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

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function result_map = ff_ipwkbz_fibs_vf_vecsv(varargin)

FF_IPWKBZ_VF_VECSV solve infinite horizon exo shock + endo asset problem

This is a modified version of ff_ipwkbz_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_ipwkbz_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:

@example

@include

Default

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

% parameters can be set inside ffs_ipwkbz_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('it_z_n') = 15;
% 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('it_z_n') = 11;
% 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;

% get armt and func map
params_len = length(varargin);
if params_len <= 2
    [armt_map, func_map] = ffs_ipwkbz_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_ipwkbz_fibs_get_funcgrid(param_map, support_map);
else
    % Override all
    armt_map = default_params{3};
    func_map = default_params{4};
end

% append function name
st_func_name = 'ff_ipwkbz_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

% armt_map
params_group = values(armt_map, ...
    {'ar_w_perc', 'ar_w_level_full', 'ar_coh_bridge_perc', 'ar_z'});
[ar_w_perc, ar_w_level_full, ar_coh_bridge_perc, ar_z] = params_group{:};
params_group = values(armt_map, {'ar_interp_c_grid', 'ar_interp_coh_grid', ...
    'ar_a_meshk', 'ar_k_mesha', ...
    'mt_interp_coh_grid_mesh_z', 'mt_z_mesh_coh_interp_grid',...
    'mt_interp_coh_grid_mesh_w_perc',...
    'mt_w_level_neg_mesh_coh_bridge_perc', 'mt_coh_bridge_perc_mesh_w_level_neg',...
    'mt_bl_w_by_interp_coh_interp_grid_wneg', ...
    'mt_w_by_interp_coh_interp_grid_wneg', 'mt_w_by_interp_coh_interp_grid_wpos', 'mt_coh_w_perc_ratio_wneg'});
[ar_interp_c_grid, ar_interp_coh_grid, ar_a_meshk, ar_k_mesha, ...
    mt_interp_coh_grid_mesh_z, mt_z_mesh_coh_interp_grid, ...
    mt_interp_coh_grid_mesh_w_perc,...
    mt_w_level_neg_mesh_coh_bridge_perc, mt_coh_bridge_perc_mesh_w_level_neg, ...
    mt_bl_w_by_interp_coh_interp_grid_wneg, ...
    mt_w_by_interp_coh_interp_grid_wneg, mt_w_by_interp_coh_interp_grid_wpos, mt_coh_w_perc_ratio_wneg] ...
        = params_group{:};

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

% armt_map
% Formal choice Menu/Grid and Interest Rate Menu/Grid
params_group = values(armt_map, {'ar_forbrblk_r', 'ar_forbrblk'});
[ar_forbrblk_r, ar_forbrblk] = params_group{:};

% 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, {'it_z_n', 'fl_crra', 'fl_beta', ...
    'fl_nan_replace', 'fl_c_min', 'bl_bridge', 'bl_default', 'fl_default_wprime'});
[it_z_n, 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{:};

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

% 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),length(ar_z));
mt_pol_b_bridge = zeros(length(ar_interp_coh_grid),length(ar_z));
mt_pol_inf_borr_nobridge = zeros(length(ar_interp_coh_grid),length(ar_z));
mt_pol_for_borr = zeros(length(ar_interp_coh_grid),length(ar_z));
mt_pol_for_save = zeros(length(ar_interp_coh_grid),length(ar_z));

% 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:length(ar_z)
    cl_w_kstar_interp_z{it_z_i} = zeros([length(ar_w_perc), length(ar_interp_coh_grid)]) - 1;
end

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

  1. loop 1: over exogenous states
  2. loop 2: over endogenous states
  3. loop 3: over choices
  4. 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 (1) reacahble v(coh(k(w,z),b(w,z),z),z) given v(coh, z)

This is the same as ff_ipwkbz_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).

    % Generate Interpolant for v(coh,z)
    f_grid_interpolant_value = griddedInterpolant(...
        mt_z_mesh_coh_interp_grid', mt_interp_coh_grid_mesh_z', mt_val_cur', 'linear', 'nearest');

    % Interpolate for v(coh(k(w,z),b(w,z),z),z)
    mt_val_wkb_interpolated = f_grid_interpolant_value(mt_z_mesh_coh_wkb, mt_coh_wkb);

Solve Second Stage Problem k*(w,z)

This is again the same as ff_ipwkbz_vf_vecsv. But the output matrix sizes are different. Previously, they were (length(ar_w_level)) by (length(ar_z)). Now have this thing which is stored (length(ar_w_level_full)) by (length(ar_z)). 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_ipwkbz_fibs_evf(mt_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_ipwkbz_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:length(ar_z)

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_ipwkbz_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:

  1. Interp STG1A: for $w > 0$, 1D interpolate over w level, given z
  2. Interp STG1B: for $w < 0$, 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_by_interp_coh_interp_grid_wpos(:));
        mt_w_astar_interp_z_wpos = mt_w_by_interp_coh_interp_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_by_interp_coh_interp_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_by_interp_coh_interp_grid_wneg(:));
            mt_w_astar_interp_z_wneg = mt_w_by_interp_coh_interp_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_by_interp_coh_interp_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_by_interp_coh_interp_grid_wneg(:));
            mt_w_astar_interp_z_wneg = mt_w_by_interp_coh_interp_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_by_interp_coh_interp_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_by_interp_coh_interp_grid_wneg));
        mt_w_kstar_interp_z(~mt_bl_w_by_interp_coh_interp_grid_wneg) = mt_w_kstar_interp_z_wpos;
        mt_w_kstar_interp_z(mt_bl_w_by_interp_coh_interp_grid_wneg)  = mt_w_kstar_interp_z_wneg;
        mt_w_astar_interp_z = zeros(size(mt_bl_w_by_interp_coh_interp_grid_wneg));
        mt_w_astar_interp_z(~mt_bl_w_by_interp_coh_interp_grid_wneg) = mt_w_astar_interp_z_wpos;
        mt_w_astar_interp_z(mt_bl_w_by_interp_coh_interp_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_by_interp_coh_interp_grid_wneg));
        mt_ev_condi_z_max_interp_z(~mt_bl_w_by_interp_coh_interp_grid_wneg) = mt_w_ev_interp_z_wpos;
        mt_ev_condi_z_max_interp_z(mt_bl_w_by_interp_coh_interp_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_ipwkbz_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

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:length(ar_z)
    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);

        % 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);

        % 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

  1. mt_interp_coh_grid_mesh_z: Cash-on-hand period t.
  2. mt_pol_a: Safe asset choice, principles only for ipwkbz_fibs
  3. 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.
  4. cl_mt_pol_a: stores mt_pol_b_with_r which has principles and interest rates, to be used with ds code.
  5. mt_pol_a: Safe asset choice, principles only for ipwkbz_fibs
  6. cl_mt_pol_k: Risky asset choice, principles only for ipwkbz_fibs
  7. cl_mt_pol_c: Consumption in t given choices.
  8. 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)};
result_map('cl_mt_pol_c') = {f_cons(mt_interp_coh_grid_mesh_z, mt_pol_a, mt_pol_k), 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)};

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"];

% Get Discrete Choice Outcomes
result_map = ffs_fibs_identify_discrete(result_map, bl_input_override);

End Timer and Profile

% 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

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   
                _________    _______    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________    _________

