{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(markov_jump_lq)=\n", "```{raw} html\n", "
\n", " \n", " \"QuantEcon\"\n", " \n", "
\n", "```\n", "\n", "```{index} single: python\n", "```\n", "\n", "# Markov Jump Linear Quadratic Dynamic Programming\n", "\n", "```{contents} Contents\n", ":depth: 2\n", "```\n", "\n", "In addition to what's in Anaconda, this lecture will need the following libraries:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already up-to-date: quantecon in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (0.4.8)\r\n", "Requirement already satisfied, skipping upgrade: numba>=0.38 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from quantecon) (0.50.1)\r\n", "Requirement already satisfied, skipping upgrade: requests in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from quantecon) (2.24.0)\r\n", "Requirement already satisfied, skipping upgrade: numpy in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from quantecon) (1.18.5)\r\n", "Requirement already satisfied, skipping upgrade: scipy>=1.0.0 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from quantecon) (1.5.0)\r\n", "Requirement already satisfied, skipping upgrade: sympy in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from quantecon) (1.6.1)\r\n", "Requirement already satisfied, skipping upgrade: llvmlite<0.34,>=0.33.0.dev0 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from numba>=0.38->quantecon) (0.33.0+1.g022ab0f)\r\n", "Requirement already satisfied, skipping upgrade: setuptools in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from numba>=0.38->quantecon) (49.2.0.post20200714)\r\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied, skipping upgrade: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from requests->quantecon) (1.25.9)\r\n", "Requirement already satisfied, skipping upgrade: idna<3,>=2.5 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from requests->quantecon) (2.10)\r\n", "Requirement already satisfied, skipping upgrade: certifi>=2017.4.17 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from requests->quantecon) (2020.6.20)\r\n", "Requirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from requests->quantecon) (3.0.4)\r\n", "Requirement already satisfied, skipping upgrade: mpmath>=0.19 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from sympy->quantecon) (1.1.0)\r\n" ] } ], "source": [ "!pip install --upgrade quantecon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview\n", "\n", "This lecture describes **Markov jump linear quadratic dynamic programming**, an extension of the method described in the [first LQ control lecture](https://python-intro.quantecon.org/lqcontrol.html).\n", "\n", "Markov jump linear quadratic dynamic programming is described and analyzed in {cite}`do1999solutions` and the references cited there.\n", "\n", "The method has been applied to problems in macroeconomics and monetary economics by {cite}`svensson2008optimal` and {cite}`SvenssonWilliams2009`.\n", "\n", "The periodic models of seasonality described in chapter 14 of {cite}`HS2013` are a special case of Markov jump linear quadratic problems.\n", "\n", "**Markov jump linear quadratic dynamic programming** combines advantages\n", "of\n", "\n", "- the computational simplicity of **linear quadratic dynamic\n", " programming**, with\n", "- the ability of **finite state Markov chains** to represent\n", " interesting patterns of random variation.\n", "\n", "The idea is to replace the constant matrices that define a **linear quadratic dynamic programming problem**\n", "with $N$ sets of matrices that are fixed functions of\n", "the state of an $N$ state Markov chain.\n", "\n", "The state of the Markov chain together with the continuous $n \\times 1$ state vector $x_t$ form the state of the system.\n", "\n", "For the class of infinite horizon problems being studied in this lecture, we obtain $N$ interrelated\n", "matrix Riccati equations that determine $N$ optimal value\n", "functions and $N$ linear decision rules.\n", "\n", "One of these value functions and one of these decision rules apply in each of the $N$ Markov states.\n", "\n", "That is, when the Markov state is in state $j$, the value function and the decision rule\n", "for state $j$ prevails.\n", "\n", "## Review of useful LQ dynamic programming formulas\n", "\n", "To begin, it is handy to have the following reminder in mind.\n", "\n", "A **linear quadratic dynamic programming problem** consists of a scalar\n", "discount factor $\\beta \\in (0,1)$, an $n\\times 1$ state\n", "vector $x_t$, an initial condition for $x_0$, a\n", "$k \\times 1$ control vector $u_t$, a $p \\times 1$\n", "random shock vector $w_{t+1}$ and the following two triples of\n", "matrices:\n", "\n", "- A triple of matrices $(R, Q, W)$ defining a loss function\n", "\n", "$$\n", "r(x_t, u_t) = x_t' R x_t + u_t' Q u_t + 2 u_t' W x_t\n", "$$\n", "\n", "- a triple of matrices $(A, B, C)$ defining a state-transition\n", " law\n", "\n", "$$\n", "x_{t+1} = A x_t + B u_t + C w_{t+1}\n", "$$\n", "\n", "The problem is\n", "\n", "$$\n", "-x_0' P x_0 - \\rho = \\min_{\\{u_t\\}_{t=0}^\\infty} E \\sum_{t=0}^{\\infty} \\beta^t r(x_t, u_t)\n", "$$\n", "\n", "subject to the transition law for the state.\n", "\n", "The optimal decision rule has the form\n", "\n", "$$\n", "u_t = - F x_t\n", "$$\n", "\n", "and the optimal value function is of the form\n", "\n", "$$\n", "-\\left( x_t' P x_t + \\rho \\right)\n", "$$\n", "\n", "where $P$ solves the algebraic matrix Riccati equation\n", "\n", "$$\n", "P = R+ \\beta A' P A\n", " -(\\beta B' P A + W)' (Q + \\beta B P B )^{-1} (\\beta B P A + W)\n", "$$\n", "\n", "and the constant $\\rho$ satisfies\n", "\n", "$$\n", "\\rho = \\beta\n", " \\left( \\rho + {\\rm trace}(P C C') \\right)\n", "$$\n", "\n", "and the matrix $F$ in the decision rule for $u_t$ satisfies\n", "\n", "$$\n", "F = (Q + \\beta B' P B)^{-1} (\\beta (B' P A )+ W)\n", "$$\n", "\n", "With the preceding formulas in mind, we are ready to approach Markov Jump linear quadratic dynamic programming.\n", "\n", "## Linked Ricatti equations for Markov LQ dynamic programming\n", "\n", "The key idea is to make the matrices $A, B, C, R, Q, W$ fixed\n", "functions of a finite state $s$ that is governed by an $N$\n", "state Markov chain.\n", "\n", "This makes decision rules depend on the Markov\n", "state, and so fluctuate through time in limited ways.\n", "\n", "In particular, we use the following extension of a discrete-time linear\n", "quadratic dynamic programming problem.\n", "\n", "We let $s_t \\in [1, 2, \\ldots, N]$ be a time $t$ realization of an\n", "$N$-state Markov chain with transition matrix $\\Pi$ having\n", "typical element $\\Pi_{ij}$.\n", "\n", "Here $i$ denotes today and\n", "$j$ denotes tomorrow and\n", "\n", "$$\n", "\\Pi_{ij} = {\\rm Prob}(s_{t+1} = j |s_t = i)\n", "$$\n", "\n", "We’ll switch between labeling today’s state as $s_t$ and\n", "$i$ and between labeling tomorrow’s state as $s_{t+1}$ or\n", "$j$.\n", "\n", "The decision-maker solves the minimization problem:\n", "\n", "$$\n", "\\min_{\\{u_t\\}_{t=0}^\\infty} E \\sum_{t=0}^{\\infty} \\beta^t r(x_t, s_t, u_t)\n", "$$\n", "\n", "with\n", "\n", "$$\n", "r(x_t, s_t, u_t) = -( x_t' R_{s_t} x_t + u_t' Q_{s_t} u_t + 2 u_t' W_{s_t} x_t)\n", "$$\n", "\n", "subject to linear laws of motion with matrices $(A,B,C)$ each\n", "possibly dependent on the Markov-state-$s_t$:\n", "\n", "$$\n", "x_{t+1} = A_{s_t} x_t + B_{s_t} u_t + C_{s_t} w_{t+1}\n", "$$\n", "\n", "where $\\{w_{t+1}\\}$ is an i.i.d. stochastic process with\n", "$w_{t+1} \\sim {\\cal N}(0,I)$.