{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Monetary Economics: Chapter 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preliminaries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This line configures matplotlib to show figures embedded in the notebook, \n", "# instead of opening a new window for each figure. More about that later. \n", "# If you are using an old version of IPython, try using '%pylab inline' instead.\n", "%matplotlib inline\n", "\n", "from pysolve.model import Model\n", "from pysolve.utils import is_close,round_solution\n", "\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model INSOUT" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def create_insout_model():\n", " model = Model()\n", "\n", " model.set_var_default(0)\n", " model.var('Ad', desc='Demand for Central bank advances from commercial banks')\n", " model.var('As', desc='Supply of central bank advances to commercial banks')\n", " model.var('Bbd', desc='Government bills demanded by commercial banks')\n", " model.var('Bbdn', desc='Notional demand for government bills from commercial banks')\n", " model.var('Bcb', desc='Government bills held by Central bank')\n", " model.var('Bhd', desc='Demand for government bills')\n", " model.var('Bhh', desc='Government bills held by households')\n", " model.var('Bs', desc='Supply of government bills')\n", " model.var('BLd', desc='Demand for government bonds')\n", " model.var('BLh', desc='Demand for government bonds')\n", " model.var('BLs', desc='Supply of government bonds')\n", " model.var('BLR', desc='Gross bank liquidity ratio')\n", " model.var('BLRn', desc='Net bank liquidity ratio')\n", " model.var('BPM', desc=\"Banks' profit margin\")\n", " model.var('Ck', desc='Real consumption')\n", " model.var('CG', desc='Capital gains on government bonds')\n", " model.var('CONS', desc='Consumption at current prices')\n", " model.var('F', desc='Realized profits of firms and banks')\n", " model.var('Fb', desc='Realized profits of firms and banks')\n", " model.var('Fcb', desc='Central bank \"profits\"')\n", " model.var('Ff', desc='Realized firm profits')\n", " model.var('Ffe', desc='Expected profits of firms')\n", " model.var('G', desc='Government expenditures')\n", " model.var('Hbd', desc='Cash required by banks')\n", " model.var('Hbs', desc='Cash supplied to banks')\n", " model.var('Hhd', desc='Household demand for cash')\n", " model.var('Hhh', desc='Cash held by households')\n", " model.var('Hhs', desc='Cash supplied by households')\n", " model.var('Hs', desc='Total supply of cash')\n", " model.var('IN', desc='Stock of inventories at current costs')\n", " model.var('INk', desc='Real inventories')\n", " model.var('INke', desc='Expected real inventories')\n", " model.var('INkt', desc='Target level of real inventories')\n", " model.var('Ld', desc='Demand for loans')\n", " model.var('Ls', desc='Supply of loans')\n", " model.var('M1h', desc='Checking deposits held by households')\n", " model.var('M1hn', desc='Notional holding of checking deposits')\n", " model.var('M1s', desc='Checking deposits supplied by banks')\n", " model.var('M2d', desc='Demand for term deposits - constrained to be non-negative')\n", " model.var('M2h', desc='Term deposits held by households')\n", " model.var('M2s', desc='Term deposits supplied by banks')\n", " model.var('N', desc='Employment level')\n", " model.var('NHUC', desc='Normal historic unit costs')\n", " model.var('omegat', desc='Target real wage for workers')\n", " model.var('P', desc='Price level')\n", " model.var('Pbl', desc='Price of government bonds')\n", " model.var('PI', desc='Price inflation')\n", " model.var('PSBR', desc='Government deficit')\n", " model.var('Ra', desc='Interest rate on Central bank advances')\n", " model.var('Rb', desc='Interest rate on government bills')\n", " model.var('Rbl', desc='Interest rate on bonds')\n", " model.var('Rl', desc='Interest rate on loans')\n", " model.var('Rm', desc='Interest rate on deposits')\n", " model.var('RRb', desc='Real interest rate on bills')\n", " model.var('RRbl', desc='Real interest rate on long term bonds')\n", " model.var('RRl', desc='Real interest rate on loans')\n", " model.var('RRm', desc='Real interest rate on term deposits')\n", " model.var('S', desc='Sales at current prices')\n", " model.var('Sk', desc='Real sales')\n", " model.var('Ske', desc='Expected real sales')\n", " model.var('sigmas', desc='Realized inventories to sales ratio')\n", " model.var('sigmat', desc='Target inventories to sales ratio')\n", " model.var('T', desc='Taxes')\n", " model.var('UC', desc='Unit costs')\n", " model.var('V', desc='Wealth of households')\n", " model.var('Ve', desc='Expected household wealth')\n", " model.var('Vk', desc='Real wealth of households')\n", " model.var('Vnc', desc='Wealth of households, net cash')\n", " model.var('Vnce', desc='Expected wealth of households, net cash')\n", " model.var('WB', desc='The wage bill')\n", " model.var('Y', desc='Output at current prices')\n", " model.var('Yk', desc='Real output')\n", " model.var('YDhs', desc='Haig-Simons measure of disposable income')\n", " model.var('YDkhs', desc='Haig-Simons measure of real disposable income')\n", " model.var('YDkr', desc='Regular real disposable income')\n", " model.var('YDkre', desc='Expected regular real disposable income')\n", " model.var('YDr', desc='Regular disposable income')\n", " model.var('YDre', desc='Expected regular disposable income')\n", " \n", "\n", " model.set_param_default(0)\n", " model.param('alpha0', desc='Autonomous consumption')\n", " model.param('alpha1', desc='Propensity to consume out of income')\n", " model.param('alpha2', desc='Propensity to consume out of wealth')\n", " model.param('beta', desc='Parameter in expectation formations on real sales')\n", " model.param('bot', desc='Bottom value for bank net liquidity ratio')\n", " model.param('botpm', desc='Bottom value for bank profit margin')\n", " model.param('eps', desc='Parameter in expectation formations on real disposable income')\n", " model.param('gamma', desc='Speed of adjustment of inventories to the target level')\n", " model.param('lambda20', desc='Parameter in household demand for time deposits')\n", " model.param('lambda21', desc='Parameter in household demand for time deposits')\n", " model.param('lambda22', desc='Parameter in household demand for time deposits')\n", " model.param('lambda23', desc='Parameter in household demand for time deposits')\n", " model.param('lambda24', desc='Parameter in household demand for time deposits')\n", " model.param('lambda25', desc='Parameter in household demand for time deposits')\n", " model.param('lambda30', desc='Parameter in household demand for bills')\n", " model.param('lambda31', desc='Parameter in household demand for bills')\n", " model.param('lambda32', desc='Parameter in household demand for bills')\n", " model.param('lambda33', desc='Parameter in household demand for bills')\n", " model.param('lambda34', desc='Parameter in household demand for bills')\n", " model.param('lambda35', desc='Parameter in household demand for bills')\n", " model.param('lambda40', desc='Parameter in household demand for bonds')\n", " model.param('lambda41', desc='Parameter in household demand for bonds')\n", " model.param('lambda42', desc='Parameter in household demand for bonds')\n", " model.param('lambda43', desc='Parameter in household demand for bonds')\n", " model.param('lambda44', desc='Parameter in household demand for bonds')\n", " model.param('lambda45', desc='Parameter in household demand for bonds')\n", " model.param('lambdac', desc='Parameter in household demand for cash')\n", " model.param('phi', desc='Mark-up on unit costs')\n", " model.param('ro1', desc='Reserve requirements parameter')\n", " model.param('ro2', desc='Reserve requirements parameter')\n", " model.param('sigma0', desc='Parameter determining the target inventories to sales ratio')\n", " model.param('sigma1', desc='Parameter linking the target inventories to sales ratio to the interest rate')\n", " model.param('tau', desc='Sales tax rate')\n", " model.param('top', desc='Top value for bank net liquidity ratio')\n", " model.param('toppm', desc='Top value for bank profit margin')\n", " \n", " model.var('z1', desc='Is 1 if bank checking accounts are non-negative')\n", " model.var('z2', desc='Is 1 if bank checking accounts are negative')\n", " model.var('z3', desc='Is 1 if banks net liquidity ratio is below bottom level')\n", " model.var('z4', desc='Is 1 if banks net liquidity ratio was below bottom level')\n", " model.var('z4b', desc='Is 1 if banks net liquidity ratio was way below bottom level')\n", " model.var('z5', desc='Is 1 if banks net liquidity ratio was above top level')\n", " model.var('z5b', desc='Is 1 if banks net liquidity ratio was way above top level')\n", " model.var('z6', desc='Is 1 if banks profit margin is below bottom level')\n", " model.var('z7', desc='Is 1 if banks profit margin is above top level')\n", " \n", " model.param('xib', desc='Parameter in the equation for setting interest rate on deposits')\n", " model.param('xil', desc='Parameter in the equation for setting interest rate on loans')\n", " model.param('xim', desc='Parameter in the equation for setting interest rate on deposits')\n", " model.param('omega0', desc='Parameter influencing the target real wage for workers')\n", " model.param('omega1', desc='Parameter influencing the target real wage for workers')\n", " model.param('omega2', desc='Parameter influencing the target real wage for workers')\n", " model.param('omega3', desc='Speed of adjustment of wages to target value')\n", " \n", " model.param('ERrbl', desc='Expected rate of return on long term bonds')\n", " model.param('Gk', desc='Real government expenditures')\n", " model.param('Nfe', desc='Full employment level')\n", " model.param('PR', desc='Labour productivity')\n", " model.param('Rbbar', desc='Interest rate on bills, set exogenously')\n", " model.param('Rblbar', desc='Interest rate on bonds, set exogenously')\n", " \n", " model.var('W', desc='Wage rate')\n", "\n", " # Box 10.1 Firms' decisions\n", " # -------------------------\n", " \n", " model.add('Yk = Ske + INke - INk(-1)') # 10.1 : Real output\n", " model.add('N = Yk/PR') # 10.2 : Employment\n", " model.add('WB = N*W') # 10.3 : The wage bill\n", " model.add('UC = WB/Yk') # 10.4 : Unit costs\n", " model.add('Ske = beta*Sk(-1) + (1-beta)*Ske(-1)') # 10.5 : Expected real sales\n", " model.add('INkt = sigmat * Ske') # 10.6 : Target level of real inventories \n", " model.add('sigmat = sigma0 - sigma1*Rl') # 10.7 : Target inventories to sales ratio\n", " model.add('RRl = (1 + Rl)/(1 + PI) - 1') # 10.8 : Real interest rate on loans\n", " model.add('INke = INk(-1) + gamma*(INkt - INk(-1))') # 10.9 : Expected real inventories\n", " model.add('NHUC = (1 - sigmat)*UC + sigmat*(1 + Rl(-1))*UC(-1)') # 10.11 : Normal historic unit costs\n", " model.add('P = (1 + tau)*(1 + phi)*NHUC') # 10.10 : Price level\n", " model.add('Ffe = (phi/(1+phi))*(1/(1+tau))*P*Ske') # 10.11A : Expected profits of firms\n", "\n", " # Box 10.2 : Firms' equations\n", " # ---------------------------\n", " model.add('Sk = Ck + Gk') # 10.12 : Real sales\n", " model.add('S = P * Sk') # 10.13 : Sales at current prices\n", " model.add('INk - INk(-1) = Yk - Sk') # 10.14 : Real inventories\n", " model.add('sigmas = INk(-1)/Sk') # 10.15 : Realized inventories to sales ratio\n", " model.add('IN = INk*UC') # 10.16 : Stock of inventories\n", " model.add('Ld = IN') # 10.17 : Demand for loans\n", " model.add('Ff = S - T - WB + IN - IN(-1) - Rl(-1)*IN(-1)') # 10.18 : Firms realized profits\n", " model.add('PI = P/P(-1) - 1') # 10.19 : Rate of price inflation\n", "\n", " # Box 10.3 : Household equations\n", " # ------------------------------\n", " model.add('YDr = WB + F + Rm(-1)*M2d(-1) + Rb(-1)*Bhh(-1) + BLh(-1)') # 10.20 : Regular disposable income\n", " model.add('CG = (Pbl - Pbl(-1))*BLh(-1)') # 10.21 : Capital gains on bonds\n", " model.add('YDhs = YDr + CG') # 10.22 : Haig-Simons measure of disposable income\n", " model.add('F = Ff + Fb') # 10.23 : Total net profits\n", " model.add('V = V(-1) + YDhs - CONS') # 10.24 : Nominal wealth\n", " model.add('Vnc = V - Hhd') # 10.25 : Nominal wealth net of cash\n", " model.add('YDkr = (YDr - PI*V(-1))/P') # 10.26 : Real regular disposable income\n", " model.add('YDkhs = (YDr - PI*V(-1) + CG)/P') # 10.27 : Real HS disposable income\n", " model.add('Vk = V/P') # 10.28 : Real wealth of households\n", "\n", " # Box 10.4 : Household equations\n", " # ------------------------------\n", " model.add('Ck = alpha0 + alpha1*YDkre + alpha2*Vk(-1)') # 10.29 : Consumption