                     -4.223                    -3.8807                   -3.5592        
    coh20:k=-18.0932,b=0            -7.1048                    -6.9186                   -6.7097                   -6.4846                     -6.248                    -6.0005                    -5.1881                    -4.8636                    -4.5274                    -4.1833                     -3.841                   -3.5195        
    coh21:k=-17.9928,b=0            -7.0191                    -6.8349                   -6.6271                   -6.4034                    -6.1686                    -5.9233                    -5.1514                    -4.8269                    -4.4907                    -4.1466                    -3.8043                   -3.4828        
    coh22:k=-17.8924,b=0            -6.9381                    -6.7549                    -6.549                   -6.3284                    -6.0954                    -5.8512                    -5.1174                    -4.7929                    -4.4566                    -4.1126                    -3.7702                   -3.4488        
    coh23:k=-17.7921,b=0            -6.8643                    -6.6825                   -6.4776                   -6.2569                    -6.0252                    -5.7839                    -5.0857                    -4.7612                     -4.425                    -4.0809                    -3.7385                   -3.4171        
    coh24:k=-17.6917,b=0             -6.794                     -6.613                   -6.4097                   -6.1917                    -5.9615                    -5.7208                    -5.0561                    -4.7316                    -4.3954                    -4.0513                    -3.7089                   -3.3875        
    coh25:k=-17.5914,b=0            -6.7282                    -6.5486                   -6.3464                   -6.1294                    -5.9003                    -5.6615                    -5.0284                    -4.7038                    -4.3676                    -4.0236                    -3.6812                   -3.3598        
    coh26:k=-17.491,b=0              -6.666                    -6.4875                   -6.2864                   -6.0707                    -5.8428                    -5.6052                    -5.0023                    -4.6778                    -4.3416                    -3.9975                    -3.6552                   -3.3337        
    coh27:k=-17.3906,b=0            -6.6074                    -6.4296                   -6.2295                   -6.0149                    -5.7887                    -5.5523                    -4.9778                    -4.6533                     -4.317                     -3.973                    -3.6306                   -3.3092        
    coh28:k=-17.2903,b=0            -6.5515                    -6.3754                   -6.1762                   -5.9625                    -5.7367                    -5.5013                    -4.9546                    -4.6301                    -4.2939                    -3.9498                    -3.6075                    -3.286        
    coh29:k=-17.1899,b=0            -6.4991                    -6.3229                   -6.1247                    -5.912                    -5.6885                     -5.454                    -4.9327                    -4.6082                     -4.272                    -3.9279                    -3.5856                   -3.2641        
    coh30:k=-17.0896,b=0            -6.4485                     -6.274                    -6.077                   -5.8652                    -5.6418                    -5.4083                     -4.912                    -4.5874                    -4.2512                    -3.9072                    -3.5648                   -3.2434        
    coh31:k=-16.9892,b=0            -6.4013                    -6.2273                   -6.0307                   -5.8197                    -5.5978                     -5.365                    -4.8493                    -4.5302                     -4.206                    -3.8783                    -3.5451                   -3.2237        
    coh32:k=-16.8888,b=0            -6.3555                    -6.1823                    -5.987                   -5.7767                    -5.5556                    -5.3238                    -4.7864                    -4.4719                    -4.1499                    -3.8252                    -3.5057                   -3.2049        
    coh33:k=-16.7885,b=0            -6.3124                    -6.1398                    -5.945                   -5.7355                     -5.515                    -5.2839                    -4.7271                    -4.4155                    -4.0971                    -3.7749                    -3.4574                   -3.1503        
    coh34:k=-16.6881,b=0            -6.2707                    -6.0987                   -5.9047                   -5.6959                    -5.4761                    -5.2462                    -4.6717                    -4.3632                    -4.0465                    -3.7263                    -3.4089                    -3.075        
    coh35:k=-16.5878,b=0            -6.2311                    -6.0596                   -5.8664                   -5.6582                     -5.439                    -5.2096                    -4.6179                    -4.3125                    -3.9984                    -3.6794                    -3.3573                   -2.9918        
    coh36:k=-16.4874,b=0            -6.1929                     -6.022                   -5.8292                   -5.6215                    -5.4029                    -5.1742                    -4.5679                    -4.2643                     -3.952                    -3.6333                    -3.2998                    -2.906        
    coh37:k=-16.387,b=0             -6.1562                    -5.9857                   -5.7937                   -5.5869                    -5.3687                    -5.1403                    -4.5194                    -4.2184                    -3.9075                    -3.5878                    -3.2317                   -2.8187        
    coh38:k=-16.2867,b=0            -6.1212                    -5.9511                   -5.7595                   -5.5531                    -5.3353                    -5.1072                    -4.4738                     -4.174                    -3.8642                    -3.5415                    -3.1602                   -2.7326        
    coh39:k=-16.1863,b=0            -6.0871                    -5.9174                   -5.7262                   -5.5206                    -5.3032                    -5.0751                      -4.43                    -4.1318                    -3.8224                    -3.4881                    -3.0865                   -2.6447        
    coh40:k=-16.086,b=0             -6.0547                    -5.8853                   -5.6944                    -5.489                    -5.2718                    -5.0189                    -4.3889                    -4.0908                    -3.7805                    -3.4281                    -3.0118                   -2.5564        
    coh41:k=-15.9856,b=0            -6.0229                    -5.8539                   -5.6633                    -5.458                      -5.22                    -4.9578                    -4.3492                    -4.0519                    -3.7374                    -3.3648                    -2.9353                   -2.4695        
    coh42:k=-15.8852,b=0            -5.9927                    -5.8238                   -5.6335                   -5.4084                    -5.1585                     -4.899                    -4.3111                    -4.0138                    -3.6852                    -3.2986                    -2.8596                   -2.3805        
    coh43:k=-15.7849,b=0            -5.9631                    -5.7945                   -5.5821                   -5.3458                    -5.0991                    -4.8424                    -4.2737                    -3.9742                     -3.628                    -3.2328                    -2.7823                   -2.2919        
    coh44:k=-15.6845,b=0            -5.9193                    -5.7315                   -5.5182                   -5.2852                    -5.0412                    -4.7875                    -4.2372                    -3.9272                    -3.5691                    -3.1655                    -2.7046                    -2.203        
    coh45:k=-15.5842,b=0            -5.8529                    -5.6677                   -5.4573                   -5.2275                     -4.986                     -4.735                    -4.1999                    -3.8732                    -3.5087                    -3.0975                    -2.6243                   -2.1127        
    coh46:k=-15.4838,b=0            -5.7886                    -5.6061                   -5.3983                   -5.1716                    -4.9326                    -4.6842                    -4.1535                    -3.8155                    -3.4466                    -3.0273                    -2.5444                   -2.0227        
    coh47:k=-15.3834,b=0            -5.7266                    -5.5466                   -5.3411                   -5.1174                    -4.8809                    -4.6348                    -4.0974                    -3.7571                    -3.3842                    -2.9575                    -2.4642                   -1.9332        
    coh48:k=-15.2831,b=0            -5.6678                      -5.49                   -5.2866                   -5.0658                    -4.8314                    -4.5874                    -4.0398                    -3.6983                    -3.3224                    -2.8867                    -2.3821                   -1.8425        
    coh49:k=-15.1827,b=0            -5.6108                    -5.4351                   -5.2338                   -5.0156                    -4.7833                    -4.5413                    -3.9824                    -3.6403                    -3.2597                     -2.815                    -2.3004                   -1.7524        
    coh50:k=-15.0824,b=0            -5.5556                    -5.3819                   -5.1827                   -4.9668                    -4.7367                    -4.4965                    -3.9259                    -3.5831                    -3.1973                    -2.7434                    -2.2195                   -1.6644        
    coh723:k=52.3596,b=0             15.056                     15.099                    15.151                    15.207                     15.269                     15.337                     15.679                     15.787                     15.903                     16.028                     16.158                    16.286        
    coh724:k=52.46,b=0               15.065                     15.109                     15.16                    15.216                     15.278                     15.346                     15.687                     15.795                     15.911                     16.035                     16.165                    16.293        
    coh725:k=52.5603,b=0             15.074                     15.118                    15.169                    15.226                     15.287                     15.355                     15.695                     15.803                     15.919                     16.043                     16.173                    16.301        
    coh726:k=52.6607,b=0             15.084                     15.127                    15.178                    15.235                     15.296                     15.364                     15.704                     15.811                     15.926                     16.051                      16.18                    16.308        
    coh727:k=52.7611,b=0             15.093                     15.137                    15.188                    15.244                     15.305                     15.372                     15.712                     15.819                     15.934                     16.058                     16.188                    16.315        
    coh728:k=52.8614,b=0             15.102                     15.146                    15.197                    15.253                     15.314                     15.381                      15.72                     15.827                     15.942                     16.066                     16.195                    16.323        
    coh729:k=52.9618,b=0             15.112                     15.155                    15.206                    15.262                     15.323                      15.39                     15.728                     15.835                      15.95                     16.074                     16.203                     16.33        
    coh730:k=53.0621,b=0             15.121                     15.164                    15.215                    15.271                     15.332                     15.399                     15.736                     15.843                     15.958                     16.081                      16.21                    16.337        
    coh731:k=53.1625,b=0              15.13                     15.174                    15.224                     15.28                     15.341                     15.408                     15.744                     15.851                     15.965                     16.089                     16.218                    16.344        
    coh732:k=53.2629,b=0              15.14                     15.183                    15.233                    15.289                      15.35                     15.416                     15.753                     15.859                     15.973                     16.096                     16.225                    16.351        
    coh733:k=53.3632,b=0             15.149                     15.192                    15.243                    15.298                     15.359                     15.425                     15.761                     15.866                     15.981                     16.104                     16.232                    16.359        
    coh734:k=53.4636,b=0             15.158                     15.201                    15.252                    15.307                     15.368                     15.434                     15.769                     15.874                     15.989                     16.112                      16.24                    16.366        
    coh735:k=53.5639,b=0             15.168                      15.21                    15.261                    15.316                     15.377                     15.443                     15.777                     15.882                     15.997                     16.119                     16.247                    16.373        
    coh736:k=53.6643,b=0             15.177                      15.22                     15.27                    15.325                     15.385                     15.451                     15.785                      15.89                     16.004                     16.127                     16.254                     16.38        
    coh737:k=53.7647,b=0             15.186                     15.229                    15.279                    15.334                     15.394                      15.46                     15.793                     15.898                     16.012                     16.134                     16.262                    16.387        
    coh738:k=53.865,b=0              15.195                     15.238                    15.288                    15.343                     15.403                     15.469                     15.801                     15.906                      16.02                     16.142                     16.269                    16.394        
    coh739:k=53.9654,b=0             15.204                     15.247                    15.297                    15.352                     15.412                     15.478                     15.809                     15.914                     16.027                     16.149                     16.276                    16.401        
    coh740:k=54.0657,b=0             15.213                     15.256                    15.306                    15.361                     15.421                     15.486                     15.817                     15.922                     16.035                     16.157                     16.284                    16.409        
    coh741:k=54.1661,b=0             15.223                     15.265                    15.315                     15.37                     15.429                     15.495                     15.825                      15.93                     16.043                     16.164                     16.291                    16.416        
    coh742:k=54.2665,b=0             15.232                     15.274                    15.324                    15.378                     15.438                     15.504                     15.833                     15.937                      16.05                     16.172                     16.298                    16.423        
    coh743:k=54.3668,b=0             15.241                     15.283                    15.333                    15.387                     15.447                     15.512                     15.841                     15.945                     16.058                     16.179                     16.306                     16.43        
    coh744:k=54.4672,b=0              15.25                     15.292                    15.342                    15.396                     15.456                     15.521                     15.849                     15.953                     16.066                     16.187                     16.313                    16.437        
    coh745:k=54.5675,b=0             15.259                     15.301                    15.351                    15.405                     15.464                     15.529                     15.857                     15.961                     16.073                     16.194                      16.32                    16.443        
    coh746:k=54.6679,b=0             15.265                     15.307                    15.357                    15.411                      15.47                     15.535                     15.865                     15.969                     16.081                     16.201                     16.327                     16.45        
    coh747:k=54.7683,b=0             15.266                     15.308                    15.357                    15.412                     15.472                     15.539                     15.873                     15.976                     16.089                     16.209                     16.334                    16.457        
    coh748:k=54.8686,b=0             15.271                     15.314                    15.364                     15.42                     15.481                     15.548                     15.881                     15.984                     16.096                     16.216                     16.341                    16.464        
    coh749:k=54.969,b=0               15.28                     15.323                    15.373                    15.429                      15.49                     15.556                     15.889                     15.992                     16.104                     16.224                     16.348                    16.471        
    coh750:k=55.0693,b=0             15.289                     15.332                    15.382                    15.438                     15.498                     15.565                     15.896                         16                     16.111                     16.231                     16.356                    16.478        
    coh751:k=55.1697,b=0             15.298                     15.341                    15.391                    15.446                     15.507                     15.573                     15.904                     16.007                     16.119                     16.238                     16.363                    16.485        
    coh752:k=55.2701,b=0             15.307                     15.349                      15.4                    15.455                     15.515                     15.582                     15.912                     16.015                     16.126                     16.246                      16.37                    16.492        
    coh753:k=55.3704,b=0             15.316                     15.358                    15.408                    15.464                     15.524                      15.59                      15.92                     16.023                     16.134                     16.253                     16.377                    16.498        
    coh754:k=55.4708,b=0             15.324                     15.367                    15.417                    15.472                     15.532                     15.598                     15.928                      16.03                     16.141                      16.26                     16.384                    16.504        
    coh755:k=55.5711,b=0             15.333                     15.376                    15.426                    15.481                     15.541                     15.607                     15.936                     16.038                     16.149                     16.268                     16.391                     16.51        
    coh756:k=55.6715,b=0             15.342                     15.385                    15.435                     15.49                      15.55                     15.615                     15.944                     16.046                     16.156                     16.275                     16.397                    16.515        
    coh757:k=55.7719,b=0             15.351                     15.394                    15.443                    15.498                     15.558                     15.624                     15.951                     16.053                     16.164                     16.282                     16.404                    16.522        
    coh758:k=55.8722,b=0              15.36                     15.402                    15.452                    15.507                     15.566                     15.632                     15.959                     16.061                     16.171                     16.289                      16.41                    16.528        
    coh759:k=55.9726,b=0             15.369                     15.411                    15.461                    15.515                     15.575                      15.64                     15.967                     16.069                     16.179                     16.296                     16.417                    16.535        
    coh760:k=56.0729,b=0             15.378                      15.42                    15.469                    15.524                     15.583                     15.649                     15.975                     16.076                     16.186                     16.303                     16.424                    16.542        
    coh761:k=56.1733,b=0             15.386                     15.429                    15.478                    15.532                     15.592                     15.657                     15.983                     16.084                     16.193                      16.31                     16.432                    16.549        
    coh762:k=56.2737,b=0             15.395                     15.437                    15.487                    15.541                       15.6                     15.665                      15.99                     16.091                     16.201                     16.318                     16.439                    16.556        
    coh763:k=56.374,b=0              15.397                     15.439                    15.489                    15.543                     15.602                     15.667                     15.992                     16.093                     16.203                     16.319                      16.44                    16.557        
    coh764:k=56.4744,b=0             15.398                      15.44                    15.489                    15.544                     15.603                     15.668                     15.993                     16.094                     16.203                      16.32                     16.441                    16.558        
    coh765:k=56.5747,b=0             15.398                      15.44                     15.49                    15.544                     15.603                     15.668                     15.993                     16.094                     16.204                      16.32                     16.441                    16.558        
    coh766:k=56.6751,b=0             15.399                     15.441                     15.49                    15.545                     15.604                     15.669                     15.994                     16.095                     16.204                     16.321                     16.442                    16.563        
    coh767:k=56.7755,b=0             15.399                     15.441                    15.491                    15.545                     15.604                     15.669                     15.994                     16.095                     16.205                     16.323                     16.448                     16.57        
    coh768:k=56.8758,b=0               15.4                     15.442                    15.491                    15.546                     15.605                      15.67                     15.996                     16.099                     16.211                      16.33                     16.455                    16.577        
    coh769:k=56.9762,b=0               15.4                     15.442                    15.492                    15.547                     15.607                     15.673                     16.004                     16.107                     16.218                     16.337                     16.462                    16.584        
    coh770:k=57.0765,b=0             15.407                      15.45                      15.5                    15.555                     15.615                     15.681                     16.012                     16.114                     16.225                     16.344                     16.469                     16.59        
    coh771:k=57.1769,b=0             15.416                     15.458                    15.508                    15.563                     15.624                      15.69                     16.019                     16.122                     16.233                     16.352                     16.475                    16.596        
    coh772:k=57.2773,b=0             15.424                     15.467                    15.517                    15.572                     15.632                     15.698                     16.027                     16.129                      16.24                     16.359                     16.482                    16.601        

