Solve For+Inf+Borr+Save+RShock Dynamic Programming Problem (Optimized-Vectorized)

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function result_map = ff_abzr_fibs_vf_vecsv(varargin)

FF_ABZR_FIBS_VF_VECSV solve infinite horizon exo shock + endo asset problem

With R shock.

The model could be invoked mainly in sveral ways:

  1. param_map('bl_default') = true; param_map('bl_bridge') = false; param_map('bl_rollover') = true; Given these, default is possible, bridge loans are not needed because rollover is allowed for formal loans (or informal loans)
  2. we change param_map('bl_bridge') = true, that means rollover is still allowed, but only allowed using informal sources, formal loans no longer allow for roll-over. Furthermore, if both bl_bridge and bl_rollover are false, that means we are not allowing for rollover at all, so households can not borrow such that they end up with negative cash-on-hand.

Default simulation bl_bridge = false.

@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.

@example

  % Get Default Parameters
  it_param_set = 4;
  [param_map, support_map] = ffs_abzr_fibs_set_default_param(it_param_set);
  % Chnage param_map keys for borrowing
  param_map('fl_b_bd') = -20; % borrow bound
  param_map('bl_default') = false; % true if allow for default
  param_map('fl_c_min') = 0.0001; % u(c_min) when default
  % Change Keys in param_map
  param_map('it_a_n') = 500;
  param_map('fl_z_r_infbr_n') = 5;
  param_map('it_z_wage_n') = 15;
  param_map('it_z_n') = param_map('it_z_wage_n') * param_map('fl_z_r_infbr_n');
  param_map('fl_a_max') = 100;
  param_map('fl_w') = 1.3;
  param_map('fl_r_fsv') = 0.01;
  param_map('fl_r_fbr') = 0.035;
  param_map('bl_b_is_principle') = false;
  % see: ffs_for_br_block.m
  param_map('st_forbrblk_type') = 'seg3';
  param_map('fl_forbrblk_brmost') = -10;
  param_map('fl_forbrblk_brleast') = -1;
  param_map('fl_forbrblk_gap') = -1;
  % Change Keys support_map
  support_map('bl_display') = false;
  support_map('bl_post') = true;
  support_map('bl_display_final') = false;
  % Call Program with external parameters that override defaults.
  ff_abzr_fibs_vf_vecsv(param_map, support_map);

@include

@seealso

Default

go to ffs_abzr_fibs_fibs_set_default_param to change parameters in param_map container. The parameters can also be updated here directly after obtaining them from ffs_abzr_fibs_set_default_param as we possibly change it_a_n and it_z_n here.

it_param_set = 4;
bl_input_override = true;
[param_map, support_map] = ffs_abzr_fibs_set_default_param(it_param_set);

% Note: param_map and support_map can be adjusted here or outside to override defaults
% To generate results as if formal informal do not matter
% param_map('fl_r_fsv') = 0.025;
% param_map('fl_r_fbr') = 0.035;
% param_map('bl_b_is_principle') = false;
% param_map('st_forbrblk_type') = 'seg3';
% param_map('fl_forbrblk_brmost') = -19;
% param_map('fl_forbrblk_brleast') = -1;
% param_map('fl_forbrblk_gap') = -1.5;
% param_map('bl_b_is_principle') = false;
% param_map('it_a_n') = 750;
% param_map('fl_z_r_infbr_n') = 5;
% param_map('it_z_wage_n') = 15;
% param_map('it_z_n') = param_map('it_z_wage_n') * param_map('fl_z_r_infbr_n');

[armt_map, func_map] = ffs_abzr_fibs_get_funcgrid(param_map, support_map, bl_input_override); % 1 for override
default_params = {param_map support_map armt_map func_map};

Parse Parameters 1

% if varargin only has param_map and support_map,
params_len = length(varargin);
[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
    bl_input_override = true;
    [armt_map, func_map] = ffs_abzr_fibs_get_funcgrid(param_map, support_map, bl_input_override);
else
    % Override all
    armt_map = [armt_map; default_params{3}];
    func_map = [func_map; default_params{4}];
end

% append function name
st_func_name = 'ff_abzr_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_a', 'mt_z_trans', 'ar_z_r_infbr_mesh_wage', 'ar_z_wage_mesh_r_infbr'});
[ar_a, mt_z_trans, ar_z_r_infbr_mesh_wage, ar_z_wage_mesh_r_infbr] = params_group{:};

% 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_coh', 'f_cons_coh_fbis', 'f_cons_coh_save'});
[f_util_log, f_util_crra, f_coh, f_cons_coh_fbis, f_cons_coh_save] = params_group{:};

% param_map
params_group = values(param_map, {'it_a_n', 'it_z_n', 'fl_crra', 'fl_beta', 'fl_c_min',...
    'fl_nan_replace', 'bl_default', 'bl_bridge', 'bl_rollover', 'fl_default_aprime'});
[it_a_n, it_z_n, fl_crra, fl_beta, fl_c_min, ...
    fl_nan_replace, bl_default, bl_bridge, bl_rollover, fl_default_aprime] = 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{:};

% param_map, Formal informal
params_group = values(param_map, {'fl_r_fsv', 'bl_b_is_principle'});
[fl_r_fsv, bl_b_is_principle] = 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_display_minccost', 'bl_display_infbridge', ...
    'bl_time', 'bl_display_defparam', 'bl_display', 'it_display_every', 'bl_post'});
[bl_profile, st_profile_path, ...
    st_profile_prefix, st_profile_name_main, st_profile_suffix, ...
    bl_display_minccost, bl_display_infbridge, ...
    bl_time, bl_display_defparam, bl_display, it_display_every, bl_post] = params_group{:};

Initialize Output Matrixes

include mt_pol_idx which we did not have in looped code

mt_val_cur = zeros(it_a_n,it_z_n);
mt_val = mt_val_cur - 1;
mt_pol_a = zeros(it_a_n,it_z_n);
mt_pol_a_cur = mt_pol_a - 1;
mt_pol_idx = zeros(it_a_n,it_z_n);
mt_pol_cons = zeros(it_a_n,it_z_n);

% collect optimal borrowing formal and informal choices
mt_pol_b_bridge = zeros(it_a_n,it_z_n);
mt_pol_inf_borr_nobridge = zeros(it_a_n,it_z_n);
mt_pol_for_borr = zeros(it_a_n,it_z_n);
mt_pol_for_save = zeros(it_a_n,it_z_n);

% We did not need these in ff_abzr_vf or ff_abzr_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_store = cell([it_z_n, 1]);
cl_c_valid_idx = cell([it_z_n, 1]);

Initialize Convergence Conditions

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

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;

Solve Optimization Problem Current Iteration

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

Solve the Formal Informal Problem for each a' and coh: c_forinf(a')

find the today's consumption maximizing formal and informal choices given a' and coh. The formal and informal choices need to generate exactly a', but depending on which formal and informal joint choice is used, the consumption cost today a' is different. Note here, a is principle + interests. Three areas:

        % 1. Current Shock
        fl_z_r_infbr = ar_z_r_infbr_mesh_wage(it_z_i);
        fl_z_wage = ar_z_wage_mesh_r_infbr(it_z_i);

        % 2. cash-on-hand
        ar_coh = f_coh(fl_z_wage, ar_a);

        % Consumption and u(c) only need to be evaluated once
        if (it_iter == 1)
            % 3. *CASE A* initiate consumption matrix as if all save
            mt_c = f_cons_coh_save(ar_coh, ar_a');

            % 4. *CASE B+C* get negative coh index and get borrowing choices index
            ar_coh_neg_idx = (ar_coh <= 0);
            ar_a_neg_idx = (ar_a < 0);
            ar_coh_neg = ar_coh(ar_coh_neg_idx);
            ar_a_neg = ar_a(ar_a_neg_idx);

            % 5. if coh > 0 and ap < 0, can allow same for+inf result to all coh.
            % The procedure below works regardless of how ar_coh is sorted. get
            % the index of all negative coh elements as well as first
            % non-negative element. We solve the formal and informal problem at
            % these points, note that we only need to solve the formal and
            % informal problem for positive coh level once.
            ar_coh_first_pos_idx = (cumsum(ar_coh_neg_idx == 0) == 1);
            ar_coh_forinfsolve_idx = (ar_coh_first_pos_idx | ar_coh_neg_idx);
            ar_coh_forinfsolve_a_neg_idx = (ar_coh(ar_coh_forinfsolve_idx) <= 0);

            % 6. *CASE B + C* Negative asset choices (borrowing), 1 col Case C
            % negp1: negative coh + 1, 1 meaning 1 positive coh, first positive
            % coh column index element grabbed.
            mt_coh_negp1_mesh_neg_aprime = zeros(size(ar_a_neg')) + ar_coh(ar_coh_forinfsolve_idx);
            mt_neg_aprime_mesh_coh_negp1 = zeros(size(mt_coh_negp1_mesh_neg_aprime)) + ar_a_neg';

            if (bl_bridge)
                %         mt_neg_aprime_mesh_coh_1col4poscoh = zeros([length(ar_a_neg), (length(ar_coh_neg)+1)]) + ar_a_neg';
                %         ar_coh_neg_idx_1col4poscoh = ar_coh_neg_idx(1:(length(ar_coh_neg)+1));

                % 6. *CASE B* Solve for: if (fl_ap < 0) and if (fl_coh < 0)
                [mt_aprime_nobridge_negcoh, ~, mt_c_bridge_negcoh] = ffs_fibs_inf_bridge(...
                    bl_b_is_principle, fl_z_r_infbr, ...
                    mt_neg_aprime_mesh_coh_negp1(:,ar_coh_forinfsolve_a_neg_idx), ...
                    mt_coh_negp1_mesh_neg_aprime(:,ar_coh_forinfsolve_a_neg_idx), ...
                    bl_display_infbridge, bl_input_override);

                % generate mt_aprime_nobridge
                mt_neg_aprime_mesh_coh_negp1(:, ar_coh_forinfsolve_a_neg_idx) = mt_aprime_nobridge_negcoh;
            else
                % no bridge loan needed means roll over is allowed.
                mt_neg_aprime_mesh_coh_negp1 = ar_a_neg';
            end

            % 7. *CASE B + C* formal and informal joint choices, 1 col Case C
            bl_input_override = true;
            [ar_max_c_nobridge, ~, ~, ~] = ...
                ffs_fibs_min_c_cost(...
                bl_b_is_principle, fl_z_r_infbr, fl_r_fsv, ...
                ar_forbrblk_r, ar_forbrblk, ...
                mt_neg_aprime_mesh_coh_negp1(:), ...
                bl_display_minccost, bl_input_override);

Update Consumption Matrix CASE A + B + C Consumptions

Current mt_c is assuming all to be case A

            % 1. Initalize all Neg Aprime consumption cost of aprime inputs
            % Initialize
            mt_max_c_nobridge_a_neg = zeros([length(ar_a_neg), length(ar_coh)]) + 0;
            mt_c_bridge_coh_a_neg = zeros(size(mt_max_c_nobridge_a_neg)) + 0;

            % 2. Fill in *Case B* and *Case C* (one column) Other C-cost
            mt_max_c_nobridge_negcohp1 = reshape(ar_max_c_nobridge, [size(mt_neg_aprime_mesh_coh_negp1)]);

            if (bl_bridge)
                % 2. Fill in *Case B* Bridge C-cost
                mt_c_bridge_coh_a_neg(:, ar_coh_neg_idx) = mt_c_bridge_negcoh;

                % 2. Fill in *Case B* and *Case C* (one column) Other C-cost
                mt_max_c_nobridge_a_neg(:, ar_coh_forinfsolve_idx) = mt_max_c_nobridge_negcohp1;
                mt_max_c_nobridge_a_neg(:, ~ar_coh_forinfsolve_idx) = ...
                    zeros(size(mt_c(ar_a_neg_idx, ~ar_coh_forinfsolve_idx))) ...
                    + mt_max_c_nobridge_negcohp1(:, ~ar_coh_forinfsolve_a_neg_idx);
            else
                mt_max_c_nobridge_a_neg = zeros([length(ar_a_neg), length(ar_coh)]) + mt_max_c_nobridge_negcohp1;
            end

            % 3. Consumption for B + C Cases
            % note, the c cost of aprime is the same for all coh > 0, but mt_c
            % is different still for each coh and aprime.
            mt_c_forinfsolve = f_cons_coh_fbis(ar_coh, mt_c_bridge_coh_a_neg + mt_max_c_nobridge_a_neg);

            % 4. Update with Case B and C
            mt_c(ar_a_neg_idx, :) = mt_c_forinfsolve;

Evaluate u(c) and store

1. EVAL current utility: N by N, f_util defined earlier

            if (fl_crra == 1)
                mt_utility = log(mt_c);
                fl_u_cmin = f_util_log(fl_c_min);
            else
                mt_utility = f_util_crra(mt_c);
                fl_u_cmin = f_util_crra(fl_c_min);
            end

            % 2. Invliad consumption points
            mt_it_c_valid_idx = (mt_c <= fl_c_min);
            % Set below threshold c to c_min
            mt_c(mt_c < fl_c_min) = fl_c_min;

            % 3. Invalid points if bridge not possible also no rollover
            if( ~bl_rollover && ~bl_bridge)
                mt_it_c_valid_idx(:, ar_coh_neg_idx) = 1;
            end

            % 4. Eliminate Complex Numbers
            mt_utility(mt_it_c_valid_idx) = fl_u_cmin;

            % 5. Store in cells
            cl_c_store{it_z_i} = mt_c;
            cl_u_c_store{it_z_i} = mt_utility;
            cl_c_valid_idx{it_z_i} = mt_it_c_valid_idx;
        end

Solve Optimization Problem: max_{a'} (u(c_forinf(a')) + EV(a',z'))

        % 1. f(z'|z)
        ar_z_trans_condi = mt_z_trans(it_z_i,:);

        % 2. EVAL EV((A',K'),Z'|Z) = V((A',K'),Z') x p(z'|z)', (N by Z) x (Z by 1) = N by 1
        % Note: transpose ar_z_trans_condi from 1 by Z to Z by 1
        % Note: matrix multiply not dot multiply
        mt_evzp_condi_z = mt_val_cur * ar_z_trans_condi';

        % 3. EVAL add on future utility, N by N + N by 1, broadcast again
        mt_utility = cl_u_c_store{it_z_i} + fl_beta*mt_evzp_condi_z;

        % 4. 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*mt_evzp_condi_z(ar_a == fl_default_aprime);
            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

        % Optimization: remember matlab is column major, rows must be
        % choices, columns must be states
        % <https://en.wikipedia.org/wiki/Row-_and_column-major_order COLUMN-MAJOR>
        % mt_utility is N by N, rows are choices, cols are states.
        [ar_opti_val_z, ar_opti_idx_z] = max(mt_utility);
        [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 = ar_a(ar_opti_idx_z);
        ar_opti_c_z = cl_c_store{it_z_i}(ar_opti_linear_idx_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
            ar_opti_aprime_z(ar_opti_c_z <= fl_c_min) = fl_default_aprime;
            ar_opti_idx_z(ar_opti_c_z <= fl_c_min) = find(ar_a == fl_default_aprime);
        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);
        end

        % 6. no bridge and no rollover allowed
        if( ~bl_rollover && ~bl_bridge)
            if (bl_default)
                % if default: only today u(cmin), transition out next period, debt wiped out
                ar_opti_aprime_z(ar_coh_neg_idx) = fl_default_aprime;
            else
                % if default is not allowed: v = fl_nan_replace
                ar_opti_aprime_z(ar_coh_neg_idx) = ar_a(fl_nan_replace);
            end
        end

        % store optimal values
        mt_val(:,it_z_i) = ar_opti_val_z;
        mt_pol_a(:,it_z_i) = ar_opti_aprime_z;
        mt_pol_cons(:,it_z_i) = ar_opti_c_z;

        if (it_iter == (it_maxiter_val + 1))
            mt_pol_idx(:,it_z_i) = ar_opti_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);
    mt_pol_perc_change(it_iter, :) = sum((mt_pol_a ~= mt_pol_a_cur))/(it_a_n);

    % Update
    mt_val_cur = mt_val;
    mt_pol_a_cur = mt_pol_a;

    % 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); ...
            mt_val_cur(it_a_n,:); mt_pol_a_cur(it_a_n,:)]);
        tb_valpol_iter.Properties.VariableNames = strcat('z', string((1:size(mt_val_cur,2))));
        tb_valpol_iter.Properties.RowNames = {'mval', 'map', 'Hval', 'Hap'};
        disp('mval = mean(mt_val_cur,1), average value over a')
        disp('map  = mean(mt_pol_a_cur,1), average choice over a')
        disp('Hval = mt_val_cur(it_a_n,:), highest a state val')
        disp('Hap = mt_pol_a_cur(it_a_n,:), highest a state choice')
        disp(tb_valpol_iter);
    end

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

% End Timer
if (bl_time)
    toc;
end

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

Process Optimal Choices

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

% Find optimal Formal Informal Choices. Could have saved earlier, but was
% wasteful of resources
for it_z_i = 1:it_z_n
    for it_a_j = 1:it_a_n
        fl_z_r_infbr = ar_z_r_infbr_mesh_wage(it_z_i);
        fl_z_wage = ar_z_wage_mesh_r_infbr(it_z_i);

        fl_a = ar_a(it_a_j);
        fl_coh = f_coh(fl_z_wage, fl_a);
        fl_a_opti = mt_pol_a(it_a_j, it_z_i);

        param_map('fl_r_inf') = fl_z_r_infbr;

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

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

    end
end

result_map('cl_mt_pol_a') = {mt_pol_a, zeros(1)};
result_map('cl_mt_coh') = {f_coh(ar_z_r_infbr_mesh_wage, ar_a'), zeros(1)};

result_map('cl_mt_pol_c') = {mt_pol_cons, zeros(1)};
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)};

result_map('ar_st_pol_names') = ["cl_mt_pol_a", "cl_mt_coh", "cl_mt_pol_c", ...
    "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);

Post Solution Graph and Table Generation

Note in comparison with abzr, results here, even when using identical parameters would differ because in abzr solved where choices are principle. Here choices are principle + interests in order to facilitate using the informal choice functions.

Note that this means two things are different, on the one hand, the value of asset for to coh is different based on the grid of assets. If the asset grid is negative, now per grid point, there is more coh because that grid point of asset no longer has interest rates. On the other hand, if one has positive asset grid point on arrival, that is worth less to coh. Additionally, when making choices for the next period, now choices aprime includes interests. What these mean is that the a grid no longer has the same meaning. We should expect at higher savings levels, for the same grid points, if optimal grid choices are the same as before, consumption should be lower when b includes interest rates and principle. This is however, not true when arriving in a period with negative a levels, for the same negative a level and same a prime negative choice, could have higher consumption here becasue have to pay less interests on debt. This tends to happen for smaller levels of borrowing choices.

Graphically, when using interest + principle, big difference in consumption as a fraction of (coh - aprime) figure. In those figures, when counting in principles only, the gap in coh and aprime is consumption, but now, as more is borrowed only a small fraction of coh and aprime gap is consumption, becuase aprime/(1+r) is put into consumption.