decision\n", " model.add('YDkre = eps*YDkr(-1) + (1 - eps)*YDkre(-1)') # 10.30 : Expected real regular disposable income\n", " model.add('CONS = Ck*P') # 10.31 : Consumption at current prices\n", " model.add('YDre = P*YDkre + PI*V(-1)/P') # 10.32 : Expected regular disposable income\n", " model.add('Ve = V(-1) + YDre - CONS') # 10.33 : Expected nominal wealth\n", " model.add('Hhd = lambdac*CONS') # 10.34 : Household demand for cash\n", " model.add('Vnce = Ve - Hhd') # 10.35 : Expected nominal wealth net of cash\n", "\n", " # Box 10.5 : Households portfolio equations, based on nominal rates\n", " # -----------------------------------------------------------------\n", " # 10.37 : Demand for term banks deposit\n", " model.add('M2d = (lambda20 + lambda22*Rm + lambda23*Rb + lambda24*ERrbl + lambda25*(YDre/Vnce))*Vnce')\n", " # 10.38 : Demand for government bills\n", " model.add('Bhd = (lambda30 + lambda32*Rm + lambda33*Rb + lambda34*ERrbl + lambda35*(YDre/Vnce))*Vnce')\n", " # 10.39 : Demand for government bonds\n", " model.add('BLd = (lambda40 + lambda42*Rm + lambda43*Rb + lambda44*ERrbl + lambda45*(YDre/Vnce))*Vnce/Pbl')\n", "\n", " # Box 10.6 : Households portfoloio equations, based on real rates\n", " # ---------------------------------------------------------------\n", " # 10.37A : \"Notional\" Demand for term banks deposits\n", " # M2d = (lambda20 - lambda21*PI/(1 + PI) + lambda22*RRm + lambda23*RRb + lambda24*RRbl + lambda25*YDre/Vnce))*Vnce\n", " # 10.38A : Demand for government bills\n", " # Bhd = (lambda30 - lambda31*PI/(1 + PI) + lambda32*RRm + lambda33*RRb + lambda34*RRbl + lambda35*YDre/Vnce))*Vnce\n", " # 10.39A : Demand for government bonds\n", " # BLd = (lambda40 - lambda41*PI/(1 + PI) + lambda42*RRm + lambda43*RRb + lambda44*RRbl + lambda45*YDre/Vnce))*Vnce/PIbl\n", "\n", " model.add('RRm = (1 + Rm)/(1 + PI) - 1') # 10.37B : Real interest rate on term deposits\n", " model.add('RRb = (1 + Rb)/(1+ PI) - 1') # 10.38B : Real interest rate on bills\n", " model.add('RRbl = (1 + Rbl)/(1 + PI) - 1') # 10.39B : Real interest rate on long-term bonds\n", "\n", " # Box 10.7 : Households equations, realized portfolio asset holding\n", " # -----------------------------------------------------------------\n", " model.add('Hhh = Hhd') # 10.40 : Cash holding\n", " model.add('Bhh = Bhd') # 10.41 : Holding of bills\n", " model.add('BLh = BLd') # 10.42 : Holding of bonds\n", " model.add('M1hn = Vnc - M2d - Bhd - Pbl*BLd') # 10.43 : Notional holding of bank checking accounts\n", " model.add('M1h = M1hn * z1') # 10.44 : Holding of bank checking accounts\n", " model.add('z1 = if_true(M1hn >= 0)') # 10.45 : Condition for non-negative bank checking acounts\n", " model.add('M2h = M2d*z1 + (Vnc - Bhh - Pbl*BLd)*z2') # 10.46 : Holding of bank term deposits\n", " model.add('z2 = 1 - z1') # 10.47 : Condition for negative bank checking accounts\n", "\n", " # Box 10.8 : Government equations\n", " # -------------------------------\n", " model.add('T = S*tau/(1 + tau)') # 10.48 : Tax receipts\n", " model.add('G = P*Gk') # 10.49 : Government expenditures\n", " model.add('PSBR = G + Rb(-1)*Bs(-1) + BLs(-1) - (T + Fcb)') # 10.50 : Government deficit\n", " model.add('Bs - Bs(-1) = PSBR - (BLs - BLs(-1))*Pbl') # 10.51 : New issues of bills\n", " model.add('BLs = BLd') # 10.52 : Supply of bonds\n", " model.add('Pbl = 1/Rbl') # 10.53 : Price of bonds\n", " model.add('Rbl = Rblbar') # 10.54 : Yield on bonds is exogenous\n", "\n", " # Box 10.9 : Central bank equations\n", " # ---------------------------------\n", " model.add('Hs = Bcb + As') # 10.55 : Supply of cash\n", " model.add('Hbs = Hs - Hhs') # 10.56 : Supply of cash to commercial banks\n", " model.add('Bcb = Bs - Bhh - Bbd') # 10.57 : CB purchases of government bills\n", " model.add('Rb = Rbbar') # 10.58 : Interest rate on government bills, set exogenously\n", " model.add('As = Ad') # 10.59 : Supply of CB advances to commercial banks\n", " model.add('Ra = Rb') # 10.60 : Interest rate on CB advances\n", " model.add('Fcb = Rb(-1)*Bcb(-1) + Ra(-1)*As(-1)') # 10.61 : Profits of Central Bank\n", "\n", " # Box 10.10 : Commercial bank equations\n", " # -------------------------------------\n", " model.add('Hhs = Hhd') # 10.62 : Supply of cash to households\n", " model.add('M1s = M1h') # 10.63 : Supply of checking deposits\n", " model.add('M2s = M2d') # 10.64 : Supply of time deposits\n", " model.add('Ls = Ld') # 10.65 : Supply of loans\n", " model.add('Hbd = ro1*M1s + ro2*M2s') # 10.66 : Demand for cash by banks (reserve requirement)\n", "\n", " # Box 10.11 : Commercial bank equations\n", " # -------------------------------------\n", " model.add('Bbdn = M1s + M2s - Ls - Hbd') # 10.67 : Notional demand for bills\n", " model.add('BLRn = Bbdn/(M1s + M2s)') # 10.68 : Net bank liquidity ratio\n", " model.add('Ad = (bot*(M1s + M2s) - Bbdn)*z3') # 10.69 : Advances needed by banks\n", " model.add('z3 = if_true(BLRn < bot)') # 10.70 : Check if net liquidity is above bottom value\n", " model.add('Bbd = Ad + M1s + M2s - Ls - Hbd') # 10.71 : Demand for government bills\n", " model.add('BLR = Bbd/(M1s + M2s)') # 10.72 : Gross bank liquidity ratio\n", "\n", " # Box 10.12 : Commercial bank equations\n", " # -------------------------------------\n", " # 10.73 : Interest rate on deposits\n", " model.add('Rm = Rm(-1) + 0.0001*z4 + 0.0002*z4b - 0.0001*z5 - 0.0002*z5b + xib*(Rb - Rb(-1))')\n", " model.add('z4 = if_true(BLRn(-1) < bot)') # 10.75 : Check if net liquidity ratio was below bottom value\n", " model.add('z4b = if_true(BLRn(-1) < (bot - 0.02))')\n", " model.add('z5 = if_true(BLRn(-1) > top)') # 10.76 : Check if net liquidity ratio was above top value\n", " model.add('z5b = if_true(BLRn(-1) > (top+0.02))')\n", " # 10.77 : Realized bank profits\n", " model.add('Fb = Rl(-1)*Ls(-1) + Rb(-1)*Bbd(-1) - Rm(-1)*M2s(-1) - Ra(-1)*Ad(-1)')\n", " model.add('Rl - Rl(-1) = xil*(z6 - z7) + (Rb - Rb(-1))') # 10.78 : Interest rate on loans\n", " model.add('z6 = if_true(BPM < botpm)') # 10.80 : Check if banks profit margin is below bottom value\n", " model.add('z7 = if_true(BPM > toppm)') # 10.81 : Check if banks profit margin is above top value\n", " model.add('BPM = (Fb + Fb(-1))/(M1s(-1) + M1s(-2) + M2s(-1) + M2s(-2))') # 10.82 : Banks profit margin\n", "\n", " # Inflationary forces\n", " # -------------------\n", " # 10.84 : Target real wage for workers\n", " model.add('omegat = exp(omega0 + omega1*log(PR) + omega2*log((N/Nfe)))') \n", " model.add('W = W(-1)*(1 + omega3*(omegat(-1) - W(-1)/P(-1)))') # 10.85 Unit wages\n", "\n", " # Addtional equations\n", " # -------------------\n", " model.add('Y = P*Sk + (INk - INk(-1))*UC') # Output at current prices\n", "\n", " return model\n", "\n", "insout_parameters = {'alpha0': 0,\n", " 'alpha1': 0.95,\n", " 'alpha2': 0.05,\n", " 'beta': 0.5,\n", " 'bot': 0.02,\n", " 'botpm': 0.002,\n", " 'eps': 0.5,\n", " 'gamma': 0.5,\n", " 'lambda20': 0.52245,\n", " 'lambda21': 20,\n", " 'lambda22': 40,\n", " 'lambda23': -20,\n", " 'lambda24': -20,\n", " 'lambda25': -0.06,\n", " 'lambda30': 0.47311,\n", " 'lambda31': 40,\n", " 'lambda32': -20,\n", " 'lambda33': 40,\n", " 'lambda34': -20,\n", " 'lambda35': -0.06,\n", " 'lambda40': 0.17515,\n", " 'lambda41': 20,\n", " 'lambda42': -20,\n", " 'lambda43': -20,\n", " 'lambda44': 40,\n", " 'lambda45': -0.06,\n", " 'lambdac': 0.1,\n", " 'phi': 0.1,\n", " 'ro1': 0.1,\n", " 'ro2': 0.1,\n", " 'sigma0': 0.3612,\n", " 'sigma1': 3,\n", " 'tau': 0.25,\n", " 'top': 0.04,\n", " 'toppm': 0.005,\n", " 'xib': 0.9,\n", " 'xil': 0.002,\n", " 'xim': 0.0002,\n", " 'omega0': -0.32549,\n", " 'omega1': 1,\n", " 'omega2': 1.5,\n", " 'omega3': 0.1}\n", "insout_exogenous = {'Gk': 25,\n", " 'Nfe': 133.28,\n", " 'PR': 1,\n", " 'Rbbar': 0.023,\n", " 'Rblbar': 0.027,\n", " 'ERrbl': 0.027,\n", " 'W': 1}\n", "insout_variables = [('Bbd', 1.19481),\n", " ('Bbdn', 1.19481),\n", " ('Bcb', 19.355),\n", " ('Bhh', 49.69136),\n", " ('Bhd', 'Bhh'),\n", " ('Bs', 70.25162),\n", " ('BLh', 1.12309),\n", " ('BLd', 'BLh'),\n", " ('BLs', 'BLd'),\n", " ('Hbd', 4.36249),\n", " ('Hbs', 'Hbd'),\n", " ('Hhd', 14.992),\n", " ('Hhh', 'Hhd'),\n", " ('Hhs', 'Hhd'),\n", " ('INk', 38.07),\n", " ('INke', 'INk'),\n", " ('IN', 38.0676),\n", " ('Ls', 38.0676),\n", " ('Ld', 'Ls'),\n", " ('M1s', 3.9482),\n", " ('M1h', 'M1s'),\n", " ('M1hn', 'M1s'),\n", " ('M2s', 39.667),\n", " ('M2d', 'M2s'),\n", " ('M2h', 'M2d'),\n", " ('Vk', 108.285),\n", " \n", " ('Ra', 0.02301),\n", " ('Rb', 0.02301),\n", " ('Rl', 0.02515),\n", " ('Rm', 0.02095),\n", " ('BLRn', 0.02737),\n", " ('Fb', 0.1535),\n", " ('P', 1.38469),\n", " ('Pbl', 37.06),\n", " ('Rbl', 'Rblbar'),\n", " ('Sk', 133.277),\n", " ('Ske', 'Sk'),\n", " ('UC', 1),\n", " ('YDkr', 108.28),\n", " ('YDkre', 108.28),\n", " ('V', 'Vk*P'),\n", " ('Ve' , 'V'),\n", " ('Vnc', 'V - Hhh'),\n", " ('Vnce', 'Vnc'),\n", " ('omegat', 0.72215)]\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, Baseline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "baseline = create_insout_model()\n", "baseline.set_values(insout_parameters)\n", "baseline.set_values(insout_exogenous)\n", "baseline.set_values(insout_variables)\n", "\n", "# run to convergence\n", "# Give the system more time to reach a steady state\n", "for _ in range(65):\n", " baseline.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, Increase target inventories to sales ratio" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sigma0 = create_insout_model()\n", "sigma0.set_values(insout_parameters)\n", "sigma0.set_values(insout_exogenous)\n", "sigma0.set_values(insout_variables)\n", "\n", "for _ in range(15):\n", " sigma0.solve(iterations=200, threshold=1e-6)\n", "\n", "sigma0.set_values({'sigma0': 0.4})\n", "\n", "for _ in range(50):\n", " sigma0.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1A" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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L445OpO6pUNJ398nu3j+6f7K7d44u2/upu39eMyFKQzBjBrz3Hpx1VtyRSEPUsWPo8GnBgjCWw9//DrvuGqr9P/ww7uhE6g71yCe1YvTocALfwIFxRyIN2Z57hhql998PCf+BB2CPPWDwYHjrrbijE4mfkr7UuO++C5dcDRwIW24ZdzSSBB06wF13wccfw8UXw1NPQdeucPjhMHYsrF8fd4Qi8VDSlxo3dmwYPEVV+1LbdtwxnOH/6adhKN+PPw6X+e22W2j//+abuCMUqV1K+lLj7rsPdtkldKgiEodttoHf/ja0748bF870v+IKaNsWzjkH3nxTvfxJMijpS4365BN4+WUYOhQaaWuTmOXlhS59X3optPEPGRKannr2hG7d4NZb4X//iztKkZqjv2GpUfffHwbVGTIk7khENtW5c+jdb/Hi0P7fokUYBGqnncLIfo88ogF+pOEpt0e+6qQe+ZKluDhUo+66axhZT6SuW7gQ/v3vcNb/4sXQpk04AXXgQOjdG5o2jTtCkZxUvkc+kcqaMiWcODV0aNyRiORmr73g+uth0aKwozpgADz0EBxzTOgI6Mwzwyh/330Xd6QilaMjfakxQ4aEP8gvvwxVpyL10Zo1YQdg7Nhw6d/y5WF7Pu64MOLfscfCttvGHaXIJso80lfSlxqxenUY/GTwYBg5Mu5oRKrHunWhBmvs2HAVwJdfhnNWevYMtQF9+kCvXmoGkNgp6UvtuvfecCnUq6/CAQfEHY1I9SsuhpkzYeJEmDABXnsNNmwIgwEdcUTYAejdG/beW1euSK1T0pfadcghsHRp6Avdytz8RBqOlSth0qSwAzBhQjifBWDrreGgg8J08MFQUADNmsUbqzR4Zf7rNq7NKCQZ3n8fpk2DG25QwpfkaNMm9AFwwgnh8Ycfht9Baho/Psxv2jQk/l69oEeP0DTQsWPoQ0CkpinpS7UbPTpUZ555ZtyRiMRnt93ClOqjYunS0Nw1fTpMnRr6Bvjhh/Bcq1aQn1+yE5CfHwYP2mKLuKKXhkrV+1KtNmwIg5106QLPPht3NCJ117p1ofnrzTdh1qxwO2dOyeWAjRqFfi46dQrTPvuE2z33hObNYw1d6j5V70vtePnl0KnJbbfFHYlI3dakSRj5r2vXkr4sNmyAd9+FuXPDDsE778D8+fD00+E5CE1mbduGHYKOHcNt6v6uu+ryWMlOSV+q1aOPhuFzf/rTuCMRqX/y8kqO7NOtXRvOlZk/P+wMvP8+fPBBuHTw6683fe3220O7drDzzuE2ffrJT8KltKopSC4lfak2GzaEzkv69dPZySLVqWnTUL2/zz6bP7diRdgBSE2ffRaGEn7//VDztmrV5su0bh2S/49/HHoa/PGPw87Ctttmnlq00Em5DYWSvlSb6dPDyUonnhh3JCLJsdVW4WqAgoLMz69cGXYEPvssjCBYepo7N1ximGnnIKVp07Cj0KbN5lPr1uFExFatoGXLzW+bNy+ZmjXb9LGuWKh9SvpSbcaNC2cbH3dc3JGISEoqOXfunP11a9fCsmXwzTebT8uXh52H9OmDD8LtqlVQVFRyzkFF5OWF/4ymTcNt+v2mTcN5D40bh9vSU15eeC51m7qfaWrUaPP7jRqVPZlln1fW/bKWzTZ16gTbbFO577YylPSlWriH9sWjjw5t+iJSvzRtWlLlX1HuYafh22/DDkDqtqgoDE+8Zk3JlP74hx/CtHbt5vfXrg1XOKxfH26//TbcpqYNG8K0fn3Jbep++lRcXHK/Fi9Wy9nTT0P//rX3fkr6Ui1mzw7tiCNGxB2JiNQ2s5Ij9do8aq0o97ATkGlK7RSkHqffTz1X1vOlH2datqz37datdstASV+qxbhxoapqwIC4IxERycyspJo/qTQMhFSLsWPh0ENhu+3ijkRERMqipC9V9u674frhk06KOxIREclGSV+qbNy4cJsaaEREROomJX2psnHjwjXC7drFHYmIiGSjpC9VsngxvPFGxar2e/fuzYQJEzaZd/vtt3PhhRdmXaamB2saNGgQXbt25S9/+csm8++++27+/e9/1+h7p7v++usrtVzfvn1ZsWJF9QZTjry8PPLz8+nWrRs9evTg1VdfrfS6cvmOa2M7EGnIdPa+VMmTT4bbivTCN2jQIB5++GGOOeaYjfMefvhhbr755uoNrgL+97//8eqrr/LJJ59s9tz5559fq7Fcf/31XHnllTm/3t1xd56NYVjD5s2bM2fOHAAmTJjA8OHDeeWVV2o9DhHJjY70pUrGjYO994a99sp9mVNOOYXx48fzQzSY+KJFi/jiiy84+OCDueCCCygoKGCfffZhRBkX/bdq1Wrj/ccff5yh0RBlS5cu5eSTT2bfffdl3333Zfr06Zst+/3333PWWWfRpUsXunfvzqRJkwDo06cPS5YsIT8/n6lTp26yzLXXXsstt9wChCPNyy+/nP3224899thj42v3339/3nnnnY3L9O7dm1mzZvHtt99y9tlns++++9K9e3eeeuopAEaPHs1JJ53EscceS8eOHbnssssAuOKKK1izZg35+fkMHjwYgNtuu43OnTvTuXNnbr/99o1ltvfee3PhhRfSo0cPPvvsMzp06MDX0egrDz74IPvttx/5+fmcd955bNiwgQ0bNjB06FA6d+5Mly5dNqvRqKpVq1ax9dZbA1BUVMSRRx5Jjx496NKly8bPnYr73HPPZZ999qFPnz6sWbNmk/UUFxczZMgQrr766qzv99BDD9GlSxc6d+7M5ZdfvnF+WdtQhw4dGDFixMaYFi5cCMArr7xCfn4++fn5dO/endWrV1dLeYjUSamjhNqYevbs6dJwfP21e16e+5VXVnzZvn37+pNPPunu7jfccINfeuml7u7+zTffuLv7+vXr/bDDDvO5c+e6u/thhx3mM2fOdHf3li1bblzPY4895kOGDHF390GDBvnUqVPd3f2TTz7xvfbaa7P3veWWW3zo0KHu7r5gwQJv166dr1mzxj/++GPfZ599MsY6YsQIv/nmmzfGcfHFF7u7+zPPPONHHnmku7vfdtttfs0117i7+xdffOEdO3Z0d/fhw4f7Aw884O7uy5cv944dO3pRUZHfd999vssuu/iKFSt8zZo1vvPOO/unn3662ecrLCz0zp07e1FRka9evdo7derkb775pn/88cduZj5jxoyNr23fvr0vXbrU58+f7/379/e1a9e6u/sFF1zg999/vxcWFvpRRx218fXLly/f7LM++OCD3q1bt82mk08+OWPZNGrUyLt16+Z77rmnt27d2gsLC93dfd26db5y5Up3d1+6dKnvtttuXlxc7B9//LHn5eX57Nmz3d194MCBG8vnsMMO8xkzZvhpp53mf/zjHzO+X2o7+Pzzz71du3a+ZMkSX7dunR9++OE+btw4dy97G2rfvr3fcccd7u5+1113+TnnnOPu7v379/dp06a5u/vq1at93bp1Gd9bpB4pMw/nfKRvZnlmNtvMxkePbzazhWY2z8zGmdlWNbZnInVSaozvygywk6rih1C1P2jQIAAeffRRevToQffu3XnnnXeYP39+zut88cUX+eUvf0l+fj4DBgxg1apVmx21TZs2jTPOOAOAvfbai/bt2/Pee+9VKPaTohMYevbsyaJFiwD42c9+xmOPPbbxMwwcOBCAiRMncuONN5Kfn0/v3r35/vvv+fTTTwE48sgjadOmDc2aNaNTp04ZmxamTZvGiSeeSMuWLWnVqhUnnXTSxtqF9u3b06tXr82Weemll5g1axb77rsv+fn5vPTSS3z00UfsuuuufPTRR/zqV7/i+eefp3Xr1pstO3jwYObMmbPZ9Pjjj2csi1T1/sKFC3n++ec588wzN/65XHnllXTt2pWjjjqKzz//nK+++gqAXXbZhfz8/M3KEOC8886jc+fOXHXVVVm/g5kzZ9K7d2+23357GjduzODBg5kyZcrG8i9rG8r03R100EFcfPHF3HHHHaxYsYLGjdXqKQ1XRbbui4AFQOqf4gVguLuvN7M/A8OBy8taWBqecePCGfs9e1Z82RNOOIGLL76YN998kzVr1tCjRw8+/vhjbrnlFmbOnMnWW2/N0KFD+f777zdb1tLG+Ex/vri4mBkzZtA8y2DhXg2db2+xxRZAOIlt/fr1AOy0005su+22zJs3j0ceeYR//vOfG9/viSeeYM8999xkHa+//vrG9ZReV67xtmzZMuN8d2fIkCHccMMNmz03d+5cJkyYwF133cWjjz7Kvffeu8nzY8aMyXhuxe67715m4k854IAD+Prrr1m6dCnPPvssS5cuZdasWTRp0oQOHTps/K5Kf+706v0DDzyQSZMmcckll9Asy/jMZZVLedtQpu/uiiuuoF+/fjz77LP06tWLF198kb0q0l4lUo/kdKRvZm2BfsCo1Dx3n+juqX+p14C21R+e1FVFRWE4zhNPrNw4261ataJ3796cffbZG4/yV61aRcuWLWnTpg1fffUVzz33XMZld9hhBxYsWEBxcTHjUp0EENrl77zzzo2PUyeYpTv00EMZM2YMAO+99x6ffvrpZgm5sk477TRuuukmVq5cSZcuXQA45phj+Nvf/rYxSc2ePbvc9TRp0oR169ZtjPfJJ5/ku+++49tvv2XcuHEccsghWZc/8sgjefzxx1myZAkAy5Yt45NPPuHrr7+muLiYk08+meuuu44333xzs2UreqSfbuHChWzYsIFtt92WlStX8qMf/YgmTZowadKkjLUYmZxzzjn07duXgQMHZtwJStl///155ZVX+Prrr9mwYQMPPfQQhx12WM7bULoPP/yQLl26cPnll1NQULCxrV+kIcr1SP924DKgrPHTzgYeqY6ApH54/vkwElZVeuEbNGgQJ5100sZq/m7dutG9e3f22Wcfdt11Vw466KCMy914443079+fdu3a0blzZ4qKigC44447+MUvfkHXrl1Zv349hx56KHffffcmy1544YWcf/75dOnShcaNGzN69OhNjjyr4pRTTuGiiy7id7/73cZ5v/vd7/jNb35D165dcXc6dOjA+PHjs65n2LBhdO3alR49ejBmzBiGDh3KfvvtB8DPf/5zunfvvkmVeGmdOnXij3/8I3369KG4uJgmTZpw11130bx5c8466yyKi4sBMtYEVFTqpEMIR9/3338/eXl5DB48mJ/+9KcUFBSQn59foSPniy++mJUrV3LGGWcwZswYGjXa/Nhkxx135IYbbuDwww/H3enbty/HH388QE7bULrbb7+dSZMmkZeXR6dOnThOY0NLA2blVXeaWX+gr7tfaGa9gUvdvX/a81cBBcBJnmFlZjYMGAaw884798x1j1/qtsGDYeJE+N//kj14hYhIXWNm5xHl3chIdx8JuSX9G4AzgPVAM0Kb/lh3P93MhgDnA0e6+3flBVJQUODqWKP+W7sWtt8eTjkF/vWvuKMREZFSymx0LbdN392Hu3tbd+8AnAa8HCX8Ywkn7g3IJeFLw/Hyy7BqlQbYERGpb6rSOc+dhDb+F8xsjpndXd4C0jD897/QqhUceWTckYiISEVU6IJUd58MTI7u714D8Ug98MorcMghkOWKKhERqYPUDa9UyNdfw/z5IemLiEj9oqQvFTJtWrg99NB44xARkYpT0pcKmToVttgCCgrijkRERCpKSV8qZOpU2H//kPhFRKR+UdKXnBUVwZtvqj1fRKS+UtKXnM2YEUbVU3u+iEj9pKQvOZs6FRo1ggMOiDsSERGpDCV9ydmUKdC9O2xZ1rBLIiJSpynpS05++AFef13t+SIi9ZmSvuRk1iz4/nu154uI1GdK+pKTqVPD7cEHxxuHiIhUnpK+5GTKFNhrrzCkroiI1E9K+lKuDRtg+nS154uI1HdK+lKut9+GlSvVni8iUt8p6Uu5Uu35OtIXEanflPSlXFOmQLt20L593JGIiEhVKOlLVu7hSF9V+yIi9Z+SvmT14Yfwv/+pal9EpCFQ0pes1J4vItJwKOlLVlOmwLbbwt57xx2JiIhUlZK+ZDV1ajjKN4s7EhERqSolfSnTl1+GNn1V7YuINAxK+lImteeLiDQsSvpSpilToGVL6N497khERKQ6KOlLmaZOhQMPhMaN445ERESqg5K+ZLR8Obz1lqr2RUQaEiV9yWj69NAbn5K+iEjDoaQvGU2dCk2awP77xx2JiIhUFyV9yejll6GgAJo3jzsSERGpLkr6spm33oLCQjjllLgjERGR6qSkL5u55x5o2hTOPDPuSEREpDrlnPTNLM/MZpvZ+OjxQDN7x8yKzayg5kKU2rRmDTzwAJx0Emy3XdzRiIhIdarIkf5FwIK0x28DJwFTqjUiidUTT8CKFTBsWNyRiIhIdcsp6ZtZW6AfMCo1z90XuPu7NRWYxGPkSNh9d+jdO+5IRESkuuV6pH87cBlQXNE3MLNhZlZoZoVLly6t6OJSixYuDJfq/fznGlVPRKS+Ss+70bSx7rbcDlbNrD+wxN1nmVnvir65u48ERgIUFBR4RZeX2jNqVOhyd+jQuCMREZHKSs+7peVypH8QMMDMFgEPA0eY2YPVF57UBT/8AKNHw/HHww47xB2NiIjUhHKTvrsPd/e27t4BOA142d1Pr/HIpFY9+SR88w2ce27ckYiISE2p9HX6ZnaimS0GDgCeMbMJ1ReW1LaRI6F9ezj66LgjERGRmlKhQVPdfTIwObo/DhhX/SFJbfvww9Dt7nXXQSN11yQi0mDpL14YNQry8uCss+KOREREapKSfsKtWwf33Qf9+sFOO8UdjYiI1CQl/YR7+mn46iudwCcikgRK+gl3zz3Qti0ce2zckYiISE1T0k+wRYtgwgQ4++zQKY+IiDRsSvoJdu+94fbss+ONQ0REaoeSfkK5h6R/7LHh+nwREWn4lPQT6ttv4fPPNZqeiEiSKOkn1LJl4XbbbeONQ0REao+SfkKlkv4228Qbh4iI1B4l/YRS0hcRSR4l/YRS0hcRSR4l/YRS0hcRSR4l/YRS0hcRSR4l/YRatgyaNYPmzeOOREREaouSfkItW6ajfBGRpFHSTyglfRGR5FHSTyglfRGR5FHSTyglfRGR5FHSTyglfRGR5FHSTyglfRGR5FHST6A1a8KkpC8ikixK+gm0fHm4VdIXEUkWJf0EUm98IiLJpKSfQEr6IiLJpKSfQEr6IiLJpKSfQEr6IiLJpKSfQEr6IiLJpKSfQMuWQePG0KpV3JGIiEhtUtJPoFTHPGZxRyIiIrUp56RvZnlmNtvMxkePtzGzF8zs/eh265oLU6qTeuMTEUmmihzpXwQsSHt8BfCSu3cEXooeSz2gpC8ikkw5JX0zawv0A0alzT4euD+6fz9wQrVGJjVGSV9EJJlyPdK/HbgMKE6bt4O7fwkQ3f6oekOTmqKkLyKSTOUmfTPrDyxx91mVeQMzG2ZmhWZWuHTp0sqsQqqZkr6ISMOVnnejaVjqucY5LH8QMMDM+gLNgNZm9iDwlZnt6O5fmtmOwJJMC7v7SGAkQEFBgVf500iVrFsHq1cr6YuINFTpebe0co/03X24u7d19w7AacDL7n468F9gSPSyIcBT1ROu1CSNsCciklxVuU7/RuBoM3sfODp6LHWceuMTEUmuXKr3N3L3ycDk6P43wJHVH5LUJCV9EZHkUo98CaOkLyKSXEr6CaOkLyKSXEr6CaOkLyKSXEr6CbNsWRhop02buCMREZHapqSfMMuWwdZbQyN98yIiiaO//oRRb3wiIsmlpJ8wSvoiIsmlpJ8wSvoiIsmlpJ8wSvoiIsmlpJ8wSvoiIsmlpJ8gGzbAihVK+iIiSaWknyArV4K7kr6ISFIp6SeIeuMTEUk2Jf0EUdIXEUk2Jf0EUdIXEUk2Jf0EUdIXEUk2Jf0EUdIXEUk2Jf0ESSX9rbeONw4REYmHkn6CLFsGrVtD48ZxRyIiInFQ0k8Q9cYnIpJsSvoJoqQvIpJsSvoJoqQvIpJsSvoJoqQvIpJsSvoJoqQvIpJsSvoJ4a6kLyKSdEr6CbF6dRhaV0lfRCS5lPQTQr3xiYiIkn5CKOmLiIiSfkIo6YuIiJJ+Qijpi4iIkn5CKOmLiEi5Sd/MmpnZG2Y218zeMbPfR/O7mdkMM3vLzJ42s9Y1H65UlkbYExGRXI70fwCOcPduQD5wrJn1AkYBV7h7F2Ac8Nsai1KqbNkyaNECmjWLOxIREYlLuUnfg6LoYZNocmBPYEo0/wXg5BqJUKqFOuYREZGc2vTNLM/M5gBLgBfc/XXgbWBA9JKBQLsylh1mZoVmVrh06dJqCFkqQ0lfRCQZ0vNuNA3b+Jy7V2RFWxGq8n8FrAfuALYF/gv82t23zbZ8QUGBFxYWVuIjSFUdeijk5cGkSXFHIiIiNczKeqJCZ++7+wpgMnCsuy909z7u3hN4CPiwKhFKzdKRvoiI5HL2/vbRET5m1hw4ClhoZj+K5jUCrgbursE4pYqU9EVEJJcj/R2BSWY2D5hJaNMfDwwys/eAhcAXwH01F6ZUhUbYExERgMblvcDd5wHdM8z/K/DXmghKqteaNfDDD0r6IiJJpx75EkC98YmICCjpJ4KSvoiIgJJ+Iijpi4gIKOkngpK+iIiAkn4iKOmLiAgo6SeCkr6IiICSfiIsWwZNm4ZR9kREJLmU9BMg1TGPldkbs4iIJIGSfgKoNz4REQEl/URQ0hcREVDST4Tly5X0RUREST8RdKQvIiKgpJ8ISvoiIgJK+g3e2rVQVKSkLyIiSvoN3vLl4VZJX0RElPQbOPXGJyIiKUr6DZySvoiIpCjpN3BK+iIikqKk38Ap6YuISIqSfgOnpC8iIilK+g3csmWQlwetW8cdiYiIxE1Jv4Fbtgy23loj7ImIiJJ+g6fe+EREJEVJv4FT0hcRkRQl/QZOSV9ERFKU9Bs4JX0REUlR0m/glPRFRCRFSb8B27ABVqxQ0hcRkUBJvwFbsSLcKumLiAhA47gDqIqiIpgzB9wrP0HFnk9/XNb9XF5X+jbbc5Vd/ptvwn0lfRERgRySvpk1A6YAW0Svf9zdR5hZPnA30AxYD1zo7m/UYKybWbgQDjmkNt+x/snLgz32iDsKERGpC3I50v8BOMLdi8ysCTDNzJ4D/gD83t2fM7O+wE1A75oLdXN77AETJ4be5qoyQcWeT39c1v1cXlf6NttzlX1N06bQsmXlyldERBqWcpO+uztQFD1sEk0eTake3dsAX9REgNm0bg1HH13b7yoiIlI/5dSmb2Z5wCxgd+Aud3/dzH4DTDCzWwgnBB5YY1GKiIhIleV09r67b3D3fKAtsJ+ZdQYuAP7P3dsB/wf8K9OyZjbMzArNrHDp0qXVFLaIiIhkkp53o2nYxuc8dbp37isbAXwL/A7Yyt3dzAxY6e5ZB3AtKCjwwsLCSnwEERERyVGZ46qWe6RvZtub2VbR/ebAUcBCQhv+YdHLjgDer3KYIiIiUmNyadPfEbg/atdvBDzq7uPNbAXwVzNrDHwPDMuyDhEREYlZLmfvzwO6Z5g/DehZE0GJiIhI9VM3vCIiIgmhpC8iIpIQSvoiIiIJoaQvIiKSEEr6IiIiCaGkLyIikhBK+iIiIgmhpC8iIpIQSvoiIiIJoaQvIiKSEEr6IiIiCaGkLyIikhBK+iIiIgmhpC8iIpIQSvoiIiIJoaQvIiKSEEr6IiIiCaGkLyIikhBK+iIiIgmhpC8iIpIQSvoiIiIJoaQvIiKSEEr6IiIiCaGkLyIikhBK+iIiIgmhpC8iIpIQSvoiIiIJoaQvIiKSEEr6IiIiCaGkLyIikhBK+iIiIgnRuLwXmFkzYAqwRfT6x919hJk9AuwZvWwrYIW759dQnCIiIlJF5SZ94AfgCHcvMrMmwDQze87dT029wMxuBVbWVJAiIiJSdeUmfXd3oCh62CSaPPW8mRnwM+CImghQREREqkdObfpmlmdmc4AlwAvu/nra04cAX7n7+zUQn4iIiFSTXKr3cfcNQL6ZbQWMM7PO7v529PQg4KGyljWzYcCw6GGRmb1bhXjLsh3wdQ2st6FQ+WSn8slO5ZOdyic7lU92NVE+bwPfpz0e6e4jASzU3ufOzEYA37r7LWbWGPgc6Onui6sr2ooys0J3L4jr/es6lU92Kp/sVD7ZqXyyU/lkV9vlU271vpltHx3hY2bNgaOAhdHTRwEL40z4IiIikptcqvd3BO43szzCTsKj7j4+eu40slTti4iISN2Ry9n784DuZTw3tLoDqqSRcQdQx6l8slP5ZKfyyU7lk53KJ7taLZ8Kt+mLiIhI/aRueEVERBKiXid9MzvWzN41sw/M7Iq444mbmd1rZkvM7O20eduY2Qtm9n50u3WcMcbJzNqZ2SQzW2Bm75jZRdF8lRGhy20ze8PM5kbl8/tovsonTdRvyWwzGx89VvlEzGyRmb1lZnPMrDCap/KJmNlWZva4mS2M/ocOqO3yqbdJPzqx8C7gOKATMMjMOsUbVexGA8eWmncF8JK7dwReih4n1XrgEnffG+gF/CLaZlRGQarL7W5APnCsmfVC5VPaRcCCtMcqn00d7u75aZehqXxK/BV43t33AroRtqNaLZ96m/SB/YAP3P0jd18LPAwcH3NMsXL3KcCyUrOPB+6P7t8PnFCbMdUl7v6lu78Z3V9N+MHthMoICF1uu3umLrdVPhEzawv0A0alzVb5ZKfyAcysNXAo8C8Ad1/r7iuo5fKpz0l/J+CztMeLo3myqR3c/UsISQ/4Uczx1Alm1oFwVcrrqIw2KqPLbZVPiduBy4DitHkqnxIOTDSzWVFvrKDySdkVWArcFzUPjTKzltRy+dTnpG8Z5ulSBCmXmbUCngB+4+6r4o6nLnH3DdEQ2W2B/cysc8wh1Rlm1h9Y4u6z4o6lDjvI3XsQml1/YWaHxh1QHdIY6AH8w927A98SQ1NHfU76i4F2aY/bAl/EFEtd9pWZ7QgQ3S6JOZ5YRcNDPwGMcfex0WyVUSlRteNkwjkiKp/gIGCAmS0iNCceYWYPovLZyN2/iG6XAOMIzbAqn2AxsDhtwLrHCTsBtVo+9TnpzwQ6mtkuZtaU0Dvgf2OOqS76LzAkuj8EeCrGWGIVDQP9L2CBu9+W9pTKiKxdbqt8AHcf7u5t3b0D4f/mZXc/HZUPAGbW0sy2TN0H+hAGflH5AO7+P+AzM9szmnUkMJ9aLp963TmPmfUltLHlAfe6+5/ijSheZvYQ0JswatNXwAjgSeBRYGfgU2Cgu5c+2S8RzOxgYCrwFiVtslcS2vUTX0Zm1pVwIlF6l9t/MLNtUflswsx6A5e6e3+VT2BmuxKO7iFUZf/H3f+k8ilhZvmEk0CbAh8BZxH91qil8qnXSV9ERERyV5+r90VERKQClPRFREQSQklfREQkIZT0RUREEkJJX0REJCGU9EVERBJCSV9ERCQhlPRFREQSos4nfTO71sw+N7M50XSjmZ1vZmfWchy/NLMPzMzNbLu0+WZmd0TPzTOzHhVZPu35p8xsRo6x9DazlWllMsfMjqrEZ+pgZm/n8LorSz1+taLvVRFmtlf0mWab2W6lnns21VVsTTOz/KjXx4ouV2Bmd1TD+5uZvRwNyVllZlaUYV5O20BNi37nl1bTuiabWUFVX1NNsWxvZs/n+Npfm9kCMxuT5TVDzezO6H6VyyyO/9Iy4viJmT0edxxJ0DjuAHL0F3e/pSZWbGZ57r4hh5dOB8YTBiFJdxzQMZr2B/4R3ea6PFES6wEUmdku7v5xDvFMdff+ObyuOlwJXJ964O4H1vD7nQA85e4jSj/h7hVOwlWQDxQAz+a6gJk1dvdCoLAa3r8vMFcjAdZf7r7UzL40s4PcfXo5L78QOC7H33+1cPe7a+u9sokG6jmlquuJfn/rqyGkBqvOH+lnkr6Ha2b7RkfYM8zs5tRRS/oecfR4fNRfNmZWZGZ/MLPXgQPM7HQzeyM6uvynmeWVfk93n+3uizKEczzwbw9eA7ZKjZiU4/IAJwNPE0buOi33ktiUmf3ZzC5Me3ytmV0SHTHebGZvm9lbZnZqhmUzlpeZ3Qg0j8pmTPRcUXSbcb3RcpPN7HEzW2hmY8xss6GQoyPp16Lvb5yZbR0dWf8G+LmZTcqwzCIz2y46Ql1gZveY2TtmNtHMmpvZ3mb2RtrrO5jZvOh+TzN7xcJY3xOsZGSryVHZvWFm75nZIRYGcfoDcGr02U81s23M7Mko3tcs9FWfKueRZjYR+Hf0+cdHz7U0s3vNbKaFmovjo/n7pG1z88ysY4avdDBpg29E7z0r+rzD0uYXmdmfzGxuFNcO0fxdot/FTDO7LsP6U/JKl2O0/G5m9nz0nlPNbK9o/mgLtVuvmtlHZrbxz9rMLou2hbnRtlPmejLoZqFm430zOzdatpWZvWRmb0brTZVfxu+/1LbSyMzuN7M/ZvnsmNmgaN1vm9mf0+b/w8wKo/X/Pm3+IjP7fVpMqXI5zEpq3mZbNPgMYfyLweXEcDdhvPX/mtn/lbWtZVk+02/pR2Y2K3q+m4Vaxp2jxx+aWQvb9L90s99BNL+FmT0arfsRM3vdMtSSmNk10bb2dvR7sGzrLbXsxhonC/9FY6Nt5n0zuyntdcdG5T7XzF6K5pX+/W1vZk9Escw0s4Oi1+0XbbOzo9s9o/kZf4uWQ16ol9y9Tk/AtcDnwJxoOiaad2n0/NvAgdH9G4G3o/tDgTvT1jMe6B3dd+Bn0f29CQm3SfT478CZWeJZBGxXar0Hpz1+CSjIdflo3ovAIcAewLwcyqQ3sDKtTOYAuwHdgVfSXjefMIjDycALhIFUdiAM6rAj0CHH8ioq9f5F0W1Z603F15awYzkjvYzS1jMPOCy6/wfg9rTv/NJs5RfFvh7Ij+Y/Cpwe3Z8D7Brdvxy4GmgCvApsH80/lTBIE4Tal1uj+32BF8sok78BI6L7RwBz0uKdBTRP+37GR/evT4trK+A9oGW0rsHR/KapZUt91k+ALdMebxPdNids99umbc8/je7fBFwd3f8v0bYM/KL09xjNz1aOLwEdo/v7E0aVAxgNPBZ9t52AD6L5x0Vl3KJUvBnXk+F3Pjf6bNsBnwE/IdRGto5esx3wAWDlxD0Z6AU8BFxVxnY0mVCL8xPCdrt99F4vAyeUij8ven3XtG3wV9H9C4FR0f2nCePJA7QCGkf3dwLeyuF3vYjov4Gyt7WhRNskm/4PlvVbegdoDfySMDLpYKA9MCPDOiaT+XdwKfDP6H7nqNw3+49LlVd0/wFKtsmM682wHab/F30EtAGaEX4H7aLv6DNgl1Lfz7Vs+vv7D9H/DeH/b0F0v3Xad3IU8ERaWW/yW6SCeaE+TfWyet/MDohutyL8KabamP8D5FLlvYEwpjqE4Q17AjOjHdPmVGw8482OYAl/wrktHI7Kdgemubub2Xoz6+zu5bWzZqzej/buf0L4gSx390/N7P+Ahzw0Y3xlZq8A+xL+KKri4DLWuwp4w90XRzHNIfyop6XF2QbYyt1fiWbdT0gkFfGxu8+J7s+K3gNCAvgZYSfw1Gjak/CH9UL0PecBX6ata2yG9ZR2MGFHB3d/2cy2jT4HwH/dfU2GZfoQxmBPtb02I/wRzQCuMrO2wFh3fz/Dstu4++q0x782sxOj++0ITUrfAGsJO2mp+I+O7h+UipfwJ7zxKLaUzcrRzFoBBwKPWUklzRZpyzzp7sXA/GgbhvBHep+7fwfg7styWE+6p6IyXGOhlmc/4BngejM7lDAy4k6EHcyMcaet65+EUQLLG3lzX2Cyuy8FsFCbdSjh6PxnFmpUGhN2ZjtR8ptJ315Oiu5PB26L1jE2tf0T/k9+Uk4cpWXb1jZRzm/pVcJ2cChhB/RYwn/W1DLeN9Pv4GDgr1Esb1tUc5bB4WZ2GdAC2Iaww/F0lvVm85K7r4w+33zCjsrWwBSPmj9805Ho0n9/RwGd0ra31lGtSxvg/uhI3gkHApDht2hmVc0LdVZ9SfplyZRwU9azafNFs7T733tJO74B97v78ErGsJjwB5zSFviiAsufStiYP442rtaEKv6rKxnP44S2sR8TmgsgezmlZCuvsmRb7w9p9zdQM9ta6fdIVe8+QkgyYwGPfsRdgHfc/YBy1pUt1mw7eN9mWeZkd3+31PwFFpqX+gETzOzn7v5yqdesN7NG7l5soWnqKOAAd//OzCZT8h2t8+hwJEP8ueyAZirHRsAKd8/PYRlLuy39fuWtJ13pZZ1wZLo90NPd15nZIko+d1nfP4Rkd7iZ3eru32d5z4zbsJntQjjC3dfdl5vZaDb9TWy2vbj7jWb2DOFo9jUzO8rdF0bLZdohzKZKBxNpphJqEdsTmoouj9YzvozXZ/odlPv/YWbNCEfDBe7+mZldSznlVY5M/x+Ztq+U9N9fI8LvZJMyN7O/AZPc/UQz60B0fpW7/6f0b5Gq54U6q1626ae4+3JgtZn1imalt4cvAvIttOu1Ixw1ZPIScIqZ/QjAQlta+wqE8V/gTAt6ASvd/cvyFkozCDjW3Tu4ewfC3mWl2/UpOS/gFMIOAMAUQtt0npltT9jrf6PUcosou7zWmVkTNpfLejOK9uKXp7XvnQG8kmWRnLn7h4Q/it8RdgAA3gW2T6slamJm+5SzqtXAlmmPpxC1zUZJ+Gsv/yS7CcCvzDa2b3aPbncFPnL3OwjbUKY223cJ7bwQjlKWRwl/L0L1dXmmU7ItZW1TLi36XB+b2cAoXjOzbuUsNhE428xaRMtsU8H1HG9mzSyMv96bUB3dBlgSJfzDCckrF/8inID5mJllSzKvA4dZOE8kj/B7fIWw8/0tsDKqyTiuvDc0s93c/S13/zPhRM7UuQt7EJpjMLOdLGqLLkfO21o5v6UpwOnA+1HNzDLCTkl5JxWmm0aoOcPMOgFdMrwmleC/jmp3qnxSXgYzCN/VLlEs25TxuomE5gyi1+VHd9sQmoohNCGkns/0W6xqXqiz6nXSj5wDjLRwuZsR2pIhbNQfA28BtwBvZlrY3ecTjqonRtVWLxCq8jZh4XKaxYQj+XlmNip66llC+9MHwD2ENr7UMs9aqGrPuHy0t7kz8FpaPB8Dq8ws0xUA6Q6xTS/ZOyVa/h1Covo8bedjHKFaci6hzfIyd/9fqfVlK6+RUcylLyXKZb3ZDAFujso9n9AWWV0eIfzZPQrg7msJf0R/NrO5hHb/8q5CmESoJpxj4STFa4GCKN4bo/jLcx2hGnGehROVUifUnQq8baHpYy/g3xmWfYaQ/ACeBxpH730dadtMFhcBvzCzVPKsqMHAOVF5vUM4abVM7v484U+zMPpcqSaNXNfzBuEzvwZc5+GM7jGEMi+M1rMw1+Dd/TbCdvyAmWX8r4t+I8MJ3/Vc4E13f8rd5wKzo3jvJbck+RsLJ7HNJRzZPxfNPzz6XBD+W3I5u/xaKratZfwtecnJw1Oi22mEmpflOcSQ8nfCDvM8Qk3BPEr+Z4neZwXh/+8tQtPIzAqsPydRE8wwYGxUxo+U8dJfE5WdhaaB86P5NwE3mNl0QvNeyma/xVzzQn1kJbWC9ZOZtXL31NnkVwA7uvtFMYclUmUWri74t7sfXe6Lpc4ysynA8VEzwS+BT939v3HHlauoBqSJu39vod+Ml4A9oh1pqWfqe5s+QD8zG074LJ+QVm0jUp+5+5cWLklrnUMzgtRBUbPXbakja3e/s5xF6qIWwKSoic+AC5Tw6696f6QvIiIiuanzbfpWwW4iLXTy8P/SHm/S6Uwl3n9oql2+JpWOu9RztdpFpZmdEJ2wU9HlqtylZ7ZyqC5WS12wRu9Venusli56RUQqo84nfXe/290zneRUlg5AdSaNoVTwGttyzhYuSwfKiNvdv3D3mjgbtiwnEK5JzpmF7i8r+l1l0oHq/f5qXDnfdwfSPo+7F7r7r2s8KBGRDOp80rccuoks5UZKzmz/v2jeTyxzl459LHRT+qaZPRZdapL+3qcQeu0aE62vuWXvavJ6Cx3UXGRldw+cFz2eGT1/Xpa4U3GU20WlmV1Q6rMNtXBdapndSVqG7lvN7EBgAOFM4DkWulDdrIvPMj5z+ndVVheuA6Oymxud4JT1+7NwCdd9Fro7nW3hsq3S28iOZjYlWuZtK+k+NGM3qqWWzbgNWBjYaX70mTcb98E27/qzQ/Q534ym1JUBpT9PbyvpordCXa2KiFRZpm766tJEDt1Elnp9b6IuUD17l47bES5jaRm97nLgmgzrm0xal5Nk72ry72nPldU98DBKukndgnA97y6l4y4VQwdy66Lyg7RlniP0pFVmd5KU3X3raOCUtHWV1cVn6c+c/l2V1YXrW8BO0f2tcvj+LiH08gbhcppPgWallrmEqLtVwqU4W6Z/V2zejepkws5cxm2A0JvYu5Sc85IpzmvZtOvPFqm4CD3lFZbxeTY+poyuVjVp0qSppqb6ePZ+RbtzhMxdOm5FqMKeHh2sNyV0/lCew63sriYfid5jK8ruHrgP0NVKBilpQ0gSFTkbdrPP4+7TLAx+0gt4n9Dt7HRCn+tldSdZVvetG1n53eVudq2sZe96dTow2swepeS7zOZgQnLE3Rea2SdEYxSkvWYmcK+Fs4uf9JKuWbN1owqhg5tM28Aq4HtglIUe1srqvSy9688mwJ0WOgLZEMWYy2fbrKvV1HcrIlLd6mPSr2h3junLpC9nwAvuPijXN7byu5pMdQWZrdtKIwzWMaHUunvnGgdld3H7CKHnrIXAOHd3C9msrO4ks3XfmqtM3c+W2fWqu59voeOhfsAcM8t392+yrL/cLkDdfYqFvtn7ETpiuZnQ/Wi2blRT6864DZjZfoRxGU4j9O51RIa3Tv/s/wd8BXQjfP5sXb+mv/9mHyeH5UREKqXOt+lXQumuU8vyGnCQme0OG4ePzHR0lr6+nLqa9OzdA08ALoiOSjGzPcysZQXizmYs4SS8QZQcgVemO8mNsXglusv1LF2vWuiq9HV3vwb4mk3HLdjkvSPp3ZHuQejBcJN+7KPPs8Td7yF0v9qD3LpRzbgNRN9tG3d/ljDMb362zxtpA3zpoavTMyjp8Svb91qZbn1FRCqtPh7pl2ceYaCSuYS26YzdTbr7UjMbCjxkZqmq56sJQ5+mGw3cbWZrgAMo6WpyEdm7mjwHuMfMviW0IaeqbEcRmiXejI7ClxIS9SZxu/tfcvmwpT7T8qi6v5O7vxHNm29mqe4kGwHrCFX+n2RZ1cNR7L8m7NgMIZRBC8L5BGflEM5g4B/RezeJ1jmXcIJgR8JR7kvRvHSlv7+/R+/9FqH70qHu/kOpZXoDvzWzdUAR4ZyFj80s1Y3qR2ToRjXLNrAaeCqq2THCUXx5/g48Ee3oTKKkFqD055mdtsy1wH0Wuvn8jty69RURqTR1zlNDTN0Di4hIHdMQj/TrCnUPLCIidYqO9EVERBKiIZ7IJyIiIhko6YuIiCSEkr6IiEhCKOmLiIgkhJK+iIhIQijpi4iIJMT/B5s+6ivIix71AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1A Evolution of inventories (and hence bank loans), following an increase\n", " in the target inventories to sales ratio'''\n", "data = [s['IN'] for s in sigma0.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(37, 45)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(15, 42, 'Value of inventories = Bank loans')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1B" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1B Evolution of real output and real consumption, relative to their initial\n", " steady state values, following an increase in the target inventories to sales ratio'''\n", "\n", "ykdata = list()\n", "ckdata = list()\n", "for i in range(10, len(sigma0.solutions)):\n", " ykdata.append(sigma0.solutions[i]['Yk'] / baseline.solutions[i]['Yk'])\n", " ckdata.append(sigma0.solutions[i]['Ck'] / baseline.solutions[i]['Ck'])\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.975, 1.034)\n", "\n", "axes.plot(ykdata, linestyle='-', color='b')\n", "axes.plot(ckdata, linestyle='--', color='g')\n", "\n", "# add labels\n", "plt.text(7, 1.018, 'Real output')\n", "plt.text(30, 0.99, 'Real consumption')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1C" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1C Evolution of household wealth and of its various components, relative\n", " to their initial steady state values, during the first periods that follow an increase\n", " in the target inventories to sales ratio.'''\n", "\n", "vdata = list()\n", "m1hdata = list()\n", "m2hdata = list()\n", "bhhdata = list()\n", "pbldata = list()\n", "hhhdata = list()\n", "for i in range(14, 22):\n", " s1 = sigma0.solutions[i]\n", " s0 = baseline.solutions[i]\n", " \n", " vdata.append( s1['V'] - s0['V'])\n", " m1hdata.append(s1['M1h'] - s0['M1h'])\n", " m2hdata.append(s1['M2h'] - s0['M2h'])\n", " bhhdata.append(s1['Bhh'] - s0['Bhh'])\n", " pbldata.append(s1['Pbl']*s1['BLh'] - s0['Pbl']*s0['BLh'])\n", " hhhdata.append(s1['Hhh'] - s0['Hhh'])\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "\n", "axes.plot(vdata, linestyle='-', color='k')\n", "axes.plot(m1hdata, linestyle='--', color='b')\n", "axes.plot(m2hdata, linestyle='-.', color='g', linewidth=2)\n", "axes.plot(bhhdata, linestyle=':', color='r', linewidth=2)\n", "axes.plot(pbldata, linestyle='-', color='b')\n", "axes.plot(hhhdata, linestyle='--', color='g')\n", "\n", "# add labels\n", "plt.text(2.1, 3, 'Wealth')\n", "plt.text(2.31, 2.2, 'Checking')\n", "plt.text(2.31, 1.9, 'Deposits')\n", "plt.text(3.9, 2.5, 'Time deposits')\n", "plt.text(5.4, 0.4, 'Cash')\n", "plt.text(3.3, 0.6, 'Bills')\n", "plt.text(4.3, -0.5, 'Bonds')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1D" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1D Evolution of the interest rate on term deposits, following an increase in\n", " the target inventories to sales ratio'''\n", "rbdata = [s['Rb'] for s in baseline.solutions[5:]]\n", "rmdata = [s['Rm'] for s in sigma0.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 0.8, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(.02, .0233)\n", "\n", "axes.plot(rbdata, linestyle='-', color='b')\n", "axes.plot(rmdata, linestyle='--', color='g')\n", "\n", "# add labels\n", "plt.text(25, 0.0228, 'Interest rate on bills')\n", "plt.text(25, 0.0218, 'Interest rate on term deposits')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1E" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1E Evolution of the various components of the balance sheet of commercial\n", " banks, relative to their initial steady state values, during the first periods that\n", " follow an increase in the target inventories to sales ratio.'''\n", "\n", "m1data = list()\n", "addata = list()\n", "hbddata = list()\n", "lsdata = list()\n", "bbddata = list()\n", "for i in range(14, 23):\n", " s1 = sigma0.solutions[i]\n", " s0 = baseline.solutions[i]\n", " \n", " m1data.append(s1['M1h'] + s1['M2h'] - (s0['M1h'] + s0['M2h']))\n", " addata.append(s1['Ad'] - s0['Ad'])\n", " hbddata.append(s1['Hbd'] - s0['Hbd'])\n", " lsdata.append(s1['Ls'] - s0['Ls'])\n", " bbddata.append(s1['Bbd'] - s0['Bbd'])\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-0.6, 6)\n", "\n", "axes.plot(m1data, linestyle='-', color='k')\n", "axes.plot(addata, linestyle='--', color='b')\n", "axes.plot(hbddata, linestyle='-.', color='g', linewidth=2)\n", "axes.plot(lsdata, linestyle=':', color='r', linewidth=2)\n", "axes.plot(bbddata, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(3.9, 2.5, 'All money deposits')\n", "plt.text(5, 1, 'Central bank advances')\n", "plt.text(2.8, 0.4, 'Reserves')\n", "plt.text(2.8, 3.4, 'Loans')\n", "plt.text(5, -0.1, 'Bills')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1F" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using an initial value of .2525 for Rl really smooths the curve out below. This will make\n", "it look more like the figure in the book." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1F Evolution of the net bank liquidity ratio, relative to its target range,\n", " following an increase in the target inventories to sales ratio'''\n", "topdata = [s['top'] for s in sigma0.solutions[5:]]\n", "blrndata = [s['BLRn'] for s in sigma0.solutions[5:]]\n", "botdata = [s['bot'] for s in sigma0.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-.02, .05)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(blrndata, linestyle='-', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(18, 0.005, 'Net bank liquidity ratio')\n", "plt.text(42, 0.042, 'top of range')\n", "plt.text(41, 0.017, 'bottom of range')\n", "plt.text(13, 0.037, 'Net and actual')\n", "plt.text(13, 0.034, 'liquidity ratios')\n", "plt.text(13, 0.031, 'are the same within')\n", "plt.text(13, 0.028, 'the range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1G" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using an initial value of .2525 for Rl really smooths the curve out below. This will make\n", "it look more like the figure in the book." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1G Evolution of the bank profitability margin, relative to its target range,\n", " following an increase in the target inventories to sales ratio'''\n", "topdata = [s['toppm'] for s in sigma0.solutions[5:]]\n", "bpmdata = [s['BPM'] for s in sigma0.solutions[5:]]\n", "botdata = [s['botpm'] for s in sigma0.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.0015, .0055)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(bpmdata, linestyle='-', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(18, 0.004, 'Bank profitability margin')\n", "plt.text(3, 0.0051, 'top of range')\n", "plt.text(3, 0.0018, 'bottom of range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1H" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1H Evolution of the government budget balance, relative to its initial steady\n", " state value, following an increase in the target inventories to sales ratio'''\n", "\n", "data = list()\n", "for i in range(5, len(sigma0.solutions)):\n", " s1 = sigma0.solutions[i]\n", " s0 = baseline.solutions[i]\n", " \n", " data.append(s0['PSBR'] - s1['PSBR'])\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-0.1, 0.4)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", " \n", "# add labels\n", "plt.text(26, 0.23, 'Government budget balance')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.1I" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.1I Evolution of the stock of Treasury bills held by the central bank, following\n", " an increase in the target inventories to sales ratio'''\n", "bcbdata = [s['Bcb'] for s in sigma0.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(17.9, 20.6)\n", "\n", "axes.plot(bcbdata, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(20, 19.6, 'Bills held by the central bank')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, Increase in real government expenditures" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "gk = create_insout_model()\n", "gk.set_values(insout_parameters)\n", "gk.set_values(insout_exogenous)\n", "gk.set_values(insout_variables)\n", "\n", "for _ in range(15):\n", " gk.solve(iterations=200, threshold=1e-6)\n", "\n", "gk.set_values({'Gk': 30})\n", "\n", "for _ in range(50):\n", " gk.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2A" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2A Evolution of household real wealth, real disposable income and\n", " real consumption, following a one-step permanent increase in real government\n", " expenditures.'''\n", "vkdata = [s['Vk'] for s in gk.solutions[5:]]\n", "ydkrdata = [s['YDkr'] for s in gk.solutions[5:]]\n", "ckdata = [s['Ck'] for s in gk.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(105, 140)\n", "\n", "axes.plot(vkdata, linestyle='-', color='b')\n", "axes.plot(ydkrdata, linestyle='--', linewidth=2, color='g')\n", "axes.plot(ckdata, linestyle=':', linewidth=2, color='r')\n", "\n", "# add labels\n", "plt.text(33, 132, 'Real wealth')\n", "plt.text(15, 112, 'Real consumption')\n", "plt.text(32, 121, 'Real disposable income')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2B" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2B Evolution of the public sector borrowing requirement, deflated by the\n", " price level, following a one-step permanent increase in real government expenditures.'''\n", "\n", "data = list()\n", "for i in range(5, len(gk.solutions)):\n", " s2 = gk.solutions[i]\n", " s0 = baseline.solutions[i]\n", " \n", " data.append((s2['PSBR']/s2['P']) - (s0['PSBR']/s0['P']))\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-0.1, 4.5)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(18, 3, 'Public sector borrowing requirement')\n", "plt.text(18, 2.8, 'deflated by the price level')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2C" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2C Evolution of the price inflation rate, following a one-step permanent\n", " increase in real government expenditures.'''\n", "\n", "data = list()\n", "for i in range(5, len(gk.solutions)):\n", " s2 = gk.solutions[i]\n", " s0 = baseline.solutions[i]\n", " \n", " data.append(s2['PI']- s0['PI'])\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-0.001, 0.02)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(20, 0.01, 'Inflation rate')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2D" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2D Evolution of the real government budget balance, taking into account\n", " the capital gains due to the erosion of the public debt by price inflation, following\n", " a one-step permanent increase in real government expenditures.'''