\n", "\n", "The optimal decision rule for this problem has the form\n", "\n", "$$\n", "u_t = - F_{s_t} x_t\n", "$$\n", "\n", "and the optimal value functions are of the form\n", "\n", "$$\n", "-\\left( x_t' P_{s_t} x_t + \\rho_{s_t} \\right)\n", "$$\n", "\n", "or equivalently\n", "\n", "$$\n", "-x_t' P_i x_t - \\rho_i\n", "$$\n", "\n", "The optimal value functions $- x' P_i x - \\rho_i$ for\n", "$i = 1, \\ldots, n$ satisfy the $N$\n", "interrelated Bellman equations\n", "\n", "$$\n", "\\begin{split}\n", "-x' P_i x - \\rho_i & = \\max_u -\n", " \\\\\n", " &\n", " \\left[\n", " x'R_i x + u' Q_i u + 2 u' W_i x -\n", " \\beta \\sum_j \\Pi_{ij}E ((A_i x + B_i u + C_i w)' P_j\n", " (A_i x + B_i u + C_i w) x + \\rho_j)\n", " \\right]\n", "\\end{split}\n", "$$\n", "\n", "The matrices $P_{s_t} = P_i$ and the scalars\n", "$\\rho_{s_t} = \\rho_i, i = 1, \\ldots$, n satisfy the following stacked system of\n", "**algebraic matrix Riccati** equations:\n", "\n", "$$\n", "P_i = R_i + \\beta \\sum_j A_i' P_j A_i\n", " \\Pi_{ij}\n", " -\\sum_j \\Pi_{ij}[ (\\beta B_i' P_j A_i + W_i)' (Q + \\beta B_i' P_j B_i)^{-1}\n", " (\\beta B_i' P_j A_i + W_i)]\n", "$$\n", "\n", "$$\n", "\\rho_i = \\beta\n", " \\sum_j \\Pi_{ij} ( \\rho_j + {\\rm trace}(P_j C_i C_i') )\n", "$$\n", "\n", "and the $F_i$ in the optimal decision rules are\n", "\n", "$$\n", "F_i = (Q_i + \\beta \\sum_j \\Pi_{ij} B_i' P_j B_i)^{-1}\n", "(\\beta \\sum_j \\Pi_{ij}(B_i' P_j A_i )+ W_i)\n", "$$\n", "\n", "## Applications\n", "\n", "We now describe some Python code and a few examples that put the code to work.\n", "\n", "To begin, we import these Python modules" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import quantecon as qe\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Set discount factor\n", "β = 0.95" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 1\n", "\n", "This example is a version of a classic problem of optimally adjusting a variable $k_t$ to a target level in the face of costly adjustment.\n", "\n", "This provides a model of gradual adjustment.\n", "\n", "Given $k_{0}$, the objective function is\n", "\n", "$$\n", "\\max_{\\left\\{ k_{t}\\right\\} _{t=1}^{\\infty}}E_{0}\\sum_{t=0}^{\\infty}\\beta^{t}r\\left(s_{t},k_{t}\\right)\n", "$$\n", "\n", "where the one-period payoff function is\n", "\n", "$$\n", "r(s_{t},k_{t})=f_{1,s_t} k_{t}-f_{2,s_t} k_{t}^{2}-d_{s_t}(k_{t+1}-k_{t})^{2},\n", "$$\n", "\n", "$E_0$ is a mathematical expectation conditioned on time $0$ information $x_0, s_0$\n", "and the transition law for continuous state variable $k_t$ is\n", "\n", "$$\n", "k_{t+1}-k_{t}=u_{t}\n", "$$\n", "\n", "We can think of $k_t$ as the decision-maker’s capital and\n", "$u_t$ as costs of adjusting the level of capital.\n", "\n", "We assume that $f_{1}\\left(s_{t}\\right)>0$,\n", "$f_{2}\\left(s_{t}\\right)>0$, and $d\\left(s_{t}\\right)>0$.\n", "\n", "Denote the state transition matrix for Markov state\n", "$s_{t}\\in\\left\\{1,2 \\right\\}$ as $\\Pi$:\n", "\n", "$$\n", "\\Pr \\left(s_{t+1}=j \\mid s_{t}= i \\right)=\\Pi_{ij}\n", "$$\n", "\n", "Let $x_{t}=\\begin{bmatrix} k_{t}\\\\ 1 \\end{bmatrix}$\n", "\n", "We can represent the one-period payoff function\n", "$r\\left(s_{t},k_{t}\\right)$ and the state-transition law as\n", "\n", "$$\n", "\\begin{aligned}\n", "r\\left(s_{t},k_{t}\\right) =f_{1,s_t} k_{t}-f_{2,s_t} k_{t}^{2}-d_{s_t} u_{t}{}^{2} \\\\\n", " =-x_{t}^{\\prime}\\underset{\\equiv R(s_{t})}{\\underbrace{\\begin{bmatrix}\n", "f_{2,s_t} & -\\frac{f_{1,s_t}}{2}\\\\\n", "-\\frac{f_{1,s_t}}{2} & 0\n", "\\end{bmatrix}}}x_{t}+\\underset{\\equiv Q\\left(s_{t}\\right)}{\\underbrace{d_{s_t}}}u_{t}{}^{2}\n", " \\end{aligned}\n", "$$\n", "\n", "$$\n", "x_{t+1}=\\begin{bmatrix}\n", "k_{t+1}\\\\\n", "1\n", "\\end{bmatrix}=\\underset{\\equiv A\\left(s_{t}\\right)}{\\underbrace{I_{2}}}x_{t}+\\underset{\\equiv B\\left(s_{t}\\right)}{\\underbrace{\\begin{bmatrix}\n", "1\\\\\n", "0\n", "\\end{bmatrix}}}u_{t}\n", "$$" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def construct_arrays1(f1_vals=[1. ,1.],\n", " f2_vals=[1., 1.],\n", " d_vals=[1., 1.]):\n", " \"\"\"\n", " Construct matrices that map the problem described in example 1\n", " into a Markov jump linear quadratic dynamic programming problem\n", " \"\"\"\n", "\n", " # Number of Markov states\n", " m = len(f1_vals)\n", " # Number of state and control variables\n", " n, k = 2, 1\n", "\n", " # Construct sets of matrices for each state\n", " As = [np.eye(n) for i in range(m)]\n", " Bs = [np.array([[1, 0]]).T for i in