    iter=1         179.68     2146.7            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1
    iter=2         173.03     2459.8            1            1            1            1            1            1            1            1            1            1            1            1            1            1            1
    iter=3         133.19     851.85      0.98316      0.98446      0.98446      0.98575      0.98575      0.98705            1      0.98834      0.98964      0.99093      0.99093      0.99223      0.99028      0.99352      0.99482
    iter=4         107.82     431.16       0.9715       0.9728      0.97409      0.97539      0.97798      0.98057      0.98187      0.98057      0.97863      0.98251      0.98316      0.98187      0.98705      0.98964      0.99093
    iter=5         90.685      277.1      0.95466      0.95596      0.95855      0.95984      0.96244      0.96503      0.96762       0.9715       0.9728      0.97215      0.97604      0.97927      0.98057      0.98446      0.98575
    iter=6         77.764     191.39      0.93912      0.94041      0.94301       0.9443      0.94948      0.95337       0.9579      0.95596      0.95855      0.96503      0.96762      0.97409      0.97409      0.97798      0.97927
    iter=7         67.247     146.19      0.93005      0.93135      0.93394      0.93523      0.94365       0.9456      0.94236      0.94883      0.95078      0.96114      0.96244      0.96503      0.96503      0.97021      0.97798
    iter=8          58.67     103.97      0.87694      0.87047      0.64119      0.48316      0.36269      0.47798      0.83161      0.90155      0.87047      0.93135      0.94819       0.9443      0.72409      0.78886      0.87176
    iter=9         51.428     94.057         0.25      0.24482      0.44689      0.61528      0.71826       0.7785      0.81995      0.81865      0.85492      0.86269      0.58938      0.31606       0.3329      0.81347      0.85881
    iter=10        45.227      93.17      0.69948      0.71373      0.77591      0.77461      0.77979      0.37176      0.26684      0.23705      0.23057      0.21891      0.50389      0.74223      0.91839      0.64249      0.38472
    iter=11        39.948     71.006      0.15674      0.15026      0.15415      0.14378      0.14054      0.55959      0.70984      0.74093      0.74741      0.58808      0.41321      0.21762      0.14767      0.35363      0.76295
    iter=12        35.317      53.49      0.25259      0.21373      0.20984      0.17617      0.16451      0.14767      0.15933      0.16451      0.15803      0.35363      0.58808       0.8044      0.58808      0.25389     0.066062
    iter=13        31.311      78.66      0.50259      0.56347      0.62306      0.66386      0.69171      0.35492      0.17228      0.15674      0.18394      0.16451      0.13212      0.15803      0.32513      0.68135      0.44041
    iter=14        27.839      59.25     0.089378     0.080311     0.088083     0.085492     0.098446      0.43653      0.65026      0.68653      0.41192      0.25259      0.19171      0.13212       0.1671      0.12694      0.51684
    iter=15        24.776      41.25     0.089378     0.096503      0.10363      0.11399     0.079016      0.10363      0.09456      0.07513      0.40285      0.59585      0.40026      0.33808       0.1101     0.099741     0.044041
    iter=16        22.063     37.217       0.1101      0.10039      0.10168     0.091969     0.098446     0.089378      0.11269     0.085492      0.07772      0.07772      0.35622      0.30311      0.41839      0.23705     0.056995
    iter=17        19.671     35.118      0.15285      0.12953      0.11852      0.12565      0.09715     0.085492     0.080311     0.081606     0.076425     0.067358     0.062176      0.25648       0.2228      0.37565      0.24352
    iter=18        17.567     55.751      0.48057       0.5421      0.49611      0.18264      0.11658      0.10881      0.10104      0.07513     0.088083     0.064767     0.036269     0.079016      0.19041      0.20984      0.25648
    iter=19        15.722     45.587      0.03886     0.029793       0.1263      0.45207      0.57124      0.27073      0.12047     0.066062     0.049223     0.093264     0.062176     0.050518      0.05829      0.19041      0.28238
    iter=20        14.083     33.812     0.041451     0.034974     0.036917     0.041451     0.028497      0.38601      0.35622      0.23057      0.11528     0.055699     0.071244     0.040155     0.064767     0.042746       0.2215
    iter=21        12.623     31.643     0.031088     0.031088     0.037565     0.036269     0.046632     0.024611      0.24223      0.28368      0.22539      0.14896     0.046632     0.047927     0.025907     0.051813     0.046632
    iter=22        11.323     23.025     0.033679     0.028497     0.032383     0.029793     0.036269     0.029793     0.025907      0.20984      0.19819      0.14896      0.15026      0.12047      0.01943     0.042746     0.031088
    iter=23        10.166     28.921      0.01943     0.025907     0.028497     0.022021     0.029793     0.025907     0.024611     0.020725      0.21373      0.14119       0.1114      0.14249     0.069948     0.056995     0.032383
    iter=24        9.1391     26.293     0.037565     0.024611     0.022021     0.028497     0.028497     0.034974     0.018135     0.022021     0.025907      0.14119      0.09456      0.10622      0.14249     0.067358     0.028497
    iter=25        8.2273      27.36     0.023316     0.022021     0.022021     0.014249     0.014249     0.014249      0.01943      0.01943     0.023316      0.15026      0.09456      0.10751      0.11658      0.10363      0.03886
    iter=26        7.4152     18.003     0.016839     0.022021     0.028497     0.018135     0.014249     0.012953     0.023316     0.018135     0.012953     0.016839     0.080311     0.063472     0.068653     0.086788     0.089378
    iter=27        6.6878     18.735      0.01943     0.014249      0.01943      0.01943     0.014249     0.014249     0.016839     0.015544     0.011658     0.016839     0.062176     0.066062     0.063472     0.095855     0.067358
    iter=28        6.0328     19.213     0.020725     0.018135     0.011658     0.014249     0.015544     0.011658     0.012953     0.014249     0.007772    0.0090674     0.080311     0.062176     0.051813      0.09456      0.05829
    iter=29        5.4403     28.486     0.016839     0.015544     0.010363     0.014249      0.01943    0.0090674     0.015544     0.028497    0.0064767     0.011658     0.015544     0.041451     0.053109     0.085492     0.059585
    iter=30        4.9032     20.363      0.01943    0.0090674    0.0090674     0.010363    0.0064767     0.007772     0.011658     0.011658     0.012953     0.016839      0.01943     0.037565     0.040155     0.056995     0.050518
    iter=31        4.4157     21.204     0.012953     0.015544    0.0090674    0.0051813     0.007772    0.0051813     0.003886     0.014249    0.0064767    0.0051813    0.0012953     0.042746     0.036269     0.054404     0.050518
    iter=32        3.9729     8.8889     0.014249    0.0090674    0.0090674    0.0090674     0.011658     0.003886    0.0012953    0.0090674     0.010363     0.007772    0.0090674     0.062176     0.031088     0.037565     0.034974
    iter=33        3.5708     11.804     0.010363    0.0090674    0.0090674     0.015544    0.0051813    0.0025907     0.007772    0.0025907     0.020725    0.0025907    0.0090674     0.003886      0.03886     0.033679     0.041451
    iter=34        3.2057     12.368     0.014249     0.012953    0.0064767     0.003886    0.0025907    0.0025907    0.0064767    0.0051813     0.012953    0.0064767     0.003886     0.007772     0.024611     0.029793     0.040155
    iter=35        2.8746     16.312     0.059585     0.011658    0.0051813    0.0025907    0.0051813     0.010363     0.003886    0.0025907    0.0090674     0.007772     0.003886     0.003886     0.025907     0.023316     0.028497
    iter=36        2.5752     11.532     0.056995     0.044041    0.0064767    0.0051813    0.0051813    0.0012953            0     0.007772    0.0064767    0.0051813            0     0.012953     0.028497     0.014249     0.024611
    iter=37        2.3049     25.375     0.045337     0.049223     0.024611    0.0064767    0.0025907    0.0064767    0.0090674    0.0064767    0.0090674     0.003886    0.0025907    0.0012953     0.041451     0.012953     0.027202
    iter=38        2.0607     10.151     0.051813     0.046632      0.03886    0.0064767    0.0012953     0.003886    0.0012953    0.0064767     0.003886    0.0051813    0.0025907     0.003886     0.014249      0.01943     0.025907
    iter=39        1.8405     20.017     0.064767     0.040155     0.037565     0.032383    0.0025907    0.0051813    0.0025907     0.003886     0.003886     0.003886    0.0025907     0.003886    0.0051813     0.022021     0.028497
    iter=40        1.6422     11.999     0.073834      0.03886     0.037565     0.031088    0.0012953    0.0012953    0.0051813            0    0.0012953    0.0051813     0.003886            0    0.0025907     0.024611     0.016839
    iter=41        1.4637     12.785      0.11658     0.042746     0.031088     0.025907     0.023316    0.0012953    0.0025907            0    0.0012953    0.0051813            0            0    0.0025907     0.023316     0.020725
    iter=42        1.3032     12.138     0.045337      0.03886     0.031088     0.025907     0.023316     0.003886    0.0012953    0.0012953            0    0.0064767    0.0012953    0.0025907    0.0025907     0.044041     0.016839
    iter=43        1.1585     13.532            0     0.041451     0.027202     0.022021     0.020725     0.012953    0.0012953    0.0012953            0     0.003886    0.0012953     0.003886    0.0012953     0.029793     0.011658
    iter=44        1.0288     7.8061            0     0.034974     0.024611     0.020725     0.023316     0.018135    0.0025907            0    0.0025907    0.0051813    0.0012953            0    0.0012953     0.015544     0.011658
    iter=45       0.91223     8.0238            0     0.033679     0.020725      0.01943     0.016839     0.018135    0.0012953    0.0012953    0.0012953    0.0051813    0.0025907            0            0     0.012953     0.015544
    iter=46       0.80837     7.0247            0     0.032383     0.018135     0.022021     0.023316     0.015544            0            0    0.0012953    0.0025907    0.0025907    0.0012953    0.0012953    0.0051813     0.003886
    iter=47       0.71576     8.2856            0     0.027202     0.012953     0.015544     0.014249     0.015544     0.011658    0.0025907    0.0025907    0.0051813     0.003886     0.003886            0     0.007772     0.007772
    iter=48       0.63341     8.9757    0.0025907     0.064767     0.012953     0.011658     0.012953     0.012953     0.012953            0    0.0051813     0.003886            0    0.0051813    0.0012953    0.0025907     0.010363
    iter=49       0.56073     8.8515    0.0012953     0.007772     0.011658     0.010363     0.010363    0.0090674     0.011658    0.0012953    0.0012953    0.0025907    0.0012953     0.003886            0    0.0051813     0.007772
    iter=50       0.49666     9.1071            0            0     0.011658     0.010363     0.010363    0.0090674     0.010363    0.0051813            0    0.0012953     0.003886    0.0012953    0.0025907     0.007772     0.007772
    iter=85      0.037389          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=86      0.035322          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=87      0.033362    0.11856            0            0            0            0            0            0            0    0.0012953            0            0            0            0            0            0            0
    iter=88      0.031506     1.4268            0            0            0            0            0            0            0    0.0012953            0            0            0            0            0            0            0
    iter=89      0.029747          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=90      0.028081          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=91      0.026504          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=92      0.025011          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=93      0.023598          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=94      0.022261      0.139            0            0            0            0            0            0            0            0            0            0    0.0012953            0            0            0            0
    iter=95      0.020997          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=96      0.019802    0.97502            0            0    0.0012953            0            0            0            0            0            0            0            0            0            0            0            0
    iter=97      0.018671          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=98      0.017603    0.78697            0            0            0            0            0            0            0            0            0    0.0012953            0            0            0            0    0.0012953
    iter=99      0.016594          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=100     0.015641          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=101      0.01474          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=102      0.01389          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=103     0.013087          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=104      0.01233          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=105     0.011615          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=106      0.01094          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=107     0.010304          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=108    0.0097035     1.6927            0            0            0            0            0            0            0            0            0            0            0            0            0    0.0025907            0
    iter=109    0.0091374          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=110    0.0086036          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=111    0.0081004          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=112     0.007626          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=113    0.0071789          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=114    0.0067575          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=115    0.0063604          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=116    0.0059863          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=117    0.0056339          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=118    0.0053019          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=119    0.0049892          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=120    0.0046947          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=121    0.0044174          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=122    0.0041563          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=123    0.0039104          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=124    0.0036789          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=125     0.003461          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=126    0.0032558          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=127    0.0030627          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=128     0.002881          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=129    0.0027099          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=130    0.0025489          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=131    0.0023975          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=132    0.0022549          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=133    0.0021208          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0
    iter=134    0.0019946          0            0            0            0            0            0            0            0            0            0            0            0            0            0            0            0

tb_val: V(a,z) value at each state space point
                            z1_0_34741    z2_0_40076    z3_0_4623    z4_0_5333    z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_2_567
                            __________    __________    _________    _________    __________    __________    __________    __________    __________    __________    __________    _________

