{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", " \n", " \"QuantEcon\"\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimal Savings II: LQ Techniques\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents\n", "\n", "- [Optimal Savings II: LQ Techniques](#Optimal-Savings-II:-LQ-Techniques) \n", " - [Overview](#Overview) \n", " - [Introduction](#Introduction) \n", " - [The LQ Approach](#The-LQ-Approach) \n", " - [Implementation](#Implementation) \n", " - [Two Example Economies](#Two-Example-Economies) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Co-authored with Chase Coleman." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview\n", "\n", "This lecture continues our analysis of the linear-quadratic (LQ) permanent income model of savings and consumption.\n", "\n", "As we saw in our [previous lecture](perm_income.html) on this topic, Robert Hall [[Hal78]](../zreferences.html#hall1978) used the LQ permanent income model to restrict and interpret intertemporal comovements of nondurable consumption, nonfinancial income, and financial wealth.\n", "\n", "For example, we saw how the model asserts that for any covariance stationary process for nonfinancial income\n", "\n", "- consumption is a random walk \n", "- financial wealth has a unit root and is cointegrated with consumption \n", "\n", "\n", "Other applications use the same LQ framework.\n", "\n", "For example, a model isomorphic to the LQ permanent income model has been used by Robert Barro [[Bar79]](../zreferences.html#barro1979) to interpret intertemporal comovements of a government’s tax collections, its expenditures net of debt service, and its public debt.\n", "\n", "This isomorphism means that in analyzing the LQ permanent income model, we are in effect also analyzing the Barro tax smoothing model.\n", "\n", "It is just a matter of appropriately relabeling the variables in Hall’s model.\n", "\n", "In this lecture, we’ll\n", "\n", "- show how the solution to the LQ permanent income model can be obtained using LQ control methods \n", "- represent the model as a linear state space system as in [this lecture](../tools_and_techniques/linear_models.html) \n", "- apply [QuantEcon](http://quantecon.org/quantecon-jl)’s [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type to characterize statistical features of the consumer’s optimal consumption and borrowing plans \n", "\n", "\n", "We’ll then use these characterizations to construct a simple model of cross-section wealth and\n", "consumption dynamics in the spirit of Truman Bewley [[Bew86]](../zreferences.html#bewley86).\n", "\n", "(Later we’ll study other Bewley models—see [this lecture](../multi_agent_models/aiyagari.html))\n", "\n", "The model will prove useful for illustrating concepts such as\n", "\n", "- stationarity \n", "- ergodicity \n", "- ensemble moments and cross section observations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", "# optionally add arguments to force installation: instantiate = true, precompile = true\n", "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.8.0\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": false }, "outputs": [], "source": [ "using LinearAlgebra, Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "Let’s recall the basic features of the model discussed in [permanent income model](perm_income.html).\n", "\n", "Consumer preferences are ordered by\n", "\n", "\n", "\n", "$$\n", "E_0 \\sum_{t=0}^\\infty \\beta^t u(c_t) \\tag{1}\n", "$$\n", "\n", "where $ u(c) = -(c - \\gamma)^2 $.\n", "\n", "The consumer maximizes [(1)](#equation-old1) by choosing a\n", "consumption, borrowing plan $ \\{c_t, b_{t+1}\\}_{t=0}^\\infty $\n", "subject to the sequence of budget constraints\n", "\n", "\n", "\n", "$$\n", "c_t + b_t = \\frac{1}{1 + r} b_{t+1} + y_t,\n", "\\quad t \\geq 0 \\tag{2}\n", "$$\n", "\n", "and the no-Ponzi condition\n", "\n", "\n", "\n", "$$\n", "E_0 \\sum_{t=0}^\\infty \\beta^t b_t^2 < \\infty \\tag{3}\n", "$$\n", "\n", "The interpretation of all variables and parameters are the same as in the\n", "[previous lecture](perm_income.html).\n", "\n", "We continue to assume that $ (1 + r) \\beta = 1 $.\n", "\n", "The dynamics of $ \\{y_t\\} $ again follow the linear state space model\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", " z_{t+1} & = A z_t + C w_{t+1}\n", " \\\\\n", " y_t & = U z_t\n", "\\end{aligned} \\tag{4}\n", "$$\n", "\n", "The restrictions on the shock process and parameters are the same as in our [previous lecture](perm_income.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Digression on a useful isomorphism\n", "\n", "The LQ permanent income model of consumption is mathematically isomorphic with a version of\n", "Barro’s [[Bar79]](../zreferences.html#barro1979) model of tax smoothing.\n", "\n", "In the LQ permanent income model\n", "\n", "- the household faces an exogenous process of nonfinancial income \n", "- the household wants to smooth consumption across states and time \n", "\n", "\n", "In the Barro tax smoothing model\n", "\n", "- a government faces an exogenous sequence of government purchases (net of interest payments on its debt) \n", "- a government wants to smooth tax collections across states and time \n", "\n", "\n", "If we set\n", "\n", "- $ T_t $, total tax collections in Barro’s model to consumption $ c_t $ in the LQ permanent income model \n", "- $ G_t $, exogenous government expenditures in Barro’s model to nonfinancial income $ y_t $ in the permanent income model \n", "- $ B_t $, government risk-free one-period assets falling due in Barro’s model to risk-free one period consumer debt $ b_t $ falling due in the LQ permanent income model \n", "- $ R $, the gross rate of return on risk-free one-period government debt in Barro’s model to the gross rate of return $ 1+r $ on financial assets in the permanent income model of consumption \n", "\n", "\n", "then the two models are mathematically equivalent.\n", "\n", "All characterizations of a $ \\{c_t, y_t, b_t\\} $ in the LQ permanent income model automatically apply to a $ \\{T_t, G_t, B_t\\} $ process in the Barro model of tax smoothing.\n", "\n", "See [consumption and tax smoothing models](smoothing.html) for further exploitation of an isomorphism between consumption and tax smoothing models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A specification of the nonfinancial income process\n", "\n", "For the purposes of this lecture, let’s assume $ \\{y_t\\} $ is a second-order univariate autoregressive process:\n", "\n", "$$\n", "y_{t+1} = \\alpha + \\rho_1 y_t + \\rho_2 y_{t-1} + \\sigma w_{t+1}\n", "$$\n", "\n", "We can map this into the linear state space framework in [(4)](#equation-sprob15ab2), as\n", "discussed in our lecture on [linear models](../tools_and_techniques/linear_models.html).\n", "\n", "To do so we take\n", "\n", "$$\n", "z_t =\n", "\\begin{bmatrix}\n", " 1 \\\\\n", " y_t \\\\\n", " y_{t-1}\n", "\\end{bmatrix},\n", "\\quad\n", "A = \\begin{bmatrix}\n", " 1 & 0 & 0 \\\\\n", " \\alpha & \\rho_1 & \\rho_2 \\\\\n", " 0 & 1 & 0\n", " \\end{bmatrix},\n", "\\quad\n", "C= \\begin{bmatrix}\n", " 0 \\\\\n", " \\sigma \\\\\n", " 0\n", " \\end{bmatrix},\n", "\\quad \\text{and} \\quad\n", "U = \\begin{bmatrix} 0 & 1 & 0 \\end{bmatrix}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The LQ Approach\n", "\n", "[Previously](perm_income.html#odr-pi) we solved the permanent income model by solving a system of linear expectational difference equations subject to two boundary conditions.\n", "\n", "Here we solve the same model using [LQ methods](lqcontrol.html) based on dynamic programming.\n", "\n", "After confirming that answers produced by the two methods agree, we apply [QuantEcon](http://quantecon.org/quantecon-jl)’s [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl)\n", "type to illustrate features of the model.\n", "\n", "Why solve a model in two distinct ways?\n", "\n", "Because by doing so we gather insights about the structure of the model.\n", "\n", "Our earlier approach based on solving a system of expectational difference equations brought to the fore the role of the consumer’s expectations about future nonfinancial income.\n", "\n", "On the other hand, formulating the model in terms of an LQ dynamic programming problem reminds us that\n", "\n", "- finding the state (of a dynamic programming problem) is an art, and \n", "- iterations on a Bellman equation implicitly jointly solve both a forecasting problem and a control problem " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The LQ Problem\n", "\n", "Recall from our [lecture on LQ theory](lqcontrol.html) that the optimal linear regulator problem is to choose\n", "a decision rule for $ u_t $ to minimize\n", "\n", "$$\n", "\\mathbb E\n", "\\sum_{t=0}^\\infty \\beta^t \\{x'_t R x_t+ u'_t Q u_t\\},\n", "$$\n", "\n", "subject to $ x_0 $ given and the law of motion\n", "\n", "\n", "\n", "$$\n", "x_{t+1} = \\tilde A x_t+ \\tilde B u_t+ \\tilde C w_{t+1},\n", "\\qquad t\\geq 0, \\tag{5}\n", "$$\n", "\n", "where $ w_{t+1} $ is iid with mean vector zero and $ \\mathbb E w_t w'_t= I $.\n", "\n", "The tildes in $ \\tilde A, \\tilde B, \\tilde C $ are to avoid clashing with notation in [(4)](#equation-sprob15ab2).\n", "\n", "The value function for this problem is $ v(x) = - x'Px - d $, where\n", "\n", "- $ P $ is the unique positive semidefinite solution of the [corresponding matrix Riccati equation](lqcontrol.html#riccati-equation). \n", "- The scalar $ d $ is given by $ d=\\beta (1-\\beta)^{-1} {\\rm trace} ( P \\tilde C \\tilde C') $. \n", "\n", "\n", "The optimal policy is $ u_t = -Fx_t $, where $ F := \\beta (Q+\\beta \\tilde B'P \\tilde B)^{-1} \\tilde B'P \\tilde A $.\n", "\n", "Under an optimal decision rule $ F $, the state vector $ x_t $ evolves according to $ x_{t+1} = (\\tilde A-\\tilde BF) x_t + \\tilde C w_{t+1} $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mapping into the LQ framework\n", "\n", "To map into the LQ framework, we’ll use\n", "\n", "$$\n", "x_t :=\n", " \\begin{bmatrix}\n", " z_t \\\\\n", " b_t\n", " \\end{bmatrix}\n", " =\n", " \\begin{bmatrix}\n", " 1 \\\\\n", " y_t \\\\\n", " y_{t-1} \\\\\n", " b_t\n", " \\end{bmatrix}\n", "$$\n", "\n", "as the state vector and $ u_t := c_t - \\gamma $ as the control.