range(m)]\n", "\n", " Rs = np.zeros((m, n, n))\n", " Qs = np.zeros((m, k, k))\n", "\n", " for i in range(m):\n", " Rs[i, 0, 0] = f2_vals[i]\n", " Rs[i, 1, 0] = - f1_vals[i] / 2\n", " Rs[i, 0, 1] = - f1_vals[i] / 2\n", "\n", " Qs[i, 0, 0] = d_vals[i]\n", "\n", " Cs, Ns = None, None\n", "\n", " # Compute the optimal k level of the payoff function in each state\n", " k_star = np.empty(m)\n", " for i in range(m):\n", " k_star[i] = f1_vals[i] / (2 * f2_vals[i])\n", "\n", " return Qs, Rs, Ns, As, Bs, Cs, k_star" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The continuous part of the state $x_t$ consists of two variables,\n", "namely, $k_t$ and a constant term." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "state_vec1 = [\"k\", \"constant term\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We start with a Markov transition matrix that makes the Markov state be\n", "strictly periodic:\n", "\n", "$$\n", "\\Pi_{1}=\\begin{bmatrix}\n", "0 & 1\\\\\n", "1 & 0\n", "\\end{bmatrix},\n", "$$\n", "\n", "We set $f_{1,{s_t}}$ and $f_{2,{s_t}}$ to be independent of the\n", "Markov state $s_t$\n", "\n", "$$\n", "f_{1,1}=f_{1,2} = 1,\n", "$$\n", "\n", "$$\n", "f_{2,1} =f_{2,2} = 1\n", "$$\n", "\n", "In contrast to $f_{1,{s_t}}$ and $f_{2,{s_t}}$, we make the\n", "adjustment cost $d_{s_t}$ vary across Markov states $s_t$.\n", "\n", "We set the adjustment cost to be lower in Markov state $2$\n", "\n", "$$\n", "d_1=1, d_2 = 0.5\n", "$$\n", "\n", "The following code forms a Markov switching LQ problem and computes the\n", "optimal value functions and optimal decision rules for each Markov state" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Construct Markov transition matrix\n", "Π1 = np.array([[0., 1.],\n", " [1., 0.]])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Construct matrices\n", "Qs, Rs, Ns, As, Bs, Cs, k_star = construct_arrays1(d_vals=[1., 0.5])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Construct a Markov Jump LQ problem\n", "ex1_a = qe.LQMarkov(Π1, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", "# Solve for optimal value functions and decision rules\n", "ex1_a.stationary_values();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s look at the value function matrices and the decision rules for\n", "each Markov state" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 1.56626026, -0.78313013],\n", " [-0.78313013, -4.60843493]],\n", "\n", " [[ 1.37424214, -0.68712107],\n", " [-0.68712107, -4.65643947]]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# P(s)\n", "ex1_a.Ps" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0., 0.])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# d(s) = 0, since there is no randomness\n", "ex1_a.ds" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.56626026, -0.28313013]],\n", "\n", " [[ 0.74848427, -0.37424214]]])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# F(s)\n", "ex1_a.Fs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we’ll plot the decision rules and see if they make sense" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_18_0.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the optimal decision rules\n", "k_grid = np.linspace(0., 1., 100)\n", "# Optimal choice in state s1\n", "u1_star = - ex1_a.Fs[0, 0, 1] - ex1_a.Fs[0, 0, 0] * k_grid\n", "# Optimal choice in state s2\n", "u2_star = - ex1_a.Fs[1, 0, 1] - ex1_a.Fs[1, 0, 0] * k_grid\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(k_grid, k_grid + u1_star, label=\"$\\overline{s}_1$ (high)\")\n", "ax.plot(k_grid, k_grid + u2_star, label=\"$\\overline{s}_2$ (low)\")\n", "\n", "# The optimal k*\n", "ax.scatter([0.5, 0.5], [0.5, 0.5], marker=\"*\")\n", "ax.plot([k_star[0], k_star[0]], [0., 1.0], '--')\n", "\n", "# 45 degree line\n", "ax.plot([0., 1.], [0., 1.], '--', label=\"45 degree line\")\n", "\n", "ax.set_xlabel(\"$k_t$\")\n", "ax.set_ylabel(\"$k_{t+1}$\")\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The above graph plots $k_{t+1}= k_t + u_t = k_t - F x_t$ as an affine\n", "(i.e., linear in $k_t$ plus a constant) function of $k_t$\n", "for both Markov states $s_t$.