{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Contagion in Collateral and Debt Markets Numerical Analysis\n", "Original paper found here: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3983535\n", "\n", "Last updated: 3/13/2024\n", "\n", "Code requires Julia version 1.9.2 and the latest version of all packages to function." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "using LinearAlgebra\n", "using SymPy\n", "using Pkg\n", "using Plots\n", "using Distributions\n", "using DataFrames\n", "using CSV\n", "using Combinatorics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Networks and Helper Functions\n", "Creates the complete, ring, gamma-convex, and delta-connected networks" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "c_upperbar (generic function with 1 method)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create different networks in matrix form\n", "function complete_network(Dweight,n)\n", " \n", " # identity matrix n x n\n", " eye = Diagonal(ones(n,n))-zeros(n,n); \n", " \n", " # base debt weight matrix\n", " D = ones(n,n)-eye; \n", "\n", " # complete network \n", " Dc = D.*Dweight/(n-1);\n", " return Dc\n", "end\n", "\n", "function ring_network(Dweight,n)\n", " # eye matrix\n", " eye = Diagonal(ones(n,n))-zeros(n,n);\n", " \n", " # ring network \n", " lc = eye[[n],:];\n", " mc = eye[1:n-1,:];\n", " Dr = Dweight*vcat(lc,mc);\n", " return Dr\n", "end\n", "\n", "function gamma_network(Dweight,n,gamma)\n", " Dc = complete_network(Dweight,n)\n", " Dr = ring_network(Dweight,n)\n", " # gamma-convex of ring and complete\n", " Dg = (gamma*Dc)+((1-gamma)*Dr);\n", "end\n", "\n", "# delta network is assumed to be 2 complete network components\n", "function delta_network(Dweight,n,delta)\n", " r = Int(n/2);\n", " weight = delta*Dweight\n", " main_weight = Dweight-weight*r\n", " Dp = complete_network(main_weight,r)\n", " Z = weight*ones(r,r);\n", " Dd = [Dp Z ; Z Dp]\n", " return Dd\n", "end\n", "\n", "function gamma_delta_network(Dweight,n,delta,gamma)\n", " r = Int(n/2);\n", " weight = delta*Dweight\n", " main_weight = Dweight-weight*r\n", " Dp = gamma_network(main_weight,r,gamma)\n", " Z = weight*ones(r,r);\n", " Dd = [Dp Z ; Z Dp]\n", " return Dd\n", "end\n", "\n", "function hetero_delta_network(Dweight,n,r,delta,gamma)\n", " weight = delta*Dweight # given to other cluster\n", " main_weight = Dweight-weight*(n-r)\n", " main_weight2 = Dweight-weight*r\n", " \n", " # big cluster\n", " m1 = gamma_network(main_weight,r,1)\n", " m2 = ones(n-r,r)*weight\n", " m3 = ones(r,n-r)*weight\n", " \n", " # little cluster\n", " m4 = gamma_network(main_weight2,n-r,1)\n", " Dd = [m1 m3 ; m2 m4]\n", " return Dd\n", "end\n", "\n", "# helper function for making weights according to the weighting rule\n", "function weights(D,C,p)\n", " # first create an nxn matrix of excess collateral values\n", " EC = D-C.*D.*p;\n", " \n", " # replace values with 0 if value is negative\n", " EC[EC.<0].=0;\n", " \n", " # create total collateral per agent matrix values for denominator\n", " den = sum(EC,dims=1);\n", " #den[den.<0].=0;\n", " \n", " # create weights\n", " Q = EC./den;\n", " \n", " # replace undefined values with 1\n", " Q[(isnan.(Q)).|(Q.==Inf).|(Q.==-Inf)] .= 1;\n", " \n", " return Q\n", "end\n", "\n", "# solves for equilibrium x payment values\n", "function x_solve(d_hat,z_hat,Q,xi,p,s,zeta)\n", " x_hat = d_hat;\n", " check=true;\n", " while check\n", " #calculate l_hat\n", " if p >=s*zeta\n", " l_hat = max.(zeros(n,1),min.(1/zeta*(d_hat-Q*x_hat-z_hat),xi.*ones(n,1)));\n", " else\n", " l_hat = xi.*ones(n,1);\n", " end\n", " x_hat2 = max.(zeros(n,1),min.(Q*x_hat+z_hat+zeta*l_hat,d_hat)); # calculate x_hat directly, which is the sum of all agents' payments\n", " #check if x_hat = x_hat2 with some margin, if not then we continue\n", " #loop and reassign x_hat to the minimum statement\n", " test = sum((x_hat-x_hat2).^2);\n", " if test <= 1e-10\n", " check = false;\n", " end\n", " x_hat = x_hat2;\n", " end\n", " return x_hat\n", "end\n", "\n", "# calculates c underbar\n", "function c_underbar(Dweight,n,ei,s,h0_w,k)\n", " output = (Dweight-((n-k)/k)*ei)/(Dweight*s)+h0_w/Dweight;\n", " return output\n", "end\n", "\n", "# calculates c upperbar\n", "function c_upperbar(s,n,k,ei,h0_w)\n", " output = (min(s,(n-k)*ei/(k*h0_w)))^-1;\n", " return output\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Equilibrium Function\n", "\n", "Definition 1: For given $ (N,C,D,e,h, s, \\omega) $, if liquidation decisions $ \\{l_j(p)\\} $ satisfy the liquidation rule, payments $ \\{x_{ij}(p)\\} $ satisfy the payment rule, $ \\{m_j(p)\\} $ is determined by net wealth equation, fire sale amount $\\{\\phi_j(p)\\}$ determined by the fire-sale equation, and price $ p $ clears the market according to the market clearing condition then $ (\\{x_{ij}\\},\\{l_j\\},\\{m_j\\}, \\{\\phi_j\\},p) $ is a full equilibrium.\n", "\n", "This function identifies the full equilibrium as defined in definition 1 and returns $p$, total liquidations, and the number of defaults. Agent $j$ defaults when $m_j \\leq 0$." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "equ (generic function with 1 method)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function equ(s,n,e0,epsilon,xi,zeta,C,D,omega,h0)\n", " \n", " # check for while loop to end when equilibrium is found\n", " look = true;\n", "\n", " # start with p equalling fair value s \n", " p=s;\n", " \n", " # assign increment for when loop decreases p \n", " inc = 0.01; \n", " \n", " # stop after 1 iteration\n", " stop = 1\n", " \n", " while look\n", " \n", " # Collateral matrix in monetary terms (n x n)\n", " cdp = C.*D.*p;\n", " \n", " # Collateral matrix in non-monetary terms (n x n)\n", " cd = C.*D;\n", "\n", " # Debt-Collateral matrix (owed net amount) (n x n)\n", " d_cdp = D-cdp;\n", "\n", " # Weighting matrix, pro-rata (n x n)\n", " Q = weights(D,C,p); \n", " \n", " # total debt owed per agent w/ collateral netting (n x 1)\n", " d_cdp[d_cdp.<0].=0;\n", " d_hat = d_cdp;\n", " d_hat = transpose(sum(d_hat,dims=1));\n", "\n", " # collateral matrix in monetary terms (n x n)\n", " cp = C*p;\n", "\n", " # establish indicator matrix denoting which collateral are greater than 1 or less than 1 (n x n)\n", " b1 = cp.>1; \n", " b2 = cp.<=1; \n", "\n", " # construct cash, asset and z_hat vectors (n x 1)\n", " e_hat = e0 + (D.*b1)*ones(n,1) - (transpose(D.*b1))*ones(n,1); \n", " h_hat = h0 + (cd.*b2)*ones(n,1) - (transpose(cd.*b2))*ones(n,1);\n", " z_hat = e_hat + h_hat*p - omega*epsilon;\n", " \n", " # solve for x payments \n", " x = x_solve(d_hat,z_hat,Q,xi,p,s,zeta)\n", " \n", " # indifference threshold between holding asset and liquidating\n", " thres_p = s*zeta\n", " \n", " # plug in x to solve for l_hat in numeric terms\n", " if p >=thres_p\n", " A = 1/zeta*(d_hat-Q*x-z_hat);\n", " B = xi.*ones(n,1);\n", " term = min.(A,B);\n", " l_hat = max.(term,zeros(n,1)); # maximum term \n", " else\n", " l_hat = xi.*ones(n,1);\n", " end\n", "\n", " # use threshold (tol = 1.1102e-16) to ensure cases like boolean 18.6 == 18.600000 are\n", " # recognized to equal 1 and not 0\n", " tol = eps(0.5);\n", " d_solvent = (abs.(x-d_hat).0]); \n", " \n", " # total value of liquidations\n", " tot_liq = round(sum(l_hat),digits=2);\n", " \n", " # sum of non-defaulting agents' assets (s)\n", " nd_assets = 0;\n", "\n", " # of defaulting agents\n", " def = 0;\n", "\n", " # second term for the numerator in price equation\n", " num = 0;\n", " \n", " # count the number of defaults\n", " for i= 1:n\n", " if w[i,1] > 1e-10\n", " nd_assets = nd_assets+h0[i,1];\n", " num = num+max(0,h0[i,1]*p-w[i,1]);\n", " else\n", " def = def+1;\n", " end\n", " end\n", " \n", " # check if price can be supported at the threshold otherwise continue to regular market clearing condition\n", " if p == thres_p\n", " \n", " # calculate the remaining supply of available liquidations\n", " full_l = xi*ones(n,1)\n", " remainder_l = sum((full_l-l_hat))\n", " remainder_l_zeta =zeta*remainder_l \n", " \n", " # calculate wealth discrepancy to support price\n", " wealth_needed = thres_p*sum(h0)\n", " remainder_w = wealth_needed-total_wealth\n", " \n", " # if agents can liquidate a little more to support price at the threshold, return the threshold\n", " if remainder_l_zeta >= remainder_w\n", " add_l = remainder_w/zeta\n", " final_liquidation = add_l+tot_liq\n", " \n", " # calculate social surplus involving payoffs in time t=2 which includes assets being at full value (s)\n", " ss = sum(e0)+s*sum(h0)+n*xi-(1-zeta)*final_liquidation\n", " return round(final_liquidation,digits=2), def,thres_p,ss\n", " end\n", " \n", " end\n", " \n", " # fire sales\n", " temp = min.