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, :);

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

    % Graphs for results_map with FIBS contents
    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))/(it_a_n): percentage of state space points conditional on shock where the policy function is changing across iterations
                 valgap     polgap     zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                ________    _______    _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    iter=1        391.87     4491.1                   1                          1                         1                         1                          1                          1                          1                          1                          1                           1                          1                          1                          1                          1                          1                         1       
    iter=2        321.84     4892.8             0.99867                          1                         1                         1                          1                          1                          1                          1                      0.992                     0.99467                      0.996                    0.99733                          1                          1                          1                         1       
    iter=3        263.68     1613.6                0.98                    0.98267                     0.984                   0.98667                    0.98933                    0.99333                    0.99733                          1                      0.984                     0.98667                      0.992                      0.996                    0.99733                          1                          1                         1       
    iter=4        219.12     808.71               0.968                    0.96933                   0.97333                   0.97733                    0.98133                      0.984                    0.98933                      0.988                      0.972                     0.97733                    0.98267                    0.99333                    0.99467                    0.99333                    0.99733                         1       
    iter=5        185.55      475.4               0.948                    0.95067                   0.95467                     0.956                    0.96133                    0.96933                    0.96933                    0.98133                    0.96533                     0.96667                      0.972                    0.98667                    0.99333                      0.992                    0.98933                         1       
    iter=6        159.06     317.49             0.93067                    0.93467                   0.93467                   0.94133                    0.94267                    0.95067                       0.96                    0.96133                    0.94933                     0.95867                      0.964                    0.98133                    0.98933                    0.99733                      0.988                   0.98933       
    iter=7         136.9     228.48             0.91867                    0.92133                   0.92667                   0.93467                    0.94133                    0.94533                      0.944                    0.95333                    0.93733                     0.94933                    0.95733                      0.968                    0.97867                    0.98933                    0.98267                   0.98133       
    iter=8         118.6     171.09                 0.9                    0.90267                   0.91067                   0.91867                    0.92267                    0.93733                      0.944                    0.95467                      0.936                       0.944                    0.95467                      0.964                      0.964                    0.97867                      0.984                     0.976       
    iter=9        103.08     129.54               0.892                    0.90133                   0.90267                   0.89733                      0.904                    0.91067                    0.92933                      0.936                      0.932                     0.93067                    0.94267                    0.95067                    0.96267                    0.96933                    0.99067                   0.98933       
    iter=10       89.855     104.51             0.87733                      0.876                   0.88533                   0.89867                    0.90667                      0.912                      0.912                    0.92533                    0.90933                     0.92267                    0.93733                      0.948                    0.95733                    0.97467                    0.97333                   0.97467       
    iter=11       78.442     85.623             0.86667                    0.87333                   0.87333                     0.884                      0.888                    0.90533                      0.908                    0.92667                    0.90933                     0.91467                      0.928                    0.93733                    0.93333                      0.948                    0.97467                   0.97867       
    iter=12       68.559     69.919                0.86                    0.85733                     0.876                   0.88667                    0.88933                    0.89333                    0.89867                    0.90667                    0.90133                       0.908                    0.90533                    0.91467                      0.944                       0.96                      0.952                   0.96133       
    iter=13       60.049      58.04             0.84267                    0.83733                     0.864                     0.856                    0.86933                    0.88133                      0.888                    0.89867                    0.88933                       0.892                    0.90933                    0.92533                    0.90933                    0.91733                      0.952                   0.95733       
    iter=14       52.661       49.5             0.82267                    0.83733                   0.84133                     0.844                    0.84267                    0.85733                    0.88667                    0.87733                    0.86267                     0.87867                      0.872                       0.88                      0.916                    0.92133                      0.924                   0.93733       
    iter=15       46.249     42.971             0.78933                    0.80667                     0.812                     0.824                      0.832                    0.83867                    0.84667                    0.85333                       0.84                     0.85333                      0.864                      0.872                    0.86267                    0.88267                      0.908                     0.916       
    iter=16       40.685     37.116             0.76933                    0.77867                   0.79333                   0.79067                    0.80133                      0.808                    0.81467                    0.82933                       0.82                       0.808                    0.82933                    0.83067                    0.85733                    0.86533                      0.872                     0.888       
    iter=17        35.88     31.785             0.75333                    0.77333                   0.77333                   0.77733                    0.77067                    0.79867                      0.776                    0.80267                    0.77867                     0.79467                      0.804                    0.81467                    0.81067                      0.828                      0.828                     0.844       
    iter=18       31.722      30.36             0.71467                    0.72933                     0.708                   0.73733                      0.748                    0.74933                    0.75867                    0.76267                    0.75467                     0.75067                    0.76933                    0.76533                    0.78133                    0.77067                    0.82533                   0.83467       
    iter=19        28.13     24.898             0.69733                      0.692                   0.70667                   0.70667                       0.72                    0.71467                      0.724                    0.73467                    0.73067                     0.72933                    0.71867                       0.72                      0.752                    0.76933                    0.75733                   0.77467       
    iter=20       25.037     22.727             0.66267                    0.65733                   0.67467                   0.68267                    0.67067                    0.67067                    0.68267                    0.69867                      0.664                     0.70533                      0.704                      0.724                        0.7                      0.712                    0.71333                     0.724       
    iter=21       22.383     20.675               0.616                    0.61867                   0.62533                   0.62133                      0.624                      0.644                      0.632                       0.64                    0.66267                     0.61867                    0.64667                      0.648                      0.672                    0.65867                       0.72                   0.73333       
    iter=22       20.109     20.383             0.55733                    0.56267                   0.57067                   0.57867                    0.58267                      0.596                      0.588                    0.58667                    0.57333                     0.61067                      0.592                    0.60533                      0.636                       0.66                    0.63733                   0.65467       
    iter=23       18.162     20.272               0.528                    0.52133                   0.52933                     0.532                    0.55067                    0.55067                      0.544                    0.55067                      0.536                        0.56                    0.56933                       0.58                    0.56667                    0.59467                      0.596                   0.61867       
    iter=24       16.499     20.299             0.48133                    0.46267                   0.47067                   0.47467                      0.488                      0.488                      0.496                      0.488                    0.51067                     0.50133                      0.524                    0.53333                      0.532                    0.53733                    0.55333                   0.56533       
    iter=25       15.075     12.447               0.416                    0.42933                     0.424                   0.43733                    0.43867                    0.43733                      0.448                    0.44133                    0.44667                       0.456                       0.46                    0.46667                       0.48                    0.49333                    0.52533                   0.55067       
    iter=26       13.846     11.409             0.37733                    0.38667                   0.37867                     0.392                    0.39733                    0.39067                    0.39867                      0.412                      0.408                       0.408                      0.412                    0.41867                      0.452                    0.44267                      0.472                     0.484       
    iter=27       12.776     10.431               0.324                    0.33467                   0.34933                   0.35467                    0.34533                    0.35733                      0.368                    0.35333                    0.35467                     0.37333                    0.37333                    0.38667                    0.39733                    0.41867                    0.41733                   0.43467       
    iter=28       11.833     9.5546             0.30267                      0.304                     0.316                     0.304                    0.31333                    0.32533                    0.32267                       0.32                    0.32133                     0.33067                    0.33867                    0.34133                    0.35067                      0.368                    0.37733                   0.38267       
    iter=29       10.995     8.7506             0.27067                    0.28533                     0.272                     0.276                    0.27867                    0.28133                    0.29467                    0.29733                    0.29867                     0.30133                      0.308                      0.316                    0.31733                    0.34267                       0.34                     0.356       
    iter=30       10.246     20.054             0.25067                    0.24267                   0.23867                     0.252                      0.244                      0.248                    0.25467                       0.26                    0.26667                       0.264                    0.27067                    0.28533                    0.30133                      0.296                    0.31067                     0.316       
    iter=31       9.5721     7.1356             0.21333                      0.212                   0.21867                   0.21733                    0.22667                      0.236                       0.24                       0.24                    0.24133                       0.244                      0.248                      0.256                    0.26133                    0.27067                    0.28267                   0.29467       
    iter=32       8.9637     6.4668               0.196                    0.19733                       0.2                     0.204                    0.20667                      0.196                    0.20933                    0.20933                      0.212                        0.22                    0.22933                    0.23067                      0.232                    0.25333                    0.25067                   0.26133       
    iter=33       8.4126     20.029               0.168                    0.17467                   0.17867                     0.176                      0.176                    0.19333                    0.19733                      0.196                    0.19333                     0.20133                    0.20267                      0.204                       0.22                    0.22667                    0.23467                   0.23867       
    iter=34       7.9117     5.4525               0.164                    0.15333                      0.16                   0.16933                    0.17067                    0.16133                    0.17067                    0.17867                    0.18133                     0.17867                    0.18533                    0.20133                        0.2                      0.204                    0.20933                   0.22533       
    iter=35       7.4549     5.1313             0.13733                    0.14933                   0.14133                   0.14933                    0.15467                    0.15333                    0.15867                       0.16                    0.15867                     0.16533                    0.16933                    0.17067                    0.18133                    0.18533                    0.19733                       0.2       
    iter=36        7.037     4.7209             0.12933                    0.12267                     0.136                   0.13333                    0.12933                       0.14                       0.14                       0.14                    0.14267                     0.15467                    0.15333                    0.15467                    0.16133                    0.17333                    0.16533                      0.18       
    iter=37       6.6535      4.383             0.11467                    0.12133                   0.11467                   0.12533                    0.12667                    0.12667                    0.12667                    0.13333                    0.12933                     0.12533                       0.14                    0.14667                    0.14667                    0.15067                    0.16133                   0.16933       
    iter=38       6.3006     4.1001               0.104                    0.10667                   0.11067                     0.104                    0.11467                    0.11067                       0.12                    0.11733                    0.11867                     0.12533                      0.124                    0.12667                      0.136                    0.14267                    0.14667                   0.15333       
    iter=39       5.9746     3.7135               0.096                      0.088                  0.098667                     0.096                   0.094667                      0.108                    0.10533                      0.108                      0.108                     0.11733                      0.116                    0.11733                    0.12667                    0.12533                    0.12533                   0.13733       
    iter=40       5.6724     3.4116            0.081333                   0.086667                  0.086667                     0.092                      0.092                   0.086667                   0.094667                   0.098667                   0.098667                    0.097333                    0.10267                    0.10667                    0.10533                    0.11467                    0.11867                   0.12267       
    iter=41       5.3912     3.2213               0.076                      0.076                  0.073333                     0.084                   0.085333                   0.086667                   0.085333                   0.093333                   0.094667                    0.085333                      0.096                   0.097333                    0.10667                    0.10267                      0.116                   0.11867       
    iter=42       5.1285     2.9427               0.068                   0.074667                  0.077333                  0.070667                      0.076                   0.078667                   0.078667                   0.074667                   0.074667                       0.088                   0.082667                   0.086667                   0.093333                   0.098667                   0.098667                       0.1       
    iter=43       4.8823     2.6906               0.064                   0.061333                  0.058667                  0.062667                      0.068                   0.070667                      0.068                   0.069333                   0.070667                       0.076                      0.084                   0.081333                   0.081333                   0.081333                      0.088                  0.093333       
    iter=44       4.6505     2.6112            0.061333                       0.06                     0.064                  0.062667                      0.056                       0.06                   0.065333                   0.070667                   0.070667                    0.066667                   0.069333                      0.076                      0.076                       0.08                   0.086667                  0.094667       
    iter=45       4.4317     2.3891            0.050667                   0.050667                  0.053333                  0.057333                      0.056                      0.056                      0.056                       0.06                       0.06                    0.065333                   0.061333                      0.064                   0.069333                      0.068                   0.077333                     0.076       
    iter=46       4.2244     2.2337            0.046667                   0.049333                     0.044                  0.045333                      0.048                   0.049333                      0.052                   0.058667                   0.057333                       0.052                       0.06                       0.06                   0.061333                   0.069333                   0.069333                  0.074667       
    iter=47       4.0273     2.0658            0.034667                       0.04                  0.042667                     0.052                   0.049333                   0.046667                      0.048                   0.046667                      0.048                    0.049333                   0.049333                      0.056                   0.062667                   0.057333                      0.056                  0.057333       
    iter=48       3.8395     2.0086            0.038667                   0.042667                      0.04                     0.036                       0.04                      0.044                   0.046667                   0.046667                   0.046667                    0.046667                   0.046667                   0.049333                   0.049333                   0.061333                       0.06                     0.064       
    iter=49       3.6602     1.7269            0.033333                      0.032                     0.032                  0.034667                      0.036                   0.041333                   0.034667                   0.034667                   0.034667                    0.038667                   0.046667                      0.044                      0.044                      0.044                   0.046667                  0.050667       
    iter=50       3.4886     1.7519               0.032                   0.029333                     0.032                  0.033333                   0.030667                      0.032                   0.033333                      0.036                      0.036                    0.042667                       0.04                   0.041333                   0.042667                   0.045333                      0.048                  0.050667       
    iter=72       1.0679    0.38614           0.0013333                          0                         0                 0.0013333                          0                          0                  0.0013333                  0.0013333                  0.0013333                   0.0013333                  0.0013333                          0                  0.0013333                  0.0026667                      0.004                 0.0026667       
    iter=73        1.006    0.36196           0.0026667                          0                         0                 0.0026667                          0                  0.0026667                  0.0026667                  0.0026667                  0.0026667                   0.0013333                      0.004                  0.0013333                  0.0026667                  0.0013333                  0.0013333                     0.004       
    iter=74      0.94729    0.29554                   0                  0.0013333                 0.0013333                         0                  0.0026667                          0                          0                          0                          0                   0.0013333                  0.0013333                  0.0013333                          0                  0.0026667                  0.0013333                 0.0026667       
    iter=75      0.89178    0.29554                   0                  0.0013333                 0.0013333                         0                          0                          0                          0                          0                          0                   0.0013333                          0                          0                          0                  0.0026667                  0.0013333                         0       
    iter=76      0.83932    0.29554                   0                          0                         0                         0                          0                  0.0013333                  0.0013333                          0                          0                           0                          0                          0                          0                          0                  0.0026667                 0.0013333       
    iter=77      0.78978    0.29554                   0                          0                         0                         0                          0                          0                          0                          0                          0                   0.0013333                  0.0013333                          0                  0.0026667                          0                          0                 0.0013333       
    iter=78      0.74304    0.20898                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                  0.0013333                          0                         0       
    iter=79      0.69895    0.29554                   0                          0                         0                         0                          0                          0                  0.0013333                  0.0026667                  0.0026667                           0                          0                          0                          0                          0                          0                         0       
    iter=80      0.65741    0.20898                   0                          0                         0                         0                  0.0013333                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                 0.0013333       
    iter=81      0.61827    0.20898                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                  0.0013333                         0       
    iter=82      0.58142          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=83      0.54674    0.20898                   0                          0                         0                 0.0013333                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                  0.0013333                         0       
    iter=84       0.5141    0.20898                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                  0.0013333                          0                         0       
    iter=85       0.4834    0.20898                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                  0.0013333                          0                          0                         0       
    iter=86      0.45452          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=87      0.42735          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=88       0.4018          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=89      0.37778          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=90      0.35518    0.20898                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                  0.0013333                          0                          0                         0       
    iter=91      0.33394          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=92      0.31396          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=93      0.29517          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=94       0.2775    0.20898                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                  0.0013333                          0                          0                          0                          0                         0       
    iter=95      0.26089    0.20898                   0                          0                         0                         0                  0.0013333                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=96      0.24527          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=97      0.23058          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=98      0.21677          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=99      0.20379          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=100     0.19158          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=101      0.1801          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=102      0.1693          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=103     0.15915          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=104     0.14961          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=105     0.14064          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=106     0.13221          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=107     0.12428          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=108     0.11682          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=109     0.10982          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=110     0.10323          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=111    0.097038          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=112    0.091218          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=113    0.085746          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=114    0.080602          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=115    0.075766          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=116    0.071221          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=117    0.066948          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=118    0.062932          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=119    0.059157          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=120    0.055608          0                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0       
    iter=121    0.052271          0                   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
                    zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                    _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    a1=-20                  -11.318                    -11.073                   -10.794                   -10.494                    -10.177                    -9.8456                    -9.5035                    -8.9532                    -9.1529                     -8.7965                    -8.4369                    -8.0756                    -7.7142                    -7.3552                    -6.7374                   -6.1165        
    a2=-19.9065             -11.318                    -11.073                   -10.794                   -10.494                    -10.177                    -9.8456                    -9.3341                    -8.8139                    -9.1529                     -8.7965                    -8.4369                    -8.0756                    -7.7142                    -7.3552                    -6.6651                   -6.0609        
    a3=-19.8131             -11.318                    -11.073                   -10.794                   -10.494                    -10.177                    -9.6835                    -9.1741                    -8.6967                    -9.1529                     -8.7965                    -8.4369                    -8.0756                    -7.7142                     -7.252                    -6.6006                   -6.0025        
    a4=-19.7196             -11.318                    -11.073                   -10.794                   -10.494                    -9.9948                    -9.5063                    -9.0417                    -8.5964                    -9.1529                     -8.7965                    -8.4369                    -8.0756                    -7.7142                    -7.1539                    -6.5425                   -5.9408        
    a5=-19.6262             -11.318                    -11.073                   -10.739                   -10.264                    -9.8058                    -9.3614                    -8.9296                    -8.5092                    -9.1529                     -8.7965                    -8.4369                    -8.0756                    -7.7142                    -7.0715                    -6.4899                   -5.8828        
    a6=-19.5327             -11.318                    -10.914                   -10.492                    -10.07                    -9.6525                      -9.24                    -8.8333                    -8.4325                    -9.1529                     -8.7965                    -8.4369                    -8.0756                    -7.6162                    -6.9987                     -6.442                   -5.8209        
    a7=-19.4393             -11.039                    -10.677                   -10.299                   -9.9131                    -9.5249                    -9.1364                    -8.7492                    -8.3643                    -9.1529                     -8.7965                    -8.4369                    -8.0756                     -7.507                    -6.9337                    -6.3981                   -5.7604        
    a8=-19.3458             -10.818                    -10.491                   -10.143                   -9.7828                    -9.4165                    -9.0466                     -8.675                    -8.3032                    -9.1529                     -8.7965                    -8.4369                    -8.0385                    -7.4183                    -6.8753                    -6.3576                   -5.7022        
    a9=-19.2523             -10.642                    -10.339                   -10.013                   -9.6724                     -9.323                    -8.9679                     -8.609                    -8.2481                    -9.1529                     -8.7965                    -8.4369                    -7.9081                    -7.3408                    -6.8225                    -6.3004                   -5.6461        
    a10=-19.1589            -10.498                    -10.213                    -9.903                   -9.5773                    -9.2413                     -8.898                    -8.5497                    -8.1979                    -9.1529                     -8.7965                    -8.4116                    -7.7981                     -7.272                    -6.7743                    -6.2354                   -5.5914        
    a11=-19.0654            -10.377                    -10.106                   -9.8082                   -9.4942                     -9.169                    -8.8355                     -8.496                    -8.1521                    -9.1529                     -8.7965                    -8.2646                    -7.7085                    -7.2104                    -6.7301                    -6.1719                   -5.5374        
    a12=-18.972             -10.274                    -10.013                   -9.7255                   -9.4209                    -9.1045                    -8.7792                    -8.4471                      -8.11                    -9.1529                     -8.7302                    -8.1422                    -7.6305                    -7.1547                    -6.6895                    -6.1097                   -5.4835        
    a13=-18.8785            -10.185                     -9.932                   -9.6524                   -9.3555                    -9.0464                     -8.728                    -8.4024                    -8.0712                    -9.1529                     -8.5745                    -8.0396                    -7.5613                    -7.1042                    -6.6512                    -6.0508                   -5.4283        
    a14=-18.785             -10.107                    -9.8602                   -9.5872                   -9.2967                    -8.9938                    -8.6813                    -8.3612                    -8.0352                    -8.9941                     -8.4457                    -7.9549                    -7.4994                    -7.0581                    -6.6141                    -5.9926                   -5.3736        
    a15=-18.6916            -10.037                    -9.7961                   -9.5286                   -9.2435                    -8.9459                    -8.6385                    -8.3232                    -8.0017                    -8.8388                     -8.3368                    -7.8803                    -7.4435                    -7.0157                    -6.5588                    -5.9367                   -5.3188        
    a16=-18.5981            -9.9748                    -9.7385                   -9.4755                    -9.195                     -8.902                     -8.599                    -8.2879                    -7.9704                    -8.7103                     -8.2484                    -7.8138                    -7.3927                    -6.9765                    -6.4929                    -5.8838                   -5.2658        
    a17=-18.5047            -9.9187                    -9.6862                   -9.4272                   -9.1507                    -8.8615                    -8.5624                    -8.2551                    -7.9412                    -8.6017                     -8.1711                    -7.7542                    -7.3464                    -6.9385                    -6.4286                    -5.8293                   -5.2128        
    a18=-18.4112            -9.8677                    -9.6385                   -9.3829                   -9.1098                    -8.8241                    -8.5284                    -8.2244                    -7.9137                    -8.5136                     -8.1024                    -7.7002                    -7.3038                    -6.9027                     -6.367                     -5.775                   -5.1573        
    a19=-18.3178            -9.8212                    -9.5948                   -9.3421                   -9.0721                    -8.7894                    -8.4967                    -8.1957                    -7.8879                    -8.4363                     -8.0409                    -7.6511                    -7.2645                    -6.8695                    -6.3089                     -5.722                   -5.1024        
    a20=-18.2243            -9.7785                    -9.5546                   -9.3045                    -9.037                     -8.757                     -8.467                    -8.1687                    -7.8635                    -8.3678                     -7.9854                    -7.6062                    -7.2265                    -6.8318                    -6.2523                    -5.6692                   -5.0478        
    a21=-18.1308            -9.7391                    -9.5174                   -9.2695                   -9.0044                    -8.7268                    -8.4392                    -8.1433                    -7.8404                    -8.3063                     -7.9349                    -7.5648                    -7.1906                    -6.7633                    -6.1962                    -5.6188                   -4.9937        
    a22=-18.0374            -9.7026                    -9.4828                   -9.2369                   -8.9739                    -8.6984                     -8.413                    -8.1193                    -7.8186                    -8.2509                     -7.8888                    -7.5265                    -7.1572                    -6.6974                    -6.1418                    -5.5673                   -4.9396        
    a23=-17.9439            -9.6687                    -9.4506                   -9.2065                   -8.9453                    -8.6718                    -8.3883                    -8.0966                    -7.7753                    -8.2005                     -7.8465                    -7.4887                    -7.1261                     -6.635                    -6.0899                    -5.5128                   -4.8849        
    a24=-17.8505            -9.6371                    -9.4205                    -9.178                   -8.9185                    -8.6467                     -8.365                    -8.0751                    -7.7025                    -8.1545                     -7.8074                    -7.4538                    -7.0971                    -6.5748                    -6.0389                    -5.4591                   -4.8305        
    a25=-17.757             -9.6075                    -9.3922                   -9.1512                   -8.8932                     -8.623                    -8.3429                    -8.0523                    -7.6362                    -8.1122                     -7.7694                    -7.4213                    -7.0455                    -6.5171                    -5.9883                     -5.406                   -4.7766        
    a26=-17.6636            -9.5797                    -9.3657                   -9.1259                   -8.8693                    -8.6005                     -8.322                    -7.9733                    -7.5714                    -8.0732                     -7.7337                    -7.3909                     -6.978                    -6.4631                    -5.9405                    -5.3527                   -4.7232        
    a27=-17.5701            -9.5536                    -9.3407                   -9.1021                   -8.8468                    -8.5793                    -8.2983                    -7.9031                    -7.5126                    -8.0351                     -7.7005                    -7.3626                    -6.9119                    -6.4098                    -5.8895                    -5.2987                   -4.6693        
    a28=-17.4766             -9.529                    -9.3171                   -9.0796                   -8.8253                    -8.5591                    -8.2176                    -7.8345                    -7.4545                    -7.9995                     -7.6695                    -7.3359                    -6.8516                    -6.3588                    -5.8377                    -5.2442                   -4.6153        
    a29=-17.3832            -9.5057                    -9.2947                   -9.0582                    -8.805                    -8.5162                    -8.1434                    -7.7719                    -7.4017                    -7.9663                     -7.6406                    -7.2813                    -6.7921                    -6.3104                    -5.7868                    -5.1908                   -4.5617        
    a30=-17.2897            -9.4837                    -9.2735                   -9.0379                   -8.7857                    -8.4349                    -8.0733                    -7.7113                    -7.3492                    -7.9354                     -7.6135                    -7.2101                    -6.7369                    -6.2632                    -5.7373                    -5.1373                   -4.5081        
    a31=-17.1963            -9.4628                    -9.2534                   -9.0186                   -8.7062                    -8.3582                    -8.0074                     -7.655                    -7.3011                    -7.9065                     -7.5885                    -7.1462                    -6.6836                    -6.2145                    -5.6841                    -5.0843                   -4.4544        
    a32=-17.1028            -9.4429                    -9.2342                    -8.957                   -8.6258                    -8.2879                    -7.9457                    -7.6008                    -7.2533                    -7.8794                     -7.5441                    -7.0831                    -6.6333                    -6.1661                    -5.6302                    -5.0309                   -4.4004        
    a33=-17.0093             -9.424                    -9.1769                    -8.869                   -8.5482                    -8.2199                    -7.8867                    -7.5498                    -7.2093                    -7.8544                     -7.4711                    -7.0258                    -6.5851                    -6.1185                    -5.5781                    -4.9776                   -4.3462        
    a34=-16.9159             -9.364                    -9.0893                   -8.7907                   -8.4786                     -8.158                    -7.8316                    -7.5007                    -7.1656                    -7.8319                     -7.4035                    -6.9695                     -6.537                    -6.0719                    -5.5248                     -4.925                   -4.2919        
    a35=-16.8224            -9.2691                    -9.0034                   -8.7136                   -8.4099                    -8.0972                    -7.7782                    -7.4542                    -7.1243                      -7.77                      -7.339                    -6.9171                    -6.4895                    -6.0221                    -5.4714                    -4.8724                   -4.2375        
    a36=-16.729             -9.1862                    -8.9278                   -8.6452                   -8.3483                    -8.0418                    -7.7284                    -7.4092                    -7.0842                    -7.6978                     -7.2789                    -6.8664                    -6.4437                    -5.9705                    -5.4182                     -4.819                   -4.1832        
    a37=-16.6355             -9.104                    -8.8528                   -8.5773                    -8.287                    -7.9871                    -7.6799                    -7.3666                    -7.0452                    -7.6272                     -7.2213                    -6.8168                     -6.399                    -5.9212                    -5.3652                    -4.7662                   -4.1287        
    a38=-16.5421             -9.031                    -8.7857                   -8.5161                   -8.2316                     -7.937                    -7.6344                    -7.3251                    -7.0078                    -7.5634                     -7.1666                    -6.7704                    -6.3561                    -5.8681                    -5.3128                    -4.7132                   -4.0744        
    a39=-16.4486            -8.9603                    -8.7202                   -8.4559                   -8.1766                    -7.8873                    -7.5901                    -7.2859                    -6.9708                    -7.5009                     -7.1149                    -6.7247                    -6.3095                    -5.8152                    -5.2607                    -4.6599                   -4.0197        
    a40=-16.3551            -8.8954                    -8.6601                   -8.4008                   -8.1264                    -7.8415                    -7.5481                    -7.2469                     -6.936                    -7.4439                      -7.065                    -6.6806                     -6.262                    -5.7621                    -5.2084                    -4.6066                   -3.9652        
    a41=-16.2617            -8.8327                    -8.6016                   -8.3466                   -8.0766                    -7.7962                    -7.5074                    -7.2106                    -6.9001                    -7.3878                     -7.0182                    -6.6389                    -6.2162                    -5.7087                    -5.1562                    -4.5534                   -3.9103        
    a42=-16.1682            -8.7744                    -8.5475                   -8.2966                   -8.0308                    -7.7543                    -7.4687                    -7.1744                    -6.8633                    -7.3362                     -6.9717                    -6.5965                    -6.1633                    -5.6561                    -5.1048                    -4.4998                   -3.8551        
    a43=-16.0748            -8.7182                    -8.4947                   -8.2476                   -7.9854                    -7.7127                    -7.4311                    -7.1391                    -6.8263                    -7.2854                     -6.9286                    -6.5531                    -6.1129                    -5.6035                     -5.053                    -4.4465                   -3.8001        
    a44=-15.9813            -8.6655                    -8.4456                    -8.202                   -7.9434                    -7.6737                    -7.3944                    -7.1042                    -6.7792                    -7.2383                     -6.8862                      -6.51                    -6.0587                    -5.5512                    -5.0008                    -4.3927                   -3.7448        
    a45=-15.8879            -8.6146                    -8.3976                   -8.1571                   -7.9017                    -7.6353                    -7.3593                    -7.0707                    -6.7251                    -7.1922                     -6.8443                    -6.4656                    -6.0056                    -5.4999                     -4.949                    -4.3385                   -3.6895        
    a46=-15.7944            -8.5668                    -8.3527                   -8.1153                   -7.8629                    -7.5987                    -7.3246                    -7.0374                    -6.6704                    -7.1481                     -6.8032                    -6.4187                    -5.9517                    -5.4492                    -4.8963                    -4.2843                   -3.6342        
    a47=-15.7009            -8.5204                    -8.3089                   -8.0741                   -7.8242                    -7.5633                    -7.2917                    -6.9935                    -6.6161                    -7.1061                     -6.7629                    -6.3662                    -5.8986                    -5.3981                     -4.844                    -4.2301                   -3.5787        
    a48=-15.6075            -8.4766                    -8.2677                   -8.0356                   -7.7881                     -7.529                    -7.2589                    -6.9367                    -6.5629                    -7.0646                     -6.7246                    -6.3135                    -5.8463                    -5.3472                    -4.7912                    -4.1762                   -3.5231        
    a49=-15.514             -8.4342                    -8.2273                   -7.9974                   -7.7523                    -7.4959                    -7.2263                    -6.8793                    -6.5115                    -7.0247                     -6.6813                    -6.2586                    -5.7952                    -5.2972                    -4.7386                    -4.1219                   -3.4674        
    a50=-15.4206            -8.3939                    -8.1893                   -7.9615                    -7.718                    -7.4629                    -7.1793                    -6.8233                    -6.4613                    -6.9863                     -6.6361                    -6.2041                    -5.7441                     -5.246                    -4.6855                    -4.0677                   -3.4111        
    a701=45.4206             13.192                     13.246                    13.307                    13.374                     13.445                     13.522                     13.604                     13.691                     13.691                      13.785                     13.886                     13.993                     14.108                     14.229                     14.356                    14.484        
    a702=45.514              13.204                     13.257                    13.318                    13.385                     13.456                     13.533                     13.615                     13.702                     13.702                      13.796                     13.896                     14.003                     14.118                     14.239                     14.366                    14.493        
    a703=45.6075             13.215                     13.269                     13.33                    13.396                     13.467                     13.544                     13.625                     13.713                     13.713                      13.806                     13.906                     14.013                     14.127                     14.249                     14.375                    14.502        
    a704=45.7009             13.227                      13.28                    13.341                    13.407                     13.478                     13.554                     13.636                     13.723                     13.723                      13.816                     13.916                     14.023                     14.137                     14.258                     14.384                    14.511        
    a705=45.7944             13.238                     13.291                    13.352                    13.418                     13.489                     13.565                     13.647                     13.734                     13.734                      13.827                     13.927                     14.033                     14.147                     14.268                     14.394                    14.521        
    a706=45.8879             13.249                     13.303                    13.363                    13.429                       13.5                     13.576                     13.657                     13.744                     13.744                      13.837                     13.937                     14.043                     14.157                     14.277                     14.403                     14.53        
    a707=45.9813             13.261                     13.314                    13.374                     13.44                     13.511                     13.587                     13.668                     13.755                     13.755                      13.847                     13.947                     14.053                     14.167                     14.287                     14.413                    14.539        
    a708=46.0748             13.272                     13.325                    13.385                    13.451                     13.522                     13.597                     13.678                     13.765                     13.765                      13.858                     13.957                     14.063                     14.176                     14.297                     14.422                    14.548        
    a709=46.1682             13.283                     13.336                    13.396                    13.462                     13.533                     13.608                     13.689                     13.775                     13.775                      13.868                     13.967                     14.073                     14.186                     14.306                     14.431                    14.557        
    a710=46.2617             13.295                     13.347                    13.407                    13.473                     13.543                     13.619                       13.7                     13.786                     13.786                      13.878                     13.977                     14.083                     14.196                     14.316                     14.441                    14.567        
    a711=46.3551             13.306                     13.359                    13.419                    13.484                     13.554                      13.63                      13.71                     13.796                     13.796                      13.889                     13.987                     14.093                     14.206                     14.325                      14.45                    14.576        
    a712=46.4486             13.317                      13.37                     13.43                    13.495                     13.565                      13.64                     13.721                     13.807                     13.807                      13.899                     13.997                     14.103                     14.215                     14.335                     14.459                    14.585        
    a713=46.5421             13.328                     13.381                    13.441                    13.506                     13.576                     13.651                     13.731                     13.817                     13.817                      13.909                     14.007                     14.113                     14.225                     14.344                     14.469                    14.594        
    a714=46.6355             13.339                     13.392                    13.452                    13.517                     13.587                     13.662                     13.742                     13.827                     13.827                      13.919                     14.017                     14.122                     14.235                     14.354                     14.478                    14.603        
    a715=46.729              13.351                     13.403                    13.463                    13.528                     13.597                     13.672                     13.752                     13.838                     13.838                      13.929                     14.027                     14.132                     14.244                     14.363                     14.487                    14.612        
    a716=46.8224             13.362                     13.414                    13.474                    13.538                     13.608                     13.683                     13.763                     13.848                     13.848                      13.939                     14.037                     14.142                     14.254                     14.373                     14.496                    14.621        
    a717=46.9159             13.373                     13.425                    13.484                    13.549                     13.619                     13.693                     13.773                     13.858                     13.858                       13.95                     14.047                     14.152                     14.264                     14.382                     14.506                     14.63        
    a718=47.0093             13.384                     13.436                    13.495                     13.56                     13.629                     13.704                     13.783                     13.869                     13.869                       13.96                     14.057                     14.162                     14.273                     14.391                     14.515                    14.639        
    a719=47.1028             13.395                     13.447                    13.506                    13.571                      13.64                     13.714                     13.794                     13.879                     13.879                       13.97                     14.067                     14.171                     14.283                     14.401                     14.524                    14.648        
    a720=47.1963             13.406                     13.458                    13.517                    13.582                     13.651                     13.725                     13.804                     13.889                     13.889                       13.98                     14.077                     14.181                     14.292                      14.41                     14.533                    14.657        
    a721=47.2897             13.417                     13.469                    13.528                    13.592                     13.661                     13.735                     13.815                     13.899                     13.899                       13.99                     14.087                     14.191                     14.302                      14.42                     14.542                    14.666        
    a722=47.3832             13.428                      13.48                    13.539                    13.603                     13.672                     13.746                     13.825                      13.91                      13.91                          14                     14.097                     14.201                     14.311                     14.429                     14.552                    14.675        
    a723=47.4766             13.439                     13.491                     13.55                    13.614                     13.683                     13.756                     13.835                      13.92                      13.92                       14.01                     14.107                      14.21                     14.321                     14.438                     14.561                    14.684        
    a724=47.5701              13.45                     13.502                    13.561                    13.624                     13.693                     13.767                     13.846                      13.93                      13.93                       14.02                     14.117                      14.22                      14.33                     14.448                      14.57                    14.693        
    a725=47.6636             13.461                     13.513                    13.571                    13.635                     13.704                     13.777                     13.856                      13.94                      13.94                       14.03                     14.126                      14.23                      14.34                     14.457                     14.579                    14.702        
    a726=47.757              13.472                     13.524                    13.582                    13.646                     13.714                     13.788                     13.866                      13.95                      13.95                       14.04                     14.136                     14.239                     14.349                     14.466                     14.588                    14.711        
    a727=47.8505             13.483                     13.535                    13.593                    13.656                     13.725                     13.798                     13.876                      13.96                      13.96                       14.05                     14.146                     14.249                     14.359                     14.476                     14.597                     14.72        
    a728=47.9439             13.494                     13.545                    13.604                    13.667                     13.735                     13.808                     13.887                      13.97                      13.97                       14.06                     14.156                     14.259                     14.368                     14.485                     14.606                    14.729        
    a729=48.0374             13.505                     13.556                    13.614                    13.678                     13.746                     13.819                     13.897                      13.98                      13.98                       14.07                     14.166                     14.268                     14.378                     14.494                     14.615                    14.738        
    a730=48.1308             13.516                     13.567                    13.625                    13.688                     13.756                     13.829                     13.907                      13.99                      13.99                       14.08                     14.175                     14.278                     14.387                     14.503                     14.624                    14.746        
    a731=48.2243             13.527                     13.578                    13.636                    13.699                     13.767                     13.839                     13.917                     14.001                     14.001                       14.09                     14.185                     14.287                     14.397                     14.513                     14.633                    14.755        
    a732=48.3178             13.538                     13.589                    13.646                    13.709                     13.777                      13.85                     13.927                     14.011                     14.011                        14.1                     14.195                     14.297                     14.406                     14.522                     14.643                    14.764        
    a733=48.4112             13.548                     13.599                    13.657                     13.72                     13.788                      13.86                     13.938                     14.021                     14.021                      14.109                     14.205                     14.307                     14.415                     14.531                     14.652                    14.773        
    a734=48.5047             13.559                      13.61                    13.667                     13.73                     13.798                      13.87                     13.948                     14.031                     14.031                      14.119                     14.214                     14.316                     14.425                      14.54                     14.661                    14.782        
    a735=48.5981              13.57                     13.621                    13.678                    13.741                     13.808                     13.881                     13.958                     14.041                     14.041                      14.129                     14.224                     14.326                     14.434                     14.549                     14.669                     14.79        
    a736=48.6916             13.581                     13.631                    13.689                    13.751                     13.819                     13.891                     13.968                     14.051                     14.051                      14.139                     14.234                     14.335                     14.443                     14.558                     14.678                    14.799        
    a737=48.785              13.591                     13.642                    13.699                    13.762                     13.829                     13.901                     13.978                      14.06                      14.06                      14.149                     14.243                     14.345                     14.453                     14.568                     14.687                    14.808        
    a738=48.8785             13.602                     13.653                     13.71                    13.772                     13.839                     13.911                     13.988                      14.07                      14.07                      14.159                     14.253                     14.354                     14.462                     14.577                     14.696                    14.817        
    a739=48.972              13.613                     13.663                     13.72                    13.783                      13.85                     13.921                     13.998                      14.08                      14.08                      14.168                     14.263                     14.364                     14.471                     14.586                     14.705                    14.826        
    a740=49.0654             13.624                     13.674                    13.731                    13.793                      13.86                     13.932                     14.008                      14.09                      14.09                      14.178                     14.272                     14.373                     14.481                     14.595                     14.714                    14.834        
    a741=49.1589             13.634                     13.684                    13.741                    13.803                      13.87                     13.942                     14.018                       14.1                       14.1                      14.188                     14.282                     14.382                      14.49                     14.604                     14.723                    14.843        
    a742=49.2523             13.645                     13.695                    13.752                    13.814                      13.88                     13.952                     14.028                      14.11                      14.11                      14.198                     14.291                     14.392                     14.499                     14.613                     14.732                    14.852        
    a743=49.3458             13.656                     13.706                    13.762                    13.824                     13.891                     13.962                     14.038                      14.12                      14.12                      14.207                     14.301                     14.401                     14.508                     14.622                     14.741                     14.86        
    a744=49.4393             13.666                     13.716                    13.773                    13.834                     13.901                     13.972                     14.048                      14.13                      14.13                      14.217                      14.31                     14.411                     14.518                     14.631                      14.75                    14.869        
    a745=49.5327             13.677                     13.727                    13.783                    13.845                     13.911                     13.982                     14.058                     14.139                     14.139                      14.227                      14.32                      14.42                     14.527                      14.64                     14.759                    14.878        
    a746=49.6262             13.687                     13.737                    13.793                    13.855                     13.921                     13.992                     14.068                     14.149                     14.149                      14.236                     14.329                     14.429                     14.536                     14.649                     14.767                    14.886        
    a747=49.7196             13.698                     13.748                    13.804                    13.865                     13.931                     14.002                     14.078                     14.159                     14.159                      14.246                     14.339                     14.439                     14.545                     14.658                     14.776                    14.895        
    a748=49.8131             13.708                     13.758                    13.814                    13.875                     13.941                     14.012                     14.088                     14.169                     14.169                      14.256                     14.348                     14.448                     14.554                     14.667                     14.785                    14.904        
    a749=49.9065             13.719                     13.768                    13.825                    13.886                     13.952                     14.022                     14.098                     14.179                     14.179                      14.265                     14.358                     14.457                     14.563                     14.676                     14.794                    14.912        
    a750=50                   13.73                     13.779                    13.835                    13.896                     13.962                     14.032                     14.108                     14.188                     14.188                      14.275                     14.367                     14.467                     14.573                     14.685                     14.803                    14.921        