\n", "\n", "It also plots the 45 degree line.\n", "\n", "Notice that the two $s_t$-dependent *closed loop* functions that\n", "determine $k_{t+1}$ as functions of $k_t$ share the same\n", "rest point (also called a fixed point) at $k_t = 0.5$.\n", "\n", "Evidently, the optimal decision rule in Markov state $2$,\n", "in which the adjustment cost is lower, makes $k_{t+1}$ a flatter\n", "function of $k_t$ in Markov state $2$.\n", "\n", "This happens because when $k_t$ is not at its fixed point,\n", "$| u_{t,2}| > | u_{t,2} |$, so\n", "that the decision-maker adjusts toward the fixed point faster when\n", "the Markov state $s_t$ takes a value that makes it cheaper." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_20_0.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Compute time series\n", "T = 20\n", "x0 = np.array([[0., 1.]]).T\n", "x_path = ex1_a.compute_sequence(x0, ts_length=T)[0]\n", "\n", "fig, ax = plt.subplots()\n", "ax.plot(range(T), x_path[0, :-1])\n", "ax.set_xlabel(\"$t$\")\n", "ax.set_ylabel(\"$k_t$\")\n", "ax.set_title(\"Optimal path of $k_t$\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we’ll depart from the preceding transition matrix that made the\n", "Markov state be strictly periodic.\n", "\n", "We’ll begin with symmetric transition matrices of the form\n", "\n", "$$\n", "\\Pi_{2}=\\begin{bmatrix}\n", "1-\\lambda & \\lambda\\\\\n", "\\lambda & 1-\\lambda\n", "\\end{bmatrix}.\n", "$$" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.57291724, -0.28645862]],\n", "\n", " [[ 0.74434525, -0.37217263]]])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "λ = 0.8 # high λ\n", "Π2 = np.array([[1-λ, λ],\n", " [λ, 1-λ]])\n", "\n", "ex1_b = qe.LQMarkov(Π2, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", "ex1_b.stationary_values();\n", "ex1_b.Fs" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.59533259, -0.2976663 ]],\n", "\n", " [[ 0.72818728, -0.36409364]]])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "λ = 0.2 # low λ\n", "Π2 = np.array([[1-λ, λ],\n", " [λ, 1-λ]])\n", "\n", "ex1_b = qe.LQMarkov(Π2, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", "ex1_b.stationary_values();\n", "ex1_b.Fs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot optimal decision rules associated with different\n", "$\\lambda$ values." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "λ_vals = np.linspace(0., 1., 10)\n", "F1 = np.empty((λ_vals.size, 2))\n", "F2 = np.empty((λ_vals.size, 2))\n", "\n", "for i, λ in enumerate(λ_vals):\n", " Π2 = np.array([[1-λ, λ],\n", " [λ, 1-λ]])\n", "\n", " ex1_b = qe.LQMarkov(Π2, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", " ex1_b.stationary_values();\n", " F1[i, :] = ex1_b.Fs[0, 0, :]\n", " F2[i, :] = ex1_b.Fs[1, 0, :]" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_26_1.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, state_var in enumerate(state_vec1):\n", " fig, ax = plt.subplots()\n", " ax.plot(λ_vals, F1[:, i], label=\"$\\overline{s}_1$\", color=\"b\")\n", " ax.plot(λ_vals, F2[:, i], label=\"$\\overline{s}_2$\", color=\"r\")\n", "\n", " ax.set_xlabel(\"$\\lambda$\")\n", " ax.set_ylabel(\"$F_{s_t}$\")\n", " ax.set_title(f\"Coefficient on {state_var}\")\n", " ax.legend()\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice how the decision rules’ constants and slopes behave as functions\n", "of $\\lambda$.\n", "\n", "Evidently, as the Markov chain becomes *more nearly periodic* (i.e., as\n", "$\\lambda \\rightarrow 1$), the dynamic program adjusts capital\n", "faster in the low adjustment cost Markov state to take advantage of what\n", "is only temporarily a more favorable time to invest.\n", "\n", "Now let’s study situations in which the Markov transition matrix\n", "$\\Pi$ is asymmetric\n", "\n", "$$\n", "\\Pi_{3}=\\begin{bmatrix}\n", "1-\\lambda & \\lambda\\\\\n", "\\delta & 1-\\delta\n", "\\end{bmatrix}.