    coh1:k=-20,b=0           -9.0197       -8.7783       -8.5055       -8.204      -7.8792       -7.5387       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh2:k=-19.8996,b=0      -9.0197       -8.7783       -8.5055       -8.204      -7.8792       -7.5387       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh3:k=-19.7993,b=0      -9.0197       -8.7783       -8.5055       -8.204      -7.8792       -7.5387       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh4:k=-19.6989,b=0      -9.0197       -8.7783       -8.5055       -8.204      -7.8792       -7.5387       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh5:k=-19.5986,b=0      -9.0197       -8.7783       -8.5055       -8.204      -7.8792       -7.5387       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh6:k=-19.4982,b=0      -8.9279       -8.7334       -8.5055       -8.204      -7.8792       -7.5387       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh7:k=-19.3978,b=0      -8.6818       -8.4873        -8.267      -8.0291      -7.7777       -7.5141       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh8:k=-19.2975,b=0      -8.4905        -8.296       -8.0757      -7.8378      -7.5864       -7.3229       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh9:k=-19.1971,b=0      -8.3364       -8.1418       -7.9215      -7.6836      -7.4322       -7.1687       -5.9745       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh10:k=-19.0968,b=0     -8.2086       -8.0141       -7.7938      -7.5559      -7.3045       -7.0409       -5.8616       -5.5261       -5.0588       -4.5771       -4.0898       -3.6315 
    coh11:k=-18.9964,b=0     -8.1006       -7.9061       -7.6857      -7.4479      -7.1965       -6.9329       -5.7535       -5.4269       -5.0588       -4.5771       -4.0898       -3.6315 
    coh12:k=-18.896,b=0      -8.0076       -7.8131       -7.5928      -7.3549      -7.1035       -6.8399       -5.6606        -5.334       -4.9961       -4.5771       -4.0898       -3.6315 
    coh13:k=-18.7957,b=0     -7.9266        -7.732       -7.5117      -7.2738      -7.0224       -6.7589       -5.5795       -5.2529       -4.9151       -4.5699       -4.0898       -3.6315 
    coh14:k=-18.6953,b=0      -7.855       -7.6605       -7.4402      -7.2023      -6.9509       -6.6873        -5.508       -5.1813       -4.8435       -4.4984       -4.0898       -3.6315 
    coh15:k=-18.595,b=0      -7.7913       -7.5968       -7.3764      -7.1386      -6.8872       -6.6236       -5.4442       -5.1176       -4.7798       -4.4346       -4.0898       -3.6315 
    coh16:k=-18.4946,b=0     -7.7341       -7.5395       -7.3192      -7.0813      -6.8299       -6.5664        -5.387       -5.0604       -4.7226       -4.3774       -4.0344       -3.6315 
    coh17:k=-18.3942,b=0     -7.6823       -7.4877       -7.2674      -7.0295      -6.7782       -6.5146       -5.3352       -5.0086       -4.6708       -4.3256       -3.9826       -3.6315 
    coh18:k=-18.2939,b=0     -7.6351       -7.4406       -7.2203      -6.9824       -6.731       -6.4674       -5.2881       -4.9614       -4.6236       -4.2785       -3.9355       -3.6138 
    coh19:k=-18.1935,b=0      -7.592       -7.3974       -7.1771      -6.9392      -6.6878       -6.4243       -5.2449       -4.9183       -4.5805       -4.2353       -3.8923       -3.5706 
    coh20:k=-18.0932,b=0     -7.5523       -7.3577       -7.1374      -6.8995      -6.6481       -6.3846       -5.2052       -4.8786       -4.5408       -4.1956       -3.8526       -3.5309 
    coh21:k=-17.9928,b=0     -7.5156        -7.321       -7.1007      -6.8628      -6.6114       -6.3479       -5.1685       -4.8419       -4.5041       -4.1589       -3.8159       -3.4942 
    coh22:k=-17.8924,b=0     -7.4815        -7.287       -7.0667      -6.8288      -6.5774       -6.3138       -5.1345       -4.8078         -4.47       -4.1249       -3.7819       -3.4602 
    coh23:k=-17.7921,b=0     -7.4498       -7.2553        -7.035      -6.7971      -6.5457       -6.2821       -5.1028       -4.7762       -4.4383       -4.0932       -3.7502       -3.4285 
    coh24:k=-17.6917,b=0     -7.4202       -7.2257       -7.0054      -6.7675      -6.5161       -6.2525       -5.0732       -4.7466       -4.4087       -4.0636       -3.7206       -3.3989 
    coh25:k=-17.5914,b=0     -7.3925        -7.198       -6.9777      -6.7398      -6.4884       -6.2248       -5.0454       -4.7188        -4.381       -4.0359       -3.6928       -3.3712 
    coh26:k=-17.491,b=0      -7.3665       -7.1719       -6.9516      -6.7137      -6.4623       -6.1988       -5.0194       -4.6928        -4.355       -4.0098       -3.6668       -3.3451 
    coh27:k=-17.3906,b=0     -7.3419       -7.1474       -6.9271      -6.6892      -6.4378       -6.1742       -4.9948       -4.6682       -4.3304       -3.9853       -3.6423       -3.3206 
    coh28:k=-17.2903,b=0     -7.3188       -7.1242       -6.9039       -6.666      -6.4146       -6.1511       -4.9717       -4.6451       -4.3073       -3.9621       -3.6191       -3.2974 
    coh29:k=-17.1899,b=0     -7.2969       -7.1023        -6.882      -6.6441      -6.3927       -6.1292       -4.9498       -4.6232       -4.2854       -3.9402       -3.5972       -3.2755 
    coh30:k=-17.0896,b=0     -7.2761       -7.0816       -6.8612      -6.6234       -6.372       -6.1084        -4.929       -4.6024       -4.2646       -3.9195       -3.5764       -3.2548 
    coh31:k=-16.9892,b=0     -7.2564       -7.0618       -6.8415      -6.5943      -6.3349       -6.0607       -4.8668       -4.5461       -4.2208       -3.8922       -3.5567        -3.235 
    coh32:k=-16.8888,b=0     -7.1718       -6.9777       -6.7532      -6.5103      -6.2513       -5.9818        -4.804        -4.488       -4.1649       -3.8394       -3.5196       -3.2163 
    coh33:k=-16.7885,b=0     -7.0825       -6.8921       -6.6693      -6.4306      -6.1752       -5.9083       -4.7447       -4.4318       -4.1125       -3.7898        -3.472       -3.1767 
    coh34:k=-16.6881,b=0      -7.001       -6.8106       -6.5918      -6.3547      -6.1031       -5.8399       -4.6894       -4.3794       -4.0624       -3.7422       -3.4276       -3.1341 
    coh35:k=-16.5878,b=0     -6.9234        -6.736       -6.5197      -6.2847      -6.0356       -5.7746       -4.6358       -4.3293        -4.015        -3.697       -3.3841       -3.0714 
    coh36:k=-16.4874,b=0     -6.8499       -6.6653       -6.4512      -6.2194      -5.9724       -5.7146       -4.5859       -4.2811       -3.9693       -3.6531       -3.3395       -2.9941 
    coh37:k=-16.387,b=0      -6.7821       -6.5992       -6.3859      -6.1571      -5.9127       -5.6581       -4.5377       -4.2356       -3.9257       -3.6107       -3.2898       -2.9129 
    coh38:k=-16.2867,b=0     -6.7185       -6.5367       -6.3259      -6.0981      -5.8562       -5.6037       -4.4925       -4.1917       -3.8833       -3.5679       -3.2269       -2.8323 
    coh39:k=-16.1863,b=0     -6.6578       -6.4772       -6.2687      -6.0427      -5.8036       -5.5528       -4.4492       -4.1503        -3.843       -3.5267       -3.1588       -2.7511 
    coh40:k=-16.086,b=0      -6.5995       -6.4208       -6.2142      -5.9895       -5.753       -5.5044       -4.4079       -4.1102       -3.8038        -3.479       -3.0905       -2.6697 
    coh41:k=-15.9856,b=0     -6.5453       -6.3682       -6.1625      -5.9398      -5.7044       -5.4582       -4.3689       -4.0723       -3.7656       -3.4216       -3.0211       -2.5858 
    coh42:k=-15.8852,b=0     -6.4931       -6.3176       -6.1129      -5.8922      -5.6586       -5.4146       -4.3313       -4.0356        -3.727       -3.3621       -2.9483       -2.5026 
    coh43:k=-15.7849,b=0     -6.4443       -6.2696       -6.0657      -5.8468      -5.6143       -5.3724       -4.2959       -4.0007       -3.6773       -3.2983       -2.8762       -2.4178 
    coh44:k=-15.6845,b=0     -6.3977       -6.2236       -6.0212      -5.8036      -5.5729       -5.3324       -4.2611       -3.9647       -3.6205       -3.2353       -2.8023       -2.3335 
    coh45:k=-15.5842,b=0     -6.3526       -6.1792       -5.9782      -5.7615      -5.5327       -5.2938        -4.227       -3.9185       -3.5625       -3.1707        -2.729       -2.2495 
    coh46:k=-15.4838,b=0     -6.3098       -6.1376       -5.9378      -5.7217      -5.4946       -5.2568       -4.1932       -3.8629       -3.5039       -3.1066        -2.654       -2.1624 
    coh47:k=-15.3834,b=0     -6.2685       -6.0973       -5.8987      -5.6837       -5.458       -5.2215       -4.1434       -3.8063       -3.4457        -3.041       -2.5769       -2.0755 
    coh48:k=-15.2831,b=0     -6.2291       -6.0588       -5.8606      -5.6471      -5.4228       -5.1871       -4.0867       -3.7497       -3.3856       -2.9738       -2.5003       -1.9893 
    coh49:k=-15.1827,b=0     -6.1915       -6.0219       -5.8244      -5.6122       -5.389       -5.1545       -4.0295       -3.6925       -3.3261       -2.9072       -2.4229       -1.9035 
    coh50:k=-15.0824,b=0      -6.155       -5.9859       -5.7892      -5.5782      -5.3558       -5.1226       -3.9731       -3.6362       -3.2671       -2.8399       -2.3449       -1.8179 
    coh723:k=52.3596,b=0      15.055        15.099         15.15       15.206       15.268        15.336        15.678        15.786        15.902        16.027        16.157        16.285 
    coh724:k=52.46,b=0        15.064        15.108        15.159       15.216       15.277        15.345        15.686        15.794         15.91        16.035        16.165        16.293 
    coh725:k=52.5603,b=0      15.074        15.117        15.168       15.225       15.286        15.354        15.695        15.802        15.918        16.042        16.172          16.3 
    coh726:k=52.6607,b=0      15.083        15.127        15.178       15.234       15.295        15.363        15.703         15.81        15.926         16.05         16.18        16.307 
    coh727:k=52.7611,b=0      15.092        15.136        15.187       15.243       15.304        15.372        15.711        15.818        15.933        16.058        16.187        16.314 
    coh728:k=52.8614,b=0      15.102        15.145        15.196       15.252       15.313         15.38        15.719        15.826        15.941        16.065        16.194        16.322 
    coh729:k=52.9618,b=0      15.111        15.154        15.205       15.261       15.322        15.389        15.727        15.834        15.949        16.073        16.202        16.329 
    coh730:k=53.0621,b=0       15.12        15.164        15.214        15.27       15.331        15.398        15.735        15.842        15.957         16.08        16.209        16.336 
    coh731:k=53.1625,b=0       15.13        15.173        15.223       15.279        15.34        15.407        15.744         15.85        15.965        16.088        16.217        16.344 
    coh732:k=53.2629,b=0      15.139        15.182        15.233       15.288       15.349        15.416        15.752        15.858        15.972        16.096        16.224        16.351 
    coh733:k=53.3632,b=0      15.148        15.191        15.242       15.297       15.358        15.424         15.76        15.866         15.98        16.103        16.232        16.358 
    coh734:k=53.4636,b=0      15.157          15.2        15.251       15.306       15.367        15.433        15.768        15.874        15.988        16.111        16.239        16.365 
    coh735:k=53.5639,b=0      15.167         15.21         15.26       15.315       15.376        15.442        15.776        15.882        15.996        16.118        16.246        16.372 
    coh736:k=53.6643,b=0      15.176        15.219        15.269       15.324       15.385        15.451        15.784        15.889        16.003        16.126        16.254        16.379 
    coh737:k=53.7647,b=0      15.185        15.228        15.278       15.333       15.393        15.459        15.792        15.897        16.011        16.133        16.261        16.386 
    coh738:k=53.865,b=0       15.194        15.237        15.287       15.342       15.402        15.468          15.8        15.905        16.019        16.141        16.268        16.394 
    coh739:k=53.9654,b=0      15.204        15.246        15.296       15.351       15.411        15.477        15.808        15.913        16.027        16.149        16.276        16.401 
    coh740:k=54.0657,b=0      15.213        15.255        15.305        15.36        15.42        15.485        15.816        15.921        16.034        16.156        16.283        16.408 
    coh741:k=54.1661,b=0      15.222        15.264        15.314       15.369       15.429        15.494        15.824        15.929        16.042        16.163         16.29        16.415 
    coh742:k=54.2665,b=0      15.231        15.273        15.323       15.378       15.437        15.503        15.832        15.937         16.05        16.171        16.298        16.422 
    coh743:k=54.3668,b=0       15.24        15.282        15.332       15.387       15.446        15.511         15.84        15.944        16.057        16.178        16.305        16.429 
    coh744:k=54.4672,b=0      15.249        15.291        15.341       15.395       15.455         15.52        15.848        15.952        16.065        16.186        16.312        16.436 
    coh745:k=54.5675,b=0      15.258          15.3         15.35       15.404       15.464        15.529        15.856         15.96        16.073        16.193        16.319        16.443 
    coh746:k=54.6679,b=0      15.265        15.307        15.356        15.41        15.47        15.535        15.864        15.968         16.08        16.201        16.326        16.449 
    coh747:k=54.7683,b=0      15.265        15.307        15.357       15.411       15.472        15.538        15.872        15.976        16.088        16.208        16.333        16.456 
    coh748:k=54.8686,b=0       15.27        15.313        15.364       15.419        15.48        15.547         15.88        15.983        16.095        16.215        16.341        16.463 
    coh749:k=54.969,b=0       15.279        15.322        15.372       15.428       15.489        15.555        15.888        15.991        16.103        16.223        16.348         16.47 
    coh750:k=55.0693,b=0      15.288        15.331        15.381       15.437       15.497        15.564        15.896        15.999         16.11         16.23        16.355        16.477 
    coh751:k=55.1697,b=0      15.297         15.34         15.39       15.445       15.506        15.572        15.904        16.006        16.118        16.238        16.362        16.484 
    coh752:k=55.2701,b=0      15.306        15.349        15.399       15.454       15.515        15.581        15.911        16.014        16.126        16.245        16.369        16.491 
    coh753:k=55.3704,b=0      15.315        15.357        15.408       15.463       15.523        15.589        15.919        16.022        16.133        16.252        16.376        16.498 
    coh754:k=55.4708,b=0      15.324        15.366        15.416       15.471       15.532        15.598        15.927         16.03        16.141         16.26        16.383        16.504 
    coh755:k=55.5711,b=0      15.333        15.375        15.425        15.48        15.54        15.606        15.935        16.037        16.148        16.267         16.39        16.509 
    coh756:k=55.6715,b=0      15.341        15.384        15.434       15.489       15.549        15.614        15.943        16.045        16.156        16.274        16.397        16.515 
    coh757:k=55.7719,b=0       15.35        15.393        15.443       15.497       15.557        15.623        15.951        16.053        16.163        16.281        16.403        16.521 
    coh758:k=55.8722,b=0      15.359        15.401        15.451       15.506       15.566        15.631        15.958         16.06         16.17        16.288         16.41        16.528 
    coh759:k=55.9726,b=0      15.368         15.41         15.46       15.515       15.574         15.64        15.966        16.068        16.178        16.295        16.417        16.534 
    coh760:k=56.0729,b=0      15.377        15.419        15.469       15.523       15.583        15.648        15.974        16.075        16.185        16.302        16.424        16.541 
    coh761:k=56.1733,b=0      15.386        15.428        15.477       15.532       15.591        15.656        15.982        16.083        16.193         16.31        16.431        16.548 
    coh762:k=56.2737,b=0      15.394        15.436        15.486        15.54         15.6        15.665         15.99        16.091          16.2        16.317        16.438        16.555 
    coh763:k=56.374,b=0       15.396        15.438        15.488       15.542       15.601        15.667        15.991        16.092        16.202        16.319         16.44        16.556 
    coh764:k=56.4744,b=0      15.397        15.439        15.488       15.543       15.602        15.667        15.992        16.093        16.202        16.319         16.44        16.557 
    coh765:k=56.5747,b=0      15.397        15.439        15.489       15.543       15.603        15.668        15.992        16.093        16.203         16.32        16.441        16.557 
    coh766:k=56.6751,b=0      15.398         15.44        15.489       15.544       15.603        15.668        15.993        16.094        16.203         16.32        16.441        16.563 
    coh767:k=56.7755,b=0      15.399         15.44         15.49       15.544       15.604        15.669        15.993        16.094        16.204        16.322        16.447        16.569 
    coh768:k=56.8758,b=0      15.399        15.441         15.49       15.545       15.604        15.669        15.995        16.098         16.21        16.329        16.454        16.576 
    coh769:k=56.9762,b=0        15.4        15.442        15.491       15.546       15.606        15.672        16.003        16.106        16.217        16.337        16.461        16.583 
    coh770:k=57.0765,b=0      15.406        15.449        15.499       15.554       15.615        15.681        16.011        16.113        16.225        16.344        16.468        16.589 
    coh771:k=57.1769,b=0      15.415        15.457        15.508       15.563       15.623        15.689        16.018        16.121        16.232        16.351        16.475        16.595 
    coh772:k=57.2773,b=0      15.423        15.466        15.516       15.571       15.631        15.697        16.026        16.128        16.239        16.358        16.481          16.6 