tb_pol_a: optimal safe savings choice for each state space point
                            zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                            _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1:k=-20,b=0                  -2.1082                    -2.1082                   -2.5257                   -3.3607                    -3.7783                    -4.6133                    -6.8484                    -8.5185                    -8.5185                    -10.189                    -13.111                   -14.781        
    coh2:k=-19.8996,b=0             -2.1082                    -2.1082                   -2.5257                   -3.3607                    -3.7783                    -4.6133                    -6.8414                    -8.5115                    -8.5115                    -10.182                    -13.104                   -14.774        
    coh3:k=-19.7993,b=0             -2.1082                    -2.1082                   -2.5257                   -3.3607                    -3.7783                    -4.6133                    -6.8343                    -8.5045                    -8.5045                    -10.175                    -13.097                   -14.767        
    coh4:k=-19.6989,b=0             -2.1082                    -2.1082                   -2.5257                   -3.3607                    -3.7783                    -4.6133                    -6.8273                    -8.4974                    -8.4974                    -10.168                     -13.09                    -14.76        
    coh5:k=-19.5986,b=0             -2.1082                    -2.1082                   -2.5257                   -3.3607                    -3.7783                    -4.6133                    -6.8203                    -8.4904                    -8.4904                    -10.161                    -13.083                   -14.753        
    coh6:k=-19.4982,b=0             -20.499                    -2.1082                   -2.5257                   -3.3607                    -3.7783                    -4.6133                    -6.8133                    -8.4834                    -8.4834                    -10.154                    -13.076                   -14.746        
    coh7:k=-19.3978,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -4.6133                    -6.8062                    -8.4764                    -8.4764                    -10.146                    -13.069                   -14.739        
    coh8:k=-19.2975,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -6.7992                    -8.4693                    -8.4693                    -10.139                    -13.062                   -14.732        
    coh9:k=-19.1971,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -6.7922                    -8.4623                    -8.4623                    -10.132                    -13.055                   -14.725        
    coh10:k=-19.0968,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.876                    -8.4553                    -8.4553                    -10.125                    -13.048                   -14.718        
    coh11:k=-18.9964,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.869                    -21.869                    -8.4483                    -10.118                    -13.041                   -14.711        
    coh12:k=-18.896,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.869                    -21.869                    -21.869                    -10.111                    -13.034                   -14.704        
    coh13:k=-18.7957,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.869                    -21.869                    -21.869                    -21.869                    -13.027                   -14.697        
    coh14:k=-18.6953,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.869                    -21.869                    -21.869                    -21.869                     -13.02                    -14.69        
    coh15:k=-18.595,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -14.683        
    coh16:k=-18.4946,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -14.676        
    coh17:k=-18.3942,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -14.669        
    coh18:k=-18.2939,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -21.868        
    coh19:k=-18.1935,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -21.868        
    coh20:k=-18.0932,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.865                    -21.865                    -21.865                    -21.865                    -21.865                   -21.865        
    coh21:k=-17.9928,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.857                    -21.857                    -21.857                    -21.857                    -21.857                   -21.857        
    coh22:k=-17.8924,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                     -21.85                     -21.85                     -21.85                     -21.85                     -21.85                    -21.85        
    coh23:k=-17.7921,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.843                    -21.843                    -21.843                    -21.843                    -21.843                   -21.843        
    coh24:k=-17.6917,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.836                    -21.836                    -21.836                    -21.836                    -21.836                   -21.836        
    coh25:k=-17.5914,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.829                    -21.829                    -21.829                    -21.829                    -21.829                   -21.829        
    coh26:k=-17.491,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh27:k=-17.3906,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh28:k=-17.2903,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh29:k=-17.1899,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh30:k=-17.0896,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh31:k=-16.9892,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.823                    -21.823                    -21.823                    -21.823                    -21.822                   -21.822        
    coh32:k=-16.8888,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.823                    -21.823                    -21.823                    -21.823                    -21.823                   -21.822        
    coh33:k=-16.7885,b=0            -20.499                    -20.499                   -20.499                   -20.499                    -20.499                    -20.499                    -21.823                    -21.823                    -21.823                    -21.823                    -21.823                   -21.823        
    coh34:k=-16.6881,b=0            -20.498                    -20.498                   -20.499                   -20.499                    -20.499                    -20.499                    -21.823                    -21.823                    -21.823                    -21.823                    -21.823                   -21.823        
    coh35:k=-16.5878,b=0            -20.498                    -20.498                   -20.499                   -20.499                    -20.499                    -20.499                    -21.819                    -21.819                    -21.819                    -21.819                    -21.819                   -21.819        
    coh36:k=-16.4874,b=0            -20.498                    -20.498                   -20.498                   -20.498                    -20.498                    -20.498                    -21.812                    -21.812                    -21.812                    -21.812                    -21.812                   -21.812        
    coh37:k=-16.387,b=0             -20.498                    -20.498                   -20.498                   -20.498                    -20.498                    -20.498                    -21.805                    -21.805                    -21.805                    -21.805                    -21.805                   -21.805        
    coh38:k=-16.2867,b=0            -20.498                    -20.498                   -20.498                   -20.498                    -20.498                    -20.498                    -21.798                    -21.798                    -21.798                    -21.798                    -21.798                   -21.797        
    coh39:k=-16.1863,b=0            -20.498                    -20.498                   -20.498                   -20.498                    -20.498                    -20.498                    -21.791                    -21.791                    -21.791                    -21.791                     -21.79                    -21.79        
    coh40:k=-16.086,b=0             -20.498                    -20.498                   -20.498                   -20.498                    -20.498                    -20.497                    -21.784                    -21.784                    -21.784                    -21.783                    -21.783                   -21.783        
    coh41:k=-15.9856,b=0            -20.498                    -20.498                   -20.498                   -20.498                    -20.497                    -20.497                    -21.778                    -21.778                    -21.777                    -21.777                    -21.777                   -21.777        
    coh42:k=-15.8852,b=0            -20.481                    -20.498                   -20.498                   -20.497                    -20.497                    -20.497                    -21.778                    -21.778                    -21.777                    -21.777                    -21.777                   -21.777        
    coh43:k=-15.7849,b=0            -20.463                    -20.498                   -20.183                   -20.497                    -20.497                    -20.497                    -21.778                    -21.777                    -21.777                    -21.777                    -21.777                   -21.777        
    coh44:k=-15.6845,b=0            -19.319                    -19.632                   -20.135                   -20.497                    -20.497                    -20.497                    -21.777                    -21.777                    -21.777                    -21.777                    -21.777                   -21.776        
    coh45:k=-15.5842,b=0            -19.247                    -19.567                   -20.044                   -20.497                    -20.497                    -20.497                    -21.777                    -21.777                    -21.777                    -21.777                    -21.776                   -21.776        
    coh46:k=-15.4838,b=0            -19.174                    -19.501                   -19.969                   -20.477                    -20.497                    -20.497                    -21.777                    -21.777                    -21.777                    -21.776                    -21.776                   -21.776        
    coh47:k=-15.3834,b=0            -19.098                    -19.432                   -19.914                   -20.433                    -20.497                    -20.497                    -21.777                    -21.776                    -21.776                    -21.776                    -21.776                   -21.776        
    coh48:k=-15.2831,b=0             -19.02                    -19.361                   -19.856                   -20.342                    -20.497                    -20.497                    -21.776                    -21.776                    -21.776                    -21.776                    -21.776                   -21.776        
    coh49:k=-15.1827,b=0            -18.962                    -19.289                   -19.797                   -20.271                    -20.497                    -20.497                    -21.776                    -21.776                    -21.776                    -21.776                    -21.776                   -21.776        
    coh50:k=-15.0824,b=0             -18.93                    -19.215                   -19.736                    -20.22                    -20.497                    -20.497                    -21.772                    -21.772                    -21.772                    -21.772                    -21.772                   -21.772        
    coh723:k=52.3596,b=0             47.576                     46.159                    46.159                    46.159                     44.743                     44.743                     37.782                     36.396                     33.624                     32.237                     28.079                    25.307        
    coh724:k=52.46,b=0               47.671                     46.252                    46.252                    46.252                     44.833                     44.833                     37.862                     36.475                     33.699                     32.311                     28.147                    25.371        
    coh725:k=52.5603,b=0             47.765                     46.344                    46.344                    46.344                     44.924                     44.924                     37.943                     36.553                     33.774                     32.384                     28.214                    25.434        
    coh726:k=52.6607,b=0             47.859                     46.437                    46.437                    46.437                     45.014                     45.014                     38.024                     36.632                     33.849                     32.457                     28.282                    25.498        
    coh727:k=52.7611,b=0             47.954                     46.529                    46.529                    46.529                     45.105                     45.105                     38.105                     36.711                     33.924                      32.53                     28.349                    25.561        
    coh728:k=52.8614,b=0             48.048                     46.622                    46.622                    46.622                     45.195                     45.195                     38.186                      36.79                     33.999                     32.603                     29.276                    25.625        
    coh729:k=52.9618,b=0             48.143                     46.714                    46.714                    46.714                     45.286                     45.286                     38.267                     36.869                     34.074                     32.676                     29.881                    25.689        
    coh730:k=53.0621,b=0             48.237                     46.807                    46.807                    46.807                     45.376                     45.376                     38.347                     36.948                     34.149                      32.75                     29.951                    25.752        
    coh731:k=53.1625,b=0             48.332                     46.899                    46.899                    46.899                     45.467                     45.467                     38.428                     37.027                     34.744                     32.823                      30.02                    25.816        
    coh732:k=53.2629,b=0             48.426                     46.991                    46.991                    46.991                     45.557                     45.557                     38.509                     37.106                     35.702                     32.896                     30.089                    25.879        
    coh733:k=53.3632,b=0              48.52                     47.084                    47.084                    47.084                     45.647                     45.647                      38.59                     37.185                     35.779                     32.969                     30.158                    25.943        
    coh734:k=53.4636,b=0             48.615                     47.176                    47.176                    47.176                     45.738                     45.738                     38.671                     37.264                     35.856                     33.042                     30.228                    26.006        
    coh735:k=53.5639,b=0             48.709                     47.269                    47.269                    47.269                     45.828                     45.828                     38.752                     37.343                     35.933                     33.115                     30.297                     26.07        
    coh736:k=53.6643,b=0             48.804                     47.361                    47.361                    47.361                     45.919                     45.919                     38.832                     37.421                      36.01                     33.188                     30.366                    26.133        
    coh737:k=53.7647,b=0             48.898                     47.454                    47.454                    47.454                     46.009                     46.009                     38.913                       37.5                     36.087                     33.262                     30.436                    26.197        
    coh738:k=53.865,b=0              48.993                     47.546                    47.546                    47.546                       46.1                       46.1                     38.994                     37.579                     36.164                     33.335                     30.505                     26.26        
    coh739:k=53.9654,b=0             49.087                     47.639                    47.639                    47.639                      46.19                      46.19                     39.075                     37.658                     36.241                     33.408                     30.574                    26.324        
    coh740:k=54.0657,b=0             49.181                     47.731                    47.731                    47.731                     46.281                     46.281                     39.156                     37.737                     36.318                     33.481                     30.644                    26.387        
    coh741:k=54.1661,b=0             49.276                     47.824                    47.824                    47.824                     46.371                     46.371                     39.237                     37.816                     36.395                     33.554                     30.713                    26.451        
    coh742:k=54.2665,b=0              49.37                     47.916                    47.916                    47.916                     46.462                     46.462                     39.318                     37.895                     36.472                     33.627                     30.782                    27.184        
    coh743:k=54.3668,b=0             49.465                     48.008                    48.008                    48.008                     46.552                     46.552                     39.398                     37.974                     36.549                       33.7                     30.851                    28.002        
    coh744:k=54.4672,b=0             49.559                     48.101                    48.101                    48.101                     46.643                     46.643                     39.479                     38.053                     36.626                     33.774                     30.921                    28.068        
    coh745:k=54.5675,b=0             49.653                     48.193                    48.193                    48.193                     46.733                     46.733                      39.56                     38.132                     36.703                     33.847                      30.99                    28.133        
    coh746:k=54.6679,b=0             49.749                     48.287                    48.287                    48.287                     46.826                     46.826                     39.641                     38.211                      36.78                      33.92                     31.059                    28.199        
    coh747:k=54.7683,b=0             49.845                     48.384                    48.384                    48.384                      45.45                      45.45                      39.81                      38.29                     36.857                     33.993                     31.129                    28.264        
    coh748:k=54.8686,b=0             48.407                     46.973                    46.973                    46.973                     45.539                     45.539                     41.208                     38.368                     36.934                     34.066                     31.198                     28.33        
    coh749:k=54.969,b=0              48.499                     47.063                    47.063                    47.063                     45.627                     45.627                     41.319                     38.447                     37.011                     34.139                     31.267                    28.395        
    coh750:k=55.0693,b=0             48.592                     47.154                    47.154                    47.154                     45.716                     45.716                     41.402                     38.526                     37.088                     34.212                     31.337                    28.461        
    coh751:k=55.1697,b=0             48.684                     47.244                    47.244                    47.244                     45.804                     45.804                     41.485                     38.605                     37.165                     34.286                     31.406                    28.526        
    coh752:k=55.2701,b=0             48.777                     47.335                    47.335                    47.335                     45.893                     45.893                     41.568                     38.684                     37.242                     34.359                     31.475                    28.592        
    coh753:k=55.3704,b=0             48.869                     47.425                    47.425                    47.425                     45.982                     45.982                      41.65                     38.763                     37.319                     34.432                     31.544                    29.482        
    coh754:k=55.4708,b=0             48.961                     47.516                    47.516                    47.516                      46.07                      46.07                     41.733                     38.842                     37.396                     34.505                     32.321                    30.168        
    coh755:k=55.5711,b=0             49.054                     47.606                    47.606                    47.606                     46.159                     46.159                     41.816                     38.921                     37.473                     34.578                     33.131                    30.235        
    coh756:k=55.6715,b=0             49.146                     47.697                    47.697                    47.697                     46.247                     46.247                     41.899                         39                      37.55                     34.651                     33.202                    29.831        
    coh757:k=55.7719,b=0             49.238                     47.787                    47.787                    47.787                     46.336                     46.336                     41.981                     39.079                     37.627                     34.724                     32.919                    28.919        
    coh758:k=55.8722,b=0             49.331                     47.877                    47.877                    47.877                     46.424                     46.424                     42.064                     39.158                     37.704                     34.798                     31.891                    28.984        
    coh759:k=55.9726,b=0             49.423                     47.968                    47.968                    47.968                     46.513                     46.513                     42.147                     39.236                     37.781                     34.871                      31.96                     29.05        
    coh760:k=56.0729,b=0             49.516                     48.058                    48.058                    48.058                     46.601                     46.601                      42.23                     39.315                     37.858                     34.944                      32.03                    29.115        
    coh761:k=56.1733,b=0             49.608                     48.149                    48.149                    48.149                      46.69                      46.69                     42.312                     39.394                     37.935                     35.017                     32.099                    29.181        
    coh762:k=56.2737,b=0               49.7                     48.239                    48.239                    48.239                     46.778                     46.778                     42.395                     39.473                     38.012                      35.09                     32.168                    29.246        
    coh763:k=56.374,b=0              49.794                     48.333                    48.333                    48.333                     46.872                     46.872                     42.487                     39.565                     38.103                     35.181                     32.258                    29.335        
    coh764:k=56.4744,b=0             49.889                     48.427                    48.427                    48.427                     46.966                     46.966                     42.582                     39.659                     38.198                     35.275                     32.352                     29.43        
    coh765:k=56.5747,b=0             49.983                     48.522                    48.522                    48.522                      47.06                      47.06                     42.676                     39.754                     38.292                     35.369                     32.447                    29.524        
    coh766:k=56.6751,b=0             50.077                     48.616                    48.616                    48.616                     47.155                     47.155                     42.771                     39.848                     38.387                     35.464                     32.541                    28.398        
    coh767:k=56.7755,b=0             50.172                      48.71                     48.71                     48.71                     47.249                     47.249                     42.865                     39.942                     38.481                     34.214                     31.338                    28.462        
    coh768:k=56.8758,b=0             50.266                     48.805                    48.805                    48.805                     47.343                     47.343                     41.485                     38.605                     37.165                     34.285                     31.406                    28.526        
    coh769:k=56.9762,b=0             50.361                     48.899                    48.899                    47.332                     45.891                     45.891                     41.565                     38.682                      37.24                     34.357                     31.473                     28.59        
    coh770:k=57.0765,b=0             48.865                     47.421                    47.421                    47.421                     45.977                     45.977                     41.646                     38.759                     37.316                     34.428                     31.541                    29.415        
    coh771:k=57.1769,b=0             48.955                     47.509                    47.509                    47.509                     46.064                     46.064                     41.727                     38.836                     37.391                       34.5                     32.223                    30.163        
    coh772:k=57.2773,b=0             49.045                     47.598                    47.598                    47.598                      46.15                      46.15                     41.808                     38.914                     37.466                     34.571                     33.124                    30.229        