\n", "$$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.57169781, -0.2858489 ]],\n", "\n", " [[ 0.72749075, -0.36374537]]])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "λ, δ = 0.8, 0.2\n", "Π3 = np.array([[1-λ, λ],\n", " [δ, 1-δ]])\n", "\n", "ex1_b = qe.LQMarkov(Π3, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", "ex1_b.stationary_values();\n", "ex1_b.Fs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot optimal decision rules for different $\\lambda$ and\n", "$\\delta$ values." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "λ_vals = np.linspace(0., 1., 10)\n", "δ_vals = np.linspace(0., 1., 10)\n", "\n", "λ_grid = np.empty((λ_vals.size, δ_vals.size))\n", "δ_grid = np.empty((λ_vals.size, δ_vals.size))\n", "F1_grid = np.empty((λ_vals.size, δ_vals.size, len(state_vec1)))\n", "F2_grid = np.empty((λ_vals.size, δ_vals.size, len(state_vec1)))\n", "\n", "for i, λ in enumerate(λ_vals):\n", " λ_grid[i, :] = λ\n", " δ_grid[i, :] = δ_vals\n", " for j, δ in enumerate(δ_vals):\n", " Π3 = np.array([[1-λ, λ],\n", " [δ, 1-δ]])\n", "\n", " ex1_b = qe.LQMarkov(Π3, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", " ex1_b.stationary_values();\n", " F1_grid[i, j, :] = ex1_b.Fs[0, 0, :]\n", " F2_grid[i, j, :] = ex1_b.Fs[1, 0, :]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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G/lwQBASDQfh8Pni9XkxNTSEYDIKm6WVkbDAY1u2Np5Ju5sik8CPancayLNxuNyoqKi6Kwg+VdFcYuRQ0SFgrSzcUCmFwcBALCwuor69HdXU1+vr6cpKGjPe10jQtk2o0eJ5HIBCA3++H2+3GxMQEQqFQzPKSz1in0635jaeSbu5IRsbBYBBzc3MoKytLW/ghGTU2m21FxpgPqKS7QpCCYx6PByaTSVFBg4TVtnRDoRAGBgbgdrtRX1+PLVu2gKIoBAKBVQtQMQwDq9UKq9Ua8znP8/D7/fD7/Zifn8fo6CjC4TAYhokhYoPBsCrjlLBWpHspED3HcbJ1G4/oXGMAeP3113H8+HF897vfXdUxZgOVdPOM6BxbjuNw6tQpdHd353Rz5CPdKxMEg0EMDAzA4/GgsbERra2tyxLmMyHdYJDD4cPToGkKDEODYShoNDTcbjc4jkU4vBDzefSr9LlWS0OjoUHTseeNYRjYbLZllgzHcTIZz87Owuv1wuv14siRIzIRS39arTY/JywK8dVhq4W12OdqE30q6zrekHG73SgqKlqtoSmCSrp5QqJ2OBqNJi/WCMMwebN0E1lkgUAAAwMD8Pl8aGxsRFtbW8Ixp9NeCAY5/Pznp/HEE0cwNRVIulwybNxoQXW1BT090xAEkdxpmoJGI5KyVkuDYegE78XPGhuLEApx8HhYaDQUQqEA7HYbKEoARQkABAA8aBrQahkYjTr5z2TSo7TUjGCQhU7HQKOhodMx0OnE/Wi1DLRaGjodHfWdtByNcDgAj8cPnc4dtR4DvV78n2EujiyNtYBk6WYCt9uN4uLiFR5RblBJN0ckK2jIJ/Ll05UsZslq8Pv96O/vRzAYRGNjI9rb21M+IJLl2QaDHH7yk+N44omjmJ5WQrZmVFdb0dMzjbExX8x3gkAQiRBEIsmPf/PmYuj1Gvz+94MJvnWn3f+GDQYUF2tw5owv7bKJYDZr0NFhx6lT8/D79ydchqYp6HRLZC39LxI5g8ZGGyIRAYEAB52OgV5PLxI2I78u/S9+Nz09iSNHTkCvF7djteoW98PAYBCX1es10Ovpxc80i58x8jrZGgRrUcadLenW1dWt8Ihyg0q6CpGuoCGfyJdPVyLdYDCI/v5+hMNhNDU1JawwSrZ+9E0XCLD4z/88iccf71FEttXVFtTUWBbJ1p/1+s3NRSgq0uPw4Zms15X2v3GjuP+JiVDW6+v1NHbtqsSZM3M4cMCZcllBIAiFeIRCsb9jXZ0VxcV6vPJKogdGJhhFW5v4+50+PZfVmhQFmYC3bCkBTVNwOoMyYUskbTCI/xsMGng8c6ipCcd8p9drYDAwsFi0oGkKRqNmcXlxPaNRXFb8nJG/y9T65zgOer0+o2VVS/ciRKYFDflEvnRsBUHAyZMnwfO8TLbZQHIv+P0snnnmBL7//UM5k+34ePbWZUODDQ6HEYcOTWe9LgBUVZlQV1eEnp4pRftnGKCtzYLR0RDef39C0Rg2bDCjttaKgwenMTzsVbgNPSori3DkiLKHDiFAaakBVVUWHDgwlcWasQ8Yo5HBjh0VOHbMCb8/83J1rZaOIeSurko88MBebNy4PHiaqaXr8XhU0r1YkG1Bw3qC2+1Gf38//H4/GhoaUFFRoWg7gQCHl14axz33DILjBFRXW1FTY4N4GggoSjov0ek/gHSaKEqsZtNqxcyCPXuqAETnZ5LF9+L/YmRa+h+gKIKyMiPGxnxwu8NobLSB5wk4joDjBPmP5wWwrIBIRED0s6q83IimpmIcOjSNycnsHxYUBXR3V2F42IOTJ5W5IhwOA1pa7IvWdfbWPSA+tKqrzTh4cBoTE8oI1+EwYPNmu+JZBgDQNNDdXYneXpeihw/LCmDZCDZutOAb3+jGTTdtXhY4BbJzL3g8HjWQVsjIpaBBgmQdrkWU2eVyob+/HwDQ1NSEwcHBZSlYmcDvZ/GTnxzH979/CE5nMOv1RavOhp6eGfB89hZ7ba0VlZVm9PRMQYnBX1FhxKZNdpw+PYfz5xdgt+tjAnFS1oRGQ4GmqcWsC/GVokR/rMWiRTgsQBAIGhuL0NhYBIoSHxCEEEQiLDiOg06nhyCIDwGW5cCyPDiOB8vyqKjQY2aGRV/fPKxW7eIyAsJhHpm47EtLDdi0ya54hgAAFosG27aV48iRGezfP6loGwCwc2c5nM4g9u/PxkKOhc2mw91378QXv9gJozE5FWXr07Xb7YrHtBpQSTcB8lHQIEHKPFhN0l1YWEB/fz9omkZzc7P85M829SxXshWn8TYcOjSjyKqLDrCNjGQ/BbdYGGzbVo7Dh2fw3nvK3AA7d5ZjdjaEDz9URi4mE4Pt2ytw4oQTo6OepMtRFOSMh6Ugmxjssli0cDgMmJsLIRjkcNllZaBpMRBqs1ljZhYSlmYK4h/PE9hsOvj9LJzOACorTYhEBLCs6GeORJb7mxOhqckEnc6g2I8OiG6F22/vwL337oLDYUy7PMdxGRdkqD7dAoOU9uX3+zE9PY3a2tqc3QgMw4DjuBXJDY3H/Pw8+vv7odVq0dLSssyqzZR0fb7IItkexuysMrKtry9CT4+yabzk71Q69bXZdOjocODo0Wm8/74ya27btrLFfGNl5KLVUujqqsLZs3MZTb0JAcJhAeHw0u+j01Ho6CjChQsunDjBJVkzvcXb3V2JsTEPjh5NHewTxx2fNSHOCCoqTIhEOHg8QZhMGnR1VciBMNGeoBaPI9YtJLp/BNmq7+goxf3370FjY+YugGx8ujzPr8q9lgtU0sXyHFue5zE/P5+X1JOVzrElhMhkq9fr0draCovFknD9dKTr80Xwi1+cxs9+dgozMwFQFIHDYVj0k0pTZh7JDqey0oSGBuVkK5H1wYNTiixjaep84oQTH3ygjGw7OhwQBILjx9MTVCKIfs4qDA66FQfZGIZCV1clLlxYwJEjLkXbAIAdO8qxsBDKKkgm+lkFAGJArLzciKqqYuzfPyX73DMh+njs3VuFBx+8HLt3V2a9bqbuhULpSnJJk26iggZJ4She/UgpNBpNXkg3uq8VII59dnYWAwMDMBqNaGtrS0q2EpKRrtcbwdNPH8MTTxzG3FzmqVNSUUJVlQUbNphw9uwC+vpcKC01xPhIGUaqLBNACA+DwQCGWfKXmkxaUBQQifAgBOjqqowKwCUWRZF8qdKr2axFKMTD72dRX1+0OGMJQafTxwTZWJYs+lkFRCI8WFbcXkuLHXo9gxMnZjM+/nhs22bH/DyXk6+0q6sC4+P+nLaxebMVFMUozmoAAKtVi87OUhw+PIMPP1Q+lk2bivHAA3vx13/dkNOMMZN1pWtjvQe4L0nSTZdjmy+iBPJn6UrboSgKTqcTAwMDsFgs2Lp1K0wmU0bbiCddrzeCH/9YJNv5+ezzVB0OA5qb7Th4cBKDg+mLEJYgWkplZeL6Bw5Mpix+SAa9nsbOnRU4d86VYvyp3SPNzUWw2fQ4c2YOOh0Dh8MgV6BJlW/SA0QMuFGLCleQI+0WixZ+fwgsK6C21oraWmuUfOGSX3Vpuk1isixYlkdVlRmRiIDjx50xLoZsUF9vg82mwYkT84rWBwCNRnSLnDkzp9g1AwBlZUZ8/etd+NznWqHVroxATjxCoVDG98Ja4pIi3URkm0w0PF9aB/kiXZqmMT09jdHRUdhsNnR2dmZ9gUnH5fGE8eMfH8cPfqCMbCsqTGhuLsbBg1N4//3xrNeX0qYOH1YWQddoKOzeXYm+PpdiN0JdnRXl5Sb09Czl+mYSSIrG1q2lYFlBcZANANrbS0CIFkeOxLozon2rUoBNfBhImhRiVo3VaoLJJN7GLCuAooArrtgAgACgFol+KYOCZTlEIjx4noDnsfgnFm60tpZgfDyADz5Q5hYBAJNJgy9/+TL8n/+zHVarTvF2lMDlcq1rdTEJlwTpZlvQkM/pSa6kSwjB1NQUXC4XdDodLrvsMhiN6SO+iRAI8Hj++ZN49tnzWFjIvv1PRYUR5eUMzp8PKPJX2u161NUZcO6cTxFZSr7OwUG34un3hg1m1NSIQTqlRQn5cEU0NxfBYtHh2LHEvuN432oiWK0abN1qwf79ymYKElpbi+D3R3DggOiOYBhKLkMWy4hF8gcEaDQUjEa9nFK35CaisW1bGb785ctQVWVOvcMskI12SSFkLgAXOemuh4IGpaQrCAKmpqYwNDQEu90Oh8OBxsZGRYTrdofxzDMn8NprFxCJEHR0lMr5rvG+0aXXpQi0IAioqLBgetoPl8u76DMVFq0kfnG6zEdNncXPWFYsTigu1qO93YHDh6dx7Fg2bggRFCX6eUdHvYrJViqMyKUooaHBhpKS3NKlNm40o6rKEmNhZwujkUFnpwMnT84ptvQB0d9qNGqWPTx4niAQ4BEI8AAiiVeOwsc+Vo/vfGcPWlsdiseSDNnm6K73wgjgIiTdfBQ0RG9rtRXCBEHA5OQkhoeH4XA4sHPnTuj1epw6dSpr8na7w3jqqaN48skjcLmyt2zLy43YtKkEPT2TOH48+sbMzCVhtWrR0eHA6dPzOHJkZnHKTEOv1ywG4ZZkHSWrSQy6QX5fUmKE1xsGIUBdnQ319baY3yS6QEF6aEj+U5/PD4PBhNJSI2ZmApibC6GuziqnL7Esj0hEDLCFw+KDIhHECjALenqmMDiYPNc23blsahJdMkorwBiGQnd3Jc6fX5CtUiXYsMGMjRstOHhQOfEDwObNJtxxRy0uv7wSRqMXs7Mk7x0+ssnRdblcqqW7mshnQQOwXJFLKTLt5CsIAsbHxzEyMoKysjLs2rULOt2STywbP7PLFcJTTx3FU08dVUS2ZWUGtLQ40NOjzGdrtWrQ2lqMU6cWklQspa/P37WrHHNzIRw6pIxcrFYtGhuNOH9+IekUPhGi1b8qKkTCHhvzYX4+hJaWEjmgptHQiwFY8X04HAZNU1HCLFLpMmAwaBAIsIhEeGzdWro4IxBJXipQiETEbIpwmEsYSJOyGnKxbIuL9WhrK8nJ2gdEf/j99+/F3/1dMwAid/jweDyYnJyMabcUrWWs1+uzvh+zydFV3QurBCnti+d5HDt2DJ2dnXlxI0hpY7mSrkajgd+f/AIXBAFjY2MYHR1FeXk5du/eHUO2EjKxmF2uEJ58UiRbtzt7si0tNWLLlhIcOjSF997Lnmyj82QPHlTm79y+vQxeL6uYbM1mDS67rBzHjztx/Hj2VmkkIsBk0qKtrQSHDs3g3LkFReOQRGBOnHDC681cBEaCSP40tm4thdsdwfR0AAaDqAam1dIghAdFCYsdlSnQ9FKKHUUBghDtJhJT6rxeFi5XBA0NNoTDItmHwyLRBwJc2lJkm02Dr361E1/+chf0eum+oGCxWJalK0a3W1pYWMDY2Jjc4SOejFO1W8pWd0El3RVEohzbcDgMQRAy/pFSId+pXvHgeR5jY2MYGxtDZWUlurq6UlbSpLJ0FxZCePLJI/jhD4+tCdlKRHfy5KzigoDW1iIEg2xGVVOJEC2zqHQM0kPj2DGn4nQpMeVKdAEoHQcANDQUQaulM9A2SO4jjy7UyKSMm2EoWXZRCp5ptTTMZi0+9akmXHmlFm1tDVGEm2pbidstcRyHQCAAn8+Hubk5jIyMIBKJQKPRxHT3kMg4W59uVVVVRsuuJQqOdJMVNACAVqsFy7J5Id18FUjEky7HcRgdHcXExASqqqrQ3d2d0XgTkffCQgj/7/8dwauvDoAQgro6W5RQi2T9SKpfkP3cJpMYjNPpaAAUOE4Uctm1S6oWIiCEWkyx4xEMBiEIBDqdHoFAEEajCYSIAZeyMiNcrjCmpvyw2/Ww2XSLhQhksXpNWJw6J35giNNtAWfOKMstldLHenuVk5xE2KdOKX9oAMDOnaWYnAzm5AKoq7OirMykWLZyaSySIE3mY+F5Ar+fjZFnvPHGzfjWt7pRW2vDqVOn8jLzS9RuiWVZmYydTieGhobk61Wn00Gn06Vtt6S6F1YIPM+DZdmEouH5riTLJ+lyHIeRkRFMTEyguro6Y7KVEG3pzs+LZPujHx2Fx5M+uhwPh8OA1lYH9u+fRDCYzTGKKVYGQ0i2Kk+dytyNIPo/Ab1eg5YWOzhOwMxMEBoNjRoUIqMAACAASURBVIYGW0whQrTSl/QnTpsFCAIPQeDBMAQ8LyAQ8KGmxoC6OhMoigFF0YufB6DTGWXVL6kogWUFcJwo8tLW5sipZBcQCW562ovDh5WnkFVUGNHYWIwDB6YUp7IBQFubA4SQnDIsAOCaa6rx7/9+BS67rEz+bCU7AWu1WhQVFS3LPhgeHgbLsiCEYHp6Gn6/f1HNTRfTFRpQSXfFIPW7TwTJ0s0H8kW6hBC43W4cOHAA1dXV2Lt3r6ILl2EYzM0F8dOfvo8f/egYvN7syba4WIemJgvOnPEociPo9TS2bLFgbCyiaH1BIKipMaK42JITKXR1VWB6OoLR0UzIabk/PToFLdqNIAm8RLfRkYoRYjMtxOuwqEiHUIiDIBCUlxtQXW2BRqOV/ahSJkW0doVE+lIAjRCCLVvE4FYupb91dTY4HIacSn8BoK2tBA88cDn+4i9ql/lZV1stDxDvH5vNhvLy8pjPIpGI3Ih0ZGQEd9xxB2ZnZzE4OIju7m7s2rULn/3sZzPax/z8PG666SYMDQ2hvr4ev/71r5fJQ4ZCIVx99dUIh8PgOA6f+cxn8J3vfCfj9aNBpRGJWHcKEoIgJCXW3t5eFBUVxfxASiFpGij1EbEsi+HhYUxOijfS5ZdfrthKmJsL4qGH/oznn++F35/9g6CkxIC2NgcOH55CMJi9