tb_pol_a: optimal safe savings choice for each state space point
                            z1_0_34741    z2_0_40076    z3_0_4623    z4_0_5333    z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_2_567
                            __________    __________    _________    _________    __________    __________    __________    __________    __________    __________    __________    _________

    coh1:k=-20,b=0           -2.6731       -2.6731       -2.6731      -3.9257      -3.9257       -3.9257       -6.8484       -8.5185       -8.5185       -11.441       -11.859       -16.034 
    coh2:k=-19.8996,b=0      -2.6661       -2.6661       -2.6661      -3.9187      -3.9187       -3.9187       -6.8414       -8.5115       -8.5115       -11.434       -11.852       -16.027 
    coh3:k=-19.7993,b=0       -2.659        -2.659        -2.659      -3.9116      -3.9116       -3.9116       -6.8343       -8.5045       -8.5045       -11.427       -11.845        -16.02 
    coh4:k=-19.6989,b=0       -2.652        -2.652        -2.652      -3.9046      -3.9046       -3.9046       -6.8273       -8.4974       -8.4974        -11.42       -11.838       -16.013 
    coh5:k=-19.5986,b=0       -2.645        -2.645        -2.645      -3.8976      -3.8976       -3.8976       -6.8203       -8.4904       -8.4904       -11.413       -11.831       -16.006 
    coh6:k=-19.4982,b=0      -21.899       -21.899        -2.638      -3.8906      -3.8906       -3.8906       -6.8133       -8.4834       -8.4834       -11.406       -11.824       -15.999 
    coh7:k=-19.3978,b=0      -21.897       -21.897       -21.897      -21.897      -21.897       -21.897       -6.8062       -8.4764       -8.4764       -11.399       -11.817       -15.992 
    coh8:k=-19.2975,b=0       -21.89        -21.89        -21.89       -21.89       -21.89        -21.89       -6.7992       -8.4693       -8.4693       -11.392        -11.81       -15.985 
    coh9:k=-19.1971,b=0      -21.883       -21.883       -21.883      -21.883      -21.883       -21.883       -6.7922       -8.4623       -8.4623       -11.385       -11.803       -15.978 
    coh10:k=-19.0968,b=0     -21.876       -21.876       -21.876      -21.876      -21.876       -21.876       -21.876       -8.4553       -8.4553       -11.378       -11.796       -15.971 
    coh11:k=-18.9964,b=0     -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -8.4483       -11.371       -11.789       -15.964 
    coh12:k=-18.896,b=0      -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -21.869       -11.364       -11.781       -15.957 
    coh13:k=-18.7957,b=0     -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -21.869       -21.869       -11.774        -15.95 
    coh14:k=-18.6953,b=0     -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -21.869       -21.869       -11.767       -15.943 
    coh15:k=-18.595,b=0      -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868        -11.76       -15.936 
    coh16:k=-18.4946,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -15.929 
    coh17:k=-18.3942,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -15.922 
    coh18:k=-18.2939,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868 
    coh19:k=-18.1935,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868 
    coh20:k=-18.0932,b=0     -21.865       -21.865       -21.865      -21.865      -21.865       -21.865       -21.865       -21.865       -21.865       -21.865       -21.865       -21.865 
    coh21:k=-17.9928,b=0     -21.857       -21.857       -21.857      -21.857      -21.857       -21.857       -21.857       -21.857       -21.857       -21.857       -21.857       -21.857 
    coh22:k=-17.8924,b=0      -21.85        -21.85        -21.85       -21.85       -21.85        -21.85        -21.85        -21.85        -21.85        -21.85        -21.85        -21.85 
    coh23:k=-17.7921,b=0     -21.843       -21.843       -21.843      -21.843      -21.843       -21.843       -21.843       -21.843       -21.843       -21.843       -21.843       -21.843 
    coh24:k=-17.6917,b=0     -21.836       -21.836       -21.836      -21.836      -21.836       -21.836       -21.836       -21.836       -21.836       -21.836       -21.836       -21.836 
    coh25:k=-17.5914,b=0     -21.829       -21.829       -21.829      -21.829      -21.829       -21.829       -21.829       -21.829       -21.829       -21.829       -21.829       -21.829 
    coh26:k=-17.491,b=0      -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh27:k=-17.3906,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh28:k=-17.2903,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh29:k=-17.1899,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh30:k=-17.0896,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh31:k=-16.9892,b=0     -21.822       -21.822       -21.822      -21.556      -21.821       -21.823       -21.823       -21.823       -21.823       -21.823       -21.822       -21.822 
    coh32:k=-16.8888,b=0     -20.632       -21.281       -21.434      -21.535      -21.822       -21.823       -21.823       -21.823       -21.823       -21.823       -21.823       -21.822 
    coh33:k=-16.7885,b=0     -20.543       -21.333        -21.41       -21.57      -21.823       -21.823       -21.823       -21.823       -21.823       -21.823       -21.823       -21.823 
    coh34:k=-16.6881,b=0     -20.529       -21.292       -21.359      -21.549       -21.81       -21.823       -21.823       -21.823       -21.823       -21.823       -21.823       -21.823 
    coh35:k=-16.5878,b=0     -20.465       -21.264       -21.418      -21.509      -21.811       -21.811       -21.819       -21.819       -21.819       -21.819        -21.82       -21.819 
    coh36:k=-16.4874,b=0     -20.402       -21.234       -21.376      -21.586      -21.766       -21.811       -21.812       -21.812       -21.812       -21.812       -21.812       -21.812 
    coh37:k=-16.387,b=0      -20.323       -21.306       -21.334      -21.671      -21.717       -21.765       -21.805       -21.805       -21.805       -21.805       -21.805       -21.805 
    coh38:k=-16.2867,b=0     -20.248       -21.261       -21.289      -21.647      -21.663       -21.716       -21.798       -21.798       -21.798       -21.798       -21.798       -21.797 
    coh39:k=-16.1863,b=0     -20.246       -21.215       -21.241      -21.604      -21.604       -21.661       -21.791       -21.791       -21.791       -21.791        -21.79        -21.79 
    coh40:k=-16.086,b=0      -20.172       -21.166       -21.314      -21.544      -21.544       -21.613       -21.784       -21.784       -21.784       -21.784       -21.783       -21.783 
    coh41:k=-15.9856,b=0      -20.09       -21.134       -21.262      -21.499      -21.536       -21.573       -21.778       -21.778       -21.778       -21.777       -21.777       -21.777 
    coh42:k=-15.8852,b=0     -20.011       -21.098       -21.223      -21.438      -21.485       -21.509       -21.778       -21.778       -21.777       -21.777       -21.777       -21.777 
    coh43:k=-15.7849,b=0     -19.953       -21.181       -21.198       -21.36      -21.436       -21.437       -21.778       -21.778       -21.777       -21.777       -21.777       -21.777 
    coh44:k=-15.6845,b=0     -19.881       -21.131       -21.168      -21.355      -21.355        -21.44       -21.777       -21.777       -21.777       -21.777       -21.777       -21.777 
    coh45:k=-15.5842,b=0     -19.908       -21.076       -21.135      -21.278      -21.278       -21.381       -21.777       -21.777       -21.777       -21.777       -21.777       -21.776 
    coh46:k=-15.4838,b=0     -19.824       -21.048       -21.072      -21.217      -21.217       -21.337       -21.777       -21.777       -21.777       -21.777       -21.776       -21.776 
    coh47:k=-15.3834,b=0     -19.754        -20.76       -21.141      -21.159      -21.159       -21.271       -21.777       -21.777       -21.776       -21.776       -21.776       -21.776 
    coh48:k=-15.2831,b=0     -19.712       -20.042       -21.049      -21.099      -21.099       -21.196       -21.776       -21.776       -21.776       -21.776       -21.776       -21.776 
    coh49:k=-15.1827,b=0     -19.662       -19.812       -20.979      -21.013      -21.099       -21.187       -21.776       -21.776       -21.776       -21.776       -21.776       -21.776 
    coh50:k=-15.0824,b=0     -19.603       -19.895       -20.916      -20.923      -21.039       -21.211       -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
                            z1_0_34741    z2_0_40076    z3_0_4623     z4_0_5333     z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_2_567 
                            __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________