tb_pol_a: optimal asset choice for each state space point
                    zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                    _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    a1=-20                        0                          0                         0                         0                          0                          0                          0                        -20                          0                           0                          0                          0                          0                          0                        -20                       -20        
    a2=-19.9065                   0                          0                         0                         0                          0                          0                        -20                        -20                          0                           0                          0                          0                          0                          0                        -20                    -19.72        
    a3=-19.8131                   0                          0                         0                         0                          0                        -20                        -20                        -20                          0                           0                          0                          0                          0                        -20                        -20                   -19.533        
    a4=-19.7196                   0                          0                         0                         0                        -20                        -20                        -20                        -20                          0                           0                          0                          0                          0                        -20                        -20                   -19.439        
    a5=-19.6262                   0                          0                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                          0                          0                          0                        -20                        -20                   -19.346        
    a6=-19.5327                   0                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                          0                          0                        -20                        -20                        -20                   -19.252        
    a7=-19.4393                 -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                          0                          0                        -20                        -20                        -20                   -19.159        
    a8=-19.3458                 -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                          0                        -20                        -20                        -20                        -20                   -19.065        
    a9=-19.2523                 -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                          0                        -20                        -20                        -20                    -19.439                   -18.972        
    a10=-19.1589                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                        -20                        -20                        -20                        -20                    -19.252                   -18.879        
    a11=-19.0654                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                           0                        -20                        -20                        -20                        -20                    -19.159                   -18.879        
    a12=-18.972                 -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                         -20                        -20                        -20                        -20                        -20                    -19.065                   -18.692        
    a13=-18.8785                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                          0                         -20                        -20                        -20                        -20                        -20                    -19.065                   -18.598        
    a14=-18.785                 -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                        -20                        -20                    -18.972                   -18.505        
    a15=-18.6916                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                        -20                    -19.065                    -18.879                   -18.411        
    a16=-18.5981                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                        -20                    -19.065                    -18.785                   -18.318        
    a17=-18.5047                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                        -20                    -18.972                    -18.692                   -18.224        
    a18=-18.4112                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                        -20                    -18.879                    -18.598                   -18.131        
    a19=-18.3178                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                        -20                    -18.879                    -18.505                   -18.037        
    a20=-18.2243                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                    -18.879                    -18.785                    -18.411                   -17.944        
    a21=-18.1308                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                    -18.879                    -18.692                    -18.318                   -17.757        
    a22=-18.0374                -20                        -20                       -20                       -20                        -20                        -20                        -20                        -20                        -20                         -20                        -20                        -20                    -18.785                    -18.598                    -18.131                   -17.664        
    a23=-17.9439                -20                        -20                       -20                       -20                        -20                        -20                        -20                    -18.318                        -20                         -20                        -20                        -20                    -18.692                    -18.505                    -18.037                    -17.57        
    a24=-17.8505                -20                        -20                       -20                       -20                        -20                        -20                        -20                    -18.318                        -20                         -20                        -20                        -20                    -18.692                    -18.411                    -17.944                   -17.477        
    a25=-17.757                 -20                        -20                       -20                       -20                        -20                        -20                    -18.318                    -18.224                        -20                         -20                        -20                    -18.692                    -18.598                    -18.411                    -17.944                   -17.383        
    a26=-17.6636                -20                        -20                       -20                       -20                        -20                        -20                    -18.224                    -18.224                        -20                         -20                        -20                    -18.692                    -18.598                    -18.318                    -17.757                    -17.29        
    a27=-17.5701                -20                        -20                       -20                       -20                        -20                    -18.224                    -18.224                    -18.131                        -20                         -20                        -20                    -18.598                    -18.505                    -18.131                    -17.664                   -17.196        
    a28=-17.4766                -20                        -20                       -20                       -20                        -20                    -18.131                    -18.131                    -18.131                        -20                         -20                        -20                    -18.505                    -18.411                    -18.037                     -17.57                   -17.103        
    a29=-17.3832                -20                        -20                       -20                       -20                    -18.131                    -18.131                    -18.131                    -18.037                        -20                         -20                    -18.505                    -18.505                    -18.411                    -17.944                    -17.477                   -17.009        
    a30=-17.2897                -20                        -20                       -20                       -20                    -18.037                    -18.037                    -18.037                    -18.037                        -20                         -20                    -18.505                    -18.411                    -18.318                     -17.85                    -17.383                   -16.916        
    a31=-17.1963                -20                        -20                       -20                   -18.037                    -18.037                    -18.037                    -18.037                    -17.944                        -20                         -20                    -18.411                    -18.411                    -18.131                    -17.664                     -17.29                   -16.822        
    a32=-17.1028                -20                        -20                   -17.944                   -17.944                    -17.944                    -17.944                    -17.944                    -17.944                        -20                     -18.411                    -18.411                    -18.318                    -18.037                     -17.57                    -17.196                   -16.729        
    a33=-17.0093                -20                    -17.944                   -17.944                   -17.944                    -17.944                    -17.944                    -17.944                     -17.85                        -20                     -18.411                    -18.318                    -18.318                    -17.944                    -17.477                    -17.103                   -16.542        
    a34=-16.9159             -17.85                     -17.85                    -17.85                    -17.85                     -17.85                     -17.85                     -17.85                     -17.85                        -20                     -18.318                    -18.318                    -18.131                    -17.944                    -17.383                    -17.009                   -16.449        
    a35=-16.8224             -17.85                     -17.85                    -17.85                    -17.85                     -17.85                     -17.85                     -17.85                    -17.757                    -18.318                     -18.318                    -18.224                    -18.131                    -17.664                     -17.29                    -16.916                   -16.355        
    a36=-16.729              -17.85                     -17.85                    -17.85                    -17.85                    -17.757                    -17.757                    -17.757                    -17.757                    -18.318                     -18.224                    -18.224                    -18.037                     -17.57                    -17.196                    -16.729                   -16.262        
    a37=-16.6355            -17.757                    -17.757                   -17.757                   -17.757                    -17.757                    -17.757                    -17.757                    -17.664                    -18.224                     -18.224                    -18.131                    -17.944                     -17.57                    -17.103                    -16.636                   -16.168        
    a38=-16.5421            -17.757                    -17.757                   -17.757                   -17.757                    -17.664                    -17.664                    -17.664                     -17.57                    -18.224                     -18.131                    -18.037                    -17.944                     -17.29                    -17.009                    -16.542                   -16.075        
    a39=-16.4486            -17.664                    -17.664                   -17.664                   -17.664                    -17.664                    -17.664                    -17.664                     -17.57                    -18.131                     -18.131                    -18.037                    -17.664                     -17.29                    -16.916                    -16.449                   -15.981        
    a40=-16.3551            -17.664                    -17.664                   -17.664                   -17.664                     -17.57                     -17.57                     -17.57                    -17.477                    -18.131                     -18.037                    -17.944                     -17.57                    -17.103                    -16.822                    -16.355                   -15.888        
    a41=-16.2617             -17.57                     -17.57                    -17.57                    -17.57                     -17.57                     -17.57                    -17.477                     -17.29                    -18.037                     -18.037                    -17.944                    -17.383                    -17.009                    -16.729                    -16.262                   -15.701        
    a42=-16.1682             -17.57                     -17.57                    -17.57                    -17.57                    -17.477                    -17.477                    -17.477                     -17.29                    -17.944                     -17.944                    -17.757                     -17.29                    -16.916                    -16.636                    -16.168                   -15.607        
    a43=-16.0748            -17.477                    -17.477                   -17.477                   -17.477                    -17.477                    -17.477                    -17.383                    -17.009                    -17.944                      -17.85                    -17.664                    -17.196                    -16.822                    -16.449                    -16.075                   -15.514        
    a44=-15.9813            -17.477                    -17.477                   -17.477                   -17.477                    -17.383                    -17.383                     -17.29                    -16.636                     -17.85                      -17.85                     -17.57                    -17.009                    -16.729                    -16.355                    -15.981                   -15.421        
    a45=-15.8879            -17.383                    -17.383                   -17.383                   -17.383                    -17.383                     -17.29                     -17.29                    -16.542                     -17.85                     -17.757                     -17.29                    -16.916                    -16.636                    -16.262                    -15.794                   -15.327        
    a46=-15.7944            -17.383                    -17.383                   -17.383                    -17.29                     -17.29                     -17.29                    -17.009                    -16.449                    -17.757                     -17.664                     -17.29                    -16.822                    -16.542                    -16.168                    -15.701                   -15.234        
    a47=-15.7009             -17.29                     -17.29                    -17.29                    -17.29                     -17.29                    -17.196                    -16.449                    -16.355                    -17.757                      -17.57                    -17.009                    -16.729                    -16.449                    -16.075                    -15.607                    -15.14        
    a48=-15.6075             -17.29                     -17.29                    -17.29                   -17.196                    -17.196                    -17.103                    -16.355                    -16.262                    -17.664                      -17.57                    -16.822                    -16.636                    -16.355                    -15.981                    -15.514                   -15.047        
    a49=-15.514             -17.196                    -17.196                   -17.196                   -17.196                    -17.103                    -17.009                    -16.262                    -16.168                     -17.57                      -17.29                    -16.729                    -16.542                    -16.262                    -15.888                    -15.421                    -14.86        
    a50=-15.4206            -17.196                    -17.196                   -17.103                   -17.103                    -17.103                    -16.262                    -16.168                    -16.168                     -17.57                     -17.009                    -16.636                    -16.449                    -16.168                    -15.701                    -15.327                   -14.766        
    a701=45.4206             42.897                     42.897                    42.991                    42.991                     43.084                     43.178                     43.271                     43.458                     43.458                      43.551                     43.738                     43.925                     44.206                     44.393                     44.766                     45.14        
    a702=45.514              42.991                     42.991                    43.084                    43.084                     43.178                     43.271                     43.364                     43.458                     43.458                      43.645                     43.832                     44.019                     44.299                     44.486                      44.86                    45.234        
    a703=45.6075             43.084                     43.084                    43.178                    43.178                     43.271                     43.364                     43.458                     43.551                     43.551                      43.738                     43.925                     44.112                     44.299                     44.579                     44.953                    45.327        
    a704=45.7009             43.084                     43.178                    43.271                    43.271                     43.364                     43.458                     43.551                     43.645                     43.645                      43.832                     44.019                     44.206                     44.393                     44.673                     45.047                    45.421        
    a705=45.7944             43.178                     43.271                    43.364                    43.364                     43.458                     43.551                     43.645                     43.738                     43.738                      43.925                     44.112                     44.299                     44.486                     44.766                      45.14                    45.514        
    a706=45.8879             43.271                     43.364                    43.364                    43.458                     43.551                     43.645                     43.738                     43.832                     43.832                      44.019                     44.206                     44.393                     44.579                      44.86                     45.234                    45.607        
    a707=45.9813             43.364                     43.458                    43.458                    43.551                     43.645                     43.738                     43.832                     43.925                     43.925                      44.112                     44.299                     44.486                     44.673                     44.953                     45.327                    45.701        
    a708=46.0748             43.458                     43.551                    43.551                    43.645                     43.738                     43.832                     43.925                     44.019                     44.019                      44.206                     44.393                     44.579                     44.766                     45.047                     45.421                    45.794        
    a709=46.1682             43.551                     43.645                    43.645                    43.738                     43.832                     43.925                     44.019                     44.112                     44.112                      44.299                     44.486                     44.673                      44.86                      45.14                     45.514                    45.888        
    a710=46.2617             43.645                     43.738                    43.738                    43.832                     43.925                     44.019                     44.112                     44.206                     44.206                      44.393                     44.579                     44.766                     44.953                     45.234                     45.607                    45.981        
    a711=46.3551             43.738                     43.832                    43.832                    43.925                     44.019                     44.112                     44.206                     44.299                     44.299                      44.486                     44.673                      44.86                     45.047                     45.327                     45.701                    46.075        
    a712=46.4486             43.832                     43.925                    43.925                    44.019                     44.112                     44.206                     44.299                     44.393                     44.393                      44.579                     44.766                     44.953                      45.14                     45.421                     45.794                    46.168        
    a713=46.5421             43.925                     44.019                    44.019                    44.112                     44.206                     44.299                     44.393                     44.486                     44.486                      44.673                      44.86                     45.047                     45.234                     45.514                     45.888                    46.262        
    a714=46.6355             44.019                     44.112                    44.112                    44.206                     44.299                     44.393                     44.486                     44.579                     44.579                      44.766                      44.86                      45.14                     45.327                     45.607                     45.981                    46.355        
    a715=46.729              44.112                     44.206                    44.206                    44.299                     44.393                     44.486                     44.579                     44.673                     44.673                       44.86                     44.953                     45.234                     45.421                     45.701                     46.075                    46.449        
    a716=46.8224             44.206                     44.299                    44.299                    44.393                     44.486                     44.579                     44.673                     44.766                     44.766                      44.953                     45.047                     45.327                     45.514                     45.794                     46.075                    46.542        
    a717=46.9159             44.299                     44.393                    44.393                    44.486                     44.579                     44.673                     44.766                      44.86                      44.86                      45.047                      45.14                     45.421                     45.607                     45.888                     46.168                    46.636        
    a718=47.0093             44.393                     44.486                    44.486                    44.579                     44.673                     44.766                      44.86                     44.953                     44.953                       45.14                     45.234                     45.514                     45.701                     45.981                     46.262                    46.636        
    a719=47.1028             44.486                     44.579                    44.579                    44.673                     44.766                      44.86                     44.953                     45.047                     45.047                      45.234                     45.327                     45.514                     45.794                     46.075                     46.355                    46.729        
    a720=47.1963             44.579                     44.673                    44.673                    44.766                      44.86                     44.953                     45.047                      45.14                      45.14                      45.234                     45.421                     45.607                     45.888                     46.168                     46.449                    46.822        
    a721=47.2897             44.673                     44.673                    44.766                     44.86                     44.953                     44.953                      45.14                     45.234                     45.234                      45.327                     45.514                     45.701                     45.981                     46.262                     46.542                    46.916        
    a722=47.3832             44.766                     44.766                     44.86                    44.953                     45.047                     45.047                     45.234                     45.327                     45.327                      45.421                     45.607                     45.794                     46.075                     46.355                     46.636                    47.009        
    a723=47.4766              44.86                      44.86                    44.953                    45.047                     45.047                      45.14                     45.327                     45.421                     45.421                      45.514                     45.701                     45.888                     46.168                     46.449                     46.729                    47.103        
    a724=47.5701             44.953                     44.953                    45.047                     45.14                      45.14                     45.234                     45.421                     45.514                     45.514                      45.607                     45.794                     45.981                     46.262                     46.542                     46.822                    47.196        
    a725=47.6636             45.047                     45.047                     45.14                    45.234                     45.234                     45.327                     45.421                     45.607                     45.607                      45.701                     45.888                     46.075                     46.355                     46.636                     46.916                     47.29        
    a726=47.757               45.14                      45.14                    45.234                    45.327                     45.327                     45.421                     45.514                     45.701                     45.701                      45.794                     45.981                     46.168                     46.449                     46.729                     47.009                    47.383        
    a727=47.8505             45.234                     45.234                    45.327                    45.421                     45.421                     45.514                     45.607                     45.794                     45.794                      45.888                     46.075                     46.262                     46.542                     46.822                     47.103                    47.477        
    a728=47.9439             45.327                     45.327                    45.421                    45.514                     45.514                     45.607                     45.701                     45.888                     45.888                      45.981                     46.168                     46.355                     46.636                     46.916                     47.196                     47.57        
    a729=48.0374             45.421                     45.421                    45.514                    45.514                     45.607                     45.701                     45.794                     45.981                     45.981                      46.075                     46.262                     46.449                     46.729                     47.009                      47.29                    47.664        
    a730=48.1308             45.514                     45.514                    45.607                    45.607                     45.701                     45.794                     45.888                     46.075                     46.075                      46.168                     46.355                     46.542                     46.822                     47.103                     47.383                    47.757        
    a731=48.2243             45.607                     45.607                    45.701                    45.701                     45.794                     45.888                     45.981                     46.168                     46.168                      46.262                     46.449                     46.636                     46.916                     47.196                     47.477                     47.85        
    a732=48.3178             45.701                     45.701                    45.794                    45.794                     45.888                     45.981                     46.075                     46.262                     46.262                      46.355                     46.542                     46.729                     47.009                      47.29                      47.57                    47.944        
    a733=48.4112             45.794                     45.794                    45.888                    45.888                     45.981                     46.075                     46.168                     46.355                     46.355                      46.449                     46.636                     46.822                     47.103                     47.383                     47.664                    48.037        
    a734=48.5047             45.888                     45.888                    45.981                    45.981                     46.075                     46.168                     46.262                     46.449                     46.449                      46.542                     46.729                     46.916                     47.196                     47.477                     47.757                    48.131        
    a735=48.5981             45.981                     45.981                    46.075                    46.075                     46.168                     46.262                     46.355                     46.542                     46.542                      46.636                     46.822                     47.009                      47.29                     47.477                      47.85                    48.224        
    a736=48.6916             46.075                     46.075                    46.168                    46.168                     46.262                     46.355                     46.449                     46.542                     46.542                      46.729                     46.916                     47.103                     47.383                      47.57                     47.944                    48.318        
    a737=48.785              46.168                     46.168                    46.262                    46.262                     46.355                     46.449                     46.542                     46.636                     46.636                      46.822                     47.009                     47.196                     47.383                     47.664                     48.037                    48.411        
    a738=48.8785             46.168                     46.262                    46.355                    46.355                     46.449                     46.542                     46.636                     46.729                     46.729                      46.916                     47.103                      47.29                     47.477                     47.757                     48.131                    48.505        
    a739=48.972              46.262                     46.355                    46.449                    46.449                     46.542                     46.636                     46.729                     46.822                     46.822                      47.009                     47.196                     47.383                      47.57                      47.85                     48.224                    48.598        
    a740=49.0654             46.355                     46.449                    46.449                    46.542                     46.636                     46.729                     46.822                     46.916                     46.916                      47.103                      47.29                     47.477                     47.664                     47.944                     48.318                    48.692        
    a741=49.1589             46.449                     46.542                    46.542                    46.636                     46.729                     46.822                     46.916                     47.009                     47.009                      47.196                     47.383                      47.57                     47.757                     48.037                     48.411                    48.785        
    a742=49.2523             46.542                     46.636                    46.636                    46.729                     46.822                     46.916                     47.009                     47.103                     47.103                       47.29                     47.477                     47.664                      47.85                     48.131                     48.505                    48.879        
    a743=49.3458             46.636                     46.729                    46.729                    46.822                     46.916                     47.009                     47.103                     47.196                     47.196                      47.383                      47.57                     47.757                     47.944                     48.224                     48.598                    48.972        
    a744=49.4393             46.729                     46.822                    46.822                    46.916                     47.009                     47.103                     47.196                      47.29                      47.29                      47.477                     47.664                      47.85                     48.037                     48.318                     48.692                    49.065        
    a745=49.5327             46.822                     46.916                    46.916                    47.009                     47.103                     47.196                      47.29                     47.383                     47.383                       47.57                     47.757                     47.944                     48.131                     48.411                     48.785                    49.159        
    a746=49.6262             46.916                     47.009                    47.009                    47.103                     47.196                      47.29                     47.383                     47.477                     47.477                      47.664                      47.85                     48.037                     48.224                     48.505                     48.879                    49.252        
    a747=49.7196             47.009                     47.103                    47.103                    47.196                      47.29                     47.383                     47.477                      47.57                      47.57                      47.757                     47.944                     48.131                     48.318                     48.598                     48.972                    49.346        
    a748=49.8131             47.103                     47.196                    47.196                     47.29                     47.383                     47.477                      47.57                     47.664                     47.664                       47.85                     48.037                     48.224                     48.411                     48.692                     49.065                    49.439        
    a749=49.9065             47.196                      47.29                     47.29                    47.383                     47.477                      47.57                     47.664                     47.757                     47.757                      47.944                     48.037                     48.318                     48.505                     48.785                     49.159                    49.533        
    a750=50                   47.29                     47.383                    47.383                    47.477                      47.57                     47.664                     47.757                      47.85                      47.85                      48.037                     48.131                     48.411                     48.598                     48.879                     49.252                    49.626        