(max.(h0*p-w,zeros(n,1)),h0*p);\n", " phi = sum(temp);\n", "\n", " # check if there's enough cash in the market to buy fire sales, if\n", " # so then price will be fair value; else calculate liquidity\n", " # constrained price\n", " \n", " condition = sum(max.(zeros(n,1),w.-h0*s));\n", " \n", " if p == s && condition>=phi\n", " p_new = s; \n", " else\n", " if nd_assets == 0\n", " p_new = 0; # everyone defaulting meaning the asset is worthless \n", " else\n", " p_new = total_wealth/sum(h0); # liquidity constrained price\n", " end\n", " end\n", " \n", " # calculate difference between inputted p and re-calculated p\n", " d=round(abs(p-p_new),digits=3);\n", " \n", " # calculate social surplus involving payoffs in time t=2 which includes assets being at full value (s)\n", " ss = sum(e0)+s*sum(h0)+n*xi-(1-zeta)*tot_liq\n", " \n", " # check if market clearing p is the guessed p \n", " if d <= 0.01||p_new > p \n", " \n", " p = p_new;\n", "\n", " # stop looking and return p\n", " look = false; \n", " \n", " \n", " # return liquidations, defaults, price, social surplus\n", " return tot_liq,def,p,ss\n", " \n", " else\n", " # try a different p value\n", " p = round(p-inc,digits=2); \n", " end\n", " \n", " # market crash if price is 0\n", " if p < 0.0001\n", " p = 0;\n", " return tot_liq,def,p,ss\n", " end\n", " end\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Function to run multiple simulations for plotting" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "multi_simulator (generic function with 1 method)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function multi_simulator(n,e0,h0,h0_w,s,xi,zeta,omega,ei,D,Dweight,e_star)\n", " \n", " # calculate upperbound, a little larger than epsilon star\n", " ub = 1.5*e_star;\n", "\n", " # set range: iterate in increments of 0.1 from 0 to a little bit above collateral upperbound\n", " range = 0:0.1:ub;\n", " num_x = length(range);\n", " c_ub = c_upperbar(s,n,k,ei,h0_w)*1.1;\n", " c_range = Array(0.01:0.01:c_ub);\n", " total_obs = num_x*length(c_range);\n", " liquidations = zeros(total_obs,1);\n", " prices = zeros(total_obs,1);\n", " social_surplus = zeros(total_obs,1);\n", " ind = 1\n", " \n", " # iterate through the cases of liquidity shocks and collateral ratios\n", " for i = 1:num_x\n", " m = range[i];\n", " epsilon = ei*m;\n", " for j in 1:length(c_range)\n", " c = c_range[j];\n", " C = ones(n,n)*c\n", " \n", " # calculate liquidations, number of defaults, collateral price, and social surplus\n", " tot_liq,def,p,ss = equ(s,n,e0,epsilon,xi,zeta,C,D,omega,h0);\n", " liquidations[ind] = tot_liq;\n", " prices[ind] = p;\n", " social_surplus[ind] = ss;\n", " \n", " # add to indicator\n", " ind+=1\n", " end\n", " end\n", " return Array(liquidations),Array(prices),Array(social_surplus)\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Network Contagion Patterns with Collateral Channel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Set Parameters for Non-zero or zero Liquidations" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c underbar:0.8026315789473684\n", "Regular Epsilon:20\n", "Lower Epsilon:30\n", "Upper Epsilon:40.0\n" ] } ], "source": [ "# denote whether liquidations are nonzero\n", "nonzero = true\n", "\n", "if nonzero\n", " zeta = 0.1 # liquidation inefficiency\n", "else\n", " zeta = 1e-10\n", "end\n", "\n", "n = 20 # 20 agents\n", "s = 1 # fair value of 1\n", "ei = 1 # cash unit of 1\n", "e0 = ei*ones(n,1) # vector of cash values\n", "xi = 10 # long term project return\n", "\n", "# set shock and debt thresholds\n", "if nonzero\n", " epsilon_star = ei*n+zeta*n*xi \n", " dstar = (n-1)*(ei+zeta*xi)\n", "else\n", " epsilon_star = ei*n # epsilon star value\n", " dstar = (n-1)*ei\n", "end \n", "\n", "# total agent liability\n", "Dweight = 2*dstar\n", "\n", "# construct networks\n", "Dc = complete_network(Dweight,n)\n", "Dr = ring_network(Dweight,n)\n", "Dg = gamma_network(Dweight,n,0.5)\n", "Dd = delta_network(Dweight,n,0) # delta=0 network\n", "\n", "# hit only one agent with liqudity shock\n", "k = 1;\n", "omega = zeros(n,1);\n", "for i = 1:k\n", " omega[i,1]=1;\n", "end\n", "\n", "# set asset number\n", "h0_w = 4;\n", "h0 = h0_w*ones(n,1);\n", "\n", "cub = c_underbar(Dweight,n,ei,s,h0_w,k)\n", "println(\"c underbar:\",cub)\n", "\n", "# Epsilon ranges\n", "println(\"Regular Epsilon:\",ei*n)\n", "println(\"Lower Epsilon:\",ei*n+xi)\n", "println(\"Upper Epsilon:\",epsilon_star)\n", "\n", "epsilon = 1.5*epsilon_star;" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# run simulations for each type of network structure and produce results\n", "liquidations_r, prices_r,social_surplus_r=multi_simulator(n,e0,h0,h0_w,s,xi,zeta,omega,ei,Dr,Dweight,epsilon_star); \n", "liquidations_c, prices_c,social_surplus_c=multi_simulator(n,e0,h0,h0_w,s,xi,zeta,omega,ei,Dc,Dweight,epsilon_star);\n", "liquidations_g, prices_g,social_surplus_g=multi_simulator(n,e0,h0,h0_w,s,xi,zeta,omega,ei,Dg,Dweight,epsilon_star);\n", "liquidations_d,prices_d,social_surplus_d=multi_simulator(n,e0,h0,h0_w,s,xi,zeta,omega,ei,Dd,Dweight,epsilon_star);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"simulation_results_social_surplus.csv\"" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# can write results into csvs\n", "mytable = DataFrame(Dict(\"Ring\"=>vec(liquidations_r),\"Complete\"=> vec(liquidations_c),\"Gamma\"=> vec(liquidations_g),\"Delta\"=>vec(liquidations_d)))\n", "CSV.write(\"simulation_results_liquidations.csv\",mytable)\n", "\n", "mytable = DataFrame(Dict(\"Ring\"=>vec(prices_r),\"Complete\"=> vec(prices_c),\"Gamma\"=> vec(prices_g),\"Delta\"=>vec(prices_d)))\n", "CSV.write(\"simulation_results_prices.csv\",mytable)\n", "\n", "mytable = DataFrame(Dict(\"Ring\"=>vec(social_surplus_r),\"Complete\"=> vec(social_surplus_c),\"Gamma\"=> vec(social_surplus_g),\"Delta\"=>vec(social_surplus_d)))\n", "CSV.write(\"simulation_results_social_surplus.csv\",mytable)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# read results in without having to rerun code\n", "sim_results = CSV.read(\"simulation_results_liquidations.csv\",DataFrame);\n", "liquidations_c = sim_results.Complete;\n", "liquidations_r = sim_results.Ring;\n", "liquidations_g = sim_results.Gamma;\n", "liquidations_d = sim_results.Delta;\n", "\n", "sim_results2 = CSV.read(\"simulation_results_prices.csv\",DataFrame);\n", "prices_c = sim_results2.Complete;\n", "prices_r = sim_results2.Ring;\n", "prices_g = sim_results2.Gamma;\n", "prices_d = sim_results2.Delta;\n", "\n", "sim_results3 = CSV.read(\"simulation_results_social_surplus.csv\",DataFrame);\n", "social_surplus_c = sim_results3.Complete;\n", "social_surplus_r = sim_results3.Ring;\n", "social_surplus_g = sim_results3.Gamma;\n", "social_surplus_d = sim_results3.Delta;" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Social Welfare (Social Surplus)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# create x (collateral ratio) and y axes (liquidity shock) \n", "e_range = 0:0.1:epsilon;\n", "c_ub = c_upperbar(s,n,1,ei,h0_w)*1.1;\n", "c_range = Array(0.01:0.01:c_ub);" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "# set special color gradient for price\n", "col2 = cgrad(:inferno, scale = :exp);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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Ratio\",ylabel=\"Liquidity Shock\",dpi=1000)\n", "savefig(\"nonzero_zeta/v2/complete_ss.png\")\n", "\n", "Plots.contourf(c_range,e_range,vec(social_surplus_r),lw=0,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12, xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi=1000)\n", "savefig(\"nonzero_zeta/v2/ring_ss.png\")\n", "\n", "Plots.contourf(c_range,e_range,vec(social_surplus_g),lw=0,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12, xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi=1000)\n", "savefig(\"nonzero_zeta/v2/gamma_ss.png\")\n", "\n", "Plots.contourf(c_range,e_range2,vec(social_surplus_d2),ylim = (0,60),lw=0,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi = 1000)\n", "savefig(\"nonzero_zeta/v2/delta_ss.