\n", "\n", "data = list()\n", "for i in range(5, len(gk.solutions)):\n", " s2 = gk.solutions[i]\n", " s2_1 = gk.solutions[i-1]\n", " s0 = baseline.solutions[i]\n", " s0_1 = baseline.solutions[i-1]\n", " \n", " data.append((-s2['PSBR'] + (s2['P'] - s2_1['P'])*(s2_1['Bs']+s2_1['BLs']*s2_1['Pbl'])/s2['P']) -\n", " (-s0['PSBR'] + (s0['P'] - s0_1['P'])*(s0_1['Bs']+s0_1['BLs']*s0_1['Pbl'])/s0['P']))\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-6, 2)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(20, -1.2, 'Real government budget balance')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2E" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2E Evolution of the debut to GDP ratio, following a one-step permanent\n", " increase in real government expenditures.'''\n", "\n", "data = [(s['Bs']+s['BLs']*s['Pbl'])/s['Y'] for s in gk.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(.58, .7)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(30, 0.66, 'Debt to GDP ratio')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2F" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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ASnf/0cwM+D/ga3d/qNAybwJHAZhZc6Aq8Ou274qIiIjsSMVennD3XDO7CvgASAOec/fZZnZZWP408B5wIrAAWAtcEC7eETgPmGVmM8J5t7r7e8BzwHNm9hWwEehd+NKEiIiI7DxsV/qczsrK8ilTpqQ6DBERkfIs3n2KgHqEFBERkYiUNIiIiEgkShpEREQkEiUNIiIiEomSBhEREYlESYOIiIhEoqRBREREIlHSICIiIpEoaRAREZFIlDSIiIhIJEoaREREJBIlDSIiIhKJkgYRERGJREmDiIiIRKKkQURERCJR0iAiIiKRKGkQERGRSJQ0iIiISCRKGkRERCQSJQ0iIiISSeVUB5Byw4bBU08VnT98OOy1FwwZAs8/X7T83Xdht93gySeDuoWNHRv8//e/4Z13CpbVqAHvvRdM/+MfMGZMwfI994QRI4LpW2+Fzz8vWN6wIbz4YjDdrx98+WXB8ubN4ZlngulLL4V58wqWH3ooDBwYTJ93HixdWrC8Qwf417+C6TPOgBUrCpYffTTcdlswfeKJsG5dwfJu3eDvfw+mc3IoomdPuOKKovNFysKZZ8Ly5QXndekCd9wRTHfrBmvWFCw/4QS48cZg+uijYcuWguWnnw5XXQUbNsDxxxfd5l//ChddBL//Dj16FC3v2xd69YIffgjqFnbNNdC9OyxYAJdcUrT8llvguONg1iy4+uqi5ffcA506waRJcPPNRcsffBDatg3et+6+u2j5E09AixbB+9YDDxQtHzwYmjQJ3reeeKJo+dChsPfewfvWc88VLX/7bahVK3jfeu21ouX//S+kpQXvW2+9VbCsalX44INg+l//gg8/LFherx6MHBlM33YbfPppwfL99oOXXw6m//53mDatYHmzZjBoUDB9xRXw9dcFy1u1gsceC6b79IFFiwqWt2sHAwYE06V97KXgvVRJg3vRN4DSLN+ypWh57OPiyuOtvyTl8dbvvn3lJYk/XtvErl+krG3Lay72mC2uvLhjflvKk207dvntLd/W7W9vedT4dvT7ZZTndke+n5b02EvBe6n5LvQGnpWV5VOmTEl1GLK9Vq6E2bMhMzM46yJSFpYtgz//DM7EVdKVWZEkLFGBXjlS9v77X+jYEebOTXUkUpEMGgSHHAKbNqU6EpFdlpIGKXuNGgX/lyxJbRxSsSxZElxXr1Yt1ZGI7LKUNEjZU9IgqbBkCey/f6qjENmlKWmQsrfPPlClCixenOpIpCJZsmRrwioi20RJg5S9SpWgQQOdaZCypaRBZLvpJ5eSGk8/HZxxECkL7kF/K7o8IbJdlDRIanTtmuoIpCIxg9NOS3UUIrs8XZ6Q1Fi4MOglLllHMCKlZcmSoKfAtWtTHYnILk1Jg6TGu+/C2WfDzz+nOhKpCN57L+hmuXCX6CJSIkoaJDX0s0spS0uWBDfg7rtvqiMR2aUpaZDUyLshTUmDlIUlS4Jf7FTWbVwi20NJg6SGzjRIWSrBzy1r1apVbJ2BAweydgffH/Hmm28yZ86c7VrHjBkzeC9vRN0y0qdPH0bkjdIr5Y6SBkmNPfYIBqtS0iBloZT7aNiWpGHz5s0lqh81acjNzU1YloqkQco3JQ2SGmbw0Udw/fWpjkQqgqFD4bbbSrTIuHHj6NKlC2eccQYHH3ww5557Lu7Oo48+yrJly8jJySEnJweA0aNH06FDB9q0aUPPnj1ZvXo1AE2aNOHuu++mU6dODB8+PGG9m2++mRYtWpCens7111/PZ599xqhRo7jhhhvIyMjg22+/LRBbnz59uO6668jJyeGmm27iiy++4PDDDyczM5PDDz+cuXPnsnHjRm6//XaGDh1KRkYGQ4cOZc2aNVx44YUcdthhZGZm8tZbbxXZb3fnhhtuoFWrVrRu3ZqhQ4cmbY9kxowZQ2ZmJq1bt+bCCy9kw4YNANx9990cdthhtGrVir59++avp0uXLtx00020a9eO5s2b88knnwAwe/Zs2rVrR0ZGBunp6cyfP79Ez6WUInffZf7atm3rIiI7Us2aNd3dfezYsV6nTh1fsmSJb9682bOzs/2TTz5xd/fGjRv78uXL3d19+fLlfsQRR/jq1avd3f2+++7zu+66K7/egAEDktZbsWKFN2/e3Lds2eLu7r///ru7u/fu3duHDx8eN8bevXv7SSed5Lm5ue7uvnLlSt+0aZO7u3/44Yfeo0cPd3cfPHiwX3nllfnL3XLLLf7iiy/mb+fAAw/MjyfPiBEj/JhjjvHc3Fz/6aefvFGjRr5s2bKk7VE4tuHDh/u6deu8YcOGPnfuXHd3P++88/zhhx92d/cVK1bk1//rX//qo0aNcnf3zp07+3XXXefu7u+++64fffTR7u5+1VVX+UsvveTu7hs2bPC1a9fGbRcpNQk/h3WmQVLniy/gqadSHYWUdz/8AM89B7/8UuJF27VrR8OGDalUqRIZGRksXLiwSJ2JEycyZ84cOnbsSEZGBs8//zyLFi3KLz/rrLOS1qtTpw7Vq1fn4osv5o033mC33XaLFFvPnj1JS0sDYOXKlfTs2ZNWrVpx7bXXMnv27LjLjB49mvvuu4+MjAy6dOnC+vXrWVxoDJgJEybQq1cv0tLS2GeffejcuTOTJ0+O3B555s6dS9OmTWnevDkAvXv3Zvz48QCMHTuW9u3b07p1az766KMC8fbo0QOAtm3b5q+/Q4cO/Otf/2LAgAEsWrSIGjVqRGojKX26lVhS55134B//gIsvDgawEtkRJk+Giy4K/u+9d4kWrRYzjHZaWlrc+wfcnWOPPZZXX3017jpq1qxZbL0vvviCMWPG8Nprr/H444/z0UcfFRtb3noB+vfvT05ODiNHjmThwoV06dIl7jLuzuuvv85BBx2UcL2e5JJDlPYobj3r16/niiuuYMqUKTRq1Ig777yT9evXF9lG7PrPOecc2rdvz7vvvkvXrl0ZNGgQRx11VMJty46jMw2SOo0aBWMCLFuW6kikPMu72bYUb4SsXbs2q1atAiA7O5tPP/2UBQsWALB27VrmzZtXZJlE9VavXs3KlSs58cQTGThwIDNmzCiyjeKsXLmSBg0aADBkyJC4cQJ07dqVxx57LP8Dffr06UXWdeSRRzJ06FA2b97M8uXLGT9+PO3atYsUR6yDDz6YhQsX5u/viy++SOfOnfMThL322ovVq1dH+qXFd999xwEHHMDVV1/NKaecwsyZM0scj5QOJQ2SOuqrQcrCkiVQtSrUr19qq+zbty8nnHACOTk51K9fnyFDhtCrVy/S09PJzs7mm2++KbJMonqrVq2iW7dupKen07lzZx5++GEAzj77bB544AEyMzOL3AhZ2I033sgtt9xCx44dC/xKIycnhzlz5uTfCNm/f382bdpEeno6rVq1on///kXWddppp5Gens6hhx7KUUcdxf33389f/vKXErdR9erVGTx4MD179qR169ZUqlSJyy67jHr16nHJJZfQunVrunfvzmGHHVbsuoYOHUqrVq3IyMjgm2++4fzzzy9xPFI6LNmpqJ1NVlaWT5kyJdVhSGmZMwdatoRXXoFevVIdjZRXvXoF988U88ErIvksUYHONEjqqIMnKQul3EeDSEWmGyEldWrXDr79hddiRXaIN96ANWtSHYVIuaCkQVLrgANSHYGUdyX8xYSIJKbLE5Jab7wBDzyQ6iikvFqxAu66C+LcmCgiJaekQVLrgw/g/vtTHYWUV/Pnw5136iZIkVKipEFSq1Ej+PVXWLcu1ZFIebQD+mgQqciUNEhq5b2ZL12a2jikfFLSIFKqlDRIaulnl7IjLVkCNWtCvXqpjkSkXFDSIKmVlzT8/HNq45Dy6YcfgmPMEvZVIyIloJ9cSmo1axbcz1C9eqojkfLotdfgzz9THYVIuaEzDZJalSopYZAdp1IlXZoQKUWRkgYzO97M5prZAjO7OU65mdmjYflMM2sTzm9kZmPN7Gszm21m18RZ9nozczPba/t3R3ZJDz8M//xnqqOQ8mbjRrjkEvj441RHIlJuFJs0mFka8ARwAtAC6GVmLQpVOwE4MPzrCzwVzs8F/u7uhwDZwJWxy5pZI+BYYPF27ofsyj7+ODiNLFKafvgBBg1SHw0ipSjKmYZ2wAJ3/87dNwKvAacWqnMq8IIHJgL1zGxfd//R3acBuPsq4GsgdqCBh4EbgV1nqE0pfY0a6dcTUvr0c0uRUhclaWgAxL6jL6XgB3+kOmbWBMgEJoWPTwF+cPcvk23czPqa2RQzm7J8+fII4coup1EjWLkSVq1KdSRSnihpENkmsZ+74V/fvLIov56I91ulwmcGktYxs1rA60A/d//TzHYD/gc4rriNu/uzwLMAWVlZOiNRHsX21dCi8JUvkW2kpEFkm8R+7hYW5UzDUiD2VdcQWBa1jplVIUgYXnb3N8LyZkBT4EszWxjWn2Zmf4kQj5Q3++8fjET4+++pjkTKk9Wr4S9/CTp3EpFSYe7Jv7ybWWVgHnA08AMwGTjH3WfH1DkJuAo4EWgPPOru7czMgOeB39y9X5JtLASy3P3XZLFkZWX5lClTIuyWiAjgro6dREou4Yum2MsT7p5rZlcBHwBpwHPuPtvMLgvLnwbeI0gYFgBrgQvCxTsC5wGzzGxGOO9Wd39vG3dERCQ6JQwiparYMw07E51pKMcuvxwaNIDbbkt1JFJe9OwJ3bvDueemOhKRXU3CbFs9QsrOYcYMGDcu1VFIebF2LYwYAYsWpToSkXJFSYPsHNRXg5Qm/XJCZIdQ0iA7h7ykYRe6XCY7MSUNIjuEkgbZOTRqFIx2+dtvqY5EyoO8pGH//VMbh0g5o6RBdg7Nm0ObNhrGWEqHGTRtGtxcKyKlRr+eEBERkVj69YSIiIhsHyUNsnNwh06dYMCAVEci5UH37nDPPamOQqTcUdIgOwcz+OEHmDUr1ZFIefDRR/Br0l7pRWQbKGmQnYf6apDSkDfMun5uKVLqlDTIzqNRI1i8ONVRyK4u7xhS0iBS6pQ0yM6jUaPgEsWWLamORHZl6thJZIdR0iA7j6wsOPHEYNwAkW1VvToccQQ0aZLqSETKHfXTICIiIrHUT4OIiIhsHyUNsvP480/Ybz949NFURyK7slNPhb/+NdVRiJRLShpk51G7NvzxByxalOpIZFc2Zw7k5qY6CpFySUmD7DzM1FeDbB93WLpUv5wQ2UGUNMjORUmDbI9ff4X165U0iOwgShpk56IOnmR7qI8GkR2qcqoDECnguOOgbl3YvBmGDClanp4Ohx0GGzbASy8VLW/bFjIyYPVqGDq0aHl2NrRsCb//Dm+8UbT8iCOgeXP45Rd4++2i5UcdBU2bBp1Qvf9+0fKuXaFhQ1i4EMaMKVrerRvssw/Mnw/jxxct794d9twzuC7/+edFy3v2hDp14MsvId7Pj885B2rUCMq+/LJoee/eULlysO45cwqWmcGFFwbT48cHMcaqWhXOOy+YHjMm2MdYNWvC2WcH0++/H7RRrHr14PTTg+m33w7aOFb9+nDKKcH0yJHw228Fy/fbD044IZgeNizoKjpW48ZBnXPOgUMOKbrvIrL93H2X+Wvbtq1LBbFxo3twhbrg3003BeW//Ra//B//CMoXLYpfPnBgUP7VV/HL/+//gvLPP49fPmxYUD56dPzy//wnKH/jjfjlEyYE5c8/H798xoyg/PHH45d/+21Qfu+98ct/+SUov/XW+OXr1gXlV19dtKxy5a3tf8EFRcvr1dtafsYZRcsbNdpa3rVr0fIWLbaWH3540fL27beWp6cXLT/mmK3lTZsWLe/ePdqxJSLFSfg5rM6dZOfk4Q1thdWuHXxj3bKl6DdZCM5S1KkT3D3/449Fy+vVC9axaRP89FPR8t13h1q1gjMZhb8JQ3AWYLfdguvmy5cXLd9rr+Cb/tq1sGJF0fK994Zq1WDNmqLfpCE4C1G1avAt+o8/ipbvu29wpuDPP4OBmQrbbz9ISwuWLfxNHIKzIGbBmZbVq4uW553W/+23IMZYZsHyENw7sG5dwfK0tGD7ELTN+vUFyytXDuIH+Pln2LixYHnVqsH+Q/DcbNpUsLxataD9AJYtC85GxapRI2h/EdleCTt3UtIgIiIisdQjpIiIiGwfJQ3AnXcGZ17NgunC/v73reX//nfR8r59t5Y/+2zR8nPO2Vr+yitFy08+eWt5vHvvunTZWj5uXNHytm23lk+dWrS8efOt5fPmFS3fb7+t5cuWFS2vXXtrebwz3nllFic3XbVqa1nt2kXLly3bWp53ZjvWvHlby5s3L1o+derW8rZti5aPG7e1vEuXouVvv721/OSTi5a/8srW8nPOKVr+7LNby/v2LVr+739vLf/734uW69jTsadjT8deYSU59uI9dzuSkgYRERGJREmDiIiIRKIbIUVERCSWboQUERGR7aOkQURERCJR0iAiIiKRKGkQERGRSJQ0iIiISCRKGkRERCQSJQ0iUuH885//pGXLlqSnp5ORkcGkSZMAaNKkCb/++us2r3fGjBm89957CcsHDhzI2rVrt3n9JXH44YcXW6cs4nnzzTeZU3gY9hIqrl0T+fHHH+nWrdt2bTtPomPj6aef5oUXXgCgT58+jBgxAoAuXbqQrIuA66+/no8++qhUYitLShpEpEL5/PPPeeedd5g2bRozZ87kv//9L43yRvfcDrm5uTskadhceDTPiD777LNi65RFPFGThtzc3IRl25o0PPTQQ1xyySUlXq4kLrvsMs4///wSL/e3v/2N++67bwdEtGMpaRCRCuXHH39kr732olq1agDstdde7BczAMBjjz1GmzZtaN26Nd988w0Av/32G927dyc9PZ3s7GxmzpwJwJ133knfvn057rjjOP/887n99tsZOnQoGRkZDB06tMB2H330UZYtW0ZOTg45OTkAjB49mg4dOtCmTRt69uzJ6nC48iZNmnD33XfTqVMnhg8fTpMmTbj11lvp0KEDWVlZTJs2ja5du9KsWTOefvrpuPtZq1YtAMaNG0eXLl0444wzOPjggzn33HNx9+2KJ1G9m2++mRYtWpCens7111/PZ599xqhRo7jhhhvIyMjg22+/LRBjnz59uO6668jJyeGmm27iiy++4PDDDyczM5PDDz+cuXPnsnHjxiLtumbNGi688EIOO+wwMjMzeeutt+K2weuvv87xxx8PwPr167ngggto3bo1mZmZjB07FoAhQ4bQo0cPjj/+eA488EBuvPHGhMfOAw88QLt27WjXrh0LFizIPwYefPDBhMts3ryZPn360KpVK1q3bs3DDz8MQOPGjVmxYgU//fRTwmV3Su6+y/y1bdvWRUS2x6pVq/zQQw/1Aw880C+//HIfN25cflnjxo390UcfdXf3J554wi+66CJ3d7/qqqv8zjvvdHf3MWPG+KGHHuru7nfccYe3adPG165d6+7ugwcP9iuvvDLhths3buzLly93d/fly5f7EUcc4atXr3Z39/vuu8/vuuuu/HoDBgwosNyTTz7p7u79+vXz1q1b+59//um//PKL169fP+62atas6e7uY8eO9Tp16viSJUt88+bNnp2d7Z988sk2x5Oo3ooVK7x58+a+ZcsWd3f//fff3d29d+/ePnz48Lgx9u7d20866STPzc11d/eVK1f6pk2b3N39ww8/9B49esRt11tuucVffPHF/O0ceOCB+fHk+e6777xNmzb5jx988EHv06ePu7t//fXX3qhRI1+3bp0PHjzYmzZt6n/88YevW7fO999/f1+8eHGRWBs3buz/+Mc/3N39+eef95NOOsndg2PggQceKLKvnTt39smTJ/uUKVP8mGOOyV9PXru4u1988cU+YsSIuG2TYgk/hyunOmkRESlLtWrVYurUqXzyySeMHTuWs846i/vuu48+ffoA0KNHDwDatm3LG2+8AcCECRN4/fXXATjqqKNYsWIFK1euBOCUU06hRo0aJY5j4sSJzJkzh44dOwKwceNGOnTokF9+1llnFah/yimnANC6dWtWr15N7dq1qV27NtWrV+ePP/6gXr16CbfVrl07GjZsCEBGRgYLFy6kU6dO2xRPonp16tShevXqXHzxxZx00kmR7yXo2bMnaWlpAKxcuZLevXszf/58zIxNmzbFXWb06NGMGjUq/xv++vXrWbx4MYccckh+nR9//JH69evnP54wYQJ/+9vfADj44INp3Lgx88LhL48++mjq1q0LQIsWLVi0aFHcS1a9evXK/3/ttddG2r8DDjiA7777jr/97W+cdNJJHHfccflle++9N8viDbG5E1PSICIVTlpaGl26dKFLly60bt2a559/Pj9pyLtskZaWln+d3eOM0WPhmMg1a9ZMuJ2uXbvy888/k5WVxaBBgwqUuTvHHnssr776atxlC683L65KlSrlT+c9TnY/QOyyUHC/tiWeZPW++OILxowZw2uvvcbjjz8e6Ua/2P3s378/OTk5jBw5koULF9Il3pjiYQyvv/46Bx10UML11qhRg/Xr1xdYJpEo7QNbn/PC08nsvvvufPnll3zwwQc88cQTDBs2jOeeew4Ikp1tSThTSfc0iEiFMnfuXObPn5//eMaMGTRu3DjpMkceeSQvv/wyENwjsNdee1GnTp0i9WrXrs2qVavyH3/wwQfMmDEjP2GILc/OzubTTz/Nvza+du3a/G++ZWVb4klUb/Xq1axcuZITTzyRgQMHMmPGjCLbKM7KlStp0KABENxrEC9OCJKxxx57LD8RmD59epF1NW/enIULF+Y/jn0O582bx+LFi5MmHfHk3acydOjQAmdhkvn111/ZsmULp59+Ovfccw/Tpk3LL5s3bx6tWrUqUQyppqRBRCqU1atX07t37/wb9ubMmcOdd96ZdJk777yTKVOmkJ6ezs0338zzzz8ft15OTg5z5syJeyMkQN++fTnhhBPIycmhfv36DBkyhF69euXfYJl342VZ2ZZ4EtVbtWoV3bp1Iz09nc6dO+ff8Hf22WfzwAMPkJmZWeRGyMJuvPFGbrnlFjp27FjgVxqF27V///5s2rSJ9PR0WrVqRf/+/Yusq2bNmjRr1iw/ubniiivYvHkzrVu35qyzzmLIkCEFzjBEsWHDBtq3b88jjzySv3/F+eGHH+jSpQsZGRn06dOHe++9F4BNmzaxYMECsrKyShRDqmlobBERKZdGjhzJ1KlT+cc//pHqUIoYOXIk06ZN45577kl1KPEkvPaiexpERKRcOu2001ixYkWqw4grNzeXv//976kOo8R0pkFERERiJTzToHsaREREJBIlDSIiIhKJkgYRERGJREmDiIiIRKKkQURERCJR0iAiIiKRKGkQERGRSJQ0iIiISCSRkgYzO97M5prZAjO7OU65mdmjYflMM2sTzm9kZmPN7Gszm21m18Qs84CZfRPWH2lm9Uptr0RERKTUFZs0mFka8ARwAtAC6GVmLQpVOwE4MPzrCzwVzs8F/u7uhwDZwJUxy34ItHL3dGAecMt27ouIiIjsQFHONLQDFrj7d+6+EXgNOLVQnVOBFzwwEahnZvu6+4/uPg3A3VcBXwMNwsej3T1v0PKJQMNS2B8RERHZQaIkDQ2AJTGPl4bzSlTHzJoAmcCkONu4EPhPvI2bWV8zm2JmU5YvXx4hXBEREdlWsZ+74V/fvLIoo1zGG7ii8ChXSeuYWS3gdaCfu/9ZKLj/IbiM8XK8jbv7s8CzEAxYFSFeERER2Uaxn7uFRUkalgKNYh43BJZFrWNmVQgShpfd/Y3YhcysN9ANONp3peE2RUREKqAolycmAweaWVMzqwqcDYwqVGcUcH74K4psYKW7/2hmBvwf8LW7PxS7gJkdD9wEnOLua7d7T0RERGSHKvZMg7vnmtlVwAdAGvCcu882s8vC8qeB94ATgQXAWuCCcPGOwHnALDObEc671d3fAx4HqgEfBrkFE939stLaMRERESldtitdFcjKyvIpU6akOgwREZHyLN59ioB6hBQREZGIlDSIiIhIJEoaREREJBIlDSIiIhKJkgYRERGJREmDiIiIRKKkQURERCJR0iAiIiKRKGkQERGRSJQ0iIiISCRKGkRERCQSJQ0iIiISiZIGERERiURJg4iIiESipEFEREQiUdIgIiIikShpEBERkUiUNIiIiEgkShpEREQkEiUNIiIiEomSBhEREYlESYOIiIhEoqRBREREIlHSICIiIpEoaRAREZFIlDSIiIhIJEoaREREJJLKqQ4gleavmM9V/7kq1WHssipXqsyNh99I5yadUx2KiIiUgQqdNGz2zfy54c9Uh7HLWvTHIk4behrTL51O43qNUx2OiIjsYObuqY4hsqysLJ8yZUqqw5DQt799S5tn23DIXocw/oLxVE2rmuqQRERk+1miggp9pkG2T7M9mvHcKc9xxvAzuOnDm3j4+IdTHZJIQrN/mc2rX73K2k1rUx2KSKm5KPMiWu7dssy2p6RBtsvpLU7nmvbXMHDSQI5ofAQ9DumR6pBE8m3xLXyw4AMenvgwH373IWmWxm5Vdkt1WCKl5tgDji3TpEGXJ2S7bdy8kSMGH8E3v37DtL7TaLZHs1SHJBXc2k1reeHLF3hk0iN88+s37FtrX65qdxWXtr2UPXfbM9XhiezsEl6eUNIgpWLRH4vIfCaTJvWa8NlFn1G9cvVUhyTl1Fe/fMWkpZMSls9bMY9B0wfx27rfaLtvW67NvpaeLXvqnhuR6HRPg+xYjes15oXTXuDkV0/m2vev5aluT6U6JClHtvgW/jP/PwycNJD/fvffpHUrWSW6H9ydfu370Wn/TpglfP8TkRJS0iClplvzbtzU8SYGfDqAIxofwTmtz0l1SLKLW7NxTf5lhrkr5tKgdgPuPfpeerZIfOagZtWa7FFjjzKOdPvUqlWL1atXJ60zcOBA+vbty2677bh7Mt58802aN29OixYttnkdM2bMYNmyZZx44omlGFl0CxcupFu3bnz11Vc7fFu33347Rx55JMccc0yZPD87A12ekFKVuyWXo54/imk/TmNK3ykcvNfBqQ5JdkFLVi7hiclP8OzUZ/l9/e9k7ZcVXGZo0ZMqaVVSHV6pi5I0NGnShClTprDXXntFXu/mzZtJS0uLXL9Pnz5069aNM844I2m93NxcKleO/51zyJAhTJkyhccffzzydktTWSYNsbbl+dmJJTw9p26kpVRVrlSZV09/ld2q7MYZw87Qz9ukRCYtnUSv13vR9JGmPPDZAxzV9CgmXDCBLy7+gnNan1MuE4ZY48aNo0uXLpxxxhkcfPDBnHvuubg7jz76KMuWLSMnJ4ecnBwARo8eTYcOHWjTpg09e/bMTzqaNGnC3XffTadOnRg+fHjCejfffDMtWrQgPT2d66+/ns8++4xRo0Zxww03kJGRwbffflsgtj59+nDdddeRk5PDTTfdxBdffMHhhx9OZmYmhx9+OHPnzmXjxo3cfvvtDB06lIyMDIYOHcqaNWu48MILOeyww8jMzOStt94qst/uzg033ECrVq1o3bo1Q4cOTdoehU2dOpVDDz2UDh068MQTT+TP37x5MzfccAOHHXYY6enpPPPMM/nrPfLIIznttNNo0aIFl112GVu2bAHg1VdfpXXr1rRq1Yqbbropfz19+vTJj+/hhx/Ob5MRI0YUeX4S1S8X3H2X+Wvbtq3LrmH0gtFud5r3ebNPqkORndymzZt82FfDvMOgDs6deJ176/h171/n3//+fapDKzM1a9Z0d/exY8d6nTp1fMmSJb5582bPzs72Tz75xN3dGzdu7MuXL3d39+XLl/sRRxzhq1evdnf3++67z++66678egMGDEhab8WKFd68eXPfsmWLu7v//vvv7u7eu3dvHz58eNwYe/fu7SeddJLn5ua6u/vKlSt906ZN7u7+4Ycfeo8ePdzdffDgwX7llVfmL3fLLbf4iy++mL+dAw88MD+ePCNGjPBjjjnGc3Nz/aeffvJGjRr5smXLkrZHrNatW/u4cePc3f3666/3li1burv7M8884/fcc4+7u69fv97btm3r3333nY8dO9arVavm3377refm5voxxxzjw4cP9x9++MEbNWrkv/zyi2/atMlzcnJ85MiRPmXKFD/mmGPytxevvWKfn0T1dyEJP4d1T4PsEMc2O5b+R/bn7vF3c+T+R3JB5gWpDkl2Mn+s/4NB0wbx2BePsXjlYg7Y/QAeOf4RLsi4gNrVaqc6vJRp164dDRs2BCAjI4OFCxfSqVOnAnUmTpzInDlz6NixIwAbN26kQ4cO+eVnnXVW0np16tShevXqXHzxxZx00kl069YtUmw9e/bMv9yxcuVKevfuzfz58zEzNm3aFHeZ0aNHM2rUKB588EEA1q9fz+LFiznkkEPy60yYMIFevXqRlpbGPvvsQ+fOnZk8eTJ16tQptj1WrlzJH3/8QefOwRg45513Hv/5z3/ytz1z5kxGjBiRX3f+/PlUrVqVdu3accABBwDQq1cvJkyYQJUqVejSpQv169cH4Nxzz2X8+PH079+f7777jr/97W+cdNJJHHfccUnb6YADDihR/V2JkgbZYW7vfDsTlkzgyveuJGu/LFrv0zrVIclOYMFvC3hk4iMMnjGYNZvW0LlxZx45/hFObn4yaZWiX38vr6pVq5Y/nZaWRm5ubpE67s6xxx7Lq6++GncdNWvWLLbeF198wZgxY3jttdd4/PHH+eijj4qNLW+9AP379ycnJ4eRI0eycOFCunTpEncZd+f111/noIMOSrheT3JvXXHt4e4JfyHj7jz22GN07dq1wPxx48YVWcbMEsax++678+WXX/LBBx/wxBNPMGzYMJ577rmEMZe0/q5E9zTIDpNWKY1XerxC3ep16Tm8J6s2rEp1SJIi7s7Y78dyyqun0Pyx5jwz9RlOb3E6U/tOZVyfcXQ/uLsShmLUrl2bVauC11B2djaffvopCxYsAGDt2rXMmzevyDKJ6q1evZqVK1dy4oknMnDgQGbMmFFkG8VZuXIlDRo0AIKbH+PFCdC1a1cee+yx/A/k6dOnF1nXkUceydChQ9m8eTPLly9n/PjxtGvXLlIc9erVo27dukyYMAGAl19+ucC2n3rqqfyzIPPmzWPNmjVAkDR9//33bNmyhaFDh9KpUyfat2/Pxx9/zK+//srmzZt59dVX6dy5M7/++itbtmzh9NNP55577mHatGlF4ojd7yj1d1VKGmSH2qfWPrx2+mvM/20+fd/pm/QbhZQ/G3I38PyM52nzbBuOeuEoPl/6ObcdeRuL+i3i+e7P02bfNqkOcZfRt29fTjjhBHJycqhfvz5DhgyhV69epKenk52dzTfffFNkmUT1Vq1aRbdu3UhPT6dz5875N+qdffbZPPDAA2RmZha5EbKwG2+8kVtuuYWOHTuyefPm/Pk5OTnMmTMn/0bI/v37s2nTJtLT02nVqhX9+/cvsq7TTjuN9PR0Dj30UI466ijuv/9+/vKXv0Rum8GDB3PllVfSoUMHatSokT//4osvpkWLFrRp04ZWrVpx6aWX5p+p6NChAzfffDOtWrWiadOmnHbaaey7777ce++95OTkcOihh9KmTRtOPfVUfvjhB7p06UJGRgZ9+vTh3nvvLRJD7PMTpf6uSj+5lDJx7yf3cutHt/LUSU9xWdZlqQ5HdrBf1vzC01Oe5snJT/Lzmp9pWb8l12Zfyzmtz6FGlRrFr0BkBxo3bhwPPvgg77zzTqpD2VmpR0hJrZs63cQniz/hmvevoV2DdvqGWU7N+nkWAycO5OVZL7Nh8wZO+H8ncG32tRxzwDHqmVGkHNCZBikzK9auIPOZTKqkVWFq36nUq14v1SFJKSjcxXONyjXofWhvrsm+Rp17ieya1LmTpN6eu+3J0DOGsnjlYi5860Ld37CLW7NxDU9NfooWT7Sg26vd+Hr519x79L0svW4pT3V7SgmDSDmkyxNSpjo06sD9x9zPdaOv45FJj9Avu1+qQ5ISWvrnUh7/4vH8Lp4P2+8wXunxCme0OKPc99goUtEpaZAy1y+7H+MXj+eGD28gu2E22Q2zUx2SRPDFD1/w8MSHGT57OI7T45AeXJt9LR0adtD9CiIVhO5pkJT4Y/0ftHmmDblbcpl+6XT23G3PVIckceRuyWXk1yMZOGkgny35jDrV6nBJm0u4qt1VNKnXJNXhiciOoXsaZOdSr3o9hvcczs9rfub8N89ni29JdUgS44/1f/DgZw/S7NFmnDniTH5a/ROPHP8IS69dyoPHPaiEQaSCUtIgKdN2v7YM7DqQ9+a/x/2f3p/qcISgi+er/3M1DR9qyA0f3kDTek1586w3mXfVPK5uf3WFHhNCRHRPg6TYZVmXMX7xeP7no/+hQ8MOdG7SOdUhVTjuzseLPubhiQ/z9ty3qVypMr1a96Jf+35k7puZ6vBEZCeiexok5VZtWEXW/2axasMqpl86nX1q7ZPqkCqEDbkbeO2r1xg4aSAzfprBXrvtxeVZl3PFYVfwl1rRu/AVkXJH9zTIzqt2tdqM6DmC39f/zrlvnMvmLZuLX0i22S9rfuHuj++m8cDG9HmrD5s2b2LQyYNY3G8xd+fcrYRBRBKKlDSY2fFmNtfMFpjZzXHKzcweDctnmlmbcH4jMxtrZl+b2WwzuyZmmT3M7EMzmx/+3730dkt2Na33ac2TJz7JmO/HcM/4e1IdTrn01S9fcfGoi9n/4f25Y9wdtN2vLR+e9yGzLp/FRW0u0pgQIlKsYu9pMLM04AngWGApMNnMRrn7nJhqJwAHhn/tgafC/7nA3919mpnVBqaa2YfhsjcDY9z9vjARuRm4qRT3TXYxF2RewPjF47n747vp2KgjxzY7NtUh7fLidfF8YeaFXN3+avXYKCIlFuVGyHbAAnf/DsDMXgNOBWKThlOBFzy4QWKimdUzs33d/UfgRwB3X2VmXwMNwmVPBbqEyz8PjENJQ4X3xIlPMGXZFM5941ymXzqdBnUapDqkXdKajWt44csXeGTSI8xdMZcGtRtw79H30rdtX/aosUeqwxORXVSUyxMNgCUxj5eG80pUx8yaAJnApHDWPmFSQfh/73gbN7O+ZjbFzKYsX748QriyK9utym4M7zmctZvWcvbrZ5O7JTfVIe1Slqxcws3/vZlGDzfiiveuoE61OrzS4xW+v+Z7bu50sxIGESlW7Odu+Nc3ryzKmYZ4d1EW/slF0jpmVgt4Hejn7n9GCTp/Je7PAs9C8OuJkiwru6aD9zqYZ09+lnPfOJfbPrqN+465L9Uh7RI+Xvgxx710HLlbculxSA/6te/H4Y0OVxfPIlIisZ+7hUVJGpYCjWIeNwSWRa1jZlUIEoaX3f2NmDo/513CMLN9gV8ixCIVxDmtz+GTRZ8w4NMBdNq/E92ad0t1SDu1n1f/zNmvn03Tek15/6/vq8dGEdkholyemAwcaGZNzawqcDYwqlCdUcD54a8osoGVYTJgwP8BX7v7Q3GW6R1O9wbe2ua9kHLp4eMfJvMvmZw/8nwW/bEo1eHstDZv2cw5b5zDyvUrGd5zuBIGEdlhik0a3D0XuAr4APgaGObus83sMjO7LKz2HvAdsAD4X+CKcH5H4DzgKDObEf6dGJbdBxxrZvMJfpmhc9BSQPXK1RneczibfTNnjjiTjZs3pjqkndLdH9/NR99/xJMnPUnrfVqnOhwRKcfUI6Ts9F6f8zpnDD+Da9pfw8DjB6Y6nJ3K6G9Hc/xLx9Mnow/PnfpcqsMRkfJBPULKruv0FqdzTftreGTSI7zx9RvFL1BB/PDnD5z7xrm03Lslj5/4eKrDEZEKQEmD7BLuP/Z+2jVoxwVvXcC3v32b6nBSbtPmTZz9+tmsz13PiJ4j2K3KbqkOSUQqACUNskuomlaVYWcMI83S6Dm8J+tz16c6pJS67aPbmLB4As92e5aD9joo1eGISAWhpEF2GY3rNeaF015g+k/Tufb9a1MdTsq8Pfdt7v/sfi7PupxerXulOhwRqUCUNMgupVvzbtzU8Saenvo0r8x6JdXhlCl3Z/yi8fR+szdt9m3DQ10L/4pZRGTHUtIgu5x/HPUPjtj/CPq+3Zdvfv0m1eHscBs3b+TlmS/TblA7Og/pnH+ppnrl6qkOTUQqGCUNssupXKkyr57+KrtV2Y0zhp3B2k1rUx3SDrFi7Qr+9cm/aPpIU/468q+s3riap096mu+u+Y5mezRLdXgiUgFF6UZaZKfToE4DXu7xMl1f6sqV713J4FMHpzqkUvP18q95ZNIjvPDlC6zLXcdxzY5j0MmD6Pr/ulLJlOeLSOooaZBd1rHNjqX/kf25e/zdHLn/kVyQeUGqQ9pm7s7ob0czcNJA3l/wPtXSqnFe+nn0y+5Hy71bpjo8ERFAPULKLm7zls0c99JxfLbkMyZdPIn0fdJTHVKJrNu0jpdmvsTASQOZs3wOf6n1F6487EoubXsp9WvWT3V4IlIxJewRUkmD7PJ+Xv0zGc9kUKdaHaZcMoXa1WqnOqRi/bjqR56Y/ARPT3maFetWkPmXTK7NvpYzW55JtcrVUh2eiFRsCZMGXZ6QXd4+tfbhtdNf46gXjqLvO315pccrBAOs7nym/TiNhyc+zNCvhpK7JZdTDz6Vfu37cWTjI3famEVE8ihpkHKhc5PO/CPnH9z60a10btyZy7IuK36hMrJ5y2ZGzR3FwEkDGb9oPLWq1uLyrMu5uv3V+hWEiOxSlDRIuXFTp5v4ZPEnXPP+NbRr0I42+7ZJaTx/bviTwdMH8+gXj/Ld79/RuG5j/n3cv7ko8yLqVq+b0thERLaF7mmQcmXF2hVkPpNJlbQqTO07lXrV66UkjqV/LuWw/z2Mn1b/RMdGHbk2+1pOPfhUKldSni4iOz0NjS0Vw5677cnQM4ayeOViLnzrQlKRFG/avImzRpzF6o2rmXDBBCZcOIHTW5yuhEFEdnlKGqTc6dCoAwOOGcDIb0byyKRHynz7t465lc+WfMagkwfRcf+OZb59EZEdRUmDlEvXZl/LqQedyg0f3sDEpRPLbLtvffMWD37+IFdkXcFZrc4qs+2KiJQF3dMg5dbv636n7bNtyd2Sy/RLp7Pnbnvu0O19//v3tHm2Dc12b8anF36q/hZEZFelexqk4tm9xu4M6zmMn9f8zPlvns8W37LDtrUhdwNnjjgTd2dYz2FKGESkXFLSIOVa1n5ZPNz1Yd6b/x4DJgzYYdu5fvT1TFk2hSHdh3DA7gfssO2IiKSSkgYp9y7PupyzWp7FbWNv4+OFH5f6+ofNHsbjkx/nuuzr6H5w91Jfv4jIzkL3NEiFsGrDKrL+N4tVG1Yx/dLp7FNrn1JZ77wV88h6NotWe7fi4z4fUyWtSqmsV0QkhXRPg1RstavVZnjP4fy+/nfOfeNcNm/ZvN3rnLdiHj2H96RKWhWGnjFUCYOIlHtKGqTCSN8nnSdOfIIx34/hnvH3bNM63J0x343h5FdP5qDHD2Lur3N56bSXaFS3USlHKyKy81EXdVKhXJBxAeMXjefuj++mY6OOHNvs2EjLrc9dz6uzXmXgpIHM/Hkm9Xerzx2d7+DyrMtL7VKHiMjOTvc0SIWzZuMa2g9qzy9rfmH6pdNpUKdBwro/r/6Zp6Y8xVNTnuKXNb/Qeu/WXJt9Lb1a96J65eplGLWISJlJeE+DzjRIhVOzak2G9xzOYf97GGe/fjZje48tMi7Elz99ycBJA3ll1its3LyRbs27cW32teQ0ycEs4etJRKRc0z0NUiEdUv8Qnu72NBMWT+C2j24DYItv4e25b3P0C0eT8UwGw2YP45I2lzD3qrm83ettjmp6lBIGEanQdKZBKqy/pv+VTxZ9woBPB7Bp8ybenvc283+bT8M6DRlwzAAuaXMJu9fYPdVhiojsNHRPg1Ro63PX0+H/OjDjpxm0b9Cea7OvpcchPfTzSRGpyHRPg0g81StX57/n/Zclfy4h4y8ZqQ5HRGSnpqRBKrw9d9tzh4+AKSJSHuhGSBEREYlESYOIiIhEoqRBREREIlHSICIiIpEoaRAREZFIlDSIiIhIJEoaREREJBIlDSIiIhKJkgYRERGJREmDiIiIRKKkQURERCJR0iAiIiKRKGkQERGRSJQ0iIiISCRKGkRERCQSJQ0iIiISiZIGERERiURJg4iIiESipEFEREQiUdIgIiIikShpEBERkUgiJQ1mdryZzTWzBWZ2c5xyM7NHw/KZZtYmpuw5M/vFzL4qtEyGmU00sxlmNsXM2m3/7oiIiMiOUmzSYGZpwBPACUALoJeZtShU7QTgwPCvL/BUTNkQ4Pg4q74fuMvdM4Dbw8ciIiKyk4pypqEdsMDdv3P3jcBrwKmF6pwKvOCBiUA9M9sXwN3HA7/FWa8DdcLpusCybdkBERERKRuVI9RpACyJebwUaB+hTgPgxyTr7Qd8YGYPEiQvh8erZGZ9Cc5eAKw2s7kRYi6pvYBfd8B6ywu1T3Jqn+TUPsmpfZJT+yS3I9rnK2B9zONn3f1ZiJY0WJx5vg11CrscuNbdXzezM4H/A44pspIg0GcjxLnNzGyKu2ftyG3sytQ+yal9klP7JKf2SU7tk1xZt0+UyxNLgUYxjxtS9FJClDqF9QbeCKeHE1wGERERkZ1UlKRhMnCgmTU1s6rA2cCoQnVGAeeHv6LIBla6e7JLExAkFZ3D6aOA+SWIW0RERMpYsZcn3D3XzK4CPgDSgOfcfbaZXRaWPw28B5wILADWAhfkLW9mrwJdgL3MbClwh7v/H3AJ8IiZVSa4dtKX1Nmhlz/KAbVPcmqf5NQ+yal9klP7JFem7WPuxd16ICIiIqIeIUVERCQiJQ0iIiISSYVOGorrHruiidflt5ntYWYfmtn88P/uqYwxlcyskZmNNbOvzWy2mV0TzlcbAWZW3cy+MLMvw/a5K5yv9olhZmlmNt3M3gkfq31CZrbQzGblDS8QzlP7hMysnpmNMLNvwvehDmXdPhU2aYjYPXZFM4SiXX7fDIxx9wOBMeHjiioX+Lu7HwJkA1eGx4zaKLABOMrdDwUygOPDX1OpfQq6Bvg65rHap6Acd8+I6XtA7bPVI8D77n4wcCjBcVSm7VNhkwaidY9doSTo8vtU4Plw+nmge1nGtDNx9x/dfVo4vYrgBdsAtREAYTfyq8OHVcI/R+2Tz8waAicBg2Jmq32SU/sAZlYHOJKgI0TcfaO7/0EZt09FThoSdX0tBe2T1+dG+H/vFMezUzCzJkAmMAm1Ub7w1PsM4BfgQ3dX+xQ0ELgR2BIzT+2zlQOjzWxqOIQAqH3yHAAsBwaHl7cGmVlNyrh9KnLSsC1dX4tgZrWA14F+7v5nquPZmbj75nDk2oZAOzNrleKQdhpm1g34xd2npjqWnVhHd29DcNn4SjM7MtUB7UQqA22Ap9w9E1hDCi7VVOSkYVu6vq6Ifs4bsTT8/0uK40kpM6tCkDC87O553aCrjQoJT5uOI7hHRu0T6AicYmYLCS6HHmVmL6H2yefuy8L/vwAjCS4jq30CS4Gl4dk7gBEESUSZtk9FThqidI8tQZv0Dqd7A2+lMJaUMjMjuJ74tbs/FFOkNgLMrL6Z1QunaxAMQPcNah8A3P0Wd2/o7k0I3m8+cve/ovYBwMxqmlntvGngOILRFtU+gLv/BCwxs4PCWUcDcyjj9qnQPUKa2YkE1xjzusf+Z2ojSq3YLr+Bn4E7gDeBYcD+wGKgp7sXvlmyQjCzTsAnwCy2XpO+leC+hgrfRmaWTnAjVhrBF5Jh7n63me2J2qcAM+sCXO/u3dQ+ATM7gODsAgSn4l9x93+qfbYyswyCm2irAt8RDNlQiTJsnwqdNIiIiEh0FfnyhIiIiJSAkgYRERGJREmDiIiIRKKkQURERCJR0iAiIiKRKGkQERGRSJQ0iIiISCRKGkRERCQSJQ0iIiISiZIGERERiaTcJw1mdqeZ/WBmM8K/+8zsMjM7v4zjuMrMFpiZm9leMfPNzB4Ny2aaWZsEy79sZnPN7Cszey4cbREz62Nmy2P274Vi4ihcf4aZtdiG/eliZu8UU6eemV0R83g/MxtR0m2VMK4jzGx2uF81CpV9FmH5fma2246LEMys+7a0eaF1ZIRjp6RU+Pq6vpTWNc7Msra3zs7IzFbHmVfg9VHG8ZRJO5pZlpk9Gk53MbPDy2CbRdq6UHmZvy+VJ+U+aQg97O4Z4d/N7v60uyf9cI3KzNIiVv2UYNS/RYXmnwAcGP71BZ5KsPzLwMFAa6AGcHFM2dCY/YuSDMXWz3D3ORH3oaTqAfkvTndf5u5n7KBt5TkXeDDcr3WxBe4e5Q2rH1CipKEEx0Ce7kCxSYOZVU5SnAGkPGmQ7VKPmNdHFOGXjF3mfdvdp7j71eHDLsB2Jw2l0Ab1KPv3pXJjlzn4SlPstyMzOyz8hv+5mT1gZl+F8/uY2eMxy7wTjkyHma02s7vNbBLQwcz+amZfhN9un4n3IeLu0919YZxwTgVe8MBEoF7e2OiFln8vrOPAF0DD7W6IGGY2NPabq5kNMbPTzay6mQ02s1lmNt3McuIsW+DbZng2pAlwH9AsbJcHzKxJTPvGXW/Y7m+Y2ftmNt/M7k8Q79HhcrPCMy/VzOxi4EzgdjN7Oc4yq8P/XcJvWiPM7JvwLI6Z2dXAfsBYMxsb1j0uPDammdlwM6sVzl9oZreb2QSgZ5J695nZnPAYezD8pnUK8EDYLs0KxTjEzB4Ktz/AzNqZ2Wfhvn5mZgdZMJT73cBZ4TrOsmBY4efMbHJY99RwfS1jjs2ZZnZgnHbpFbbjV2Y2ILa9zOyfZvalmU00s33iPRfAoWb2Ufh8XRIuW8vMxoTtMSsmniZm9rWZ/a8FZ4RGW9EzQpXM7Hkz+0eC7RUX91NmNiVc/10x8xea2V0xMR0czu9sW8+6TbdweOZC23rTzKaG6+xbXBuZWdPweJhsZvck2IUCr49wuRvCZWbmxR7TZk8C04AjwuN2ULjvL5vZMWb2afgctIsTfw0zey1c71CCLx55ZcmO8QHh8fOFmf2/cH7j8LmdGf7fP5zfM4znSzMbH87rYsF7ZxPgMuDacH+PiFc/yXNduA0axWurQsvEPQYLt7sVfF+aZGYtY9YxzszaWoLXV4Xk7uX6D7gT+AGYEf51DeddH5Z/BRweTt8HfBVO9wEej1nPO0CXcNqBM8PpQ4C3gSrh4yeB85PEsxDYq9B6O8U8HgNkJVm+CuEbR0ycy2P274Ji2qNw/RkEbyCnAc+HdaoCS8L5fwcGh/MPJhh6tTrBt4Z3Ytr4+phtfAU0Cf++ipmf/zjJevsQDPlaN3y8CGhUaB+qh/E1Dx+/APQLp4cAZyTY99Xh/y7ASoLEqxLwed5zEPv8EAwRPh6oGT6+Cbg9pt6NyeoBewBz2TqabL0IMQ4Jj4m08HEdoHI4fQzweoLj81/AX/O2A8wDagKPAefGPK81Cm1vv7Dt6xMMR/wR0D3mOD85nL4fuC3B6+tLgmNlr/B52S9cV52Y9lkAWHgM5AIZYdmwmLjHAdnAq8D/JGifcUBWMXHvEf5PC+unxzxnfwunrwAGhdNvAx3D6Vp57V1ou3nrrEFwfO+ZrI2AUYTvA8CVhMdeoXU2oeDr4zjg2bCdKoXHwZFhvS1AdsxyuQRnHSsBU4HnwuVOBd6Ms63rgOfC6fRw+SyKP8b/J5w+n62v97eB3uH0hXnbIxgyvkGhY70Lid8nitRP8r5VuA3itlWh13myYzDR+9K1wF3h9L7AvGSvr2Qxl9e/inKm4WHfeir+g7yZZlYPqO3uede6X4m4vs3A6+H00UBbYLKZzQgfH1CC2CzOvGTjlT8JjHf3T2LmxV5uGBxhm4UvT6wD/gMcZWbVCC6ZjA/ndwJeBHD3bwg+xJtH2EZxkq13jLuvdPf1wBygcaFlDwK+d/d54ePnCd5cS+ILd1/q7lsIEqcmcepkE1xG+DR8bnsXimVoMfX+BNYDg8ysB7A2YmzD3X1zOF0XGB5+E3oYaJlgmeOAm8PtjyNIrPYnSIhuNbObgMZe6JINcBgwzt2Xu3suwWWwvLbcSPBmDMEHU5ME237L3de5+6/AWKAdwXH9LzObCfwXaADknan43t1nJFjvMwRv4P9MsK0ocZ9pZtOA6QTtFXsp6I042/0UeMiCM031wvUVdrWZfQlMBBoRXE6ExG3UkSD5gfA4j+C48G86wReDg2O2s8iDM5F5vnf3WeHxO5vgNeMEH8RNKOpI4CUAd58JzAznF3eMvxrzv0M43YGt75UvEryWIWjHIRacbYpyya6k9WPbIFlb5Ul2DCYyDOgZTp8JDI/ZXrzXV4WT7JppRRDvAztPLgUv31SPmV4f86ZuBN/Qb9nGGJYSvAnlaQgsi1fRzO4g+GZ16TZuKyF3X29m4wjOxJzF1jeLZG2UJ1lbJZJsvRtipjdT9DiNElNxittG3nY+dPdeCdaxprh64anio4GzgauAoyLEtiZm+h5grLufFp7iHZdgGQNOd/e5heZ/bcFltJOAD8zsYnf/qNByiWwKP4ggcRtB0STXCe4tqQ+0dfdNZraQrcdF4baPvTzxGZBjZv8Ok8ZE4sZtZk2B64HD3P13MxtCweMxb9v5++Pu95nZuwT3iEw0s2PCRDZvnV0IzvJ0cPe14eskb53J2ihZ8p9on+5192cK7VMTCh4TsfsBwTfwDTHTUZ+nvG0mO8Y9wXSROu5+mZm1JzjWZphZRoL6JKrv7iuSLBLbBnHbqpBkx2CimH4wsxVmlk7wPpj3Xpvo9VXhVJQzDXG5++/AKjPLDmedHVO8EMiw4PpqI4JvT/GMAc4ws70BzGwPMyv8zTiZUcD5FsgGVrr7j4UrWXC9vivQK/x2sSO8BlwAHAHknZEZT/Diw8yaE2TXhV84C4E2YZ02QNNw/iqgyPXhEqw3kW+AJnnXWIHzgI8jLluc2JgnAh1jruXuFsZaWNx64bXhuu7+HsENlhlxtlGcugSX1yC4JBEvTgier7+ZmYUxZIb/DwC+c/dHCY619ELrnwR0NrO9LLgXpxclb8tTLbhHZU+C09GTw7h/Cd+scyh6tiiR/wPeIzi7kuxLTaK46xB8uKy04P6CE4rboJk1C7+1DwCmEHxrjVUX+D1MGA4m+HZenE/Z+n5yboI68Z7DC23rPQUN8t5XSkHs660VW4+D4o7xs2L+fx5Of0bBfZsQLtvM3Se5++3ArxT8MgSF9jde/XCfx0TYnyhtlegYLO719xpwI8Frd1bM9oq8viqiCp00hC4CnjWzzwmyyZXh/E+B7wlO9z1IcAqsCA9+eXAbMDo8DfYhwbWwAszsajNbSnAmYaaZDQqL3iO4hr8A+F9i7uo1s/fMbL/w4dMEp9Y+D2/guX3bdzn/Brq8v7w7mkcTnMb8r7tvDOc9CaSZ2SyC0/F93H1DofW9DuwRnrq7nOB6H+G3hk8tuNnpgULLRFlvXOE30AsIPlhmEXy7ejry3if3LPAfMxvr7ssJPqhfDZ/biRT9QCFJvdrAO+G8jwmul0LwpnRDeENVs8LrK+R+4F4z+5SCp3DHAi3C5+8sgjMSVQiOra/CxxC82X8VPjcHE9z/ERv7j8At4fq+BKa5+1vFxFTYF8C74X7f4+7LCC4XZJnZFIIPlm+SLF+Auz9E8Hp70RLcJZ8obnf/kuCU9WyC6/yfRthkv/AY/RLIu1QX632gcvg83hPuZ3GuAa40s7wEKt4+FHh9uPtogtP+n4fH9QiiJ5fFeQqoFe7DjQTPWbJjN0+18EzVNWw9fq8GLgjrnxeWQXBz76zw+BtP8LzEehs4LTxmj0hQf1+CM5dJRWyruMdgMe9LhOs6m+BSRZ5Er68KJ+8GrQrLzGq5e95d9TcD+7r7NcUsJiJSroWn87PCe1XKaptXAYvdfVRZbVNKpqLf0wBwkpndQtAWiyh4ClhERMqIuz9efC1JpQp/pkFERESi0T0NIiIiEkm5TxqsFPr5D9dToIfIbVxHP9tB4xpYgr7kE80v5W2XShuXpp0xpvJqRx7XJYzjlPC+pCLPvwU9uB5Tytt7wIIeIuPdTJdXJ7+3VAt6+9yu7op3xH7sLGwnGU9Fkiv3SQMR+/nf0cKfhfWjhOMa7CK6U8I2LubndFHXkaxDmO7sBM97WSqNNt1G/UjxcW1mld19lLvfF87qTszz7+63u/t/S3mzlwJt3P2GUl5vQjtoP3YWGWg8lZ1f4S4iy9MfweAovxH8dHIG0IzgwJxI0CPaSGD3OMv1JOgq9kuCnhEhuEHyDYKfX80H7o+p34vgp5lfAQNi5q8mGCNgEkG3whvDemPjbPN2gt+3f0XYPWo4fxwwgOAnUvPY2n10DYKf7s0k+MniJOJ0Px0unxUhzn+G+zsR2Cec3yx8PDncj3hd4cZr42ZhO00FPgEODusOAR4i+Jncv8PHT4WPvwM6E/xM7mtgSILndGHYVhMIfhZ1SRjflwQ//dythDEVea4Lbc+AB8I6s4CzwvldwrYdQfBTrpfznrNCyx8WPkef560nnF8dGByuczqQE86fBLQs9Py1JegS+rlwX6cDp8Ycl8MJfs72EcmP09UEx9JUgh7y2oXr/w44JayTFsY5OYz70mT7S/Dzu2TH9X0EvXrOJBhIDIIOd14PtzGZgl0457XJTILOdCDmuAPOIDw2KHo89QEeT/D8DyHsujtsz4/DdviA4BdThPuSF+trxby3jCLozGkGwc9aGxP02TIz/L9/WO9OtnZZHxvD0eHzOCt8XquFz8cbYfmpBD//rEpwrHwXZx0LgbsIfp46i63HdH2Cn35PI+hhcxExXdfH7MNTBP1SzCbsOjlOnQzivF+S+H0p7vFT3HtsuJ+L2drF/VkkP+bfIjjG5wJ3lPVnS0X+S3kAO3wHC/XzHx7IncPpu4GBcZaJ14d6H+KMiUDxffefGbPehfFevGHZHjHTL7K1P/txwL/D6RMJ+lCABH3Jx1nvOIrvq9+J33/+OwSdSUEw2EyRpCFBG48BDgyn2wMfxdSLHVdhCEHik9dn/p8U7E8/I862FhKO+RA+3jNm+h9sHVsgakxJ+78HTid4A04j6CdjMcFvybuQYPyKQssnGtsk0dgbJer7nuC4XMrWsRH6kGDsjvB5PiGcHknQL0cV4FBgRji/b8zzX43gQ6Vpsv0lwXFN4rE3XolZdn/g63B6ADGvR7Z+QCVLGmKPpz6E43HEef6HhMtWIeicqH44/yy2vo6WAdUSHQtx9i82rkTjMdxJoaSBBGOnELwuvw/nPUiYUBEk068W3i8Sj6XxOHBLOH18+LzHfX7C/wXG6ChUJ+77JYnfl+IeP3HWm+g9Nsp4Kn2AH4E92ToWSMLxevRXun8V4fJEPjOrS3CA5vV4l2jMgkR9oscbEyFZH/ixY1QUJ8eCEdZmEXQ1HDvGQLz+8hP1JZ/Itowx0IGtfa9HGpcj7KHtcIKOl2YQfNOJ7ewqdlwFgLc9eFeYBfzsBfvTb0J8Q2OmW5nZJ2G7nUucsRmKiam4/u87Ebxhb3b3nwm+oR4WliUdv8KSj22SaOyNben7/kN3/y1m3YnG7thI8O0Mgvb+2N03UXC8guMIeiidQXDWY0+29ukfZbyOWInG3jgGeDzcxiigjgUjSx4DPJG3sAc9than8PFUnIOAVsCH4fZvY+uIsTOBl83sr0ToYKiQROMxJIrhey80dkr4ulxgZocQnHV4iOA1egTB2bF44r03dCJIxnH394FE7ZhsjI4o75fxtp3s+IkVZdyJ4o75FR6MpfIGydtbSpH6aYjDE/ehHm+8gmR996+P8oZmZtUJekjMcvclZnYnxfSXnxdqceuO3UySsqhjDOTF+0+CtsHdMwoVVwL+iDM/T6I+9GP7z897nCiO2HUMIThj8qWZ9SH4RlxYwpjiPddesP/7HTVGRtwyL2Hf92HsycYliI0r9nnOb2933xJzP4QRfHv9IGYdeeMvRBmvI3Zfci3+2BuVCMZxKDB4lpkZ8Y/p2HmFxw4ovO/FMWC2u3eIU3YSwYfiKUB/M2vp8QeviiLZazPZcfEJQdfXmwguIQ0h+FC9PkH9eO8NxY7NYsWP0RFFom3HO34KvGckeY8tsBiJj/nC7VuS90LZDhXhTEN+P+PuvhL4PezCFBKMWWDF96EeqyR99yfq8zzvxfpr+K04yh3WifqSL40480wkOD0PMeNyuPv/hC/8jHBWbBv/CXxvZj3D2MzMDo2wP9uqNvCjmVWhYB//kWKK8FyPJ+h2O83M6hN8qHwRJTBPPrZJsrE3Utn3/QfA5WF7YsEYGjWLWSbucW2Jx94YTZBA5NVLNH/3cPJnMzvEgi6lT4u4H4lea3OB+mbWIdxGFTNrGa67kbuPJWj7egTdLrczsxfirKewuOMxJJBs7JTxBG31uQddPO9JcPlqdoQY8kwgOEuFmR0H7B6nTrFjdER9vywk7vFT+D0jwesu0ngqoWMtGOenBsFNr1G6C5dSUBGShsL9/Pcm6PN8JsGb2N1xlimuD/V8XrK++/PHNSi0jj8Ixp2YBbxJcC2zOHH7ki+lOPP0A64zsy8ITuevTFCvcBufC1xkQV/+swnuV9hR+hMkRB9ScHyDqDEV91yPJDht/SXBfSA3uvtPJYgv0dgmycbeSGXf94MILmlMC7fzDMWfkYx7XJN47I2rCcYEmGlmcwjul4HgnpTdbes4EDnh/JsJLp99RHAtO4q443t4MKbKGcCAcBszCC5dpQEvhc/HdODh8HW5P8ENicVJNB5DEZ587JRJBPfOjA8fzwRmxpwhiuIu4Ljw0sMJBG22qlAMUcfoiPJ+GSvq8RPvdTeWaOOpQJAYvUjw/L3u7lOKiUtKiXqElIQs+O39Ond3Mzub4KbIHZkAlDumsU12aRb0wfBieN/QLsHMqgGbw8tDHYCnklwu3OWElyGz3P2q4upK6dM9DZJMW4Ib1gz4g+CucCkZjW2yC/My7IOhFO0PDAsvuWwk+FmySKnQmQYRERGJpCLc0yAiIiKlQEnDLsSSjKdgZpeZ2fllHdP2MLP9zGxEGW9zu/v/31XZTjJGRDKxz4+ZDco73s3s1tRGJiKgpCEpSz62QSp0J8F4Cu7+tLtH+WlYUmW5z+6+zN23+QN8J3x+IrEKPEZESbj7xe4+J3xY4qQhhe0sUm6V+6Qh/ObytAW9Bs4zs27h/DQLRqmbHP7069JwfhczG2tmrwCzwscfm9mwcPn7zOxcM/si/MlQs3C5ky3o0XG6mf03/O1z3ih3z1kw2uR3ZnZ1TGx/Ddczw8yeyfsQNLPVZvZPM/vSzCaa2T5mdjhBpzMPhPWbFdrP2NH0xpnZgHDd8yz8nXW4zw+Gcc80s7+F8xea2e1mNgHoaWbHmdnnZjbNzIZb8Ht7wjqTw5/EPRveIImZXW1mc8J1vhbOqxnu9+SwTYr86sLMmoQ/pcobRfQNM3vfzOab2f0Jns/tijXJcXJYGP/n4XGRF1d1Mxscttl0M8sJ508ys5Yxy48zs7aJ9jvcv+Fm9jYwOtn+hs//ADObGh5L7WKOn1MiHL/jzGyEmX1jZi9b4GqCrsTHWtGfRhLG/nG4zQ/MbF8zq2tmc83soLDOqxb04JcX47/Ddh9jQR8WmFmzcJ+mWvCaOzicP8TMHjWzz8L9yDubYGb2eHj8vAvsXahNs8zsPqCGBcf9y7HHTVjvegs6RMtb5l9m9jFwTbz9CusVOWZFJIKS9ju9q/0R9Kj2PkGCdCBBP/3VSd7H/hrC/tLDx38Q9FNQDfiBrWMDXMPWvth3Z+uNpReztV/2Owk6fqkG7AWsIPjt8SEE/dVXCes9CZwfTjvxx4IYQkx/+oX280629nE/jvj9wl9O0K115fBxXt/zCwnHcwhjHA/UDB/fBNweWz+cjh0fo0if/SToN75QzE3YOhZDHxKMmVBome2NNW4bUrHHiEg2HsOx4TrOBt6PWcaBc8Pp29k65kOycUeGhzG1ABaE83uwdWyP/Qhea3ljK4xj62BrseM8NMl7fsLH1wN3xizzZIT9KtE4E/rTn/6Cv4py+m6YB/3lzzez7wje/I8D0m3r9e26BEnFRoI+9r+PWX6yB50jYWbfEryJQ9AZU14HNA2BoeE3maoEI+zledeDjns2mNkvBJ23HE3wk8bJ4ZfgGsAvYf3CY0Ecuw37HK9f+GOApz3sGtcLjleQN55DNsGb+qdhXFUJPjQgGB/jRoJT3HsQdAzzNlv77H+ToHMqCNr3FAvPfrC13/ivk8Q8xoNe6LCg05/GBAP7FLY9sRZh8ceI6BZOdwIeg2CMCDOLHSPiQ+AOio4REW+/IcEYEXH2t/AYERvcfZMFHQE1idlOsuN3abjeGeEyyXoojB2PAYIP8B/Dff7Qgp40nyBIWvJsYevz8BLwhhUc4yOvXrWYZd4MX4dzLDwTR9DD5qsedLe+zMw+ShJnVHlxJdwv4h+zIlKMipI0xOunPFkf+8n68o8dIyF2fITHgIfcfVS4jjsTLB87ZsXz7n5LnHhLNBZEAon6hU/0G9s1MXU+dPdesYWWfHyMIn32k6Df+IgxF467NGONp0KPEUGS8Rgs+K3/IQS9Iu5BcLYkHqf4cUdi44pt15L+7juXgpdWE41HUVbjTIhUGOX+noZQTzOrZMF9AAcQ9D+/LX3sJ1OX4NIFBF2vFmcMcIaZ7R1ufw8za1zMMon6049qNHBZ3gePme0Rp85EoKOF/eKb2W4WjI0Qd3wMS9BnP2UzVkKJYk3EK/gYESQYjyEsu5bg7FAv4Lm87RG8d+S16znABN+2cUfGA2dbcI/Gvmw9c1fYppht/wzsbWZ7WtD7YbcEy5RonIli4hQRKk7SMJeg7/v/AJd50Pf7tvSxn8ydBKdlPyEYgCUpD+4Kv43gpriZBKe6902+VPz+9EtgEME1+ZkW9Lt/Tpy4lhNcb381jGsicLAnHh8jUZ/9O3yshG2INZkKO0aEJxiPIUySLgb+7u6fEHzA3xYutgZoaWZTCUauzBuToKTjjowE5hM8V0+ReECkZwna9GUPhvO+m2CchncoOOZIsftFgmPWgpsuBxUTr0iFVu57hLRgyNd33L1M+wOQXYtpjIgSMbPV7q5v5yIVTEW5p0GkOBojQkSkGOX+TIOIiIiUjopyT4OIiIhsJyUNIiIiEomSBhEREYlESYOIiIhEoqRBREREIvn/WyzlSLJdrLAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2F Evolution of interest rates on bank loans and term deposits, relative\n", " to short and long-term rates on government securities, following a one-step\n", " permanent increase in real government expenditures.'''\n", "\n", "rbdata = [s['Rb'] for s in gk.solutions[5:]]\n", "rmdata = [s['Rm'] for s in gk.solutions[5:]]\n", "rbldata = [s['Rbl'] for s in gk.solutions[5:]]\n", "rldata = [s['Rl'] for s in gk.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.018, 0.028)\n", "\n", "axes.plot(rbdata, linestyle=':', linewidth=3, color='b')\n", "axes.plot(rmdata, linestyle='-', color='g')\n", "axes.plot(rbldata, linestyle='-.', linewidth=2, color='b')\n", "axes.plot(rldata, linestyle='--', color='r')\n", "\n", "# add labels\n", "plt.text(30, 0.0265, 'Long-term interest rate (on bonds)')\n", "plt.text(36, 0.0245, 'Interest rate on loans')\n", "plt.text(35, 0.0225, 'Short-term interest rate (on bills)')\n", "plt.text(40, 0.0205, 'Interest rate on deposits')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2G" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2G Evolution of the various components of the balance sheet of private\n", " banks, relative to their initial steady state values, during the first periods that\n", " follow an increase in the real government expenditures.'''\n", "\n", "m1data = list()\n", "addata = list()\n", "hbddata = list()\n", "lsdata = list()\n", "bbddata = list()\n", "m2data = list()\n", "for i in range(14, 21):\n", " s0 = baseline.solutions[i]\n", " s2 = gk.solutions[i]\n", " \n", " m1data.append(s2['M1h'] - s0['M1h'])\n", " addata.append(s2['Ad'] - s0['Ad'])\n", " hbddata.append(s2['Hbd'] - s0['Hbd'])\n", " lsdata.append(s2['Ls'] - s0['Ls'])\n", " bbddata.append(s2['Bbd'] - s0['Bbd'])\n", " m2data.append(s2['M2h'] - s0['M2h'])\n", " \n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-6, 10)\n", "\n", "axes.plot(m1data, linestyle='-', color='k')\n", "axes.plot(addata, linestyle='--', color='b')\n", "axes.plot(hbddata, linestyle='-.', linewidth=2, color='g')\n", "axes.plot(lsdata, linestyle=':', linewidth=2, color='r')\n", "axes.plot(bbddata, linestyle='--', color='b')\n", "axes.plot(m2data, linestyle='--', linewidth=2, color='g')\n", "\n", "# add labels\n", "plt.text(4, 5.3, 'Checking deposits')\n", "plt.text(4.5, -0.7, 'Central bank advances')\n", "plt.text(3.5, 1, 'Reserves')\n", "plt.text(3, -4.3, 'Loans')\n", "plt.text(3.5, 8.5, 'Bills')\n", "plt.text(3.5, -2.5, 'Term deposits')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2H" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2H Evolution of the net bank liquidity ratio, relative to its target range,\n", " following a one-step permanent increase in real government expenditures'''\n", "topdata = [s['top'] for s in gk.solutions[10:]]\n", "blrndata = [s['BLRn'] for s in gk.solutions[10:]]\n", "botdata = [s['bot'] for s in gk.solutions[10:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-.02, .21)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(blrndata, linestyle='--', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(13, 0.10, 'Net bank liquidity ratio')\n", "plt.text(42, 0.045, 'top of range')\n", "plt.text(41, .01, 'bottom of range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2I" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2I Evolution of the bank profitability margin, relative to its target range,\n", " following a one-step permanent increase in real government expenditures'''\n", "topdata = [s['toppm'] for s in gk.solutions[10:]]\n", "bpmdata = [s['BPM'] for s in gk.solutions[10:]]\n", "botdata = [s['botpm'] for s in gk.solutions[10:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.001, .006)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(bpmdata, linestyle='--', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(18, 0.0043, 'Bank profitability margin')\n", "plt.text(40, 0.0051, 'top of target range')\n", "plt.text(40, 0.0018, 'bottom of target range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.2J" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.2J Period-by-period changes in the stock of Treasury bills held by\n", " the central bank and in the advances granted to commercial banks, following a\n", " one-step permanent increase in government expenditures.'''\n", "\n", "bcbdata = list()\n", "asdata = list()\n", "for i in range(5, len(baseline.solutions)):\n", " s0 = baseline.solutions[i]\n", " s0_1 = baseline.solutions[i-1]\n", " s2 = gk.solutions[i]\n", " s2_1 = gk.solutions[i-1]\n", " \n", " bcbdata.append(s2['Bcb'] - s2_1['Bcb'] - (s0['Bcb'] - s0_1['Bcb']))\n", " asdata.append(s2['As'] - s2_1['As'] - (s0['As'] - s0_1['As']))\n", " \n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-1.5, 2)\n", "\n", "axes.plot(bcbdata, linestyle='-', color='k')\n", "axes.plot(asdata, linestyle='--', color='b')\n", "\n", "# add labels\n", "plt.text(40, 1.1, 'Change in the stock of bills')\n", "plt.text(40, 0.95, 'held by the central bank')\n", "plt.text(40, -0.25, 'Change in the advances granted')\n", "plt.text(40, -0.4, 'to the commercial banks')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, an increase in reserve ratios" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "ro = create_insout_model()\n", "ro.set_values(insout_parameters)\n", "ro.set_values(insout_exogenous)\n", "ro.set_values(insout_variables)\n", "\n", "for _ in range(15):\n", " ro.solve(iterations=200, threshold=1e-6)\n", "\n", "ro.set_values({'ro1': 0.2, 'ro2': 0.2})\n", "\n", "for _ in range(50):\n", " ro.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.3A" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.3A Evolution of the various components of the balance sheet of commercial\n", " banks, relative to their initial steady state values, during the first periods that\n", " follow an increase in the compulsory reserve ratios.'''\n", "\n", "mdata = list()\n", "addata = list()\n", "hbddata = list()\n", "lsdata = list()\n", "bbddata = list()\n", "for i in range(14, 21):\n", " s0 = baseline.solutions[i]\n", " s3 = ro.solutions[i]\n", " \n", " mdata.append(s3['M1h'] + s3['M2h'] - (s0['M1h'] + s0['M2h']))\n", " addata.append(s3['Ad'] - s0['Ad'])\n", " hbddata.append(s3['Hbd'] - s0['Hbd'])\n", " lsdata.append(s3['Ls'] - s0['Ls'])\n", " bbddata.append(s3['Bbd'] - s0['Bbd'])\n", " \n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 0.9, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-2, 6)\n", "\n", "axes.plot(mdata, linestyle='-', color='k')\n", "axes.plot(addata, linestyle='--', color='b')\n", "axes.plot(hbddata, linestyle='-.', linewidth=2, color='g')\n", "axes.plot(lsdata, linestyle=':', linewidth=2, color='r')\n", "axes.plot(bbddata, linestyle='-.', linewidth=2, color='b')\n", "\n", "# add labels\n", "plt.text(4.5, 3, 'All money deposits')\n", "plt.text(2.7, 3.7, 'Central bank')\n", "plt.text(2.85, 3.3, 'advances')\n", "plt.text(3.5, 5.2, 'Reserves')\n", "plt.text(3, 0.3, 'Loans')\n", "plt.text(2, -0.7, 'Bills')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.3B" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.3B Evolution of the net bank liquidity ratio, following an increase\n", " in the compulsory reserve ratios'''\n", "topdata = [s['top'] for s in ro.solutions[10:]]\n", "blrndata = [s['BLRn'] for s in ro.solutions[10:]]\n", "botdata = [s['bot'] for s in ro.solutions[10:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-.09, .06)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(blrndata, linestyle='--', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(10, -.02, 'Net bank liquidity ratio')\n", "plt.text(42, 0.045, 'top of target range')\n", "plt.text(41, .01, 'bottom of target range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.3C" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.3C Evolution of interest rate on deposits and the interest rate on loans,\n", " for a given interest rate on bills, following an increase in the compulsory reserve ratios.'''