mt_pol_b_bridge_print: bridge loans
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-19.968                    0                          0                         0                         0                          0                          0                          0                    -19.261                          0                           0                          0                          0                          0                          0                    -18.781                   -18.302        
    coh2=-19.8745                   0                          0                         0                         0                          0                          0                     -19.33                    -19.165                          0                           0                          0                          0                          0                          0                    -18.679                     -18.2        
    coh3=-19.7811                   0                          0                         0                         0                          0                    -19.377                    -19.234                    -19.069                          0                           0                          0                          0                          0                    -18.992                    -18.576                   -18.097        
    coh4=-19.6876                   0                          0                         0                         0                    -19.405                    -19.282                    -19.139                    -18.974                          0                           0                          0                          0                          0                    -18.889                    -18.474                   -17.995        
    coh5=-19.5942                   0                          0                    -19.51                   -19.417                     -19.31                    -19.186                    -19.043                    -18.878                          0                           0                          0                          0                          0                    -18.787                    -18.372                   -17.893        
    coh6=-19.5007                   0                    -19.495                   -19.414                   -19.321                    -19.214                     -19.09                    -18.947                    -18.782                          0                           0                          0                          0                    -19.044                    -18.685                    -18.269                    -17.79        
    coh7=-19.4073             -19.469                    -19.399                   -19.319                   -19.226                    -19.118                    -18.994                    -18.851                    -18.686                          0                           0                          0                          0                    -18.942                    -18.582                    -18.167                   -17.688        
    coh8=-19.3138             -19.374                    -19.304                   -19.223                    -19.13                    -19.022                    -18.898                    -18.755                     -18.59                          0                           0                          0                    -19.152                     -18.84                     -18.48                    -18.065                   -17.586        
    coh9=-19.2203             -19.278                    -19.208                   -19.127                   -19.034                    -18.927                    -18.803                     -18.66                    -18.495                          0                           0                          0                    -19.049                    -18.737                    -18.378                    -17.962                   -17.483        
    coh10=-19.1269            -19.182                    -19.112                   -19.031                   -18.938                    -18.831                    -18.707                    -18.564                    -18.399                          0                           0                    -19.218                    -18.947                    -18.635                    -18.275                     -17.86                   -17.381        
    coh11=-19.0334            -19.086                    -19.016                   -18.936                   -18.842                    -18.735                    -18.611                    -18.468                    -18.303                          0                           0                    -19.115                    -18.845                    -18.533                    -18.173                    -17.758                   -17.279        
    coh12=-18.94               -18.99                     -18.92                    -18.84                   -18.747                    -18.639                    -18.515                    -18.372                    -18.207                          0                     -19.247                    -19.013                    -18.742                     -18.43                    -18.071                    -17.655                   -17.176        
    coh13=-18.8465            -18.895                    -18.825                   -18.744                   -18.651                    -18.543                    -18.419                    -18.276                    -18.111                          0                     -19.145                    -18.911                     -18.64                    -18.328                    -17.968                    -17.553                   -17.074        
    coh14=-18.753             -18.799                    -18.729                   -18.648                   -18.555                    -18.448                    -18.324                    -18.181                    -18.016                    -19.246                     -19.043                    -18.808                    -18.538                    -18.226                    -17.866                    -17.451                   -16.972        
    coh15=-18.6596            -18.703                    -18.633                   -18.552                   -18.459                    -18.352                    -18.228                    -18.085                     -17.92                    -19.144                      -18.94                    -18.706                    -18.435                    -18.123                    -17.764                    -17.348                   -16.869        
    coh16=-18.5661            -18.607                    -18.537                   -18.457                   -18.363                    -18.256                    -18.132                    -17.989                    -17.824                    -19.041                     -18.838                    -18.604                    -18.333                    -18.021                    -17.661                    -17.246                   -16.767        
    coh17=-18.4727            -18.511                    -18.441                   -18.361                   -18.268                     -18.16                    -18.036                    -17.893                    -17.728                    -18.939                     -18.736                    -18.501                    -18.231                    -17.919                    -17.559                    -17.144                   -16.665        
    coh18=-18.3792            -18.416                    -18.346                   -18.265                   -18.172                    -18.064                     -17.94                    -17.797                    -17.632                    -18.837                     -18.633                    -18.399                    -18.128                    -17.816                    -17.457                    -17.041                   -16.562        
    coh19=-18.2858             -18.32                     -18.25                   -18.169                   -18.076                    -17.969                    -17.845                    -17.702                    -17.537                    -18.734                     -18.531                    -18.297                    -18.026                    -17.714                    -17.354                    -16.939                    -16.46        
    coh20=-18.1923            -18.224                    -18.154                   -18.073                    -17.98                    -17.873                    -17.749                    -17.606                    -17.441                    -18.632                     -18.429                    -18.194                    -17.924                    -17.612                    -17.252                    -16.837                   -16.358        
    coh21=-18.0988            -18.128                    -18.058                   -17.978                   -17.884                    -17.777                    -17.653                     -17.51                    -17.345                     -18.53                     -18.326                    -18.092                    -17.821                    -17.509                    -17.149                    -16.734                   -16.255        
    coh22=-18.0054            -18.033                    -17.963                   -17.882                   -17.789                    -17.681                    -17.557                    -17.414                    -17.249                    -18.427                     -18.224                     -17.99                    -17.719                    -17.407                    -17.047                    -16.632                   -16.153        
    coh23=-17.9119            -17.937                    -17.867                   -17.786                   -17.693                    -17.585                    -17.461                    -17.318                    -17.154                    -18.325                     -18.122                    -17.887                    -17.617                    -17.305                    -16.945                     -16.53                   -16.051        
    coh24=-17.8185            -17.841                    -17.771                    -17.69                   -17.597                     -17.49                    -17.366                    -17.223                    -17.058                    -18.223                     -18.019                    -17.785                    -17.514                    -17.202                    -16.842                    -16.427                   -15.948        
    coh25=-17.725             -17.745                    -17.675                   -17.594                   -17.501                    -17.394                     -17.27                    -17.127                    -16.962                     -18.12                     -17.917                    -17.683                    -17.412                      -17.1                     -16.74                    -16.325                   -15.846        
    coh26=-17.6316            -17.649                    -17.579                   -17.499                   -17.405                    -17.298                    -17.174                    -17.031                    -16.866                    -18.018                     -17.815                     -17.58                     -17.31                    -16.998                    -16.638                    -16.223                   -15.744        
    coh27=-17.5381            -17.554                    -17.484                   -17.403                    -17.31                    -17.202                    -17.078                    -16.935                     -16.77                    -17.916                     -17.712                    -17.478                    -17.207                    -16.895                    -16.535                     -16.12                   -15.641        
    coh28=-17.4446            -17.458                    -17.388                   -17.307                   -17.214                    -17.106                    -16.982                    -16.839                    -16.675                    -17.813                      -17.61                    -17.376                    -17.105                    -16.793                    -16.433                    -16.018                   -15.539        
    coh29=-17.3512            -17.362                    -17.292                   -17.211                   -17.118                    -17.011                    -16.887                    -16.744                    -16.579                    -17.711                     -17.508                    -17.273                    -17.003                    -16.691                    -16.331                    -15.916                   -15.437        
    coh30=-17.2577            -17.266                    -17.196                   -17.115                   -17.022                    -16.915                    -16.791                    -16.648                    -16.483                    -17.609                     -17.405                    -17.171                      -16.9                    -16.588                    -16.228                    -15.813                   -15.334        
    coh31=-17.1643             -17.17                      -17.1                    -17.02                   -16.926                    -16.819                    -16.695                    -16.552                    -16.387                    -17.506                     -17.303                    -17.069                    -16.798                    -16.486                    -16.126                    -15.711                   -15.232        
    coh32=-17.0708            -17.075                    -17.005                   -16.924                   -16.831                    -16.723                    -16.599                    -16.456                    -16.291                    -17.404                     -17.201                    -16.966                    -16.696                    -16.384                    -16.024                    -15.609                    -15.13        
    coh33=-16.9773            -16.979                    -16.909                   -16.828                   -16.735                    -16.627                    -16.504                    -16.361                    -16.196                    -17.302                     -17.098                    -16.864                    -16.593                    -16.281                    -15.921                    -15.506                   -15.027        
    coh34=-16.8839            -16.883                    -16.813                   -16.732                   -16.639                    -16.532                    -16.408                    -16.265                      -16.1                    -17.199                     -16.996                    -16.762                    -16.491                    -16.179                    -15.819                    -15.404                   -14.925        
    coh35=-16.7904            -16.787                    -16.717                   -16.636                   -16.543                    -16.436                    -16.312                    -16.169                    -16.004                    -17.097                     -16.894                    -16.659                    -16.389                    -16.077                    -15.717                    -15.302                   -14.823        
    coh36=-16.697             -16.691                    -16.621                   -16.541                   -16.448                     -16.34                    -16.216                    -16.073                    -15.908                    -16.995                     -16.791                    -16.557                    -16.286                    -15.974                    -15.614                    -15.199                    -14.72        
    coh37=-16.6035            -16.596                    -16.526                   -16.445                   -16.352                    -16.244                     -16.12                    -15.977                    -15.812                    -16.892                     -16.689                    -16.455                    -16.184                    -15.872                    -15.512                    -15.097                   -14.618        
    coh38=-16.5101              -16.5                     -16.43                   -16.349                   -16.256                    -16.148                    -16.025                    -15.882                    -15.717                     -16.79                     -16.587                    -16.352                    -16.082                     -15.77                     -15.41                    -14.995                   -14.516        
    coh39=-16.4166            -16.404                    -16.334                   -16.253                    -16.16                    -16.053                    -15.929                    -15.786                    -15.621                    -16.688                     -16.484                     -16.25                    -15.979                    -15.667                    -15.307                    -14.892                   -14.413        
    coh40=-16.3231            -16.308                    -16.238                   -16.157                   -16.064                    -15.957                    -15.833                     -15.69                    -15.525                    -16.585                     -16.382                    -16.148                    -15.877                    -15.565                    -15.205                     -14.79                   -14.311        
    coh41=-16.2297            -16.212                    -16.142                   -16.062                   -15.969                    -15.861                    -15.737                    -15.594                    -15.429                    -16.483                      -16.28                    -16.045                    -15.775                    -15.463                    -15.103                    -14.688                   -14.209        
    coh42=-16.1362            -16.117                    -16.047                   -15.966                   -15.873                    -15.765                    -15.641                    -15.498                    -15.333                    -16.381                     -16.177                    -15.943                    -15.672                     -15.36                        -15                    -14.585                   -14.106        
    coh43=-16.0428            -16.021                    -15.951                    -15.87                   -15.777                     -15.67                    -15.546                    -15.403                    -15.238                    -16.278                     -16.075                    -15.841                     -15.57                    -15.258                    -14.898                    -14.483                   -14.004        
    coh44=-15.9493            -15.925                    -15.855                   -15.774                   -15.681                    -15.574                     -15.45                    -15.307                    -15.142                    -16.176                     -15.973                    -15.738                    -15.468                    -15.156                    -14.796                    -14.381                   -13.902        
    coh45=-15.8559            -15.829                    -15.759                   -15.679                   -15.585                    -15.478                    -15.354                    -15.211                    -15.046                    -16.074                      -15.87                    -15.636                    -15.365                    -15.053                    -14.693                    -14.278                   -13.799        
    coh46=-15.7624            -15.733                    -15.663                   -15.583                    -15.49                    -15.382                    -15.258                    -15.115                     -14.95                    -15.971                     -15.768                    -15.534                    -15.263                    -14.951                    -14.591                    -14.176                   -13.697        
    coh47=-15.6689            -15.638                    -15.568                   -15.487                   -15.394                    -15.286                    -15.162                    -15.019                    -14.854                    -15.869                     -15.666                    -15.431                    -15.161                    -14.849                    -14.489                    -14.074                   -13.595        
    coh48=-15.5755            -15.542                    -15.472                   -15.391                   -15.298                    -15.191                    -15.067                    -14.924                    -14.759                    -15.767                     -15.563                    -15.329                    -15.058                    -14.746                    -14.386                    -13.971                   -13.492        
    coh49=-15.482             -15.446                    -15.376                   -15.295                   -15.202                    -15.095                    -14.971                    -14.828                    -14.663                    -15.664                     -15.461                    -15.227                    -14.956                    -14.644                    -14.284                    -13.869                    -13.39        
    coh50=-15.3886             -15.35                     -15.28                     -15.2                   -15.106                    -14.999                    -14.875                    -14.732                    -14.567                    -15.562                     -15.359                    -15.124                    -14.854                    -14.542                    -14.182                    -13.767                   -13.288        
    coh701=45.4526                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh702=45.546                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh703=45.6395                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh704=45.7329                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh705=45.8264                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh706=45.9199                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh707=46.0133                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh708=46.1068                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh709=46.2002                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh710=46.2937                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh711=46.3871                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh712=46.4806                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh713=46.5741                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh714=46.6675                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh715=46.761                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh716=46.8544                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh717=46.9479                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh718=47.0413                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh719=47.1348                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh720=47.2283                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh721=47.3217                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh722=47.4152                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh723=47.5086                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh724=47.6021                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh725=47.6956                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh726=47.789                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh727=47.8825                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh728=47.9759                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh729=48.0694                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh730=48.1628                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh731=48.2563                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh732=48.3498                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh733=48.4432                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh734=48.5367                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh735=48.6301                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh736=48.7236                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh737=48.817                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh738=48.9105                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh739=49.004                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh740=49.0974                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh741=49.1909                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh742=49.2843                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh743=49.3778                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh744=49.4713                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh745=49.5647                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh746=49.6582                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh747=49.7516                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh748=49.8451                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh749=49.9385                  0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        
    coh750=50.032                   0                          0                         0                         0                          0                          0                          0                          0                          0                           0                          0                          0                          0                          0                          0                         0        