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting Prices" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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"\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Delta-connected\n", "Plots.contourf(c_range,e_range2,vec(prices_d2),lw=0,c=col2,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",title=\"Delta-Connected Network\")" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"/Users/gracechuan/Documents/network contagion/nonzero_zeta/v2/delta_price.png\"" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# save price figures for paper\n", "Plots.contourf(c_range,e_range,vec(prices_c),c=col2,lw=0,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12, xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi=1000)\n", "savefig(\"nonzero_zeta/v2/complete_price.png\")\n", "\n", "Plots.contourf(c_range,e_range,vec(prices_r),c=col2,lw=0,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12, xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi=1000)\n", "savefig(\"nonzero_zeta/v2/ring_price.png\")\n", "\n", "Plots.contourf(c_range,e_range,vec(prices_g),c=col2,lw=0,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12, xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi=1000)\n", "savefig(\"nonzero_zeta/v2/gamma_price.png\")\n", "\n", "Plots.contourf(c_range,e_range2,vec(prices_d2),lw=0,c=col2,cbar = false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",dpi = 1000)\n", "savefig(\"nonzero_zeta/v2/delta_price.png\")" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [], "source": [ "# get the axes for plotting\n", "function axes_3d_plots(n,e0,h0,h0_w,s,xi,zeta,omega,ei,Dweight,epsilon)\n", "\n", " # set range: iterate in increments of 0.1 from 0.9 to upperbound\n", " range = 0:0.1:epsilon;\n", " num_x = length(range);\n", " c_ub = c_upperbar(s,n,k,ei,h0_w)*1.1;\n", " c_range = Array(0.01:0.01:c_ub);\n", " total_obs = num_x*length(c_range);\n", " epsilons = zeros(total_obs,1);\n", " collateral_ratios = zeros(total_obs,1);\n", " ind = 1\n", " \n", " for i = 1:num_x\n", " m = range[i];\n", " epsilon = ei*m;\n", " for j in 1:length(c_range)\n", " c = c_range[j];\n", " C = ones(n,n)*c\n", " \n", " # add epsilon and c to arrays\n", " epsilons[ind] = epsilon\n", " collateral_ratios[ind] = c\n", " \n", " # add to indicator\n", " ind+=1\n", " end\n", "\n", " end\n", " return epsilons, collateral_ratios\n", "end\n", "\n", "epsilons, collateral_ratios = axes_3d_plots(n,e0,h0,h0_w,s,xi,zeta,omega,ei,Dweight,epsilon);" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"/Users/gracechuan/Documents/network contagion/nonzero_zeta/v3/delta_ss_3d.png\"" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 3d versions of plots\n", "\n", "# Social surplus\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(social_surplus_c),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Social Surplus\")\n", "savefig(\"nonzero_zeta/v3/complete_ss_3d.png\")\n", "\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(social_surplus_r),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Social Surplus\")\n", "savefig(\"nonzero_zeta/v3/ring_ss_3d.png\")\n", "\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(social_surplus_g),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Social Surplus\")\n", "savefig(\"nonzero_zeta/v3/gamma_ss_3d.png\")\n", "\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(social_surplus_d),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Social Surplus\")\n", "savefig(\"nonzero_zeta/v3/delta_ss_3d.png\")\n", "\n", "# Prices\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(prices_c),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Price\",c=col2)\n", "savefig(\"nonzero_zeta/v2/complete_price_3d.png\")\n", "\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(prices_r),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Price\",c=col2)\n", "savefig(\"nonzero_zeta/v2/ring_price_3d.png\")\n", "\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(prices_d),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Price\",c=col2,zlim=(0,1))\n", "savefig(\"nonzero_zeta/v2/delta_price_3d.png\")\n", "\n", "Plots.surface(vec(collateral_ratios),vec(epsilons),vec(prices_g),camera = (28,8),cbar=false,xlabel=\"Collateral Ratio\",ylabel=\"Liquidity Shock\",zlabel=\"Price\",c=col2)\n", "savefig(\"nonzero_zeta/v2/gamma_price_3d.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Delta-connected Network" ] }, { "attachments": { "delta_connected_network.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![delta_connected_network.png](attachment:delta_connected_network.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reset parameters for $\\delta$-connected network experiments" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "c underbar:0.5526315789473684\n", "Regular Epsilon:20\n", "Lower Epsilon:30\n", "Upper Epsilon:20\n" ] } ], "source": [ "# denote whether liquidations are nonzero\n", "nonzero = false\n", "\n", "if nonzero\n", " zeta = 0.1 # liquidation inefficiency\n", "else\n", " zeta = 1e-10\n", "end\n", "\n", "n = 20 # 20 agents\n", "s = 1 # fair value of 1\n", "ei = 1 # cash unit of 1\n", "e0 = ei*ones(n,1) # vector of cash values\n", "xi = 10 # long term project return\n", "r = 5; # number of agents in smaller component\n", "\n", "# set shock and debt thresholds\n", "if nonzero\n", " epsilon_star = ei*n+zeta*n*xi \n", " dstar = (n-1)*(ei+zeta*xi)\n", "else\n", " epsilon_star = ei*n # epsilon star value\n", " dstar = (n-1)*ei\n", "end \n", "\n", "# total agent liability\n", "Dweight = 2*dstar\n", "\n", "# construct networks\n", "Dc = complete_network(Dweight,n)\n", "Dr = ring_network(Dweight,n)\n", "Dg = gamma_network(Dweight,n,0.5)\n", "Dd = delta_network(Dweight,n,0) # delta=0 network\n", "\n", "# hit only one agent with liqudity shock\n", "k = 1;\n", "omega = zeros(n,1);\n", "for i = 1:k\n", " omega[i,1]=1;\n", "end\n", "\n", "# set assets number\n", "h0_w = 2;\n", "h0 = h0_w*ones(n,1);\n", "\n", "cub = c_underbar(Dweight,n,ei,s,h0_w,k)\n", "println(\"c underbar:\",cub)\n", "\n", "# Epsilon ranges\n", "println(\"Regular Epsilon:\",ei*n)\n", "println(\"Lower Epsilon:\",ei*n+xi)\n", "println(\"Upper Epsilon:\",epsilon_star)\n", "\n", "epsilon = 1.5*epsilon_star;" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "graph_agg_delta (generic function with 3 methods)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# for a given delta-connected network of 2 gamma-convex (of complete and ring networks) components, find delta star (network collapse threshold)\n", "# note: when gamma = 1, the components are simply complete, when gamma =0, components are ring\n", "function find_delta_star(n,r,Dweight,cub,s,e0,epsilon_star,xi,zeta,omega,h0,gamma=1)\n", " C = ones(n,n)*(cub-0.01)\n", " epsilon = 2*epsilon_star\n", " delta_ub = 1/(n-1)\n", " delta_range = 0:0.0001:delta_ub\n", " len_dr = length(delta_range)\n", " for ind in 1:len_dr\n", " delta = delta_range[ind]\n", " Dld = hetero_delta_network(Dweight,n,r,delta,gamma) \n", " tot_liq,def, p,ss = equ(s,n,e0,epsilon,xi,zeta,C,Dld,omega,h0)\n", " if tot_liq == n*xi\n", " return delta\n", " end\n", " end\n", " return \"no delta star\"\n", "end\n", "\n", "# runs multiple simulations to plot results in figures\n", "function graph_agg_delta(n,r,Dweight,s,e0,ei,epsilon_star,xi,zeta,omega,h0,k,gamma=1,delta_ub=0.01)\n", " epsilon = 2*epsilon_star\n", " c_bound = c_underbar(Dweight,n,ei,s,h0_w,k)\n", " collateral_range = 0:0.01:(c_bound+0.15)\n", " delta_range = 0:0.0001:delta_ub\n", " len_dr = length(delta_range)\n", " liquidations = []\n", " social_surplus = []\n", " prices = []\n", " for c in collateral_range\n", " C = ones(n,n)*c\n", " for ind in 1:len_dr\n", " delta = delta_range[ind] \n", " Dld = hetero_delta_network(Dweight,n,r,delta,gamma)\n", " tot_liq,def, p,ss = equ(s,n,e0,epsilon,xi,zeta,C,Dld,omega,h0)\n", " push!(liquidations,tot_liq)\n", " push!(prices,p)\n", " push!(social_surplus,ss)\n", " end\n", " end\n", " return social_surplus, liquidations, prices\n", "end" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [], "source": [ "# create x and y axes of contour plot\n", "delta_range = 0:0.01:1\n", "c_bound = cub\n", "collateral_range = 0:0.01:(c_bound+0.15)\n", "\n", "# create delta and collateral values used for each simulation\n", "delta_values = []\n", "collateral_values = []\n", "for c in collateral_range\n", " for ind in 1:length(delta_range)\n", " delta = delta_range[ind] #in percentage\n", " push!