\n", "\n", "rbdata = [s['Rb'] for s in ro.solutions[5:]]\n", "rmdata = [s['Rm'] for s in ro.solutions[5:]]\n", "rldata = [s['Rl'] for s in ro.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.02, 0.03)\n", "\n", "axes.plot(rbdata, linestyle='-', color='b')\n", "axes.plot(rmdata, linestyle='--', linewidth=2, color='g')\n", "axes.plot(rldata, linestyle='--', color='b')\n", " \n", "# add labels\n", "plt.text(30, 0.0235, 'Interest rate on bills')\n", "plt.text(30, 0.022, 'Interest rate on deposits')\n", "plt.text(30, 0.0285, 'Interest rate on loans')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.3D" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.3D Evolution of the bank profitability margin, following an increase in the\n", " compulsory reserve ratios'''\n", "topdata = [s['toppm'] for s in ro.solutions[10:]]\n", "bpmdata = [s['BPM'] for s in ro.solutions[10:]]\n", "botdata = [s['botpm'] for s in ro.solutions[10:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0, .006)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(bpmdata, linestyle='--', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(18, 0.0037, 'Bank profitability margin')\n", "plt.text(40, 0.0051, 'top of target range')\n", "plt.text(40, 0.0018, 'bottom of target range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.3E" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.3E Evolution of the stock of money deposits, following an increase\n", " in the compulsory reserve ratios.'''\n", "data = [s['M1h'] + s['M2h'] for s in ro.solutions[10:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "\n", "axes.plot(data, linestyle='--', color='b')\n", "\n", "# add labels\n", "plt.text(30, 46.4, 'Money deposits')\n", "plt.text(30, 46.1, '(Checking and time deposits')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, increase in banks' target liquidity ratios" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "liquidity = create_insout_model()\n", "liquidity.set_values(insout_parameters)\n", "liquidity.set_values(insout_exogenous)\n", "liquidity.set_values(insout_variables)\n", "\n", "for _ in range(15):\n", " liquidity.solve(iterations=200, threshold=1e-6)\n", "\n", "liquidity.set_values({'bot': 0.16, 'top': 0.18})\n", "\n", "for _ in range(50):\n", " liquidity.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.4A" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.4A Evolution of the bank liquidity ratio, following an increase in the\n", " liquidity preference of banks, proxied by an upward shift of the liquidity ratio\n", " target range.'''\n", "topdata = [s['top'] for s in liquidity.solutions[5:]]\n", "blrndata = [s['BLRn'] for s in liquidity.solutions[5:]]\n", "botdata = [s['bot'] for s in liquidity.solutions[5:]]\n", "top0data = [s['top'] for s in baseline.solutions[5:]]\n", "bot0data = [s['bot'] for s in baseline.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0, .2)\n", "\n", "axes.plot(blrndata, linestyle='--', color='r')\n", "axes.plot(topdata, linestyle=':', color='g')\n", "axes.plot(botdata, linestyle=':', color='g')\n", "axes.plot(top0data, linestyle=':', color='b')\n", "axes.plot(bot0data, linestyle=':', color='b')\n", "\n", "# add labels\n", "plt.text(15, 0.1, 'Bank liquidity ratio')\n", "plt.text(41, 0.045, 'Top of initial target range')\n", "plt.text(41, .01, 'Bottom of initial target range')\n", "plt.text(41, 0.185, 'Top of new target range')\n", "plt.text(41, 0.15, 'Bottom of new target range')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.4B" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.4B Evolution of interest rates on deposits and loans, following an\n", " increase in the liquidity preferences of banks, proxied by an upward shift of\n", " the liquidity target range.'''\n", "\n", "rbdata = [s['Rb'] for s in liquidity.solutions[5:]]\n", "rmdata = [s['Rm'] for s in liquidity.solutions[5:]]\n", "rldata = [s['Rl'] for s in liquidity.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.018, 0.028)\n", "\n", "axes.plot(rbdata, linestyle=':', linewidth=3, color='b')\n", "axes.plot(rmdata, linestyle='-', color='g')\n", "axes.plot(rldata, linestyle='--', color='r')\n", "\n", "# add labels\n", "plt.text(30, 0.0235, 'Interest rate on bills')\n", "plt.text(30, 0.0215, 'Interest rate on term deposits')\n", "plt.text(30, 0.0265, 'Interest rate on loans')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.4C" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.4C Evolution of the bank profitability margin, following an increase in the\n", " liquidity preference of banks, proxied by an upward shift of the liquidity target range.'''\n", "topdata = [s['toppm'] for s in liquidity.solutions[5:]]\n", "bpmdata = [s['BPM'] for s in liquidity.solutions[5:]]\n", "botdata = [s['botpm'] for s in liquidity.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(0.001, .006)\n", "\n", "axes.plot(topdata, linestyle=':', color='k')\n", "axes.plot(bpmdata, linestyle='--', color='b')\n", "axes.plot(botdata, linestyle=':', color='k')\n", "\n", "# add labels\n", "plt.text(18, 0.0033, 'Bank profitability margin')\n", "plt.text(40, 0.0051, 'top of target range')\n", "plt.text(40, 0.0018, 'bottom of target range')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.4D" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.4D Evolution of the various components of the balance sheet of commercial\n", " banks, relative to their initial steady state values, following an increase in the \n", " liquidity preference of banks, proxied by an upward shift of the liquidity target range.'''\n", "\n", "mdata = list()\n", "addata = list()\n", "hbddata = list()\n", "lsdata = list()\n", "bbddata = list()\n", "for i in range(5, len(baseline.solutions)):\n", " s0 = baseline.solutions[i]\n", " s4 = liquidity.solutions[i]\n", " \n", " mdata.append(s4['M1h'] + s4['M2h'] - (s0['M1h'] + s0['M2h']))\n", " addata.append(s4['Ad'] - s0['Ad'])\n", " hbddata.append(s4['Hbd'] - s0['Hbd'])\n", " lsdata.append(s4['Ls'] - s0['Ls'])\n", " bbddata.append(s4['Bbd'] - s0['Bbd'])\n", " \n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-2, 9)\n", "\n", "axes.plot(mdata, linestyle='-', color='k')\n", "axes.plot(addata, linestyle='--', color='b')\n", "axes.plot(hbddata, linestyle='-.', linewidth=2, color='g')\n", "axes.plot(lsdata, linestyle=':', linewidth=2, color='r')\n", "axes.plot(bbddata, linestyle='-.', linewidth=2, color='b')\n", "\n", "# add labels\n", "plt.text(15, 5, 'All money deposits')\n", "plt.text(15, 2, 'Central bank advances')\n", "plt.text(35, 1, 'Reserves')\n", "plt.text(35, -1.4, 'Loans')\n", "plt.text(7, 6.5, 'Bills')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, decrease in the propensity to consume out of disposable income" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "alpha1 = create_insout_model()\n", "alpha1.set_values(insout_parameters)\n", "alpha1.set_values(insout_exogenous)\n", "alpha1.set_values(insout_variables)\n", "\n", "for _ in range(15):\n", " alpha1.solve(iterations=200, threshold=1e-6)\n", "\n", "alpha1.set_values({'alpha1': 0.9})\n", "\n", "for _ in range(50):\n", " alpha1.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.5A" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.5A Evolution of real regular disposable income and out of real consumption,\n", " following a decrease in the propensity to consume out of (expected) real regular\n", " disposable income.'''\n", "ydkrdata = [s['YDkr'] for s in alpha1.solutions[5:]]\n", "ckdata = [s['Ck'] for s in alpha1.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "\n", "axes.plot(ydkrdata, linestyle='-', color='b')\n", "axes.plot(ckdata, linestyle='--', linewidth=2, color='g')\n", "\n", "# add labels\n", "plt.text(30, 115, 'Real regular')\n", "plt.text(30, 114, 'disposable income')\n", "plt.text(35, 105, 'Real consumption')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.5B" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.5B Evolution of real government budget balance, following a decrease\n", " in the propensity to consume out of (expected) real regular disposable income.'''\n", "data = list()\n", "for i in range(5, len(baseline.solutions)):\n", " s0 = baseline.solutions[i]\n", " s5 = alpha1.solutions[i]\n", " \n", " data.append((s0['PSBR']/s0['P']) - (s5['PSBR']/s5['P']))\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "axes.set_ylim(-3.5, 0.2)\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(16, -1.5, 'Real government budget balance')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scenario: Model INSOUT, increase in the target real wage rate" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "omega0 = create_insout_model()\n", "omega0.set_values(insout_parameters)\n", "omega0.set_values(insout_exogenous)\n", "omega0.set_values(insout_variables)\n", "\n", "for _ in range(15):\n", " omega0.solve(iterations=200, threshold=1e-6)\n", "\n", "omega0.set_values({'omega0': -0.28})\n", "\n", "for _ in range(50):\n", " omega0.solve(iterations=200, threshold=1e-6)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.6A" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.6A Evolution of the rate of price inflation, following a one-step increase in\n", " the target real wage rate.'''\n", "data = list()\n", "for i in range(5, len(baseline.solutions)):\n", " s0 = baseline.solutions[i]\n", " s6 = omega0.solutions[i]\n", " \n", " data.append(s6['PI'] - s0['PI'])\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "#axes.set_ylim(-.0005, 0.0036)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(13, 0.0015, 'Inflation rate')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.6B" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.6B Evolution of real sales and real output following a one-step increase\n", " in the target real wage that generates an increase in the rate of inflation.'''\n", "ykdata = [s['Yk'] for s in omega0.solutions[5:]]\n", "skdata = [s['Sk'] for s in omega0.solutions[5:]]\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "#axes.set_ylim(90, 140)\n", "\n", "axes.plot(ykdata, linestyle='-', color='b')\n", "axes.plot(skdata, linestyle='--', linewidth=2, color='g')\n", "\n", "# add labels\n", "plt.text(13, 133.34, 'Real output')\n", "plt.text(6, 133.1, 'Real sales')\n", "fig.text(0.1, -.05, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.6C" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.6C Evolution of the public sector borrowing requirement, deflated\n", " by the price level, following a one-step increase in the target real wage rate\n", " that generates an increase in the rate of inflation.'''\n", "data = list()\n", "for i in range(5, len(baseline.solutions)):\n", " s0 = baseline.solutions[i]\n", " s6 = omega0.solutions[i]\n", " \n", " data.append((s6['PSBR']/s6['P']) - (s0['PSBR']/s0['P']))\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(25, 0.1, 'Public sector borrowing requirement')\n", "plt.text(25, 0.08, 'deflated by price level')\n", "fig.text(0.1, -.1, caption);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "###### Figure 10.6D" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "caption = '''\n", " Figure 10.6D Evolution of the real government budget balance, taking into account\n", " the capital gains due to the erosion of the public debt by price inflation, following\n", " a one-step increase in the target real wage that generates an increase in the\n", " rate of inflation.'''\n", "\n", "data = list()\n", "for i in range(5, len(omega0.solutions)):\n", " s6 = omega0.solutions[i]\n", " s6_1 = omega0.solutions[i-1]\n", " s0 = baseline.solutions[i]\n", " s0_1 = baseline.solutions[i-1]\n", " \n", " data.append((-s6['PSBR'] + (s6['P'] - s6_1['P'])*(s6_1['Bs']+s6_1['BLs']*s6_1['Pbl'])/s6['P']) -\n", " (-s0['PSBR'] + (s0['P'] - s0_1['P'])*(s0_1['Bs']+s0_1['BLs']*s0_1['Pbl'])/s0['P']))\n", "\n", "fig = plt.figure()\n", "axes = fig.add_axes([0.1, 0.1, 1.1, 1.1])\n", "axes.tick_params(top='off', right='off')\n", "axes.spines['top'].set_visible(False)\n", "axes.spines['right'].set_visible(False)\n", "#axes.set_ylim(-0.5, 1)\n", "\n", "axes.plot(data, linestyle='-', color='b')\n", "\n", "# add labels\n", "plt.text(20, 0.3, 'Real government budget balance')\n", "fig.text(0.1, -.15, caption);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.13" } }, "nbformat": 4, "nbformat_minor": 1 }