mt_pol_inf_borr_nobridge_print: Informal loans that is not bridge loan
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-19.968                    0                          0                          0                         0                         0                          0                          0                     -0.739                           0                           0                          0                          0                          0                          0                  -0.15398                   -0.63294       
    coh2=-19.8745                   0                          0                          0                         0                         0                          0                   -0.66985                   -0.83479                           0                           0                          0                          0                          0                          0                  -0.25631                   -0.45491       
    coh3=-19.7811                   0                          0                          0                         0                         0                   -0.62267                   -0.76565                   -0.93058                           0                           0                          0                          0                          0                          0                  -0.35865                   -0.37033       
    coh4=-19.6876                   0                          0                          0                         0                  -0.59451                   -0.71846                   -0.86144                    -1.0264                           0                           0                          0                          0                          0                  -0.045783                  -0.46099                   -0.37921       
    coh5=-19.5942                   0                          0                   -0.48972                  -0.58286                  -0.69031                   -0.81425                   -0.95724                    -1.1222                           0                           0                          0                          0                          0                   -0.14812                  -0.56332                   -0.38808       
    coh6=-19.5007                   0                   -0.50477                   -0.58551                  -0.67866                   -0.7861                   -0.91005                     -1.053                     -1.218                           0                           0                          0                          0                          0                   -0.25046                  -0.66566                   -0.39696       
    coh7=-19.4073            -0.53057                   -0.60056                   -0.68131                  -0.77445                   -0.8819                    -1.0058                    -1.1488                    -1.3138                           0                           0                          0                          0                          0                   -0.35279                    -0.768                   -0.40584       
    coh8=-19.3138            -0.62636                   -0.69636                    -0.7771                  -0.87024                  -0.97769                    -1.1016                    -1.2446                    -1.4096                           0                           0                          0                          0                  -0.095197                   -0.45513                  -0.87033                   -0.41472       
    coh9=-19.2203            -0.72216                   -0.79215                    -0.8729                  -0.96604                   -1.0735                    -1.1974                    -1.3404                    -1.5054                           0                           0                          0                          0                   -0.19753                   -0.55747                  -0.41192                    -0.4236       
    coh10=-19.1269           -0.81795                   -0.88795                   -0.96869                   -1.0618                   -1.1693                    -1.2932                    -1.4362                    -1.6011                           0                           0                          0                          0                   -0.29987                    -0.6598                  -0.32734                   -0.43248       
    coh11=-19.0334           -0.91374                   -0.98374                    -1.0645                   -1.1576                   -1.2651                     -1.389                     -1.532                    -1.6969                           0                           0                          0                  -0.090189                   -0.40221                   -0.76214                  -0.33622                   -0.53481       
    coh12=-18.94              -1.0095                    -1.0795                    -1.1603                   -1.2534                   -1.3609                    -1.4848                    -1.6278                    -1.7927                           0                           0                          0                   -0.19253                   -0.50454                   -0.86447                   -0.3451                   -0.45023       
    coh13=-18.8465            -1.1053                    -1.1753                    -1.2561                   -1.3492                   -1.4567                    -1.5806                    -1.7236                    -1.8885                           0                           0                  -0.024381                   -0.29486                   -0.60688                          0                  -0.44744                   -0.45911       
    coh14=-18.753             -1.2011                    -1.2711                    -1.3519                    -1.445                   -1.5525                    -1.6764                    -1.8194                    -1.9843                           0                           0                   -0.12672                    -0.3972                   -0.70922                          0                  -0.45631                   -0.46799       
    coh15=-18.6596            -1.2969                    -1.3669                    -1.4477                   -1.5408                   -1.6483                    -1.7722                    -1.9152                    -2.0801                           0                           0                   -0.22905                   -0.49953                   -0.81155                    -0.2369                  -0.46519                   -0.47687       
    coh16=-18.5661            -1.3927                    -1.4627                    -1.5435                   -1.6366                    -1.744                     -1.868                     -2.011                    -2.1759                           0                   -0.096917                   -0.33139                   -0.60187                   -0.91389                   -0.33924                  -0.47407                   -0.48575       
    coh17=-18.4727            -1.4885                    -1.5585                    -1.6393                   -1.7324                   -1.8398                    -1.9638                    -2.1068                    -2.2717                           0                    -0.19925                   -0.43373                   -0.70421                          0                   -0.34812                  -0.48295                   -0.49463       
    coh18=-18.3792            -1.5843                    -1.6543                     -1.735                   -1.8282                   -1.9356                    -2.0596                    -2.2026                    -2.3675                   -0.098329                    -0.30159                   -0.53606                   -0.80654                          0                     -0.357                  -0.49183                   -0.50351       
    coh19=-18.2858            -1.6801                    -1.7501                    -1.8308                    -1.924                   -2.0314                    -2.1554                    -2.2984                    -2.4633                    -0.20067                    -0.40393                    -0.6384                   -0.90888                          0                   -0.45933                  -0.50071                   -0.51238       
    coh20=-18.1923            -1.7759                    -1.8459                    -1.9266                   -2.0198                   -2.1272                    -2.2512                    -2.3942                    -2.5591                      -0.303                    -0.50626                   -0.74074                          0                   -0.20174                   -0.46821                  -0.50959                   -0.52126       
    coh21=-18.0988            -1.8717                    -1.9417                    -2.0224                   -2.1156                    -2.223                     -2.347                    -2.4899                    -2.6549                    -0.40534                     -0.6086                   -0.84307                          0                   -0.30408                   -0.47709                  -0.51846                   -0.43668       
    coh22=-18.0054            -1.9675                    -2.0375                    -2.1182                   -2.2114                   -2.3188                    -2.4428                    -2.5857                    -2.7507                    -0.50768                    -0.71094                          0                          0                   -0.31295                   -0.48597                  -0.43389                   -0.44556       
    coh23=-17.9119            -2.0633                    -2.1333                     -2.214                   -2.3072                   -2.4146                    -2.5386                    -2.6815                    -1.1642                    -0.61001                    -0.81327                          0                          0                   -0.32183                   -0.49485                  -0.44276                   -0.45444       
    coh24=-17.8185            -2.1591                    -2.2291                    -2.3098                    -2.403                   -2.5104                    -2.6343                    -2.7773                      -1.26                    -0.71235                    -0.91561                          0                          0                   -0.42417                   -0.50373                  -0.45164                   -0.46332       
    coh25=-17.725             -2.2549                    -2.3249                    -2.4056                   -2.4987                   -2.6062                    -2.7301                    -1.1909                    -1.2624                    -0.81468                           0                          0                   -0.21449                   -0.43305                   -0.60606                  -0.55398                    -0.4722       
    coh26=-17.6316            -2.3507                    -2.4207                    -2.5014                   -2.5945                    -2.702                    -2.8259                    -1.1932                    -1.3582                    -0.91702                           0                          0                   -0.31682                   -0.53538                   -0.61494                   -0.4694                   -0.48108       
    coh27=-17.5381            -2.4465                    -2.5165                    -2.5972                   -2.6903                   -2.7978                     -1.146                     -1.289                    -1.3605                           0                           0                          0                    -0.3257                   -0.54426                   -0.53036                  -0.47828                   -0.48995       
    coh28=-17.4446            -2.5422                    -2.6122                     -2.693                   -2.7861                   -2.8936                    -1.1484                    -1.2913                    -1.4563                           0                           0                          0                   -0.33458                   -0.55314                   -0.53924                  -0.48716                   -0.49883       
    coh29=-17.3512             -2.638                     -2.708                    -2.7888                   -2.8819                   -1.1202                    -1.2442                    -1.3871                    -1.4586                           0                           0                   -0.16644                   -0.43692                   -0.65548                   -0.54812                  -0.49603                   -0.50771       
    coh30=-17.2577            -2.7338                    -2.8038                    -2.8846                   -2.9777                   -1.1226                    -1.2465                    -1.3895                    -1.5544                           0                           0                   -0.26877                    -0.4458                   -0.66436                     -0.557                  -0.50491                   -0.51659       
    coh31=-17.1643            -2.8296                    -2.8996                    -2.9804                   -1.1109                   -1.2183                    -1.3423                    -1.4853                    -1.5568                           0                   -0.034463                   -0.27765                   -0.54813                   -0.57978                   -0.47242                  -0.51379                   -0.52547       
    coh32=-17.0708            -2.9254                    -2.9954                    -1.0201                   -1.1132                   -1.2207                    -1.3446                    -1.4876                    -1.6525                           0                    -0.14551                   -0.37999                   -0.55701                   -0.58865                    -0.4813                  -0.52267                   -0.53435       
    coh33=-16.9773            -3.0212                    -1.0351                    -1.1159                    -1.209                   -1.3165                    -1.4404                    -1.5834                    -1.6549                   -0.035876                    -0.24785                   -0.38887                   -0.65935                   -0.59753                   -0.49018                  -0.53155                   -0.44977       
    coh34=-16.8839           -0.96748                    -1.0375                    -1.1182                   -1.2114                   -1.3188                    -1.4428                    -1.5857                    -1.7507                    -0.13821                    -0.25673                    -0.4912                   -0.57477                   -0.69987                   -0.49905                  -0.54043                   -0.45865       
    coh35=-16.7904            -1.0633                    -1.1333                     -1.214                   -1.3072                   -1.4146                    -1.5386                    -1.6815                     -1.753                    -0.15581                    -0.35907                   -0.50008                    -0.6771                   -0.52183                   -0.50793                  -0.54931                   -0.46752       
    coh36=-16.697             -1.1591                    -1.2291                    -1.3098                    -1.403                   -1.4169                    -1.5409                    -1.6839                    -1.8488                    -0.25814                    -0.36794                   -0.60242                   -0.68598                   -0.53071                   -0.51681                  -0.46473                    -0.4764       
    coh37=-16.6035            -1.1614                    -1.2314                    -1.3121                   -1.4053                   -1.5127                    -1.6367                    -1.7797                    -1.8511                    -0.26702                    -0.47028                    -0.6113                   -0.69486                   -0.63305                   -0.52569                   -0.4736                   -0.48528       
    coh38=-16.5101            -1.2572                    -1.3272                    -1.4079                   -1.5011                   -1.5151                     -1.639                     -1.782                    -1.8535                    -0.36936                    -0.47916                   -0.62018                    -0.7972                   -0.45501                   -0.53457                  -0.48248                   -0.49416       
    coh39=-16.4166            -1.2595                    -1.3295                    -1.4103                   -1.5034                   -1.6109                    -1.7348                    -1.8778                    -1.9493                    -0.37824                     -0.5815                   -0.72251                   -0.61916                   -0.55735                   -0.54345                  -0.49136                   -0.50304       
    coh40=-16.3231            -1.3553                    -1.4253                    -1.5061                   -1.5992                   -1.6132                    -1.7372                    -1.8801                    -1.9516                    -0.48057                    -0.59037                   -0.73139                   -0.62804                   -0.47277                   -0.55232                  -0.50024                   -0.51192       
    coh41=-16.2297            -1.3577                    -1.4277                    -1.5084                   -1.6016                    -1.709                    -1.8329                    -1.8825                    -1.8605                    -0.48945                    -0.69271                   -0.83373                   -0.54346                   -0.48165                    -0.5612                  -0.50912                   -0.42734       
    coh42=-16.1362            -1.4535                    -1.5235                    -1.6042                   -1.6973                   -1.7113                    -1.8353                    -1.9783                    -1.9563                    -0.49833                    -0.70159                   -0.74915                   -0.55234                   -0.49052                   -0.57008                    -0.518                   -0.43622       
    coh43=-16.0428            -1.4558                    -1.5258                    -1.6065                   -1.6997                   -1.8071                    -1.9311                    -1.9806                    -1.7717                    -0.60067                    -0.71047                   -0.75803                   -0.56122                    -0.4994                    -0.4855                  -0.52688                   -0.44509       
    coh44=-15.9493            -1.5516                    -1.6216                    -1.7023                   -1.7955                   -1.8095                    -1.9334                    -1.9829                    -1.4937                    -0.60954                     -0.8128                    -0.7669                   -0.47664                   -0.50828                   -0.49438                  -0.53575                   -0.45397       
    coh45=-15.8559            -1.5539                    -1.6239                    -1.7047                   -1.7978                   -1.9053                    -1.9357                    -2.0787                     -1.496                    -0.71188                    -0.82168                   -0.58887                   -0.48552                   -0.51716                   -0.50326                  -0.45117                   -0.46285       
    coh46=-15.7624            -1.6497                    -1.7197                    -1.8005                   -1.8002                   -1.9076                    -2.0315                    -1.8942                    -1.4983                    -0.72076                    -0.83056                    -0.6912                   -0.49439                   -0.52604                   -0.51214                  -0.46005                   -0.47173       
    coh47=-15.6689            -1.6521                    -1.7221                    -1.8028                   -1.8959                   -2.0034                    -2.0339                    -1.4292                    -1.5007                     -0.8231                    -0.83944                   -0.51317                   -0.50327                   -0.53492                   -0.52102                  -0.46893                   -0.48061       
    coh48=-15.5755            -1.7479                    -1.8179                    -1.8986                   -1.8983                   -2.0057                    -2.0362                    -1.4315                     -1.503                    -0.83197                           0                   -0.42859                   -0.51215                   -0.54379                    -0.5299                  -0.47781                   -0.48949       
    coh49=-15.482             -1.7502                    -1.8202                    -1.9009                   -1.9941                   -2.0081                    -2.0386                    -1.4339                    -1.5054                    -0.84085                    -0.76374                   -0.43747                   -0.52103                   -0.55267                   -0.53877                  -0.48669                   -0.40491       
    coh50=-15.3886             -1.846                     -1.916                    -1.9033                   -1.9964                   -2.1039                    -1.3867                    -1.4362                    -1.6011                           0                     -0.5857                   -0.44634                   -0.52991                   -0.56155                   -0.45419                  -0.49557                   -0.41379       
    coh701=45.4526                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh702=45.546                   0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh703=45.6395                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh704=45.7329                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh705=45.8264                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh706=45.9199                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh707=46.0133                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh708=46.1068                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh709=46.2002                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh710=46.2937                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh711=46.3871                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh712=46.4806                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh713=46.5741                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh714=46.6675                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh715=46.761                   0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh716=46.8544                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh717=46.9479                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh718=47.0413                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh719=47.1348                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh720=47.2283                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh721=47.3217                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh722=47.4152                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh723=47.5086                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh724=47.6021                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh725=47.6956                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh726=47.789                   0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh727=47.8825                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh728=47.9759                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh729=48.0694                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh730=48.1628                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh731=48.2563                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh732=48.3498                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh733=48.4432                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh734=48.5367                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh735=48.6301                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh736=48.7236                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh737=48.817                   0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh738=48.9105                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh739=49.004                   0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh740=49.0974                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh741=49.1909                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh742=49.2843                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh743=49.3778                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh744=49.4713                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh745=49.5647                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh746=49.6582                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh747=49.7516                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh748=49.8451                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh749=49.9385                  0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       
    coh750=50.032                   0                          0                          0                         0                         0                          0                          0                          0                           0                           0                          0                          0                          0                          0                         0                          0       