(delta_values,delta)\n", " push!(collateral_values,c)\n", " end\n", "end" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "# create x and y axes of extended contour plot \n", "delta_ub = 6\n", "delta_range_extended = 0:0.01:delta_ub\n", "\n", "# create delta and collateral values used for each simulation\n", "delta_values_extended = []\n", "collateral_values_extended = []\n", "for c in collateral_range\n", " for ind in 1:length(delta_range_extended)\n", " delta = delta_range_extended[ind] #in percentage\n", " push!(delta_values_extended,delta)\n", " push!(collateral_values_extended,c)\n", " end\n", "end" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "# Run simulations\n", "# homogeneous delta-connected network\n", "social_surplus, liquidations, prices=graph_agg_delta(n,10,Dweight,s,e0,ei,epsilon_star,xi,zeta,omega,h0,k,1);\n", "\n", "# heterogeneous delta-connected networks\n", "social_surplus2, liquidations2, prices2=graph_agg_delta(n,5,Dweight,s,e0,ei,epsilon_star,xi,zeta,omega,h0,k,1);\n", "social_surplus3, liquidations3, prices3=graph_agg_delta(n,15,Dweight,s,e0,ei,epsilon_star,xi,zeta,omega,h0,k,1);\n", "\n", "# heterogeneous delta-connected network extended for 5 agents\n", "social_surplus2e, liquidations2e, prices2e=graph_agg_delta(n,5,Dweight,s,e0,ei,epsilon_star,xi,zeta,omega,h0,k,1,0.06);" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"simulation_results_extended_heterogenous_delta.csv\"" ] }, "execution_count": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# if we wanted to write results into csv\n", "mytable = DataFrame(Dict(\"delta\"=> vec(delta_values), \"collateral\"=> vec(collateral_values),\"S\"=>social_surplus,\"L\"=>vec(liquidations),\"price\"=> vec(prices)))\n", "CSV.write(\"simulation_results_homogenous_delta.csv\",mytable)\n", "\n", "mytable = DataFrame(Dict(\"delta\"=> vec(delta_values), \"collateral\"=> vec(collateral_values),\"S5\" => social_surplus2,\"S15\"=> social_surplus3,\"L5\"=>vec(liquidations2),\"price5\"=> vec(prices2),\"L15\"=> vec(liquidations3),\"price15\"=>vec(prices3)))\n", "CSV.write(\"simulation_results_heterogenous_delta.csv\",mytable)\n", "\n", "mytable = DataFrame(Dict(\"delta\"=> vec(delta_values_extended), \"collateral\"=> vec(collateral_values_extended),\"S5\"=> social_surplus2e,\"L5\"=>vec(liquidations2e),\"price5\"=> vec(prices2e)))\n", "CSV.write(\"simulation_results_extended_heterogenous_delta.csv\",mytable)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# read results in without having to rerun code\n", "sim_results = CSV.read(\"simulation_results_homogenous_delta.csv\",DataFrame);\n", "social_surplus =sim_results.S;\n", "liquidations = sim_results.L;\n", "prices = sim_results.price;\n", "\n", "sim_results2 = CSV.read(\"simulation_results_heterogenous_delta.csv\",DataFrame);\n", "social_surplus2 =sim_results2.S5;\n", "liquidations2 = sim_results2.L5;\n", "prices2 = sim_results2.price5;\n", "social_surplus3 =sim_results2.S15;\n", "liquidations3 = sim_results2.L15;\n", "prices3 = sim_results2.price15;\n", "\n", "sim_results2e = CSV.read(\"simulation_results_extended_heterogenous_delta.csv\",DataFrame);\n", "social_surplus2e =sim_results2e.S;\n", "liquidations2e = sim_results2e.L5;\n", "prices2e = sim_results2e.price5;" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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collateral_range, social_surplus, lw=0,xlabel = \"Intercomponent Exposure (%)\", ylabel = \"Collateral Ratio\",cbar=false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/homogeneous_case_ss.png\")\n", "\n", "Plots.contourf(delta_range, collateral_range, prices, c=col2,lw=0,xlabel = \"Intercomponent Exposure (%)\", ylabel = \"Collateral Ratio\",cbar=false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/homogeneous_case_price.png\")\n", "\n", "Plots.contourf(delta_range_extended, collateral_range,social_surplus2e, lw=0,xlabel = \"Intercomponent Exposure (%)\", ylabel = \"Collateral Ratio\",cbar=false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous_case_ss5.png\")\n", "\n", "Plots.contourf(delta_range_extended, collateral_range, prices2e,c=col2, lw=0,xlabel = \"Intercomponent Exposure (%)\", ylabel = \"Collateral Ratio\",cbar=false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous_case_price5.png\")\n", "\n", "Plots.contourf(delta_range, collateral_range, social_surplus3, lw=0,xlabel = \"Intercomponent Exposure (%)\", ylabel = \"Collateral Ratio\",cbar=false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous_case_ss15.png\")\n", "\n", "Plots.contourf(delta_range, collateral_range, prices3, c=col2,lw=0,xlabel = \"Intercomponent Exposure (%)\", ylabel = \"Collateral Ratio\",cbar=false,ylabelfontsize = 14, xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous_case_price15.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Heterogenous collateral ratios experiment\n", "Note: $c_1$, $c_2$, and $c_3$ are defined differently here in the code than in the paper. In the code, $c_1$ refers to the collateral ratio consistent across loans in the 5-agent component, $c_2$ refers to the collateral ratio consistent across loans within the 15-agent component, and $c_3$ refers to the collateral ratio consistent across loans between the components." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "hetero_collat_network (generic function with 1 method)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function hetero_coll_experiment(r,c1,c2,c3,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega,h0)\n", " \n", " # create collateral network\n", " C = hetero_collat_network(r,c1,c2,c3);\n", " \n", " # create Debt network\n", " D = hetero_delta_network(Dweight,n,r,delta,1);\n", " \n", " # calculate equilibrium \n", " tot_liq,def,p, ss = equ(s,n,e0,epsilon,xi,zeta,C,D,omega,h0);\n", " \n", " return tot_liq,ss, p\n", "end\n", "\n", "function hetero_collat_network(r,c1,c2,c3)\n", " # little cluster\n", " m1 = ones(r,r)*c1\n", " \n", " # intercomponent loans\n", " m2 = ones(n-r,r)*c3\n", " m3 = ones(r,n-r)*c3\n", " \n", " # big cluster\n", " m4 = ones(n-r,n-r)*c2\n", " C = [m1 m3 ; m2 m4]\n", " return C\n", "end\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "c_values = [0.2,0.3,0.4,0.5, 0.55,0.6, 0.7, 0.8,0.9,1]\n", "num_c = length(c_values)\n", "num_cells = num_c^2" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# shock the 5 agent component\n", "price_matrix = ones(num_c,num_c);\n", "ss_matrix = ones(num_c,num_c)\n", "delta = find_delta_star(n,r,Dweight,0.55,s,e0,epsilon_star,xi,zeta,omega,h0)\n", "ind = 1\n", "for i in 1:length(c_values)\n", " for j in 1:length(c_values)\n", " c1 = c_values[i]\n", " c3 = c_values[j]\n", " \n", " # calculate utilities and liquidations\n", " tot_liq,ss,p =hetero_coll_experiment(r,c1,0.55,c3,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega,h0)\n", " ss_matrix[i,j] = ss;\n", " price_matrix[i,j] = p;\n", " \n", " # add to indicator\n", " ind+=1\n", " end\n", "end" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# shock the 15 agent component\n", "price_matrix2 = ones(num_c,num_c);\n", "ss_matrix2 = ones(num_c,num_c)\n", "omega2 = zeros(n,1)\n", "omega2[n] = 1\n", "delta = find_delta_star(n,r,Dweight,0.55,s,e0,epsilon_star,xi,zeta,omega2,h0)\n", "ind = 1\n", "for i in 1:length(c_values)\n", " for j in 1:length(c_values)\n", " c2 = c_values[i]\n", " c3 = c_values[j]\n", " \n", " # calculate utilities and liquidations\n", " tot_liq,ss,p =hetero_coll_experiment(r,0.4,c2,c3,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega2,h0)\n", " ss_matrix2[i,j] = ss;\n", " price_matrix2[i,j] = p;\n", " \n", " # add to