\n", "\n", "With this notation and $ U_\\gamma := \\begin{bmatrix} \\gamma & 0 & 0\n", "\\end{bmatrix} $, we can write the state dynamics as in [(5)](#equation-pilqsd) when\n", "\n", "$$\n", "\\tilde A :=\n", " \\begin{bmatrix}\n", " A & 0 \\\\\n", " (1 + r)(U_\\gamma - U) & 1 + r\n", " \\end{bmatrix}\n", "\\quad\n", "\\tilde B :=\n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 1 + r\n", " \\end{bmatrix}\n", "\\quad \\text{and} \\quad\n", "\\tilde C :=\n", " \\begin{bmatrix}\n", " C \\\\ 0\n", " \\end{bmatrix}\n", " w_{t+1}\n", "$$\n", "\n", "Please confirm for yourself that, with these definitions, the LQ dynamics [(5)](#equation-pilqsd) match the dynamics of $ z_t $ and $ b_t $ described above.\n", "\n", "To map utility into the quadratic form $ x_t' R x_t + u_t'Q u_t $ we can set\n", "\n", "- $ Q := 1 $ (remember that we are minimizing) and \n", "- $ R := $ a $ 4 \\times 4 $ matrix of zeros \n", "\n", "\n", "However, there is one problem remaining.\n", "\n", "We have no direct way to capture the non-recursive restriction [(3)](#equation-old42)\n", "on the debt sequence $ \\{b_t\\} $ from within the LQ framework.\n", "\n", "To try to enforce it, we’re going to use a trick: put a small penalty on $ b_t^2 $ in the criterion function.\n", "\n", "In the present setting, this means adding a small entry $ \\epsilon > 0 $ in the $ (4,4) $ position of $ R $.\n", "\n", "That will induce a (hopefully) small approximation error in the decision rule.\n", "\n", "We’ll check whether it really is small numerically soon." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation\n", "\n", "Let’s write some code to solve the model.\n", "\n", "One comment before we start is that the bliss level of consumption $ \\gamma $ in the utility function has no effect on the optimal decision rule.\n", "\n", "We saw this in the previous lecture [permanent income](perm_income.html).\n", "\n", "The reason is that it drops out of the Euler equation for consumption.\n", "\n", "In what follows we set it equal to unity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The exogenous noinfinancial income process\n", "\n", "First we create the objects for the optimal linear regulator" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 0.0 0.0 0.0 0.0\n", " 0.0 5.26316 4.73684 0.0\n", " 0.0 4.73684 5.26316 0.0\n", " 0.0 0.0 0.0 0.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using QuantEcon, LinearAlgebra\n", "using Plots\n", "gr(fmt=:png);\n", "\n", "# Set parameters\n", "α, β, ρ1, ρ2, σ = 10.0, 0.95, 0.9, 0.0, 1.0\n", "\n", "R = 1 / β\n", "A = [1.0 0.0 0.0;\n", " α ρ1 ρ2;\n", " 0.0 1.0 0.0]\n", "C = [0.0; σ; 0.0]''\n", "G = [0.0 1.0 0.0]\n", "\n", "# Form LinearStateSpace system and pull off steady state moments\n", "μ_z0 = [1.0, 0.0, 0.0]\n", "Σ_z0 = zeros(3, 3)\n", "Lz = LSS(A, C, G, mu_0=μ_z0, Sigma_0=Σ_z0)\n", "μ_z, μ_y, Σ_z, Σ_y = stationary_distributions(Lz)\n", "\n", "# Mean vector of state for the savings problem\n", "mxo = [μ_z; 0.0]\n", "\n", "# Create stationary covariance matrix of x -- start everyone off at b=0\n", "a1 = zeros(3, 1)\n", "aa = hcat(Σ_z, a1)\n", "bb = zeros(1, 4)\n", "sxo = vcat(aa, bb)\n", "\n", "# These choices will initialize the state vector of an individual at zero debt\n", "# and the ergodic distribution of the endowment process. Use these to create\n", "# the Bewley economy.\n", "mxbewley = mxo\n", "sxbewley = sxo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to create the matrices for the LQ system" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "0.95" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A12 = zeros(3,1)\n", "ALQ_l = hcat(A, A12)\n", "ALQ_r = [0 -R 0 R]\n", "ALQ = vcat(ALQ_l, ALQ_r)\n", "\n", "RLQ = [0.0 0.0 0.0 0.0;\n", " 0.0 0.0 0.0 0.0;\n", " 0.0 0.0 0.0 0.0;\n", " 0.0 0.0 0.0 1e-9]\n", "\n", "QLQ = 1.0\n", "BLQ = [0.0; 0.0; 0.0; R]\n", "CLQ = [0.0; σ; 0.0; 0.0]\n", "β_LQ = β" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s print these out and have a look at them" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A = [1.0 0.0 0.0 0.0; 10.0 0.9 0.0 0.0; 0.0 1.0 0.0 0.0; 0.0 -1.0526315789473684 0.0 1.0526315789473684]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "B = [0.0, 0.0, 0.0, 1.0526315789473684]\n", "R = [0.0 0.0 0.0 0.0; 0.0 0.0 0.0 0.0; 0.0 0.0 0.0 0.0; 0.0 0.0 0.0 1.0e-9]\n", "Q = 1.0\n" ] } ], "source": [ "println(\"A = $ALQ\")\n", "println(\"B = $BLQ\")\n", "println(\"R = $RLQ\")\n", "println(\"Q = $QLQ\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now create the appropriate instance of an LQ model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide-output": false }, "outputs": [], "source": [ "LQPI = QuantEcon.LQ(QLQ, RLQ, ALQ, BLQ, CLQ, bet=β_LQ);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We’ll save the implied optimal policy function soon and compare with what we get by\n", "employing an alternative solution method." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 1.0 0.0 0.0 0.0\n", " 10.0 0.9 0.0 0.0\n", " 0.0 1.0 0.0 0.0\n", " 68.9655 -0.689655 0.0 1.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "P, F, d = stationary_values(LQPI) # compute value function and decision rule\n", "ABF = ALQ - BLQ * F # form closed loop system" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison with the difference equation approach\n", "\n", "In our [first lecture](perm_income.html) on the infinite horizon permanent\n", "income problem we used a different solution method.\n", "\n", "The method was based around\n", "\n", "- deducing the Euler equations that are the first-order conditions with respect to consumption and savings \n", "- using the budget constraints and boundary condition to complete a system of expectational linear difference equations \n", "- solving those equations to obtain the solution \n", "\n", "\n", "Expressed in state space notation, the solution took the form\n", "\n", "$$\n", "\\begin{aligned}\n", " z_{t+1} & = A z_t + C w_{t+1} \\\\\n", " b_{t+1} & = b_t + U [ (I -\\beta A)^{-1} (A - I) ] z_t \\\\\n", " y_t & = U z_t \\\\\n", " c_t & = (1-\\beta) [ U (I-\\beta A)^{-1} z_t - b_t ]\n", "\\end{aligned}\n", "$$\n", "\n", "Now we’ll apply the formulas in this system" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use the above formulas to create the optimal policies for b_{t+1} and c_t\n", "b_pol = G * (inv(I - β * A)) * (A - I)\n", "c_pol = (1 - β) * (G * inv(I - β * A))\n", "\n", "# Create the A matrix for a LinearStateSpace instance\n", "A_LSS1 = vcat(A, b_pol)\n", "A_LSS2 = [0, 0, 0, 1]\n", "A_LSS = hcat(A_LSS1, A_LSS2)\n", "\n", "# Create the C matrix for LSS methods\n", "C_LSS = vcat(C, 0)\n", "\n", "# Create the G matrix for LSS methods\n", "G_LSS1 = vcat(G, c_pol)\n", "G_LSS2 = vcat(0, -(1 - β))\n", "G_LSS = hcat(G_LSS1, G_LSS2)\n", "\n", "# Use the following values to start everyone off at b=0, initial incomes zero\n", "μ_0 = [1.0, 0.0, 0.0, 0.0]\n", "Σ_0 = zeros(4, 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A_LSS calculated as we have here should equal ABF calculated above using the LQ model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0\n", " -9.51248e-6 9.51248e-8 0.0 -2.0e-8" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ABF - A_LSS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now compare pertinent elements of c_pol and F" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hide-output": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[65.51724137931033 0.34482758620689685 0.0][65.51723234245394 0.344827676575457 -0.0 -0.050000018999992145]\n" ] } ], "source": [ "println(c_pol, -F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have verified that the two methods give the same solution.\n", "\n", "Now let’s create instances of the [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type and use it to do some interesting experiments.\n", "\n", "To do this, we’ll use the outcomes from our second method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two Example Economies\n", "\n", "In the spirit of Bewley models [[Bew86]](../zreferences.html#bewley86), we’ll generate panels of consumers.\n", "\n", "The examples differ only in the initial states with which we endow the consumers.\n", "\n", "All other parameter values are kept the same in the two examples\n", "\n", "- In the first example, all consumers begin with zero nonfinancial income and zero debt. \n", " \n", " - The consumers are thus *ex ante* identical. \n", " \n", "- In the second example, while all begin with zero debt, we draw their initial income levels from the invariant distribution of financial income. \n", " \n", " - Consumers are *ex ante* heterogeneous. \n", " \n", "\n", "\n", "In the first example, consumers’ nonfinancial income paths display\n", "pronounced transients early in the sample\n", "\n", "- these will affect outcomes in striking ways. \n", "\n", "\n", "Those transient effects will not be present in the second example.\n", "\n", "We use methods affiliated with the [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type to simulate the model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First set of initial conditions\n", "\n", "We generate 25 paths of the exogenous non-financial income process and the associated optimal consumption and debt paths.\n", "\n", "In a first set of graphs, darker lines depict a particular sample path, while the lighter lines describe 24 other paths.\n", "\n", "A second graph plots a collection of simulations against the population distribution that we extract from the LSS instance LSS.\n", "\n", "Comparing sample paths with population distributions at each date $ t $ is a useful exercise—see [our discussion](../tools_and_techniques/lln_clt.html#lln-mr) of the laws of large numbers." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hide-output": false }, "outputs": [], "source": [ "lss = LSS(A_LSS, C_LSS, G_LSS, mu_0=μ_0, Sigma_0=Σ_0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Population and sample panels\n", "\n", "In the code below, we use the [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type to\n", "\n", "- compute and plot population quantiles of the distributions of\n", " consumption and debt for a population of consumers \n", "- simulate a group of 25 consumers and plot sample paths on the same\n", " graph as the population distribution " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "consumption_debt_fanchart (generic function with 1 method)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function income_consumption_debt_series(A, C, G, μ_0, Σ_0, T = 150, npaths = 25)\n", "\n", " lss = LSS(A, C, G, mu_0=μ_0, Sigma_0=Σ_0)\n", "\n", " # simulation/Moment Parameters\n", " moment_generator = moment_sequence(lss)\n", "\n", " # simulate various paths\n", " bsim = zeros(npaths, T)\n", " csim = zeros(npaths, T)\n", " ysim = zeros(npaths, T)\n", "\n", " for i in 1:npaths\n", " sims = simulate(lss,T)\n", " bsim[i, :] = sims[1][end, :]\n", " csim[i, :] = sims[2][2, :]\n", " ysim[i, :] = sims[2][1, :]\n", " end\n", "\n", " # get the moments\n", " cons_mean = zeros(T)\n", " cons_var = similar(cons_mean)\n", " debt_mean = similar(cons_mean)\n", " debt_var = similar(cons_mean)\n", " for (idx, t) = enumerate(moment_generator)\n", " (μ_x, μ_y, Σ_x, Σ_y) = t\n", " cons_mean[idx], cons_var[idx] = μ_y[2], Σ_y[2, 2]\n", " debt_mean[idx], debt_var[idx] = μ_x[4], Σ_x[4, 4]\n", " idx == T && break\n", " end\n", " return bsim, csim, ysim, cons_mean, cons_var, debt_mean, debt_var\n", "end\n", "\n", "function consumption_income_debt_figure(bsim, csim, ysim)\n", "\n", " # get T\n", " T = size(bsim, 2)\n", "\n", " # create first figure\n", " xvals = 1:T\n", "\n", " # plot consumption and income\n", " plt_1 = plot(csim[1,:], label=\"c\", color=:blue, lw=2)\n", " plot!(plt_1, ysim[1, :], label=\"y\", color=:green, lw=2)\n", " plot!(plt_1, csim', alpha=0.1, color=:blue, label=\"\")\n", " plot!(plt_1, ysim', alpha=0.1, color=:green, label=\"\")\n", " plot!(plt_1, title=\"Nonfinancial Income, Consumption, and Debt\",\n", " xlabel=\"t\", ylabel=\"y and c\",legend=:bottomright)\n", "\n", " # plot debt\n", " plt_2 = plot(bsim[1,: ], label=\"b\", color=:red, lw=2)\n", " plot!(plt_2, bsim', alpha=0.1, color=:red,label=\"\")\n", " plot!(plt_2, xlabel=\"t\", ylabel=\"debt\",legend=:bottomright)\n", "\n", " plot(plt_1, plt_2, layout=(2,1), size=(800,600))\n", "end\n", "\n", "function consumption_debt_fanchart(csim, cons_mean, cons_var,\n", " bsim, debt_mean, debt_var)\n", " # get T\n", " T = size(bsim, 2)\n", "\n", " # create percentiles of cross-section distributions\n", " cmean = mean(cons_mean)\n", " c90 = 1.65 * sqrt.(cons_var)\n", " c95 = 1.96 * sqrt.(cons_var)\n", " c_perc_95p, c_perc_95m = cons_mean + c95, cons_mean - c95\n", " c_perc_90p, c_perc_90m = cons_mean + c90, cons_mean - c90\n", "\n", " # create percentiles of cross-section distributions\n", " dmean = mean(debt_mean)\n", " d90 = 1.65 * sqrt.(debt_var)\n", " d95 = 1.96 * sqrt.(debt_var)\n", " d_perc_95p, d_perc_95m = debt_mean + d95, debt_mean - d95\n", " d_perc_90p, d_perc_90m = debt_mean + d90, debt_mean - d90\n", "\n", " xvals = 1:T\n", "\n", " # first fanchart\n", " plt_1=plot(xvals, cons_mean, color=:black, lw=2, label=\"\")\n", " plot!(plt_1, xvals, Array(csim'), color=:black, alpha=0.25, label=\"\")\n", " plot!(xvals, fillrange=[c_perc_95m, c_perc_95p], alpha=0.25, color=:blue, label=\"\")\n", " plot!(xvals, fillrange=[c_perc_90m, c_perc_90p], alpha=0.25, color=:red, label=\"\")\n", " plot!(plt_1, title=\"Consumption/Debt over time\",\n", " ylim=(cmean-15, cmean+15), ylabel=\"consumption\")\n", "\n", " # second fanchart\n", " plt_2=plot(xvals, debt_mean, color=:black, lw=2,label=\"\")\n", " plot!(plt_2, xvals, Array(bsim'), color=:black, alpha=0.25,label=\"\")\n", " plot!(xvals, fillrange=[d_perc_95m, d_perc_95p], alpha=0.25, color=:blue,label=\"\")\n", " plot!(xvals, fillrange=[d_perc_90m, d_perc_90p], alpha=0.25, color=:red,label=\"\")\n", " plot!(plt_2, ylabel=\"debt\", xlabel=\"t\")\n", "\n", " plot(plt_1, plt_2, layout=(2,1), size=(800,600))\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let’s create figures with initial conditions of zero for $ y_0 $ and $ b_0 $" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out = income_consumption_debt_series(A_LSS, C_LSS, G_LSS, μ_0, Σ_0)\n", "bsim0, csim0, ysim0 = out[1:3]\n", "cons_mean0, cons_var0, debt_mean0, debt_var0 = out[4:end]\n", "\n", "consumption_income_debt_figure(bsim0, csim0, ysim0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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}, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "consumption_debt_fanchart(csim0, cons_mean0, cons_var0,\n", " bsim0, debt_mean0, debt_var0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is what is going on in the above graphs.\n", "\n", "For our simulation, we have set initial conditions $ b_0 = y_{-1} = y_{-2} = 0 $.\n", "\n", "Because $ y_{-1} = y_{-2} = 0 $, nonfinancial income $ y_t $ starts far below its stationary mean $ \\mu_{y, \\infty} $ and rises early in each simulation.\n", "\n", "Recall from the [previous lecture](perm_income.html) that we can represent the optimal decision rule for consumption in terms of the **co-integrating relationship**.\n", "\n", "\n", "\n", "$$\n", "(1-\\beta) b_t + c_t = (1-\\beta) E_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} \\tag{6}\n", "$$\n", "\n", "So at time $ 0 $ we have\n", "\n", "$$\n", "c_0 = (1-\\beta) E_0 \\sum_{t=0}^\\infty \\beta^j y_{t}\n", "$$\n", "\n", "This tells us that consumption starts at the income that would be paid by an annuity whose value equals the expected discounted value of nonfinancial income at time $ t=0 $.\n", "\n", "To support that level of consumption, the consumer borrows a lot early and consequently builds up substantial debt.\n", "\n", "In fact, he or she incurs so much debt that eventually, in the stochastic steady state, he consumes less each period than his nonfinancial income.\n", "\n", "He uses the gap between consumption and nonfinancial income mostly to service the interest payments due on his debt.\n", "\n", "Thus, when we look at the panel of debt in the accompanying graph, we see that this is a group of *ex ante* identical people each of whom starts with zero debt.\n", "\n", "All of them accumulate debt in anticipation of rising nonfinancial income.\n", "\n", "They expect their nonfinancial income to rise toward the invariant distribution of income, a consequence of our having started them at $ y_{-1} = y_{-2} = 0 $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Cointegration residual\n", "\n", "The following figure plots realizations of the left side of [(6)](#equation-old12), which,\n", "[as discussed in our last lecture](perm_income.html#coint-pi), is called the **cointegrating residual**.\n", "\n", "As mentioned above, the right side can be thought of as an\n", "annuity payment on the expected present value of future income\n", "$ E_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} $.\n", "\n", "Early along a realization, $ c_t $ is approximately constant while\n", "$ (1-\\beta) b_t $ and\n", "$ (1-\\beta) E_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} $ both rise\n", "markedly as the household’s present value of income and borrowing rise\n", "pretty much together.\n", "\n", "This example illustrates the following point: the definition\n", "of cointegration implies that the cointegrating residual is\n", "*asymptotically* covariance stationary, not *covariance stationary*.\n", "\n", "The cointegrating residual for the specification with zero income and zero\n", "debt initially has a notable transient component that dominates its\n", "behavior early in the sample.\n", "\n", "By altering initial conditions, we shall remove this transient in our second example to be presented below" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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UU6dOjaW4Bw4cSP59NT7xxBOx+Yj8/PwRI0Y4HI59+/a15Xvh502bNg3Za6CwsHDQoEEOh2Pv3r3Rg88++2wscztkyBAGg9HKnnA7gzaENwkikYgQEvV8W8Hly5cJIbFqEUIIi8Xq0aNH9NM4sFis2JQMIQRpHiTebwjUadTW1v7j37F8+XIGgwE1B5STcXJ8LpcbZzuZTOYNM5EnT558+OGHoehhMBgMBgMesclkau3+fwTutGfPnnHHQULGzkOs3oQQIhKJxGLxT937pUuXCCFdunSJNSqEENSuXb16NRKJtGV4UQQCgS+++ILNZo8bNy56EEbxs88+i1qgoqKijIyMr776Kicn57nnnvvyyy+tVmv0/AkTJvB4vFmzZnXr1m3mzJk7d+70+XzRT/Gw9uzZE/ew4A3gYd0QY8aMkUqlCxcuzM/PnzZt2vfff+92u3/2jg4dOvTnP/+5ffv2QqEQD+6VV14h//7g4uY8dr1dvnyZwWDEaWcUCgWKLG8IvB2EEK/X2/rYWl8VeLhA+/bt487RaDQmkykUCsEHGjt27J133vnGG28cPnz4V+hRMzIyYk0RIQQyrrjvxUGDwRA90r1797hL4XZu+Gq3RNvfi7iR8Hg8uVzeyp5wO4NWjd4kpKenE0K0Wm0gEIjbgmNBUZTb7eZwOC2jLuw1Tqez5V+BF4o9Ap+0lTgAu/DJkydbVi7K5XLIHb1eL4vFaumky+Xy2P/KZLKWd7R169Y///nPbDZ7yJAhf/rTn/An5eXl69evb+OmAwKqpaym5Ty0VKAwmcyfuvefuiyfz5fJZDabze12tyVwj2Lr1q3Nzc1IR8Uel8vl165dO3HiRL9+/QghEonk+PHjr7322pYtW5YvX758+XI2m/3www8vWrQoMTGxc+fOx48fnzt37r59+y5cuPDee++JRKKpU6f+85//5PF4NpuNEPLNN9/EkgSAQqFoeTCK9PT0U6dOzZkzZ8eOHYsXL168eDGfz3/qqafmz58flQ3H4Ysvvnjsscf4fP599903duxYhBQnT57cvHlzbCwbN+ex683lckml0jgjQQhJTEyEa9USEolELpfbbLaqqqqo6uqG+KnHhyM/uyowyBEjRuzevXv+/PlHjhw5fvz466+/rlKp5s6d+9JLL7UymXH4qeuDII0CF4xdjS0HD2N5w1e7JTADLQVNbXwvbucSlFZAG8KbhE6dOimVSovFcuTIkVi5XRwYDIZYLHY4HBaLJc4WwpVrXcTfdmCvnzdvXhzzGQuFQuFwOAwGQ9zehHqM1gEV3+HDh2EGgI8++mj9+vW/aIQGgyEukviN8xC9bNxxr9drt9shMvpFF/z8888JIfX19SBX47B69eroDKSkpHz++ecrV648e/bsDz/88Pnnn69fv16n00HS0rNnz61bt3o8nmPHju3Zs+fzzz+fP39+MBh8//33MeajR4/GVde1BR06dPjqq698Pt/Jkyf37dv32WefLV261OFwIOscB4qiZs6cyeFwTpw40bVr1+jxefPmgZFrC7CAvV5vnEloOeexuOuuu7Zt27Z3795YRWVL/NTjw5G2r4qhQ4cOHTrUZrMdPnx4x44da9eu/etf/yoQCJ5++mnYs5bEQDQ1+BvxU4Nvo/sVnYG4IpPfd3+43UBTozcJTCYT0kTo1m54DjxuZBrOnDkT+1EwGETodkOhfOtAuBbnCYJaOXbsWCt/CHr20KFDsQf1ev21a9da/8ZAIHDlypWsrKxYK0gIiZZGEUIQdLbin95wHgghp0+fJr9qHmIve+HCBb/fHzc2iqI6derU9gp6Qoher9+9e7dMJtuzZ8/ef8f27du5XO7GjRvj+HA2m11YWDhr1qzz588nJycfOnQolnIUCoVFRUXvvfceVCFQDLXlYd3wKUfB5/MHDhw4b968c+fO8Xg8VGW0PK25uVmn03Xu3DnWChJCSktL2zghhJAuXbpQFBXHNJjNZrTd+SmArlyxYkUsYxwLiqLC4TAeX+xCArAq4ob9s5DL5aNHj16+fPmXX35JfpxtuH1GozH2TL/fj9LS346WHAymF4P/2fcCztDv/l7c5qAN4c3DzJkzNRrN3r17X3nllZYLvays7OGHHyaEQK8YZy/Xrl2r1Wq7desWl5tpCyArbWhoiD34wAMPqFSq77777oaSATi/SHTNmzcv1heeM2dOIBBo/Ru5XK5MJjOZTLEZqWvXrsWGgzccVSwwD4sXL47Nlh06dKikpEStVkNB/iuQmpp65513Njc3x/YvpijqnXfeIYSgqKPtKC4uDofDY8aMGTJkSNG/4/7777/vvvscDsc333xDbhRPiEQiEI9+v7/lp0lJSUwmE9YaRmLBggUtjUQwGMQ5N5zPlpdVqVQ8Hi8QCNwwFQpWvLGxMfYRnzlz5vvvv2/jhBBC/vznPxNC4hrrLFmypPVl8+CDDw4YMKCpqemhhx5yOBxxnzY1NT3wwANWqxWrYtmyZaCLgStXrqBJRVx13U+h5bRAVoOZhD5z165dsS/gwoULY9fhb0FxcXFzc3P0v5cuXdq5c6dcLgdR1Mb34sMPP4zNp5aUlBw6dEihUKCohsYvBU2N3jxoNJpvvvlm1KhRH3zwwa5duyZNmtSpUyc2m11XV7djx45t27Yhuf3ss8+uWrUKhXdTp05VKBQ7dux4/fXXmUzmwoULf8X3FhQUMBgM9G/LyMhgMpmjR49G+eC4ceOKioqmT59+9913Jycna7Xay5cvr1mzZuLEiTNmzHjwwQcffPDBLVu29OzZc+LEiWKxeNu2beXl5QUFBWfPnm09m3LPPfds2bJlzJgxs2bN0mg0SI+lp6dH3erevXsTQt577z273Z6amspgMB566KHYTpIjR44sKirat2/fsGHDZs+enZqaWlJSMmvWLELI/Pnz42i3X4T3339/4MCB06dPt9lsI0eOdDgcH3300c6dO7Ozs2N1gG3BmjVrCCETJky44acTJkz4/vvv/+///m/SpEkffPDB9u3bH3vssc6dO6enp+OXBK5evXrnnXempqaOGjUqHA4/9NBD7du3T0hIqK2tXbBgQSQSgW907733PvPMMytXrrzjjjumT5/eo0cPoVBYW1t74sSJ4uLiPXv2dOvWraCggMlkrly5ksViZWRksFiskSNHzp49u7a2dvz48R07dkxKStJqtYsXL3Y4HOPHj7/h7zlwudz+/fsfPHhw3LhxM2bMUCqVhw4dmjNnTlZWVtvjoSlTpixbtuzbb7996qmnpkyZwuPxNm3atGDBgpSUlFZIdSaTuXHjxqFDh/7www/t2rV78skn+/TpI5FIGhsbDx06tHHjRjhVvXv3njBhwhdffHHvvffOmzcvOzu7rKwMPPw///nPGzZqaIm+fft27dp19OjRubm5Uqn06tWrqDPBbHfv3j0/P//8+fPjx49/6qmnQqHQd99998UXXyQnJzc2NrZxElqBUqkcPHjw/Pnz27dvf+7cuRkzZkQikTfeeAMpPdT2LFy40O12p6WlMRiMsWPHxmZJhg8fPmzYsN27dw8ZMmTOnDlpaWnHjx9/9dVXCSFvv/32LyX2afx/3Ox6jdse169fHzt2bNw2xGKxRo0ade7cOZyj0+mguo5Co9HEdipp2Vkm7lsgxX7mmWfw348//jg2ux7tLLN9+/aW7axycnKiddxer3fatGnR7MVdd91VXl6OaAwFYegs0/I2tVptHE81ceJElAGglwpFUfPnz4/VkbfsLONwOOJCNIlE8sknn0S/BXWE0dFGIZVK1Wp1K09h+/btcY1v7rzzztra2ugJbakjPHLkCCEkJSUlFArd8ASv1yuTyRgMxvXr11esWNFSvHDPPfegmu2FF16I6//CZDInT54crRULh8Nvv/12XAaIyWT27dtXq9XinOXLl8dmc/fv3z937tw4HRODwRgzZkxsEV4crl+/HqcKnjJlyieffEJ+LJtDHSGKQaMIBoOEkA4dOuC/lZWVselMPp9fXFzcll+fsNvtf/vb31ru5gUFBdH17/P5nnnmmVgGm8/nv/nmm9G6W9QRrlq1Ku7i0DYHAoFhw4bFuXE8Hu+1116LXuHcuXOxTV7UavW+fftadpaJuz46D6AqPwqs+ddee436sY7w66+/juUzWCxWtHoVeP/992PbHrXsLON0Oh955JHYWxCLxUuWLIleAXWELXsbqVQquVzeyvzftmBQ9C/U3wpYrdaSkhKDwRAMBtPT03v37t3SmS0vLz937pzP58vJybnrrrtiYyCDweBwONLT0/l8fl1dXSQSifsNB6/X29jYCHsQPeh0OsHJpKSkREV94XD47Nmzly9f9vv9ycnJubm5LRUZgUCgqalJLpdjI0ZAY7fb+Xw+tPs3/D3FcDh87NixyspKDodTWFjYvn17t9ttMBjkcnmsh2u32/FzE2lpaVwut7a2NhQKxVaDVFVVHT9+3OVypaamDhw4MNYYmEwmh8ORlJQUZ2Nqa2sZDEYren1CiN/vP3r06PXr13k8Xvfu3VGcHjvDbrc7NTW19eo3s9ksFApbETrqdDq/35+YmCgWiwOBQGlpaU1NjcPh0Gg0HTt2jCW6nU4nGo36fL6UlJSePXu2bLjldrvRqpTD4SQnJ3fv3r1lD0+Xy4X8VnJyskAg8Hg8Z8+era+vd7vdycnJ3bp1a31aCCHBYLCkpKSqqorH4/Xv3z87O9vhcJhMJqVSKZfLjUajy+WKXUKEEIqi0LUV6mhCSCgUQt8TuVxeVFSkUqkaGxu9Xm9GRkbLlm9x8Pl8x48fr6+v93q9KpWqV69eLd21hoaGo0eP2u32hISEgQMHxq5zm81msVgSEhLi5CcNDQ3BYDA7O5vBYJhMprNnzzY1NaH7QUFBQZw2ze1279u3r6mpKTExcejQoSKRCI8yMzOTyWTW1NRwudxoE1GgqanJ4/FgGcc9Dqz5Z599duXKlXv27CkqKjp58uSlS5c4HM7AgQNv+ETi3ou6urpAIBDro1RXVx87dgzPYuDAgbElg2az2W63azSaOJeirq6Ooqhf+uuntwNoQ0jjl2H79u0jR4689957Y0vaadCg8bOIGkL0fKDxnwM6R0ijNbz55pvhcHjo0KHp6ekGg+HQoUNvvPEGg8H4X/0RKBo0aNyGoA0hjdZgs9kWLVr05ptvRo+oVKply5a1UgpJgwYNGv9doKlRGj+DioqKsrIyo9HIZDKzs7MHDBhAK9No0PgV2LVr1/nz58eNG0dn6f7TQBtCGjRo0KBxW4MuqKdBgwYNGrc1aENIgwYNGjRua9CGkAYNGjRo3NagDSENGjRo0LitQRtCGjRo0KBxW4M2hDRo0KBB47bGrTGE4XC4vr7+Z0+74S/F0LjdQFf40ADoDYEG+WOWwa0xhAaDoW/fvj97Wuyv2dG4beH1elv5nVIatw/oDYEG+WOWAU2N0qBBgwaN2xq0IaRBgwYNGrc1aENIgwYNGjRua9CGkAYNGjRo3NagDSENGjRo0LitQRtCGjRo0KBxW4M2hDRo0KBB47YGbQhp0Ljd4fP5QqHQrR4FDRq3DOxbPQAaNGjcMlAU5XQ6fT4fRVFcLlcsFnM4nFbO93q9fD6fwWDctBHSoHETQBtCGjRuU4TDYZvNxmQyExISCCEej8dqtbJYLC6Xy+VyORwOk/lvjJHb7XY6nW63W6lUxn1Eg8Z/NWhDSIPGfz0oivpFURpFUV6v1+VyCYVCsViMgyKRSCgUBgKBQCDgcrmCwaBQKJRIJLiy1+t1u90JCQler9dkMimVSjab3j1o/G74pWv49wW9lGnQ+K+Hw+EIh8MymYzFYrV+JkVRHo/H7Xaz2WyFQhFHhDIYDB6Px+PxCCGRSMThcDQ3N8vlcvxbpVKxWCyxWMxkMs1ms0Kh4HK5sX+OJpAikej3vj8a/+OIRCIWi0UoFAqFwlsyANoQ0qDx341IJOLz+YRCoclkkkgkrWwlFEWZzWYWi9XSBLYEk8mUy+V+v99ms6qYzP0AACAASURBVFEUFRsCCoVCFotls9k4HI5UKmWxWKFQyGazMRiMUCgkEAho4pRG2xEOhy0WC5fLdTqdPB7vZ525PwK0IaRB478bbrebz+dLJBKBQGCz2bxer1gsRlQXB6vVyuFwZDJZ2y/O4/HUanU4HI4znDweLyEhwe12m0wmLpcbCARgg+12u9vtlkgkv/WuaNweCIVCFotFLBYLhUI2m22z2VQqVfRTr9cbDAYjkUgkEmGxWL9o6f4i0I4bDRo3A4FA4Nf9sGIkEgmFQoFA4IYVDqA6kedjs9lqtVogEDidTqPR6HK5Yn+5zeFwEEJ+xVbCZDJvGD4yGAyxWJyQkMDhcNRqNSJRsVjs8Xhu8g8HUhTl8/kcDofL5UIpyO35G5aRSMRut+Pe/X7/f+yPl+EZhUIhp9NpNpulUikWD0j16K8shUIhh8PBYrF4PJ5IJIpEIlar9Q8aEh0R0qDxhyMYDFosFg6Ho1Qq264IcDgcHo+HwWAwmUwmkxkOh+EXCwSCqMLF4/HEsUlItHi9XpvNZrPZhEKhQCCIRCJ+v1+tVv+OdxSJRHg8HpPJjA6GEILhuVwuqVSKI36/PxKJ/NKii2Aw+LPkLSEkEAg4nc5gMAilK0RA8BgUCsUfLefx+/2wNzA5KpUq7h7D4XBbiD6Px+PxeKL/lclkbbn3KLxeL0VRfD7fZrOFw+HGxkYWi8VgMBgMhkql+k+jqbEsA4GAVCoViUQqlSr2McnlcpPJxOPx2Gy2w+EQi8XRlDOXy7XZbFar9Y94rLQhpPE/jjZuRn8c4MlKpVKYw7bYQoqi7HZ7OBxOTEyM3chQ9mcwGLxeL2oe3G63QqGIO8Hn8xFCBAKB3+/n8XiwDS236V8BWBrEfNhqRSKRQCCIPUcsFjc3N4tEIiaT6XA4/H4/NjVY6J99Fkg3wphxuVwej/dTSUe32w2L29LKejyeG8p5fhdA34jsqVgs5nK5LBbL6/XGPVxs92q1unVT5PP5XC6XXC7HH4IqlMvlUXIbz1QkErWcumAw6HA4KIpis9lNTU2hUCghIcHj8QQCgeTkZK/X29jYKBAIKIpSKBRxw/ij34tQKOT1ep1OJ0VRUGBRFGU0GkOhUGJiYigU4nA4LSl0FoslkUhMJlMwGHS5XCqVyufzsVgsFovF4XDkcjns6O/OvTNuCYeg1+vvuOMOvV7f+mlOp5NONtBoGfS0HV6v12AwyOVymUzWdjMQDoeZTGbc+XhTfoUtsVgsbDY7EAhAS8Jms1u3hRRFWa1WBoMR3RyjiEQizc3NQqGwsbGRyWTKZDImkxmbU3E4HKFQSCqVwmt2Op2BQCD2hLir/aJwAVs/l8sVCoXYpv1+PwhYqVQam5VElBYOh9lsNp/PZ7PZTCbT7XZ7vV6pVBpnOGNv3OVyIQjG32J44XAY6p7ohkBRFKIfhULxUwsDo5VIJEwmEzUhhBA+n8/j8doeb8VOEQhYj8eDwhKv1xtnaKNPLfoEISNSKpU/dU0MMi4qCgQC8JwwUfBsIpGIRCLh8/mEECaTGQqF3G63z+dDajb6JxRFCQSCYDAIiZPH4+Hz+SKRKBgMKhQKMAR8Ph/W95cyBHa7ncPh8Pn8Gy6bUCgUvTWtVuvz+bBEcZvwbCQSiVqtxqo2m81cLveGO3w4HDYajXK5nMPhRCIRxNwIvgUCgcfj0Wg0v2jkPws6IqRx6/Er+pVEXzmKogKBwA21IS6Xq66ubuTIkW+99dawYcNa2TRxHYfDEQwGQ6EQ2Mg4WslisYCCg3vbkp+5YSFU1CMOBAJCoRBF6x6PJyUl5YaDgY78pyQtTqdTIBBIJBJEXVCcc7lchF+BQMDn88WGIBKJxGq12u32uKuFw2G73e7z+TgcDo/H43K52GFbgdPpbLn1Yyr8fr/dbufxeAwGIxgMYvs2Go0CgYDH4zU3N4dCIY1GgzpFi8USDofBpiK+dDgcCBeam5uZTCaXyw0GgwkJCWw2OxQKISCwWCxRrhXaV8QHsRMe5zDxeDyVSmWz2VgsFmwqjIfb7Ya5+tlg0ePxXLt2LSkpCbcWCAQ4HI5IJGIwGDU1NVFvIwq5XG6xWBwOB87EnFsslqj9xrSHw2EYg0AgYLPZWlZkcrlclUqF9cbhcLxer1qtjkQiNputsbExGl0JBIKEhAQmk4mPYoNILpcbtTcWi4UQwmQy6+vrpVIpkogOhwNB7Q1fnBvC5XLB1OF5RZsQRSIRr9fr9Xrhu0Qikfr6ervd3qFDBxAATCZTIpHAngmFwuhrolAoTCYTm83Gg8BLF515gUDA5/PNZjN6HmHmvV5vQ0OD0+n83Q0hHRHSuDWIBlgIAiiK+inq7Pz58xUVFVqttqamxmg0Llu2DK8Qi8WSSqUoDOdwOLFSSbzqbrd77Nixx48f53K5xcXFd955J6KTSCQCNgkvGIfDYTAY8KDFYjGbzcaovF6vUqnEeBBpyeXyQCDg9/s9Hg/MTyAQQGrK7XaHQiGJRBJNaYAIamxszMvLw0pGri4QCBgMhlAolJmZGbcNgRaLLXKPBZjVCxcuWCyW1NTUjIwMiUQikUigEBGLxW63WyaTxV0zEonodLpIJILbrKqqSkpKAqsJm0oIgUWUyWTBYNDv92NvxQNCZIwebFF6DQUbuAIGxmazzWazwWBQKpV2ux2yHZlMFgqFrFYrl8t1u908Hi8cDnO5XK/XC6LPZDIFAgE+n49wTSaTQUOPykWEFDgf5wSDwZSUFJvNZrFYEhMTY2fJZrMhbSkSiWCrok8Bxo/JZMLe+P1+iqIikYhMJrvhPEcjv8rKSoFAAAYPOUisDZ/Px+fzEW/Fmh/MjNlshog3esRkMslkMtDdIpEIuV6RSGS1WluStxRFYebD4bDH49FqtWq1GtGh3W5HqK1WqyUSSSgU8vv9CHbR+qDlvZAfXSu3242gUCgU1tbWpqSk8Hi8tgeFWHtqtZrFYuGOrFYrnq/H41EqlRKJBPNgtVovXryYl5eH1xPCJSwniqIQ21EUBbYTRpTH44FHlclkCoUiGq06nU5CCMLZYDAYCASwiuAotGXYbQdtCGncPGA1CwQCt9sNdQCHw4H7jw3L6/XiDYH/Xl1dPW/evG3btsWu0pEjR3799ddGo1Eqlfp8PpPJpNfrGxoaqqurGxsbi4qKBg8eTFEUh8OZNWvWypUrRSKR2+3mcDhLly4dNmxYYmIiro/BNDc3Q/qPegBsoDqdLhwOq1Qqt9utUqn8fj8ISaFQKBKJ/H6/wWDg8Xgej8doNHI4nPT0dIlEEmVvsEE0NjaazWa1Wo1dHvwY3F5sYU6nMz09HYHOpk2bSktL8/Ly+vXr17FjR9wp9jiBQABjbDabm5qa+vTpExVWsNnsSZMmzZgxQy6X19XVaTSa5ORkGGYEW8iiuVyupqamgwcPfv/991euXGGz2T179nzggQfuu+8+8JwcDge+OQyPWq3Gv6kfgTp6XNPn8yEED4VCfD5fIBDU1dWpVCqEyxwORyAQeL1erVaLsgoej6dQKLAVSiQS2JhobSLoL6vVCtYO+o6oMxQIBDwej9frjUQicrncbDZDNBQ1dXK5nMlkRjlJxCvBYBABXygUam5uRmAK0SyOQ0kEe4/bZzKZ6C0H9SmbzcZqbNeuHbQbTqeTwWBgO2IymXB3HA6Hw+FQKpWxtZstiYFgMIjyTdwsRVEGg8Hj8aSmpsZ5LWBKo9dxuVwSiYTNZuv1ekwj7B88HrvdzufzYaFbpzrsdrvZbBYIBHCzsKJUKpXZbBaJRA6HAy5IMBgkhMC5id4FXDer1SqXy/l8vsfjcblc8CYbGxthurxeLxwCt9tdVlbWrl27xMREMJ9sNhveD/yw6JBgEYPBYFNTE55mOByuq6uTSCQZGRkCgSAUCtntdgwVY3O73dDO/BF2gTaENH4lsJp/SsEFbTT5MaSAahHmgcPhZGVlicViLH0+nw9HFTuvz+dzu93Hjx+fN2/e6dOnCSECgWDAgAGZmZlJSUlLliyx2WyzZs2aPHmyUCg0GAyPPPJIRUVF9HsZDMaIESPmzJmzc+fO119/nc/nf/HFF7t37165ciWbzX733XfT0tKw62VlZeHfhJCqqiqpVOr3+w8cOLB58+aSkhJCSJ8+fe6///6+ffsqlcq0tDSEXGq1WqvVhkIh8Dwgi+BrQ9sSCASiOv6UlBSYKCaTmZqaGmV+oAfBrme1Wt96663du3dHb0Eul2dlZaWmpmo0mp49ez700EMIRMLh8MMPP3zw4MGOHTsKhUKdTtfc3BwOh/l8/l/+8pexY8cmJycrlUqYHJfLhUyn3+//6KOPPv/8cyRphEIh/GtCCJvNXrFiRUFBAUJqHo+Xl5cHcy4WiwOBAAonwIBFfReRSCQWizEeq9Xa2NiIvUkul2dkZDAYDI/HA3GH2WyORCJpaWl2ux1mCUkj5EohhYUSJBgMKpVKv9/P4XBa7ulut9toNKIbDpT3mZmZCK08Hg+MN3gz/DkkJEqlEl4OnixMezgcxpbt8/kaGhqMRqNIJEpMTBQIBHhwfD5fo9FEIpHq6uqcnBxs/TU1NampqeASEduBDIQbB6lL1Iu6IUCWYtLAJIMgjWWkEblGex3AycNxtVpdU1PD5XLlcjnIcIPBkJ6e3gqhTVGU3+/3+Xx+vx98vlar5XA4DQ0Nd9xxRzQRAKKewWAkJibCkimVSg6HgxYNeIhYS3hhkWI0GAwulwt8CdRMkLdYrVaRSJSTk4M3saamBrxolLdPT0+P7hgURYFJpihKJBKBrdHpdAKBQKFQ6PV6kUgEiZnZbAYfA8KcNoQ0/lOATRAsB4fDcblckAYwmUwej8fn851Op1gsBvsRDAbBpNlsNoSDfD4/NTXV6XQigHC5XNiqgsEgRVFlZWUTJ06E9/rQQw+9+OKLKSkpoLZ27NjxxBNPsFisjRs3KhSK8ePHG43GlJSU7t27p6WlURS1du1av9+PyCMYDL7++uvDhg3j8/mffvrpxx9/HHcXTCYT7qfNZjObzQjdCCFRJQghhMViDRgwYMqUKQMHDvR6vRhkampqIBCor6/Py8tjs9lXrlxB7KjRaDgcDgIFlUoll8uxO/B4vEOHDvXp0ycpKQlfQVGUXq/fuHHjm2++CZn4hAkTamtry8rKDAZD7CBffvnlGTNm2Gy2vXv3vvzyy2q1+urVqyqVymq1Xrp0acmSJd988w3q9tA+Ozs7e9SoUZMmTXI6nQ0NDf/4xz/Kyso4HE5hYeHkyZPHjx/v8/nWr1+/ZcuWffv2CQSCjRs3FhYWMhgMrVZ75syZCxcuuFwuPp/PYrFGjBhxxx13IARE2ASGDVUcCApNJlNmZqbb7YZ8FIk9KBoikYjH40lLSwNximDI7/eDF0XtAfye/Px8BHZMJlMqlcaGDgaDgcFgIIN49erV5ORkQohIJNJoNCwWC+EOcpOwrHw+H9bL6/UKhUKpVFpTU8NisWApNRoN1EMej8dut+t0Og6Hk5iYCLYTubdQKGQ2myUSiVwuxxOHPESpVHo8noqKCr/fr1QqkZclhIBXoChKpVLBEiOJG7fYIpGIy+VyOp02m02tVisUCqvVCqsTiUTgDUTT2FBFyWQyqJMwpfX19UjBYsUmJCTAMCDtiugQVacOhwPNE2Bg4Bth/JDYZGZmIiA+ceIEIuZAICCTyYRCoVarRd2e3W53OBwo8svOzmYwGE1NTbCg4L3NZrPRaESsLJfLDQaD0+ls164dwnRUwUMtDIbcarUmJCR07doV7xdMLFTNUQMZiUTq6uo8Hk9SUpJSqYTqGG6Z3W5HujcYDKanp/9+mxkhtCGkEQeKosBxtXKOz+ez2+2gKfAOQ0eOOMlgMKjV6uTkZFBqkPvjD4PBYFJSkkgkgoBCKpWqVKpwOFxfXw+nkslkXrt27amnnrJYLIMGDXrnnXeEQqFMJktKSgLHEolEpk2btmzZsoSEBLwbPXv2nD9/vkaj8Xg8LBartrb2o48+Qkg3ceLEF154AR04BQLBihUrjhw5AroGX4SdJXpfcrm8V69ehYWFBQUFTqfzxIkTMAwwkO3bt3/yyScLCgo6d+6clJTk9XqRAiSEqNVqJDbC4XBmZiaDwRAKheBC0Yfs6NGjw4cPJ4R06NBh8ODBSUlJe/fuPX78OL59yJAhS5YswTVhRA0Gg16v12q17777bjAYnD59+pNPPtm3b1+Xy7Vhw4aHH37YbrcTQvh8vlarbWxs/Ne//nX27FmkHnEvPB6vqKiopKTEZrMlJSXNmTOnoKAgLS0NWUwGg2E2m2fNmvXpp59KpdLdu3cnJCTMnz9/9erVsVXYUql05cqV6enpEGhYrdalS5c++eSTnTp1gpFraGjIzMyEtx7VuCNyIoTY7fa0tDSn04nKDYvFguihublZq9UqFArIF+12e25uLlKGIGCjmU69Xl9bW4u9mKIonU6Xmpqak5NjNpubm5tTU1PNZjOPx0PcgEwnm832er06nU6n0yUkJPj9/ry8PLfbDXcEWyqMBEJ2o9Go0WgyMjKQB/V6vbW1tWazOS8vDw3HKYpKSEgwGAwIRpFYBQGOCA8UX3NzM6LnqDA4ypfGqmGhKkKQiiBbKpUiYoP2B/MPshepRGisEIG53e4rV64Yjcbs7Ozo/SIbh98S0el0IpEIPgdCK9xUVlYWxgMaRiwWK5XKhoaGuro6FFxyOBy322232xUKBcbmcrkIIQqFAsGuzWaDM5Geni4SifDucDgcjUbD5/OvXr1qsVjS0tLkcrnT6WxsbGQwGHhzBQJBU1MTYnQwQF27dnW73ViZUqnU6XSGw2GsMRaLFQ6HkUXGJEgkEvDYbrcbZpXFYmVkZPwOm10MaENI49+AIm4ul9tSFEcICYfDLpcrEAgg24GD2L/A0jQ3NxuNRh6Pl5aWptfrfT4fm81WqVRKpdJisYAHQ/HZwYMHS0pKSktLS0tL3W53RkbG8OHDO3Xq9Prrr1ut1uHDh69evRoRJJRySqVSqVSGQqH6+voXX3zx8OHDhJCioqJ//etfoHdSU1MhamCz2Xv37t28efOqVaukUqnNZqurq8MgExIS8P7bbLbk5GQIB6BLZDAYaWlpSF+hxIrBYHTs2LGhoWH58uXbtm1ramoihBQUFCxatAj7ztatW7/++mulUvnxxx8rFIqmpiadTpeZmZmXlycWi8F8ms3mxMTE7t276/V6MGnRyWSxWAUFBc8999ywYcOMRqPD4QD5A/MGWvX7778fN25cIBBISEhobm4ePHjw6tWrnU4nk8lE+aDb7YaEhxBitVq1Wu3p06e//PLL8vJyvNqDBg1asmRJWlqaw+FAvOXxeJDFrKurmzlz5vbt2xMTE7lcLqiz0aNHazQav99/7ty50tLSnJycTZs28fn85ubmWbNmlZSUFBYWbtiwQSQSXb9+PS0tDaIGxBwoLkQrLBCkarVap9Ph6WCLtFgsqLgIhUIpKSkWiwUEZkJCAqKopKQkKF8IIXV1dUlJSRKJxO/3B4PB2traxMTEgoICFotlNBrhTqHUEkIkaJqQ4YPpys/P1+v1aH/T0NAQDofxAxpms1ksFsPBwreIxWKLxYJwLTExEWwHIcTlcul0uiizqlKpkKvT6XSo20NcCKGTTCaDlkosFqPLj9/vh/SREIK8AOJmbPdIsIlEIvwYZDAY1Ov1iKdBnEokElCmSqUSpg4lkjk5OTwer76+HmwqMnkI4HBBuVyOeCstLQ1DUqlU0FrDN/X5fE1NTbm5uTA/VVVVFEVlZWV5PJ6mpqZgMJifny+TyZqamurr67E2KioqqqqqSktLr127JhaLd+zYUVhYaLFYPB5PXV0dJDyo9IB6C74RsoDt2rVDRrC+vt7hcCCmhyo4OTnZbrcnJydH62RAh4LnQN2I3+/HZGIlZGVl/b773i8zhF6v9/jx42fPnrVare+88w4OhsPhFStWHD16NCMjY/r06YmJiYQQq9W6cOHCysrKwsLCF198Ma5whzaENxPBYBAt+2AnbngO0j9w89VqNaSYfD4/ylPBBMKwxZbB+f1+h8OB4m5wTXK5XK/XG41GFouFYAJ6BJQlSCQSh8Px5ptvLl++PLr2IK+IDmbAgAEff/wxdpzq6upAIACH3WazwRe22WyDBw/u06fPnDlzZDJZeno6VCrgr7xeb0VFBTIcEHdAimY0GkE08Xi8xsbGlJQU7EoKhQJZK3wKSgqmDjK/xsZGn8937ty5RYsWoTvw/ffff+zYMaPRSAhhMplr1qzp378/l8s1mUx4pcGbIdHywgsvfP3114WFhQcPHjxz5swPP/xQW1vbu3fvYcOGyeVyhLlIsUSLB1JTU5EP43K5mzdvnjJlCh7fhg0bcnNzGQxGUlISsn12u72urg7MElQJEFvqdLrly5fLZLKnn346JSUF097Q0IAEGJ4OQoTx48efPHmSENK5c+f58+cXFBTodDqTyeRyuV555ZXa2tq+ffv+/e9/f/XVVysrK/GAFi5c+Kc//QklZWw2G0UayPcolUqUDeC+DAYD4io8X7RXhrHE04coo7a2ViKRgGfW6/UajYbJZFZXV3fq1EmlUlVVVUkkEpj/pqYmqVSal5cXDAYrKyvT0tJAM0QikWvXrgUCAbRFFQqFYI/D4bBSqXQ6ndD1mEym9PR0hB0CgUCr1YIA9Hg8CoUiKSkpLS0NLh0UmyBy/X4/QsOMjIxgMFhVVeXxeKDw4nA4GRkZHo8HDXTMZjObzTYajfgdD5FIRFEUqEL86BUY3bq6OnQ5gOQSHAx+QkSpVAYCgezsbCwAm80GHRObzQa9SQgRiURNTU3IkWO0EBxFIhEoe+E9ICXvdrvT09NhHeGC+P1+LGOBQJCdnX3ixAkYSLQFAO+tUCiCwSB4WlQl/vOf/wTREgUWZOfOnUtKSnJycjp16kQIaW5uLi8vR8EobLBAIIh24LPb7devX3e73e3bt8db73a7KYqK5jubm5u5XC7obryeoVBIJBJJJBIE1ggf8/Pzf/vGGItfZgiPHj06derUjIyM7du3R33bWbNm7dq167XXXtuxY8fJkyfLyspYLFb//v3T09PHjRu3cOHCLl26LFu2LPY6tCG8OfD5fKhjg/jK6XRCmh+X1YcYgc/no6UFkj1IZfP5fLiWyLjAfVapVLB8hBCz2Yz8uc1m0+v1cOgcDseJEyfatWuHDhdsNlur1SqVyvT0dLvdPm7cuJKSEg6H8+STTxYWFnbs2FGhUJSVlZ08eXLPnj3JycmrVq2CX8nlctGdBDupwWBobGyEphHMmFKpFIvFEolEoVBATBEKhYLBoNFoRCUAKuRCoRD6QUPJCQ2ky+Xq0qVLMBi8dOlS+/btk5KSzGbzlStXOnbsmJuby+fz3W53fX09IYTNZjc2NiI58fnnn2/btg33npqamp2dffTo0XvuuefVV1/t3r27RCK5cuUKypxBA+7fv3/y5Ml8Pv/cuXOxb6/P58M2DZWQz+dDJISgymKxQDUO/7e0tPQvf/nLggULioqKPB5Pz549XS4XAgVo6pDckkgkTU1NXq83Ly8PQQA4RpQA4vcidDpdRkZGNO1kNpvtdvtzzz3Xv3//p556SqPRWCwWpIsIIVeuXJk0aRL8g0AgkJubO3LkyA8//FCpVB48eDA7OxtiCrQLQIlCKBSCqgJV9s3NzRKJRKlUGgwGu91uMpkQbgqFQr/ff/bsWYlEkp+ff+rUqWAw2K1bN4zK5XI5HA6BQJCWlobSdZfL1a5dOygqr169CrKUw+Fcv37daDRiYrHz2mw21G/AF0HDFwh0wXCGw2GJRAJlP5JtYF9FIhFISyaTCZcLlRJpaWmpqamQhhkMBswwQvCUlBT0c0lNTSWEJCUlBYPBhoaGpKQkk8kEKrVdu3ZKpRJxHpZuMBhsbGy0WCxJSUlISaJ4QC6XV1RUYIXDjQPvCusL5h8JMz6fj3Rddna23W7H70fyeLz8/HysH5PJhIY7eEO1Wi16soAFRabW4/EkJia+8cYby5cvz8/Pf//999GyQCAQpKeno2csyhgOHDgwY8YMFHs88MADHTt27NSp06JFi/bv3y8QCN55552ioiKEuZFIpLKyUiaTZWZmoipUIpF4vV6ooqRSaSQSEYvFDQ0NFRUV+fn50M1WVFRATQ0voby83OFw5ObmajQau90OOTE0qzwez2w2m0ym7t27/75b5a+hRi9cuNCrVy8YQpQGHzhwoGfPnhRF5ebmLl26VC6Xjx49GjxAXV1dfn6+VquNrfygDeFNAEp/Yuuc0JMXwjnQnsgfoJWt0+mEGTOZTLAcfD5fp9Mh3YUwEZoul8ul0WiiFT8o/kUgAk1XTU1NWlpac3MzGj7BdVWr1SdOnJg5cya2gLfffrtnz57ILYEaRfYIBI7L5aqurkacarFYQHzB52UwGFKpFF426hD4fL5MJgsEAtDmaLVaqVSakZGhUqlQCm2xWKqrq0HvsFgspVLJ4/F0Oh2Px5PJZKDvsIX169cPuzb2cSaTaTQaoT73+XwikYjNZh88ePDo0aPPPvvsiBEjqqqqRowY4fP5Pvnkk8zMTIVC0dzcjPACrsOECRNMJtPcuXMnT54M2Qjq4eDUu91uyDewZyFsRbIENBf4TIfDUVtbe9ddd/n9fp1Oh2qNuro6v9+PJJzdbs/IyNBqtc3NzWlpadg95XI5IcTv9yP4UKvVHo/n0qVLSCmlpqZ6PJ76+nrYhtTUVDx6o9GYm5srkUjQ2uPYsWNTp04NBAJ9+vRZsGBBr169hg8ffuzYsZEjR7788ssdOnTAI0al4KVLl7CTqtVqmGcYcmTmoksF5tntdl+8eDEYDKalpaWlpel0Okh5m5qaEH6hRBKiYvSpQWBXW1sLyQaHw3n++eeRjoLCtlevXvfcc0+/fv3QgxR2TiAQJCcn6/V6h8OBH1aZFAAAIABJREFUAji1Wo2qU8SFarW6rq4O3COEuKhVgF+FLCOWX1VVldFoTEtLQzoQJERjYyOfz0d202QyoTIEdQVisdjhcKAgNSEhAXEw3Be/33/9+nWkuoVCYXNzM3yUYDBoMpnQXyItLQ3hbCQSQQr57NmzSqWyS5cuYI/xU1koCMGyQblFMBg0GAzwepG/bG5udjgcCoUCRs7n8x08eHDmzJnRKJ/P50+fPn3EiBHQcGo0GmRep06dunbtWkJI375933rrLS6Xy2AwoIv57LPPjh49yuVyFy9e3KtXr7q6urq6uh49enTs2BHaXZvNhl/pQrNZODcQ3CLUa9euHSa5srISHmFdXZ1Op+vQoQMMnlwuVyqVGo1GrVZzOBy9Xo+W3Ig+f0f8VkNYWlp67733InVPCHniiSfS09OVSuX+/fu3bt2Kg9nZ2atWrSoqKopegTaEvzuivR/x33A4DOUbGljgtwuimisklvx+v9FoxGuPCAb5G6S4Uesa/WUD5DnYbDY4Q1CgWN8g2VAPgNiRx+PBUUVchTW2du3aLVu2UBTVq1evmTNn4h1A+TZSShg2XhWLxWK1WtGRBDoIpPHxq7BInMBDhGiFy+Xm5ub6/f5Lly5BX96uXTuBQIA5gYjc6/WCt0cnzEgkcvjwYezCZWVlNputS5cukFogGoumQpHMuHTpEjo35uTkwJ+Add+wYUNxcXGXLl2WLl2akJAQiUSuXr0KKvXLL7/U6XR9+vT55ptvsKXG9gVls9kymcxkMjU2NkLBD+GfwWBAEZvH40lOTpbJZOgtwmAwoHKsqalBLRfiGISSVVVVXq83Pz8fwZbL5YKTjmaYdrsdA4Aiw2q1mkwmlDCjRxdKs1EZXVZWBg0kZm/jxo1lZWVz5szBkjCZTBMnTgyFQl9++SVCK7lc7vF40NQGCWDILOvr6/FkIYNisViNjY2FhYVCobCpqclut6MYoLGxsXPnzkwm89y5cxqNRqlU1tTUgA/3er16vR4JZq1Wm5eXB1lNTU2NSqX661//umXLFghPIM+JTmxeXt6ePXvAB4Deb2pqgqT5/PnzKF3IzMyE/bbb7YiYESwifIHilM1mV1VVIeML4SuCVCTk0HYcyiOLxXLp0iWJRFJQUAAPEp4QAj65XB7tg2O1Wp1OJ4vFQsSDVwZz6Pf7q6urs7Oz8/PzwaOg/B/Xsdlsjz/+OJvN/vTTT7t27VpfX5+dnQ0GGFJeg8GAB4cCSiwnh8ORmppqMpn27Nlz4MABtIjz+XwVFRWhUCg7O3vGjBnbt2/fvn07IaRfv36vvPJKhw4dUIczderUTZs2cTicp59+eurUqSCTampqELpBzLVjx460tLTi4mIQSCkpKRqNBmkUEK0pKSkmk0mr1SYnJ0skEg6Hk5CQ4HK5IAvPycmBEKayshKutkajgdAGPpbRaIRqRiAQgPIVi8XRNkO/F36rIdyxY8eLL75YXV2Nj/7+97+jaZDRaFy9ejUO9u7de+rUqZMmTYpeQa/Xd+zYsV+/frGX5XA4GzZsiD3icrlu2PqBRktAZxztgIxFiZQJDAZySBB2QiwQfY19Ph/WHDgTaMb4fD5K3UG+sVishoYGuM+QvRgMBihKKIqKJmPw7lmtViSHZDJZYmLigQMHlixZUldXx+VyJ0+e/Oyzz6JsCyWGcJMpirp06RL0BegZjW4a165dI4QolUqcjJfc5XIlJCSYTCYoEsH+uVwuq9WanZ2Nempo3CHKgKA8KysLk4PfzEO3M5vNhi4hNputXbt20G5E+zoymcz09HSDwQAHNso1paSknDlzBhmy9u3bDxkypLm5efHixdi7r1y5snr1aq1WSwhJSEgoLi5GT33wWlCi6/X6nJwcSIHAXctkMtT+g1nFvubxeBDBu91uPAXo9/R6fVZWlkajQZ4S8kK5XA4myuPxOByOpqYmSOfB41kslvz8fORa4MqgvA+EVWJiIpi96upqHM/IyHC73WazOTk5GdoKqF1EIlFxcTH4tLVr1xqNRsTiKSkpKARE8wEsy8zMTJ1OBysFu04IoSiKy+X6/f7MzExIExH0o1s0KhrBWKAeHxYC/dLS09MRN+zatevNN9/k8/lLlixJSEhwOBynTp0qLy+vq6vT6/WhUOiVV1555plnoGTB7yYSQvx+P/owqFQqdMQWCAT4xQaHw9G+fXssbBSiEELC4TCEmjKZLDU1Fckq+I4QLYOUrqmp0ev1KJmXSqUymQyPD5l1r9cLLQxKekKhUFZWFvwYk8kEEa/T6dy6detnn33W3NyMebv77rvHjh2bm5vrdDrBnT7//PNVVVWEkOTk5P/7v/9DbhJ5RIVCgVY7DodDq9Xy+fy1a9c2NDSAhW5ubj5z5kysUIsQwmQyJ02aNH36dISSq1atWrx4MXrlPP3001Ayb9u2jc/nL168ePDgwSKRyGg0ms3m7Oxsi8UCcSlFUSNHjqypqXn55Zefe+45mUx29epVVJ4gBkUyVSwWo74CfjaK+q1WK5IpKSkpKMeqrq7m8XgZGRnQy/h8PjSGhWuIXEPnzp3BMbR9b0Ss2fo5v9UQHjhwYOLEiTqdDh+9+OKLWA2VlZXr16/Hwa5du77++utjxoyJXkGv1/fo0eOzzz6LvSyLxbrvvvtij9ARYRuByidsl4j8WCwWn8+vrq6GsAXJcHRIIoQEAoHa2lqIqu12u1AoRJ2fQqFAjIiyX9S6OZ1OlHkhfYhfka6uroYJRA8qvV6PRswQJQaDQT6fv3fv3v379x89ehRNPXJycubPn9+lSxdCCHLjSKKYzebq6mrk52N7N8PUwbVE2lwmk8HaodEGn8+Hsg6qB4PBEK1cRLPp/Px8lLjp9frs7OxoW8tAIFBTU6NQKNCeAzLR5ORkNGyUSqX19fW4OLo4KhQKu92OGjWdTge7SAhRqVSITU+dOjVt2rTMzEypVHr58mUo4HNycp577rmePXsajcYuXboIhUKr1YromcFg8Pl8NM6ABIP82CQM84wkGawaKGuRSFRXV4d6ADabrVAonE4nysLUajW8k4SEBJTlRdX5KC2Xy+XYd+DBMJlMi8WSkZEBspTFYsGSQUMEJx01W6ithGwBDFtmZiaqOx5//PGmpqYFCxZA8pOcnGy1WuG5OhwOyCxRYJeVlYUIWyqVms3msrIyhUIBC4RGX6hJR5tmqE979uyZlJRUX1+PX/1F4RqqreF8VFdXT5kyxeFwzJ49+09/+lOXLl04HA5KAxsbG3fu3Dl37ty0tLSvv/5apVJRFFVfXw9Lj/9euXIFzoFarYZ6yGq1okkQPCdEYOA5kESEdCslJQUJS3SLRq4OfV7QSQAGG+pciHhR2ycWi2UyGVwrcLk5OTmhUAg/LfTtt98uXrwYPk1KSorVao1qx8aMGfPxxx8zGIxRo0adOnWqY8eOEonk1KlTmZmZS5cutdlsPp+vW7duaCuP4plgMPjSSy9FM9kAk8ns2rVrYWEhaiGUSmViYmJqaiqXy0X1Olb7tGnTDh06RAjRaDRQ4nzwwQcjRoyApBYWBcYMuUwWi7V///6JEycKhcLvv/9eo9FAbpaRkQEe5ciRI42NjV27dgU7BRcB/RGzsrKsVmttbS2i9vr6ehaL1bt3b+wAzc3NcFLRbaOiokKv1zMYDDabnZiY+IvEMm3pLP9bDWFFRUXXrl2tVit8wNGjR991111KpXL16tVHjx4lhECvvHPnzsLCwugVaGr094XNZgMJRn7UiEIsLpfLQQYSQsC2oW5Pp9Oh+rihoSEhISExMRExmVarDQQCGo2GoiiQP1DxNTU1paamJiUlcTgcsECdOnWCtUtMTDx37pxYLMZPq+h0OofDkZaW9uGHH0YVUunp6aNGjZoyZQo4zKSkJCR4INeEJA/p/YSEBLPZDC8SOu/MzEzU7aKgSqvV4icFKIpKTk5GTTfa8yMdBSYNyhfMQEpKSm5uLvRpiCo8Hg+Ipn79+rlcLoPBgCorGOZr164hCuHxeImJiRABhkIhRGz4sTfo+sxmMyZTIBCgHJ4QwuVye/fuPX78eOgqQ6EQGL/s7Gy/319ZWenz+VJTU6EFr6+vz8zMhKQzFArxeDz0H0CvzlAoVFVVhTIPhUJRX1/PZDJRrwn5BjpKR4NvDodjsViQZLVYLNCgglmFer6ysvL06dMdOnTIyspCybNKpWpubsaaQT9SCFADgQB6ZioUCphDNElAhiYSiaxbt+7dd9/t3r37999/Hy0+gy+PYaPBKQorsWzAzEfrWCABxSaI2L2xsbGhoQErU6VSQS2pUChUKhXyVehNGolE/vKXv5SWlg4YMKC4uBied7S8vba2NhwODxo0qL6+fvHixUVFRahbB9MLmgSVLVlZWWazGTwKJKDXrl0DRwoyE4EjMqDYhZFmgzILzXHA1cNZSU39f+ydeXxU5dn+n9n3Jftksm9EQkRMhMgiFpRFcal7tS6VurZYW9xLtbXWra22tdXXWpRaF9S6FBA33OqCCkrYAoQkZM9kJpPZ13POnPP74/oxb15QliQQZnJ///AjyWTyzOTMuZ7nXq67IBaLdXZ2Msaw70SEv7KyEnOSETpGyQ/OcIFAoKWlZeHChdFodMKECdddd93pp5+uVqtbWlpWr1793HPPodystrZ23bp1WVlZH3zwQVFR0ezZs5uamgoKCqZNm4be+YKCgl/84hc1NTUcx1133XXvvPOOwWC46aab0JNuMpnOO+883KJVKpXL5cJEFCQ+UNdtNBoxJn758uV33HEH0rEPP/zwD37wAyRcETRG5QvC7CiL5Tjuxz/+8YcffnjhhRf+4Q9/4HletneCZnd3N3ozAoFAfn6+zWZDjdhQB7tgMNjV1fXVV1+98cYbNTU1V1999aRJk4LBIELuqAhD7BddqtibTps2bXRvoSMVQsbY5MmTf/7zny9evLinp2fixImNjY0mk6msrKyxsbG6unrVqlU333xzW1vbUOckEsJRBEUxubm5yQRhc3Mz2p6GGhoxxpDGRyMgZrxhADTOf6iuLCkpgSSgdgszXMLhcG5uLhrh0RPGGENCERbApaWluMT37NlTWloKDxSVSnXTTTctWLBg8uTJFoulra0NJSQIN0mSpNVqVSoVpLGvrw+liTiaSJKEMy5mWFsslry8vM7OTplMZjQa8/LyYrGYx+NBZSkSVygxRZiF4zicG+DdBQOw0tJSnudRRisIgsvlUiqVJSUlOTk5UNaenp6Ojo6SkpKioiKO43bu3IlSDsYYgszRaBQlDLCCS7YrbNu2rbGx8aOPPrroootmzJiBjma1Wp1IJGKxWGZm5pYtW44//njkLDs6OuDuiOYHVBDY7XYEjpB5zcjI4DgOtaPIjEYiEfSAh0IhnEvQg4V2bLTJI86GPzEcwIemUmKx2FdffYUcHipZEDPHbApEU8vKypI/gg1H0uYUx0EYBiHaVl1d7fV6ly9fXltbi3In5JAGBwc/+uij3/zmN1dcccV1112HCwMzHBDgQpaXMYbUHew9GWMIY2RlZSESi5xlRkZGSUkJ+n9isVhXV9ff//73F154ITMz86WXXqqurka0HA+AhOv1+ldeeWXJkiVTp059+umnZTJZTU0NElF9fX1owURlKQ7fyEz7fL5oNAqbCNSDOBwOn8+H5pNQKITmHAgzYwzxf7yT+fn52Eawvdl0nufxJ+7o6BAEYcKECaIotre3W61WbAR9Pl9LS4vVat20adPPfvazyZMnv/TSS3a7HVsQxPNbWloefvjhb775hjGm0+nWrFkDgzen07l06dJknQuQyWSzZs0SBOGLL74wGo333XffzJkzBUGAoSuO5iiW3rp1KyqBIeTwGSgoKEDk3+fzOZ3Oe+65B+c8+LqhcAxJVofD0dvbi/NPLBbLzc1dv379lVdemUgk3n777ZkzZzY2Nu7cubOiogKNHNhVo5wbZnj4MwUCgba2NpVK9corr6xduzZ5CJ4yZcqiRYvmzp07efJktrezGZEJXKV5eXl1dXWjexc9PCEcHBycNm0ax3G9vb1lZWV5eXnr16//4IMPfvCDH5x00klbt2696qqr0F/4+9///pFHHqmvr9+4cePy5cvPPffcoc9DQjiKwLADDYIKhaK1tTXZ9oCbDj482J6j1wqb9N7eXuzT4Te9Z8+eSZMmoeWoo6MDZjGoq4zH49iUwTErEAggI5KZmblz506r1Yr0eCgUKisr27179zXXXOP3+2+//fYzzzyzvLwc9XXJfH48Hj/ppJOgcOFwGPmwZNkLCnmS5e9IGeIzgBsKai7gIYnqO8aY1WpFIQmyibi7iaLY19cHiVUqlYjilpeXWywWtOjBsBGFM52dncFgsLy8PFnPIopiW1sbCmSysrJCodDg4CBuhWg/QIaGMdbb2ytJ0owZM+LxeHZ2NuJs8FbFbQiHquLi4ng8jsJCqDX8wBDDhDwoFIr8/HwkNXHXQNPLjh078EhsViwWCz4dHMch2glFhDVXKBQqLy9H1SgIhUIosZkyZQoMzxhjkiT19/dj/gA2KLhm0Egw9BpzuVw4n+HQg1L43/3ud/fdd9+CBQvuv//+3bt3o7QvFot9+OGH99xzDzbKBQUFl19++cKFC+VyeWFhIRKZDocDHqGBQACm2Oi0+dWvfoWrF3Wwjz32GCTWbDbb7XaDwdDT0/PRRx8tXbpUoVA8++yz5eXlKL6AeRh6XSoqKtDRMX36dJ/Pt2LFiu9973uMMTR1GAwGFF7hYquqqkLIGleRxWJBcEuv16P4CIdmi8Wi0+lQMoMpTkgTqtXq5uZml8u1ZcuW/v7+xYsXV1VVYYOCiRnYDHm9Xp1Oh44IFIUhFAxB/dGPfrRly5a77777Zz/7WSKRwFWNjxsaFj/++OPHH3/8gQceOOOMM5RKJc5Y4XB4xYoVNpsNxi4vv/zyv//9b7yKjIyMl19+eerUqTjJ4dCJbnfsZVE9hKMbXAiOO+44u90OIzRoG/yeEP5NDh9mjOF9Ru4ZdW2hUEiSpBUrVvzlL3/BXhbXzLRp01auXIni5La2NmxWUPACr9f+/v4dO3Y88MADKDFZtGiRRqN59913EXVgjMnl8oKCgjlz5lx77bWTJk0ym80ul6u/vz8SicycOXN076KHJ4Sw50n+U6lUIr3h9Xo3b95cXFxcUVGR/G5XV1dra+vkyZP3n/RBQjgqINoOB0XYc6jV6v7+/srKSlysFosFZy/kLZC8wQAa7MjgkYHkDe5c+LT39PQUFxfDzQinLo/H43A4EGvleb61tRVdFvg4IdVktVqzsrKuvfbatra2U0455YknnkA+DPMQjEYjsmuwokDPBqpVIXWogkHODNZQaGySJAl1HKg81Gg0SI2UlZUlTT1wfMTtFXcoXNiw/S0oKEArNyJCGo0GQSqn0+l2u3Nzc/v6+uLxeHV1NcK/yXcYdUCwm0JsLSMjA/qHAwrcqux2e09PTzQanTRpElpQnE4n7nThcHhgYMBoNHZ2dpaUlOBpLRYLquoxxBXbf1Qn4WaNRSL+icEaeKV+v7+0tBS7iurqapw5cDRBVwm23ih2xUoQShIEobW1tby8HGanCKtGIhEM+LXb7QMDAyiXxXkF3joIEoKSkhKILiot0eg9d+5cQRBeeuml0tLSvr4+q9X61ltv/fGPfxRF8cILL9y6dSv80BsaGl5//XWY7LC9QxtgxQDBFgRh9erVN95449DLu6KiAv2mXV1d6KZoamq69NJLo9Hovffeu2TJEmTvMjMzHQ5HPB4vLS1F2wOCqE899dSTTz75ve997/HHH0epc1IL4UXQ3t4+ODgIcxlE0QVB4DgOi0STRlFREWqvktO7YJntcrnWrVv3/vvvNzU1YTPEGJPL5aeddtrSpUthS7tp0yZ4jqvV6sHBwZycHLgl4O2NRCLI+15wwQVKpfLdd9+12WwZGRnJ2Vgul8vlcrW1tWm12pKSkpKSEgT/1Wq1w+GAZKKtCJ8Ul8v1/PPPv/baa7/5zW9OOeWU3NxcdM1Go1G73Y4zqNPpRE0N6r0R50AqFJ9ExNLlcjkamRCg1ul0mLaB7h1k5XHyhgMqdrHTp093u90qlQq/DmGAl156adq0adicwSLO4/HAFqC9vf3yyy/HZvS3v/0txqr4/f4vv/zyk08+2bNnT2dnZzLuePzxxy9YsGD69OnHH3+8KIrV1dWjey8li7VUBcFDVH9gH4eW8/z8fCTPIAaw7EPdmtfrNRqNTU1N8OoNBAITJ05EyBF14T6fb+fOnT6fD5VdOMMhmaRSqWCY0tXVhagdqmlqa2tRmiEIgkqluvPOO5977rmCgoL3338fFQRerxduHRhmpNFonE7njh076uvrUW6DPF8oFEK0Co1KCD+GQiHYEKMdHuHf+N4xsEiFougG4R28M2gERt4Lth3ILiAp4nA40OOP6CX6o0VRhGkTApVI7KPPBKWeOp0OFuFDB+4wxhKJRGtrq0ql8vl8qHjUarU4LpjNZpx33W53OBxGEyfay9A8gAAsY6y6ulqn03V0dGDca0FBAV4yz/M4tO3cubO8vDwUCk2YMEGpVKI1BdWVaDT2+XzwD8PtDFUMuEHD7AqH7xNOOEG+d6AgCqbgEN3T04OQabKjEQM0cnNz4b+DMTr4OmMM/paJROKaa65ZuXLlj370o2eeecbhcCxbtuzZZ59ljN16662//OUvW1paPv7444ceesjj8Tz99NNnnXWWz+eDiOLwajKZ8Ifu7+8/55xzOjo67r///rPPPjuRSJx//vnt7e1XXXXVPffcA+eaSCRy9tln9/T0XHLJJffdd19lZWVbW1t7e3tubi4KvjDLMBQKTZo0yWAw7Nq1a86cOTzPr127tra2FgKJaxJ/O47jtm/fjh/Ee4IDPezZ4MaHClJILJKLb7/99v33379t2zZp77zGqqoqlHg8//zzOJN9//vff/LJJxOJBLKSMC1DHNtmsyUSiUAgADu3devWPfrooxdccMGf//xnpDOgSVarFVOWWlpaYMqq0+lQcQrbUqSNYauN47vb7UZUVpIk9LMhtjxhwgR4Hrndbqh+shuHMQbD7ra2NlT0IC+O2wsKsgYHB5PtPfjtqDLDJhXR4/LyctxGYDvV29vr9XpvueWW9evXK5XKCy+8cPLkyTk5ORMnTqyvr/d6vTCXufPOO7ds2TJjxownnngiOzsbFaQ6nS4zMxMVN11dXW1tbatWrXrrrbcwygbMnTv3gw8+GN3bKQlhSgLbF1QnIr6B/FB/fz9utagNa29vh8MTYwyHtg8//PDHP/6xXq//1a9+df3116MuCyeMQCCwdevWXbt2KRSKiy++ODc3F0adMpnswQcffPfddy+55JK5c+fq9frm5maZTDZ16lRUMTDGUPTf2tp6yimnSJL0n//8p66uDnE2dCjLZDKMLMcGE0efkpISfGiTvYxoQUPbAKYEQOdQqIYCP7TZQuYx2yX5GpPD5KBbuLYhgZBz5DlQNIR3EtG5oqKi5N0QE8Zxo8fpYR8jnn0IhUI7duzAWQple7hDJVMaMMbMzMzEGRHN8jk5Obgvo5UF+xWtVgsJRyc1KnpgzoJiUbwh8Nnp7u5mjAmCAE8sDB9Xq9WZmZlmsxnltbDE6+vra2trO/nkk/Py8tAwg8kA4XAYhaYYsIBaJ9h+4k6Hij4cpND4DNMZ5AL9fn9zc/P06dM1Gs1ll122cuVKnMgfe+yxK664At43Wq12zZo1P/3pTydPnvzBBx8MDAwolcr8/HzcNCdMmIABFE899dQdd9xRU1OzZcsWVKt++eWX5513niiKq1evPvnkk5uamhYvXtzW1lZfX79q1SoMPOnr60OooKysDNVhsVgMKUm73W6z2W677bZ//OMf06dP/9vf/haJRPLy8jB4D6F49NH29vZ+8MEHn3322fr16xGK1+v1NTU1jz76KJzesGaLxaJUKtesWXP99dfDD2H+/Pnz588/++yzCwoKUP8SjUYfffTRJ554IhKJTJ069fnnny8uLsbRX6lUIiHa3t6O/SXe5Isvvrizs3P58uUwAcBcDryK0tJSNAcjR560PUOzYGFhIR6JvRriLsiUI5ze0dFhtVqrq6tRsgvzd+RHktXjbG9UCf08KpUqOzsbhu/wQMB+DvED9EFardbs7Gy/349tK6wMYC+HnAK23UjN/PrXv37wwQeHSszUqVN/97vfnXLKKddee+0LL7xQVFT03nvvYUSoUqnEODD8XkhsZmYmsiTvvffeW2+91dTU1NbWdvbZZ7/yyiuje0clITzWSdoZIyrF9qogPgZoIMPsUFzcSJshwIVMPizKBEF48cUXb731VnHvyB4YSTgcjs8+++yVV15BoxW44IIL0AYai8WWLl0KawnGmMlkOv/887OysqqqqhC7mzVrFgo3NBrNj370o1WrVi1evPjPf/5zT08PHPpRy4N4LDy9kuMIEJiVJAkzHJJnUIRq4TzJGEPvLV4LXuC3ttNiqgA+wBzHoU9ckiQUtSOyikwPChexpUWucZ+5bjjsar972FsSnMtRaogOa9wTbTYbUrNwwuQ4Do6gTU1NkUikvr4etyfMb0NcOicnBwKGGzocp3AKwVmtuLgY86ogsZBDxKxw44O/ZUZGRiAQQARMEITu7m7s03FDQfYUN020VSgUCsSckQOGNStMgpAWzc7ORtUS5BANoGjrtFgsF1100TvvvMMYk8lkc+fOvfnmm6dPn44rFhkypVJZW1vb29u7YsWKU089Fe6gPp8PFbmMsXA4XF5e7nK5nn766XPPPRe+DVarddmyZQ888EBxcfGZZ575j3/8I5FIVFRUPPfccw0NDaIotra25ufnwyktadMMywLYmeJUMX/+fKfT2dDQ8Kc//QnxBhS/OByOXbt2Pfjgg59//jk+EftQUlLy7LPPHn/88XDsnDhx4j+JyqxUAAAgAElEQVT/+c8bb7xRFMUlS5b89Kc/RS6Q47jS0lKbzYZiSIvF0tjYuHDhQpfLNXHixBdffBFnKVjWDQ4OJif0WiyWTz/99PTTT8/KylqzZg1y4Qjj9/X1IahuNBqLiopgBYA2RJPJ1N3djY5GXPOhUAitnDk5Od3d3fn5+XCTQfwTCVdRFFFYi8Lp/aMayJGjsRLjOBAqSE7OcrlcmFSFLaZMJkOfJQ6duAIRgYB2olPIbDZ/+eWXGzZsgOnMJ598gi7Jurq6TZs2GQyGL774orS0FCEZ7N3dbndvby/+TGazGcMxMLIKsSWe57u6upLDq0cLEsJjmnA4DK9huVwOXYEjKBqrXS4Xmhbcbjdu3BgUDpMqlBjACd7j8TzyyCN/+ctfGGM33HCDIAjPPPNMIpGorKxEVRtjDL0Q+fn5TU1NoVCooqLioYce+uc//7l27VqVSnXllVd+8cUXO3bsGLo8mUy2YsWKSy65BEmOc889V6FQ7N69Oz8/H4NXGGM4a+JyRyF7dnY2z/PQPFwD+fn5qKiED6HX64VDmF6vh0M0CiLQU5iM6gwFT4W01ncd45Ilo3q9HmszGAzJWefDIOnTrdfrIRg4bOF+B3VBJQsSPDCIwrhRCEmy7V2r1eJNgO8XCjrg+o0G7VgsBmcyJMxwRMAwBxTUoWcZMwjRrYU2RCQas7KyotEojgVIbcKhA87LqHHA4Q+jJXEzxV4BPme480YiEafTidZmFHlu2LDh3HPPvfTSS1H4nvQxgO0y3qLnnnvu1ltvPf744z/++GM0uiTrmTmO++1vf3v//ffX19e//fbb8MAsLy+HBdK0adM2b97MGFMqlVdfffUll1ySNG9LFigAREQQ8oULIMdxkUhk8+bNN9xww+Dg4Omnn/7CCy94vV64437xxRd33303pjidcsop06dPP+uss9AzwHHcz3/+861bt+r1+r/97W8TJkzYsWPHhg0b0Pd8++23//SnP0XkHFF91PsUFRVhd2IwGJqbmy+77LLm5mabzXbttddeffXVJSUlSI1Le6cjYb708uXLly5d+uCDDyJIPjAw0N3dDQnBJlKpVKK0CrnG1tZWrVZbW1ubTP0ixwGDCCg9mvfR/ZlMkeBAjwahoW6XbK8LFcI/4XAY7Tr4FnLk2IIHg0EUJeFcKEkS8ojJunTUAeFn4TaHWht8FyMvVqxYgbZ9uVz++uuvo4gSh0g4KyGig38iao3iajidYg+Bxs3hfWa/CxLCYxpMQsBBEC01yeRKS0uLzWZDyxFjDJ3d5eXl+LCh5hPRs5ycnFdfffWuu+6Sy+W//vWvFy1alJ+f/9///vfGG2/0+/0qlWrBggWLFi0qKyurqKgoKChobW294IILksXZOp3u/vvvnzdvXm5u7ldffYUxsNFo1O/3r1u3zmAwfPXVV3q9/qabblq7du1PfvITtAbj0Ia+bDStWywWJJwgjS6XKzs7G/1kkUgE40bRP464KOpdEcSDOyjbO6xg6FuETgZ0Rubn5yNyeIC3FJUvKpUKbqXD/tMg9IdzJ2MMx8FkCgq9dMFgEKYnwWCwoKAA+wCcU4PBoNfrRe4NkVgYRyWNwpVK5c6dO0OhUGlpKfxfMKEiNzcXPtTJ5hafzxcKhVAKiJpG7M1lMll+fj4ivWiTwHuO8GlyRgRIlgWi7jR5g8ORFxEFZECRbMZuA1eCw+GAN5tKpUIZ4dDNCm6vJ510Un9//+rVqxsaGpC2xIN9Ph9KiD/66CMYreHMgT3ftm3bpk6dWllZ+cwzz5SXl3u9XhR2MsbKysqSo1QwhhfN8i6XC4tH0E+r1XZ2ds6ZM2dwcPCEE06YOXNmZmbm7t27X331VVEUZ8yY8cILL8B1obe3F4dFxlg0Gr3uuuuef/75oX9xuVy+bNmya6+9Fles2WzGhy7ZyQrnMMR+w+Hw2Wef/cUXX+APceKJJ950000NDQ2FhYWoatZoNJWVlXAYGGohDbnq6+vDuQqFxN3d3cFgEJ93uEehugqj/hhj+fn5qKDJzMxEJQvik9i+DAXan0yoQ7Hw18SvHvotjEpG3gF9HTqdDv9ED+sB7s8IBWVlZeEOgGIlv98fiUQefPDBsrKyO++8c+gasEeExStjDEUP8b3zurFvwz4sHo+P8fSJ0YKE8FCAh1PS6mlgYAAG/wUFBbt27cIhCQOPME+OMQY7TdjaImmHmP6iRYs8Hs8999xz6qmnwj4K7a5ffPHFxRdfjBtxbm6uRqOBi5Lb7X7yySfXrl2bk5Pz1FNPnXXWWX19fU6nE/OJ/H4/PHAXL1782muvFRcX33XXXT/5yU+0Wu2nn36Kjguc8JIe00qlEvdN1N3ATwR7zOSOEm3OiJo6nU4UyMFrWLN3YifeAYCuXlQQoPTxEN9YxCTRDzeMvwu2qNDpZK4Fmw+EpNCUxhgzGo3QjHA43NPTU1ZWhm/hQ4eB5jCD7evr8/v9mZmZyelx7e3tiHtjH4CzGrQWZZzo+sebg+grjo8wkcGRBXeTZM+D1Wr1eDwoKD3AC0SeMvmYZJtpct+AM0QynZOsNwHJsBj+iT/6Qw89dPfdd5944oloDA8GgwMDA//+97+XL1/e2to6f/78d999F9cJVo5ZrAaDYcOGDVOmTIlGo/A2Qyzd7/djhRC8ocqN2K/FYkGFMJbR2Nh42mmnQUGBUqn85S9/ecsttyA4gZPTPoGExx577NFHH8U0zYKCgtNOO+2cc87Bm4PtCF6d1+vF6VOv19tsNpQyYbe3fv36tWvXvvPOO0gT/u53v7vqqqtwkl66dOny5csnT568ZcuW/f8EsMiA/S9O806nE37reXl5sJVP1orDXwnjMrDRVCgUOp0OOdp9bqGJRMLtdqMFCH8sae+gqKEPw/XMGBt6qaCJnjHGcZzP50Mw8wAXEpyP8GlFilEQBHTH7qPQiUQCg6VUe0lWdSX9ehhjmM0rSdKhf9gPERLCYxfM1MbnzePxOJ3OZA+QKIoTJ050u90bN26sqKiw2WwwNmtubjYYDBUVFeifmz17tiiKDz/88KOPPnrccce9+OKLaAREQcHkyZOVSmVXV1dvby9KtxEHQ+RNEIQ33njjxBNPnDx5siRJyNXD9tDv9zudzuLiYkmSFixYsGvXLsTWrrjiittvvx21Z8n2W5whvvUF4vyHPSMyfJmZmahOhCjipAjzNo7jsMFHzziSTwgkYgDsUMeGg5IMB31XIhAqi24EbL1xz8XeH3qz/09B3XFDh7kd9sUYnQqpY3srOYfeRBDf7u/vNxqNpaWlHR0dUCwkYnH6tNlsGIcLIwJoAxRREATkXPHuYYuNyeaYioACWqwHYnOANwdRL1QkfddjeJ6Hj+X+p+qhBU34CqoZa2trnU5nYWFh8rSHeGBBQcGbb745ZcqUfZ4HRVJI4OGlDb0h4EyMEO7Qowl0EbU/Q2OAW7du3bBhg8fjQb7qlltumTNnTvJHULOD+DDaV4Y+G8dx+HuhhHgfvYRmoDEuKysL1mKIJysUir6+Pq/X++yzz8JoadmyZVdeeeUll1yyefNmrVb7/PPPD/WeHPr2er1ezBDGiFCn04l+RFTzopcRVgDwqUA3DszWcRkgR6hSqfYJJKKmLDs72+fzeTwevDR8xhGxx5PjI7//2vDODx1rcwAwWXBoUh+NTEndQTYXAQlU7aEpC9sFpN7x6YZrK8Kzo64LJITHKNi4JRsGenp6BEGw2+179uxxOp319fWRSGTLli1arTYnJ8fj8cBFDAE0TOOsrKysqalBB5jT6USxVl5enkqlwsx33Nlhww0bCORIUK6Nbgc4icCqOFk/AvtHOEHs2LHjhz/8ISKxmAmArNghvky0OuCUmdylJt+BeDyO3nmcICGT8XgcAUlIMmRb9X8nPx8KSYna53aP/ja8THTi41yFNC3KbQ78AuFrk3xM8qSbSCRQCLf/atGqgQwfsqfFxcX5+fnJABeSbdgZoH4BndfJbyF9kvylUFaEDQYGBpIaeYjAkW7/DuBDBC85eTtGXev//M//3H333cnHKBSKM84447rrrjvzzDMPsIlBowiEZ58bAt5PmDgOVaZAIIBc8tA/kyAI6Lc7wLJx/kByIZmYh/0YYgD7z/JMgrQusvUmkynpviSXy9Fy9/LLLy9ZsgRZPUEQKisrX3nllRNPPPG7FoNSACgf3kNIVPIgDs1AdAdGoPvv6hDeZIztc+aDpVEoFCosLEwKIapm0IDBGMOzJTed+EE0bxzu5bT/qpIFSqIoYlOF5G5SMlEQjp0H22v4kJmZidQ4CeF4IRnhQZcVuuj0ev3WrVsdDgdskTFnPBaLoSPNYrEUFha2tLT4fD6MODAajS+99NJtt91WVVX19NNPw1xqcHDQaDTCxAvVJag/RMgU7bRYAxKBMpkMcSccklAqjapuxphOp/v6668vuuiiu+6667777hvGK0UXLdR3/+8mEonu7m5YYOPTiKATbg0wxBr2m4z7NSKcuBegNnJokn/og+Vy+fA+/zj7YmMOF29UVCJihoZr7H8xeKigoAB3LuyH8P7HYjHU4hoMhuS7gTpSHA2TBTXJX4pBV0PjnIcOih0OZdf/raBZG0FCOG7rdDqU3QeDwWAwWFxcDPu6Q+dbbwiQlqFfwfbuAMfZgwJJwM36sN4BTPjCGCycUzGDHpfN22+/fdFFF4XD4UsuueSpp5468CwhWBehBBqDRZFER/UTrGfQRTp00/ytT4WdwdAzeiwWc7vdOTk5B3512GPhrUgGElBUfOjvySGC8yvS4cmv4BSI/l10/rAjowskhMco6DxTKpXIpqA1HgGTvLw8uI34/f6SkhLcJfEh6e/vF0VxwoQJVquV47ht27ZhMOw//vGPE044AVE7XP24k8JYBN3caDmCNGIPDmOwrKysbw0DIqWfnZ1tNpufeOKJyy67bKin12Gx/71sKGiX3keBMJLisMKh3wpiStgIM8bggzXC5/xWkoE+BHnwqUbVA+oX8vPzk4HNoXc0nFEw2gw/Dm9u3KxxXsHjkblB/Tq+sk/+7LBAbuagCgqTlOSakwcLrBCnatT+HO4C9ufYvyEgnABfUzSwog4l+YBNmzZt2rTpmmuuOfTnhPcQnhxNhKWlpdgz4Zn3Dz9+68LQoZ/c9WLS/QF+BGfcZBsSen8PWow2EtAYhi6USCSC0cq4KQ192JG4DEbh6iRGnVgshg5T7MgSe2cKxuPx3NxcNMZ6vd5JkyZNmjTJarViMhF8lhEORbRh3bp1bre7qqqquro6Ho8nr6qsrCyUb4miaLfbY7FYRUUFctQISPp8vuTB8VtVkDEGfwp8/H7yk5+M5PUe+C6ZzJwP5VCa/A4FVKuOylMdGPRIoFcP0/iSpoto0Ib1VDIMOHSFfr+/s7NTkiR0B37Xr1Cr1ShSRTUEGgGR3RzGglG9CReCb30AMmHIFCLMzhjDoRnZplERv9QCVV1qtRrzDmOx2D4FWXV1dYdrGI1wKGMMPjIOh6O1tRUhzaQfxUH3K9j7QqSHVqh9F8FgEAk5/Gpk8g5r2cNAJpNhCLPT6VSpVMPbwA2PcXelpgThcBifn4GBAbQ9JavpGGNut3vLli2VlZW1tbUrVqxIjsNVqVQVFRXJfuc333wTflfXXHMNnKYxkJYxJkkSqvnhDYY9O2bA5uXlIaIFt47vigTCU23YR8BxCyoX4GPu8/nMZnMgEMDtRqlUokQw+eGHbwgKByRJQqPhgZ8fTe5Jt5poNIqq42GQtAfbX3olSUK0zWAwDDUtIxhjqIdie3PMo/vkMpkMQxz7+/vhVq/ValEGNfRhEEj0/yXt8ZKNEAcmKa77JFmPDtBCJEGP5u8lITzmQKAD+/GOjg40imVkZLjdbnhDOxyOvLy8WbNmXX755a+++mryB2UyWW1t7bx58yZPnvynP/0JZdlVVVVw9UU9ellZGcxWMNpNp9Pl5+ebTCae53U63cDAAIZxoxvpu1aIjwrqoY/GO5KOwCYUjWK4T8HR3+v1YqAg8qAowYWRx6G/26gb9Pl8ySl9wwN2zPsIYdLr9QBJKeKIgsYbGDahZnjohhXzLlByjL4OeBziu3CO/S6RRnASp8ax+uPCIOko/1ISwmOLcDiMxqBgMNjU1AS/KIVC8fnnn8NHDQ1ztbW1v//971999VWj0Thnzhz0p3d0dGzbtm3btm14qszMzOuvv/7mm2+GRSdaL/CBgV+D2WxWKpWItuODgblryCUcYJHBYPBI7HbHGxqNBne05Ff0ej36OvavAzrcuxKMSUe4QqwNU03wFb/fH4/Hh5bkEGMCOn/UanUkEknOVMEfBa2ruHiwnU0WgrK9fS+BQACmg+iXSNrsYTzZgdONaQkJ4VgCnyQ0m6PAD+5BHo8HBs1OpxMJPzhw4qxWVlb2+eef33vvvTKZ7K9//evs2bMRZNNqtY2NjStXrvzqq69+8IMfXHrppSUlJRhJgw7rZCIhObds/yXBYRmTY791zZjqMOyAGzGU/SPPmAOOCtIRPvmo7OjRjDi0+fqwzqbEkQN/FMxCgict6glQSjr0kei7wP8n9ZLt7WxJ1jehV