tb_pol_k: optimal risky investment choice for each state space point
                            zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                            _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1:k=-20,b=0                    2.0567                     2.0567                     2.4641                    3.2788                    3.6861                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh2:k=-19.8996,b=0               2.0567                     2.0567                     2.4641                    3.2788                    3.6861                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh3:k=-19.7993,b=0               2.0567                     2.0567                     2.4641                    3.2788                    3.6861                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh4:k=-19.6989,b=0               2.0567                     2.0567                     2.4641                    3.2788                    3.6861                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh5:k=-19.5986,b=0               2.0567                     2.0567                     2.4641                    3.2788                    3.6861                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh6:k=-19.4982,b=0            5.018e-07                     2.0567                     2.4641                    3.2788                    3.6861                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh7:k=-19.3978,b=0           6.0216e-07                 6.0216e-07                 6.0216e-07                6.0216e-07                6.0216e-07                     4.5008                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh8:k=-19.2975,b=0           7.0252e-07                 7.0252e-07                 7.0252e-07                7.0252e-07                7.0252e-07                 7.0252e-07                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh9:k=-19.1971,b=0           8.0288e-07                 8.0288e-07                 8.0288e-07                8.0288e-07                8.0288e-07                 8.0288e-07                     5.3155                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh10:k=-19.0968,b=0          9.0324e-07                 9.0324e-07                 9.0324e-07                9.0324e-07                9.0324e-07                 9.0324e-07                 9.0324e-07                     6.9449                     6.9449                     8.5743                     11.426                     13.055      
    coh11:k=-18.9964,b=0          1.0036e-06                 1.0036e-06                 1.0036e-06                1.0036e-06                1.0036e-06                 1.0036e-06                 1.0036e-06                 1.0036e-06                     6.9449                     8.5743                     11.426                     13.055      
    coh12:k=-18.896,b=0            1.104e-06                  1.104e-06                  1.104e-06                 1.104e-06                 1.104e-06                  1.104e-06                  1.104e-06                  1.104e-06                  1.104e-06                     8.5743                     11.426                     13.055      
    coh13:k=-18.7957,b=0          1.2043e-06                 1.2043e-06                 1.2043e-06                1.2043e-06                1.2043e-06                 1.2043e-06                 1.2043e-06                 1.2043e-06                 1.2043e-06                 1.2043e-06                     11.426                     13.055      
    coh14:k=-18.6953,b=0          1.3047e-06                    0.53223                    0.50568                   0.50568                   0.50568                    0.50568                 1.3047e-06                 1.3047e-06                 1.3047e-06                 1.3047e-06                     11.426                     13.055      
    coh15:k=-18.595,b=0              0.60176                    0.60176                    0.60176                   0.57317                   0.54458                    0.51599                  1.405e-06                  1.405e-06                  1.405e-06                  1.405e-06                  1.405e-06                     13.055      
    coh16:k=-18.4946,b=0             0.64474                    0.61411                    0.61411                   0.61411                   0.58348                    0.58348                 1.5054e-06                 1.5054e-06                 1.5054e-06                 1.5054e-06                 1.5054e-06                     13.055      
    coh17:k=-18.3942,b=0             0.68772                    0.68772                    0.68772                   0.62238                   0.62238                    0.62238                 1.6058e-06                 1.6058e-06                 1.6058e-06                 1.6058e-06                 1.6058e-06                     13.055      
    coh18:k=-18.2939,b=0             0.73071                    0.69599                    0.69599                   0.69599                   0.69599                    0.66128                 1.7061e-06                 1.7061e-06                 1.7061e-06                 1.7061e-06                 1.7061e-06                 1.7061e-06      
    coh19:k=-18.1935,b=0             0.77369                    0.77369                    0.73693                   0.70018                   0.70018                    0.70018                 1.8065e-06                 1.8065e-06                 1.8065e-06                 1.8065e-06                 1.8065e-06                 1.8065e-06      
    coh20:k=-18.0932,b=0             0.81667                    0.81667                    0.81667                   0.77787                   0.77787                    0.73908                 1.9068e-06                 1.9068e-06                 1.9068e-06                 1.9068e-06                 1.9068e-06                 1.9068e-06      
    coh21:k=-17.9928,b=0              0.9005                    0.85966                    0.81881                   0.81881                   0.81881                    0.77797                 2.0072e-06                 2.0072e-06                 2.0072e-06                 2.0072e-06                 2.0072e-06                 2.0072e-06      
    coh22:k=-17.8924,b=0             0.90264                    0.90264                    0.90264                   0.90264                   0.85976                    0.81687                 2.1076e-06                 2.1076e-06                 2.1076e-06                 2.1076e-06                 2.1076e-06                 2.1076e-06      
    coh23:k=-17.7921,b=0             0.99055                    0.94562                     0.9007                    0.9007                    0.9007                     0.9007                 2.2079e-06                 2.2079e-06                 2.2079e-06                 2.2079e-06                 2.2079e-06                 2.2079e-06      
    coh24:k=-17.6917,b=0              0.9886                     0.9886                     0.9886                    0.9886                   0.94164                    0.89467                 2.3083e-06                 2.3083e-06                 2.3083e-06                 2.3083e-06                 2.3083e-06                 2.3083e-06      
    coh25:k=-17.5914,b=0              1.0806                     1.0316                     1.0316                   0.98258                   0.98258                    0.98258                 2.4086e-06                 2.4086e-06                 2.4086e-06                 2.4086e-06                 2.4086e-06                 2.4086e-06      
    coh26:k=-17.491,b=0               1.1256                     1.0746                     1.0746                    1.0235                    1.0235                     1.0235                  2.509e-06                  2.509e-06                  2.509e-06                  2.509e-06                  2.509e-06                  2.509e-06      
    coh27:k=-17.3906,b=0              1.1706                     1.1176                     1.1176                    1.1176                    1.0645                     1.0645                 2.6094e-06                 2.6094e-06                 2.6094e-06                 2.6094e-06                 2.6094e-06                 2.6094e-06      
    coh28:k=-17.2903,b=0              1.2157                     1.1605                     1.1605                    1.1054                    1.1054                     1.1054                 2.7097e-06                 2.7097e-06                 2.7097e-06                 2.7097e-06                 2.7097e-06                 2.7097e-06      
    coh29:k=-17.1899,b=0              1.2607                     1.2035                     1.2035                    1.2035                    1.2035                     1.1463                 2.8101e-06                 2.8101e-06                 2.8101e-06                 2.8101e-06                 2.8101e-06                 2.8101e-06      
    coh30:k=-17.0896,b=0              1.3057                     1.3057                     1.2465                    1.2465                    1.1873                     1.1873                 2.9104e-06                 2.9104e-06                 2.9104e-06                 2.9104e-06                 2.9104e-06                 2.9104e-06      
    coh31:k=-16.9892,b=0              1.3507                     1.2895                     1.2895                    1.2895                    1.2895                     1.2282                      1.657                     1.5958                     1.5345                     1.4733                 3.0108e-06                 3.0108e-06      
    coh32:k=-16.8888,b=0              1.3958                     1.3958                     1.3325                    1.3325                    1.3325                     1.2692                     1.7123                      1.649                     1.5857                     1.5224                     1.4591                 3.1112e-06      
    coh33:k=-16.7885,b=0              1.4408                     1.4408                     1.3754                    1.3754                    1.3754                     1.3101                     1.7022                     1.7022                     1.6368                     1.5715                     1.5061                     1.9636      
    coh34:k=-16.6881,b=0              1.4858                     1.4858                     1.4184                    1.4184                    1.4184                      1.351                     1.7554                      1.688                      1.688                     1.6206                      1.688                     2.1597      
    coh35:k=-16.5878,b=0              1.5308                     1.5308                     1.4614                    1.4614                    1.4614                      1.392                     1.8086                     1.8086                     1.7391                     1.7391                      1.878                     2.2946      
    coh36:k=-16.4874,b=0              1.5759                     1.5759                     1.5044                    1.5044                    1.5044                     1.5044                     1.8618                     1.7903                     1.7903                     1.7903                     2.1476                      2.362      
    coh37:k=-16.387,b=0               1.6209                     1.6209                     1.6209                    1.5474                    1.5474                     1.5474                     1.9149                     1.8414                     1.8414                     1.9149                      2.356                      2.503      
    coh38:k=-16.2867,b=0              1.6659                     1.6659                     1.6659                    1.5904                    1.5904                     1.5904                     1.9681                     1.8926                     1.8926                     2.0437                     2.4215                     2.5726      
    coh39:k=-16.1863,b=0              1.7109                     1.7109                     1.7109                    1.7109                    1.6333                     1.6333                     2.0213                     1.9437                     1.9437                     2.3317                     2.5645                     2.7197      
    coh40:k=-16.086,b=0                1.756                      1.756                      1.756                     1.756                     1.756                     2.5524                     2.0745                     1.9949                     2.0745                     2.5524                     2.7116                     2.7913      
    coh41:k=-15.9856,b=0               1.801                      1.801                      1.801                     1.801                    2.6178                     2.6178                     2.1277                      2.046                     2.2911                     2.6178                     2.7812                     2.9445      
    coh42:k=-15.8852,b=0              1.8295                      1.846                      1.846                     2.767                    2.6832                     2.6832                     2.1809                     2.1809                     2.5995                      2.767                     2.9344                     3.0181      
    coh43:k=-15.7849,b=0              1.8571                      1.891                     2.5282                    2.8345                    2.7487                     2.7487                     2.2341                     2.3199                     2.7487                     2.8345                      3.006                     3.0918      
    coh44:k=-15.6845,b=0               1.841                     2.1458                     2.5489                    2.9019                    2.8141                     2.8141                     2.2873                     2.8141                     2.9019                     2.9898                     3.1654                     3.2532      
    coh45:k=-15.5842,b=0              1.8403                     2.1521                     2.5279                    2.9694                    2.8796                     2.8796                     2.5202                     2.8796                     2.9694                     3.1491                      3.239                     3.3288      
    coh46:k=-15.4838,b=0               1.838                     2.1569                     2.5218                    3.0171                     2.945                      2.945                     3.0369                     3.0369                     3.1288                     3.2207                     3.3126                     3.4045      
    coh47:k=-15.3834,b=0              1.8338                     2.1598                     2.5356                     3.042                    3.0105                     3.0105                     3.1044                     3.1983                     3.1983                     3.2923                     3.4801                     3.4801      
    coh48:k=-15.2831,b=0              1.8271                     2.1602                     2.5467                     3.021                    3.0759                     3.0759                     3.2679                     3.2679                     3.2679                     3.4598                     3.5558                     3.6518      
    coh49:k=-15.1827,b=0              1.8405                      2.159                     2.5565                    3.0188                    3.1414                     3.1414                     3.3374                     3.3374                     3.4354                     3.5334                     3.6314                     3.7295      
    coh50:k=-15.0824,b=0              1.8784                     2.1562                     2.5648                    3.0367                    3.2068                     3.2068                     3.4069                     3.4069                      3.507                      3.607                     3.7071                     3.8072      
    coh723:k=52.3596,b=0              1.4501                     2.8324                     2.8324                    2.8324                    4.2146                     4.2146                      9.532                     10.884                     13.589                     14.941                     18.998                     21.702      
    coh724:k=52.46,b=0                1.4521                     2.8363                     2.8363                    2.8363                    4.2205                     4.2205                     9.5452                     10.899                     13.608                     14.962                     19.024                     21.732      
    coh725:k=52.5603,b=0              1.4541                     2.8402                     2.8402                    2.8402                    4.2263                     4.2263                     9.5585                     10.914                     13.626                     14.982                      19.05                     21.762      
    coh726:k=52.6607,b=0              1.4561                     2.8441                     2.8441                    2.8441                    4.2321                     4.2321                     9.5717                      10.93                     13.645                     15.003                     19.077                     21.792      
    coh727:k=52.7611,b=0              1.4582                     2.8481                     2.8481                    2.8481                     4.238                      4.238                     9.5849                     10.945                     13.664                     15.024                     19.103                     21.823      
    coh728:k=52.8614,b=0              1.4602                      2.852                      2.852                     2.852                    4.2438                     4.2438                     9.5981                      10.96                     13.683                     15.045                     18.291                     21.853      
    coh729:k=52.9618,b=0              1.4622                     2.8559                     2.8559                    2.8559                    4.2497                     4.2497                     9.6113                     10.975                     13.702                     15.065                     17.792                     21.883      
    coh730:k=53.0621,b=0              1.4642                     2.8599                     2.8599                    2.8599                    4.2555                     4.2555                     9.6246                      10.99                     13.721                     15.086                     17.817                     21.913      
    coh731:k=53.1625,b=0              1.4662                     2.8638                     2.8638                    2.8638                    4.2614                     4.2614                     9.6378                     11.005                     13.233                     15.107                     17.841                     21.943      
    coh732:k=53.2629,b=0              1.4682                     2.8677                     2.8677                    2.8677                    4.2672                     4.2672                      9.651                      11.02                     12.389                     15.127                     17.866                     21.973      
    coh733:k=53.3632,b=0              1.4702                     2.8716                     2.8716                    2.8716                    4.2731                     4.2731                     9.6642                     11.035                     12.406                     15.148                      17.89                     22.003      
    coh734:k=53.4636,b=0              1.4722                     2.8756                     2.8756                    2.8756                    4.2789                     4.2789                     9.6774                      11.05                     12.423                     15.169                     17.915                     22.033      
    coh735:k=53.5639,b=0              1.4743                     2.8795                     2.8795                    2.8795                    4.2848                     4.2848                     9.6907                     11.065                      12.44                      15.19                     17.939                     22.063      
    coh736:k=53.6643,b=0              1.4763                     2.8834                     2.8834                    2.8834                    4.2906                     4.2906                     9.7039                      11.08                     12.457                      15.21                     17.964                     22.093      
    coh737:k=53.7647,b=0              1.4783                     2.8874                     2.8874                    2.8874                    4.2965                     4.2965                     9.7171                     11.096                     12.474                     15.231                     17.988                     22.124      
    coh738:k=53.865,b=0               1.4803                     2.8913                     2.8913                    2.8913                    4.3023                     4.3023                     9.7303                     11.111                     12.491                     15.252                     18.013                     22.154      
    coh739:k=53.9654,b=0              1.4823                     2.8952                     2.8952                    2.8952                    4.3081                     4.3081                     9.7435                     11.126                     12.508                     15.273                     18.037                     22.184      
    coh740:k=54.0657,b=0              1.4843                     2.8991                     2.8991                    2.8991                     4.314                      4.314                     9.7568                     11.141                     12.525                     15.293                     18.061                     22.214      
    coh741:k=54.1661,b=0              1.4863                     2.9031                     2.9031                    2.9031                    4.3198                     4.3198                       9.77                     11.156                     12.542                     15.314                     18.086                     22.244      
    coh742:k=54.2665,b=0              1.4883                      2.907                      2.907                     2.907                    4.3257                     4.3257                     9.7832                     11.171                     12.559                     15.335                      18.11                      21.62      
    coh743:k=54.3668,b=0              1.4903                     2.9109                     2.9109                    2.9109                    4.3315                     4.3315                     9.7964                     11.186                     12.576                     15.355                     18.135                     20.914      
    coh744:k=54.4672,b=0              1.4924                     2.9149                     2.9149                    2.9149                    4.3374                     4.3374                     9.8096                     11.201                     12.593                     15.376                     18.159                     20.943      
    coh745:k=54.5675,b=0              1.4944                     2.9188                     2.9188                    2.9188                    4.3432                     4.3432                     9.8229                     11.216                      12.61                     15.397                     18.184                     20.971      
    coh746:k=54.6679,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     9.8361                     11.231                     12.627                     15.418                     18.208                     20.999      
    coh747:k=54.7683,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.2603                     4.2603                     9.7631                     11.247                     12.644                     15.438                     18.233                     21.027      
    coh748:k=54.8686,b=0              1.4678                     2.8669                     2.8669                    2.8669                    4.2661                     4.2661                     8.4916                     11.262                     12.661                     15.459                     18.257                     21.055      
    coh749:k=54.969,b=0               1.4698                     2.8708                     2.8708                    2.8708                    4.2718                     4.2718                     8.4748                     11.277                     12.678                      15.48                     18.282                     21.084      
    coh750:k=55.0693,b=0              1.4717                     2.8746                     2.8746                    2.8746                    4.2775                     4.2775                     8.4861                     11.292                     12.695                       15.5                     18.306                     21.112      
    coh751:k=55.1697,b=0              1.4737                     2.8785                     2.8785                    2.8785                    4.2832                     4.2832                     8.4974                     11.307                     12.712                     15.521                     18.331                      21.14      
    coh752:k=55.2701,b=0              1.4757                     2.8823                     2.8823                    2.8823                    4.2889                     4.2889                     8.5088                     11.322                     12.729                     15.542                     18.355                     21.168      
    coh753:k=55.3704,b=0              1.4777                     2.8861                     2.8861                    2.8861                    4.2946                     4.2946                     8.5201                     11.337                     12.746                     15.563                      18.38                     20.392      
    coh754:k=55.4708,b=0              1.4796                       2.89                       2.89                      2.89                    4.3004                     4.3004                     8.5315                     11.352                     12.763                     15.583                     17.714                     19.814      
    coh755:k=55.5711,b=0              1.4816                     2.8938                     2.8938                    2.8938                    4.3061                     4.3061                     8.5428                     11.367                      12.78                     15.604                     17.016                     19.841      
    coh756:k=55.6715,b=0              1.4836                     2.8977                     2.8977                    2.8977                    4.3118                     4.3118                     8.5542                     11.382                     12.797                     15.625                     17.039                     20.328      
    coh757:k=55.7719,b=0              1.4855                     2.9015                     2.9015                    2.9015                    4.3175                     4.3175                     8.5655                     11.398                     12.814                     15.646                     17.407                      21.31      
    coh758:k=55.8722,b=0              1.4875                     2.9054                     2.9054                    2.9054                    4.3232                     4.3232                     8.5769                     11.413                      12.83                     15.666                     18.502                     21.338      
    coh759:k=55.9726,b=0              1.4895                     2.9092                     2.9092                    2.9092                     4.329                      4.329                     8.5882                     11.428                     12.847                     15.687                     18.526                     21.366      
    coh760:k=56.0729,b=0              1.4914                     2.9131                     2.9131                    2.9131                    4.3347                     4.3347                     8.5996                     11.443                     12.864                     15.708                     18.551                     21.394      
    coh761:k=56.1733,b=0              1.4934                     2.9169                     2.9169                    2.9169                    4.3404                     4.3404                     8.6109                     11.458                     12.881                     15.728                     18.575                     21.422      
    coh762:k=56.2737,b=0              1.4954                     2.9207                     2.9207                    2.9207                    4.3461                     4.3461                     8.6222                     11.473                     12.898                     15.749                       18.6                     21.451      
    coh763:k=56.374,b=0               1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     8.6243                     11.476                     12.901                     15.753                     18.604                     21.456      
    coh764:k=56.4744,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     8.6243                     11.476                     12.901                     15.753                     18.604                     21.456      
    coh765:k=56.5747,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     8.6243                     11.476                     12.901                     15.753                     18.604                     21.456      
    coh766:k=56.6751,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     8.6243                     11.476                     12.901                     15.753                     18.604                     21.085      
    coh767:k=56.7755,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     8.6243                     11.476                     12.901                     15.501                     18.307                     21.112      
    coh768:k=56.8758,b=0              1.4957                     2.9214                     2.9214                    2.9214                    4.3471                     4.3471                     8.4974                     11.307                     12.712                     15.521                     18.331                      21.14      
    coh769:k=56.9762,b=0              1.4957                     2.9214                     2.9214                    2.8822                    4.2888                     4.2888                     8.5085                     11.322                     12.728                     15.541                     18.355                     21.168      
    coh770:k=57.0765,b=0              1.4776                      2.886                      2.886                     2.886                    4.2944                     4.2944                     8.5196                     11.336                     12.745                     15.562                     18.378                     20.453      
    coh771:k=57.1769,b=0              1.4795                     2.8897                     2.8897                    2.8897                       4.3                        4.3                     8.5307                     11.351                     12.761                     15.582                     17.803                     19.813      
    coh772:k=57.2773,b=0              1.4814                     2.8935                     2.8935                    2.8935                    4.3056                     4.3056                     8.5418                     11.366                     12.778                     15.602                     17.014                     19.838      

tb_pol_w: risky + safe investment choices (first stage choice, choose within risky vs safe)
                            zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                            _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1:k=-20,b=0                 -0.051418                  -0.051418                 -0.061602                 -0.081969                  -0.092153                  -0.11252                    -1.5329                    -1.5736                    -1.5736                    -1.6144                    -1.6856                   -1.7264        
    coh2:k=-19.8996,b=0            -0.051418                  -0.051418                 -0.061602                 -0.081969                  -0.092153                  -0.11252                    -1.5259                    -1.5666                    -1.5666                    -1.6073                    -1.6786                   -1.7194        
    coh3:k=-19.7993,b=0            -0.051418                  -0.051418                 -0.061602                 -0.081969                  -0.092153                  -0.11252                    -1.5188                    -1.5596                    -1.5596                    -1.6003                    -1.6716                   -1.7123        
    coh4:k=-19.6989,b=0            -0.051418                  -0.051418                 -0.061602                 -0.081969                  -0.092153                  -0.11252                    -1.5118                    -1.5525                    -1.5525                    -1.5933                    -1.6646                   -1.7053        
    coh5:k=-19.5986,b=0            -0.051418                  -0.051418                 -0.061602                 -0.081969                  -0.092153                  -0.11252                    -1.5048                    -1.5455                    -1.5455                    -1.5863                    -1.6575                   -1.6983        
    coh6:k=-19.4982,b=0              -20.499                  -0.051418                 -0.061602                 -0.081969                  -0.092153                  -0.11252                    -1.4978                    -1.5385                    -1.5385                    -1.5792                    -1.6505                   -1.6913        
    coh7:k=-19.3978,b=0              -20.499                    -20.499                   -20.499                   -20.499                    -20.499                  -0.11252                    -1.4907                    -1.5315                    -1.5315                    -1.5722                    -1.6435                   -1.6842        
    coh8:k=-19.2975,b=0              -20.499                    -20.499                   -20.499                   -20.499                    -20.499                   -20.499                    -1.4837                    -1.5244                    -1.5244                    -1.5652                    -1.6365                   -1.6772        
    coh9:k=-19.1971,b=0              -20.499                    -20.499                   -20.499                   -20.499                    -20.499                   -20.499                    -1.4767                    -1.5174                    -1.5174                    -1.5582                    -1.6294                   -1.6702        
    coh10:k=-19.0968,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                   -20.499                    -21.876                    -1.5104                    -1.5104                    -1.5511                    -1.6224                   -1.6632        
    coh11:k=-18.9964,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                   -20.499                    -21.869                    -21.869                    -1.5034                    -1.5441                    -1.6154                   -1.6561        
    coh12:k=-18.896,b=0              -20.499                    -20.499                   -20.499                   -20.499                    -20.499                   -20.499                    -21.869                    -21.869                    -21.869                    -1.5371                    -1.6084                   -1.6491        
    coh13:k=-18.7957,b=0             -20.499                    -20.499                   -20.499                   -20.499                    -20.499                   -20.499                    -21.869                    -21.869                    -21.869                    -21.869                    -1.6013                   -1.6421        
    coh14:k=-18.6953,b=0             -20.499                    -19.967                   -19.994                   -19.994                    -19.994                   -19.994                    -21.869                    -21.869                    -21.869                    -21.869                    -1.5943                    -1.635        
    coh15:k=-18.595,b=0              -19.898                    -19.898                   -19.898                   -19.926                    -19.955                   -19.983                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                    -1.628        
    coh16:k=-18.4946,b=0             -19.855                    -19.885                   -19.885                   -19.885                    -19.916                   -19.916                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                    -1.621        
    coh17:k=-18.3942,b=0             -19.812                    -19.812                   -19.812                   -19.877                    -19.877                   -19.877                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                    -1.614        
    coh18:k=-18.2939,b=0             -19.769                    -19.803                   -19.803                   -19.803                    -19.803                   -19.838                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -21.868        
    coh19:k=-18.1935,b=0             -19.726                    -19.726                   -19.762                   -19.799                    -19.799                   -19.799                    -21.868                    -21.868                    -21.868                    -21.868                    -21.868                   -21.868        
    coh20:k=-18.0932,b=0             -19.682                    -19.682                   -19.682                   -19.721                    -19.721                    -19.76                    -21.865                    -21.865                    -21.865                    -21.865                    -21.865                   -21.865        
    coh21:k=-17.9928,b=0             -19.599                    -19.639                    -19.68                    -19.68                     -19.68                   -19.721                    -21.857                    -21.857                    -21.857                    -21.857                    -21.857                   -21.857        
    coh22:k=-17.8924,b=0             -19.596                    -19.596                   -19.596                   -19.596                    -19.639                   -19.682                     -21.85                     -21.85                     -21.85                     -21.85                     -21.85                    -21.85        
    coh23:k=-17.7921,b=0             -19.508                    -19.553                   -19.598                   -19.598                    -19.598                   -19.598                    -21.843                    -21.843                    -21.843                    -21.843                    -21.843                   -21.843        
    coh24:k=-17.6917,b=0              -19.51                     -19.51                    -19.51                    -19.51                    -19.557                   -19.604                    -21.836                    -21.836                    -21.836                    -21.836                    -21.836                   -21.836        
    coh25:k=-17.5914,b=0             -19.418                    -19.467                   -19.467                   -19.516                    -19.516                   -19.516                    -21.829                    -21.829                    -21.829                    -21.829                    -21.829                   -21.829        
    coh26:k=-17.491,b=0              -19.373                    -19.424                   -19.424                   -19.475                    -19.475                   -19.475                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh27:k=-17.3906,b=0             -19.328                    -19.381                   -19.381                   -19.381                    -19.434                   -19.434                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh28:k=-17.2903,b=0             -19.283                    -19.338                   -19.338                   -19.393                    -19.393                   -19.393                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh29:k=-17.1899,b=0             -19.238                    -19.295                   -19.295                   -19.295                    -19.295                   -19.352                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh30:k=-17.0896,b=0             -19.193                    -19.193                   -19.252                   -19.252                    -19.312                   -19.312                    -21.822                    -21.822                    -21.822                    -21.822                    -21.822                   -21.822        
    coh31:k=-16.9892,b=0             -19.148                    -19.209                   -19.209                   -19.209                    -19.209                   -19.271                    -20.166                    -20.227                    -20.289                     -20.35                    -21.822                   -21.822        
    coh32:k=-16.8888,b=0             -19.103                    -19.103                   -19.166                   -19.166                    -19.166                    -19.23                    -20.111                    -20.174                    -20.238                    -20.301                    -20.364                   -21.822        
    coh33:k=-16.7885,b=0             -19.058                    -19.058                   -19.123                   -19.123                    -19.123                   -19.189                    -20.121                    -20.121                    -20.186                    -20.252                    -20.317                   -19.859        
    coh34:k=-16.6881,b=0             -19.013                    -19.013                    -19.08                    -19.08                     -19.08                   -19.148                    -20.068                    -20.135                    -20.135                    -20.203                    -20.135                   -19.663        
    coh35:k=-16.5878,b=0             -18.968                    -18.968                   -19.037                   -19.037                    -19.037                   -19.107                    -20.011                    -20.011                     -20.08                     -20.08                    -19.941                   -19.524        
    coh36:k=-16.4874,b=0             -18.923                    -18.923                   -18.994                   -18.994                    -18.994                   -18.994                     -19.95                    -20.022                    -20.022                    -20.022                    -19.664                    -19.45        
    coh37:k=-16.387,b=0              -18.877                    -18.877                   -18.877                   -18.951                    -18.951                   -18.951                     -19.89                    -19.964                    -19.964                     -19.89                    -19.449                   -19.301        
    coh38:k=-16.2867,b=0             -18.832                    -18.832                   -18.832                   -18.908                    -18.908                   -18.908                     -19.83                    -19.906                    -19.906                    -19.754                    -19.376                   -19.225        
    coh39:k=-16.1863,b=0             -18.787                    -18.787                   -18.787                   -18.787                    -18.865                   -18.865                     -19.77                    -19.847                    -19.847                    -19.459                    -19.226                   -19.071        
    coh40:k=-16.086,b=0              -18.742                    -18.742                   -18.742                   -18.742                    -18.742                   -17.945                    -19.709                    -19.789                    -19.709                    -19.231                    -19.072                   -18.992        
    coh41:k=-15.9856,b=0             -18.697                    -18.697                   -18.697                   -18.697                     -17.88                    -17.88                     -19.65                    -19.732                    -19.486                    -19.159                    -18.996                   -18.832        
    coh42:k=-15.8852,b=0             -18.652                    -18.652                   -18.652                    -17.73                    -17.814                   -17.814                    -19.597                    -19.597                    -19.178                     -19.01                    -18.842                   -18.759        
    coh43:k=-15.7849,b=0             -18.606                    -18.607                   -17.655                   -17.663                    -17.748                   -17.748                    -19.543                    -19.458                    -19.028                    -18.942                    -18.771                   -18.685        
    coh44:k=-15.6845,b=0             -17.478                    -17.486                   -17.586                   -17.595                    -17.683                   -17.683                     -19.49                    -18.963                    -18.875                    -18.787                    -18.611                   -18.523        
    coh45:k=-15.5842,b=0             -17.407                    -17.415                   -17.516                   -17.528                    -17.617                   -17.617                    -19.257                    -18.897                    -18.807                    -18.627                    -18.537                   -18.448        
    coh46:k=-15.4838,b=0             -17.336                    -17.344                   -17.447                   -17.459                    -17.552                   -17.552                     -18.74                     -18.74                    -18.648                    -18.556                    -18.464                   -18.372        
    coh47:k=-15.3834,b=0             -17.264                    -17.272                   -17.378                   -17.391                    -17.486                   -17.486                    -18.672                    -18.578                    -18.578                    -18.484                    -18.296                   -18.296        
    coh48:k=-15.2831,b=0             -17.193                    -17.201                   -17.309                   -17.321                    -17.421                   -17.421                    -18.509                    -18.509                    -18.509                    -18.316                     -18.22                   -18.124        
    coh49:k=-15.1827,b=0             -17.122                     -17.13                    -17.24                   -17.252                    -17.355                   -17.355                    -18.439                    -18.439                    -18.341                    -18.243                    -18.145                   -18.046        
    coh50:k=-15.0824,b=0             -17.051                    -17.058                   -17.171                   -17.183                     -17.29                    -17.29                    -18.365                    -18.365                    -18.265                    -18.165                    -18.065                   -17.965        
    coh723:k=52.3596,b=0              49.026                     48.992                    48.992                    48.992                     48.957                    48.957                     47.314                      47.28                     47.212                     47.178                     47.077                    47.009        
    coh724:k=52.46,b=0                49.123                     49.088                    49.088                    49.088                     49.054                    49.054                     47.408                     47.374                     47.306                     47.272                     47.171                    47.103        
    coh725:k=52.5603,b=0              49.219                     49.185                    49.185                    49.185                      49.15                     49.15                     47.502                     47.468                       47.4                     47.366                     47.264                    47.197        
    coh726:k=52.6607,b=0              49.316                     49.281                    49.281                    49.281                     49.246                    49.246                     47.596                     47.562                     47.494                      47.46                     47.358                     47.29        
    coh727:k=52.7611,b=0              49.412                     49.377                    49.377                    49.377                     49.343                    49.343                      47.69                     47.656                     47.588                     47.554                     47.452                    47.384        
    coh728:k=52.8614,b=0              49.508                     49.474                    49.474                    49.474                     49.439                    49.439                     47.784                      47.75                     47.682                     47.648                     47.567                    47.478        
    coh729:k=52.9618,b=0              49.605                      49.57                     49.57                     49.57                     49.535                    49.535                     47.878                     47.844                     47.776                     47.742                     47.673                    47.571        
    coh730:k=53.0621,b=0              49.701                     49.666                    49.666                    49.666                     49.632                    49.632                     47.972                     47.938                      47.87                     47.836                     47.767                    47.665        
    coh731:k=53.1625,b=0              49.798                     49.763                    49.763                    49.763                     49.728                    49.728                     48.066                     48.032                     47.976                     47.929                     47.861                    47.758        
    coh732:k=53.2629,b=0              49.894                     49.859                    49.859                    49.859                     49.824                    49.824                      48.16                     48.126                     48.092                     48.023                     47.955                    47.852        
    coh733:k=53.3632,b=0              49.991                     49.956                    49.956                    49.956                     49.921                    49.921                     48.254                      48.22                     48.186                     48.117                     48.049                    47.946        
    coh734:k=53.4636,b=0              50.087                     50.052                    50.052                    50.052                     50.017                    50.017                     48.348                     48.314                      48.28                     48.211                     48.142                    48.039        
    coh735:k=53.5639,b=0              50.183                     50.148                    50.148                    50.148                     50.113                    50.113                     48.442                     48.408                     48.374                     48.305                     48.236                    48.133        
    coh736:k=53.6643,b=0               50.28                     50.245                    50.245                    50.245                      50.21                     50.21                     48.536                     48.502                     48.468                     48.399                      48.33                    48.227        
    coh737:k=53.7647,b=0              50.376                     50.341                    50.341                    50.341                     50.306                    50.306                      48.63                     48.596                     48.562                     48.493                     48.424                     48.32        
    coh738:k=53.865,b=0               50.473                     50.438                    50.438                    50.438                     50.402                    50.402                     48.724                      48.69                     48.655                     48.586                     48.517                    48.414        
    coh739:k=53.9654,b=0              50.569                     50.534                    50.534                    50.534                     50.499                    50.499                     48.819                     48.784                     48.749                      48.68                     48.611                    48.508        
    coh740:k=54.0657,b=0              50.666                      50.63                     50.63                     50.63                     50.595                    50.595                     48.913                     48.878                     48.843                     48.774                     48.705                    48.601        
    coh741:k=54.1661,b=0              50.762                     50.727                    50.727                    50.727                     50.691                    50.691                     49.007                     48.972                     48.937                     48.868                     48.799                    48.695        
    coh742:k=54.2665,b=0              50.859                     50.823                    50.823                    50.823                     50.788                    50.788                     49.101                     49.066                     49.031                     48.962                     48.893                    48.805        
    coh743:k=54.3668,b=0              50.955                     50.919                    50.919                    50.919                     50.884                    50.884                     49.195                      49.16                     49.125                     49.056                     48.986                    48.917        
    coh744:k=54.4672,b=0              51.051                     51.016                    51.016                    51.016                      50.98                     50.98                     49.289                     49.254                     49.219                      49.15                      49.08                     49.01        
    coh745:k=54.5675,b=0              51.148                     51.112                    51.112                    51.112                     51.077                    51.077                     49.383                     49.348                     49.313                     49.244                     49.174                    49.104        
    coh746:k=54.6679,b=0              51.244                     51.209                    51.209                    51.209                     51.173                    51.173                     49.477                     49.442                     49.407                     49.337                     49.268                    49.198        
    coh747:k=54.7683,b=0              51.341                     51.305                    51.305                    51.305                     49.711                    49.711                     49.573                     49.536                     49.501                     49.431                     49.361                    49.292        
    coh748:k=54.8686,b=0              49.875                      49.84                     49.84                     49.84                     49.805                    49.805                     49.699                      49.63                     49.595                     49.525                     49.455                    49.385        
    coh749:k=54.969,b=0               49.969                     49.934                    49.934                    49.934                     49.899                    49.899                     49.794                     49.724                     49.689                     49.619                     49.549                    49.479        
    coh750:k=55.0693,b=0              50.064                     50.029                    50.029                    50.029                     49.993                    49.993                     49.888                     49.818                     49.783                     49.713                     49.643                    49.573        
    coh751:k=55.1697,b=0              50.158                     50.123                    50.123                    50.123                     50.088                    50.088                     49.982                     49.912                     49.877                     49.807                     49.736                    49.666        
    coh752:k=55.2701,b=0              50.252                     50.217                    50.217                    50.217                     50.182                    50.182                     50.076                     50.006                     49.971                     49.901                      49.83                     49.76        
    coh753:k=55.3704,b=0              50.347                     50.311                    50.311                    50.311                     50.276                    50.276                     50.171                       50.1                     50.065                     49.994                     49.924                    49.874        
    coh754:k=55.4708,b=0              50.441                     50.406                    50.406                    50.406                      50.37                     50.37                     50.265                     50.194                     50.159                     50.088                     50.035                    49.983        
    coh755:k=55.5711,b=0              50.535                       50.5                      50.5                      50.5                     50.465                    50.465                     50.359                     50.288                     50.253                     50.182                     50.147                    50.076        
    coh756:k=55.6715,b=0               50.63                     50.594                    50.594                    50.594                     50.559                    50.559                     50.453                     50.382                     50.347                     50.276                     50.241                    50.158        
    coh757:k=55.7719,b=0              50.724                     50.689                    50.689                    50.689                     50.653                    50.653                     50.547                     50.476                     50.441                      50.37                     50.326                    50.228        
    coh758:k=55.8722,b=0              50.818                     50.783                    50.783                    50.783                     50.747                    50.747                     50.641                      50.57                     50.535                     50.464                     50.393                    50.322        
    coh759:k=55.9726,b=0              50.913                     50.877                    50.877                    50.877                     50.842                    50.842                     50.735                     50.664                     50.629                     50.558                     50.487                    50.416        
    coh760:k=56.0729,b=0              51.007                     50.971                    50.971                    50.971                     50.936                    50.936                     50.829                     50.758                     50.723                     50.652                      50.58                    50.509        
    coh761:k=56.1733,b=0              51.101                     51.066                    51.066                    51.066                      51.03                     51.03                     50.923                     50.852                     50.817                     50.745                     50.674                    50.603        
    coh762:k=56.2737,b=0              51.196                      51.16                     51.16                     51.16                     51.124                    51.124                     51.017                     50.946                     50.911                     50.839                     50.768                    50.697        
    coh763:k=56.374,b=0                51.29                     51.254                    51.254                    51.254                     51.219                    51.219                     51.112                      51.04                     51.005                     50.934                     50.862                    50.791        
    coh764:k=56.4744,b=0              51.384                     51.349                    51.349                    51.349                     51.313                    51.313                     51.206                     51.135                     51.099                     51.028                     50.957                    50.885        
    coh765:k=56.5747,b=0              51.479                     51.443                    51.443                    51.443                     51.407                    51.407                     51.301                     51.229                     51.194                     51.122                     51.051                     50.98        
    coh766:k=56.6751,b=0              51.573                     51.538                    51.538                    51.538                     51.502                    51.502                     51.395                     51.324                     51.288                     51.217                     51.145                    49.483        
    coh767:k=56.7755,b=0              51.668                     51.632                    51.632                    51.632                     51.596                    51.596                     51.489                     51.418                     51.382                     49.715                     49.644                    49.574        
    coh768:k=56.8758,b=0              51.762                     51.726                    51.726                    51.726                     51.691                    51.691                     49.982                     49.912                     49.877                     49.806                     49.736                    49.666        
    coh769:k=56.9762,b=0              51.856                     51.821                    51.821                    50.215                     50.179                    50.179                     50.074                     50.004                     49.969                     49.898                     49.828                    49.758        
    coh770:k=57.0765,b=0              50.342                     50.307                    50.307                    50.307                     50.272                    50.272                     50.166                     50.096                      50.06                      49.99                      49.92                    49.868        
    coh771:k=57.1769,b=0              50.434                     50.399                    50.399                    50.399                     50.364                    50.364                     50.258                     50.188                     50.152                     50.082                     50.026                    49.976        
    coh772:k=57.2773,b=0              50.527                     50.491                    50.491                    50.491                     50.456                    50.456                      50.35                     50.279                     50.244                     50.174                     50.138                    50.068        