mt_pol_for_borr_print: formal borrowing
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-19.968                 0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                    -1.065                     -1.065        
    coh2=-19.8745                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                    -1.065                     -1.065        
    coh3=-19.7811                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                     -1.065                    -1.065                     -1.065        
    coh4=-19.6876                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                     -1.065                    -1.065                     -1.065        
    coh5=-19.5942                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                     -1.065                    -1.065                     -1.065        
    coh6=-19.5007                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                     -1.065                     -1.065                    -1.065                     -1.065        
    coh7=-19.4073                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                     -1.065                     -1.065                    -1.065                     -1.065        
    coh8=-19.3138                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh9=-19.2203                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh10=-19.1269               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh11=-19.0334               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh12=-18.94                 0                          0                         0                         0                          0                          0                          0                          0                             0                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh13=-18.8465               0                          0                         0                         0                          0                          0                          0                          0                             0                      -1.065                     -1.065                     -1.065                     -1.065                    -2.6625                    -1.065                     -1.065        
    coh14=-18.753                0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                    -2.6625                    -1.065                     -1.065        
    coh15=-18.6596               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh16=-18.5661               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh17=-18.4727               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                    -2.6625                     -1.065                    -1.065                     -1.065        
    coh18=-18.3792               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                    -2.6625                     -1.065                    -1.065                     -1.065        
    coh19=-18.2858               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                    -2.6625                     -1.065                    -1.065                     -1.065        
    coh20=-18.1923               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                    -2.6625                     -1.065                     -1.065                    -1.065                     -1.065        
    coh21=-18.0988               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                    -2.6625                     -1.065                     -1.065                    -1.065                     -1.065        
    coh22=-18.0054               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                    -2.6625                    -2.6625                     -1.065                     -1.065                    -1.065                     -1.065        
    coh23=-17.9119               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                    -2.6625                    -2.6625                     -1.065                     -1.065                    -1.065                     -1.065        
    coh24=-17.8185               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                    -2.6625                    -2.6625                     -1.065                     -1.065                    -1.065                     -1.065        
    coh25=-17.725                0                          0                         0                         0                          0                          0                          0                          0                        -1.065                     -2.6625                    -2.6625                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh26=-17.6316               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                     -2.6625                    -2.6625                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh27=-17.5381               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                     -2.6625                    -2.6625                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh28=-17.4446               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                     -2.6625                    -2.6625                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh29=-17.3512               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                     -2.6625                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh30=-17.2577               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                     -2.6625                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh31=-17.1643               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                     -2.6625                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh32=-17.0708               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh33=-16.9773               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh34=-16.8839               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh35=-16.7904               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh36=-16.697                0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh37=-16.6035               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh38=-16.5101               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh39=-16.4166               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh40=-16.3231               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh41=-16.2297               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh42=-16.1362               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh43=-16.0428               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh44=-15.9493               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh45=-15.8559               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh46=-15.7624               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh47=-15.6689               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh48=-15.5755               0                          0                         0                         0                          0                          0                          0                          0                        -1.065                     -2.6625                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh49=-15.482                0                          0                         0                         0                          0                          0                          0                          0                        -1.065                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh50=-15.3886               0                          0                         0                         0                          0                          0                          0                          0                       -2.6625                      -1.065                     -1.065                     -1.065                     -1.065                     -1.065                    -1.065                     -1.065        
    coh701=45.4526               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh702=45.546                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh703=45.6395               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh704=45.7329               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh705=45.8264               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh706=45.9199               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh707=46.0133               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh708=46.1068               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh709=46.2002               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh710=46.2937               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh711=46.3871               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh712=46.4806               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh713=46.5741               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh714=46.6675               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh715=46.761                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh716=46.8544               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh717=46.9479               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh718=47.0413               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh719=47.1348               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh720=47.2283               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh721=47.3217               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh722=47.4152               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh723=47.5086               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh724=47.6021               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh725=47.6956               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh726=47.789                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh727=47.8825               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh728=47.9759               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh729=48.0694               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh730=48.1628               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh731=48.2563               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh732=48.3498               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh733=48.4432               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh734=48.5367               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh735=48.6301               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh736=48.7236               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh737=48.817                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh738=48.9105               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh739=49.004                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh740=49.0974               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh741=49.1909               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh742=49.2843               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh743=49.3778               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh744=49.4713               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh745=49.5647               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh746=49.6582               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh747=49.7516               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh748=49.8451               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh749=49.9385               0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        
    coh750=50.032                0                          0                         0                         0                          0                          0                          0                          0                             0                           0                          0                          0                          0                          0                         0                          0        

mt_pol_for_save_print: formal savings
                      zi1_zr_0_025_zw_0_34741    zi2_zr_0_025_zw_0_40076    zi3_zr_0_025_zw_0_4623    zi4_zr_0_025_zw_0_5333    zi5_zr_0_025_zw_0_61519    zi6_zr_0_025_zw_0_70966    zi7_zr_0_025_zw_0_81864    zi8_zr_0_025_zw_0_94436    zi68_zr_0_095_zw_0_94436    zi69_zr_0_095_zw_1_0894    zi70_zr_0_095_zw_1_2567    zi71_zr_0_095_zw_1_4496    zi72_zr_0_095_zw_1_6723    zi73_zr_0_095_zw_1_9291    zi74_zr_0_095_zw_2_2253    zi75_zr_0_095_zw_2_567
                      _______________________    _______________________    ______________________    ______________________    _______________________    _______________________    _______________________    _______________________    ________________________    _______________________    _______________________    _______________________    _______________________    _______________________    _______________________    ______________________

    coh1=-19.968                   0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh2=-19.8745                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh3=-19.7811                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                  0.056554                         0                          0        
    coh4=-19.6876                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh5=-19.5942                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh6=-19.5007                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                     0.10948                         0                         0                          0        
    coh7=-19.4073                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                   0.0071398                         0                         0                          0        
    coh8=-19.3138                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                    0.21682                           0                         0                         0                          0        
    coh9=-19.2203                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                    0.11448                           0                         0                         0                          0        
    coh10=-19.1269                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                   0.28263                   0.012148                           0                         0                         0                          0        
    coh11=-19.0334                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                   0.18029                          0                           0                         0                         0                          0        
    coh12=-18.94                   0                          0                          0                         0                         0                          0                          0                          0                            0                     0.31243                  0.077955                          0                           0                         0                         0                          0        
    coh13=-18.8465                 0                          0                          0                         0                         0                          0                          0                          0                            0                     0.21009                         0                          0                           0                   0.63069                         0                          0        
    coh14=-18.753                  0                          0                          0                         0                         0                          0                          0                          0                      0.31102                     0.10776                         0                          0                           0                   0.52835                         0                          0        
    coh15=-18.6596                 0                          0                          0                         0                         0                          0                          0                          0                      0.20868                   0.0054198                         0                          0                           0                         0                         0                          0        
    coh16=-18.5661                 0                          0                          0                         0                         0                          0                          0                          0                      0.10634                           0                         0                          0                           0                         0                         0                          0        
    coh17=-18.4727                 0                          0                          0                         0                         0                          0                          0                          0                    0.0040071                           0                         0                          0                     0.58128                         0                         0                          0        
    coh18=-18.3792                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                     0.47894                         0                         0                          0        
    coh19=-18.2858                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                      0.3766                         0                         0                          0        
    coh20=-18.1923                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                    0.58628                           0                         0                         0                          0        
    coh21=-18.0988                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                    0.48395                           0                         0                         0                          0        
    coh22=-18.0054                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                   0.65209                    0.38161                           0                         0                         0                          0        
    coh23=-17.9119                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                   0.54975                    0.27927                           0                         0                         0                          0        
    coh24=-17.8185                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                   0.44742                    0.17694                           0                         0                         0                          0        
    coh25=-17.725                  0                          0                          0                         0                         0                          0                          0                          0                            0                     0.57956                   0.34508                          0                           0                         0                         0                          0        
    coh26=-17.6316                 0                          0                          0                         0                         0                          0                          0                          0                            0                     0.47722                   0.24275                          0                           0                         0                         0                          0        
    coh27=-17.5381                 0                          0                          0                         0                         0                          0                          0                          0                      0.57814                     0.37488                   0.14041                          0                           0                         0                         0                          0        
    coh28=-17.4446                 0                          0                          0                         0                         0                          0                          0                          0                      0.47581                     0.27255                  0.038072                          0                           0                         0                         0                          0        
    coh29=-17.3512                 0                          0                          0                         0                         0                          0                          0                          0                      0.37347                     0.17021                         0                          0                           0                         0                         0                          0        
    coh30=-17.2577                 0                          0                          0                         0                         0                          0                          0                          0                      0.27113                    0.067873                         0                          0                           0                         0                         0                          0        
    coh31=-17.1643                 0                          0                          0                         0                         0                          0                          0                          0                       0.1688                           0                         0                          0                           0                         0                         0                          0        
    coh32=-17.0708                 0                          0                          0                         0                         0                          0                          0                          0                      0.06646                           0                         0                          0                           0                         0                         0                          0        
    coh33=-16.9773                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh34=-16.8839                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh35=-16.7904                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh36=-16.697                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh37=-16.6035                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh38=-16.5101                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh39=-16.4166                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh40=-16.3231                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh41=-16.2297                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh42=-16.1362                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh43=-16.0428                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh44=-15.9493                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh45=-15.8559                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh46=-15.7624                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh47=-15.6689                 0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh48=-15.5755                 0                          0                          0                         0                         0                          0                          0                          0                            0                     0.65572                         0                          0                           0                         0                         0                          0        
    coh49=-15.482                  0                          0                          0                         0                         0                          0                          0                          0                            0                           0                         0                          0                           0                         0                         0                          0        
    coh50=-15.3886                 0                          0                          0                         0                         0                          0                          0                          0                      0.65431                           0                         0                          0                           0                         0                         0                          0        
    coh701=45.4526            42.897                     42.897                     42.991                    42.991                    43.084                     43.178                     43.271                     43.458                       43.458                      43.551                    43.738                     43.925                      44.206                    44.393                    44.766                      45.14        
    coh702=45.546             42.991                     42.991                     43.084                    43.084                    43.178                     43.271                     43.364                     43.458                       43.458                      43.645                    43.832                     44.019                      44.299                    44.486                     44.86                     45.234        
    coh703=45.6395            43.084                     43.084                     43.178                    43.178                    43.271                     43.364                     43.458                     43.551                       43.551                      43.738                    43.925                     44.112                      44.299                    44.579                    44.953                     45.327        
    coh704=45.7329            43.084                     43.178                     43.271                    43.271                    43.364                     43.458                     43.551                     43.645                       43.645                      43.832                    44.019                     44.206                      44.393                    44.673                    45.047                     45.421        
    coh705=45.8264            43.178                     43.271                     43.364                    43.364                    43.458                     43.551                     43.645                     43.738                       43.738                      43.925                    44.112                     44.299                      44.486                    44.766                     45.14                     45.514        
    coh706=45.9199            43.271                     43.364                     43.364                    43.458                    43.551                     43.645                     43.738                     43.832                       43.832                      44.019                    44.206                     44.393                      44.579                     44.86                    45.234                     45.607        
    coh707=46.0133            43.364                     43.458                     43.458                    43.551                    43.645                     43.738                     43.832                     43.925                       43.925                      44.112                    44.299                     44.486                      44.673                    44.953                    45.327                     45.701        
    coh708=46.1068            43.458                     43.551                     43.551                    43.645                    43.738                     43.832                     43.925                     44.019                       44.019                      44.206                    44.393                     44.579                      44.766                    45.047                    45.421                     45.794        
    coh709=46.2002            43.551                     43.645                     43.645                    43.738                    43.832                     43.925                     44.019                     44.112                       44.112                      44.299                    44.486                     44.673                       44.86                     45.14                    45.514                     45.888        
    coh710=46.2937            43.645                     43.738                     43.738                    43.832                    43.925                     44.019                     44.112                     44.206                       44.206                      44.393                    44.579                     44.766                      44.953                    45.234                    45.607                     45.981        
    coh711=46.3871            43.738                     43.832                     43.832                    43.925                    44.019                     44.112                     44.206                     44.299                       44.299                      44.486                    44.673                      44.86                      45.047                    45.327                    45.701                     46.075        
    coh712=46.4806            43.832                     43.925                     43.925                    44.019                    44.112                     44.206                     44.299                     44.393                       44.393                      44.579                    44.766                     44.953                       45.14                    45.421                    45.794                     46.168        
    coh713=46.5741            43.925                     44.019                     44.019                    44.112                    44.206                     44.299                     44.393                     44.486                       44.486                      44.673                     44.86                     45.047                      45.234                    45.514                    45.888                     46.262        
    coh714=46.6675            44.019                     44.112                     44.112                    44.206                    44.299                     44.393                     44.486                     44.579                       44.579                      44.766                     44.86                      45.14                      45.327                    45.607                    45.981                     46.355        
    coh715=46.761             44.112                     44.206                     44.206                    44.299                    44.393                     44.486                     44.579                     44.673                       44.673                       44.86                    44.953                     45.234                      45.421                    45.701                    46.075                     46.449        
    coh716=46.8544            44.206                     44.299                     44.299                    44.393                    44.486                     44.579                     44.673                     44.766                       44.766                      44.953                    45.047                     45.327                      45.514                    45.794                    46.075                     46.542        
    coh717=46.9479            44.299                     44.393                     44.393                    44.486                    44.579                     44.673                     44.766                      44.86                        44.86                      45.047                     45.14                     45.421                      45.607                    45.888                    46.168                     46.636        
    coh718=47.0413            44.393                     44.486                     44.486                    44.579                    44.673                     44.766                      44.86                     44.953                       44.953                       45.14                    45.234                     45.514                      45.701                    45.981                    46.262                     46.636        
    coh719=47.1348            44.486                     44.579                     44.579                    44.673                    44.766                      44.86                     44.953                     45.047                       45.047                      45.234                    45.327                     45.514                      45.794                    46.075                    46.355                     46.729        
    coh720=47.2283            44.579                     44.673                     44.673                    44.766                     44.86                     44.953                     45.047                      45.14                        45.14                      45.234                    45.421                     45.607                      45.888                    46.168                    46.449                     46.822        
    coh721=47.3217            44.673                     44.673                     44.766                     44.86                    44.953                     44.953                      45.14                     45.234                       45.234                      45.327                    45.514                     45.701                      45.981                    46.262                    46.542                     46.916        
    coh722=47.4152            44.766                     44.766                      44.86                    44.953                    45.047                     45.047                     45.234                     45.327                       45.327                      45.421                    45.607                     45.794                      46.075                    46.355                    46.636                     47.009        
    coh723=47.5086             44.86                      44.86                     44.953                    45.047                    45.047                      45.14                     45.327                     45.421                       45.421                      45.514                    45.701                     45.888                      46.168                    46.449                    46.729                     47.103        
    coh724=47.6021            44.953                     44.953                     45.047                     45.14                     45.14                     45.234                     45.421                     45.514                       45.514                      45.607                    45.794                     45.981                      46.262                    46.542                    46.822                     47.196        
    coh725=47.6956            45.047                     45.047                      45.14                    45.234                    45.234                     45.327                     45.421                     45.607                       45.607                      45.701                    45.888                     46.075                      46.355                    46.636                    46.916                      47.29        
    coh726=47.789              45.14                      45.14                     45.234                    45.327                    45.327                     45.421                     45.514                     45.701                       45.701                      45.794                    45.981                     46.168                      46.449                    46.729                    47.009                     47.383        
    coh727=47.8825            45.234                     45.234                     45.327                    45.421                    45.421                     45.514                     45.607                     45.794                       45.794                      45.888                    46.075                     46.262                      46.542                    46.822                    47.103                     47.477        
    coh728=47.9759            45.327                     45.327                     45.421                    45.514                    45.514                     45.607                     45.701                     45.888                       45.888                      45.981                    46.168                     46.355                      46.636                    46.916                    47.196                      47.57        
    coh729=48.0694            45.421                     45.421                     45.514                    45.514                    45.607                     45.701                     45.794                     45.981                       45.981                      46.075                    46.262                     46.449                      46.729                    47.009                     47.29                     47.664        
    coh730=48.1628            45.514                     45.514                     45.607                    45.607                    45.701                     45.794                     45.888                     46.075                       46.075                      46.168                    46.355                     46.542                      46.822                    47.103                    47.383                     47.757        
    coh731=48.2563            45.607                     45.607                     45.701                    45.701                    45.794                     45.888                     45.981                     46.168                       46.168                      46.262                    46.449                     46.636                      46.916                    47.196                    47.477                      47.85        
    coh732=48.3498            45.701                     45.701                     45.794                    45.794                    45.888                     45.981                     46.075                     46.262                       46.262                      46.355                    46.542                     46.729                      47.009                     47.29                     47.57                     47.944        
    coh733=48.4432            45.794                     45.794                     45.888                    45.888                    45.981                     46.075                     46.168                     46.355                       46.355                      46.449                    46.636                     46.822                      47.103                    47.383                    47.664                     48.037        
    coh734=48.5367            45.888                     45.888                     45.981                    45.981                    46.075                     46.168                     46.262                     46.449                       46.449                      46.542                    46.729                     46.916                      47.196                    47.477                    47.757                     48.131        
    coh735=48.6301            45.981                     45.981                     46.075                    46.075                    46.168                     46.262                     46.355                     46.542                       46.542                      46.636                    46.822                     47.009                       47.29                    47.477                     47.85                     48.224        
    coh736=48.7236            46.075                     46.075                     46.168                    46.168                    46.262                     46.355                     46.449                     46.542                       46.542                      46.729                    46.916                     47.103                      47.383                     47.57                    47.944                     48.318        
    coh737=48.817             46.168                     46.168                     46.262                    46.262                    46.355                     46.449                     46.542                     46.636                       46.636                      46.822                    47.009                     47.196                      47.383                    47.664                    48.037                     48.411        
    coh738=48.9105            46.168                     46.262                     46.355                    46.355                    46.449                     46.542                     46.636                     46.729                       46.729                      46.916                    47.103                      47.29                      47.477                    47.757                    48.131                     48.505        
    coh739=49.004             46.262                     46.355                     46.449                    46.449                    46.542                     46.636                     46.729                     46.822                       46.822                      47.009                    47.196                     47.383                       47.57                     47.85                    48.224                     48.598        
    coh740=49.0974            46.355                     46.449                     46.449                    46.542                    46.636                     46.729                     46.822                     46.916                       46.916                      47.103                     47.29                     47.477                      47.664                    47.944                    48.318                     48.692        
    coh741=49.1909            46.449                     46.542                     46.542                    46.636                    46.729                     46.822                     46.916                     47.009                       47.009                      47.196                    47.383                      47.57                      47.757                    48.037                    48.411                     48.785        
    coh742=49.2843            46.542                     46.636                     46.636                    46.729                    46.822                     46.916                     47.009                     47.103                       47.103                       47.29                    47.477                     47.664                       47.85                    48.131                    48.505                     48.879        
    coh743=49.3778            46.636                     46.729                     46.729                    46.822                    46.916                     47.009                     47.103                     47.196                       47.196                      47.383                     47.57                     47.757                      47.944                    48.224                    48.598                     48.972        
    coh744=49.4713            46.729                     46.822                     46.822                    46.916                    47.009                     47.103                     47.196                      47.29                        47.29                      47.477                    47.664                      47.85                      48.037                    48.318                    48.692                     49.065        
    coh745=49.5647            46.822                     46.916                     46.916                    47.009                    47.103                     47.196                      47.29                     47.383                       47.383                       47.57                    47.757                     47.944                      48.131                    48.411                    48.785                     49.159        
    coh746=49.6582            46.916                     47.009                     47.009                    47.103                    47.196                      47.29                     47.383                     47.477                       47.477                      47.664                     47.85                     48.037                      48.224                    48.505                    48.879                     49.252        
    coh747=49.7516            47.009                     47.103                     47.103                    47.196                     47.29                     47.383                     47.477                      47.57                        47.57                      47.757                    47.944                     48.131                      48.318                    48.598                    48.972                     49.346        
    coh748=49.8451            47.103                     47.196                     47.196                     47.29                    47.383                     47.477                      47.57                     47.664                       47.664                       47.85                    48.037                     48.224                      48.411                    48.692                    49.065                     49.439        
    coh749=49.9385            47.196                      47.29                      47.29                    47.383                    47.477                      47.57                     47.664                     47.757                       47.757                      47.944                    48.037                     48.318                      48.505                    48.785                    49.159                     49.533        
    coh750=50.032              47.29                     47.383                     47.383                    47.477                     47.57                     47.664                     47.757                      47.85                        47.85                      48.037                    48.131                     48.411                      48.598                    48.879                    49.252                     49.626        