2R4LhOpDgnhmIESUHg/wsUKbWoYMZibm9vW1oZjHIYiKZXK7Ozs4uLi9vb2xYsXJxKJO+6448wzz5TL5fF4HPNIq6ur77zzTpTjo9YLxdwY7IJAnF6vD4VCB6i5MJvNyemG+3wLxTuwyjzCb8/45QiVrQ6PZB8bck4ZGRmkgscaiCV+lwfhAcCJkH3bhmy8QbezsSEajWKOPPqF4aGVkZGBEaBWq3X79u1dXV0FBQU2mw1za/Py8rKysrZs2TJv3jyPx9PQ0HDZZZcplcqenh6DwdDd3d3b29vW1obAiMViwcRdONhifA9mrSG1cIAUIEqxceMb+nUINqwOj/w7RBwTwB4Ik0lIBY996A80POhEeFTBLAj0XZlMpmAwONTZBKNkJEnasWOH2+2uq6tzOp0YMpeTk6NSqdavX3/55Zd7vd6qqqpf/vKXjLE9e/bADkaSJFS4IFRitVrReC4IgsFgwI5PoVDAV+kAx0Gg1WrhnowMIkw+Y7HYt7qiEOkN9j1UIUykMSSERw/MVcAEWplM5vV6h3o9JBIJh8Mhk8lCoVBra+uECRM8Hk93d7dKpSopKdFqte+///71118fj8dnzZr129/+dsKECXB+weg7q9UKzcOIV5R0ut1ujDVIrmFopvDAWCyWgYEBtEnI5XK1Wj0m5dTEmDM0q0QQaQkJ4VECndQwBoSZyFDX2kQi0d7ejsGb33zzDUbWffnllzKZrKamprGxcdmyZR9//LEoildcccWSJUvy8/MxogiDs+FflfTEgo01Y2wkNdAooWaMHdSjmSAIIqUhITxKwBYIJyq45kMFYZCN9FthYeFnn30WCAQqKip27tzZ0tLS0dFx++23B4NBxpharb711lvPOecclM9gNmFJSYnRaPT5fPAJw3Mmo5cj9GWgKChBEOMBEsKjAab5INeC/0fubXBwMBAI5OXldXZ25uTk9Pb25uTkJBKJu+66a/v27fCRYYw1NDRcdNFFixYtggWt2WyOxWIotIGrZFZWFgaLj+WLJAiCSE1ICI8GgUAg6YOM493g4GAsFnM6nZWVlW63G6k4DBBYtWpVY2OjUqmcOXPmeeedd8455xQUFKBDiOf52tpaTGCBBUlS/A5a/0IQBEF8KySERxzM7UOLKyZsYVgEpsR5vV4MhUAPe3t7+5o1axQKxSuvvHLeeedJkhSLxXp7e+PxODooYMSFWeTj0NSYIAhi1KE76ZEFI+6Sped+v18URY7j+vr6VCqV1Wptbm5ua2vLzMycMGFCS0vL66+/zvP8mWeeOXfuXAytDYfD8XhcoVDo9Xq1Wu12uwVBQI/E2L40giCI9ICE8MgCDUOPBCbQwvcvNzfXbDZ3dnb29/eXlJTk5eUNDAwMDAy89957KpXqmmuu6e3tFUVRpVLB3dFmsxmNRpix7T+phyAIghg2JIRHlmg0KklSOBxOJBIdHR2CIGRkZMDhpb29vaWlRaVS2e12xphWq/3Xv/4lCMKFF144a9asRCLB9nayH3fccePQBpcgCOLoQEJ4BMFME9iERqNRjuPy8vJw+Ovp6eF5XqPRZGZmYhaEw+H49NNP1Wr1/fffD4ttmUzW2dlZXl5OKkgQBHHkICE8IgQCAViUORyOioqKeDze1dWl0+nUarXf79+8ebNerw+HwxjqHYvFPB7PvffeK4rij3/8Y0mSMPmht7cX7qNj/WoIgiDSGRLC0UcURY/Hk5+fH4lEqqurc3JygsGg2Wy2Wq1Go3H37t0GgyEjIwOpvoKCgr6+vk2bNjU2Nur1+p/97GdmszkcDkciEa1WS9OOCIIgjjRkHTn6YCS0w+EIBoNwKevv79fr9UajEbbadrsd50WDwcBxXCgU+vTTTyVJuvTSS+12u81mE0URQ8nJ25MgCOJIQ/fZ0ScQCKhUKgyARs9fLBbTaDRKpbKpqUmhUPT39/f19SmVSrvd3tnZqdfrV69erVAobrzxRqQGYY1NI+AJgiCOAiSEo0wsFkskEjKZTKvV2u12j8fjcDiMRqNWq/3mm2+6urpMJpPX6xVFsbKysq2tzWQyvf766/F4/IwzzpgyZQpjLBKJyGSyY2o6K0EQRBpDQjjKYNYgY0ypVFosFsydV6lUwWDQ4/FUV1drtdpwOFxTU6PVatVqdXl5+TPPPMMYW7p0qUKhkCQpFApRmShBEMRRg4RwNIFZaDwe12q1KpUqEAjI5XK9Xs8Yi0Qicrlcp9Pt2bNn06ZNN9xwwxNPPCFJ0tNPP+31ehsaGr73ve8xxkKhkFqtprEPBEEQRw2qGh1NIpEITnUymSwWixkMhkQiIQhCYWEhymESicTGjRsfe+wxnuc//fTTRx99FIMDb7vtNpwdI5FIdnb2WL8OgiCIcQSdCEcNURSj0Wg0GtXpdB6Px2g0qtXqtrY2vV7f0tLS09NjtVo3btz4xz/+kef5s846q76+PhKJBAKBqqqq8847jzEWDAb1ej2kkSAIgjg60IlwdBBFcXBwUKvVYqaEXC5Xq9UdHR0rV67817/+NXv27IaGhuLi4qVLl8ZisfPPP//3v/99YWFhR0fH8uXLp06dKpfLOY7jOI4aBwmCII4yMlR2HGX6+vpOOumkvr6+Az8MU92PzpJGAlRQp9PF4/H+/n6LxRKJRHw+n8FgOP300/v7+/EwpVIpCEJDQ8NLL71kMBiysrLcbrfZbMZkJbfbbbFYMGKeGEokEtFoNHRQJlLlhkAcUY7EZUCh0ZGSVEGj0Tg4OKjRaGKxmCAIVqu1paWlv7+/qKjo0ksvtdlsgiCUlJSsWLFCkiSe591ut1ar1Wq1kiR5vV69Xk8qSBAEcfSh0OhI8fv9UMFoNOr1ektLS7u6utRqdWVl5W9+8xvG2KJFi6ZPn37RRRd1dnaecMIJjDG5XK5UKj0eT3FxMWMMxaU0Yp4gCGJMICEcEZiyC1/s3t5eg8EQDodjsVhVVVUsFlu1apVMJps6daooilar1WQyZWRkRCIRPL68vDwQCKDvkCpFCYIgxgoSwhEBa2w0S7hcroqKiqamprKyskQi8eyzz0Yikbq6Oo7jMjIyXC5XVVWV1WotLi6G9ZpcLs/KykKlKA3aJQiCGCsoRzgiotEo+uU7OzutVuvAwIBKpSooKOjt7X3hhRcYYwsWLBgYGGCMmUwmu92en58PH238VyaTmc1mpZK2IwRBEGMGCeHw4TiOMaZSqaLR6ODgoMFgcLvd1dXVXq93z54933zzjVqtVqvVZWVlNptt6tSpNpuNymEIgiCONUgIh08kEkkeB81mM8YqWa3Wtra2//znP6Io1tXVFRYWlpeXFxQU0HxdgiCIYxMSwmEiSVI8HtfpdOFw2Ov1Go3GWCyWk5PjdDoHBwfff/99xti5555bUlJiNpstFgvZhxIEQRybkBAOE3R5y+Xy3t5edMRj3ERjY+N///vf3t7ezMzMmTNnZmdn5+fn00wlgiCIYxYSwmECT9FYLDYwMGAwGBQKhUqlamtr6+3tffrppxljS5YsYYxlZ2cLgqDT6cZ6vQRBEMS3Q0I4HHielyRJo9F0d3eLoqhSqRQKhc/n27x58xtvvOHz+aZMmTJv3rxwOKxSqTCVcKyXTBAEQXw7JITDIRwO6/X6cDi8a9eu/Px8SZJcLpfH4+ns7Fy3bp1Wq12yZEk4HJ4wYYLNZtNqtWO9XoIgCOI7ISE8bERRjMfjiURi586dUEGTycRxXG9v71NPPcUYW7x4cU1NjclkKiwsHOvFEgRBEAeBhPCwiUQiSqXS7/fzPF9YWCgIgkqlamlpWb58ucvlqq2tPfvssxOJRE5OjlqtHuvFEgRBEAeBhPCwiUQiMpksEAgYDAZRFPV6fXNz85NPPvn1119bLJbbbrvNbDZnZWXZ7faxXilBEARxcEgID49YLKZQKKLRaCwWy8zMjEQijLEHH3xw/fr1er3+oYcemjJlisFg0Gq16LUnCIIgjnFICA+PSCSiVqvD4bAgCFqtVi6XP/jgg6tWrVKpVH/6058aGhoSiYRCobBarVQpShAEkRKQEB4GgiCgccLn82VlZcVisdWrV//9739XKpWPPPLISSedpFKpBEEwGAzUQU8QBJEqkBAeBjAXDYVCoVDIYrHs2rXrV7/6FWPsqquuOv300zUajSAIcrlcr9dTmQxBEESqQEJ4qIiiGI1G1Wq1w+HIysoaGBhAs2BdXd0111wjl8vj8bggCBaLhY6DBEEQKQQJ4aESDoe1Wi1myisUimXLljU3N+fk5Nx4440tLS0ul6unp0ehUGi1WjJUIwiCSCFICA8JSZIikYjBYHA4HAqF4p133vnPf/6jUqluuukmk8k0YcKESCRis9mys7P1er1CoStwDOMAACAASURBVBjr9RIEQRCHCgnhIYFZE5FIxOfzKRSK1157jTF23nnn1dXVmUymyspKxpjNZtPr9XQcJAiCSC1ICA+JcDis0+m6urokSYrFYl9//bVKpVq4cKFGo8nJyYlEIjk5OVlZWeipGOvFEgRBEIcBCeHBgadaLBYbHBy02+1vvfWWIAiTJk0qLy8XRRGFMwUFBQaDITMzk9oHCYIgUgsSwoMTDofVarXb7cY/33vvPcbY6aefzhgzGo0KhSKRSGRkZDDGaAw9QRBEykFCeBAEQUA41O/322y2jRs3btu2TaVSTZs2Dc31gUDAbDZT4yBBEESKQkJ4EGKxmCiKiUQiHA6LovjZZ58lEgmYyACj0ZiVlTXWyyQIgiCGiXKsF3CsE4vFeJ7neV6r1bpcro8//pgxVldXZ7FY9Hq9yWTS6XRms3msl0kQBEEMEzoRHghRFMPhsEajGRgYUCqVu3fvbm5u1mg0DQ0N+fn58XhcLpebTCaKixIEQaQuJIQHIh6PM8ZisVgoFBIEYd26daIonnDCCZmZmfF4nOf5vLw8MlQjCIJIaUgIDwSEsKury2KxdHR0bNmyhTE2e/bs4447LhAI2Gw2i8Uy1mskCIIgRgQJ4YEIhUIok5HL5evWrdu9e7dOp5s5c2Y0GhUEoaysbKwXSBAEQYyUURPCYDAoiuLQr4ii6PP5Ruv5jz4cxwmCEIlEtFrt+vXrX3nlFcbY1VdfbTKZ3G53SUkJmcgQBEGkAaMghO+//35lZWVNTU1RUdHrr7+OL65Zs8Zut1dXV1dXVyOimHIgLup2u71e7zPPPOP3+2fMmDFz5kyO48xmc2Fh4VgvkCAIghgFRiqEPp/v4osvfuSRR7q7u1evXr148WKPxxMOh6+88spnn33W6XRef/31ixcvHpW1HmUikQjHcW63+4033mhsbDQajTfffLMoilqttri4mCpFCYIg0oORCmFjY6NarT733HMZY/X19RMnTnz55ZdXrVpVXFy8YMECxtiNN964a9eu7du3j8JijyKJRCIajXo8nubmZsyauPvuu2UymVqtzs3NpQ56giCItGGkDfV6vT4ajfI8D5vNQCDQ2tpqtVonTpyIB+h0upKSkra2ttra2qE/KIpiT0/P0K/IZLKCgoIRrme0iMfjeC1ffPFFOByeM2fO/Pnzv/zyy6KiotLSUnLWJgiCSBtGKoQnnnii3W7/xS9+cd1117355pt79uzx+/0ymUyv1ycfYzKZ9q+aCYVCDQ0NQ7+iVqu3bt26z2NGuLxh09nZ6XQ6fT7fjh07GGNnnXVWV1dXLBbLy8sTRTEYDI7VwsYh0WiU4zgad0yM4Q2BOHY43MvgUIalj1QI1Wr1Bx98cP/9999yyy0zZ878/ve/X1RUpNPp2tvbk4/x+Xy5ubn7/KDZbO7t7T3o85tMphGucBjAXxQ9Ep2dnWq1esaMGXv27LHZbFVVVWOypPGMQqHQaDQkhAQboxsCcawx6pfBKHiN2u32xx9/nDEWj8crKiquvPJKURSfeOIJfNfj8XR0dNTU1Iz8Fx01vF5vKBQaGBgYHBwURXHy5MlyuTwajVZVVZGtKEEQRJoxCkK4Zs2asrKyeDz+8MMPV1VVLViwQBRFmUz2wAMPXH755ffee++8efNKSkpG/ouODjzPh8Nht9ttsVg2b97MGJs5c6bb7VapVOXl5ZQdJAiCSDNGoY9w69atP/zhD6+66qqioqLVq1fL5XKlUvnWW2+tX7/+9NNP5zhuxYoVI/8tR41gMMjzfCgUUqlU33zzDWOsrq4uGo1aLBYqFiUIgkg/RuFEuGzZsmXLlu3zxYkTJ7755psjf/KjjCAIwWAwFosxxrq7ux0Oh9lsttls4XA4JyeHrGQIgiDSD/Ia/T+Ew+FEIuH1egVB2LVrF2NsypQpkiQJglBSUkJxUYIgiPSDBvP+L5g+CIvtcDjc1NTEGJs0aZLFYhEEISMjY6wXSBAEQYw+dCL8X6LRaDweF0WR5/lIJIJKmfnz54fD4ezsbIqLEgRBpCUkhP9LNBoNh8Nardbtdg8MDPh8vpycnOrq6lgsZrPZ5HJ6rwiCINIQurn/f3iej0ajiURCoVC4XK6uri7GWENDg9/v1+l0Vqt1rBdIEARBHBFICP8/kUgkkUhoNJpgMBgIBNra2hhjJ598MmMsMzPTYDCM9QIJgiCIIwIJIWOMSZIUi8U4jlOr1Q6Hw+fzNTY2KhSKhQsXchyXlZWlVFJVEUEQRHpCQsgYY7FYTC6XRyIRhULR29v72Wef8Tw/b948k8mkUqnI3pAgCCKNISFkbG9cVK1W8zy/ZcuWr7/+WqVS/fznP/f5fJmZmTSDlyAIIo0hIWSJREIQBI7jNBqN2+1+9913RVE866yzUC9qMplICAmCINIYEkIWjUa1Wm0wGFQoFOvWrWtra9PpdDfccEMkErFYLAqFghKEBEEQaQwJIeM4ThAEURRFUXz22WclSbr44otLSkqCwWBGRoZGoxnrBRIEQRBHEDrrMI7jEomEVqvFcdBkMl122WWMMZlMptVqKS5KEASR3oz3EyHHcUqlMhwOKxSK1157jTH2/e9/v6CgANlBxhgJIUEQRHoz3k+EHMdhuATP85g+2NDQIJfLFQqF2WyWJIkShARBEOnNeL/LcxzHcZxMJvvqq688Ho/BYKirq0PKUK/Xj/XqCIIgiCPOuBZCSZI4jovH46FQaN26dYyxyZMnG41GmUym0+nkcrlKpRrrNRIEQRBHlnGdI+R5XqFQ+P1+j8ezfft2xti0adMQC83MzIzH45QgJAiCSHvGtRCicSISibhcLrhsT58+XalUiqJoNBopQUgQBDEeGNdCGI/Hw+FwKBTasWNHJBLJy8urra2Nx+MWi0WSJDoOEgRBjAfGrxBKksTzvM/n43m+qamJMVZXV2cwGBKJhMVigePaWK+RIAiCOOKMXyHkeT6RSAQCAa/Xu3PnTsbY3LlzY7GYTqfT6XSUICQIghgnjF8hjMfjfr9fr9cPDAx0dXUplcqkEMrlcsYYJQgJgiDGA+P3Xs9xnN/vZ4zt3LmT47iJEyeq1WqlUmk0GikuShAEMX4YvyfCQCAgimIwGERc9JRTTonH4yaTSaPRxONxEkKCIIhxwjgVwkQi4fP5dDqd0+ncvXs3Y6yhoUGj0cjlcq1Wy/M8JQgJgiDGCeNUCHmeD4VCMplsz549AwMDRqOxrKzMarVqNBpBEBQKBdKEBEEQRNozTm/3oVBIEIRQKLRp0ybGWF1dnclkUiqVqBeluChBEMT4YZwKod/v12q1PT09iItOmTLFbDZjACEJIUEQxLhinAqhx+MRRdHlcnV2djLG6uvrjUajRqPBSCby2iYIghg/jNP2CY/Hk0gkenp6otGo3W6vrq5GXJTjOLVaLZPJxnqBBEEQxFFiPJ4I/X6/XC7v7+9H40R9fX12djZjjBonCIIgxiHjUQg9Ho9MJovH4xDCGTNmGI1GnU7HGMOJcKwXSBAEQRw9xqMQDg4OchwXDoe7u7vhrIZJvDzPM8YoQUgQBDGuGHdCyHFcJBKJx+PNzc08z1dXVxcVFcnlcqVSGYlEcC4kCIIgxg/jTghDoZAoih6PZ8eOHYyxGTNmKJVKg8EgSRIct8d6gQRBEMRRZTwKIc/zkUikubmZMbZw4ULERWOxmEqlUigUY71AgiAI4qgyvoRQEAR4bff29g4ODur1+rq6OrPZzBiLRqN0HCQIghiHjC8hjMfjsVgsGo3CUKa+vt5qtarV6kQiwfO8Vqsd6wUSBEEQR5txJ4Q8zw8MDMBQZtasWSaTiTEWjUa1Wi310RMEQYxDxpcQRiKRWCzm9Xo7OjoYYwsWLEBSkOKiBEEQ45ZxJISSJPn9/nA4HAwGvV6vRqOZMWMGYwztg9RHTxAEMT4ZR0IoCALP806ns7OzU5KkiRMnoneejoMEQRDjmXEkhBzHhUKhYDDY1dXFGMNxkDEWi8WoTIYgCGLcMo6EMBKJ+P3+RCLR3t7OGDv11FMZY4IgMMaUynE6hYMgCIIYR0IYDoe9Xm80GnU4HDKZ7JRTTmF0HCQIghj3jCMh9Pl80Wi0o6OD5/mioiKbzcZICAmCIMY940UIeZ5HyWhfXx9jrL6+XiaTJRKJRCJB9aIEQRDjmfEihGgfjEQi3d3djLHZs2czxmgML0EQBDFehDASiQQCAUEQ4CmDShmKixIEQRDjRQhxHBwcHAwGgyaTqaamRpIkjuPoREgQBDHOGS9C6HQ6I5GIy+VijB1//PFqtToWi2k0GvIXJQiCGOeMCyHkeX5wcDAajfb09DDGpk+fLpPJIIRjvTSCIAhijBkXQhgKhUKhUDweRys9KmU4jqMEIUEQBDEuhNDj8fh8PkEQHA6HWq2eMWMGx3EKhUIuHxcvnyAIgjgA40IJ3G53KBRyu92iKFZXV5vNZmqcIAiCIMC4EML+/n5BEBAXbWhoUKlUJIQEQRAESH8hjMfjHo9HFMXW1lbG2OzZsyVJEgQBM5gIgiCIcU76C6Hf7x8cHJTJZD09PSqV6rTTTuM4Tq1WU+MEQRAEwcaDEHq9Xr/f73a7BUEoLy+3Wq0UFyUIgiCSpL8QejyeWCyGBOHJJ5+sVqtJCAmCIIgk6S+EPT09Mpls165djLGZM2fiizSJlyAIggBpLoQcx/X29qpUqq6uLoVCMWfOHDoOEgRBEENJcyEMBoOBQMDpdPI8X1pampeXR0JIEARBDCXNhXBwcDAUCvX29jLG6uvrVSoVSkbHel0EQRDEsUKaC+HAwADP8y0tLYyxGTNmyGQypVJJzmoEQRBEkjSXhL6+vkQi0d3dLZfLTz31VBpASBAEQexDOgshx3EOh8Pj8XAcZ7fbS0tLeZ6nuChBEAQxlHQWQoykHxwcZIzV1tZqNBqO48hZjSAIghhKOguh2+2OxWL9/f2Msfr6esYYjV4iCIIg9iGdVaG/vz8Wi2EqfUNDgyiKFBclCIIg9iGdhbC7uzsWiw0ODqrV6rq6OmqcIAiCIPZnFJzGJEl65513duzYkZGRcf7551utVsaYKIqvv/56W1vbtGnT5syZM/LfcrjwPO90Ot1utyRJZWVlFoslHA6bzeajvxKCIAjiWGYUToRXXXXVHXfcEY/HP/zww5qaGuTkrrjiioceeigcDi9evPjhhx8e+W85XAKBgNfr9Xq9jLGamhq5XC6TyRQKxdFfCUEQBHEsM9ITYSwWe/HFF7ds2TJp0iTG2EknnfTWW2/NmDFj1apV3d3dGRkZ55577rx582666Sa9Xj8aCz5UPB5PMBh0Op2MsRNPPFGSJIqLEgRBEPsz0hOhRqOx2Wzd3d2MsWg0OjAwUFpaum7duhkzZmRkZDDG6uvrtVrtxo0bR2Gxh4PL5eJ5HuZqs2bNEgSBhJAgCILYn5GeCGUy2Zo1ay688MLCwsI9e/bcdNNNc+fOXbduXX5+fvIxNputr69vnx+MxWJ33nnn/1mKUnn33XcP/Uo8Hh+2enV0dAQCAb/fr9VqKysrQ6EQRvIO79mIMQR/NQprEyO5IRBpw+FeBmq1WiaTHfgxIxVCURRvvfXWU089dfHixbt27fr1r3+9cOFCuVwuSVLyMZIk7b8OmUy2T7B0fxdQuVw+vLa/RCLR29vr8/kYYxUVFTqdLhaL0UcoRZHvZawXQowxdBkQ7MhcBiMVwg0bNmzYsOG9995TKBSzZs3auHHjU089ddxxx23YsCH5mP7+frvdvs8PajSae+6558BPrlKphmcEE4lEUCzDGJs8ebJSqdTr9eQpk6LgMqATITHsGwKRThyJy2Ckumo0GuPxuN/vxz8HBgaMRuP8+fPXr18Pb7ONGzdyHDd16tSRrvRwCAQC4XDY4XAwxurr66lShiAIgvguRnoinDRp0sKFC+fMmXPBBRfs2rXrk08++cMf/lBRUXHRRReddtppZ5xxxosvvrhs2TKdTjcqyz1EHA4HHLcZY9OmTUskEgaD4WgugCAIgkgVRqFYZtWqVevWrdu5c+eiRYsef/xxFIuuWLFi7dq1LS0tL7744syZM0djqYdBX1+f3+9HB31lZaUgCBRRIQiCIL6VUXCWkclk8+fPnz9//j5fPOuss0b+5MNAEIT+/n6Xy8UYq6qqggQetGqIIAiCGJ+kYQlWPB4fOn1JkiQ6DhIEQRDfRRoKoc/nCwQCSU8ZxhgJIUEQBPFdpKEQOp3OUCjkcrkUCkVDQwOVjBIEQRAHIN2EUJKk/v7+7u5unueLi4sLCwtFUVQqRyEVShAEQaQl6SaEPM97PJ6uri7G2JQpU5RKJcVFCYIgiAOQhkLocDgwlX7GjBlyuZyEkCAIgjgA6SaEwWAQLqMqlWratGmiKFKCkCAIgjgA6SaE/f397e3tiUSioqIiOzubUckoQRAEcUDSTQidTueePXsYY8cff7xOp6Op9ARBEMSBSSshFEXR7XZjSjAqZSguShAEQRyYtBJCQRB2797t9/s1Gs0JJ5xAQ1sIgiCIg5JWQhiNRjdv3swYmzBhQmZmJpmrEQRBEAclrYTQ7/e3tLQwxmpqajD4iYSQIAiCODBpJYQDAwNopZ80aZLRaFQoFHJ5Wr1AgiAIYtRJK53YunVrOBw2Go3V1dUqlYoqZQiCIIiDkj5CKEnS119/zRgrLS01GAwKhUKj0Yz1ogiCIIhjnfQRwng83tbWxhgrLCzUarWMMToREgRBEAclfYQwEokgQVhYWGg0GlUqFbXSEwRBEAclfYQwHA739/czxvLz83U6HQ6FBEEQBHFg0kcIXS5XKBRSKBQlJSVqtZriogRBEMShkCZCmEgktmzZwvN8RkaG1WolczWCIAjiEEkTIeR5fufOnYwxu92uVqv1ej0lCAmCIIhDIU2EkOO4pqYmtjdBaDAYxnpFBEEQRGqQJkIYi8Uwfclms5nNZuogJAiCIA6RNBHCcDjscrkYY6WlpVqtlhKEBEEQxCGSDkLI83wgEAgGg0qlErYyZDFKEARBHCLpIBiCIGzfvl0QBKvVqtFozGbzWK+IIAiCSBnSRAgbGxsZY/n5+Wq12mg0jvWKCIIgiJQhHYQwkUg0NzczxgoKCsxmMyUICYIgiEMnHYSQ5/n29nbGWH5+vtVqpQ5CgiAI4tBJByGMRCJ9fX2MsbKyMoqLEgRBEIdFygthIpHweDwoGS0qKiIhJAiCIA6LlBfCoSWjRqORhJAgCII4LFJeCBOJxLZt2xhjdrtdo9FQpQxBEARxWKS8EAqCsHv3bsaY3W7PyMhQqVRjvSKCIAgilUgHIWxra2OM2e12g8GgVCrHekUEQRBEKpHyQshxnMPhYIyVlJTo9XoyVyMIgiAOi9SWDUmSotFoIBCQyWTFxcVUKUMQBEEcLqkthIlEorW1led5o9FotVq1Wu1Yr4ggCIJIMVJbCAVB2LVrF2MsKyvLZDLRGEKCIAjicEl5IdyxYwdjLC8vz2QyUaUMQRAEcbikvBC2trYyKhklCIIghkvKC2F3dzdjrLi4WK1Wk902QRAEcbikthByHOdyudje3gmZTDbWKyIIgiBSjBQWQlEUQ6FQIBBQKpUlJSVUKUMQBEEMgxQWQkEQ9uzZk0gkDAaDxWIhl1GCIAhiGKS2EDY1NTHGsrOzzWYzVcoQBEEQwyC1hTDZO2E0GkkICYIgiGGQwkKYSCSSdttarZZKRgmCIIhhkMJCKAhCV1cXY6ysrEylUpEQEgRBEMMghYUwHo8PDAwwxkpLS8lllCAIghgeqSqEkiR5vd5wOKzRaMrKyihBSBAEQQyPVBXCRCLR0tIiSZLZbM7KyiIhJAiCIIZHCgsheieysrL0ej0JIUEQBDE8UlgIMYCJ5k4QBEEQIyGFhRBzJwoLC5VKJQkhQRAEMTxSWAh7enoYY6WlpWSuRhAEQQybVBXCeDw+ODjIGJs4caJKpRrr5RAEQRCpSqoKodPpjMfjGo2muLiY4qIEQRDEsElJIZQkaffu3Ywxs9mckZFBQkgQBEEMm5QUwmTJaHZ2tk6nIyEkCIIghk2qCmFLSwtjzGazaTQachklCIIghk2qCiHmThQXF6vVaplMNtYrIgiCIFKVVBXC3t5exlh5eTmVjBIEQRAjIVWFEHMnKisrKUFIEARBjISUFMJwOByJRFQqVXl5OQkhQRAEMRJSUghbW1slSdLpdNQ7QRAEQYyQlBRC9E5kZWVpNBoSQoIgCGIkpJ4QJpsI0TtBJaMEQRDESEhJIYStTHFxsUajGevlEARBEKlNSgphV1cXY4wqZQiCIIiRk5JC2N/fz6h3giAIghgNRkFILr74Yq/Xm/znvHnzbr/99q1bt/7iF79ob2+vr6//61//arPZRv6LAM/zgUBAJpNVVVWREBIEQRAjZBROhEuWLLnjjjvuuOOO22+//ZtvvikoKBAE4eyzzz7jjDM+//zzzMzMq6++euS/JUl3dzfHcVqtNjc3l4SQIAiCGCGjICSzZ8/G/3z88ceiKJ533nlvv/22QqG49dZbGWMPPfSQzWbr6OgoLS0d+e9ijLW2tjLGMjIy9Hq9XJ56oV2CIAjimGI0heSZZ5754Q9/qNfrm5qa6uvr8cWMjIzS0tIdO3aM1m/Zvn07Yyw3N1en043WcxIEQRDjllELLQYCgddee+2TTz5hjLndbpPJlPyW1WqFNeg+j8/MzBz6FY1Gg+FKScLh8D5tgqIoQgjz8/M5jguFQqO1fuKYJRKJ8DxPw7aI/W8IxDjkcC+DQ4kdjpoQrly5sqKiAgfBjIwMdDiA/TWPMWYymSBpSWQymdFoHPoVSZL2+QrP83jmiRMnWiwWg8EwWusnjlnkcjlNnSTYt90QiHHIkbgMRk0In3766WuvvRb/X1FR8fLLL+P/o9FoZ2dneXn5Po+XyWRZWVmH+1tEUezu7mbUO0EQBEGMEqOTI9y+ffuWLVsuvfRS/POcc87p7u5eu3YtY+yxxx6bNGnSpEmTRuUXJRKJwcFBxhj1ThAEQRCjwuhoyVtvvbV48eLs7Gz8U6/Xr1y58pprrolEIoWFhStXrhyV38IY83q98XhcpVIVFhZSrIwgCIIYOaMjhLfffvs+X1m4cGFPT080Gh3d2k64jJpMpqHFOARBEAQxbI5sH96odzg0NTUxxnJycqh3giAIghgVUqwhfefOnYyxgoICtVo91mshCIIg0oEUE0LYylDJKEEQBDFapJgQdnR0MCoZJQiCIEaPVBJCSZJcLhdjrLS0lEpGCYIgiFEhlYQwkUhEIhHGWGVlJTktEQRBEKNCKgmh0+nkOE6j0eTl5Y31WgiCIIg0IZWEEAlCk8lEJaMEQRDEaJFKQrhnzx7GWE5OjkajGeu1EARBEGlCKgkhmgjtdjsJIUEQBDFapJIQoomwvLycSkYJgiCI0SKVhLCtrY0xVllZedApiwRBEARxiKSSovT29jLGJkyYMNYLIQiCINKHVBJCv9/PGKuqqhrrhRAEQRDpQ8oIYSgUisViarXabreP9VoIgiCI9CFlhLC9vZ0xptFo9Hr9WK+FIAiCSB9SRgjRTZ+Tk0Pd9ARBEMQokjJCiJLR4uJichklCIIgRpGUEcKWlhbG2MSJE8d6IQRBEERakTJC2NTUxBirrq4e64UQBEEQaUXKCCGKZY477rixXghBEASRVqSMEHq9XsZYeXn5WC+EIAiC+H/t3V1IU+8DB/DHlk7dpjg3hY1aJjE0MUSjltPSIl+ymhlhFElRiBcWXZSQ0U2DuhCTksRu9CI0kzCCiMpebVbMl7SUQVa6rTY2y5c5X6bH/S7O/yfiRfzxp3u2ne/n6tnZ2PnCDufLztvjV3yjCGdnZycnJ3k8XkxMDO0sAADgV3yjCE0mE8MwfD5/7dq1tLMAAIBf8Y0iNBqNhBCJREI7CAAA+BvfKEL2bvr169fTDgIAAP7GN4qQvWQ0OTmZdhAAAPA3vlGE3d3dBDcRAgDAKvCNIlyYm552EAAA8De+UYTslLwKhYJ2EAAA8Dc+UIRut9vlchFC1q1bRzsLAAD4Gx+4Lc/lciUkJDAMIxAIaGcBAAB/4wNFyOfz9Xo97RQAAOCffODQKAAAwOpBEQIAAKehCAEAgNO8twjdbrfVaqWdAugbHR2dmpqinQIoc7lcv3//pp0C6LPb7XNzcyv7nd5bhKOjo1u3bqWdAug7f/78w4cPaacAyvR6fWFhIe0UQN/Bgwf7+vpW9ju9twgBAAA8AEUIAACcFuB2uz2/1uHh4Z07d/59uvm5uTm9Xq9SqTyWCryTwWAQi8VRUVG0gwBN4+PjP3782LJlC+0gQFlXV5dSqfz/n69y69atv3cNoVWEhJDPnz8PDQ1RWTUAAHBEenp6WFjY3z9DrQgBAAC8Ac4RAgAAp6EIAQCA07z0odtOp7O6uvr79+9JSUmnT59eu9ZLc8JqqKysnJ2dZccJCQn79u0jhPT29tbV1TEMc+zYsW3btlENCKvF7Xb39fV1dnZardZTp05JpVJ2eWtra0tLi0AgKC4ujo2NJYQwDFNXV6fX6xUKRWlpqUgkohocVtj4+Lher+/t7ZXL5UeOHCH/lsLCB9RqdWpqKiHkzZs3zc3NwcHBZ86cUSqVy1udl/4jLCgoePv2rVqtrq+vP3fuHO044FFXrlwxGo0jIyMjIyNOp5MQYjAY0tLSoqOjY2Nj9+7di9lI/NX4+HhOTk5LS8ulS5csFgu78NGjR4WFhYmJiTweT6VS2e12QkhZWdnt27dTU1M7Ojry8vKopoaVV1VVVVZW1tDQUFdXxy5xOBzl5eUj/5qeniaEvHjxQqPRxMfHC4VClUplNpuXuT639+nq6hKJRJOTk263e3BwMDg42Gaz0Q4FniMQCIxG4+IlJSUlJSUl7Pjy5cuFhYU0coHnBAYG9vT0sOPU1NSamhp2vH///mvXro2OjgoEgv7+tHcJ0QAABM9JREFUfrfbPTMzI5FIdDodtaywam7cuJGdnc2OLRZLUFDQkg9kZWVVVFSw46NHj5aXly9vRd74j7C9vX379u0hISGEEIVCIZfLOzo6aIcCj6qurr569erz58/ZlzqdLjMzkx1nZmbqdDp60cCjGIb58OHDkl//06dPYWFhcXFxhJCgoCC1Wo1Nggvm5+e1Wu3169c/fvzILtHpdBkZGez4v+wZvLEIrVarRCJZeBkVFbVwkAS4ICcnRygUTk9PFxUVnT17lhBitVojIyPZd6VSqdVqdeO2H26w2+0MwyzsEKRS6a9fv5bsIqRSKXYRfo/H4x06dGjNmjV2uz07O7uqqsrhcExMTCzZNpb35d54EQqfz1+4VoIQMjMzExwcTDEPeFhzczM7OHHiRFxc3MWLFxdvEi6Xi8/nBwQE0AsInsPn8wkhi3/9kJCQJbsIdiGdfOApUqm0qamJHe/Zs+fw4cPFxcUBAQFLto3lfbk3/iOUy+UL5zzdbvfPnz/lcjndSECFUqkUiUQmk2nxJsG+pBsMPCYiIiI0NHTxry+TyWQymcViYRiGXWg2m2UyGb2M4GkpKSmTk5MOh0MikazInsEbizA3N7enp2dgYIAQ8vLlS0IInjjKHQ6HY35+nh0/efLE5XIplUqNRnPv3j32cGhjY6NGo6GaETxKo9E0NDQQQlwu14MHD/Lz85OTk8PDwx8/fkwIMZlM79+/P3DgAO2YsLrGxsYWxk1NTTKZLCoqKj8/v7GxkRDCMMz9+/eXvWfw0kesabXampoatVr96tWrysrK48eP004EHtLS0lJaWpqUlOR0Ojs7O6uqqk6ePDk2NsY+MJDP5xuNxra2tujoaNpJYVXk5ubabLaurq64uLiQkJBnz57Z7faMjIyUlBSz2RwREfHkyZOgoKDm5uaSkpLdu3e3t7cXFRVptVrawWElPX36tLy83GazjY2Nbdq0KS8vTygU1tbWxsfH22y2gYGBu3fvZmVlDQ4OpqenJyQkDA8PBwYGtra2Lu/oqJcWISHEYDB8/fo1MTFRoVDQzgIeZTAYvn37FhoampiYuHCNjMvl0ul0c3NzaWlpOGfsx4xG4+L5xxUKBY/Hczgc7969CwsLU6lUa9b87ziW2Wzu7u7euHHj5s2bKYWF1TIxMWGz2RZeikQisVj85cuXoaGhiIiIpKQkoVDIvuV0Otva2kJDQ3fs2LHsR694bxECAAB4gDeeIwQAAPAYFCEAAHAaihAAADgNRQgAAJyGIgQAAE5DEQIAAKehCAF8QH9//507d1wuF+0gAH4IRQjgA16/fl1cXDw1NUU7CIAfQhECAACnoQgBvF1FRcWFCxcIIRs2bBCLxWKx+M+fP7RDAfgPb5yPEAAWKygoMJlMN2/erK+vFwgEhBCRSEQ7FID/QBECeLuYmBilUkkI2bVrV3h4OO04AP4Gh0YBAIDTUIQAAMBpKEIAAOA0FCGAD2CvjsF9hACrAUUI4APYSdgrKyvb29s7OzsXz+EOAP8RZqgH8A1arba2ttZisTAMMzw8HBkZSTsRgJ9AEQIAAKfh0CgAAHAaihAAADgNRQgAAJyGIgQAAE5DEQIAAKehCAEAgNNQhAAAwGkoQgAA4DQUIQAAcBqKEAAAOO0fI/HjTQZq4doAAAAASUVORK5CYII=" }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function cointegration_figure(bsim, csim)\n", " # create figure\n", " plot((1 - β) * bsim[1, :] + csim[1, :], color=:black,lw=2,label=\"\")\n", " plot!((1 - β) * bsim' + csim', color=:black, alpha=.1,label=\"\")\n", " plot!(title=\"Cointegration of Assets and Consumption\", xlabel=\"t\")\n", "end\n", "\n", "cointegration_figure(bsim0, csim0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A “borrowers and lenders” closed economy\n", "\n", "When we set $ y_{-1} = y_{-2} = 0 $ and $ b_0 =0 $ in the\n", "preceding exercise, we make debt “head north” early in the sample.\n", "\n", "Average debt in the cross-section rises and approaches asymptote.\n", "\n", "We can regard these as outcomes of a “small open economy” that\n", "borrows from abroad at the fixed gross interest rate $ R = r+1 $ in\n", "anticipation of rising incomes.\n", "\n", "So with the economic primitives set as above, the economy converges to a\n", "steady state in which there is an excess aggregate supply of risk-free\n", "loans at a gross interest rate of $ R $.\n", "\n", "This excess supply is filled by “foreigner lenders” willing to make those loans.\n", "\n", "We can use virtually the same code to rig a “poor man’s Bewley [[Bew86]](../zreferences.html#bewley86) model” in the following way\n", "\n", "- as before, we start everyone at $ b_0 = 0 $ \n", "- But instead of starting everyone at $ y_{-1} = y_{-2} = 0 $, we\n", " draw $ \\begin{bmatrix} y_{-1} \\\\ y_{-2} \\end{bmatrix} $ from\n", " the invariant distribution of the $ \\{y_t\\} $ process \n", "\n", "\n", "This rigs a closed economy in which people are borrowing and lending\n", "with each other at a gross risk-free interest rate of\n", "$ R = \\beta^{-1} $.\n", "\n", "Across the group of people being analyzed, risk-free loans are in zero excess supply.\n", "\n", "We have arranged primitives so that $ R = \\beta^{-1} $ clears the market for risk-free loans at zero aggregate excess supply.\n", "\n", "So the risk-free loans are being made from one person to another within our closed set of agent.\n", "\n", "There is no need for foreigners to lend to our group.\n", "\n", "Let’s have a look at the corresponding figures" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out = income_consumption_debt_series(A_LSS, C_LSS, G_LSS, mxbewley, sxbewley)\n", "bsimb, csimb, ysimb = out[1:3]\n", "cons_meanb, cons_varb, debt_meanb, debt_varb = out[4:end]\n", "\n", "consumption_income_debt_figure(bsimb, csimb, ysimb)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "consumption_debt_fanchart(csimb, cons_meanb, cons_varb,\n", " bsimb, debt_meanb, debt_varb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graphs confirm the following outcomes:\n", "\n", "- As before, the consumption distribution spreads out over time. \n", "\n", "\n", "But now there is some initial dispersion because there is *ex ante* heterogeneity in the initial draws of $ \\begin{bmatrix} y_{-1} \\\\ y_{-2} \\end{bmatrix} $.\n", "\n", "- As before, the cross-section distribution of debt spreads out over time. \n", "- Unlike before, the average level of debt stays at zero, confirming that this is a closed borrower-and-lender economy. \n", "- Now the cointegrating residual seems stationary, and not just asymptotically stationary. \n", "\n", "\n", "Let’s have a look at the cointegration figure" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cointegration_figure(bsimb, csimb)" ] } ], "metadata": { "date": 1591310616.968272, "download_nb": 1, "download_nb_path": "https://julia.quantecon.org/", "filename": "perm_income_cons.rst", "filename_with_path": "dynamic_programming/perm_income_cons", "kernelspec": { "display_name": "Julia 1.4.2", "language": "julia", "name": "julia-1.4" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.4.2" }, "title": "Optimal Savings II: LQ Techniques" }, "nbformat": 4, "nbformat_minor": 2 }