mt_pol_b_bridge_print: bridge loans
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-20                      -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                        -20                        -20                       -20        
    coh2=-19.8996               -19.9                      -19.9                     -19.9                     -19.9                      -19.9                      -19.9                      -19.9                      -19.9                      -19.9                      -19.9                      -19.9                     -19.9        
    coh3=-19.7993             -19.799                    -19.799                   -19.799                   -19.799                    -19.799                    -19.799                    -19.799                    -19.799                    -19.799                    -19.799                    -19.799                   -19.799        
    coh4=-19.6989             -19.699                    -19.699                   -19.699                   -19.699                    -19.699                    -19.699                    -19.699                    -19.699                    -19.699                    -19.699                    -19.699                   -19.699        
    coh5=-19.5986             -19.599                    -19.599                   -19.599                   -19.599                    -19.599                    -19.599                    -19.599                    -19.599                    -19.599                    -19.599                    -19.599                   -19.599        
    coh6=-19.4982             -19.498                    -19.498                   -19.498                   -19.498                    -19.498                    -19.498                    -19.498                    -19.498                    -19.498                    -19.498                    -19.498                   -19.498        
    coh7=-19.3978             -19.398                    -19.398                   -19.398                   -19.398                    -19.398                    -19.398                    -19.398                    -19.398                    -19.398                    -19.398                    -19.398                   -19.398        
    coh8=-19.2975             -19.297                    -19.297                   -19.297                   -19.297                    -19.297                    -19.297                    -19.297                    -19.297                    -19.297                    -19.297                    -19.297                   -19.297        
    coh9=-19.1971             -19.197                    -19.197                   -19.197                   -19.197                    -19.197                    -19.197                    -19.197                    -19.197                    -19.197                    -19.197                    -19.197                   -19.197        
    coh10=-19.0968            -19.097                    -19.097                   -19.097                   -19.097                    -19.097                    -19.097                    -19.097                    -19.097                    -19.097                    -19.097                    -19.097                   -19.097        
    coh11=-18.9964            -18.996                    -18.996                   -18.996                   -18.996                    -18.996                    -18.996                    -18.996                    -18.996                    -18.996                    -18.996                    -18.996                   -18.996        
    coh12=-18.896             -18.896                    -18.896                   -18.896                   -18.896                    -18.896                    -18.896                    -18.896                    -18.896                    -18.896                    -18.896                    -18.896                   -18.896        
    coh13=-18.7957            -18.796                    -18.796                   -18.796                   -18.796                    -18.796                    -18.796                    -18.796                    -18.796                    -18.796                    -18.796                    -18.796                   -18.796        
    coh14=-18.6953            -18.695                    -18.695                   -18.695                   -18.695                    -18.695                    -18.695                    -18.695                    -18.695                    -18.695                    -18.695                    -18.695                   -18.695        
    coh15=-18.595             -18.595                    -18.595                   -18.595                   -18.595                    -18.595                    -18.595                    -18.595                    -18.595                    -18.595                    -18.595                    -18.595                   -18.595        
    coh16=-18.4946            -18.495                    -18.495                   -18.495                   -18.495                    -18.495                    -18.495                    -18.495                    -18.495                    -18.495                    -18.495                    -18.495                   -18.495        
    coh17=-18.3942            -18.394                    -18.394                   -18.394                   -18.394                    -18.394                    -18.394                    -18.394                    -18.394                    -18.394                    -18.394                    -18.394                   -18.394        
    coh18=-18.2939            -18.294                    -18.294                   -18.294                   -18.294                    -18.294                    -18.294                    -18.294                    -18.294                    -18.294                    -18.294                    -18.294                   -18.294        
    coh19=-18.1935            -18.194                    -18.194                   -18.194                   -18.194                    -18.194                    -18.194                    -18.194                    -18.194                    -18.194                    -18.194                    -18.194                   -18.194        
    coh20=-18.0932            -18.093                    -18.093                   -18.093                   -18.093                    -18.093                    -18.093                    -18.093                    -18.093                    -18.093                    -18.093                    -18.093                   -18.093        
    coh21=-17.9928            -17.993                    -17.993                   -17.993                   -17.993                    -17.993                    -17.993                    -17.993                    -17.993                    -17.993                    -17.993                    -17.993                   -17.993        
    coh22=-17.8924            -17.892                    -17.892                   -17.892                   -17.892                    -17.892                    -17.892                    -17.892                    -17.892                    -17.892                    -17.892                    -17.892                   -17.892        
    coh23=-17.7921            -17.792                    -17.792                   -17.792                   -17.792                    -17.792                    -17.792                    -17.792                    -17.792                    -17.792                    -17.792                    -17.792                   -17.792        
    coh24=-17.6917            -17.692                    -17.692                   -17.692                   -17.692                    -17.692                    -17.692                    -17.692                    -17.692                    -17.692                    -17.692                    -17.692                   -17.692        
    coh25=-17.5914            -17.591                    -17.591                   -17.591                   -17.591                    -17.591                    -17.591                    -17.591                    -17.591                    -17.591                    -17.591                    -17.591                   -17.591        
    coh26=-17.491             -17.491                    -17.491                   -17.491                   -17.491                    -17.491                    -17.491                    -17.491                    -17.491                    -17.491                    -17.491                    -17.491                   -17.491        
    coh27=-17.3906            -17.391                    -17.391                   -17.391                   -17.391                    -17.391                    -17.391                    -17.391                    -17.391                    -17.391                    -17.391                    -17.391                   -17.391        
    coh28=-17.2903             -17.29                     -17.29                    -17.29                    -17.29                     -17.29                     -17.29                     -17.29                     -17.29                     -17.29                     -17.29                     -17.29                    -17.29        
    coh29=-17.1899             -17.19                     -17.19                    -17.19                    -17.19                     -17.19                     -17.19                     -17.19                     -17.19                     -17.19                     -17.19                     -17.19                    -17.19        
    coh30=-17.0896             -17.09                     -17.09                    -17.09                    -17.09                     -17.09                     -17.09                     -17.09                     -17.09                     -17.09                     -17.09                     -17.09                    -17.09        
    coh31=-16.9892            -16.989                    -16.989                   -16.989                   -16.989                    -16.989                    -16.989                    -16.989                    -16.989                    -16.989                    -16.989                    -16.989                   -16.989        
    coh32=-16.8888            -16.889                    -16.889                   -16.889                   -16.889                    -16.889                    -16.889                    -16.889                    -16.889                    -16.889                    -16.889                    -16.889                   -16.889        
    coh33=-16.7885            -16.788                    -16.788                   -16.788                   -16.788                    -16.788                    -16.788                    -16.788                    -16.788                    -16.788                    -16.788                    -16.788                   -16.788        
    coh34=-16.6881            -16.688                    -16.688                   -16.688                   -16.688                    -16.688                    -16.688                    -16.688                    -16.688                    -16.688                    -16.688                    -16.688                   -16.688        
    coh35=-16.5878            -16.588                    -16.588                   -16.588                   -16.588                    -16.588                    -16.588                    -16.588                    -16.588                    -16.588                    -16.588                    -16.588                   -16.588        
    coh36=-16.4874            -16.487                    -16.487                   -16.487                   -16.487                    -16.487                    -16.487                    -16.487                    -16.487                    -16.487                    -16.487                    -16.487                   -16.487        
    coh37=-16.387             -16.387                    -16.387                   -16.387                   -16.387                    -16.387                    -16.387                    -16.387                    -16.387                    -16.387                    -16.387                    -16.387                   -16.387        
    coh38=-16.2867            -16.287                    -16.287                   -16.287                   -16.287                    -16.287                    -16.287                    -16.287                    -16.287                    -16.287                    -16.287                    -16.287                   -16.287        
    coh39=-16.1863            -16.186                    -16.186                   -16.186                   -16.186                    -16.186                    -16.186                    -16.186                    -16.186                    -16.186                    -16.186                    -16.186                   -16.186        
    coh40=-16.086             -16.086                    -16.086                   -16.086                   -16.086                    -16.086                    -16.086                    -16.086                    -16.086                    -16.086                    -16.086                    -16.086                   -16.086        
    coh41=-15.9856            -15.986                    -15.986                   -15.986                   -15.986                    -15.986                    -15.986                    -15.986                    -15.986                    -15.986                    -15.986                    -15.986                   -15.986        
    coh42=-15.8852            -15.885                    -15.885                   -15.885                   -15.885                    -15.885                    -15.885                    -15.885                    -15.885                    -15.885                    -15.885                    -15.885                   -15.885        
    coh43=-15.7849            -15.785                    -15.785                   -15.785                   -15.785                    -15.785                    -15.785                    -15.785                    -15.785                    -15.785                    -15.785                    -15.785                   -15.785        
    coh44=-15.6845            -15.685                    -15.685                   -15.685                   -15.685                    -15.685                    -15.685                    -15.685                    -15.685                    -15.685                    -15.685                    -15.685                   -15.685        
    coh45=-15.5842            -15.584                    -15.584                   -15.584                   -15.584                    -15.584                    -15.584                    -15.584                    -15.584                    -15.584                    -15.584                    -15.584                   -15.584        
    coh46=-15.4838            -15.484                    -15.484                   -15.484                   -15.484                    -15.484                    -15.484                    -15.484                    -15.484                    -15.484                    -15.484                    -15.484                   -15.484        
    coh47=-15.3834            -15.383                    -15.383                   -15.383                   -15.383                    -15.383                    -15.383                    -15.383                    -15.383                    -15.383                    -15.383                    -15.383                   -15.383        
    coh48=-15.2831            -15.283                    -15.283                   -15.283                   -15.283                    -15.283                    -15.283                    -15.283                    -15.283                    -15.283                    -15.283                    -15.283                   -15.283        
    coh49=-15.1827            -15.183                    -15.183                   -15.183                   -15.183                    -15.183                    -15.183                    -15.183                    -15.183                    -15.183                    -15.183                    -15.183                   -15.183        
    coh50=-15.0824            -15.082                    -15.082                   -15.082                   -15.082                    -15.082                    -15.082                    -15.082                    -15.082                    -15.082                    -15.082                    -15.082                   -15.082        
    coh723=52.3596                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh724=52.46                    0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh725=52.5603                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh726=52.6607                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh727=52.7611                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh728=52.8614                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh729=52.9618                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh730=53.0621                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh731=53.1625                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh732=53.2629                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh733=53.3632                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh734=53.4636                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh735=53.5639                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh736=53.6643                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh737=53.7647                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh738=53.865                   0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh739=53.9654                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh740=54.0657                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh741=54.1661                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh742=54.2665                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh743=54.3668                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh744=54.4672                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh745=54.5675                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh746=54.6679                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh747=54.7683                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh748=54.8686                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh749=54.969                   0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh750=55.0693                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh751=55.1697                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh752=55.2701                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh753=55.3704                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh754=55.4708                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh755=55.5711                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh756=55.6715                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh757=55.7719                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh758=55.8722                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh759=55.9726                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh760=56.0729                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh761=56.1733                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh762=56.2737                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh763=56.374                   0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh764=56.4744                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh765=56.5747                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh766=56.6751                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh767=56.7755                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh768=56.8758                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh769=56.9762                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh770=57.0765                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh771=57.1769                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        
    coh772=57.2773                  0                          0                         0                         0                          0                          0                          0                          0                          0                          0                          0                         0        