    coh1:k=-20,b=0               1.242         1.242         1.242        2.4641        2.4641        2.4641        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    coh2:k=-19.8996,b=0          1.242         1.242         1.242        2.4641        2.4641        2.4641        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    coh3:k=-19.7993,b=0          1.242         1.242         1.242        2.4641        2.4641        2.4641        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    coh4:k=-19.6989,b=0          1.242         1.242         1.242        2.4641        2.4641        2.4641        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    coh5:k=-19.5986,b=0          1.242         1.242         1.242        2.4641        2.4641        2.4641        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    coh6:k=-19.4982,b=0      5.018e-07     5.018e-07         1.242        2.4641        2.4641        2.4641        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    coh7:k=-19.3978,b=0     6.0216e-07    6.0216e-07    6.0216e-07    6.0216e-07    6.0216e-07    6.0216e-07        5.3155        6.9449        6.9449        9.7963        10.204        14.277
    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        9.7963        10.204        14.277
    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        9.7963        10.204        14.277
    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        9.7963        10.204        14.277
    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        9.7963        10.204        14.277
    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        9.7963        10.204        14.277
    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        10.204        14.277
    coh14:k=-18.6953,b=0    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06    1.3047e-06        10.204        14.277
    coh15:k=-18.595,b=0      1.405e-06     1.405e-06     1.405e-06     1.405e-06     1.405e-06     1.405e-06     1.405e-06     1.405e-06     1.405e-06     1.405e-06        10.204        14.277
    coh16:k=-18.4946,b=0    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06    1.5054e-06        14.277
    coh17:k=-18.3942,b=0    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06    1.6058e-06        14.277
    coh18:k=-18.2939,b=0    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06    1.7061e-06
    coh19:k=-18.1935,b=0    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06    1.8065e-06
    coh20:k=-18.0932,b=0    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06    1.9068e-06
    coh21:k=-17.9928,b=0    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06    2.0072e-06
    coh22:k=-17.8924,b=0    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06    2.1076e-06
    coh23:k=-17.7921,b=0    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06    2.2079e-06
    coh24:k=-17.6917,b=0    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06    2.3083e-06
    coh25:k=-17.5914,b=0    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06    2.4086e-06
    coh26:k=-17.491,b=0      2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06     2.509e-06
    coh27:k=-17.3906,b=0    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06    2.6094e-06
    coh28:k=-17.2903,b=0    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06    2.7097e-06
    coh29:k=-17.1899,b=0    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06    2.8101e-06
    coh30:k=-17.0896,b=0    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06    2.9104e-06
    coh31:k=-16.9892,b=0    3.0108e-06    3.0108e-06    3.0108e-06        1.6583        1.9007        1.8408         1.657        1.5958        1.5345        1.4733    3.0108e-06    3.0108e-06
    coh32:k=-16.8888,b=0       0.90853        1.5343        1.6107         1.703         1.901        1.9022        1.7123         1.649        1.5857        1.5224        1.4591    3.1112e-06
    coh33:k=-16.7885,b=0       0.89406        1.5816        1.6523        1.7331        1.9636        1.8982        1.7022        1.7022        1.6368        1.5715        1.5061        1.4408
    coh34:k=-16.6881,b=0       0.88537        1.6078        1.6688        1.7745        2.0132        1.9575        1.7554         1.688         1.688        1.6206        1.5532        1.4858
    coh35:k=-16.5878,b=0       0.89324        1.6455        1.7165        1.7996         2.009         2.009        1.8086        1.7391        1.7391        1.6697        1.6003        2.1557
    coh36:k=-16.4874,b=0        0.9018        1.6818        1.7393        1.9319        2.0315        2.0041        1.8618        1.7903        1.7903        1.7188        1.8618         2.362
    coh37:k=-16.387,b=0        0.89509        1.7368         1.763         2.078        2.0497        2.0232        1.9149        1.8414        1.8414        1.8414         2.062        2.4295
    coh38:k=-16.2867,b=0       0.89269        1.7579        1.7828        2.0479        2.0637         2.039        1.9681        1.8926        1.8926        1.8926        2.3459        2.5726
    coh39:k=-16.1863,b=0       0.88302        1.7772        1.8006        2.0719        2.0719        2.0495        2.0213        1.9437        1.9437        1.9437        2.4869        2.6421
    coh40:k=-16.086,b=0        0.87961         1.794        1.8551        2.0796        2.0796        2.0671        1.9949        1.9949        1.9949        2.3931         2.632        2.7913
    coh41:k=-15.9856,b=0        0.8679        1.8275        1.8712        2.1017        2.0563         2.092         2.046         2.046         2.046        2.5361        2.7812        2.8628
    coh42:k=-15.8852,b=0       0.85867        1.8607        1.8991         2.109        2.0705        2.0942        2.0972        2.0972        2.3484        2.6832        2.8507        2.9344
    coh43:k=-15.7849,b=0        0.8699        1.9238        1.9406        2.0984        2.0871        2.0877        2.1483        2.1483        2.6629        2.8345        2.9202        3.0918
    coh44:k=-15.6845,b=0       0.86609        1.9415        1.9779        2.0726        2.0726        2.0669        2.2873        2.2873        2.8141        2.9019        3.0776        3.1654
    coh45:k=-15.5842,b=0       0.86179        1.9547        2.0121        2.0609        2.0609        2.0685        2.3405        2.8796        2.9694        3.0593        3.1491         3.239
    coh46:k=-15.4838,b=0        0.8448        1.9931        2.0166        2.0658        2.0658        2.0835        2.4856        3.0369        3.0369        3.1288        3.3126        3.4045
    coh47:k=-15.3834,b=0       0.84012        1.7781        2.0539          2.07          2.07        2.0787        3.1044        3.1044        3.1983        3.2923        3.3862        3.4801
    coh48:k=-15.2831,b=0        0.8613        1.1624         2.027        2.0725        2.0725        2.0652        3.2679        3.2679        3.2679        3.3638        3.4598        3.5558
    coh49:k=-15.1827,b=0       0.87498        1.0114        2.0209        2.0513        2.0322        2.1126        3.3374        3.3374        3.3374        3.4354        3.6314        3.7295
    coh50:k=-15.0824,b=0       0.88024        1.0467        2.0204        2.0263        2.0328        2.1896        3.4069        3.4069        3.4069         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)
                            z1_0_34741    z2_0_40076    z3_0_4623    z4_0_5333    z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_2_567
                            __________    __________    _________    _________    __________    __________    __________    __________    __________    __________    __________    _________