indicator\n", " ind+=1\n", " end\n", "end" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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S/cyTk5OrfuYCgUDqM2/RooXURJT/8pnXQCQSbdu2jW7z+XxHR8cJEyZ8//33km/ZxsZG6uJ0VfRPtWPHjtVVKCoqSkxM1NTU3Lhxo9RLz58/J4S8fPmyZ8+eir0L4AqJUAl0dHQ8PT09PT0DAgK2bds2ffr048ePP3jwQDKL0NGDktTU1Nh/J+rS+ekyR+iZm5vHxcXR7/sFBQWEEHnmKj179qygoKB9+/b0m76k3NxcQsiFCxckx+ZRhoaGtJBl2eLiYgMDA6kRHDRIJSbCqkaMGCEQCJKSklJSUuiVVNrIE1u1ahVNhAEBAb/88ouRkdGQIUOaNWumq6tLCDl79mxYWFhlZSWtTEdvSg6yoAwNDSWf0s8kLi6u6lujV2RZlhUPjJT5oySEMAyjwPut9Wda3e8GLRH3iNYcm9TAKPpe2CrzxKuO6qQl9CzVRWJqasrj8eSMRHxS+plHRkY+ePBAqqaenp7UL17Vo9G3oNhnXgMNDQ3aJCWEGBgYyJw7KJXgZaI/VnopWqb8/HxCSEVFhTjvSjI0NBT3w0M9QCJUMl9f3/Xr18fHx0dGRtY6Yl6MjrsRX4GQRFuN9BsobYgkJyfXesDx48dbWFjMnz+/V69eISEhkkPX6LkOHTokNVxNEo/H09HRycvLKysr09DQkHxJ6d/BpWhqajZp0iQ7O7u4uJiWnDt3TrICTe2ZmZkrV660srKKioqijQOKtjPEaMIT/2sTS0lJkXxKPxM/P781a9Yo7Z3IhybplJSUZs2ayaxQ3e8G/UHU2jThhHZLSJWIz1JdJHTwqtSOtaJHW7BgAR269eGQ+pJUVc0z66la/1Tp29fX18/OzpbngFCnsMSa8tHMUbW9VQNjY2NLS8v8/PwnT55Ilufk5Dx79kwoFDo4OJB/O9DkXLZ03rx5q1atevz4sbu7u+QCb/Qg4eHhNe/u5OTEsiztuBPLzMx8/fq1fO9JQUlJSdnZ2Xw+X9xIGvK+Fi1aEEIePnxYWVnZt29fySzI/nsdS4z2KNLLbJKuXr0q+ZR+Jkpcl47244kbpjWgpxbPfquKDiy8d++eVHlERAQhRP4vW/KQ+vTKysri4uJ4PB7tW6aRREVFSbXDaCT0VfnJ+XsoP6FQSK/kKeuA/wX9xavhT1VfX9/e3j43N/fRo0f1GBfIhkSooNTU1HPnzlX9q7t79y7t6pGctiUPOgx95cqVkoVr1659+/bt4MGDaddQhw4dnJ2dExISdu7cKc8x586du2XLllevXvXp00fc6Tdp0iQ+n0/LpeozDFNSUkK3R4wYQQihoyrENmzYoMT1M6s2LisqKubOnUsI6d27t3ielky0y04qK+/bt09qsccRI0bo6OgcPHiQXrOhTpw4cffuXclqbm5urVq1un379smTJ6ueq+aFVWWifWJJSUm11pw4cSIhJDAwUHxdU0qPHj1sbGxiYmIuXLggLiwvL6djT6Qmp/5Ha9askUxyu3fvzszM7NevH53Y065dOwcHh2fPnkleXhWJRKtWrVIgkkGDBllYWFy4cKHq1xSi0GdubW0tEomqtv6TkpI2bNjw999/cz3gf9GrV69mzZqFhYXRMUEy0WUIFy5cWLUXVIG3D/+JqkbpNHR0XH7Lli3nzZt3/Pjxq1evHj9+fM6cObQTafTo0eKadNSo1Hg8lmXNzc11dXXFT1NTU+k/dz8/v9u3b0dFRc2dO1dNTU1bW/vhw4fiardv39bQ0ODz+f7+/qGhoXFxcWfOnPHz81uxYgWtUHVC/fbt29XU1CwsLB48eEBL6Ag3c3PzwMDAq1evxsbGnjlz5ueff7azsztz5gytU1hYSCfDTZs27d69e/fv3w8ICNDQ0KANtVpHjS5evJiOvqMjKZydnenTBQsWiOtMmzbNycnpf//7386dO48dO/bbb7/Rhq+2trbksHiZ6JI6hJAZM2ZERkbev39/+fLlmpqatL0oOVt869athBBdXd1Zs2atXbt28uTJQqHQ09OTvD/TgA6UFwqFdH7Y/fv3L1269Mcff7i6us6cOZPWEU+olwqG/pNdsmSJuGTJkiWEEBcXl1WrVm3dulVq0KaUqVOnEkJatGixY8eO+/fv37p166+//vrkk09SU1NphYMHDxJCDAwMNm3aFBcXFxwc3L9/f0JIjx496HIqrMSEeqmD01kx4h89tXfvXvL+YFra4Wxrazts2LCwsLD4+PjVq1draWkJhcK7d++KqwUFBfF4PF1d3TVr1jx48ODKlSv0+O3bt6fTKCk6oV4qkv3790ud9OzZs3w+X1NTc/78+RcuXLh///6FCxfWrFnTuXPnxYsX0zriOexSR6Nf0TZu3CgumTVrFiHEzc0tMDBw69at4r+4/ziPUFJ1wbCy5hHSy/AaGhoLFiwICwt78ODByZMnv/zyyy1bttAKJSUl9K/Dzc1t3759kZGR4eHhBw4c+PLLL83NzWuOFpQLiVBBGRkZ3t7eVUdhaGlp+fv7S/5TkDMRsiwbFxcnNWzP3t7+5s2bUjveuHGjTZs2ktWEQqF4/H3VRMiy7MGDBwUCgZmZmXhu/rZt26qOeujQoUN0dLR4r8TERMnxlpqamnv37pVzZRnxwE4pzZo1E9dZuHCh1PhDQkjnzp3FK4bU7MaNG5KDO4RC4e+//07/G0otm7Jnzx5bW1tazc7Obt++fb/99pvUv1GWZcPDwzt06CAVj5WVlXiunvyJsKioaMyYMeLLqzWvLFNZWblw4UKp0Z5WVlbZ2dniOjt37pT6Zfvss88kKyglEUZERNjZ2YlP0aRJE8n5CdThw4elRot4enqK5/5TciZClmWDg4OlfpnpL4n4vPInwuzs7M8//1w8uFS8soyqEiHLsufPn5f8PAkhmpqaBw8eFFfIz8+fPHmy1BLzGhoaw4cPrzlaUC4e+2F0qTdQlZWVMTExSUlJaWlpQqHQzs6ue/fudPiiWHZ2dn5+vrm5udQSWa9evWJZVurvhGGYiIiIhw8fikSi1q1bf/LJJzLvwyASiSIiIh49eiQSiSwtLXv27Ek7rwghJSUlaWlpTZo0kVrzMCUl5e3btzo6OuKLam/fvqULdTIMY2lp6eTkJBUMIaSiouL69evPnj2jt5cyNjZOTU0tLS21tbWt+QYRSUlJVW/NSAgRCATinEQIycvLi4iISEtLKy4u1tfX79ixI6f1IQsLC2/duvXy5UsDA4O+ffuamprST9vCwkJqnCHLsmlpaWpqavTt+/r6bt++/ezZszRPSFa7f/9+bGxsSUmJubm5nZ2ds7OzZLamk/HpmjuSYWRmZtIVZ6QiTEtLKykpkXrXMuXk5Ny8eTM1NVVHR6dVq1Zdu3aV+pZQVFR0/fr1N2/eaGtrd+/eXSp/MAzz8uVLdXV1qVXiaAA2NjaS4zCLiooyMjIkA3Z0dKRLpKqpqV29evXly5dGRkaenp5Vv+oRQkpKSm7cuPHixQstLS0XF5eqVwefP39e9S1XPak48qioKLrYqYWFRYsWLSQvfIpEolevXmloaEitVZafn5+dnU1X0pE6Wnp6emlpqfijKC0tTUpKon+eVd+L1AfI4/Gk1i+UVF0whJDc3Fy6+LBUPJWVlbdu3Xry5AnLstbW1q6urlXHN6Wnp4eHh6enp+vq6lpbW3fp0qXm6wKgdEiE0OhkZmY6OjoWFRWlpKTUOkSwkRAnwlpvmwXw8cFgGfjIBQcHT548+eLFi0+fPo2Pjz9w4ECvXr2ysrK+/fZbZEEAIJhHCB89lmX37NkjOWhQIBB89913dF00AAAkQvjIDRgwID09/datW+np6cXFxebm5r1798adxKXMnj07Ozu75uu+AB8rXCMEAIBGDdcIAQCgUUNPCAAAfLjKysru37//8uXLTp060RsXV/X8+fPjx48LBILRo0fXsNZ5ddAiBACAD9cnn3wybtw4Pz8/ej/zquLj411cXNLT0588edKxY0d5ljaUghYhAAB8uG7cuKGlpUWXRZRp9erVX3zxBV19t6CgYOPGjVKLNtcKLUIAAPhwSd1Ns6rLly8PHjyYbg8ePDgkJITrKZAIAQCgoWJZNjU11cLCgj61sLCQutuoPBpA12hwcLCxsQa9v5dSMAxTda1nkAc+OoXho1MYPjqFsSyr7Lv+6tZehZQQwtReS8KzZy9++22jVKG7u/uECRNq3ZfH4/H5fPGtrBiG4XQvWKoBJMLQ0KuLlzmJyBulHVGNSN/+C+SEj05h+OgUho9OYcpNgoTwyfha6zDsNZbkcjps7P3Iu3fvfv3115KF8q+/b2FhkZaWRrdTU1MVWC6jASRCAABoKBhWxJJKTruwRGRnZ+fr6yv/LgUFBW/evKG3exs4cODp06cHDRpECBFvcIJECAAASsMSEctya8OzbE1dqStWrLhy5UpUVNSbN2/OnDkTEBDQq1eva9euffXVV/QOkXPmzOnZs2dFRUVJScndu3c3bdrENWYkQgAAUBqGFbEsxxZhjYlz6NChXbt2FT+ld+Ls2bPn4cOHaYm9vf2DBw/OnTsnEAg2b96swF1lkAgBAODD1a5du6o3fzY1Ne3bt6/4qbm5+dSpUxU+BRIhAAAojwItQlUPh0IiBAAApWGZSs6JkOE23ULpkAgBAEBpWLQIAQCgMWMJ50RIOI4yVTqs1wAAAI0aWoQAAKA0LFPJMlyvEaJrFAAAPhqsiHDtGuW4NqnSIRECAIDyKHtCfT2oq0RYWFgYFRX15MmT7t27t2/fXmadhISEQ4cOqampjR8/vkWLFnUUCQAA1B9WRDh2jX60g2W8vLxmzJjx008/VXePxIcPH3br1q28vLywsLBLly7Pnz+vo0gAAABqUFctwtDQUIFAIL5rcFVr166dPHny8uXLCSF5eXkbNmxYt25dHQUDAAD1hKkkTAXHXT7SFqFAUEuKvXbt2sCBA+m2l5fX1atX6ygSAACoP2wl50ejnVCfmppqampKt83NzVNSUqqr+ebNG0Kc6isuAACQTSQS1X7/dwWuETIiQjjfVl6JVDahns/nM/+uL1dZWSkUCqurqa2tXV9BAQBAtXg8Zd/z/sOgshahlZWVuBWYkpJiZWVVXU1jY+P6CgoAAKqlpiZH24nBqNEa5eXl3blzh24PGTLk+PHjdPvEiRNDhgypz0gAAKBO0An13B4f6YT6wMDAS5cuRUdHP3v27J9//lmwYEG/fv1u3bo1bty43NxcQoi/v3/Pnj29vb0rKytjY2M3b95cR5EAAED9YSt5HFuEPFW3COsqEQ4ePLhTp07ip46OjoSQHj16nD9/npY0bdo0Li7u4sWLampqe/bs0dPTq6NIAACg/jAM5+kQH+v9CJ2cnJycpId6Ghoa9ujRQ/zUwMBg9OjRdRQAAACAPLDWKAAAKA2PEaFrFAAAGjFWxLlr9GMdLAMAAI2RAtMnPtYl1gAAoBHiMSKuj1pbhBs2bDA1NdXT0/P29i4qKqpaYe/evc2bN9fX1//kk0+ePHnCNWYkQgAA+HBFRUUtXrw4NDQ0MzOzuLh46dKlUhUiIyO//fbb06dPFxQUDBs2bNKkSVxPgUQIAABKpMCE+pq6Rv/++29vb++2bdtqamrOnTv377//lqoQHBzct2/fDh06EEJmzZoVERERFxfHKWIkQgAAUBoew3DuHa2xazQxMbFdu3Z0u127dpmZmXl5eZIV1NXV3759S7fLy8sZhklMTOQUMwbLAACA8jCKjBotLi6Wuj27iYmJvr4+ISQ3N1dXV5cW0qVXcnJyDAwMxDU//fTTgICAgwcPurq6/vrrr3w+Pycnh9P5kQgBAEDFwsPDPT09JUsmTJiwZMkSQoiJiUl+fj4tpG1B8S38qNatW587dy4wMHDjxo2jRo1q0aKFjY0Np7MjEQIAgNLwWIbHsUXIYxhPT8+TJ0/KfNXBwSE2NpZux8bGWltbV12Ss2/fvn379iWEvHz5csGCBc7OzpwCwDVCAABQHto1yulR4zXCKVOmnDhxgo4a/eWXX5RQ240AACAASURBVL766ita/uOPP549e5Zu//PPP+np6TExMRMmTJg2bZqlpSWnkNEiBAAA5WEUaRHW8KqTk9OWLVu+/vrrvLy84cOHL1iwgJbn5eWVlpbS7T/++CMmJkZXV3f8+PH/+9//uIaMRAgAAMrDMpzvJsGyNb8+bty4cePGSRVu375dvC2+r5Fi0DUKAACNGlqEAACgNDwF7keIRbcBAODjocDdJz7WG/MCAEBjhBYhAAA0ZjyG82CZmpdYqwcYLAMAAI0aWoQAAKA8LPeuUVwjBACAjwf3rtFa5xHWNSRCAABQGh7Dcr5GiBYhAAB8PBSYPoHBMgAAACqEFiEAACgP965RXCMEAICPiAKLbjNIhAAA8LHgMbhGCAAA0KCgRQgAAMqjyDVCTJ8AAICPBq4RAgBAo4YWIQAANGoKLLGm6hYhBssAAECjhhYhAAAoEcO9qxPXCAEA4KOhwDVCLLoNAAAfjzq4DVNOTs6+ffvy8vKGDh3aqVOnqhWKi4sPHz785s2bZs2ajR49WktLi9P5cY0QAACUh06f4PSoMREWFRV169btzp07hJB+/fqFhIRIVXj79m337t3PnDljaGh45MgRNze3iooKTiGjRQgAAB+uffv2WVhY7Nu3j8fjGRsbL1++3MPDQ7JCdHT0mzdvYmJiBAKBn59fkyZN4uPjnZ2d5T8FWoQAAKA8DL1MyPFRvStXrgwaNIjH4xFCBg0aFBoaKtXga9q0qUgkSk5OJoS8fPmSz+dbWVlxChmJEAAAlIdrv2htXaMpKSlmZmZ029zcnGGYtLQ0yQo2Njb79u3r1q1bt27devXqdeTIEVNTU04ho2sUAACUh62lhSdzl4iICB8fH8mygQMHTpkyhRDC5/OZf0ff0A0+ny9ZMy0tbebMmfPnz+/Vq1dISMi333577949Y2Nj+c+PRAgAACpmZWXl7e0tWeLg4CB+KTU1lW6npKQIBAJxA5E6duyYnZ3d999/TwhxcXE5fvz4qVOnpk6dKv/ZkQgBAEB5FJpHaG1tLZUIxQYNGrRu3bqAgAA+n3/q1KkBAwYIBAJCyOPHj42MjMzMzPT19dPT00UiEZ/Pr6ioyMjIMDAw4HR+XCMEAADlYbmPlKmxJ9XHx4fH43l5eX399derVq0KCAig5V988cWBAwcIISNHjtTQ0Ojbt++CBQt69+5tamo6ZMgQTiGjRQgAAMrDEMJ1oZga62tqaoaFhZ07d66goGDhwoVNmzal5Rs3brSwsCCE6OjoREZGhoSEvHnzpk+fPv3796dNRvkhEQIAgPKwbK0rxVTdp+aXNTU1R40aJVXYtWtX8bZQKBw0aBDHk76DrlEAAGjU0CIEAADlUXbXaD2otkUYExMzduzYtm3b6unptWrVavjw4Tdv3qzPyAAAoOFh/82F8j9UfBemahLh1atXe/Tocfbs2datW48fP97Z2Tk0NLR3796HDx+u5/gAAKABYRnOD5UnQtldozNnzuzYsWNQUJB4cn5RUdGYMWNmzpw5cuRIrgNyAACgsWA/iq7RnJycuLi4VatWSS5Ro6uru27duoyMjMePH9djeAAAAHVLRtuOLuyto6MjVU5LuN7nCQAAGhEFBsuoumtURovQzMzMyspq7dq17PtzQdatW6etrd2mTZv6ig0AABoahsf5wfJUG7KMFiGPx1uyZMm0adPi4uK8vb0tLS0zMzPPnTsXFha2dOlSbW3t+o8SAAAaBJblsRwTG+f598ome9jLV199pa6uvnTpUvGqbtbW1uvXr58xY0Y9xgYAAA1NAxwsU+34z0mTJk2aNCk1NTUzM9PIyMjGxqY+wwIAAKgftUyEsLS0tLS0rJ9QAACgwWMIYThe8/twrhE+efLkxo0bXbp06dChw8GDB0tLS2XuQG8ZDAAAUBXLqrEMt1WsWVVfJHyXCG/evDl16tRff/21Q4cO/v7+GRkZMndAIgQAgGrRgaDcdqmbSOT2LhGOGzfu008/1dXVJYTEx8czXG8xDAAA0AC9S4QaGhqmpqZ0W3JNGYUlJyffuXPHysqqR48eMivk5OTcuXOHENK9e3cjI6P/fkYAAFAxVoF5gSq+Rii7J9fCwiI8PFyq8NatWzyevOFeunSpQ4cOR48e/eKLL7788suqFW7evNmqVaudO3fu3LmzVatWN27c4BI2AAB8iFiGsAyP04NzV6qycVg+WyQS8fl8OSvPmzcvMDBwypQpubm5rVq1ioyMdHFxkaywZs2aadOmrVy5khCycOHCNWvWuLu7yx8MAAB8iFg1wnGwjMpHjcobbkVFxeXLl+WcSvHy5cv79+/7+PgQQgwNDQcMGHD69GmpOnp6euJtlmX19fXljAQAAD5cHJuDLMN5JRqle69FuHbt2tmzZ9PtTz75pGrtuXPnynPQ5ORkIyMjOu6GENK0adOkpCSpOitWrJg0aZK3tzchJCcnZ+/evdUdLTc3V56TAgBAnWJZVv4LZA3Ie4nQzc2N9lX+8ssvEydObNasmfglDQ0NJycnDw8PeQ5aUVEh2YkqFArLy8ul6oSHh79+/fqzzz4jhGzcuDEsLIwmxaoKCgrkey8AAFCHRCJR7fejVWCwzAe11mjXrl27du1KCMnKyvLz87O3t1fsoBYWFrm5ueJrihkZGVX7VOfOnRsYGDhy5EhCiI2NzQ8//FBdIpTMxwAAoCry3JWdZXmcJ9TLV59hGDU1jlcf5SP7oIGBgQpnQUKIvb29sbFxaGgoIYRhmGvXrtGBMCzLim9nKPmW+Hw+pi0CAHwMFLkNUy2HXLt2rZGRUZMmTYYPH15YWCj1anBwsP377t+/zynkatN7QUFBSEjI8+fPs7KyJMtp32nNhELhnDlzpk2bNn/+/KtXr2pqag4ZMoQQcvny5c8//7y4uJgQMnny5O+//z4jI4PH461YsWLy5Mmc4gYAgA8Qy/JYjtMhah4sc+/evWXLlt2+fdvOzm7EiBFLly4NDAyUrODq6hocHEy3z507FxgY6OTkxCkA2Ynw3r17gwcPzszMFAgEAoHg7du3hBB1dXUdHR15EiEhZM6cOXZ2dlevXm3Xrt3GjRtpH2nr1q3Fu//888+dO3emrcYNGzYMHTqUU9wAANAY7N6928fHp3Xr1oSQuXPnjhw5UioR6ujotGjRgm5funTpyy+/lH+mHyU7EX7zzTfNmjWLjIxctGiRtbX1ggULgoKC5s6du2HDBvkPPXLkSHoJUMzW1lbyjoZDhw5F/gMA+JiwrBrLKnMe4ZMnT2ifIiHE0dExKysrLy/PwMCgas20tLRLly6tX7+e29llJsKKioro6OigoKCmTZsSQkQikY6Ojo+Pj5aW1uTJk1NSUtTV1bmeBgAAGgWFbsNUXFz8/PlzyTJjY+MmTZoQQnJzc8WT8egE9JycHJmJcNeuXW5ubgoMcJGRCLOzsysrK+3s7OhZ8/LyaHm/fv2ys7MTEhLat2/P9TQAANAY/P+qaRx3CQ8P9/T0lCycOHHi4sWLCSGmpqb5+fm0kOYj8bLYUvbs2fPTTz8pELOMRGhqaioUCtPT01u3bm1ra7t//346ifLp06eEEKFQqMBpAAAAquPp6Xny5EmZLzk4OMTExNDtmJgYa2tryYXJxK5fv56amjpixAgFzi6jJ5fP5/fs2TMkJIQQMnr06IcPH37++eeLFy8ePny4vb19y5YtFTgNAAA0DmqE5fio8e4TU6dOPXny5NWrV1NTU5ctW+br60vLZ8+eLbl4586dO8eNG6etra1QxLKsX7++T58+hJCmTZvu3r37yZMnq1atsrS0PH78uDwTKgEAoJFSYK3RGrtS27Ztu337dn9//+7du7u4uMyfP5+Wl5SUiCemV1ZW5ufni3MkVzyWVfXiNrUJCFi4eBm3SSEAAKB0fDK+1jpFgQNFKY84HTboWelR/ifVdY3WAw6DXBMSEiZMmFB3oQAAQMPH+//lRjk8VByxjET47NmzS5cuPXr0SLJk4sSJTk5Ox44dq8fYAAAA6tx7ibCkpMTDw6Nly5ZeXl6Ojo7jx4+vrKxcuXJl+/btjx496ufnRweOAgAAyMQyapwfXCfgK9t7I19Wr159+fLlMWPGfPLJJzExMbt27crMzAwJCZk8efLSpUutra1VFSUAADQILMv5RrsqH6nyXiIMDQ0dPHjwwYMH6VMej/fXX3+tXbvW399fFbEBAEADo8CEes73L1S29xqkb968cXNzEz+lN6lXeEAqAAA0OiyPMGocHx9SInz79q2mpqb4qZaWllAoVGx+IgAAQIMgPTs+MTGRrilDCHnw4AHLsuKnlIeHRz2FBgAADY4C1whrXFmmHkgnwj///PPPP/+ULJFaCPXDn4APAACqotii23UUjJzeS4SbNm0qKSlRVSgAANDQsYRzi1Dl3kuE4psfAgAAKIBleCzDbV4g1/pKp+LTAwAAqBZuJQEAAEqjyIT6D22wDAAAgMIUmVDP1E0ockMiBAAAJWp4LUJcIwQAgEYNLUIAAFAehsd5ybQPZx7hy5cv7969W+sOPj4+dRkPAAA0YCzL43pbJZXPO3yXCK9evTplypRad0AiBACA6jTsUaPe3t59+vRRXSQAANDgsWxDHjWqq6urq6urwlAAAADqHwbLAACA0jTsrlEpp06dOnjw4LNnz3JzcyXLnz17VvdRAQBAg8SyhOGaCGurn5WVtXfv3vz8/KFDh7q4uMisk5iYeOLEidLS0k6dOg0bNoxTALLH9vzxxx/Dhw9PSkoqKCho0qSJo6Njbm5uZmZmv379OB0dAAAaFZZVYxmOjxoTYWFhYbdu3aKiooRCoaen58WLF6vWOX36dPfu3VNTUwUCwcGDB7nGLLtFuGrVqm+++WbTpk2TJ0+2trb+5Zdf8vLyRo0apaGhwfUEAADQeCjSNVpj/X379llbW+/du5cQYmho+Ouvv3p5eUlWKCkpmTp16sGDBwcOHKhAwERmi7CgoCA5OXnq1KmEEB6P9/btW0KIgYHBH3/8sXXr1pycHMXOBAAAwNWVK1fEGW7gwIE3b96sqKiQrBAWFqajo+Pg4LB9+/YTJ05IvSoPGYmwsrKSEKKlpUUIMTU1zcjIoOXNmjWrrKx88eIF13MAAEAjQVuEnB6EremAqampZmZmdNvCwoJhmLS0NMkKL168EIlEI0eOfP369R9//OHu7s41F8roGjUyMjI0NHz69Gnbtm2dnJz+/vvv9PR0c3PzI0eOEEIsLS05nQAAABoPliFc5xGyLC8iIkJqtRYvLy/aMcnn8xnm/2caikQiQohAIJ25kpOTr1+/bm9vX1lZ2aZNm5MnT3Ja+0X2NcIBAwYcPnx46NChPj4+ixYtatmypbW1dWJi4ogRI6ysrOQ/OgAANC4KXSO0srLy9vaWLGzbti3dsLKySk1NpdspKSkCgUDcQKSsra11dXXt7e0JIQKBwMnJiWvPpexEeOjQIbqhqal58+bNHTt2vHjx4ptvvvHz8+N0dAAAgFpZW1tLJUKxIUOGrF69OiAggM/nnzhxwsvLi8/nE0IePnxobGxsYWHRu3dvPp+fkJDQpk2b8vLy2NhYeZYLlSQjEZaXl58+fbpLly7NmzcnhNjY2Pz888/c3xcAADQ6LPf7EdbM29t7w4YNHh4eLVu2PHHixPnz52n5lClTxo4d6+/vr6uru2TJkgEDBowYMeLWrVuOjo6fffYZp1PISIRZWVk+Pj7h4eE0EQIAAMiJZdW4332ipvoaGho3btw4f/58fn7+4sWLra2tafmWLVvEfaSzZs3q06dPZGTk0KFD+/bty+Nxy8QyEqGpqam+vn5mZianAwEAADAMj+E6WKa2+hoaGlUXi+ncubPkU2dnZ2dnZ07nFZORh4VC4Zw5c5YvXy61uBoAAEAtWO4zKFQdsuzBMoWFhS9evGjevLm7u7ulpaVkM3Pr1q31FRsAAECdk50IQ0ND9fT0CCHx8fHx8fH1GxIAADRUCgyW+YDuUC/pzp079RwHAAB8BJS+1mg9wP0IAQBAaRiWx/k2THUUityqTYSvX7/evn17fHz827dvg4KCCCEHDhwwNDQcNGhQPYYHAAANycfTIrx79+6AAQMEAoGtra140e03b94sW7YMiRAAAD4msqcx+vn5denS5fnz52vWrBEXDhky5PHjx+np6fUVGwAANDTcp0+QD7BFmJOTEx0dHRYWpq+vLzlxws7OjhCSkpJibm5eb/EBAEADosjKMuTDS4Tl5eWEEF1dXany7OxsIuv+FwAAABTDKn9lmbomI2+bmZmZmZmdO3eOECLZIjx48KCurm6bNm3qLzoAAGhQFLgx74c4alRNTW327NmLFi2qrKy0trZmGObBgweHDx8ODAycM2eOurp6/UcJAABQR2T3c86dOzc7O3vZsmWVlZWEkA4dOvB4vClTpixZsqR+wwMAgAblo5k+wePxfvvtt5kzZ16/fj05OdnIyKhXr16tW7eu5+AAAKBhYVjCeUL9h5kIQ0NDnZ2dbWxsxo8fLy7Mz8+PiIjw8PCor9gAAKCBUWSt0ToKRW6yB7n6+Pg8fPhQqjA+Pt7T07PuQwIAAKg/HOZClJWVaWpq1l0oAADQ0LGEx31e4IfUNZqenp6UlEQIqaioSEhI0NDQEL9UUFCwZcsWOqceAABAJpb7ottc6yvde4nwwIEDs2fPpttTpkyRqqqlpbVt27Z6igsAABogBRbd/rCWWBs5cmT79u0JIT4+PosXL3Z0dBS/ZGBg0LJlSwMDg/oOEAAAGg4FRo0yqh4t814itLW1tbW1JYTs3r3b1dXV2NhYRVEBAADUE9mDZYYOHVrPcQAAwEdAkfsRyjdYpry8vI6WNqt21OitW7eOHj369OnT0tJSyfLg4GA5Dy0SiZKSkszNzWsYa1pRUZGcnGxmZqatrS3nYQEA4IOlwGCZWhNnYGDgr7/+KhKJ+vTps2/fPn19/fd3Z1u2bCl+OmHCBK6LoMmeR7h//343N7fTp0/fu3fv2bNnubm5N27cuHXrlvzHjYqKsre39/T0tLKy2rVrl8w6W7ZsMTMz69Wrl5WV1aFDhzjFDQAAHyA6oZ7jo6YDRkRErFy5MiIigt4BSWaSe/78eUhIyL179+7duzdv3jyuMctOhIsWLRo9enRiYqKXl9e4cePu3buXkJDg4ODg5uYm53H9/PxmzpyZmJgYEhIyY8aMrKwsqQpBQUHLli0LDw9//fp1ZmYmFqwBAPgIKHD3iZrnEe7evdvHx6dly5ZCofCHH37YvXu3zGoGBgaGhoaGhoYK9C/KSITFxcUvXryYNWsWn88n/96esFmzZtu2bVuxYkVBQUGtB33y5ElsbKyvry8hpHPnzp07dz5+/LhUnfXr18+ePbtt27aVlZVCodDExIRr6AAA8NF78uSJeAqDo6NjdnZ2bm5u1Wrt2rWzsrLy8fF5/fo111PISISlpaUsyzZp0oQQYmJiIm7MtW3btqys7OnTp7Ue9MWLF1ZWVuJb+7Zq1erly5dSdR49evTmzRt7e3tLS8vBgwenp6dXd7SKigr53gsAAKgYS3gM90deXl7k+2hHKCEkLy9PnE309PQIIVKJkMfjXbx4MT4+/vbt2wKB4PPPP2cYhlPMMgbLGBsb6+npvXr1ysHBoXXr1kuXLi0sLNTT06PDZORpuhUUFGhpaYmf6ujo5OfnS9XJysoKDw+PiYnR0tIaN27c999/f+DAAZlHS0xMJKQjh/cEAAB1oKKiQigU1lyHZbnfTYIlMTEx06dPlywbPnz4Tz/9RAgxNTUVZ5C8vDxCiJmZmdQBBgwYQAhp0qTJ1q1bDQwMXrx4YW9vL//5ZSRCHo/Xv3//EydOeHl5jRkzZuHChY6Ojq1atQoLC+vbty+daFgzc3NzGi6Vm5srOaSHMjMzmzhxIk3v06dPnzhxYnVHc3JykvfdAABAnak1CxJCGIWWWOvTp8/Jkydlvuro6BgdHU23o6OjmzZtKm4gViUSiViWpdf15Cd7sMyOHTsCAgIIIXp6eteuXRsyZIhQKPT3968uUClt27bNyckRd9TevXvX2dlZqk7Hjh2LiorodlFREaZPAABAVVOmTDl16lRwcPCbN2+WLl1KR58QQmbOnElTUkRExJkzZ968efPgwYMvvviie/fuzZo143QK2fMIjYyMjIyM6LaTk9Off/7J6aAmJiY+Pj7ffffdsmXLTp06VV5ePmTIEEJISEjIqlWraBfrrFmzJk2a1LNnTz09vSVLltTQIgQAgIaCZUnN0yG4cnBw2LFjx7x583Jzc4cPHy6eHSESiei1QIZh1q1b9/TpU319/V69em3bto3H49Yk5XAbJk42bdoUEBDg6+trZ2d36dIl2qDW19cX3+a+X79+a9as+eWXX1iWnTRp0owZM+ooEgAAqDcsUf7dJ0aNGjVq1Cipwk2bNtGN7t27X7lyhdMZpbxLhMHBwatXr651hwsXLshzXD09vXXr1kkVduvWrVu3buKnPj4+Pj4+8sUJAAANgEL3I1Sxd4lQJBKVlZWpMBQAAGjoFBssU0fByOldIhw4cODAgQNVGAoAAED9q6trhAAA0AgpMI9Q5V2p7xJhTk7Oq1evat2hU6dOdRmPbCIR+mwVxOPhu07dUlPjNmMJ4ONGV5bhuIuKvfsvefr06SlTptS6A6vcgbEAAPARUWD6hMqzyrtE6OXldfHiRRWGAgAADZ0Cg2U4L8mmbO8SoZWVlZWVlQpDAQAAqH81XUAqKyt78eJFcnKyubl5y5Yta7jRPAAAAPn3xrxcd6mjYOQke61RlmVXrFhhbm7etm1bDw+P9u3bGxsbz507F3dEAgCAGihwGyaVJ0LZLcLffvtt4cKFAwcOHD16tKWlZUZGxtmzZ1evXl1WVrZ+/fp6DhEAABoKhuU8Qf4DGiwjJhKJAgMDZ8yYsWHDBnHhxIkTV61aFRAQsGzZMn19/XqMEAAAoA7J6BrNyMjIzs6uOpViypQpFRUVT548qZfAAACg4aHTJ7g+VEtGi1BbW5vH46Wnp0uV0xIdHZ36iAsAABoghSbUf3iDZZo0adKtWzd/f/+nT5+KC1NSUvz8/Ozs7MT3UQIAAJDCsjzOD1UnQtmDZTZv3ty/f38HBwcXFxcLC4vMzMyoqCgej3fmzBk1NdkDTQEAABhCGO67qJbsrNa5c+f79+/7+/vzeLy4uLjy8vKvvvoqJibG09OznuMDAACoU9VOqG/atOnvv/9en6EAAECDx3KeUK/yVbffaxGWl5cfPXo0MjKyar2EhISjR4/m5eXVV2AAANDw0LVGuT5UG/N7iXDr1q1ffPGFgYFB1XqmpqazZs1avnx5fQUGAAAND8P9oeoG4fuJcNeuXV9++aW9vX3VekZGRnPmzNm5cyfDqPy6JgAAfKDoWqNcH6qN+V0iLCsri42NrWE4jKenZ05OjuScCgAAgIbu3WCZoqIihmGMjIyqq2poaEgIqf/LhKWl5RqC6fV8UgAAkMKy42uvw306RK1doxkZGX///XdBQcFnn33WrVu36qqlpqaePXu2b9++rVq14hTAuxZhkyZN+Hz+69evq6v66tUrQoiJiQmnEwAAQOPBstzn1Nd4wIKCgm7duj169EhXV3fgwIEXLlyorqavr+/s2bPv3LnDNeZ3LUKBQNCtW7fdu3dPnDhRZtU9e/ZYWFg0b96c6zkAAKCRUPod6vfu3Wtra7tr1y5CiIGBwa+//jpw4MCq1fbs2WNsbNymTRtOp6beGyzj7+9/+fJlf3//8vJyyXKGYdasWfPXX3/NmjWLx1PxVU0AAPiQsdwfNbh27Zo483l5eYWFhUllKEJIZmbmihUrAgMDFQv4vQn1Pj4+N27cWL9+/eHDhwcNGtS8eXPaWXrp0qUXL14MGTLkhx9+UOw0AAAACkhNTfXy8qLb5ubmDMOkpaXZ2tpK1vn6668XLVpkamqq2CmkV5b5448/evbsuWrVKtoOpVq0aLF+/fpvv/2Wz+crdhoAAGgMFOsajYiI8PHxkSz09PScNm0aIYTP54tEIlpYWVlJCBEKhZI1jxw5UlJSMnbsWIVjlrHE2rhx48aNG5eVlfXq1SuRSGRjY2NlZaXwCQAAoPFQYNFtlhArKytvb2/JQkdHR7phbW2dkpJCt1NSUgQCgZmZmWTNPXv2JCQkdOnShRDy+PHjRYsWJSUlzZ8/X/4Aql1r1MTEBANEAQCAEwUmyLOEWFtbSyVCsSFDhgQGBgYEBAgEguPHjw8aNIj2TcbGxpqamlpZWa1bty4/P59WnjBhwvjx48eNG8cpgGoTIQAAgMqNGjVq48aN/fr1a9my5ZkzZ8TTJ3x9fceOHevv79+yZUtxZW1tbTs7O6kriLVCIgQAAKVRYEJ9zfU1NDSuX79+8eLFvLy85cuXW1pa0vJt27ZVHR2zefPmZs2acTw/EiEAACgPXWuU4z611FdXVx86dKhUobOzc9Wa3bt353ZqQggSIQAAKBHDEobj7SS41lc6JEIAAFCaulhrtK5VmwgZhnn27FlycjKdtyHm4eFR91EBAADUE9mJMCIiYsqUKXFxcVVfYlmVJ28AAPhA0UW3ue1CVLxyp+xEOGHChLKyst27d7dp00YgQPcpAADIRbEJ9aolI8nl5eUlJiYGBQUNHjy4/gMCAICGi2UJ135DlfczykiEAoFATU0Ny8oAAABXLOExHLs6VZ0H378NE6WrqztixIijR4/WfzQAAAD1TPb1v4kTJ37zzTdpaWmDBg2SWt4Uo0YBAKA6Cswj/BC7Rgkhvr6+6enp+/bt27dvn9RLGDUKAADVqfVGuzJ3US3ZifDSpUsVFRX1HAoAADR0LPf7EXK9pqh0shNhhw4d6jkOAAAAlcAcQQAAUBpWgWt+qu4bfZcIz5w5s3jx4hkzZkyePNnT0zM7O1vmDlFRUfUVGwAANDAKTKjnMXdAowAAIABJREFUWl/p3iXCJk2atG7d2sjIiBBib29vbGysuqgAAKBh4