mt_pol_inf_borr_nobridge_print: Informal loans that is not bridge loan
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-20                        0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh2=-19.8996                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh3=-19.7993                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh4=-19.6989                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh5=-19.5986                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh6=-19.4982             -0.5013                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh7=-19.3978            -0.60156                   -0.60156                   -0.60156                  -0.60156                  -0.60156                          0                           0                          0                          0                          0                          0                          0      
    coh8=-19.2975            -0.70182                   -0.70182                   -0.70182                  -0.70182                  -0.70182                   -0.70182                           0                          0                          0                          0                          0                          0      
    coh9=-19.1971            -0.80208                   -0.80208                   -0.80208                  -0.80208                  -0.80208                   -0.80208                           0                          0                          0                          0                          0                          0      
    coh10=-19.0968           -0.90234                   -0.90234                   -0.90234                  -0.90234                  -0.90234                   -0.90234                           0                          0                          0                          0                          0                          0      
    coh11=-18.9964            -1.0026                    -1.0026                    -1.0026                   -1.0026                   -1.0026                    -1.0026                  -0.0025982                 -0.0025982                          0                          0                          0                          0      
    coh12=-18.896             -1.1029                    -1.1029                    -1.1029                   -1.1029                   -1.1029                    -1.1029                    -0.10286                   -0.10286                   -0.10286                          0                          0                          0      
    coh13=-18.7957            -1.2031                    -1.2031                    -1.2031                   -1.2031                   -1.2031                    -1.2031                    -0.20312                   -0.20312                   -0.20312                   -0.20312                          0                          0      
    coh14=-18.6953            -1.3034                    -1.3041                    -1.3042                   -1.3042                   -1.3042                    -1.3042                    -0.30338                   -0.30338                   -0.30338                   -0.30338                          0                          0      
    coh15=-18.595             -1.4044                    -1.4044                    -1.4044                   -1.4045                   -1.4045                    -1.4045                    -0.40364                   -0.40364                   -0.40364                   -0.40364                   -0.40364                          0      
    coh16=-18.4946            -1.5048                    -1.5048                    -1.5048                   -1.5048                   -1.5048                    -1.5048                     -0.5039                    -0.5039                    -0.5039                    -0.5039                    -0.5039                          0      
    coh17=-18.3942            -1.6051                    -1.6051                    -1.6051                   -1.6051                   -1.6051                    -1.6051                    -0.60416                   -0.60416                   -0.60416                   -0.60416                   -0.60416                          0      
    coh18=-18.2939            -1.7054                    -1.7054                    -1.7054                   -1.7054                   -1.7054                    -1.7055                    -0.70442                   -0.70442                   -0.70442                   -0.70442                   -0.70442                   -0.70442      
    coh19=-18.1935            -1.8057                    -1.8057                    -1.8057                   -1.8058                   -1.8058                    -1.8058                    -0.80468                   -0.80468                   -0.80468                   -0.80468                   -0.80468                   -0.80468      
    coh20=-18.0932             -1.906                     -1.906                     -1.906                   -1.9061                   -1.9061                    -1.9061                           0                          0                          0                          0                          0                          0      
    coh21=-17.9928            -2.0063                    -2.0063                    -2.0064                   -2.0064                   -2.0064                    -2.0064                           0                          0                          0                          0                          0                          0      
    coh22=-17.8924            -2.1067                    -2.1067                    -2.1067                   -2.1067                   -2.1067                    -2.1067                           0                          0                          0                          0                          0                          0      
    coh23=-17.7921            -2.2069                     -2.207                     -2.207                    -2.207                    -2.207                     -2.207                           0                          0                          0                          0                          0                          0      
    coh24=-17.6917            -2.3073                    -2.3073                    -2.3073                   -2.3073                   -2.3073                    -2.3074                           0                          0                          0                          0                          0                          0      
    coh25=-17.5914            -2.4076                    -2.4076                    -2.4076                   -2.4077                   -2.4077                    -2.4077                           0                          0                          0                          0                          0                          0      
    coh26=-17.491             -2.5079                    -2.5079                    -2.5079                    -2.508                    -2.508                     -2.508                  -0.0064955                 -0.0064955                 -0.0064955                 -0.0064955                 -0.0064955                 -0.0064955      
    coh27=-17.3906            -2.6082                    -2.6082                    -2.6082                   -2.6082                   -2.6083                    -2.6083                    -0.10676                   -0.10676                   -0.10676                   -0.10676                   -0.10676                   -0.10676      
    coh28=-17.2903            -2.7085                    -2.7086                    -2.7086                   -2.7086                   -2.7086                    -2.7086                    -0.20702                   -0.20702                   -0.20702                   -0.20702                   -0.20702                   -0.20702      
    coh29=-17.1899            -2.8088                    -2.8089                    -2.8089                   -2.8089                   -2.8089                    -2.8089                    -0.30727                   -0.30727                   -0.30727                   -0.30727                   -0.30727                   -0.30727      
    coh30=-17.0896            -2.9091                    -2.9091                    -2.9092                   -2.9092                   -2.9093                    -2.9093                    -0.40753                   -0.40753                   -0.40753                   -0.40753                   -0.40753                   -0.40753      
    coh31=-16.9892            -3.0095                    -3.0095                    -3.0095                   -3.0095                   -3.0095                    -3.0096                    -0.50914                    -0.5092                   -0.50927                   -0.50933                   -0.50779                   -0.50779      
    coh32=-16.8888            -3.1098                    -3.1098                    -3.1098                   -3.1098                   -3.1098                    -3.1099                    -0.60945                   -0.60951                   -0.60958                   -0.60964                    -0.6097                   -0.60805      
    coh33=-16.7885            -3.2101                    -3.2101                    -3.2101                   -3.2101                   -3.2101                    -3.2102                    -0.70982                   -0.70982                   -0.70988                   -0.70995                   -0.71001                   -0.70956      
    coh34=-16.6881            -3.3104                    -3.3104                    -3.3105                   -3.3105                   -3.3105                    -3.3105                    -0.81013                   -0.81019                   -0.81019                   -0.81026                   -0.81019                   -0.80972      
    coh35=-16.5878            -3.4107                    -3.4107                    -3.4108                   -3.4108                   -3.4108                    -3.4108                           0                          0                          0                          0                          0                          0      
    coh36=-16.4874             -3.511                     -3.511                    -3.5111                   -3.5111                   -3.5111                    -3.5111                           0                          0                          0                          0                          0                          0      
    coh37=-16.387             -3.6113                    -3.6113                    -3.6113                   -3.6114                   -3.6114                    -3.6114                           0                          0                          0                          0                          0                          0      
    coh38=-16.2867            -3.7117                    -3.7117                    -3.7117                   -3.7117                   -3.7117                    -3.7117                           0                          0                          0                          0                          0                          0      
    coh39=-16.1863             -3.812                     -3.812                     -3.812                    -3.812                    -3.812                     -3.812                           0                          0                          0                          0                          0                          0      
    coh40=-16.086             -3.9123                    -3.9123                    -3.9123                   -3.9123                   -3.9123                    -3.9115                           0                          0                          0                          0                          0                          0      
    coh41=-15.9856            -4.0126                    -4.0126                    -4.0126                   -4.0126                   -4.0118                    -4.0118                   -0.012273                  -0.012355                   -0.01211                  -0.011783                  -0.011619                  -0.011456      
    coh42=-15.8852            -4.0964                    -4.1129                    -4.1129                    -4.112                   -4.1121                    -4.1121                    -0.11258                   -0.11258                   -0.11216                   -0.11199                   -0.11183                   -0.11174      
    coh43=-15.7849            -4.1793                    -4.2132                    -3.9061                   -4.2123                   -4.2124                    -4.2124                    -0.21289                    -0.2128                   -0.21237                   -0.21229                   -0.21211                   -0.21203      
    coh44=-15.6845            -3.1637                    -3.4685                    -3.9596                   -4.3126                   -4.3127                    -4.3127                    -0.31319                   -0.31267                   -0.31258                   -0.31249                   -0.31231                   -0.31223      
    coh45=-15.5842            -3.1938                    -3.5056                    -3.9713                   -4.4129                    -4.413                     -4.413                    -0.41332                   -0.41296                   -0.41287                   -0.41269                    -0.4126                   -0.41251      
    coh46=-15.4838            -3.2223                    -3.5412                     -3.998                   -4.4934                   -4.5133                    -4.5133                    -0.51316                   -0.51316                   -0.51307                   -0.51298                   -0.51289                    -0.5128      
    coh47=-15.3834            -3.2488                    -3.5749                    -4.0447                    -4.551                   -4.6136                    -4.6136                    -0.61346                   -0.61336                   -0.61336                   -0.61327                   -0.61308                   -0.61308      
    coh48=-15.2831            -3.2729                     -3.606                    -4.0886                   -4.5628                   -4.7138                    -4.7138                    -0.71365                   -0.71365                   -0.71365                   -0.71346                   -0.71336                   -0.71327      
    coh49=-15.1827             -3.317                    -3.6356                    -4.1311                   -4.5934                   -4.8141                    -4.8141                    -0.81394                   -0.81394                   -0.81384                   -0.81375                   -0.81365                   -0.81355      
    coh50=-15.0824            -3.3857                    -3.6635                    -4.1722                   -4.6442                   -4.9144                    -4.9144                           0                          0                          0                          0                          0                          0      
    coh723=52.3596                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh724=52.46                    0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh725=52.5603                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh726=52.6607                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh727=52.7611                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh728=52.8614                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh729=52.9618                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh730=53.0621                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh731=53.1625                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh732=53.2629                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh733=53.3632                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh734=53.4636                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh735=53.5639                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh736=53.6643                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh737=53.7647                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh738=53.865                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh739=53.9654                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh740=54.0657                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh741=54.1661                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh742=54.2665                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh743=54.3668                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh744=54.4672                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh745=54.5675                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh746=54.6679                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh747=54.7683                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh748=54.8686                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh749=54.969                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh750=55.0693                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh751=55.1697                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh752=55.2701                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh753=55.3704                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh754=55.4708                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh755=55.5711                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh756=55.6715                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh757=55.7719                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh758=55.8722                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh759=55.9726                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh760=56.0729                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh761=56.1733                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh762=56.2737                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh763=56.374                   0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh764=56.4744                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh765=56.5747                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh766=56.6751                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh767=56.7755                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh768=56.8758                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh769=56.9762                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh770=57.0765                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh771=57.1769                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      
    coh772=57.2773                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0      

mt_pol_for_borr_print: formal borrowing
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-20                     0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh2=-19.8996                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh3=-19.7993                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh4=-19.6989                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh5=-19.5986                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh6=-19.4982                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh7=-19.3978                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh8=-19.2975                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh9=-19.1971                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh10=-19.0968               0                          0                         0                         0                          0                          0                          -1                          0                          0                          0                          0                          0         
    coh11=-18.9964               0                          0                         0                         0                          0                          0                          -1                         -1                          0                          0                          0                          0         
    coh12=-18.896                0                          0                         0                         0                          0                          0                          -1                         -1                         -1                          0                          0                          0         
    coh13=-18.7957               0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                          0                          0         
    coh14=-18.6953               0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                          0                          0         
    coh15=-18.595                0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                         -1                          0         
    coh16=-18.4946               0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                         -1                          0         
    coh17=-18.3942               0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                         -1                          0         
    coh18=-18.2939               0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                         -1                         -1         
    coh19=-18.1935               0                          0                         0                         0                          0                          0                          -1                         -1                         -1                         -1                         -1                         -1         
    coh20=-18.0932               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh21=-17.9928               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh22=-17.8924               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh23=-17.7921               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh24=-17.6917               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh25=-17.5914               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh26=-17.491                0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh27=-17.3906               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh28=-17.2903               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh29=-17.1899               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh30=-17.0896               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh31=-16.9892               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh32=-16.8888               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh33=-16.7885               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh34=-16.6881               0                          0                         0                         0                          0                          0                        -2.5                       -2.5                       -2.5                       -2.5                       -2.5                       -2.5         
    coh35=-16.5878               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh36=-16.4874               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh37=-16.387                0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh38=-16.2867               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh39=-16.1863               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh40=-16.086                0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh41=-15.9856               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh42=-15.8852               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh43=-15.7849               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh44=-15.6845               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh45=-15.5842               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh46=-15.4838               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh47=-15.3834               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh48=-15.2831               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh49=-15.1827               0                          0                         0                         0                          0                          0                          -4                         -4                         -4                         -4                         -4                         -4         
    coh50=-15.0824               0                          0                         0                         0                          0                          0                        -5.5                       -5.5                       -5.5                       -5.5                       -5.5                       -5.5         
    coh723=52.3596               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh724=52.46                 0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh725=52.5603               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh726=52.6607               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh727=52.7611               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh728=52.8614               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh729=52.9618               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh730=53.0621               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh731=53.1625               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh732=53.2629               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh733=53.3632               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh734=53.4636               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh735=53.5639               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh736=53.6643               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh737=53.7647               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh738=53.865                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh739=53.9654               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh740=54.0657               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh741=54.1661               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh742=54.2665               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh743=54.3668               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh744=54.4672               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh745=54.5675               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh746=54.6679               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh747=54.7683               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh748=54.8686               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh749=54.969                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh750=55.0693               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh751=55.1697               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh752=55.2701               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh753=55.3704               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh754=55.4708               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh755=55.5711               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh756=55.6715               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh757=55.7719               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh758=55.8722               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh759=55.9726               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh760=56.0729               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh761=56.1733               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh762=56.2737               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh763=56.374                0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh764=56.4744               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh765=56.5747               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh766=56.6751               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh767=56.7755               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh768=56.8758               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh769=56.9762               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh770=57.0765               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh771=57.1769               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         
    coh772=57.2773               0                          0                         0                         0                          0                          0                           0                          0                          0                          0                          0                          0         

mt_pol_for_save_print: formal savings
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-20                  17.943                     17.943                     17.536                    16.721                    16.314                     15.499                      14.684                     13.055                     13.055                     11.426                     8.5743                     6.9449       
    coh2=-19.8996             17.843                     17.843                     17.436                    16.621                    16.214                     15.399                      14.584                     12.955                     12.955                     11.325                     8.4739                     6.8445       
    coh3=-19.7993             17.743                     17.743                     17.335                    16.521                    16.113                     15.298                      14.484                     12.854                     12.854                     11.225                     8.3736                     6.7442       
    coh4=-19.6989             17.642                     17.642                     17.235                     16.42                    16.013                     15.198                      14.383                     12.754                     12.754                     11.125                     8.2732                     6.6438       
    coh5=-19.5986             17.542                     17.542                     17.134                     16.32                    15.912                     15.098                      14.283                     12.654                     12.654                     11.024                     8.1728                     6.5435       
    coh6=-19.4982                  0                     17.441                     17.034                    16.219                    15.812                     14.997                      14.183                     12.553                     12.553                     10.924                     8.0725                     6.4431       
    coh7=-19.3978                  0                          0                          0                         0                         0                     14.897                      14.082                     12.453                     12.453                     10.824                     7.9721                     6.3427       
    coh8=-19.2975                  0                          0                          0                         0                         0                          0                      13.982                     12.353                     12.353                     10.723                     7.8718                     6.2424       
    coh9=-19.1971                  0                          0                          0                         0                         0                          0                      13.882                     12.252                     12.252                     10.623                     7.7714                      6.142       
    coh10=-19.0968                 0                          0                          0                         0                         0                          0                    0.097662                     12.152                     12.152                     10.522                      7.671                     6.0417       
    coh11=-18.9964                 0                          0                          0                         0                         0                          0                           0                          0                     12.052                     10.422                     7.5707                     5.9413       
    coh12=-18.896                  0                          0                          0                         0                         0                          0                           0                          0                          0                     10.322                     7.4703                     5.8409       
    coh13=-18.7957                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                       7.37                     5.7406       
    coh14=-18.6953                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                     7.2696                     5.6402       
    coh15=-18.595                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                     5.5399       
    coh16=-18.4946                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                     5.4395       
    coh17=-18.3942                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                     5.3391       
    coh18=-18.2939                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh19=-18.1935                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh20=-18.0932                 0                          0                          0                         0                         0                          0                     0.59506                    0.59506                    0.59506                    0.59506                    0.59506                    0.59506       
    coh21=-17.9928                 0                          0                          0                         0                         0                          0                      0.4948                     0.4948                     0.4948                     0.4948                     0.4948                     0.4948       
    coh22=-17.8924                 0                          0                          0                         0                         0                          0                     0.39454                    0.39454                    0.39454                    0.39454                    0.39454                    0.39454       
    coh23=-17.7921                 0                          0                          0                         0                         0                          0                     0.29428                    0.29428                    0.29428                    0.29428                    0.29428                    0.29428       
    coh24=-17.6917                 0                          0                          0                         0                         0                          0                     0.19402                    0.19402                    0.19402                    0.19402                    0.19402                    0.19402       
    coh25=-17.5914                 0                          0                          0                         0                         0                          0                    0.093764                   0.093764                   0.093764                   0.093764                   0.093764                   0.093764       
    coh26=-17.491                  0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh27=-17.3906                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh28=-17.2903                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh29=-17.1899                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh30=-17.0896                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh31=-16.9892                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh32=-16.8888                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh33=-16.7885                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh34=-16.6881                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh35=-16.5878                 0                          0                          0                         0                         0                          0                     0.58957                    0.58957                     0.5895                     0.5895                    0.58964                    0.59005       
    coh36=-16.4874                 0                          0                          0                         0                         0                          0                     0.48926                    0.48919                    0.48919                    0.48919                    0.48955                    0.48976       
    coh37=-16.387                  0                          0                          0                         0                         0                          0                     0.38895                    0.38888                    0.38888                    0.38895                     0.3894                    0.38954       
    coh38=-16.2867                 0                          0                          0                         0                         0                          0                     0.28865                    0.28857                    0.28857                    0.28872                     0.2891                    0.28925       
    coh39=-16.1863                 0                          0                          0                         0                         0                          0                     0.18834                    0.18826                    0.18826                    0.18865                    0.18888                    0.18904       
    coh40=-16.086                  0                          0                          0                         0                         0                          0                    0.088034                   0.087954                   0.088034                   0.088512                   0.088671                   0.088751       
    coh41=-15.9856                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh42=-15.8852                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh43=-15.7849                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh44=-15.6845                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh45=-15.5842                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh46=-15.4838                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh47=-15.3834                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh48=-15.2831                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh49=-15.1827                 0                          0                          0                         0                         0                          0                           0                          0                          0                          0                          0                          0       
    coh50=-15.0824                 0                          0                          0                         0                         0                          0                     0.58577                    0.58577                    0.58587                    0.58597                    0.58607                    0.58617       
    coh723=52.3596            46.416                     45.034                     45.034                    45.034                    43.651                     43.651                       36.86                     35.508                     32.803                     31.451                     27.395                      24.69       
    coh724=52.46              46.508                     45.124                     45.124                    45.124                     43.74                      43.74                      36.939                     35.585                     32.877                     31.523                      27.46                     24.752       
    coh725=52.5603              46.6                     45.214                     45.214                    45.214                    43.828                     43.828                      37.018                     35.662                      32.95                     31.594                     27.526                     24.814       
    coh726=52.6607            46.692                     45.304                     45.304                    45.304                    43.916                     43.916                      37.097                     35.739                     33.023                     31.665                     27.592                     24.876       
    coh727=52.7611            46.784                     45.394                     45.394                    45.394                    44.004                     44.004                      37.176                     35.816                     33.096                     31.737                     27.657                     24.938       
    coh728=52.8614            46.876                     45.485                     45.485                    45.485                    44.093                     44.093                      37.254                     35.893                      33.17                     31.808                     28.562                         25       
    coh729=52.9618            46.969                     45.575                     45.575                    45.575                    44.181                     44.181                      37.333                      35.97                     33.243                     31.879                     29.152                     25.062       
    coh730=53.0621            47.061                     45.665                     45.665                    45.665                    44.269                     44.269                      37.412                     36.047                     33.316                     31.951                      29.22                     25.124       
    coh731=53.1625            47.153                     45.755                     45.755                    45.755                    44.358                     44.358                      37.491                     36.124                     33.896                     32.022                     29.288                     25.186       
    coh732=53.2629            47.245                     45.845                     45.845                    45.845                    44.446                     44.446                       37.57                     36.201                     34.832                     32.093                     29.355                     25.248       
    coh733=53.3632            47.337                     45.936                     45.936                    45.936                    44.534                     44.534                      37.649                     36.278                     34.907                     32.165                     29.423                      25.31       
    coh734=53.4636            47.429                     46.026                     46.026                    46.026                    44.622                     44.622                      37.728                     36.355                     34.982                     32.236                      29.49                     25.372       
    coh735=53.5639            47.521                     46.116                     46.116                    46.116                    44.711                     44.711                      37.807                     36.432                     35.057                     32.308                     29.558                     25.434       
    coh736=53.6643            47.613                     46.206                     46.206                    46.206                    44.799                     44.799                      37.885                     36.509                     35.132                     32.379                     29.626                     25.496       
    coh737=53.7647            47.705                     46.296                     46.296                    46.296                    44.887                     44.887                      37.964                     36.586                     35.207                      32.45                     29.693                     25.558       
    coh738=53.865             47.798                     46.387                     46.387                    46.387                    44.976                     44.976                      38.043                     36.663                     35.282                     32.522                     29.761                      25.62       
    coh739=53.9654             47.89                     46.477                     46.477                    46.477                    45.064                     45.064                      38.122                      36.74                     35.357                     32.593                     29.829                     25.682       
    coh740=54.0657            47.982                     46.567                     46.567                    46.567                    45.152                     45.152                      38.201                     36.817                     35.433                     32.664                     29.896                     25.744       
    coh741=54.1661            48.074                     46.657                     46.657                    46.657                     45.24                      45.24                       38.28                     36.894                     35.508                     32.736                     29.964                     25.806       
    coh742=54.2665            48.166                     46.747                     46.747                    46.747                    45.329                     45.329                      38.359                     36.971                     35.583                     32.807                     30.031                     26.521       
    coh743=54.3668            48.258                     46.838                     46.838                    46.838                    45.417                     45.417                      38.437                     37.048                     35.658                     32.878                     30.099                     27.319       
    coh744=54.4672             48.35                     46.928                     46.928                    46.928                    45.505                     45.505                      38.516                     37.125                     35.733                      32.95                     30.167                     27.383       
    coh745=54.5675            48.442                     47.018                     47.018                    47.018                    45.594                     45.594                      38.595                     37.202                     35.808                     33.021                     30.234                     27.447       
    coh746=54.6679            48.535                     47.109                     47.109                    47.109                    45.684                     45.684                      38.674                     37.279                     35.883                     33.093                     30.302                     27.511       
    coh747=54.7683            48.629                     47.204                     47.204                    47.204                    44.342                     44.342                      38.839                     37.356                     35.958                     33.164                     30.369                     27.575       
    coh748=54.8686            47.226                     45.827                     45.827                    45.827                    44.428                     44.428                      40.203                     37.433                     36.033                     33.235                     30.437                     27.639       
    coh749=54.969             47.317                     45.916                     45.916                    45.916                    44.515                     44.515                      40.312                      37.51                     36.109                     33.307                     30.505                     27.703       
    coh750=55.0693            47.407                     46.004                     46.004                    46.004                    44.601                     44.601                      40.392                     37.587                     36.184                     33.378                     30.572                     27.766       
    coh751=55.1697            47.497                     46.092                     46.092                    46.092                    44.687                     44.687                      40.473                     37.664                     36.259                     33.449                      30.64                      27.83       
    coh752=55.2701            47.587                      46.18                      46.18                     46.18                    44.774                     44.774                      40.554                     37.741                     36.334                     33.521                     30.707                     27.894       
    coh753=55.3704            47.677                     46.269                     46.269                    46.269                     44.86                      44.86                      40.635                     37.818                     36.409                     33.592                     30.775                     28.763       
    coh754=55.4708            47.767                     46.357                     46.357                    46.357                    44.946                     44.946                      40.715                     37.895                     36.484                     33.663                     31.533                     29.432       
    coh755=55.5711            47.857                     46.445                     46.445                    46.445                    45.033                     45.033                      40.796                     37.972                     36.559                     33.735                     32.323                     29.498       
    coh756=55.6715            47.947                     46.533                     46.533                    46.533                    45.119                     45.119                      40.877                     38.048                     36.634                     33.806                     32.392                     29.103       
    coh757=55.7719            48.037                     46.621                     46.621                    46.621                    45.205                     45.205                      40.957                     38.125                     36.709                     33.877                     32.116                     28.213       
    coh758=55.8722            48.128                      46.71                      46.71                     46.71                    45.292                     45.292                      41.038                     38.202                     36.785                     33.949                     31.113                     28.277       
    coh759=55.9726            48.218                     46.798                     46.798                    46.798                    45.378                     45.378                      41.119                     38.279                      36.86                      34.02                     31.181                     28.341       
    coh760=56.0729            48.308                     46.886                     46.886                    46.886                    45.465                     45.465                        41.2                     38.356                     36.935                     34.092                     31.248                     28.405       
    coh761=56.1733            48.398                     46.974                     46.974                    46.974                    45.551                     45.551                       41.28                     38.433                      37.01                     34.163                     31.316                     28.469       
    coh762=56.2737            48.488                     47.063                     47.063                    47.063                    45.637                     45.637                      41.361                      38.51                     37.085                     34.234                     31.384                     28.533       
    coh763=56.374              48.58                     47.154                     47.154                    47.154                    45.728                     45.728                      41.451                       38.6                     37.174                     34.323                     31.471                      28.62       
    coh764=56.4744            48.672                     47.246                     47.246                    47.246                     45.82                      45.82                      41.543                     38.692                     37.266                     34.415                     31.563                     28.712       
    coh765=56.5747            48.764                     47.338                     47.338                    47.338                    45.913                     45.913                      41.635                     38.784                     37.358                     34.507                     31.655                     28.804       
    coh766=56.6751            48.856                      47.43                      47.43                     47.43                    46.005                     46.005                      41.727                     38.876                      37.45                     34.599                     31.747                     27.705       
    coh767=56.7755            48.948                     47.522                     47.522                    47.522                    46.097                     46.097                       41.82                     38.968                     37.542                     33.379                     30.573                     27.768       
    coh768=56.8758             49.04                     47.614                     47.614                    47.614                    46.189                     46.189                      40.473                     37.663                     36.259                     33.449                      30.64                      27.83       
    coh769=56.9762            49.132                     47.707                     47.707                    46.178                    44.771                     44.771                      40.552                     37.739                     36.332                     33.519                     30.706                     27.893       
    coh770=57.0765            47.673                     46.264                     46.264                    46.264                    44.856                     44.856                      40.631                     37.814                     36.405                     33.589                     30.772                     28.697       
    coh771=57.1769            47.761                     46.351                     46.351                    46.351                     44.94                      44.94                       40.71                     37.889                     36.479                     33.658                     31.437                     29.428       
    coh772=57.2773            47.849                     46.437                     46.437                    46.437                    45.025                     45.025                      40.789                     37.964                     36.552                     33.728                     32.316                     29.492