    coh1:k=-20,b=0           -1.4311       -1.4311       -1.4311      -1.4616      -1.4616       -1.4616       -1.5329       -1.5736       -1.5736       -1.6449       -1.6551       -1.7569 
    coh2:k=-19.8996,b=0       -1.424        -1.424        -1.424      -1.4546      -1.4546       -1.4546       -1.5259       -1.5666       -1.5666       -1.6379       -1.6481       -1.7499 
    coh3:k=-19.7993,b=0       -1.417        -1.417        -1.417      -1.4476      -1.4476       -1.4476       -1.5188       -1.5596       -1.5596       -1.6309        -1.641       -1.7429 
    coh4:k=-19.6989,b=0        -1.41         -1.41         -1.41      -1.4405      -1.4405       -1.4405       -1.5118       -1.5525       -1.5525       -1.6238        -1.634       -1.7359 
    coh5:k=-19.5986,b=0       -1.403        -1.403        -1.403      -1.4335      -1.4335       -1.4335       -1.5048       -1.5455       -1.5455       -1.6168        -1.627       -1.7288 
    coh6:k=-19.4982,b=0      -21.899       -21.899       -1.3959      -1.4265      -1.4265       -1.4265       -1.4978       -1.5385       -1.5385       -1.6098         -1.62       -1.7218 
    coh7:k=-19.3978,b=0      -21.897       -21.897       -21.897      -21.897      -21.897       -21.897       -1.4907       -1.5315       -1.5315       -1.6028       -1.6129       -1.7148 
    coh8:k=-19.2975,b=0       -21.89        -21.89        -21.89       -21.89       -21.89        -21.89       -1.4837       -1.5244       -1.5244       -1.5957       -1.6059       -1.7078 
    coh9:k=-19.1971,b=0      -21.883       -21.883       -21.883      -21.883      -21.883       -21.883       -1.4767       -1.5174       -1.5174       -1.5887       -1.5989       -1.7007 
    coh10:k=-19.0968,b=0     -21.876       -21.876       -21.876      -21.876      -21.876       -21.876       -21.876       -1.5104       -1.5104       -1.5817       -1.5919       -1.6937 
    coh11:k=-18.9964,b=0     -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -1.5034       -1.5747       -1.5848       -1.6867 
    coh12:k=-18.896,b=0      -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -21.869       -1.5676       -1.5778       -1.6797 
    coh13:k=-18.7957,b=0     -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -21.869       -21.869       -1.5708       -1.6726 
    coh14:k=-18.6953,b=0     -21.869       -21.869       -21.869      -21.869      -21.869       -21.869       -21.869       -21.869       -21.869       -21.869       -1.5638       -1.6656 
    coh15:k=-18.595,b=0      -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -1.5567       -1.6586 
    coh16:k=-18.4946,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -1.6516 
    coh17:k=-18.3942,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -1.6445 
    coh18:k=-18.2939,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868 
    coh19:k=-18.1935,b=0     -21.868       -21.868       -21.868      -21.868      -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868       -21.868 
    coh20:k=-18.0932,b=0     -21.865       -21.865       -21.865      -21.865      -21.865       -21.865       -21.865       -21.865       -21.865       -21.865       -21.865       -21.865 
    coh21:k=-17.9928,b=0     -21.857       -21.857       -21.857      -21.857      -21.857       -21.857       -21.857       -21.857       -21.857       -21.857       -21.857       -21.857 
    coh22:k=-17.8924,b=0      -21.85        -21.85        -21.85       -21.85       -21.85        -21.85        -21.85        -21.85        -21.85        -21.85        -21.85        -21.85 
    coh23:k=-17.7921,b=0     -21.843       -21.843       -21.843      -21.843      -21.843       -21.843       -21.843       -21.843       -21.843       -21.843       -21.843       -21.843 
    coh24:k=-17.6917,b=0     -21.836       -21.836       -21.836      -21.836      -21.836       -21.836       -21.836       -21.836       -21.836       -21.836       -21.836       -21.836 
    coh25:k=-17.5914,b=0     -21.829       -21.829       -21.829      -21.829      -21.829       -21.829       -21.829       -21.829       -21.829       -21.829       -21.829       -21.829 
    coh26:k=-17.491,b=0      -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh27:k=-17.3906,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh28:k=-17.2903,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh29:k=-17.1899,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh30:k=-17.0896,b=0     -21.822       -21.822       -21.822      -21.822      -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822       -21.822 
    coh31:k=-16.9892,b=0     -21.822       -21.822       -21.822      -19.898      -19.921       -19.982       -20.166       -20.227       -20.289        -20.35       -21.822       -21.822 
    coh32:k=-16.8888,b=0     -19.723       -19.747       -19.824      -19.832      -19.921       -19.921       -20.111       -20.174       -20.238       -20.301       -20.364       -21.822 
    coh33:k=-16.7885,b=0     -19.649       -19.751       -19.758      -19.837      -19.859       -19.925       -20.121       -20.121       -20.186       -20.252       -20.317       -20.383 
    coh34:k=-16.6881,b=0     -19.644       -19.684        -19.69      -19.774      -19.797       -19.865       -20.068       -20.135       -20.135       -20.203        -20.27       -20.338 
    coh35:k=-16.5878,b=0     -19.572       -19.618       -19.701      -19.709      -19.802       -19.802       -20.011        -20.08        -20.08        -20.15       -20.219       -19.663 
    coh36:k=-16.4874,b=0       -19.5       -19.552       -19.636      -19.655      -19.735       -19.807        -19.95       -20.022       -20.022       -20.094        -19.95        -19.45 
    coh37:k=-16.387,b=0      -19.428       -19.569       -19.571      -19.593      -19.667       -19.742        -19.89       -19.964       -19.964       -19.964       -19.743       -19.375 
    coh38:k=-16.2867,b=0     -19.355       -19.503       -19.506      -19.599        -19.6       -19.677        -19.83       -19.906       -19.906       -19.906       -19.452       -19.225 
    coh39:k=-16.1863,b=0     -19.363       -19.438        -19.44      -19.532      -19.532       -19.611        -19.77       -19.847       -19.847       -19.847       -19.304       -19.148 
    coh40:k=-16.086,b=0      -19.293       -19.372       -19.459      -19.464      -19.464       -19.546       -19.789       -19.789       -19.789        -19.39       -19.151       -18.992 
    coh41:k=-15.9856,b=0     -19.222       -19.306       -19.391      -19.397       -19.48       -19.481       -19.732       -19.732       -19.732       -19.241       -18.996       -18.914 
    coh42:k=-15.8852,b=0     -19.152       -19.237       -19.324      -19.329      -19.414       -19.415       -19.681       -19.681       -19.429       -19.094       -18.926       -18.842 
    coh43:k=-15.7849,b=0     -19.083       -19.257       -19.257      -19.261      -19.349       -19.349       -19.629       -19.629       -19.114       -18.942       -18.857       -18.685 
    coh44:k=-15.6845,b=0     -19.015       -19.189        -19.19      -19.283      -19.283       -19.373        -19.49        -19.49       -18.963       -18.875       -18.699       -18.611 
    coh45:k=-15.5842,b=0     -19.046       -19.122       -19.123      -19.217      -19.217       -19.313       -19.437       -18.897       -18.807       -18.717       -18.627       -18.537 
    coh46:k=-15.4838,b=0     -18.979       -19.055       -19.055      -19.151      -19.151       -19.254       -19.292        -18.74        -18.74       -18.648       -18.464       -18.372 
    coh47:k=-15.3834,b=0     -18.914       -18.982       -19.087      -19.089      -19.089       -19.193       -18.672       -18.672       -18.578       -18.484        -18.39       -18.296 
    coh48:k=-15.2831,b=0     -18.851        -18.88       -19.022      -19.026      -19.026       -19.131       -18.509       -18.509       -18.509       -18.412       -18.316        -18.22 
    coh49:k=-15.1827,b=0     -18.787         -18.8       -18.958      -18.961      -19.067       -19.075       -18.439       -18.439       -18.439       -18.341       -18.145       -18.046 
    coh50:k=-15.0824,b=0     -18.723       -18.848       -18.896      -18.896      -19.007       -19.021       -18.365       -18.365       -18.365       -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
                      z1_0_34741    z2_0_40076    z3_0_4623    z4_0_5333    z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_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
                      z1_0_34741    z2_0_40076    z3_0_4623     z4_0_5333     z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_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       -0.5013             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             0             0             0             0             0             0
    coh11=-18.9964    -0.0025982    -0.0025982    -0.0025982    -0.0025982    -0.0025982    -0.0025982    -0.0025982    -0.0025982             0             0             0             0
    coh12=-18.896       -0.10286      -0.10286      -0.10286      -0.10286      -0.10286      -0.10286      -0.10286      -0.10286      -0.10286             0             0             0
    coh13=-18.7957      -0.20312      -0.20312      -0.20312      -0.20312      -0.20312      -0.20312      -0.20312      -0.20312      -0.20312      -0.20312             0             0
    coh14=-18.6953      -0.30338      -0.30338      -0.30338      -0.30338      -0.30338      -0.30338      -0.30338      -0.30338      -0.30338      -0.30338             0             0
    coh15=-18.595       -0.40364      -0.40364      -0.40364      -0.40364      -0.40364      -0.40364      -0.40364      -0.40364      -0.40364      -0.40364             0             0
    coh16=-18.4946       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039       -0.5039             0
    coh17=-18.3942      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416      -0.60416             0
    coh18=-18.2939      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442      -0.70442
    coh19=-18.1935      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468      -0.80468
    coh20=-18.0932             0             0             0             0             0             0             0             0             0             0             0             0
    coh21=-17.9928             0             0             0             0             0             0             0             0             0             0             0             0
    coh22=-17.8924             0             0             0             0             0             0             0             0             0             0             0             0
    coh23=-17.7921             0             0             0             0             0             0             0             0             0             0             0             0
    coh24=-17.6917             0             0             0             0             0             0             0             0             0             0             0             0
    coh25=-17.5914             0             0             0             0             0             0             0             0             0             0             0             0
    coh26=-17.491     -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955    -0.0064955
    coh27=-17.3906      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676      -0.10676
    coh28=-17.2903      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702      -0.20702
    coh29=-17.1899      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727      -0.30727
    coh30=-17.0896      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753      -0.40753
    coh31=-16.9892      -0.50779      -0.50779      -0.50779      -0.26508      -0.50746      -0.50896      -0.50914       -0.5092      -0.50927      -0.50933      -0.50779      -0.50779
    coh32=-16.8888             0      -0.11465      -0.25439      -0.34674      -0.60807      -0.60926      -0.60945      -0.60951      -0.60958      -0.60964       -0.6097      -0.60805
    coh33=-16.7885             0      -0.26216      -0.33293      -0.47909      -0.70956      -0.70962      -0.70982      -0.70982      -0.70988      -0.70995      -0.71001      -0.71008
    coh34=-16.6881             0      -0.32528      -0.38633      -0.55942      -0.79818      -0.80992      -0.81013      -0.81019      -0.81019      -0.81026      -0.81033       -0.8104
    coh35=-16.5878             0       -0.3999      -0.54042      -0.62346             0             0             0             0             0             0             0             0
    coh36=-16.4874             0      -0.47306      -0.60211      -0.79475             0             0             0             0             0             0             0             0
    coh37=-16.387              0      -0.63855      -0.66475             0             0             0             0             0             0             0             0             0
    coh38=-16.2867             0      -0.69861      -0.72347             0             0             0             0             0             0             0             0             0
    coh39=-16.1863             0       -0.7568       -0.7802             0             0             0             0             0             0             0             0             0
    coh40=-16.086              0      -0.81258             0             0             0             0             0             0             0             0             0             0
    coh41=-15.9856             0             0             0             0             0             0     -0.012355     -0.012355     -0.012355     -0.011864     -0.011619     -0.011537
    coh42=-15.8852             0             0             0             0             0             0      -0.11266      -0.11266      -0.11241      -0.11208      -0.11191      -0.11183
    coh43=-15.7849    -0.0052771             0             0             0             0             0      -0.21297      -0.21297      -0.21246      -0.21229       -0.2122      -0.21203
    coh44=-15.6845     -0.040406             0             0             0             0    -0.0048774      -0.31319      -0.31319      -0.31267      -0.31258       -0.3124      -0.31231
    coh45=-15.5842      -0.16499             0             0             0             0     -0.051591       -0.4135      -0.41296      -0.41287      -0.41278      -0.41269       -0.4126
    coh46=-15.4838      -0.18897             0             0    -0.0019601    -0.0019601      -0.11161      -0.51372      -0.51316      -0.51316      -0.51307      -0.51289       -0.5128
    coh47=-15.3834      -0.22528             0     -0.033135     -0.049166     -0.049166       -0.1519      -0.61346      -0.61346      -0.61336      -0.61327      -0.61317      -0.61308
    coh48=-15.2831      -0.28744      -0.58852     -0.049197     -0.094703     -0.094703      -0.18348      -0.71365      -0.71365      -0.71365      -0.71356      -0.71346      -0.71336
    coh49=-15.1827       -0.3421      -0.47854     -0.086176      -0.11653      -0.19558      -0.27599      -0.81394      -0.81394      -0.81394      -0.81384      -0.81365      -0.81355
    coh50=-15.0824      -0.38834      -0.65497       -0.1287      -0.13455      -0.24124      -0.39798             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
                      z1_0_34741    z2_0_40076    z3_0_4623    z4_0_5333    z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_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          -1            -1           -1           -1            -1            -1             0             0             0             0             0            0   
    coh8=-19.2975          -1            -1           -1           -1            -1            -1             0             0             0             0             0            0   
    coh9=-19.1971          -1            -1           -1           -1            -1            -1             0             0             0             0             0            0   
    coh10=-19.0968         -1            -1           -1           -1            -1            -1            -1             0             0             0             0            0   
    coh11=-18.9964         -1            -1           -1           -1            -1            -1            -1            -1             0             0             0            0   
    coh12=-18.896          -1            -1           -1           -1            -1            -1            -1            -1            -1             0             0            0   
    coh13=-18.7957         -1            -1           -1           -1            -1            -1            -1            -1            -1            -1             0            0   
    coh14=-18.6953         -1            -1           -1           -1            -1            -1            -1            -1            -1            -1             0            0   
    coh15=-18.595          -1            -1           -1           -1            -1            -1            -1            -1            -1            -1             0            0   
    coh16=-18.4946         -1            -1           -1           -1            -1            -1            -1            -1            -1            -1            -1            0   
    coh17=-18.3942         -1            -1           -1           -1            -1            -1            -1            -1            -1            -1            -1            0   
    coh18=-18.2939         -1            -1           -1           -1            -1            -1            -1            -1            -1            -1            -1           -1   
    coh19=-18.1935         -1            -1           -1           -1            -1            -1            -1            -1            -1            -1            -1           -1   
    coh20=-18.0932       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh21=-17.9928       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh22=-17.8924       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh23=-17.7921       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh24=-17.6917       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh25=-17.5914       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh26=-17.491        -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh27=-17.3906       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh28=-17.2903       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh29=-17.1899       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh30=-17.0896       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh31=-16.9892       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh32=-16.8888       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh33=-16.7885       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh34=-16.6881       -2.5          -2.5         -2.5         -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5          -2.5         -2.5   
    coh35=-16.5878       -2.5          -2.5         -2.5         -2.5            -4            -4            -4            -4            -4            -4            -4           -4   
    coh36=-16.4874       -2.5          -2.5         -2.5         -2.5            -4            -4            -4            -4            -4            -4            -4           -4   
    coh37=-16.387        -2.5          -2.5         -2.5           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh38=-16.2867       -2.5          -2.5         -2.5           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh39=-16.1863       -2.5          -2.5         -2.5           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh40=-16.086        -2.5          -2.5           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh41=-15.9856       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh42=-15.8852       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh43=-15.7849       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh44=-15.6845       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh45=-15.5842       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh46=-15.4838       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh47=-15.3834       -2.5            -4           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh48=-15.2831       -2.5          -2.5           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh49=-15.1827       -2.5          -2.5           -4           -4            -4            -4            -4            -4            -4            -4            -4           -4   
    coh50=-15.0824       -2.5          -2.5           -4           -4            -4            -4          -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
                      z1_0_34741    z2_0_40076    z3_0_4623    z4_0_5333    z5_0_61519    z6_0_70966    z10_1_2567    z11_1_4496    z12_1_6723    z13_1_9291    z14_2_2253    z15_2_567
                      __________    __________    _________    _________    __________    __________    __________    __________    __________    __________    __________    _________