n6H+lpvw1TX3iXC3r179+7dm27/+eefKooHAAAasIbYIpQxoR4AAKDxqHawTGFhYWhoaFpamkgkkiz39fWt+6gAAKBBUmRCfd1EIj/ZifDs2bNTpkzJysqq+hISIQAAVOfjmVDv5+fXrFmzM2fOtGrVis/n13NMAADQQLEKLbGm2tEyMhJhVlZWSkrKwYMHe/bsWf8BAQBAw6XYbZhUmwhlDJbR0dHR0NBQU8M4GgAA+CCIRKK3b9/+lwo1kJHttLS0pk6dunXrVqyvDQAAnDCEx/VRa6ZZuXKlsbGxhYXF4MGD8/PzpV7NyMhwcnLS1dU1MjJycnK6fPky15jfdY0mJCRcv36dbjs6Oq5YscLV1XXgwIGWlpaSO2CwDAAAVIclnK8RMiypYSjK3bt3f//99+jo6KZNm3p7ey9ZsmTNmjWSFXR1dQ8dOtSuXTtCyKZNm7y9vTMzMzmNbnmXCMPDw6dPny75WnJy8u3bt6V2QCIEAIDqKDBqtGa7d+/28fFp3rw5IWTOnDnDhg2TSoTa2trt27en259++umsWbNKSkr09PTkP8W7RDh+/Phhw4YpI2wAAGikFJhHWPPKMk+fPh06dCjdbtu2bXZ2dm5urqGhoVS1AwcO5ObmHjlyJCAggFMWJJKJUF1dXV1dnW7n5+fr6OgIBO+NKa2srCwsLOR0dAAAgFrl5eVFRkZKltja2pqamtKXdHR0aKGuri4hRGYivH//fnJycmpqatWXaiV7HmGbNm1OnDjh6uoqWRgREeHq6ooRNAAAUB3FukZjYmKkrs2NGDFi4cKFhBBTU1PxAJnc3FxCiJmZWdUjrFy5khCSlJTUsmVLLy8vBwcH+c/O4X6ElZWVQqFQ/voAANDYKDChnmFJn759Tp48KfNVJycn8e3/oqOjbW1tabtQJhsbGz09vYyMDMUT4du3b0tLSwkhDMMUFhbS3EsVFxcfP37c2tpa/kMDAEBjo8haozXWnzJlSteuXS9cuNCmTZslS5aIG47fffddv379RowYcevWrfT09A4dOrx9+3bbtm1aWlqdO3fmFMB7iXDLli2zZ8+m2wMHDqxae9WqVXIe98WLF19//XV0dLSDg8PGjRvFQ3qkFBUVff75523atNm8eTOXsAEAoFFo06bNnj17AgICCgoKhg0b9uOPP9JyNTU1Ho9HCNHQ0Pjrr7+ePHkiFAq7dOly+fLlGpqMMr2XCD08PLZu3UoI+fHHH/38/Ozt7cUv6enptWvXrrp8VtW4cePc3d0PHz78119/DR8+PCEhQeasjgULFuTk5Dx58oRT0AAA8GGqi0W3hw0bVnVSw4YNG+hG586dz507x/Gc73kvEbZv356muvLy8uHDhyvcEfrgwYP79+9fvnxZW1t79uzZa9euvXz58oABA6SqhYeHx8XFffnll//xPQAAwAdCkUW36yYS+cleUPS77777L5cDHz161KZNG21tbUIIj8fr0KHDo0ePpOqUlpZOnz598+bNtG0LAAAfAVahh2q9axHevXv3wIEDn376qYeHR0BAQHVTBtetW1frQXNyciTnMxoYGFS9tWFAQMCYMWPatm0bHBxc89FiY2NrPSMAANS1ioqKWucOKH2wTD14lwhfvHhx+PBhe3t7Dw+P06dPZ2ZmytxBnkRoaGhYVFQkfpqfn29sbCxZITY29uTJk//888/z58+zs7NLS0tfvHhBV9CpytnZOSTkmjxvBgAA6s7HOoPuXSIcPXr06NGj6fb9+/f/y0Fbtmz59OnT8vJyulTNo0ePvv76a8kKWVlZhoaG48ePJ4RkZGTk5+dPmDAhLCzsv5wUAABUjuXewlN5i/C9a4ShoaFKWUTNxcWlWbNm69atY1l2z549ZWVlXl5ehJBr164tWbKEENK/f/97//rhhx+6deuGLAgA8BFgCWE4PlSdB99PhJMmTTI0NOzSpcusWbOOHj2al5en8HEPHDhw5MgRHR2dVatWHT16lDaoU1JSpFaTI4Q0adJE6k5PAADQQNFrhNweqo6ZJ7l26KlTpy5dunT9+vVHjx6xLCsQCFxcXPr06dOnTx83NzeuUxSV5Ycffli9er1KTg0AAGIsW1FrnQW9Vr2OS+Z02KSK50YewuqWWKsH77UIhw0btnnz5ocPH6alpR09etTPz6+4uPi3334bNGiQoaGhq6vrggULVBUoAABAXZC96LaZmdmoUaNGjRpFCMnKygoNDT148ODx48dv3bq1YsWK+o0QAAAaDMUW3Vatmu4+kZKScvXq1evXr1+/fj0xMVFbW7tHjx71FhkAADQ4LMt9FOiHlgjT0tJu3Lhx8+bNsLCwqKgoHR2dHj16jB071s3Nzd3dXUNDQyVRAgBAg8DUdsd5mbuo1nuJ0M3NLSwszMTExM3NbcKECdu2bXN2dpa5WDYAAMDH4b1EmJSUpK6u7u7u3qdPn969e7dv315NTfZipAAAAFU1+EW3r1y58ueff+rp6a1Zs6Zjx44mJiaff/75mjVr7t27JxKJVBUiAAA0FOz/XyXk9lBtzO+1CFu0aNGiRYvJkycTQl6+fHn9+vVr165t3Lhxzpw5+vr6bm5uvXr1mjdvnopCBQCADx3DfRToh7XEmiQ7O7svvvhi165dz58/j42NHTBgwPnz5+fPn1+fwQEAQMPSsG/DJCU3N/fGjRvXrl27du3a/fv3RSIRn8/v2LFjfQYHAABQ195LhIWFhXfu3AkJCQkJCYmOjmYYRk1NzcHBYerUqR4eHv379zcyMlJVoAAA8OFjWZbh2NfJqrpv9L1E2L59+1evXtHk99VXXyH5AQAAJw1+HqGvr2+7du3c3d0NDQ1VFRAAADRcLMuqvIXH1XuJcOHChaqKAwAAPgJsQ28RAgAAfGjS0tJ27dqVn5//2Wefubq6Sr1aUVFx5cqV27dvV1RUuLu70/vAc4KFYwAAQGkYljAsy+lRc1dqfn5+t27dnj9/bmpqOnTo0KCgIKkKhw8f/umnnyorK7W1tadMmaJA1yZahAAAoDQKzAusuf6ePXtatGixfft2Qoient6KFSuGDBkiWWHkyJETJkyg2126dPHx8Vm+fDmPx5M/ALQIAQBAaVjCMhwfNS+xFhoaOmDAALrt6ekZHh5eXl4uWUFLS0u8XV5erqOjwykLEiRCAABQIq79okxtg0xTUlLMzMzotrm5OcuyaWlpMmuWlJTMnz9/7ty5XGNG1ygAAKhYRESEj4+PZImHh4evry8hRCgUVlZW0kK6IRQKqx6hvLzcx8enY8eOM2bM4Hp2JEIAAFAaBe4mwRLWysrK29tbsrB9+/Z0w8rKKiUlhW4nJycLBAJxA1GsoqLC29tbS0vr77//VuDugUiEAACgNArMI2QJsba2lkqEYkOHDl2xYkVAQIBQKDx27NjgwYPp7eKjo6PNzMysra1FItGkSZMqKiqOHDkiECiS1HCNEAAAlIbrSBn6qOGAI0eO1NPT69Onz6RJk9avX//zzz/Tcj8/v6NHjxJCdu3adejQoeLi4k8//dTT09PT07OwsJBTzGgRAgDAh0tdXf3atWuXL1/OyckJDAw0Nzen5Tt27DAxMSGEfP755506dZLcRXIcqTyQCAEAQGlYQrhfI6yFUCgcOHCgVGG7du3ohqmpqampKaczSkEiBAAApWEIw3C8SsiqerVRJEIAAFAatrZrfrJ2UTEkQgAAUJpaB7/I3KWOgpETRo0CAECjhhYhAAAojQIT6lXeOYpECAAASsMSlutgGZV3jSIRAgCA0jA8luFxHCzDsb7SIRECAIDSsIpMn8BgGQAAANVBixAAAJSGJSzXCfKYUA8AAB8PhVaWwTVCAAD4WDA8luFxHDWq6sEyuEYIAACNGlqEAACgNAqNGsU1QgAA+FiwhOE+WAbXCAEA4GPBcF9ZBokQAAA+Hgp0jXKtr3QYLAMAAI0aWoQAAKA0DI/hOn0CXaMAAPDxYAnDEhHXXeooGDkhEQIAgNJg+gQAADRqCq01WnvXaEVFRXl5uY6OjqJx1QSDZQAA4IP2yy+/mJiYNG3adMCAAbm5uVUr+Pn5de7c2cjI6ObNmwocH4kQAACUhmFFXB81tyBv3bq1fv36Bw8eZGZm6unpLVmypGqd1q1b//777wKBoKKiQoGYkQgBAEBpaNcox0dNXaN79+4dPXq0ra0tn8///vvv9+zZU7XO7Nmz+/Xrx+fzFYsZiRAAAJSGJSKG46PmUabPnj1zcHCg223bts3Nzc3JyVFuzBgsAwAASqPYWqN5eXmRkZGShTY2Nubm5oSQvLw88RgZXV1dWmJkZKSkeAlBIgQAAJWLiYmZPn26ZMnIkSMXLFhACDEzM8vPz6eFeXl5tES5Z0ciBAAApWEIw3CfUN+3T5+TJ0/KfNXJyUncWIyMjGzWrBltFyoREiEAACgNyzIsy7FrlK1psMzUqVP/r737DmsqSxsAfkIJCT1UE4oCAopgpYguAyiIvQsjMPaFUUedUXQt8ziiqy6jjo4Nu2NdH8YdFVBRyih2AcERRJQmECCGLgZIO98fZ+d+2QARHEqE9/fwxy0nN29uQt7ce9qIESNiY2Pt7e23bNny9ddfk+1Lly4dO3bs7NmzEUKPHz+ur68XCoXPnj2TSCTu7u7t6nEIiRAAAEAH+oQO9YrK29raXrhwYfv27bW1tTNmzAgLCyPbGQyGmtp/U9jp06fz8/OHDx8eFxcXFxd34sQJSIQAAAB6jilTpkyZMkVu4969e6nlo0eP/pXjQyIEAADQYUgf+XY9pL23UjscJEIAAAAdppPGGu1UkAgBAAB0GIwkuJ1XhAiuCAEAAPQgHdxYpgvAEGsAAAB6tU68IkxOTj58+LBQKPzqq69mzJght7ekpOT8+fOpqamqqqq+vr4LFy785PFSAQAAKAkplkrb24+wp9YRZmVlTZ48ed++ffr6+iEhIQwGY8KECbIFrl69WlhYGBAQIJFIvv/++7y8vJ07d3ZSMAAAALoGRlLFg2i3+JBOCqaNOisRHjp06Kuvvlq0aBFCqKioaN++fXKJ8JtvvqGWVVVVN27cCIkQAAA+dx0+skwX6Kw6wtTU1NGjR5Pl0aNHp6SkKChcWFhoZmbWSZEAAADoQu2djLDds1V0uM66IuTxeNQ0GYaGhtXV1U1NTRoaGs1Lvn79eseOHdHR0a0dKicnp5OCBAAA0HYikUhdXb27o+h4nZUINTU1GxsbyXJDQwOdTqfT6c2LvX37dty4cRERER4eHq0dytLSspOCBAAA0HZtyYIY43aPFNPdt0Y7KxFaWloWFBSQ5YKCAnNzcxqNJleGy+X6+PisXr06JCREwaGYTGYnBQkAAKBjfUodYXe3Gu2sOkJ/f//z588LhUKM8alTpwICAsj28+fP5+fnI4R4PJ6vr+/ixYtXrlzZSTEAAADoYqTVaHv/ujfmzkqEwcHBpqamDg4OQ4YMKSoqWrNmDdm+YcMGMsXigQMHXr169eOPPxoYGBgYGHA4nE6KBAAAAFCgs26Namho3Lhx4/Xr1yKRyMHBgbovmpWVRW51btq0icqOCKHmN04BAAB8dj7h1miPrSMk7Ozs5Lbo6uqSBSaTCZV/AADQ40hRu7tD9OhECAAAoFfBqN2tRmE+QgAAAD1JuzvI99hWowAAAMBnAa4IAQAAdBwsbf9Eu1BHCAAAoKf4hNkn2t+4poNBIgQAANCBPqHVKCRCAAAAPQbGHX5rtLS09NSpU9XV1dOnT1cwMPUng8YyAAAAlFdtba2bmxuXy7W0tJwxY0ZsbGyHPwVcEQIAAOgwGOH2d4dQVP7MmTO2traRkZEIIU1NzZ07d06ePPkvBNgCuCIEAADQgaTt/1OUCJOTk319fcmyr6/vo0ePhEJhx0YMiRAAAEAHwp/016qysjJjY2OybGJigjEuLy/v2Ig/g1ujhYWFtrZWffv27ZCj1dTU5ObmOjs7d8jRehWRSPTo0aMvvviiuwP5LCUnJ7u7u/fI2b07W2pqav/+/fX19bs7kM9Pdna2rq6umZlZRx3w8OHDy5YtU1wmI+NZew8bHR29ZMkS6rKPmDFjBnkudXV1sVhMNpKFFqd5/ys+g0T4/fff5+Xl6enpdcjRxGJxWVmZhYVFhxyttykoKLCysuruKD5L/v7+cOo+TXFxMZvNVlP7DL6slA2fz2cymdra2h11wE76DPv4+Fy8eLG15zIzM+NyuWS5pKREXV2dukDsKDTc3fNfAAAAAK25dOnS9u3bnz17pq6uHh4enpGRceXKlY59CkiEAAAAlJdQKPTx8REKhdbW1vHx8fHx8UOHDu3Yp4BECAAAQKmJxeLff/+9pqbG29vbyMiow48PiRAAAECvBt0nAAAA9GqqW7Zs6e4YOhGXy7169WpJSYmVlZWqqqrcXqlUmpKSkpiYyOVyLSwsoFmarLy8vOjo6IqKin79+tFotNaKvXjx4s2bN5aWll0Zm5Lj8/nXrl3Lzc3t169fa/0l8vPzY2JiXr9+bWBgoKOj08URKi2BQBAbG5uens5mszU1NZsXEIvFCQkJDx48EAgE0PZblkAgSEtL4/F4HA6nxQJSqTQhIeHevXu6urosFquLw1NyPfnW6KNHjyZPnjxt2rScnBw1NbWEhAS5b6UZM2a8efPG2dk5Nze3pKTk/v375ubm3RWtUomJiVm4cOHMmTNTUlJsbGwuX77cYrHCwsLhw4dra2sXFRV1cYRKKycnx8PDY9y4ce/evSsvL3/w4EHzPLd///5t27aNHTsWIaSrq3vs2LHuiFTp1NXVjRo1yszMzNjYOD4+/t69e3Z2drIFGhoavvjiCwaD4eLicuPGDVdX17Nnz3ZXtErl4MGDa9as0dbWdnJyunPnTotlpk+f/vbtW2dn5ytXrpw9e3bixIldG6Nywz3XuHHjIiIiMMZCodDBweHy5ctyBXJzc6llPz+/devWdWl8SszJyens2bMY47q6OlNT04cPHzYvI5VK/fz8wsLCLCwsujxA5TV//vxVq1ZhjKVSqaen5/79++UK/PHHH9ra2q9fv+6O6JTavn37vLy8pFIpxnjVqlULFy6UK3Djxg0OhyMSiTDGxcXFCKHy8vJuCFT5lJeX19XVHTlyxNPTs8UC9+7d69Onz/v37zHGZ86cGTp0aJfGp/R6bB1hY2NjfHz8rFmzEELq6upTp05tPma5jY0Ntcxms5uamro0RGVVWFiYlZU1c+ZMhJCOjo6fn1+Lw72fPHnSzMzMx8enywNUarGxsbNnz0YI0Wi0WbNmNT91UVFR06ZN09HRSUhIKCkp6Y4YlVRsbOzMmTPJffjZs2c3P3UGBgYikUgkEiGEBAKBpqYmk8nshkCVj6mpqeIb7LGxsePHjyc962fOnPn8+XPySwIQPTYRlpWVYYypsYVkxyZoLjs7+8qVK/Pnz++q6JQal8tlsVhaWlpktcVTV1paumfPnl27dnV5dEqtqampqqpK8acuLy+voKDA19f3xIkTw4YNI2PqA4QQl8uVPXUVFRWNjY2yBdzc3DZs2ODi4uLv7z9t2rSoqChdXd3uiPTzw+VyqXofbW1tPT09Bd+HvVCPbR4ikUgQQioq/830qqqq1Gh1csrKyqZNmxYeHj5s2LCui0+JSSQS2dYxLZ665cuXh4eHGxgYdG1oyk4sFmOMqbPX4qlrbGwsKirKycnR1NR8+PDh2LFjg4KC4AsdISSRSGT/YTHGUun/zO9aXl5+5MiRWbNmDRs2jE6n792718/PD9q4tYVYLJb9p1ZTU2vt+7B36rFXhH369EEI8fl8stpaYyo+n+/r60vqdbo0PiXGZrNramrIDSiEEI/HY7PZsgWys7Pj4+MTExNDQ0P3799fXV0dGhpaVVXVHcEqFy0tLV1dXcWfOjab7eLiQppEuru7Y4xzc3O7OlClxGaz3717R5Z5PJ6+vr5cw9FTp07Z2Njs2LFjzpw5Z8+effXqVUJCQndE+vnhcDjUuRUKhdXV1a01Lu2demwi1NbWdnFxuX37Nlm9ffu2l5cXQkgqlVZWVmKMEUI1NTXjx4+fPXv2pk2bujFUZWNtbc3hcBITExFCEokkMTHR29sbISQWi0m243A4p0+f9vHx8fHxGTZsmIaGho+PD4PB6Oa4lYOXlxf1qbt16xb51GGMKysryV2KMWPGkFZaCKGioiKhUNiBkwN81mRPHfUPixCqqakh88+pqqpSE9FJpVKxWExdQYIWVVVVkSs/Ly+vhIQE8glMSEiwtLTs169fNwenVLqxoU5nu3r1qqGhYURExLx582xsbOrr6zHG2dnZCKHq6mqM8aRJkwwMDEL+dOjQoe4OWVlERkaam5vv2bNn+vTpzs7OEokEY5yYmMhgMORKxsXFQatRWQ8ePNDV1d22bduKFStMTU1JXXVtbS1CKCsrC2MsEomGDRsWGBh46NCh4cOHL1u2rLtDVhalpaUmJiYrVqzYtm2bnp4e1VbZ2tr63LlzGOOCggJ9ff2QkJDIyMhJkyYNGjRIIBB0a8jKIj09PSQkxMPDg81mh4SEHD16lGxXV1e/c+cOxlgsFg8fPnz69Ol79uwxNzc/duxYt8ardHpyh/oBAwZ4eHhkZmb269fv0KFDZCIndXV1a2trFxcXVVVVTU1Nd3d3zp+srKz69+/f3VErBWdnZycnp+zsbCcnp3379mloaCCENDQ0BgwYIFeTymAwbG1tnZycuilSpWNhYTFx4sSsrCwDA4NDhw6RG1AqKioWFhYjR45kMBgqKipBQUFVVVXl5eVz585dvXp1d4esLHR0dObOnZufny8SiX788Udq0tA+ffq4uroaGBjo6+svWLDg3bt3paWlo0aN+vnnn1vsdN8LNTY2NjQ0DB482MvLi8PhWFtbW1tbI4TMzMzc3d21tbVVVFQCAwNramr4fP633347Z86c7g5ZufTkDvUAAADAR8EddgAAAL0aJEIAAAC9GiRCAAAAvRokQgAAAL0aJEIAAAC9GiRCAAAAvRokQgCUgkAgeP/+fbsecvPmTWryOR6Pd+bMmYqKio6P7JPcv38/Ojq6y57uyZMn//nPf7rs6UAPA4mwV4iLi7O2tk5OTm5L4eLi4mPHjinPV+pn6saNGzExMR8tVlpaunz5cjabTcYpNTExmT9/Phn/6KO2bt36888/k+Xs7OwFCxbk5+e35YHR0dE3b95sS8lPdvTo0Y0bN7a219vb2+ZPo0aNmjdv3uPHj9t+8GPHjmVkZMhuOXPmzJo1az49XNC7wcDtvUJ9fX1BQYFAIGhL4aysrNDQUBcXFyMjo84OrAfbv39/U1PTlClTFJTJysry8fFpampaunTp6NGjVVVVX716dfr06Tlz5mRmZnZebLt379bR0ZkwYULnPYVixcXFNBrt73//O0KIx+OdO3fu3//+d1JSkoeHR1seHhoaumPHjqFDh1Jbpk6d6uDg0Fnhgp4OEmGvhjGuqKgwMDBQVVVtS3mpVMrn85lMZmvTBolEosrKSkNDQ3V1dbKlvr6+vr7exMSk+fjI7969o9Pp+vr6rcXG5/P19fXpdDrZIhaLa2trDQ0NWywvFosrKytZLBZVXhYZuNnY2Fh2MhpZVVVVWlpaZDC5Fl+Urq5uawN6kQGuWCxWi3tbIxaLZ82aJRaLnz59So3t5+fnt2LFiqioKLmSFRUVOjo61CSRbSQUCmtra42Njdv+EIFAUFdXJ/sOyqmrqxMKhdSPJJFIVF1dreDEtqZv377/+Mc/yPLixYsdHR1PnjwplwgFAkFTU1NbTuz48eObb2xoaKitrTUwMGjxIwHA/+vmsU5Bl/j1118RQjdv3iSroaGh7u7u169f79u3L0KIwWCEhoaSufSioqLINNa6urosFovFYj179gxjLJFItm/fTn2lurm5paenU8cfOHDgunXrNm/eTBLkb7/9hjG+c+eOq6sr+X7U0NCYO3cuVf706dPUNKFOTk6JiYnUrmXLlrm4uMTExJACmpqae/bskUqlO3fuJAc3Nzcn4wgTkydPnjVr1oEDB8jXpY6Ozo4dO2Rfe1JSEjUUqrm5+enTp6ldkZGRLBYrNTWVDGuppqY2btw4MjkJUV9fv3TpUnJCVFVVJ0+eXFpaSnbx+XwWi3Xs2LGQkBDyPWtlZZWQkED2ent7q6urq6mpkXM4YcKE1t6UgwcPKnjjxGLxxo0byTC5KioqPj4+r1+/pvaOHDly+vTpZPn3339HCD158oSs/vLLL46OjuRVa2trBwQEUK9r5MiRampq6urqJLaZM2eS7eTylPwk0tHRWb9+PflIYIwvXLjAYrHu3r07cuRIhNDAgQMxxtHR0SNGjCC/b5hM5sSJE4uLi6nYgoODBw0a1NrrsrGxGTNmjOwWFov1t7/9jVpdu3YtNSmHiYnJpk2bSDDktw55RhL/rl27MMbr1693cXGhHs7lcqdOnUqmKtTS0vrmm28aGhoUnGfQy0Ei7BXkEmFwcLC+vv6AAQMuXbqUkpJCfpifOXMGY1xWVrZjxw6EUGRkZHx8fHx8fG1tLcZ41apVGhoaO3fuzMjIuHv3roeHh6GhIZlaAWPM4XBMTExGjhx57dq15OTkvLy8e/fuqauru7i4XL9+PSsr6/r16ytXriSFL1y4gBDy9/d//PhxUlKSq6srnU4n6RZjvGDBAj09vYEDB16+fPnJkyeBgYEIoSVLlnh7e8fHxycnJ48YMYLNZlPfa15eXoaGhvb29rdu3crIyFi+fDkJnuxNT0/X0NBwc3NLSkp6/Pixv78/QujChQtk7969exFCdnZ2Bw4cSElJOXz4sIaGxooVK8heiUQyZswYY2PjEydOZGVlxcTE9O/ff8iQISKRCGNMZnfr06fPwoUL7927d/v2bUdHRzMzMxLYkye9/U/fAAAK/klEQVRPnJ2dhwwZQs5hSkpK8zclNDQUISSbPJr77rvvaDTapk2b0tPTf/vtNzMzM3NzczJ3ClaYCCMiIg4ePPjo0aOXL1+eOnXKyMhoypQpZNfDhw+dnJxcXV1JbOTMFxYWGhoaurq6xsXFZWZm7t+/n8lkrlu3jjzk1KlT5GdEeHj4/fv3b926hTE+evTorl277t+/n52dfenSJUtLS2dnZyrydiXCwsJCGo0m+1MpNDT04sWL6enp6enp4eHhKioqJOEJhcL4+HiE0OLFi0n8+fn5GOOlS5f27duXPLahoWHgwIGGhoYXLlx4/vz5zp071dTUAgMDFZxn0MtBIuwVmidCGo0me0nn6OhIfaWSZhRUZsIY5+fnq6io/Otf/6K2kFuF27dvJ6scDsfQ0JCkTGLUqFEcDufDhw/NgxkwYMCgQYPI1E4Y44qKCm1t7Tlz5pDVBQsWyD57XV0dnU43NTV9//492UImSqQuCr28vGg02osXL6jje3p6WlpakuUvv/xSW1u7oqKCrEokEkdHR1tbW7JKEuGJEyeox86fP9/c3JwsX7t2TfakYYxTU1MRQrGxsfjPRCj7bU7m0rt79y5Z9fPz8/Lyav7yKRMmTKDT6QoKVFRU0On0+fPnU1vu37+PECIpAStMhHKOHz9Oo9GoN8jDw2PixImyBUJCQoyMjKqqqqgt4eHhTCaT5HWSCH/44QcF0V6/fh0hlJOTQ1Y/mggdHR2joqKioqJ++uknOzs7HR2dtLS01srPmzdv6NCh1CpCSO66XzYRnjt3jrotQYSFhdFoNCo2AORAHWEv1adPH9m2BgMHDlTQ4DAhIUEqlRoZGclOCG5hYSHboMPb25uqOKyvr3/8+PG3337bvFKtoaEhJydny5YtVJWhoaGhr6+vbItWExMTarInHR0dNps9fPhwcn8SIWRnZ4cQKi4upsrb2dlRtwERQrNmzVq5cmVFRYWRkVFGRoavry9VraiiouLv77958+aysjI2m002yrYZcXBwOH/+vEQiUVVVvX37Np1Op9Fosq+awWBkZmZOmjSJrMpWTQ0cOFAuMMWkUqnieWVfvnwpFAoDAgKoLaNHjzY3N797925YWNhHj5+SknLr1q3y8nKRSFReXo4xzs/Pl33TZd2+fdve3j4tLY3aoqWl1dDQkJubS53badOmNY8wOjq6tLS0qamJ9P3Izc0lb9BHZWZmkgt0hJCGhsb169eHDx9O7ZVKpTExMc+ePePxeBjjV69e5eXlteWwCKGMjAwGgyEb7Zdffrl79+7k5OQ2xgZ6G0iEvZSBgYHsqoaGBjX3d3M8Hg8hRH5Wy263srKilk1NTanlqqoqqVRqYWHR/FDkTiCVhAgzMzPZ3hpyjSPodLrsFlIhJxttnz59ZMuTKQBLSkqMjIyKiorGjBnTfG9lZSUVg9zBJRKJWCxWVVXl8XgSiWTu3LmyD2cymTU1NS2GShraNDU1NX/VLWKz2Y2NjSRht1jg7du3VMCy8VdWVn704EuXLj1+/Li3t7ednR2LxWpoaEAIkfmBW8Tj8crLy6nMRLBYLNn3RfYtRght3bo1PDx81KhRjo6OLBaLVC4qeAo5Y8aMSUxMlEqlWVlZwcHB8+bNy8rKIi2nBAKBp6fnq1evxo8fz+FwmEympqbm+/fvP/rTgSgqKjI1NZUtSb3pbYwN9DaQCMHHkcYaT58+tbW1ba2M7PeOnp4ejUYrLy9vXoy0e+Tz+bIb371711rb0baQ6/JIblqSPKelpdXiXvKKFNPT02MymRUVFW358v0EHh4ev/zyy61bt4KCglos0OK54vP59vb2io/M5XKPHDmyb9++VatWkS1Xr14lNwxbo6ur+8UXX8i1VpUjex6ampq2b98eFhYWERFBtjx9+jQyMlJxYC0e08nJKSoqavDgwRs3bjx8+DBC6Nq1a6mpqWlpadQ1YlhYGDV0wEc1f9PJOWzLmw56J+hQD+SRm5DkGoLw9PRECJGKxrbQ09MbMmTIlStXRCKR3C4zMzMLCwtSn0R8+PAhKSmJNEf8NDk5OYWFhdRqXFycsbGxiYkJQmjkyJFJSUmyHShjY2PNzc2pNqsKeHp61tfXf3L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"code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"/Users/gracechuan/Documents/network contagion/delta_connected/heterogeneous/heterogeneous_col_p5.png\"" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Plots.heatmap(c_values,c_values,ss_matrix2,xlabel = \"Intercomponent Collateral Ratio\", ylabel = \"Within Collateral Ratio\",legend=false,ylabelfontsize = 14,xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous/heterogeneous_col_ss15.png\")\n", "\n", "Plots.heatmap(c_values,c_values,price_matrix2,xlabel = \"Intercomponent Collateral Ratio\", ylabel = \"Within Collateral Ratio\",legend=false,ylabelfontsize = 14,xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous/heterogeneous_col_p15.png\")\n", "\n", "Plots.heatmap(c_values,c_values,ss_matrix,xlabel = \"Intercomponent Collateral Ratio\", ylabel = \"Within Collateral Ratio\",legend=false,ylabelfontsize = 14,xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous/heterogeneous_col_ss5.png\")\n", "\n", "Plots.heatmap(c_values,c_values,price_matrix,xlabel = \"Intercomponent Collateral Ratio\", ylabel = \"Within Collateral Ratio\",legend=false,ylabelfontsize = 14,xlabelfontsize = 14,tickfontsize=12,dpi=1000)\n", "savefig(\"delta_connected/heterogeneous/heterogeneous_col_p5.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run results including changes in the third collateral ratio dimension (within non shocked component)" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "comparative_statics (generic function with 1 method)" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function comparative_statics(r,c_set,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega,h0)\n", " \n", " c1_values = []\n", " c2_values = []\n", " c3_values = []\n", " results = []\n", " results2 = []\n", " results3 = []\n", "\n", " for c in c_set\n", " c1 = c[1]\n", " c2 = c[2]\n", " c3 = c[3]\n", "\n", " # run experiment\n", " liq,ss,p = hetero_coll_experiment(r,c1,c2,c3,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega,h0)\n", "\n", " # add to lists \n", " push!(c1_values,c1)\n", " push!(c2_values,c2)\n", " push!(c3_values,c3)\n", " push!(results,liq)\n", " push!(results2,ss)\n", " push!(results3,p)\n", " end\n", "\n", " return DataFrame(Dict(\"5-agent Component\"=>c1_values, \"15-agent Component\"=> c2_values,\"Intercomponent\"=>c3_values,\"liqd\"=> results,\"social_surplus\"=> results2,\"price\" => results3))\n", "end" ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"simulation_results_heterogenous_collateral5.csv\"" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 5 agent shocked case\n", "c_combos = samplewithreplacement(c_values,3)\n", "\n", "delta = find_delta_star(n,r,Dweight,0.55,s,e0,epsilon_star,xi,zeta,omega,h0)\n", "table = comparative_statics(r,c_combos,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega,h0)\n", "CSV.write(\"simulation_results_heterogenous_collateral5.csv\",table)" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\"simulation_results_heterogenous_collateral15.csv\"" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 15 agent shocked case\n", "omega2 = zeros(n,1)\n", "omega2[n] = 1\n", "\n", "delta = find_delta_star(n,r,Dweight,0.55,s,e0,epsilon_star,xi,zeta,omega2,h0)\n", "table2 = comparative_statics(r,c_combos,Dweight,delta,s,n,e0,epsilon,xi,zeta,omega2,h0)\n", "CSV.write(\"simulation_results_heterogenous_collateral15.csv\",table2)" ] } ], "metadata": { "kernelspec": { "display_name": "Julia 1.9.2", "language": "julia", "name": "julia-1.9" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.9.2" } }, "nbformat": 4, "nbformat_minor": 2 }