Display Various Containers

if (bl_display_defparam)

Display 1 support_map

    fft_container_map_display(support_map, it_display_summmat_rowmax, it_display_summmat_colmax);

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Begin: Show all key and value pairs from container
CONTAINER NAME: SUPPORT_MAP
----------------------------------------
  Map with properties:

        Count: 47
      KeyType: char
    ValueType: any

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pos = 1 ; key = bl_display ; val = false
pos = 2 ; key = bl_display_defparam ; val = true
pos = 3 ; key = bl_display_dist ; val = false
pos = 4 ; key = bl_display_evf ; val = false
pos = 5 ; key = bl_display_final ; val = true
pos = 6 ; key = bl_display_final_dist ; val = false
pos = 7 ; key = bl_display_final_dist_detail ; val = false
pos = 8 ; key = bl_display_funcgrids ; val = false
pos = 9 ; key = bl_display_infbridge ; val = false
pos = 10 ; key = bl_display_minccost ; val = false
pos = 11 ; key = bl_graph ; val = true
pos = 12 ; key = bl_graph_coh_t_coh ; val = true
pos = 13 ; key = bl_graph_evf ; val = false
pos = 14 ; key = bl_graph_forinf_discrete ; val = true
pos = 15 ; key = bl_graph_forinf_pol_lvl ; val = true
pos = 16 ; key = bl_graph_forinf_pol_pct ; val = true
pos = 17 ; key = bl_graph_funcgrids ; val = false
pos = 18 ; key = bl_graph_funcgrids_detail ; val = false
pos = 19 ; key = bl_graph_onebyones ; val = true
pos = 20 ; key = bl_graph_pol_lvl ; val = true
pos = 21 ; key = bl_graph_pol_pct ; val = true
pos = 22 ; key = bl_graph_val ; val = true
pos = 23 ; key = bl_img_save ; val = false
pos = 24 ; key = bl_mat ; val = false
pos = 25 ; key = bl_post ; val = true
pos = 26 ; key = bl_profile ; val = false
pos = 27 ; key = bl_profile_dist ; val = false
pos = 28 ; key = bl_time ; val = false
pos = 29 ; key = it_display_every ; val = 5
pos = 30 ; key = it_display_final_colmax ; val = 12
pos = 31 ; key = it_display_final_rowmax ; val = 100
pos = 32 ; key = it_display_summmat_colmax ; val = 5
pos = 33 ; key = it_display_summmat_rowmax ; val = 5
pos = 34 ; key = st_img_name_main ; val = ff_ipwkbzr_fibs_vf_vecsv_default
pos = 35 ; key = st_img_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_ipwkbzr_solve/img/
pos = 36 ; key = st_img_prefix ; val = 
pos = 37 ; key = st_img_suffix ; val = _p4.png
pos = 38 ; key = st_mat_name_main ; val = ff_ipwkbzr_fibs_vf_vecsv_default
pos = 39 ; key = st_mat_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_ipwkbzr_solve/mat/
pos = 40 ; key = st_mat_prefix ; val = 
pos = 41 ; key = st_mat_suffix ; val = _p4
pos = 42 ; key = st_matimg_path_root ; val = C:/Users/fan/CodeDynaAsset//m_fibs/
pos = 43 ; key = st_profile_name_main ; val = ff_ipwkbzr_fibs_vf_vecsv_default
pos = 44 ; key = st_profile_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_ipwkbzr_solve/profile/
pos = 45 ; key = st_profile_prefix ; val = 
pos = 46 ; key = st_profile_suffix ; val = _p4
pos = 47 ; key = st_title_prefix ; val = 
----------------------------------------
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Scalars in Container and Sizes and Basic Statistics
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                                    i     idx    value
                                    __    ___    _____

    bl_display                       1     1        0 
    bl_display_defparam              2     2        1 
    bl_display_dist                  3     3        0 
    bl_display_evf                   4     4        0 
    bl_display_final                 5     5        1 
    bl_display_final_dist            6     6        0 
    bl_display_final_dist_detail     7     7        0 
    bl_display_funcgrids             8     8        0 
    bl_display_infbridge             9     9        0 
    bl_display_minccost             10    10        0 
    bl_graph                        11    11        1 
    bl_graph_coh_t_coh              12    12        1 
    bl_graph_evf                    13    13        0 
    bl_graph_forinf_discrete        14    14        1 
    bl_graph_forinf_pol_lvl         15    15        1 
    bl_graph_forinf_pol_pct         16    16        1 
    bl_graph_funcgrids              17    17        0 
    bl_graph_funcgrids_detail       18    18        0 
    bl_graph_onebyones              19    19        1 
    bl_graph_pol_lvl                20    20        1 
    bl_graph_pol_pct                21    21        1 
    bl_graph_val                    22    22        1 
    bl_img_save                     23    23        0 
    bl_mat                          24    24        0 
    bl_post                         25    25        1 
    bl_profile                      26    26        0 
    bl_profile_dist                 27    27        0 
    bl_time                         28    28        0 
    it_display_every                29    29        5 
    it_display_final_colmax         30    30       12 
    it_display_final_rowmax         31    31      100 
    it_display_summmat_colmax       32    32        5 
    it_display_summmat_rowmax       33    33        5 

----------------------------------------
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Strings in Container and Sizes and Basic Statistics
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                            i     idx
                            __    ___

    st_img_name_main         1    34 
    st_img_path              2    35 
    st_img_prefix            3    36 
    st_img_suffix            4    37 
    st_mat_name_main         5    38 
    st_mat_path              6    39 
    st_mat_prefix            7    40 
    st_mat_suffix            8    41 
    st_matimg_path_root      9    42 
    st_profile_name_main    10    43 
    st_profile_path         11    44 
    st_profile_prefix       12    45 
    st_profile_suffix       13    46 
    st_title_prefix         14    47

Display 2 armt_map

    fft_container_map_display(armt_map, it_display_summmat_rowmax, it_display_summmat_colmax);

----------------------------------------
----------------------------------------
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Begin: Show all key and value pairs from container
CONTAINER NAME: ARMT_MAP
----------------------------------------
  Map with properties:

        Count: 45
      KeyType: char
    ValueType: any

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----------------------------------------
----------------------------------------
pos = 1 ; key = ar_a ;rown= 1 ,coln= 772
ar_a :mu= 18.6145 ,sd= 22.347 ,min= -20 ,max= 57.2773
               zi_1_C1    zi_2_C2    zi_386_c386    zi_771_c771    zi_772_c772
               _______    _______    ___________    ___________    ___________

    zi_1_r1      -20       -19.9       18.538         57.177         57.277   

pos = 2 ; key = ar_a_meshk ;rown= 772 ,coln= 1
ar_a_meshk :mu= 18.6145 ,sd= 22.347 ,min= -20 ,max= 57.2773
                   zi_1_c1
                   _______

    zi_1_R1           -20 
    zi_2_R2         -19.9 
    zi_386_r386    18.538 
    zi_771_r771    57.177 
    zi_772_r772    57.277 

pos = 3 ; key = ar_a_meshk_ori ;rown= 125000 ,coln= 1
ar_a_meshk_ori :mu= -11.5107 ,sd= 10.6749 ,min= -20 ,max= 49.93
                         zi_1_c1
                         _______

    zi_1_R1                  -20
    zi_2_R2                  -20
    zi_62500_R62500      -19.995
    zi_124999_r124999    -18.504
    zi_125000_r125000     -19.93

pos = 4 ; key = ar_ak_perc ;rown= 1 ,coln= 50
ar_ak_perc :mu= 0.5 ,sd= 0.2969 ,min= 0.001 ,max= 0.999
               zi_1_C1    zi_2_C2     zi_25_c25    zi_49_c49    zi_50_c50
               _______    ________    _________    _________    _________

    zi_1_r1     0.001     0.021367     0.48982      0.97863       0.999  

pos = 5 ; key = ar_ameshk_tnext_with_r ;rown= 125000 ,coln= 5
ar_ameshk_tnext_with_r :mu= -12.1815 ,sd= 11.1121 ,min= -21.9 ,max= 51.1782
                         zi_1_c1    zi_2_c2    zi_3_c3    zi_4_c4    zi_5_c5
                         _______    _______    _______    _______    _______

    zi_1_R1                -20.5     -20.85      -21.2     -21.55      -21.9
    zi_2_R2                -20.5     -20.85      -21.2     -21.55      -21.9
    zi_62500_R62500      -20.495    -20.845    -21.195    -21.363     -21.46
    zi_124999_r124999    -18.967    -19.291    -19.615     -19.72    -19.727
    zi_125000_r125000    -20.428    -20.777    -21.126    -21.237    -21.253

pos = 6 ; key = ar_aplusk_mesh ;rown= 125000 ,coln= 1
ar_aplusk_mesh :mu= -3.0215 ,sd= 16.2704 ,min= -20 ,max= 50
                         zi_1_c1
                         _______

    zi_1_R1                  -20
    zi_2_R2                  -20
    zi_62500_R62500      -15.086
    zi_124999_r124999         50
    zi_125000_r125000         50

pos = 7 ; key = ar_coh_bridge_perc ;rown= 1 ,coln= 10
ar_coh_bridge_perc :mu= 0.5 ,sd= 0.33641 ,min= 0 ,max= 1
               zi_1_C1    zi_2_C2    zi_5_C5    zi_9_C9    zi_10_c10
               _______    _______    _______    _______    _________

    zi_1_r1       0       0.11111    0.44444    0.88889        1    

pos = 8 ; key = ar_forbrblk ;rown= 1 ,coln= 14
ar_forbrblk :mu= -9.2857 ,sd= 6.2163 ,min= -19 ,max= 0
               zi_1_C1    zi_2_C2    zi_7_C7    zi_13_c13    zi_14_c14
               _______    _______    _______    _________    _________

    zi_1_r1      -19       -17.5       -10         -1            0    

pos = 9 ; key = ar_forbrblk_r ;rown= 1 ,coln= 14
ar_forbrblk_r :mu= 0.065 ,sd= 2.8803e-17 ,min= 0.065 ,max= 0.065
               zi_1_C1    zi_2_C2    zi_7_C7    zi_13_c13    zi_14_c14
               _______    _______    _______    _________    _________

    zi_1_r1     0.065      0.065      0.065       0.065        0.065  

pos = 10 ; key = ar_interp_c_grid ;rown= 1 ,coln= 772572
ar_interp_c_grid :mu= 38.6486 ,sd= 22.3023 ,min= 0.02 ,max= 77.2773
               zi_1_C1    zi_2_C2    zi_386286_c386286    zi_772571_c772571    zi_772572_c772572
               _______    _______    _________________    _________________    _________________

    zi_1_r1     0.02      0.0201          38.649               77.277               77.277      

pos = 11 ; key = ar_interp_coh_grid ;rown= 1 ,coln= 772
ar_interp_coh_grid :mu= 18.6145 ,sd= 22.347 ,min= -20 ,max= 57.2773
               zi_1_C1    zi_2_C2    zi_386_c386    zi_771_c771    zi_772_c772
               _______    _______    ___________    ___________    ___________

    zi_1_r1      -20       -19.9       18.538         57.177         57.277   

pos = 12 ; key = ar_k_mesha ;rown= 772 ,coln= 1
ar_k_mesha :mu= 0 ,sd= 0 ,min= 0 ,max= 0
                   zi_1_c1
                   _______

    zi_1_R1           0   
    zi_2_R2           0   
    zi_386_r386       0   
    zi_771_r771       0   
    zi_772_r772       0   

pos = 13 ; key = ar_k_mesha_ori ;rown= 125000 ,coln= 1
ar_k_mesha_ori :mu= 8.4893 ,sd= 10.6749 ,min= 0 ,max= 69.93
                         zi_1_c1
                         _______

    zi_1_R1                   0 
    zi_2_R2                   0 
    zi_62500_R62500      4.9091 
    zi_124999_r124999    68.504 
    zi_125000_r125000     69.93 

pos = 14 ; key = ar_w_level ;rown= 1 ,coln= 700
ar_w_level :mu= 14.9786 ,sd= 20.2441 ,min= -20 ,max= 50
               zi_1_C1    zi_2_C2    zi_350_c350    zi_699_c699    zi_700_c700
               _______    _______    ___________    ___________    ___________

    zi_1_r1      -20       -19.9        14.9           49.9            50     

pos = 15 ; key = ar_w_level_full ;rown= 1 ,coln= 2500
ar_w_level_full :mu= -3.0215 ,sd= 16.2736 ,min= -20 ,max= 50
               zi_1_C1    zi_2_C2    zi_1250_c1250    zi_2499_c2499    zi_2500_c2500
               _______    _______    _____________    _____________    _____________

    zi_1_r1      -20       -19.9        -15.086           49.9              50      

pos = 16 ; key = ar_w_perc ;rown= 1 ,coln= 50
ar_w_perc :mu= 0.5 ,sd= 0.2969 ,min= 0.001 ,max= 0.999
               zi_1_C1    zi_2_C2     zi_25_c25    zi_49_c49    zi_50_c50
               _______    ________    _________    _________    _________

    zi_1_r1     0.001     0.021367     0.48982      0.97863       0.999  

pos = 17 ; key = ar_z_r_infbr ;rown= 1 ,coln= 5
ar_z_r_infbr :mu= 0.06 ,sd= 0.02767 ,min= 0.025 ,max= 0.095
               zi_1_c1    zi_2_c2    zi_3_c3    zi_4_c4    zi_5_c5
               _______    _______    _______    _______    _______

    zi_1_r1     0.025     0.0425      0.06      0.0775      0.095 

pos = 18 ; key = ar_z_r_infbr_mesh_wage_r1w2 ;rown= 1 ,coln= 75
ar_z_r_infbr_mesh_wage_r1w2 :mu= 0.06 ,sd= 0.024915 ,min= 0.025 ,max= 0.095
               zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
               _______    _______    _________    _________    _________

    zi_1_r1     0.025     0.0425       0.06        0.0775        0.095  

pos = 19 ; key = ar_z_r_infbr_mesh_wage_w1r2 ;rown= 1 ,coln= 75
ar_z_r_infbr_mesh_wage_w1r2 :mu= 0.06 ,sd= 0.024915 ,min= 0.025 ,max= 0.095
               zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
               _______    _______    _________    _________    _________

    zi_1_r1     0.025      0.025       0.06         0.095        0.095  

pos = 20 ; key = ar_z_r_infbr_prob ;rown= 1 ,coln= 5
ar_z_r_infbr_prob :mu= 0.2 ,sd= 0.34803 ,min= 0.00012164 ,max= 0.81093
                zi_1_c1       zi_2_c2     zi_3_c3     zi_4_c4    zi_5_c5
               __________    _________    ________    _______    _______

    zi_1_r1    0.00012164    0.0024328    0.024328    0.16219    0.81093

pos = 21 ; key = ar_z_wage ;rown= 1 ,coln= 15
ar_z_wage :mu= 1.1347 ,sd= 0.69878 ,min= 0.34741 ,max= 2.567
               zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
               _______    _______    _______    _________    _________

    zi_1_r1    0.34741    0.40076    0.94436     2.2253        2.567  

pos = 22 ; key = ar_z_wage_mesh_r_infbr_r1w2 ;rown= 1 ,coln= 75
ar_z_wage_mesh_r_infbr_r1w2 :mu= 1.1347 ,sd= 0.67963 ,min= 0.34741 ,max= 2.567
               zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
               _______    _______    _________    _________    _________

    zi_1_r1    0.34741    0.34741     0.94436       2.567        2.567  

pos = 23 ; key = ar_z_wage_mesh_r_infbr_w1r2 ;rown= 1 ,coln= 75
ar_z_wage_mesh_r_infbr_w1r2 :mu= 1.1347 ,sd= 0.67963 ,min= 0.34741 ,max= 2.567
               zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
               _______    _______    _________    _________    _________

    zi_1_r1    0.34741    0.40076     0.94436      2.2253        2.567  

pos = 24 ; key = ar_z_wage_prob ;rown= 1 ,coln= 15
ar_z_wage_prob :mu= 0.066667 ,sd= 0.060897 ,min= 0.0027089 ,max= 0.16757
                zi_1_C1      zi_2_C2     zi_8_C8    zi_14_c14    zi_15_c15
               _________    _________    _______    _________    _________

    zi_1_r1    0.0027089    0.0069499    0.16757    0.0069499    0.0027089

pos = 25 ; key = cl_mt_coh_wkb_mesh_z_r_infbr ;rown= 125000 ,coln= 75
cl_mt_coh_wkb_mesh_z_r_infbr :mu= -1.4687 ,sd= 16.5862 ,min= -20.0564 ,max= 57.2773
                         zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                         _______    _______    _________    _________    _________

    zi_1_R1              -20.056    -20.056     -20.056      -20.056      -20.056 
    zi_2_R2              -20.056    -20.056     -20.056      -20.056      -20.056 
    zi_62500_R62500      -14.919    -14.824      -13.86      -11.589      -10.983 
    zi_124999_r124999     46.092     46.336      48.826       54.692       56.257 
    zi_125000_r125000     45.954       46.2      48.708       54.619       56.195 