    coh1=-20             18.758        18.758       18.758       17.536        17.536        17.536        14.684        13.055        13.055        10.204        9.7963       5.7229 
    coh2=-19.8996        18.658        18.658       18.658       17.436        17.436        17.436        14.584        12.955        12.955        10.103         9.696       5.6225 
    coh3=-19.7993        18.557        18.557       18.557       17.335        17.335        17.335        14.484        12.854        12.854        10.003        9.5956       5.5221 
    coh4=-19.6989        18.457        18.457       18.457       17.235        17.235        17.235        14.383        12.754        12.754        9.9026        9.4952       5.4218 
    coh5=-19.5986        18.357        18.357       18.357       17.134        17.134        17.134        14.283        12.654        12.654        9.8022        9.3949       5.3214 
    coh6=-19.4982             0             0       18.256       17.034        17.034        17.034        14.183        12.553        12.553        9.7019        9.2945       5.2211 
    coh7=-19.3978       0.39844       0.39844      0.39844      0.39844       0.39844       0.39844        14.082        12.453        12.453        9.6015        9.1942       5.1207 
    coh8=-19.2975       0.29818       0.29818      0.29818      0.29818       0.29818       0.29818        13.982        12.353        12.353        9.5012        9.0938       5.0203 
    coh9=-19.1971       0.19792       0.19792      0.19792      0.19792       0.19792       0.19792        13.882        12.252        12.252        9.4008        8.9934         4.92 
    coh10=-19.0968     0.097662      0.097662     0.097662     0.097662      0.097662      0.097662      0.097662        12.152        12.152        9.3004        8.8931       4.8196 
    coh11=-18.9964            0             0            0            0             0             0             0             0        12.052        9.2001        8.7927       4.7193 
    coh12=-18.896             0             0            0            0             0             0             0             0             0        9.0997        8.6924       4.6189 
    coh13=-18.7957            0             0            0            0             0             0             0             0             0             0         8.592       4.5185 
    coh14=-18.6953            0             0            0            0             0             0             0             0             0             0        8.4916       4.4182 
    coh15=-18.595             0             0            0            0             0             0             0             0             0             0        8.3913       4.3178 
    coh16=-18.4946            0             0            0            0             0             0             0             0             0             0             0       4.2175 
    coh17=-18.3942            0             0            0            0             0             0             0             0             0             0             0       4.1171 
    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      0.59506       0.59506      0.59506      0.59506       0.59506       0.59506       0.59506       0.59506       0.59506       0.59506       0.59506      0.59506 
    coh21=-17.9928       0.4948        0.4948       0.4948       0.4948        0.4948        0.4948        0.4948        0.4948        0.4948        0.4948        0.4948       0.4948 
    coh22=-17.8924      0.39454       0.39454      0.39454      0.39454       0.39454       0.39454       0.39454       0.39454       0.39454       0.39454       0.39454      0.39454 
    coh23=-17.7921      0.29428       0.29428      0.29428      0.29428       0.29428       0.29428       0.29428       0.29428       0.29428       0.29428       0.29428      0.29428 
    coh24=-17.6917      0.19402       0.19402      0.19402      0.19402       0.19402       0.19402       0.19402       0.19402       0.19402       0.19402       0.19402      0.19402 
    coh25=-17.5914     0.093764      0.093764     0.093764     0.093764      0.093764      0.093764      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      0.51114             0            0            0             0             0             0             0             0             0             0            0 
    coh33=-16.7885      0.49076             0            0            0             0             0             0             0             0             0             0            0 
    coh34=-16.6881      0.39715             0            0            0             0             0             0             0             0             0             0            0 
    coh35=-16.5878      0.35238             0            0            0       0.59761       0.59761       0.58957        0.5895        0.5895       0.58943       0.58936      0.58992 
    coh36=-16.4874      0.30693             0            0            0       0.53416       0.49003       0.48926       0.48919       0.48919       0.48912       0.48926      0.48976 
    coh37=-16.387       0.27674             0            0      0.52027       0.47496       0.42787       0.38895       0.38888       0.38888       0.38888        0.3891      0.38947 
    coh38=-16.2867      0.24225             0            0      0.43577       0.41998       0.36907       0.28865       0.28857       0.28857       0.28857       0.28903      0.28925 
    coh39=-16.1863      0.13735             0            0      0.37084       0.37084       0.31556       0.18834       0.18826       0.18826       0.18826       0.18881      0.18896 
    coh40=-16.086       0.10182             0       0.5466      0.32211       0.32211       0.25491      0.087954      0.087954      0.087954      0.088352      0.088592     0.088751 
    coh41=-15.9856     0.074593       0.61497      0.48952      0.25898       0.22269       0.18701             0             0             0             0             0            0 
    coh42=-15.8852     0.044884       0.54285      0.42061      0.21071        0.1654       0.14173             0             0             0             0             0            0 
    coh43=-15.7849            0       0.35496      0.33817      0.18041       0.10578       0.10523             0             0             0             0             0            0 
    coh44=-15.6845            0        0.2963      0.25992      0.07733       0.07733             0             0             0             0             0             0            0 
    coh45=-15.5842            0       0.24215       0.1847     0.045928      0.045928             0             0             0             0             0             0            0 
    coh46=-15.4838            0       0.16271      0.13921            0             0             0             0             0             0             0             0            0 
    coh47=-15.3834            0       0.33673            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       0.58577       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_ipwkbz_fibs_vf_vecsv_default
pos = 35 ; key = st_img_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_ipwkbz_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_ipwkbz_fibs_vf_vecsv_default
pos = 39 ; key = st_mat_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_ipwkbz_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_ipwkbz_fibs_vf_vecsv_default
pos = 44 ; key = st_profile_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_ipwkbz_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: 33
      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= 1
ar_ameshk_tnext_with_r :mu= -12.4648 ,sd= 11.236 ,min= -21.9 ,max= 51.1782
                         zi_1_c1
                         _______

    zi_1_R1                -21.9
    zi_2_R2                -21.9
    zi_62500_R62500       -21.46
    zi_124999_r124999    -19.727
    zi_125000_r125000    -21.253

pos = 6 ; 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 = 7 ; key = ar_forbrblk ;rown= 1 ,coln= 9
ar_forbrblk :mu= -7.0556 ,sd= 6.3809 ,min= -19 ,max= 0
               zi_1_c1    zi_2_c2    zi_5_c5    zi_8_c8    zi_9_c9
               _______    _______    _______    _______    _______

    zi_1_r1      -19       -14.5      -5.5        -1          0   

pos = 8 ; key = ar_forbrblk_r ;rown= 1 ,coln= 9
ar_forbrblk_r :mu= 0.065 ,sd= 0 ,min= 0.065 ,max= 0.065
               zi_1_c1    zi_2_c2    zi_5_c5    zi_8_c8    zi_9_c9
               _______    _______    _______    _______    _______

    zi_1_r1     0.065      0.065      0.065      0.065      0.065 

pos = 9 ; 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 = 10 ; 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 = 11 ; 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 = 12 ; 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 = 13 ; key = ar_stationary ;rown= 1 ,coln= 15
ar_stationary :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 = 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 ;rown= 1 ,coln= 15
ar_z :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 = 18 ; key = it_ameshk_n ; val = 772
pos = 19 ; key = mt_bl_w_by_interp_coh_interp_grid_wneg ;rown= 50 ,coln= 772
mt_bl_w_by_interp_coh_interp_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 = 20 ; 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 = 21 ; 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 = 22 ; key = mt_coh_wkb ;rown= 772 ,coln= 15
mt_coh_wkb :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 = 23 ; key = mt_coh_wkb_ori ;rown= 125000 ,coln= 15
mt_coh_wkb_ori :mu= -2.1349 ,sd= 16.853 ,min= -21.4564 ,max= 57.2773
                         zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                         _______    _______    _______    _________    _________

    zi_1_R1              -21.456    -21.456    -21.456     -21.456      -21.456 
    zi_2_R2              -21.456    -21.456    -21.456     -21.456      -21.456 
    zi_62500_R62500      -15.884    -15.789    -14.825     -12.554      -11.948 
    zi_124999_r124999     45.332     45.576     48.066      53.932       55.497 
    zi_125000_r125000     45.129     45.375     47.883      53.793        55.37 

pos = 24 ; 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 = 25 ; key = mt_interp_coh_grid_mesh_z ;rown= 772 ,coln= 15
mt_interp_coh_grid_mesh_z :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 = 26 ; 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 = 27 ; key = mt_w_by_interp_coh_interp_grid ;rown= 50 ,coln= 772
mt_w_by_interp_coh_interp_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 = 28 ; key = mt_w_by_interp_coh_interp_grid_wneg ;rown= 23527 ,coln= 1
mt_w_by_interp_coh_interp_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 = 29 ; key = mt_w_by_interp_coh_interp_grid_wpos ;rown= 15073 ,coln= 1
mt_w_by_interp_coh_interp_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 = 30 ; 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 = 31 ; key = mt_z_mesh_coh_interp_grid ;rown= 772 ,coln= 15
mt_z_mesh_coh_interp_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  

pos = 32 ; key = mt_z_mesh_coh_wkb ;rown= 125000 ,coln= 15
mt_z_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_62500_R62500      0.34741    0.40076    0.94436     2.2253        2.567  
    zi_124999_r124999    0.34741    0.40076    0.94436     2.2253        2.567  
    zi_125000_r125000    0.34741    0.40076    0.94436     2.2253        2.567  

pos = 33 ; key = mt_z_trans ;rown= 15 ,coln= 15
mt_z_trans :mu= 0.066667 ,sd= 0.095337 ,min= 0 ,max= 0.27902
                  zi_1_C1       zi_2_C2       zi_8_C8      zi_14_c14     zi_15_c15 
                 __________    __________    __________    __________    __________

    zi_1_R1         0.26016       0.26831    0.00012823    1.1102e-15             0
    zi_2_R2         0.11232       0.19622    0.00098855    9.3592e-14    3.3307e-16
    zi_8_R8      1.7181e-06    4.1008e-05       0.27902    4.1008e-05    1.7181e-06
    zi_14_r14     3.474e-16    9.3597e-14    0.00098855       0.19622       0.11232
    zi_15_r15    2.7412e-18    1.1057e-15    0.00012823       0.26831       0.26016

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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             1     -12.465      11.236        -21.9         51.178
    ar_coh_bridge_perc                         6     6            1            10         0.5     0.33641            0              1
    ar_forbrblk                                7     7            1             9     -7.0556      6.3809          -19              0
    ar_forbrblk_r                              8     8            1             9       0.065           0        0.065          0.065
    ar_interp_c_grid                           9     9            1    7.7257e+05      38.649      22.302         0.02         77.277
    ar_interp_coh_grid                        10    10            1           772      18.614      22.347          -20         57.277
    ar_k_mesha                                11    11          772             1           0           0            0              0
    ar_k_mesha_ori                            12    12     1.25e+05             1      8.4893      10.675            0          69.93
    ar_stationary                             13    13            1            15    0.066667    0.060897    0.0027089        0.16757
    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                                      17    17            1            15      1.1347     0.69878      0.34741          2.567
    mt_bl_w_by_interp_coh_interp_grid_wneg    18    19           50           772     0.60951     0.48787            0              1
    mt_coh_bridge_perc_mesh_w_level_neg       19    20          200            10         0.5     0.31922            0              1
    mt_coh_w_perc_ratio_wneg                  20    21        23527             1     0.72495     0.37217            0              1
    mt_coh_wkb                                21    22          772            15      18.614      22.334          -20         57.277
    mt_coh_wkb_ori                            22    23     1.25e+05            15     -2.1349      16.853      -21.456         57.277
    mt_interp_coh_grid_mesh_w_perc            23    24           50           772      18.614      22.333          -20         57.277
    mt_interp_coh_grid_mesh_z                 24    25          772            15      18.614      22.334          -20         57.277
    mt_k                                      25    26           50          2500      8.4893      10.675            0          69.93
    mt_w_by_interp_coh_interp_grid            26    27           50           772    -0.69276      17.222          -20           57.2
    mt_w_by_interp_coh_interp_grid_wneg       27    28        23527             1      -12.24      5.8332          -20    -0.00091541
    mt_w_by_interp_coh_interp_grid_wpos       28    29        15073             1       17.33      13.171    0.0036274           57.2
    mt_w_level_neg_mesh_coh_bridge_perc       29    30          200            10     -10.021      5.7914          -20       -0.04298
    mt_z_mesh_coh_interp_grid                 30    31          772            15      1.1347     0.67511      0.34741          2.567
    mt_z_mesh_coh_wkb                         31    32     1.25e+05            15      1.1347     0.67508      0.34741          2.567
    mt_z_trans                                32    33           15            15    0.066667    0.095337            0        0.27902

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

    it_ameshk_n    1    18      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
----------------------------------------
  Map with properties:

        Count: 43
      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_mu ; val = 0
pos = 31 ; key = fl_z_rho ; val = 0.8
pos = 32 ; key = fl_z_sig ; val = 0.2
pos = 33 ; key = it_ak_perc_n ; val = 50
pos = 34 ; key = it_c_interp_grid_gap ; val = 0.0001
pos = 35 ; key = it_coh_bridge_perc_n ; val = 10
pos = 36 ; key = it_maxiter_dist ; val = 1000
pos = 37 ; key = it_maxiter_val ; val = 250
pos = 38 ; key = it_tol_pol_nochange ; val = 25
pos = 39 ; key = it_w_perc_n ; val = 50
pos = 40 ; key = it_z_n ; val = 15
pos = 41 ; key = st_analytical_stationary_type ; val = eigenvector
pos = 42 ; key = st_forbrblk_type ; val = seg3
pos = 43 ; key = st_model ; val = ipwkbz_fibs
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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_mu                   30    30           0
    fl_z_rho                  31    31         0.8
    fl_z_sig                  32    32         0.2
    it_ak_perc_n              33    33          50
    it_c_interp_grid_gap      34    34      0.0001
    it_coh_bridge_perc_n      35    35          10
    it_maxiter_dist           36    36        1000
    it_maxiter_val            37    37         250
    it_tol_pol_nochange       38    38          25
    it_w_perc_n               39    39          50
    it_z_n                    40    40          15

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

    st_analytical_stationary_type    1    41 
    st_forbrblk_type                 2    42 
    st_model                         3    43 

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: 9
      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))
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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    

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
----------------------------------------
  Map with properties:

        Count: 25
      KeyType: char
    ValueType: any

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pos = 1 ; key = ar_pol_diff_norm ;rown= 134 ,coln= 1
ar_pol_diff_norm :mu= 59.0582 ,sd= 291.5504 ,min= 0 ,max= 2459.833
                   zi_1_c1
                   _______

    zi_1_R1        2146.7 
    zi_2_R2        2459.8 
    zi_67_R67      4.3583 
    zi_133_r133         0 
    zi_134_r134         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
pos = 3 ; key = ar_val_diff_norm ;rown= 134 ,coln= 1
ar_val_diff_norm :mu= 10.1341 ,sd= 29.0738 ,min= 0.0019946 ,max= 179.6801
                    zi_1_c1 
                   _________

    zi_1_R1           179.68
    zi_2_R2           173.03
    zi_67_R67        0.10409
    zi_133_r133    0.0021208
    zi_134_r134    0.0019946

pos = 4 ; key = cl_mt_coh ;rown= 772 ,coln= 15
cl_mt_coh :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 = 5 ; key = cl_mt_cons ;rown= 772 ,coln= 15
cl_mt_cons :mu= 2.9386 ,sd= 2.4524 ,min= -18.5689 ,max= 7.2187
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1        -18.569    -18.569    -18.498     -18.345      -18.243 
    zi_2_R2        -18.476    -18.476    -18.404     -18.252       -18.15 
    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_pol_a ;rown= 772 ,coln= 15
cl_mt_pol_a :mu= 9.0004 ,sd= 20.2258 ,min= -21.8995 ,max= 50.3606
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1        -2.6731    -2.6731    -5.5958     -11.859      -16.034 
    zi_2_R2        -2.6661    -2.6661    -5.5888     -11.852      -16.027 
    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 = 7 ; key = cl_mt_pol_a_principleonly ;rown= 772 ,coln= 15
cl_mt_pol_a_principleonly :mu= 9.0279 ,sd= 19.4169 ,min= -19.9995 ,max= 49.1323
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1        -1.242     -1.242     -4.0935     -10.204      -14.277 
    zi_2_R2        -1.242     -1.242     -4.0935     -10.204      -14.277 
    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 = 8 ; key = cl_mt_pol_b_bridge ;rown= 772 ,coln= 15
cl_mt_pol_b_bridge :mu= -2.5943 ,sd= 5.2867 ,min= -20 ,max= 0
                   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         0          0          0           0            0  
    zi_771_r771         0          0          0           0            0  
    zi_772_r772         0          0          0           0            0  

pos = 9 ; key = cl_mt_pol_c ;rown= 772 ,coln= 15
cl_mt_pol_c :mu= 2.9111 ,sd= 2.8378 ,min= -20 ,max= 7.9469
                   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    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 = 10 ; key = cl_mt_pol_for_borr ;rown= 772 ,coln= 15
cl_mt_pol_for_borr :mu= -1.6766 ,sd= 2.9877 ,min= -14.5 ,max= 0
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 11 ; key = cl_mt_pol_for_save ;rown= 772 ,coln= 15
cl_mt_pol_for_save :mu= 13.3636 ,sd= 14.7352 ,min= 0 ,max= 49.1323
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1        18.758     18.758     15.907       9.7963       5.7229 
    zi_2_R2        18.658     18.658     15.806        9.696       5.6225 
    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 = 12 ; key = cl_mt_pol_inf_borr_nobridge ;rown= 772 ,coln= 15
cl_mt_pol_inf_borr_nobridge :mu= -0.064717 ,sd= 0.20137 ,min= -2.533 ,max= 0
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 13 ; key = cl_mt_pol_k ;rown= 772 ,coln= 15
cl_mt_pol_k :mu= 6.6755 ,sd= 5.1921 ,min= 5.018e-07 ,max= 22.2439
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1         1.242      1.242     4.0935      10.204       14.277  
    zi_2_R2         1.242      1.242     4.0935      10.204       14.277  
    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 = 14 ; key = mt_it_b_bridge_idx ;rown= 772 ,coln= 15
mt_it_b_bridge_idx :mu= 0.25907 ,sd= 0.43814 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 15 ; key = mt_it_for_only_nbdg ;rown= 772 ,coln= 15
mt_it_for_only_nbdg :mu= 0 ,sd= 0 ,min= 0 ,max= 0
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 16 ; key = mt_it_fr_brrsv_nbdg ;rown= 772 ,coln= 15
mt_it_fr_brrsv_nbdg :mu= 0.12513 ,sd= 0.33088 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 17 ; key = mt_it_frin_brr_nbdg ;rown= 772 ,coln= 15
mt_it_frin_brr_nbdg :mu= 0.20717 ,sd= 0.40529 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 18 ; key = mt_it_frmsavng_only ;rown= 772 ,coln= 15
mt_it_frmsavng_only :mu= 0.65078 ,sd= 0.47675 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 19 ; key = mt_it_inf_only_nbdg ;rown= 772 ,coln= 15
mt_it_inf_only_nbdg :mu= 0.016926 ,sd= 0.129 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 20 ; key = mt_pol_idx ;rown= 772 ,coln= 15
mt_pol_idx :mu= 19318.9907 ,sd= 11146.9295 ,min= 1 ,max= 38595
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    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 = 21 ; key = mt_pol_perc_change ;rown= 134 ,coln= 15
mt_pol_perc_change :mu= 0.08872 ,sd= 0.24528 ,min= 0 ,max= 1
                   zi_1_C1     zi_2_C2      zi_8_C8     zi_14_c14    zi_15_c15
                   _______    _________    _________    _________    _________

    zi_1_R1           1               1            1        1            1    
    zi_2_R2           1               1            1        1            1    
    zi_67_R67         0       0.0025907    0.0025907        0            0    
    zi_133_r133       0               0            0        0            0    
    zi_134_r134       0               0            0        0            0    

pos = 22 ; key = mt_val ;rown= 772 ,coln= 15
mt_val :mu= 8.8006 ,sd= 6.7928 ,min= -9.0197 ,max= 16.6004
                   zi_1_C1    zi_2_C2    zi_8_C8    zi_14_c14    zi_15_c15
                   _______    _______    _______    _________    _________

    zi_1_R1        -9.0197    -8.7783    -6.7989     -4.0898      -3.6315 
    zi_2_R2        -9.0197    -8.7783    -6.7989     -4.0898      -3.6315 
    zi_386_r386     10.299     10.402     11.296      12.613       12.845 
    zi_771_r771     15.415     15.457     15.839      16.475       16.595 
    zi_772_r772     15.423     15.466     15.847      16.481         16.6 

pos = 23 ; key = tb_pol_a ;rown= 100 ,coln= 12
tb_pol_a :mu= 10.8168 ,sd= 30.8145 ,min= -21.8995 ,max= 50.3606
                   zi_1_C1    zi_2_C2    zi_6_C6    zi_11_c11    zi_12_c12
                   _______    _______    _______    _________    _________

    zi_1_R1        -2.6731    -2.6731    -3.9257     -11.859      -16.034 
    zi_2_R2        -2.6661    -2.6661    -3.9187     -11.852      -16.027 
    zi_50_R50      -19.603    -19.895    -21.211     -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 = 24 ; key = tb_val ;rown= 100 ,coln= 12
tb_val :mu= 5.1325 ,sd= 10.7102 ,min= -9.0197 ,max= 16.6004
                   zi_1_C1    zi_2_C2    zi_6_C6    zi_11_c11    zi_12_c12
                   _______    _______    _______    _________    _________

    zi_1_R1        -9.0197    -8.7783    -7.5387     -4.0898      -3.6315 
    zi_2_R2        -9.0197    -8.7783    -7.5387     -4.0898      -3.6315 
    zi_50_R50       -6.155    -5.9859    -5.1226     -2.3449      -1.8179 
    zi_99_R99       15.415     15.457     15.689      16.475       16.595 
    zi_100_r100     15.423     15.466     15.697      16.481         16.6 

pos = 25 ; key = tb_valpol_alliter ;rown= 100 ,coln= 17
tb_valpol_alliter :mu= 5.4887 ,sd= 83.5036 ,min= 0 ,max= 2459.833
                    zi_1_C1     zi_2_C2    zi_9_C9     zi_16_c16    zi_17_c17
                   _________    _______    ________    _________    _________

    zi_1_R1           179.68    2146.7            1           1            1 
    zi_2_R2           173.03    2459.8            1           1            1 
    zi_50_R50        0.49666    9.1071     0.010363    0.007772     0.007772 
    zi_99_R99      0.0021208         0            0           0            0 
    zi_100_r100    0.0019946         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     134       1        59.058     291.55            0    2459.8
    ar_val_diff_norm                2     3     134       1        10.134     29.074    0.0019946    179.68
    cl_mt_coh                       3     4     772      15        18.614     22.334          -20    57.277
    cl_mt_cons                      4     5     772      15        2.9386     2.4524      -18.569    7.2187
    cl_mt_pol_a                     5     6     772      15        9.0004     20.226      -21.899    50.361
    cl_mt_pol_a_principleonly       6     7     772      15        9.0279     19.417      -19.999    49.132
    cl_mt_pol_b_bridge              7     8     772      15       -2.5943     5.2867          -20         0
    cl_mt_pol_c                     8     9     772      15        2.9111     2.8378          -20    7.9469
    cl_mt_pol_for_borr              9    10     772      15       -1.6766     2.9877        -14.5         0
    cl_mt_pol_for_save             10    11     772      15        13.364     14.735            0    49.132
    cl_mt_pol_inf_borr_nobridge    11    12     772      15     -0.064717    0.20137       -2.533         0
    cl_mt_pol_k                    12    13     772      15        6.6755     5.1921    5.018e-07    22.244
    mt_it_b_bridge_idx             13    14     772      15       0.25907    0.43814            0         1
    mt_it_for_only_nbdg            14    15     772      15             0          0            0         0
    mt_it_fr_brrsv_nbdg            15    16     772      15       0.12513    0.33088            0         1
    mt_it_frin_brr_nbdg            16    17     772      15       0.20717    0.40529            0         1
    mt_it_frmsavng_only            17    18     772      15       0.65078    0.47675            0         1
    mt_it_inf_only_nbdg            18    19     772      15      0.016926      0.129            0         1
    mt_pol_idx                     19    20     772      15         19319      11147            1     38595
    mt_pol_perc_change             20    21     134      15       0.08872    0.24528            0         1
    mt_val                         21    22     772      15        8.8006     6.7928      -9.0197      16.6
    tb_pol_a                       22    23     100      12        10.817     30.815      -21.899    50.361
    tb_val                         23    24     100      12        5.1325      10.71      -9.0197      16.6
    tb_valpol_alliter              24    25     100      17        5.4887     83.504            0    2459.8

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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: 25
      KeyType: char
    ValueType: any