Display Various Containers

if (bl_display_defparam)

Display 1 support_map

    fft_container_map_display(support_map);
----------------------------------------
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Begin: Show all key and value pairs from container
CONTAINER NAME: SUPPORT_MAP
----------------------------------------
  Map with properties:

        Count: 43
      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_final ; val = true
pos = 5 ; key = bl_display_final_dist ; val = false
pos = 6 ; key = bl_display_final_dist_detail ; val = false
pos = 7 ; key = bl_display_funcgrids ; val = false
pos = 8 ; key = bl_display_infbridge ; val = false
pos = 9 ; key = bl_display_minccost ; val = false
pos = 10 ; key = bl_graph ; val = true
pos = 11 ; key = bl_graph_coh_t_coh ; val = true
pos = 12 ; key = bl_graph_discrete ; val = true
pos = 13 ; key = bl_graph_forinf_discrete ; val = true
pos = 14 ; key = bl_graph_forinf_pol_lvl ; val = true
pos = 15 ; key = bl_graph_forinf_pol_pct ; val = true
pos = 16 ; key = bl_graph_funcgrids ; val = false
pos = 17 ; key = bl_graph_onebyones ; val = true
pos = 18 ; key = bl_graph_pol_lvl ; val = true
pos = 19 ; key = bl_graph_pol_pct ; val = true
pos = 20 ; key = bl_graph_val ; val = true
pos = 21 ; key = bl_img_save ; val = false
pos = 22 ; key = bl_mat ; val = false
pos = 23 ; key = bl_post ; val = true
pos = 24 ; key = bl_profile ; val = false
pos = 25 ; key = bl_profile_dist ; val = false
pos = 26 ; key = bl_time ; val = false
pos = 27 ; key = it_display_every ; val = 5
pos = 28 ; key = it_display_final_colmax ; val = 15
pos = 29 ; key = it_display_final_rowmax ; val = 100
pos = 30 ; key = st_img_name_main ; val = ff_abzr_fibs_vf_vecsv_default
pos = 31 ; key = st_img_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_abzr_solve/img/
pos = 32 ; key = st_img_prefix ; val = 
pos = 33 ; key = st_img_suffix ; val = _p4.png
pos = 34 ; key = st_mat_name_main ; val = ff_abzr_fibs_vf_vecsv_default
pos = 35 ; key = st_mat_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_abzr_solve/mat/
pos = 36 ; key = st_mat_prefix ; val = 
pos = 37 ; key = st_mat_suffix ; val = _p4
pos = 38 ; key = st_matimg_path_root ; val = C:/Users/fan/CodeDynaAsset//m_fibs/
pos = 39 ; key = st_profile_name_main ; val = ff_abzr_fibs_vf_vecsv_default
pos = 40 ; key = st_profile_path ; val = C:/Users/fan/CodeDynaAsset//m_fibs//m_abzr_solve/profile/
pos = 41 ; key = st_profile_prefix ; val = 
pos = 42 ; key = st_profile_suffix ; val = _p4
pos = 43 ; 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_final                 4     4        1 
    bl_display_final_dist            5     5        0 
    bl_display_final_dist_detail     6     6        0 
    bl_display_funcgrids             7     7        0 
    bl_display_infbridge             8     8        0 
    bl_display_minccost              9     9        0 
    bl_graph                        10    10        1 
    bl_graph_coh_t_coh              11    11        1 
    bl_graph_discrete               12    12        1 
    bl_graph_forinf_discrete        13    13        1 
    bl_graph_forinf_pol_lvl         14    14        1 
    bl_graph_forinf_pol_pct         15    15        1 
    bl_graph_funcgrids              16    16        0 
    bl_graph_onebyones              17    17        1 
    bl_graph_pol_lvl                18    18        1 
    bl_graph_pol_pct                19    19        1 
    bl_graph_val                    20    20        1 
    bl_img_save                     21    21        0 
    bl_mat                          22    22        0 
    bl_post                         23    23        1 
    bl_profile                      24    24        0 
    bl_profile_dist                 25    25        0 
    bl_time                         26    26        0 
    it_display_every                27    27        5 
    it_display_final_colmax         28    28       15 
    it_display_final_rowmax         29    29      100 

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

    st_img_name_main         1    30 
    st_img_path              2    31 
    st_img_prefix            3    32 
    st_img_suffix            4    33 
    st_mat_name_main         5    34 
    st_mat_path              6    35 
    st_mat_prefix            7    36 
    st_mat_suffix            8    37 
    st_matimg_path_root      9    38 
    st_profile_name_main    10    39 
    st_profile_path         11    40 
    st_profile_prefix       12    41 
    st_profile_suffix       13    42 
    st_title_prefix         14    43 

Display 2 armt_map

    fft_container_map_display(armt_map);
----------------------------------------
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Begin: Show all key and value pairs from container
CONTAINER NAME: ARMT_MAP
----------------------------------------
  Map with properties:

        Count: 6
      KeyType: char
    ValueType: any

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----------------------------------------
pos = 1 ; key = ar_a ;rown= 1 ,coln= 750
ar_a :mu= 15 ,sd= 20.2477 ,min= -20 ,max= 50
               zi_1_C1    zi_2_C2    zi_3_C3    zi_375_c375    zi_748_c748    zi_749_c749    zi_750_c750
               _______    _______    _______    ___________    ___________    ___________    ___________

    zi_1_r1      -20      -19.907    -19.813      14.953         49.813         49.907           50     

pos = 2 ; 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_3_c3    zi_5_c5    zi_7_c7    zi_8_c8    zi_9_c9
               _______    _______    _______    _______    _______    _______    _______

    zi_1_r1      -19       -14.5       -10       -5.5       -2.5        -1          0   

pos = 3 ; 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_3_c3    zi_5_c5    zi_7_c7    zi_8_c8    zi_9_c9
               _______    _______    _______    _______    _______    _______    _______

    zi_1_r1     0.065      0.065      0.065      0.065      0.065      0.065      0.065 

pos = 4 ; key = ar_z_r_infbr_mesh_wage ;rown= 1 ,coln= 75
ar_z_r_infbr_mesh_wage :mu= 0.06 ,sd= 0.024915 ,min= 0.025 ,max= 0.095
               zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
               _______    _______    _______    _________    _________    _________    _________

    zi_1_r1     0.025      0.025      0.025       0.06         0.095        0.095        0.095  

pos = 5 ; key = ar_z_wage_mesh_r_infbr ;rown= 1 ,coln= 75
ar_z_wage_mesh_r_infbr :mu= 1.1347 ,sd= 0.67963 ,min= 0.34741 ,max= 2.567
               zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
               _______    _______    _______    _________    _________    _________    _________

    zi_1_r1    0.34741    0.40076    0.4623      0.94436      1.9291       2.2253        2.567  

pos = 6 ; key = mt_z_trans ;rown= 75 ,coln= 75
mt_z_trans :mu= 0.013333 ,sd= 0.040863 ,min= 0 ,max= 0.22626
                  zi_1_C1       zi_2_C2       zi_3_C3      zi_38_c38     zi_73_c73     zi_74_c74     zi_75_c75 
                 __________    __________    __________    __________    __________    __________    __________

    zi_1_R1      3.1646e-05    3.2638e-05     3.108e-05    3.1195e-06    2.1896e-13    9.0031e-16             0
    zi_2_R2      1.3662e-05    2.3868e-05    3.3609e-05    2.4049e-05    1.2398e-11    7.5897e-14    2.7009e-16
    zi_3_R3      4.5095e-06    1.2762e-05    2.6579e-05    0.00013516    5.0935e-10    4.6579e-12    2.5839e-14
    zi_4_R4      1.1201e-06     4.987e-06    1.5369e-05    0.00055423     1.519e-08    2.0733e-10    1.7237e-12
    zi_5_R5      2.0711e-07    1.4234e-06    6.4959e-06     0.0016594    3.2908e-07    6.6981e-09     8.334e-11
    zi_71_r71    1.2501e-14    1.0047e-12    4.9362e-11     0.0016594      0.043306     0.0094895     0.0013807
    zi_72_r72    2.5855e-16    3.1099e-14    2.2785e-12    0.00055423       0.10246      0.033247     0.0074671
    zi_73_r73    3.8814e-18    6.9867e-16    7.6403e-14    0.00013516       0.17719      0.085079      0.030063
    zi_74_r74    4.2258e-20    1.1385e-17    1.8598e-15    2.4049e-05       0.22406       0.15912      0.091083
    zi_75_r75    3.3344e-22    1.3449e-19     3.284e-17    3.1195e-06        0.2072       0.21758       0.21097

----------------------------------------
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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     750           15      20.248        -20         50
    ar_forbrblk               2     2       1       9      -7.0556      6.3809        -19          0
    ar_forbrblk_r             3     3       1       9        0.065           0      0.065      0.065
    ar_z_r_infbr_mesh_wage    4     4       1      75         0.06    0.024915      0.025      0.095
    ar_z_wage_mesh_r_infbr    5     5       1      75       1.1347     0.67963    0.34741      2.567
    mt_z_trans                6     6      75      75     0.013333    0.040863          0    0.22626

Display 3 param_map

    fft_container_map_display(param_map);
----------------------------------------
----------------------------------------
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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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----------------------------------------
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pos = 1 ; key = bl_b_is_principle ; val = false
pos = 2 ; key = bl_bridge ; val = true
pos = 3 ; key = bl_default ; val = true
pos = 4 ; key = bl_loglin ; val = false
pos = 5 ; key = bl_rollover ; val = true
pos = 6 ; key = fl_a_max ; val = 50
pos = 7 ; key = fl_a_min ; val = 0
pos = 8 ; key = fl_b_bd ; val = -20
pos = 9 ; key = fl_beta ; val = 0.94
pos = 10 ; key = fl_c_min ; val = 0.02
pos = 11 ; key = fl_crra ; val = 1.5
pos = 12 ; key = fl_default_aprime ; val = 0
pos = 13 ; key = fl_forbrblk_brleast ; val = -1
pos = 14 ; key = fl_forbrblk_brmost ; val = -19
pos = 15 ; key = fl_forbrblk_gap ; val = -1.5
pos = 16 ; key = fl_loglin_threshold ; val = 1
pos = 17 ; key = fl_nan_replace ; val = -99999
pos = 18 ; key = fl_r_fbr ; val = 0.065
pos = 19 ; key = fl_r_fsv ; val = 0.025
pos = 20 ; key = fl_r_inf ; val = 0.095
pos = 21 ; key = fl_tol_dist ; val = 1e-05
pos = 22 ; key = fl_tol_pol ; val = 1e-05
pos = 23 ; key = fl_tol_val ; val = 1e-05
pos = 24 ; key = fl_w ; val = 1.28
pos = 25 ; key = fl_z_r_infbr_max ; val = 0.095
pos = 26 ; key = fl_z_r_infbr_min ; val = 0.025
pos = 27 ; key = fl_z_r_infbr_n ; val = 5
pos = 28 ; key = fl_z_r_infbr_poiss_mean ; val = 20
pos = 29 ; key = fl_z_wage_mu ; val = 0
pos = 30 ; key = fl_z_wage_rho ; val = 0.8
pos = 31 ; key = fl_z_wage_sig ; val = 0.2
pos = 32 ; key = it_a_n ; val = 750
pos = 33 ; key = it_maxiter_dist ; val = 1000
pos = 34 ; key = it_maxiter_val ; val = 1000
pos = 35 ; key = it_tol_pol_nochange ; val = 25
pos = 36 ; key = it_trans_power_dist ; val = 1000
pos = 37 ; key = it_z_n ; val = 75
pos = 38 ; key = it_z_wage_n ; val = 15
pos = 39 ; key = st_analytical_stationary_type ; val = eigenvector
pos = 40 ; key = st_forbrblk_type ; val = seg3
pos = 41 ; key = st_model ; val = abzr_fibs
pos = 42 ; key = st_z_r_infbr_drv_ele_type ; val = unif
pos = 43 ; key = st_z_r_infbr_drv_prb_type ; val = poiss
----------------------------------------
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Scalars in Container and Sizes and Basic Statistics
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                               i     idx    value 
                               __    ___    ______

    bl_b_is_principle           1     1          0
    bl_bridge                   2     2          1
    bl_default                  3     3          1
    bl_loglin                   4     4          0
    bl_rollover                 5     5          1
    fl_a_max                    6     6         50
    fl_a_min                    7     7          0
    fl_b_bd                     8     8        -20
    fl_beta                     9     9       0.94
    fl_c_min                   10    10       0.02
    fl_crra                    11    11        1.5
    fl_default_aprime          12    12          0
    fl_forbrblk_brleast        13    13         -1
    fl_forbrblk_brmost         14    14        -19
    fl_forbrblk_gap            15    15       -1.5
    fl_loglin_threshold        16    16          1
    fl_nan_replace             17    17     -99999
    fl_r_fbr                   18    18      0.065
    fl_r_fsv                   19    19      0.025
    fl_r_inf                   20    20      0.095
    fl_tol_dist                21    21      1e-05
    fl_tol_pol                 22    22      1e-05
    fl_tol_val                 23    23      1e-05
    fl_w                       24    24       1.28
    fl_z_r_infbr_max           25    25      0.095
    fl_z_r_infbr_min           26    26      0.025
    fl_z_r_infbr_n             27    27          5
    fl_z_r_infbr_poiss_mean    28    28         20
    fl_z_wage_mu               29    29          0
    fl_z_wage_rho              30    30        0.8
    fl_z_wage_sig              31    31        0.2
    it_a_n                     32    32        750
    it_maxiter_dist            33    33       1000
    it_maxiter_val             34    34       1000
    it_tol_pol_nochange        35    35         25
    it_trans_power_dist        36    36       1000
    it_z_n                     37    37         75
    it_z_wage_n                38    38         15

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

    st_analytical_stationary_type    1    39 
    st_forbrblk_type                 2    40 
    st_model                         3    41 
    st_z_r_infbr_drv_ele_type        4    42 
    st_z_r_infbr_drv_prb_type        5    43 

Display 4 func_map

    fft_container_map_display(func_map);
----------------------------------------
----------------------------------------
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Begin: Show all key and value pairs from container
CONTAINER NAME: FUNC_MAP
----------------------------------------
  Map with properties:

        Count: 8
      KeyType: char
    ValueType: any

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----------------------------------------
----------------------------------------
pos = 1 ; key = f_bprime ; 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 = 2 ; key = f_coh ; val = @(ar_z,ar_b)(ar_z*fl_w+ar_b)
pos = 3 ; key = f_cons_coh_fbis ; val = @(coh,ar_bprime_in_c)(coh+ar_bprime_in_c)
pos = 4 ; key = f_cons_coh_save ; val = @(coh,ar_for_save)(coh-ar_for_save./(1+fl_r_fsv))
pos = 5 ; key = f_inc ; val = @(ar_z,fl_r_inf,ar_for_borr,ar_inf_borr,ar_for_save)(ar_z*fl_w+((ar_for_borr./(1+fl_r_fbr))*fl_r_fbr+(ar_inf_borr./(1+fl_r_inf))*fl_r_inf+(ar_for_save./(1+fl_r_fsv))*fl_r_fsv))
pos = 6 ; key = f_util_crra ; val = @(c)(((c).^(1-fl_crra)-1)./(1-fl_crra))
pos = 7 ; key = f_util_log ; val = @(c)log(c)
pos = 8 ; key = f_util_standin ; val = @(z,b)f_util_log(f_coh_simple(z,b).*(f_coh_simple(z,b)>0)+fl_c_min.*(f_coh_simple(z,b)<=0))
----------------------------------------
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Scalars in Container and Sizes and Basic Statistics
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                       i    idx    xFunction
                       _    ___    _________

    f_bprime           1     1         1    
    f_coh              2     2         2    
    f_cons_coh_fbis    3     3         3    
    f_cons_coh_save    4     4         4    
    f_inc              5     5         5    
    f_util_crra        6     6         6    
    f_util_log         7     7         7    
    f_util_standin     8     8         8    

Display 5 result_map

    fft_container_map_display(result_map);
----------------------------------------
----------------------------------------
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Begin: Show all key and value pairs from container
CONTAINER NAME: RESULT_MAP
----------------------------------------
  Map with properties:

        Count: 22
      KeyType: char
    ValueType: any

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----------------------------------------
----------------------------------------
pos = 1 ; key = ar_pol_diff_norm ;rown= 121 ,coln= 1
ar_pol_diff_norm :mu= 115.296 ,sd= 620.633 ,min= 0 ,max= 4892.7883
                   zi_1_c1
                   _______

    zi_1_R1        4491.1 
    zi_2_R2        4892.8 
    zi_3_R3        1613.6 
    zi_4_R4        808.71 
    zi_5_R5         475.4 
    zi_117_r117         0 
    zi_118_r118         0 
    zi_119_r119         0 
    zi_120_r120         0 
    zi_121_r121         0 

pos = 2 ; key = ar_st_pol_names ; val = cl_mt_pol_a cl_mt_coh cl_mt_pol_c 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= 121 ,coln= 1
ar_val_diff_norm :mu= 23.0369 ,sd= 61.2221 ,min= 0.052271 ,max= 391.8746
                   zi_1_c1 
                   ________

    zi_1_R1          391.87
    zi_2_R2          321.84
    zi_3_R3          263.68
    zi_4_R4          219.12
    zi_5_R5          185.55
    zi_117_r117    0.066948
    zi_118_r118    0.062932
    zi_119_r119    0.059157
    zi_120_r120    0.055608
    zi_121_r121    0.052271

pos = 4 ; key = cl_mt_coh ;rown= 750 ,coln= 75
cl_mt_coh :mu= 15.0768 ,sd= 20.2344 ,min= -19.968 ,max= 50.1216
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1        -19.968    -19.968    -19.968     -19.923      -19.878      -19.878      -19.878 
    zi_2_R2        -19.875    -19.875    -19.875      -19.83      -19.785      -19.785      -19.785 
    zi_3_R3        -19.781    -19.781    -19.781     -19.736      -19.691      -19.691      -19.691 
    zi_4_R4        -19.688    -19.688    -19.688     -19.643      -19.598      -19.598      -19.598 
    zi_5_R5        -19.594    -19.594    -19.594     -19.549      -19.505      -19.505      -19.505 
    zi_746_r746     49.658     49.658     49.658      49.703       49.748       49.748       49.748 
    zi_747_r747     49.752     49.752     49.752      49.796       49.841       49.841       49.841 
    zi_748_r748     49.845     49.845     49.845       49.89       49.935       49.935       49.935 
    zi_749_r749     49.939     49.939     49.939      49.983       50.028       50.028       50.028 
    zi_750_r750     50.032     50.032     50.032      50.077       50.122       50.122       50.122 

pos = 5 ; key = cl_mt_pol_a ;rown= 750 ,coln= 75
cl_mt_pol_a :mu= 14.2263 ,sd= 19.6112 ,min= -20 ,max= 49.6262
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1             0          0          0           0            0          -20           -20 
    zi_2_R2             0          0          0           0            0          -20        -19.72 
    zi_3_R3             0          0          0           0          -20          -20       -19.533 
    zi_4_R4             0          0          0           0          -20          -20       -19.439 
    zi_5_R5             0          0        -20           0          -20          -20       -19.346 
    zi_746_r746    46.916     47.009     47.009      47.477       48.505       48.879        49.252 
    zi_747_r747    47.009     47.103     47.103       47.57       48.598       48.972        49.346 
    zi_748_r748    47.103     47.196     47.196      47.664       48.692       49.065        49.439 
    zi_749_r749    47.196      47.29      47.29      47.757       48.785       49.159        49.533 
    zi_750_r750     47.29     47.383     47.383       47.85       48.879       49.252        49.626 

pos = 6 ; key = cl_mt_pol_b_bridge ;rown= 750 ,coln= 75
cl_mt_pol_b_bridge :mu= -2.4591 ,sd= 5.0321 ,min= -19.5399 ,max= 0
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1           0          0            0         0               0      -18.781      -18.302 
    zi_2_R2           0          0            0         0               0      -18.679        -18.2 
    zi_3_R3           0          0            0         0         -18.992      -18.576      -18.097 
    zi_4_R4           0          0            0         0         -18.889      -18.474      -17.995 
    zi_5_R5           0          0       -19.51         0         -18.787      -18.372      -17.893 
    zi_746_r746       0          0            0         0               0            0            0 
    zi_747_r747       0          0            0         0               0            0            0 
    zi_748_r748       0          0            0         0               0            0            0 
    zi_749_r749       0          0            0         0               0            0            0 
    zi_750_r750       0          0            0         0               0            0            0 

pos = 7 ; key = cl_mt_pol_c ;rown= 750 ,coln= 75
cl_mt_pol_c :mu= 2.6355 ,sd= 1.1108 ,min= 0.02 ,max= 4.87
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1          0.02       0.02        0.02       0.02          0.02      1.1406        1.578  
    zi_2_R2          0.02       0.02        0.02       0.02          0.02      1.2341       1.4154  
    zi_3_R3          0.02       0.02        0.02       0.02       0.94483      1.3275       1.3382  
    zi_4_R4          0.02       0.02        0.02       0.02        1.0418       1.421       1.3463  
    zi_5_R5          0.02       0.02     0.47777       0.02        1.1353      1.5145       1.3544  
    zi_746_r746    4.2993     4.2764      4.3551     4.5163        4.7737      4.7882       4.8609  
    zi_747_r747    4.3015     4.2786      4.3574     4.5186         4.776      4.7905       4.8632  
    zi_748_r748    4.3038     4.2809      4.3597     4.5208        4.7783      4.7928       4.8655  
    zi_749_r749    4.3061     4.2832       4.362     4.5231        4.7806       4.795       4.8677  
    zi_750_r750    4.3084     4.2855      4.3643     4.5254        4.7829      4.7973         4.87  

pos = 8 ; key = cl_mt_pol_for_borr ;rown= 750 ,coln= 75
cl_mt_pol_for_borr :mu= -0.11672 ,sd= 0.35513 ,min= -2.6625 ,max= 0
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1           0          0          0           0              0       -1.065       -1.065  
    zi_2_R2           0          0          0           0              0       -1.065       -1.065  
    zi_3_R3           0          0          0           0         -1.065       -1.065       -1.065  
    zi_4_R4           0          0          0           0         -1.065       -1.065       -1.065  
    zi_5_R5           0          0          0           0         -1.065       -1.065       -1.065  
    zi_746_r746       0          0          0           0              0            0            0  
    zi_747_r747       0          0          0           0              0            0            0  
    zi_748_r748       0          0          0           0              0            0            0  
    zi_749_r749       0          0          0           0              0            0            0  
    zi_750_r750       0          0          0           0              0            0            0  

pos = 9 ; key = cl_mt_pol_for_save ;rown= 750 ,coln= 75
cl_mt_pol_for_save :mu= 17.0844 ,sd= 15.9821 ,min= 0 ,max= 49.6262
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1             0          0          0           0             0           0            0  
    zi_2_R2             0          0          0           0             0           0            0  
    zi_3_R3             0          0          0           0      0.056554           0            0  
    zi_4_R4             0          0          0           0             0           0            0  
    zi_5_R5             0          0          0           0             0           0            0  
    zi_746_r746    46.916     47.009     47.009      47.477        48.505      48.879       49.252  
    zi_747_r747    47.009     47.103     47.103       47.57        48.598      48.972       49.346  
    zi_748_r748    47.103     47.196     47.196      47.664        48.692      49.065       49.439  
    zi_749_r749    47.196      47.29      47.29      47.757        48.785      49.159       49.533  
    zi_750_r750     47.29     47.383     47.383       47.85        48.879      49.252       49.626  

pos = 10 ; key = cl_mt_pol_inf_borr_nobridge ;rown= 750 ,coln= 75
cl_mt_pol_inf_borr_nobridge :mu= -0.2823 ,sd= 0.55475 ,min= -3.0359 ,max= 0
                   zi_1_C1    zi_2_C2    zi_3_C3     zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    ________    _________    _________    _________    _________

    zi_1_R1           0          0              0        0                0    -0.15398     -0.63294 
    zi_2_R2           0          0              0        0                0    -0.25631     -0.45491 
    zi_3_R3           0          0              0        0                0    -0.35865     -0.37033 
    zi_4_R4           0          0              0        0        -0.045783    -0.46099     -0.37921 
    zi_5_R5           0          0       -0.48972        0         -0.14812    -0.56332     -0.38808 
    zi_746_r746       0          0              0        0                0           0            0 
    zi_747_r747       0          0              0        0                0           0            0 
    zi_748_r748       0          0              0        0                0           0            0 
    zi_749_r749       0          0              0        0                0           0            0 
    zi_750_r750       0          0              0        0                0           0            0 

pos = 11 ; key = mt_it_b_bridge_idx ;rown= 750 ,coln= 75
mt_it_b_bridge_idx :mu= 0.2573 ,sd= 0.43715 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1         false      false      false       false        false        true         true   
    zi_2_R2         false      false      false       false        false        true         true   
    zi_3_R3         false      false      false       false        true         true         true   
    zi_4_R4         false      false      false       false        true         true         true   
    zi_5_R5         false      false      true        false        true         true         true   
    zi_746_r746     false      false      false       false        false        false        false  
    zi_747_r747     false      false      false       false        false        false        false  
    zi_748_r748     false      false      false       false        false        false        false  
    zi_749_r749     false      false      false       false        false        false        false  
    zi_750_r750     false      false      false       false        false        false        false  

pos = 12 ; key = mt_it_for_only_nbdg ;rown= 750 ,coln= 75
mt_it_for_only_nbdg :mu= 0 ,sd= 0 ,min= 0 ,max= 0
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1         false      false      false       false        false        false        false  
    zi_2_R2         false      false      false       false        false        false        false  
    zi_3_R3         false      false      false       false        false        false        false  
    zi_4_R4         false      false      false       false        false        false        false  
    zi_5_R5         false      false      false       false        false        false        false  
    zi_746_r746     false      false      false       false        false        false        false  
    zi_747_r747     false      false      false       false        false        false        false  
    zi_748_r748     false      false      false       false        false        false        false  
    zi_749_r749     false      false      false       false        false        false        false  
    zi_750_r750     false      false      false       false        false        false        false  

pos = 13 ; key = mt_it_fr_brrsv_nbdg ;rown= 750 ,coln= 75
mt_it_fr_brrsv_nbdg :mu= 0.0063289 ,sd= 0.079303 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1         false      false      false       false        false        false        false  
    zi_2_R2         false      false      false       false        false        false        false  
    zi_3_R3         false      false      false       false        true         false        false  
    zi_4_R4         false      false      false       false        false        false        false  
    zi_5_R5         false      false      false       false        false        false        false  
    zi_746_r746     false      false      false       false        false        false        false  
    zi_747_r747     false      false      false       false        false        false        false  
    zi_748_r748     false      false      false       false        false        false        false  
    zi_749_r749     false      false      false       false        false        false        false  
    zi_750_r750     false      false      false       false        false        false        false  

pos = 14 ; key = mt_it_frin_brr_nbdg ;rown= 750 ,coln= 75
mt_it_frin_brr_nbdg :mu= 0.097831 ,sd= 0.29709 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1         false      false      false       false        false        true         true   
    zi_2_R2         false      false      false       false        false        true         true   
    zi_3_R3         false      false      false       false        false        true         true   
    zi_4_R4         false      false      false       false        true         true         true   
    zi_5_R5         false      false      false       false        true         true         true   
    zi_746_r746     false      false      false       false        false        false        false  
    zi_747_r747     false      false      false       false        false        false        false  
    zi_748_r748     false      false      false       false        false        false        false  
    zi_749_r749     false      false      false       false        false        false        false  
    zi_750_r750     false      false      false       false        false        false        false  

pos = 15 ; key = mt_it_frmsavng_only ;rown= 750 ,coln= 75
mt_it_frmsavng_only :mu= 0.71387 ,sd= 0.45196 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1         false      false      false       false        false        false        false  
    zi_2_R2         false      false      false       false        false        false        false  
    zi_3_R3         false      false      false       false        false        false        false  
    zi_4_R4         false      false      false       false        false        false        false  
    zi_5_R5         false      false      false       false        false        false        false  
    zi_746_r746     true       true       true        true         true         true         true   
    zi_747_r747     true       true       true        true         true         true         true   
    zi_748_r748     true       true       true        true         true         true         true   
    zi_749_r749     true       true       true        true         true         true         true   
    zi_750_r750     true       true       true        true         true         true         true   

pos = 16 ; key = mt_it_inf_only_nbdg ;rown= 750 ,coln= 75
mt_it_inf_only_nbdg :mu= 0.17209 ,sd= 0.37746 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1         false      false      false       false        false        false        false  
    zi_2_R2         false      false      false       false        false        false        false  
    zi_3_R3         false      false      false       false        false        false        false  
    zi_4_R4         false      false      false       false        false        false        false  
    zi_5_R5         false      false      true        false        false        false        false  
    zi_746_r746     false      false      false       false        false        false        false  
    zi_747_r747     false      false      false       false        false        false        false  
    zi_748_r748     false      false      false       false        false        false        false  
    zi_749_r749     false      false      false       false        false        false        false  
    zi_750_r750     false      false      false       false        false        false        false  

pos = 17 ; key = mt_pol_idx ;rown= 750 ,coln= 75
mt_pol_idx :mu= 367.2211 ,sd= 209.8396 ,min= 1 ,max= 746
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1          215        215        215         215          215            1            1   
    zi_2_R2          215        215        215         215          215            1            4   
    zi_3_R3          215        215        215         215            1            1            6   
    zi_4_R4          215        215        215         215            1            1            7   
    zi_5_R5          215        215          1         215            1            1            8   
    zi_746_r746      717        718        718         723          734          738          742   
    zi_747_r747      718        719        719         724          735          739          743   
    zi_748_r748      719        720        720         725          736          740          744   
    zi_749_r749      720        721        721         726          737          741          745   
    zi_750_r750      721        722        722         727          738          742          746   

pos = 18 ; key = mt_pol_perc_change ;rown= 121 ,coln= 75
mt_pol_perc_change :mu= 0.20553 ,sd= 0.33483 ,min= 0 ,max= 1
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1              1          1          1           1            1            1         1    
    zi_2_R2        0.99867          1          1           1            1            1         1    
    zi_3_R3           0.98    0.98267      0.984       0.992            1            1         1    
    zi_4_R4          0.968    0.96933    0.97333     0.97867      0.99333      0.99733         1    
    zi_5_R5          0.948    0.95067    0.95467     0.96933        0.992      0.98933         1    
    zi_117_r117          0          0          0           0            0            0         0    
    zi_118_r118          0          0          0           0            0            0         0    
    zi_119_r119          0          0          0           0            0            0         0    
    zi_120_r120          0          0          0           0            0            0         0    
    zi_121_r121          0          0          0           0            0            0         0    

pos = 19 ; key = mt_val ;rown= 750 ,coln= 75
mt_val :mu= 6.4361 ,sd= 6.9505 ,min= -11.318 ,max= 14.9208
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_38_c38    zi_73_c73    zi_74_c74    zi_75_c75
                   _______    _______    _______    _________    _________    _________    _________

    zi_1_R1        -11.318    -11.073    -10.794     -9.1529      -7.3552      -6.7374      -6.1165 
    zi_2_R2        -11.318    -11.073    -10.794     -9.1529      -7.3552      -6.6651      -6.0609 
    zi_3_R3        -11.318    -11.073    -10.794     -9.1529       -7.252      -6.6006      -6.0025 
    zi_4_R4        -11.318    -11.073    -10.794     -9.1529      -7.1539      -6.5425      -5.9408 
    zi_5_R5        -11.318    -11.073    -10.739     -9.1529      -7.0715      -6.4899      -5.8828 
    zi_746_r746     13.687     13.737     13.793      14.149       14.649       14.767       14.886 
    zi_747_r747     13.698     13.748     13.804      14.159       14.658       14.776       14.895 
    zi_748_r748     13.708     13.758     13.814      14.169       14.667       14.785       14.904 
    zi_749_r749     13.719     13.768     13.825      14.179       14.676       14.794       14.912 
    zi_750_r750      13.73     13.779     13.835      14.188       14.685       14.803       14.921 

pos = 20 ; key = tb_pol_a ;rown= 100 ,coln= 16
tb_pol_a :mu= 14.4488 ,sd= 31.6547 ,min= -20 ,max= 49.6262
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_8_C8    zi_14_c14    zi_15_c15    zi_16_c16
                   _______    _______    _______    _______    _________    _________    _________

    zi_1_R1             0          0          0        -20           0          -20           -20 
    zi_2_R2             0          0          0        -20           0          -20        -19.72 
    zi_3_R3             0          0          0        -20         -20          -20       -19.533 
    zi_4_R4             0          0          0        -20         -20          -20       -19.439 
    zi_5_R5             0          0        -20        -20         -20          -20       -19.346 
    zi_96_R96      46.916     47.009     47.009     47.477      48.505       48.879        49.252 
    zi_97_R97      47.009     47.103     47.103      47.57      48.598       48.972        49.346 
    zi_98_R98      47.103     47.196     47.196     47.664      48.692       49.065        49.439 
    zi_99_R99      47.196      47.29      47.29     47.757      48.785       49.159        49.533 
    zi_100_r100     47.29     47.383     47.383      47.85      48.879       49.252        49.626 

pos = 21 ; key = tb_val ;rown= 100 ,coln= 16
tb_val :mu= 3.1632 ,sd= 10.8968 ,min= -11.318 ,max= 14.9208
                   zi_1_C1    zi_2_C2    zi_3_C3    zi_8_C8    zi_14_c14    zi_15_c15    zi_16_c16
                   _______    _______    _______    _______    _________    _________    _________

    zi_1_R1        -11.318    -11.073    -10.794    -8.9532     -7.3552      -6.7374      -6.1165 
    zi_2_R2        -11.318    -11.073    -10.794    -8.8139     -7.3552      -6.6651      -6.0609 
    zi_3_R3        -11.318    -11.073    -10.794    -8.6967      -7.252      -6.6006      -6.0025 
    zi_4_R4        -11.318    -11.073    -10.794    -8.5964     -7.1539      -6.5425      -5.9408 
    zi_5_R5        -11.318    -11.073    -10.739    -8.5092     -7.0715      -6.4899      -5.8828 
    zi_96_R96       13.687     13.737     13.793     14.149      14.649       14.767       14.886 
    zi_97_R97       13.698     13.748     13.804     14.159      14.658       14.776       14.895 
    zi_98_R98       13.708     13.758     13.814     14.169      14.667       14.785       14.904 
    zi_99_R99       13.719     13.768     13.825     14.179      14.676       14.794       14.912 
    zi_100_r100      13.73     13.779     13.835     14.188      14.685       14.803       14.921 

pos = 22 ; key = tb_valpol_alliter ;rown= 100 ,coln= 18
tb_valpol_alliter :mu= 9.4831 ,sd= 163.6558 ,min= 0 ,max= 4892.7883
                   zi_1_C1     zi_2_C2    zi_3_C3    zi_9_C9    zi_16_c16    zi_17_c17    zi_18_c18
                   ________    _______    _______    _______    _________    _________    _________

    zi_1_R1          391.87    4491.1           1          1           1            1         1    
    zi_2_R2          321.84    4892.8     0.99867          1           1            1         1    
    zi_3_R3          263.68    1613.6        0.98    0.99733           1            1         1    
    zi_4_R4          219.12    808.71       0.968    0.98933     0.99333      0.99733         1    
    zi_5_R5          185.55     475.4       0.948    0.96933       0.992      0.98933         1    
    zi_96_R96      0.066948         0           0          0           0            0         0    
    zi_97_R97      0.062932         0           0          0           0            0         0    
    zi_98_R98      0.059157         0           0          0           0            0         0    
    zi_99_R99      0.055608         0           0          0           0            0         0    
    zi_100_r100    0.052271         0           0          0           0            0         0    

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

    ar_pol_diff_norm                1     1     121       1         115.3      620.63           0    4892.8
    ar_val_diff_norm                2     3     121       1        23.037      61.222    0.052271    391.87
    cl_mt_coh                       3     4     750      75        15.077      20.234     -19.968    50.122
    cl_mt_pol_a                     4     5     750      75        14.226      19.611         -20    49.626
    cl_mt_pol_b_bridge              5     6     750      75       -2.4591      5.0321      -19.54         0
    cl_mt_pol_c                     6     7     750      75        2.6355      1.1108        0.02      4.87
    cl_mt_pol_for_borr              7     8     750      75      -0.11672     0.35513     -2.6625         0
    cl_mt_pol_for_save              8     9     750      75        17.084      15.982           0    49.626
    cl_mt_pol_inf_borr_nobridge     9    10     750      75       -0.2823     0.55475     -3.0359         0
    mt_it_b_bridge_idx             10    11     750      75        0.2573     0.43715           0         1
    mt_it_for_only_nbdg            11    12     750      75             0           0           0         0
    mt_it_fr_brrsv_nbdg            12    13     750      75     0.0063289    0.079303           0         1
    mt_it_frin_brr_nbdg            13    14     750      75      0.097831     0.29709           0         1
    mt_it_frmsavng_only            14    15     750      75       0.71387     0.45196           0         1
    mt_it_inf_only_nbdg            15    16     750      75       0.17209     0.37746           0         1
    mt_pol_idx                     16    17     750      75        367.22      209.84           1       746
    mt_pol_perc_change             17    18     121      75       0.20553     0.33483           0         1
    mt_val                         18    19     750      75        6.4361      6.9505     -11.318    14.921
    tb_pol_a                       19    20     100      16        14.449      31.655         -20    49.626
    tb_val                         20    21     100      16        3.1632      10.897     -11.318    14.921
    tb_valpol_alliter              21    22     100      18        9.4831      163.66           0    4892.8

----------------------------------------
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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: 22
      KeyType: char
    ValueType: any