pos = 26 ; key = it_ameshk_n ; val = 772
pos = 27 ; key = mt_bl_w_perc_mesh_interp_coh_grid_wneg ;rown= 50 ,coln= 772
mt_bl_w_perc_mesh_interp_coh_grid_wneg :mu= 0.60951 ,sd= 0.48787 ,min= 0 ,max= 1
                 zi_1_C1    zi_2_C2    zi_386_c386    zi_771_c771    zi_772_c772
                 _______    _______    ___________    ___________    ___________

    zi_1_R1       true       true         true           true           true    
    zi_2_R2       true       true         true           true           true    
    zi_25_r25     true       true         true           false          false   
    zi_49_r49     true       true         false          false          false   
    zi_50_r50     true       true         false          false          false   

pos = 28 ; key = mt_coh_bridge_perc_mesh_w_level_neg ;rown= 200 ,coln= 10
mt_coh_bridge_perc_mesh_w_level_neg :mu= 0.5 ,sd= 0.31922 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_5_C5    zi_9_C9    zi_10_c10
                   _______    _______    _______    _______    _________

    zi_1_R1           0       0.11111    0.44444    0.88889        1    
    zi_2_R2           0       0.11111    0.44444    0.88889        1    
    zi_100_r100       0       0.11111    0.44444    0.88889        1    
    zi_199_r199       0       0.11111    0.44444    0.88889        1    
    zi_200_r200       0       0.11111    0.44444    0.88889        1    

pos = 29 ; key = mt_coh_w_perc_ratio_wneg ;rown= 23527 ,coln= 1
mt_coh_w_perc_ratio_wneg :mu= 0.72495 ,sd= 0.37217 ,min= 0 ,max= 1
                       zi_1_c1
                       _______

    zi_1_R1               0   
    zi_2_R2               0   
    zi_11764_r11764       1   
    zi_23526_r23526       1   
    zi_23527_r23527       1   

pos = 30 ; key = mt_coh_wkb ;rown= 772 ,coln= 75
mt_coh_wkb :mu= 18.6145 ,sd= 22.3328 ,min= -20 ,max= 57.2773
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           -20        -20         -20          -20          -20  
    zi_2_R2         -19.9      -19.9       -19.9        -19.9        -19.9  
    zi_386_r386    18.538     18.538      18.538       18.538       18.538  
    zi_771_r771    57.177     57.177      57.177       57.177       57.177  
    zi_772_r772    57.277     57.277      57.277       57.277       57.277  

pos = 31 ; key = mt_coh_wkb_ori ;rown= 625000 ,coln= 15
mt_coh_wkb_ori :mu= -1.8516 ,sd= 16.7324 ,min= -21.4564 ,max= 57.2773
                         zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                         _______    _______    _______    _________    _________

    zi_1_R1              -20.056    -20.056    -20.056     -20.056      -20.056 
    zi_2_R2              -20.056    -20.056    -20.056     -20.056      -20.056 
    zi_312500_r312500    -15.619    -15.524     -14.56     -12.289      -11.683 
    zi_624999_r624999     45.332     45.576     48.066      53.932       55.497 
    zi_625000_r625000     45.129     45.375     47.883      53.793        55.37 

pos = 32 ; key = mt_interp_coh_grid_mesh_w_perc ;rown= 50 ,coln= 772
mt_interp_coh_grid_mesh_w_perc :mu= 18.6145 ,sd= 22.3329 ,min= -20 ,max= 57.2773
                 zi_1_C1    zi_2_C2    zi_386_c386    zi_771_c771    zi_772_c772
                 _______    _______    ___________    ___________    ___________

    zi_1_R1        -20       -19.9       18.538         57.177         57.277   
    zi_2_R2        -20       -19.9       18.538         57.177         57.277   
    zi_25_r25      -20       -19.9       18.538         57.177         57.277   
    zi_49_r49      -20       -19.9       18.538         57.177         57.277   
    zi_50_r50      -20       -19.9       18.538         57.177         57.277   

pos = 33 ; key = mt_interp_coh_grid_mesh_z ;rown= 772 ,coln= 75
mt_interp_coh_grid_mesh_z :mu= 18.6145 ,sd= 22.3328 ,min= -20 ,max= 57.2773
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           -20        -20         -20          -20          -20  
    zi_2_R2         -19.9      -19.9       -19.9        -19.9        -19.9  
    zi_386_r386    18.538     18.538      18.538       18.538       18.538  
    zi_771_r771    57.177     57.177      57.177       57.177       57.177  
    zi_772_r772    57.277     57.277      57.277       57.277       57.277  

pos = 34 ; key = mt_interp_coh_grid_mesh_z_wage ;rown= 772 ,coln= 15
mt_interp_coh_grid_mesh_z_wage :mu= 18.6145 ,sd= 22.3335 ,min= -20 ,max= 57.2773
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1           -20        -20        -20         -20          -20  
    zi_2_R2         -19.9      -19.9      -19.9       -19.9        -19.9  
    zi_386_r386    18.538     18.538     18.538      18.538       18.538  
    zi_771_r771    57.177     57.177     57.177      57.177       57.177  
    zi_772_r772    57.277     57.277     57.277      57.277       57.277  

pos = 35 ; key = mt_k ;rown= 50 ,coln= 2500
mt_k :mu= 8.4893 ,sd= 10.6749 ,min= 0 ,max= 69.93
                 zi_1_C1     zi_2_C2      zi_1250_c1250    zi_2499_c2499    zi_2500_c2500
                 _______    __________    _____________    _____________    _____________

    zi_1_R1         0       0.00010029      0.004914          0.0699             0.07    
    zi_2_R2         0        0.0021429         0.105          1.4936           1.4957    
    zi_25_r25       0         0.049122         2.407          34.238           34.287    
    zi_49_r49       0         0.098144         4.809          68.406           68.504    
    zi_50_r50       0          0.10019        4.9091           69.83            69.93    

pos = 36 ; key = mt_w_level_neg_mesh_coh_bridge_perc ;rown= 200 ,coln= 10
mt_w_level_neg_mesh_coh_bridge_perc :mu= -10.0215 ,sd= 5.7914 ,min= -20 ,max= -0.04298
                   zi_1_C1     zi_2_C2     zi_5_C5     zi_9_C9     zi_10_c10
                   ________    ________    ________    ________    _________

    zi_1_R1             -20         -20         -20         -20         -20 
    zi_2_R2           -19.9       -19.9       -19.9       -19.9       -19.9 
    zi_100_r100     -10.072     -10.072     -10.072     -10.072     -10.072 
    zi_199_r199    -0.14327    -0.14327    -0.14327    -0.14327    -0.14327 
    zi_200_r200    -0.04298    -0.04298    -0.04298    -0.04298    -0.04298 

pos = 37 ; key = mt_w_perc_mesh_interp_coh_grid ;rown= 50 ,coln= 772
mt_w_perc_mesh_interp_coh_grid :mu= -0.69276 ,sd= 17.2218 ,min= -20 ,max= 57.2
                 zi_1_C1    zi_2_C2    zi_386_c386    zi_771_c771    zi_772_c772
                 _______    _______    ___________    ___________    ___________

    zi_1_R1        -20          -20      -19.961        -19.923        -19.923  
    zi_2_R2        -20      -19.998      -19.177        -18.351        -18.349  
    zi_25_r25      -20      -19.951      -1.1233         17.803         17.852  
    zi_49_r49      -20      -19.902       17.715         55.528         55.626  
    zi_50_r50      -20        -19.9         18.5           57.1           57.2  

pos = 38 ; key = mt_w_perc_mesh_interp_coh_grid_wneg ;rown= 23527 ,coln= 1
mt_w_perc_mesh_interp_coh_grid_wneg :mu= -12.2397 ,sd= 5.8332 ,min= -20 ,max= -0.00091541
                       zi_1_c1
                       _______

    zi_1_R1                -20
    zi_2_R2                -20
    zi_11764_r11764     -4.474
    zi_23526_r23526    -2.6095
    zi_23527_r23527    -1.0355

pos = 39 ; key = mt_w_perc_mesh_interp_coh_grid_wpos ;rown= 15073 ,coln= 1
mt_w_perc_mesh_interp_coh_grid_wpos :mu= 17.3305 ,sd= 13.1706 ,min= 0.0036274 ,max= 57.2
                       zi_1_c1 
                       ________

    zi_1_R1            0.051944
    zi_2_R2              0.1522
    zi_7537_R7537        13.967
    zi_15072_r15072      55.626
    zi_15073_r15073        57.2

pos = 40 ; key = mt_z_mesh_coh_wkb ;rown= 625000 ,coln= 75
mt_z_mesh_coh_wkb :mu= 38 ,sd= 21.6487 ,min= 1 ,max= 75
                         zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                         _______    _______    _________    _________    _________

    zi_1_R1                 1          2          38           74           75    
    zi_2_R2                 1          2          38           74           75    
    zi_312500_r312500       1          2          38           74           75    
    zi_624999_r624999       1          2          38           74           75    
    zi_625000_r625000       1          2          38           74           75    

pos = 41 ; key = mt_z_mesh_coh_wkb_seg ;rown= 125000 ,coln= 75
mt_z_mesh_coh_wkb_seg :mu= 38 ,sd= 21.6487 ,min= 1 ,max= 75
                         zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                         _______    _______    _________    _________    _________

    zi_1_R1                 1          2          38           74           75    
    zi_2_R2                 1          2          38           74           75    
    zi_62500_R62500         1          2          38           74           75    
    zi_124999_r124999       1          2          38           74           75    
    zi_125000_r125000       1          2          38           74           75    

pos = 42 ; key = mt_z_mesh_interp_coh_grid ;rown= 772 ,coln= 75
mt_z_mesh_interp_coh_grid :mu= 38 ,sd= 21.6489 ,min= 1 ,max= 75
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           1          2          38           74           75    
    zi_2_R2           1          2          38           74           75    
    zi_386_r386       1          2          38           74           75    
    zi_771_r771       1          2          38           74           75    
    zi_772_r772       1          2          38           74           75    

pos = 43 ; key = mt_z_trans ;rown= 75 ,coln= 75
mt_z_trans :mu= 0.013333 ,sd= 0.040863 ,min= 0 ,max= 0.22626
                  zi_1_C1       zi_2_C2      zi_38_c38     zi_74_c74     zi_75_c75 
                 __________    __________    __________    __________    __________

    zi_1_R1      3.1646e-05    3.2638e-05    3.1195e-06    9.0031e-16             0
    zi_2_R2      1.3662e-05    2.3868e-05    2.4049e-05    7.5897e-14    2.7009e-16
    zi_38_r38    2.0899e-10    4.9882e-09     0.0067879    3.3255e-05    1.3933e-06
    zi_74_r74    4.2258e-20    1.1385e-17    2.4049e-05       0.15912      0.091083
    zi_75_r75    3.3344e-22    1.3449e-19    3.1195e-06       0.21758       0.21097

pos = 44 ; key = mt_z_wage_mesh_coh_wkb ;rown= 625000 ,coln= 15
mt_z_wage_mesh_coh_wkb :mu= 1.1347 ,sd= 0.67508 ,min= 0.34741 ,max= 2.567
                         zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                         _______    _______    _______    _________    _________

    zi_1_R1              0.34741    0.40076    0.94436     2.2253        2.567  
    zi_2_R2              0.34741    0.40076    0.94436     2.2253        2.567  
    zi_312500_r312500    0.34741    0.40076    0.94436     2.2253        2.567  
    zi_624999_r624999    0.34741    0.40076    0.94436     2.2253        2.567  
    zi_625000_r625000    0.34741    0.40076    0.94436     2.2253        2.567  

pos = 45 ; key = mt_z_wage_mesh_interp_coh_grid ;rown= 772 ,coln= 15
mt_z_wage_mesh_interp_coh_grid :mu= 1.1347 ,sd= 0.67511 ,min= 0.34741 ,max= 2.567
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1        0.34741    0.40076    0.94436     2.2253        2.567  
    zi_2_R2        0.34741    0.40076    0.94436     2.2253        2.567  
    zi_386_r386    0.34741    0.40076    0.94436     2.2253        2.567  
    zi_771_r771    0.34741    0.40076    0.94436     2.2253        2.567  
    zi_772_r772    0.34741    0.40076    0.94436     2.2253        2.567  

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Matrix in Container and Sizes and Basic Statistics
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                                              i     idx      rowN         colN         mean         std           min            max    
                                              __    ___    ________    __________    ________    __________    __________    ___________

    ar_a                                       1     1            1           772      18.614        22.347           -20         57.277
    ar_a_meshk                                 2     2          772             1      18.614        22.347           -20         57.277
    ar_a_meshk_ori                             3     3     1.25e+05             1     -11.511        10.675           -20          49.93
    ar_ak_perc                                 4     4            1            50         0.5        0.2969         0.001          0.999
    ar_ameshk_tnext_with_r                     5     5     1.25e+05             5     -12.181        11.112         -21.9         51.178
    ar_aplusk_mesh                             6     6     1.25e+05             1     -3.0215         16.27           -20             50
    ar_coh_bridge_perc                         7     7            1            10         0.5       0.33641             0              1
    ar_forbrblk                                8     8            1            14     -9.2857        6.2163           -19              0
    ar_forbrblk_r                              9     9            1            14       0.065    2.8803e-17         0.065          0.065
    ar_interp_c_grid                          10    10            1    7.7257e+05      38.649        22.302          0.02         77.277
    ar_interp_coh_grid                        11    11            1           772      18.614        22.347           -20         57.277
    ar_k_mesha                                12    12          772             1           0             0             0              0
    ar_k_mesha_ori                            13    13     1.25e+05             1      8.4893        10.675             0          69.93
    ar_w_level                                14    14            1           700      14.979        20.244           -20             50
    ar_w_level_full                           15    15            1          2500     -3.0215        16.274           -20             50
    ar_w_perc                                 16    16            1            50         0.5        0.2969         0.001          0.999
    ar_z_r_infbr                              17    17            1             5        0.06       0.02767         0.025          0.095
    ar_z_r_infbr_mesh_wage_r1w2               18    18            1            75        0.06      0.024915         0.025          0.095
    ar_z_r_infbr_mesh_wage_w1r2               19    19            1            75        0.06      0.024915         0.025          0.095
    ar_z_r_infbr_prob                         20    20            1             5         0.2       0.34803    0.00012164        0.81093
    ar_z_wage                                 21    21            1            15      1.1347       0.69878       0.34741          2.567
    ar_z_wage_mesh_r_infbr_r1w2               22    22            1            75      1.1347       0.67963       0.34741          2.567
    ar_z_wage_mesh_r_infbr_w1r2               23    23            1            75      1.1347       0.67963       0.34741          2.567
    ar_z_wage_prob                            24    24            1            15    0.066667      0.060897     0.0027089        0.16757
    cl_mt_coh_wkb_mesh_z_r_infbr              25    25     1.25e+05            75     -1.4687        16.586       -20.056         57.277
    mt_bl_w_perc_mesh_interp_coh_grid_wneg    26    27           50           772     0.60951       0.48787             0              1
    mt_coh_bridge_perc_mesh_w_level_neg       27    28          200            10         0.5       0.31922             0              1
    mt_coh_w_perc_ratio_wneg                  28    29        23527             1     0.72495       0.37217             0              1
    mt_coh_wkb                                29    30          772            75      18.614        22.333           -20         57.277
    mt_coh_wkb_ori                            30    31     6.25e+05            15     -1.8516        16.732       -21.456         57.277
    mt_interp_coh_grid_mesh_w_perc            31    32           50           772      18.614        22.333           -20         57.277
    mt_interp_coh_grid_mesh_z                 32    33          772            75      18.614        22.333           -20         57.277
    mt_interp_coh_grid_mesh_z_wage            33    34          772            15      18.614        22.334           -20         57.277
    mt_k                                      34    35           50          2500      8.4893        10.675             0          69.93
    mt_w_level_neg_mesh_coh_bridge_perc       35    36          200            10     -10.021        5.7914           -20       -0.04298
    mt_w_perc_mesh_interp_coh_grid            36    37           50           772    -0.69276        17.222           -20           57.2
    mt_w_perc_mesh_interp_coh_grid_wneg       37    38        23527             1      -12.24        5.8332           -20    -0.00091541
    mt_w_perc_mesh_interp_coh_grid_wpos       38    39        15073             1       17.33        13.171     0.0036274           57.2
    mt_z_mesh_coh_wkb                         39    40     6.25e+05            75          38        21.649             1             75
    mt_z_mesh_coh_wkb_seg                     40    41     1.25e+05            75          38        21.649             1             75
    mt_z_mesh_interp_coh_grid                 41    42          772            75          38        21.649             1             75
    mt_z_trans                                42    43           75            75    0.013333      0.040863             0        0.22626
    mt_z_wage_mesh_coh_wkb                    43    44     6.25e+05            15      1.1347       0.67508       0.34741          2.567
    mt_z_wage_mesh_interp_coh_grid            44    45          772            15      1.1347       0.67511       0.34741          2.567

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Scalars in Container and Sizes and Basic Statistics
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                   i    idx    value
                   _    ___    _____

    it_ameshk_n    1    26      772

Display 3 param_map

    fft_container_map_display(param_map, it_display_summmat_rowmax, it_display_summmat_colmax);

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Begin: Show all key and value pairs from container
CONTAINER NAME: PARAM_MAP
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  Map with properties:

        Count: 51
      KeyType: char
    ValueType: any

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pos = 1 ; key = bl_b_is_principle ; val = true
pos = 2 ; key = bl_bridge ; val = true
pos = 3 ; key = bl_default ; val = true
pos = 4 ; key = bl_rollover ; val = true
pos = 5 ; key = fl_Amean ; val = 1
pos = 6 ; key = fl_alpha ; val = 0.36
pos = 7 ; key = fl_b_bd ; val = -20
pos = 8 ; key = fl_beta ; val = 0.94
pos = 9 ; key = fl_c_min ; val = 0.02
pos = 10 ; key = fl_coh_interp_grid_gap ; val = 0.1
pos = 11 ; key = fl_crra ; val = 1.5
pos = 12 ; key = fl_default_wprime ; val = 0
pos = 13 ; key = fl_delta ; val = 0.08
pos = 14 ; key = fl_forbrblk_brleast ; val = -1
pos = 15 ; key = fl_forbrblk_brmost ; val = -19
pos = 16 ; key = fl_forbrblk_gap ; val = -1.5
pos = 17 ; key = fl_k_max ; val = 70
pos = 18 ; key = fl_k_min ; val = 0
pos = 19 ; key = fl_nan_replace ; val = -9999
pos = 20 ; key = fl_r_fbr ; val = 0.065
pos = 21 ; key = fl_r_fsv ; val = 0.025
pos = 22 ; key = fl_r_inf ; val = 0.095
pos = 23 ; key = fl_tol_dist ; val = 1e-05
pos = 24 ; key = fl_tol_pol ; val = 1e-05
pos = 25 ; key = fl_tol_val ; val = 1e-05
pos = 26 ; key = fl_w ; val = 0.44365
pos = 27 ; key = fl_w_interp_grid_gap ; val = 0.1
pos = 28 ; key = fl_w_max ; val = 50
pos = 29 ; key = fl_w_min ; val = -20
pos = 30 ; key = fl_z_r_infbr_max ; val = 0.095
pos = 31 ; key = fl_z_r_infbr_min ; val = 0.025
pos = 32 ; key = fl_z_r_infbr_n ; val = 5
pos = 33 ; key = fl_z_r_infbr_poiss_mean ; val = 20
pos = 34 ; key = fl_z_wage_mu ; val = 0
pos = 35 ; key = fl_z_wage_rho ; val = 0.8
pos = 36 ; key = fl_z_wage_sig ; val = 0.2
pos = 37 ; key = it_ak_perc_n ; val = 50
pos = 38 ; key = it_c_interp_grid_gap ; val = 0.0001
pos = 39 ; key = it_coh_bridge_perc_n ; val = 10
pos = 40 ; key = it_maxiter_dist ; val = 1000
pos = 41 ; key = it_maxiter_val ; val = 250
pos = 42 ; key = it_tol_pol_nochange ; val = 25
pos = 43 ; key = it_w_perc_n ; val = 50
pos = 44 ; key = it_z_n ; val = 75
pos = 45 ; key = it_z_wage_n ; val = 15
pos = 46 ; key = st_analytical_stationary_type ; val = eigenvector
pos = 47 ; key = st_forbrblk_type ; val = unif
pos = 48 ; key = st_model ; val = ipwkbzr_fibs
pos = 49 ; key = st_v_coh_z_interp_method ; val = method_cell
pos = 50 ; key = st_z_r_infbr_drv_ele_type ; val = unif
pos = 51 ; key = st_z_r_infbr_drv_prb_type ; val = poiss
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Scalars in Container and Sizes and Basic Statistics
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                               i     idx     value 
                               __    ___    _______

    bl_b_is_principle           1     1           1
    bl_bridge                   2     2           1
    bl_default                  3     3           1
    bl_rollover                 4     4           1
    fl_Amean                    5     5           1
    fl_alpha                    6     6        0.36
    fl_b_bd                     7     7         -20
    fl_beta                     8     8        0.94
    fl_c_min                    9     9        0.02
    fl_coh_interp_grid_gap     10    10         0.1
    fl_crra                    11    11         1.5
    fl_default_wprime          12    12           0
    fl_delta                   13    13        0.08
    fl_forbrblk_brleast        14    14          -1
    fl_forbrblk_brmost         15    15         -19
    fl_forbrblk_gap            16    16        -1.5
    fl_k_max                   17    17          70
    fl_k_min                   18    18           0
    fl_nan_replace             19    19       -9999
    fl_r_fbr                   20    20       0.065
    fl_r_fsv                   21    21       0.025
    fl_r_inf                   22    22       0.095
    fl_tol_dist                23    23       1e-05
    fl_tol_pol                 24    24       1e-05
    fl_tol_val                 25    25       1e-05
    fl_w                       26    26     0.44365
    fl_w_interp_grid_gap       27    27         0.1
    fl_w_max                   28    28          50
    fl_w_min                   29    29         -20
    fl_z_r_infbr_max           30    30       0.095
    fl_z_r_infbr_min           31    31       0.025
    fl_z_r_infbr_n             32    32           5
    fl_z_r_infbr_poiss_mean    33    33          20
    fl_z_wage_mu               34    34           0
    fl_z_wage_rho              35    35         0.8
    fl_z_wage_sig              36    36         0.2
    it_ak_perc_n               37    37          50
    it_c_interp_grid_gap       38    38      0.0001
    it_coh_bridge_perc_n       39    39          10
    it_maxiter_dist            40    40        1000
    it_maxiter_val             41    41         250
    it_tol_pol_nochange        42    42          25
    it_w_perc_n                43    43          50
    it_z_n                     44    44          75
    it_z_wage_n                45    45          15

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Strings in Container and Sizes and Basic Statistics
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                                     i    idx
                                     _    ___

    st_analytical_stationary_type    1    46 
    st_forbrblk_type                 2    47 
    st_model                         3    48 
    st_v_coh_z_interp_method         4    49 
    st_z_r_infbr_drv_ele_type        5    50 
    st_z_r_infbr_drv_prb_type        6    51

Display 4 func_map

    fft_container_map_display(func_map, it_display_summmat_rowmax, it_display_summmat_colmax);

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Begin: Show all key and value pairs from container
CONTAINER NAME: FUNC_MAP
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  Map with properties:

        Count: 10
      KeyType: char
    ValueType: any

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pos = 1 ; key = f_coh ; val = @(z,b_with_r,k)(f_prod(z,k)+k*(1-fl_delta)+fl_w+b_with_r)
pos = 2 ; key = f_coh_fbis ; val = @(fl_r_inf,ar_for_borr,ar_inf_borr,ar_for_save)(ar_for_borr.*(1+fl_r_fbr)+ar_inf_borr.*(1+fl_r_inf)+ar_for_save.*(1+fl_r_fsv))
pos = 3 ; key = f_coh_save ; val = @(b)(b.*(1+fl_r_fsv))
pos = 4 ; key = f_cons ; val = @(coh,bprime,kprime)(coh-kprime-bprime)
pos = 5 ; key = f_inc ; val = @(z,k,fl_r_inf,ar_for_borr,ar_inf_borr,ar_for_save)(f_prod(z,k)-(fl_delta)*k+fl_w+(ar_for_borr.*(fl_r_fbr)+ar_inf_borr.*(fl_r_inf)+ar_for_save.*(fl_r_fsv)))
pos = 6 ; key = f_prod ; val = @(z,k)((fl_Amean.*(z)).*(k.^(fl_alpha)))
pos = 7 ; key = f_util_crra ; val = @(c)(((c).^(1-fl_crra)-1)./(1-fl_crra))
pos = 8 ; key = f_util_log ; val = @(c)log(c)
pos = 9 ; key = f_util_standin ; val = @(z,b,k)f_util_log((f_coh(z,b,k)-fl_b_bd).*((f_coh(z,b,k)-fl_b_bd)>fl_c_min)+fl_c_min.*((f_coh(z,b,k)-fl_b_bd)<=fl_c_min))
pos = 10 ; key = f_util_standin_coh ; val = @(coh,fl_r_borr)f_util_log((coh-fl_b_bd).*((coh>0)&(((coh-fl_b_bd)./(1))>fl_c_min))+((coh-fl_b_bd)./(1)).*((coh<=0)&(((coh-fl_b_bd)./(1))>fl_c_min))+(fl_c_min./(1+fl_r_borr)).*((((coh-fl_b_bd)./(1))<=fl_c_min)))
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Scalars in Container and Sizes and Basic Statistics
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                          i     idx    xFunction
                          __    ___    _________

    f_coh                  1     1         1    
    f_coh_fbis             2     2         2    
    f_coh_save             3     3         3    
    f_cons                 4     4         4    
    f_inc                  5     5         5    
    f_prod                 6     6         6    
    f_util_crra            7     7         7    
    f_util_log             8     8         8    
    f_util_standin         9     9         9    
    f_util_standin_coh    10    10        10

Display 5 result_map

    fft_container_map_display(result_map, it_display_summmat_rowmax, it_display_summmat_colmax);

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Begin: Show all key and value pairs from container
CONTAINER NAME: RESULT_MAP
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  Map with properties:

        Count: 30
      KeyType: char
    ValueType: any

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pos = 1 ; key = ar_pol_diff_norm ;rown= 130 ,coln= 1
ar_pol_diff_norm :mu= 133.3875 ,sd= 665.2612 ,min= 0 ,max= 5572.4637
                   zi_1_c1
                   _______

    zi_1_R1        4800.3 
    zi_2_R2        5572.5 
    zi_65_R65      4.9631 
    zi_129_r129         0 
    zi_130_r130         0 

pos = 2 ; key = ar_st_pol_names ; val = cl_mt_coh cl_mt_pol_a cl_mt_pol_k cl_mt_pol_c cl_mt_pol_a_principleonly cl_mt_pol_b_bridge cl_mt_pol_inf_borr_nobridge cl_mt_pol_for_borr cl_mt_pol_for_save cl_mt_it_for_only_nbdg cl_mt_it_inf_only_nbdg cl_mt_it_frin_brr_nbdg cl_mt_it_fr_brrsv_nbdg cl_mt_it_frmsavng_only
pos = 3 ; key = ar_val_diff_norm ;rown= 130 ,coln= 1
ar_val_diff_norm :mu= 22.839 ,sd= 63.2953 ,min= 0.0063875 ,max= 401.777
                    zi_1_c1 
                   _________

    zi_1_R1           401.78
    zi_2_R2           336.21
    zi_65_R65         0.2944
    zi_129_r129    0.0067911
    zi_130_r130    0.0063875

pos = 4 ; key = cl_mt_coh ;rown= 772 ,coln= 75
cl_mt_coh :mu= 18.6145 ,sd= 22.3328 ,min= -20 ,max= 57.2773
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           -20        -20         -20          -20          -20  
    zi_2_R2         -19.9      -19.9       -19.9        -19.9        -19.9  
    zi_386_r386    18.538     18.538      18.538       18.538       18.538  
    zi_771_r771    57.177     57.177      57.177       57.177       57.177  
    zi_772_r772    57.277     57.277      57.277       57.277       57.277  

pos = 5 ; key = cl_mt_cons ;rown= 772 ,coln= 75
cl_mt_cons :mu= 2.8175 ,sd= 2.5617 ,min= -19.9486 ,max= 7.2187
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1        -19.949    -19.949     -19.198      -18.314      -18.274 
    zi_2_R2        -19.848    -19.848     -19.101      -18.221       -18.18 
    zi_386_r386     2.0458     2.0458      2.9572       3.1732       3.1732 
    zi_771_r771     6.7426     6.7779      6.8836       7.1507       7.2009 
    zi_772_r772     6.7507      6.786      6.8805        7.139       7.2096 

pos = 6 ; key = cl_mt_it_for_only_nbdg ;rown= 772 ,coln= 75
cl_mt_it_for_only_nbdg :mu= 0 ,sd= 0 ,min= 0 ,max= 0
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 7 ; key = cl_mt_it_fr_brrsv_nbdg ;rown= 772 ,coln= 75
cl_mt_it_fr_brrsv_nbdg :mu= 0.038359 ,sd= 0.19206 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 8 ; key = cl_mt_it_frin_brr_nbdg ;rown= 772 ,coln= 75
cl_mt_it_frin_brr_nbdg :mu= 0.09399 ,sd= 0.29182 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 9 ; key = cl_mt_it_frmsavng_only ;rown= 772 ,coln= 75
cl_mt_it_frmsavng_only :mu= 0.63511 ,sd= 0.4814 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         true       true        true         true         true   
    zi_2_R2         true       true        true         true         true   
    zi_386_r386     true       true        true         true         true   
    zi_771_r771     true       true        true         true         true   
    zi_772_r772     true       true        true         true         true   

pos = 10 ; key = cl_mt_it_inf_only_nbdg ;rown= 772 ,coln= 75
cl_mt_it_inf_only_nbdg :mu= 0.23254 ,sd= 0.42245 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 11 ; key = cl_mt_pol_a ;rown= 772 ,coln= 75
cl_mt_pol_a :mu= 8.8082 ,sd= 20.3639 ,min= -21.8995 ,max= 50.3606
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1        -2.1082    -2.1082     -4.8958      -13.111      -14.781 
    zi_2_R2        -2.1082    -2.1082     -4.8923      -13.104      -14.774 
    zi_386_r386     14.248     14.248       9.064       0.2057       0.2057 
    zi_771_r771     48.955     47.509      43.173       32.223       30.163 
    zi_772_r772     49.045     47.598      43.723       33.124       30.229 

pos = 12 ; key = cl_mt_pol_a_principleonly ;rown= 772 ,coln= 75
cl_mt_pol_a_principleonly :mu= 8.7292 ,sd= 19.6988 ,min= -19.9996 ,max= 49.1323
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1        -2.0567    -2.0567     -4.0935      -11.426      -13.055 
    zi_2_R2        -2.0567    -2.0567     -4.0935      -11.426      -13.055 
    zi_386_r386       13.9       13.9       8.843      0.20069      0.20069 
    zi_771_r771     47.761     46.351       42.12       31.437       29.428 
    zi_772_r772     47.849     46.437      42.656       32.316       29.492 

pos = 13 ; key = cl_mt_pol_b_bridge ;rown= 772 ,coln= 75
cl_mt_pol_b_bridge :mu= -2.5943 ,sd= 5.2866 ,min= -20 ,max= 0
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           -20        -20         -20          -20          -20  
    zi_2_R2         -19.9      -19.9       -19.9        -19.9        -19.9  
    zi_386_r386         0          0           0            0            0  
    zi_771_r771         0          0           0            0            0  
    zi_772_r772         0          0           0            0            0  

pos = 14 ; key = cl_mt_pol_c ;rown= 772 ,coln= 75
cl_mt_pol_c :mu= 3.1243 ,sd= 1.5684 ,min= 0.02 ,max= 7.9469
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1          0.02       0.02        0.02         0.02         0.02  
    zi_2_R2          0.02       0.02        0.02         0.02         0.02  
    zi_386_r386    2.3933     2.3933      3.1782       3.1782       3.1782  
    zi_771_r771    7.9366     7.9366      7.9366       7.9366       7.9366  
    zi_772_r772    7.9469     7.9469      7.9469       7.9469       7.9469  

pos = 15 ; key = cl_mt_pol_for_borr ;rown= 772 ,coln= 75
cl_mt_pol_for_borr :mu= -0.66178 ,sd= 2.0412 ,min= -14.5 ,max= 0
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           0          0           0            0            0    
    zi_2_R2           0          0           0            0            0    
    zi_386_r386       0          0           0            0            0    
    zi_771_r771       0          0           0            0            0    
    zi_772_r772       0          0           0            0            0    

pos = 16 ; key = cl_mt_pol_for_save ;rown= 772 ,coln= 75
cl_mt_pol_for_save :mu= 13.3298 ,sd= 14.7569 ,min= 0 ,max= 49.1323
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1        17.943     17.943      15.907        8.5743       6.9449 
    zi_2_R2        17.843     17.843      15.806        8.4739       6.8445 
    zi_386_r386      13.9       13.9       8.843       0.20069      0.20069 
    zi_771_r771    47.761     46.351       42.12        31.437       29.428 
    zi_772_r772    47.849     46.437      42.656        32.316       29.492 

pos = 17 ; key = cl_mt_pol_inf_borr_nobridge ;rown= 772 ,coln= 75
cl_mt_pol_inf_borr_nobridge :mu= -1.3445 ,sd= 3.1015 ,min= -19.9821 ,max= 0
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           0          0           0            0            0    
    zi_2_R2           0          0           0            0            0    
    zi_386_r386       0          0           0            0            0    
    zi_771_r771       0          0           0            0            0    
    zi_772_r772       0          0           0            0            0    

pos = 18 ; key = cl_mt_pol_k ;rown= 772 ,coln= 75
cl_mt_pol_k :mu= 6.9888 ,sd= 5.3326 ,min= 5.018e-07 ,max= 22.2439
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1        2.0567     2.0567      4.0935       11.426       13.055  
    zi_2_R2        2.0567     2.0567      4.0935       11.426       13.055  
    zi_386_r386    2.2447     2.2447      6.5171       15.159       15.159  
    zi_771_r771    1.4795     2.8897      7.1204       17.803       19.813  
    zi_772_r772    1.4814     2.8935      6.6741       17.014       19.838  

pos = 19 ; key = mt_it_b_bridge_idx ;rown= 772 ,coln= 75
mt_it_b_bridge_idx :mu= 0.25907 ,sd= 0.43813 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         true       true        true         true         true   
    zi_2_R2         true       true        true         true         true   
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 20 ; key = mt_it_for_only_nbdg ;rown= 772 ,coln= 75
mt_it_for_only_nbdg :mu= 0 ,sd= 0 ,min= 0 ,max= 0
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 21 ; key = mt_it_fr_brrsv_nbdg ;rown= 772 ,coln= 75
mt_it_fr_brrsv_nbdg :mu= 0.038359 ,sd= 0.19206 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 22 ; key = mt_it_frin_brr_nbdg ;rown= 772 ,coln= 75
mt_it_frin_brr_nbdg :mu= 0.09399 ,sd= 0.29182 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 23 ; key = mt_it_frmsavng_only ;rown= 772 ,coln= 75
mt_it_frmsavng_only :mu= 0.63511 ,sd= 0.4814 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         true       true        true         true         true   
    zi_2_R2         true       true        true         true         true   
    zi_386_r386     true       true        true         true         true   
    zi_771_r771     true       true        true         true         true   
    zi_772_r772     true       true        true         true         true   

pos = 24 ; key = mt_it_inf_only_nbdg ;rown= 772 ,coln= 75
mt_it_inf_only_nbdg :mu= 0.23254 ,sd= 0.42245 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1         false      false       false        false        false  
    zi_2_R2         false      false       false        false        false  
    zi_386_r386     false      false       false        false        false  
    zi_771_r771     false      false       false        false        false  
    zi_772_r772     false      false       false        false        false  

pos = 25 ; key = mt_pol_idx ;rown= 772 ,coln= 75
mt_pol_idx :mu= 19319.2361 ,sd= 11146.1336 ,min= 1 ,max= 38595
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1             1          1           1            1            1  
    zi_2_R2            91         91          91           91           91  
    zi_386_r386     19297      19297       19296        19296        19296  
    zi_771_r771     38545      38545       38545        38545        38545  
    zi_772_r772     38595      38595       38595        38595        38595  

pos = 26 ; key = mt_pol_perc_change ;rown= 130 ,coln= 75
mt_pol_perc_change :mu= 0.094129 ,sd= 0.25138 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1           1          1               1        1            1    
    zi_2_R2           1          1               1        1            1    
    zi_65_R65         0          0       0.0012953        0            0    
    zi_129_r129       0          0               0        0            0    
    zi_130_r130       0          0               0        0            0    

pos = 27 ; key = mt_val ;rown= 772 ,coln= 75
mt_val :mu= 8.878 ,sd= 6.6873 ,min= -8.9538 ,max= 16.6011
                   zi_1_C1    zi_2_C2    zi_38_c38    zi_74_c74    zi_75_c75
                   _______    _______    _________    _________    _________

    zi_1_R1        -8.9074    -8.6665     -6.7632      -4.0806      -3.6193 
    zi_2_R2        -8.9074    -8.6665     -6.7632      -4.0806      -3.6193 
    zi_386_r386     10.302     10.404      11.298       12.615       12.847 
    zi_771_r771     15.416     15.458       15.84       16.475       16.596 
    zi_772_r772     15.424     15.467      15.847       16.482       16.601 

pos = 28 ; key = tb_pol_a ;rown= 100 ,coln= 12
tb_pol_a :mu= 11.1073 ,sd= 30.5249 ,min= -21.8758 ,max= 50.3606
                   zi_1_C1    zi_2_C2    zi_6_C6    zi_11_c11    zi_12_c12
                   _______    _______    _______    _________    _________

    zi_1_R1        -2.1082    -2.1082    -4.6133     -13.111      -14.781 
    zi_2_R2        -2.1082    -2.1082    -4.6133     -13.104      -14.774 
    zi_50_R50       -18.93    -19.215    -20.497     -21.772      -21.772 
    zi_99_R99       48.955     47.509     46.064      32.223       30.163 
    zi_100_r100     49.045     47.598      46.15      33.124       30.229 

pos = 29 ; key = tb_val ;rown= 100 ,coln= 12
tb_val :mu= 5.2438 ,sd= 10.5933 ,min= -8.9074 ,max= 16.6011
                   zi_1_C1    zi_2_C2    zi_6_C6    zi_11_c11    zi_12_c12
                   _______    _______    _______    _________    _________

    zi_1_R1        -8.9074    -8.6665     -7.421     -4.0806      -3.6193 
    zi_2_R2        -8.9074    -8.6665     -7.421     -4.0806      -3.6193 
    zi_50_R50      -5.5556    -5.3819    -4.4965     -2.2195      -1.6644 
    zi_99_R99       15.416     15.458      15.69      16.475       16.596 
    zi_100_r100     15.424     15.467     15.698      16.482       16.601 

pos = 30 ; key = tb_valpol_alliter ;rown= 100 ,coln= 77
tb_valpol_alliter :mu= 2.7285 ,sd= 88.2281 ,min= 0 ,max= 5572.4637
                    zi_1_C1     zi_2_C2    zi_39_c39    zi_76_c76    zi_77_c77
                   _________    _______    _________    _________    _________

    zi_1_R1           401.78    4800.3            1             1            1
    zi_2_R2           336.21    5572.5            1             1            1
    zi_50_R50         1.1479    18.667     0.012953     0.0051813    0.0051813
    zi_99_R99      0.0067911         0            0             0            0
    zi_100_r100    0.0063875         0            0             0            0

----------------------------------------
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Matrix in Container and Sizes and Basic Statistics
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                                   i     idx    rowN    colN      mean        std         min        max  
                                   __    ___    ____    ____    ________    _______    _________    ______

    ar_pol_diff_norm                1     1     130       1       133.39     665.26            0    5572.5
    ar_val_diff_norm                2     3     130       1       22.839     63.295    0.0063875    401.78
    cl_mt_coh                       3     4     772      75       18.614     22.333          -20    57.277
    cl_mt_cons                      4     5     772      75       2.8175     2.5617      -19.949    7.2187
    cl_mt_it_for_only_nbdg          5     6     772      75            0          0            0         0
    cl_mt_it_fr_brrsv_nbdg          6     7     772      75     0.038359    0.19206            0         1
    cl_mt_it_frin_brr_nbdg          7     8     772      75      0.09399    0.29182            0         1
    cl_mt_it_frmsavng_only          8     9     772      75      0.63511     0.4814            0         1
    cl_mt_it_inf_only_nbdg          9    10     772      75      0.23254    0.42245            0         1
    cl_mt_pol_a                    10    11     772      75       8.8082     20.364      -21.899    50.361
    cl_mt_pol_a_principleonly      11    12     772      75       8.7292     19.699          -20    49.132
    cl_mt_pol_b_bridge             12    13     772      75      -2.5943     5.2866          -20         0
    cl_mt_pol_c                    13    14     772      75       3.1243     1.5684         0.02    7.9469
    cl_mt_pol_for_borr             14    15     772      75     -0.66178     2.0412        -14.5         0
    cl_mt_pol_for_save             15    16     772      75        13.33     14.757            0    49.132
    cl_mt_pol_inf_borr_nobridge    16    17     772      75      -1.3445     3.1015      -19.982         0
    cl_mt_pol_k                    17    18     772      75       6.9888     5.3326    5.018e-07    22.244
    mt_it_b_bridge_idx             18    19     772      75      0.25907    0.43813            0         1
    mt_it_for_only_nbdg            19    20     772      75            0          0            0         0
    mt_it_fr_brrsv_nbdg            20    21     772      75     0.038359    0.19206            0         1
    mt_it_frin_brr_nbdg            21    22     772      75      0.09399    0.29182            0         1
    mt_it_frmsavng_only            22    23     772      75      0.63511     0.4814            0         1
    mt_it_inf_only_nbdg            23    24     772      75      0.23254    0.42245            0         1
    mt_pol_idx                     24    25     772      75        19319      11146            1     38595
    mt_pol_perc_change             25    26     130      75     0.094129    0.25138            0         1
    mt_val                         26    27     772      75        8.878     6.6873      -8.9538    16.601
    tb_pol_a                       27    28     100      12       11.107     30.525      -21.876    50.361
    tb_val                         28    29     100      12       5.2438     10.593      -8.9074    16.601
    tb_valpol_alliter              29    30     100      77       2.7285     88.228            0    5572.5

----------------------------------------
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Strings in Container and Sizes and Basic Statistics
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                       i    idx
                       _    ___

    ar_st_pol_names    1     2

end

end

ans = 

  Map with properties:

        Count: 30
      KeyType: char
    ValueType: any