n1qrpdHdXYXz5+cVSTwCUjGAFseOKbcGpYwGpWlbALBlixkeD6+oPY+EzZvF/NbYNLrsILk0Tp6clWcrOh0tt8GJrkTTaKg47V8KkUhkUefXAJqmFzV5yaL7jcgZEpLWRCQiLAbNeIRC3LLqu6oqM775zS784z9uSdpG59ChQ9ixY8eqEm9fXx9KSkoy6nLyt3/7t3j00UcxMzODubk53HzzzRnt495770VJSQn27duHhx9+GAsLC3jkkUdiliGEwO/3w2KxgGVZXHnllfjBD36APXv2JFs/aSS/4CzdVFgP7oVIJIKhoSE4nU7U1taiu7sbR48eVUS4s7NB/OAHh/HjHx+Dz5e9BW+369HRUYrDh6cVWaYaDYXu7ir09bkUrQ9IrXUMirMRAOCyy8rg9yvPaAAkqUYW584pV+1KVDqcLaTgVl/f8m4Lou87sxmM2cygrc2ODz+cyrp8WYJez6C01IgvfWkb/umf2mE2p5ZEXIs289m26mlra8OOHTuy2sfLL7+MP/3pTwCA2267Dddee+0y0qUoSnZjsCwruzgzXT8aBUe6qVLB8u1eyCS/VkI4HMbQ0BBmZ2dRV1eHvXv3yr3Nss2CmJ0N4oknDuOZZ44jFOKh0VCwWrWgaUCn00QJsEQXFSz5Ps1mLSwWLRYWwggEOLS3ly6qlPGIRMIwm80ghCAUCoHnORiNxmXBCalTbDDIoqGhCPX1NvA84PP5oNXqAVCLFpU4dRaVu5am0DabDpWVYkBIqWUqBdmyybONR3u7WCWlVKoRAEpL9airs+Do0fmc/K27d1dgejqQkxtBEqQ5dWoGPT3KLW2NhsZtt7Xhvvt2oaxs/YrEZJO2ybJsxg0sozE9PS3PaKuqqjAzk/jhzvM8du7cib6+PnzpS19Cd3d3VutLKDjSTYVsiTLdtlLl10oIhUIYGhrC/Pw86uvrsWnTphhrIJt8YaczsGjZHo+JIMceUvKHSnGxHlu3ipZtIJDKSo9PMxKJhKaBPXs2YGjIg4mJVJqpyb+rrragvt6Gnp4lshW7IkgtvwmMRu1iuxxGfnhEP0RKSw0IBjlwnACa1mDv3qplUo/RJctSTqpUmiwIBDQtQKfj4XSyYFkB5eVGhMNLHRIykV4tLtajtdWOQ4dmcPhwdp12o9HZ6UAoJORkIQOiH3pszJuTIA0AfOpTTbj//j1obs4u6LSe26+nG9v111+Pqanl6XcPPfRQxmNhGAbHjh2Dy+XCpz/9aZw6dQodHR0Zry+h4Eh3tSxdqeNDMoRCIQwMDMDlcqGhoQEtLS2KCzKczgCeeOIwnn76eFbdVCUUFenQ2VmOI0em8e672bsBKEok29FRj+IburLSJJNtfP8usSuC6E8EAK838Xltbi6G1arF22+PKhoDIAaUysoMOHQotRUoirqI+ajRQTMxL1UDu92IhYUQWJZg+/byqAIEapHwxR5oSwpeHAAKhDCLr+KsxG434sKFeYTDAoxGRpFPfdu2Uvj9HA4eVK5mBogdJB588Ap0d2cvJL5WyCZPF0jOD2+99VbSdSoqKjA5OYmqqipMTk6mjQkVFxfj2muvxWuvvYaOjo6s1y840gWWLvx4rIb4eDAYxMDAADweDxoaGtDa2qqYbGdmAnjiiUN4+unjaSzTxBDJtgxHjszg3XfHFI1hz54qTEz4sH+/MrIV9RnsOHhwClNT2XeLAEQd2LIyY06WYKx6WHp3hijqwsWcd61WzPk9e3YeR48qn7pXVRlRWqrDyZOJc4+TBczETIklLYqlnGcBFosOFRUm2cL3+fxgGC0AelGycanJZXyVWXOzKCT+8Y8rFxLPhw6JEmTa1DUUCilyLQDAJz/5STz//PPYt28fnn/+eXzqU59atozT6YRWq0VxcTGCwSDeeust3HfffRmvH42CJN1kWMlAWiAQwMDAAHw+HxobG9HW1pYT2f70p8fx3HOn4PVGQFFiNJvjSEbdcm02HbZtK8fRo8osW0AM5kxP+xV3BXA4jGhtLVnUZ1BG2NFCMkNDyvy+UofcQ4eU6wmIrdUrMTTkyamwoaREj5aWEhw8OIXJyeRZHukCZtXVFmzYYM7J4gdEIfFvfKMLt9yyBTpdbrf6WnW0BjJz0eWiMLZv3z7ceOONePbZZ1FbW4vf/OY3AICJiQncfvvt+MMf/oDJyUncdttt4HkegiDgxhtvxCc+8YmU6yfDRUW6K5Gn6/f70d/fj2AwiMbGRrS3t2dNtlIbdqcziO9//zB+8pPjKYsSpHxQholNFdLrCTZvLsfAgAvj415UVVligmgMI/pMWZYFz7MwGPTQ6/VyYYFYYRaA1WpDJCKgpsaKmhqrXHMfm18q+UcFufsBxwkIBEJobLRjdNSPCxfmYTJpoNFQMa1v0qGiwoTGRrEXmtJW4jabTvZf5xKYkoJbuQiRW61aNDWZcO6cL6exWK0M6utNOHPGp/i8AKKQ+L/+62X4ylfyJyS+koUR+UAuhREOhwNvv/32ss83bNiAP/zhDwCAzs5OHD16NKv1k6EgSXc13AuhUAgejwenTp1CU1MTHA6HYsvW5eJx771/xrPPnsqoAkzMClhybdhsOrS2luLo0Wn88Y8jWex5yfLbvbsS8/NB9Pe7kapePxlsNtGVcfiwB6OjyS3beP+oVFyg1YrFBIIQgiDoo1qJx1acxfZFk4JlS3KNgkBgs2nh8bCYnw+hpsYqT60jEVGhK5N24tu2lSIQ4HJyaeh0NHbvFsuHlegES5DEcY4dc+LkSeXZETRN4XOfa8W//VtXXoXEgbUh3WwCdx6PpyC0dIECJd1kkFK0coHX60V/f78swtHV1aWYbKem/PiP/ziEp58+pkjZ32rVYts2UTFL6RR+164KuN0R9PQos+TMZg22bxfVsjLJ1V3qeLCEoiKdnC8skmH2xKLT0di1qwJnz85n3PVCoxEFXCS/qU7HoLbWimBQLA4wm7XYubM8qgMCJfc9kxBr+S8VHRQViRkWw8MeGAwMeJ4By5Ks+ptJObsXLuQmjgMA111Xhfvv78b27RtWxPe6FtVo2bg0XC6XSroriZW4qDweD/r7+8HzPJqammC32/HBBx8o2tfkpA+PP34I//mfJxQlrktkmynRJcKOHRXw+yOKhVOMRkaumFI6BrGjbNmiapfyduTd3cr6oXEcWSwqYdHQYIPdbsB77+VGbjt3lsPl4nDqVPLtSCpdUrsbMVC2ZPGL4uwGOdC1ZctStZVUUSYIZFEjQpA7F4fDghwk8/tZCIKYjnbvvVuxdasJPt88Dh2aAEVRsnyiJKGYSj4xE+RDWzpbZKswVgi6C0CBkm4+4Xa70dfXBwBoamrK6YebmPDi2WdP4te/vgC/n0VRkR5mM0EkIt4gYhGBkDRYZrFosX17bmS7fXs5gkEOR44oI1udjkZXVxXOnp1THKQzGhns3FmRk9QjIAa3xsaU9VOTIHZJsObU9QEAOjoc4LjMhGRCoeTujY4OBwIBIafqOgCoqtLjwQevwt/93aZlZbuSlq3P58P8/HyMfGI0EZvN5oxJbS3cC9mQbqF0jQAKlHRTPbFpms7oAllYWEB/fz9omkZzc3NOU5PxcR8ef7wHzz57Us5FTQeapmSrp6hIjy1bSnDhwgL6+10oKtKjpMS4rJVNMOgHTVPQ6XQwGvVyK3AAsNn0CIdFKUWLRYeyMlG+UfK2SNNkt9sDi8UitwNfqioTUF5ugtsdxuCgGxoNBbtdj0iEXxRnST9tllKuzp1byMmi3LmzHPPzIRw4oDy4VVJiQE2NDqdP+3LqktDUVASrNXkDyUzR2GhDUZFesV6whOJiPe69dxe2bw/j8ss3J7wXkmnZsiwLn88Hv9+PyclJ+P1+8DwPg8Egq3VZLJZFYfTlRL6eSdfj8aC5uXmFR5QfFCTppkK6jg/z8/Po7++HRqPB5s2bU7ZslrIOkvmVxsd9eOyxHvzsZ5mTrQRBINBoKOzYIVqE77yTTXrQUj5sZ2cpBAFZRs2XIuPi9L0KAwPutF0SxMAYBa1WnDZLgTK9nkF5uQ4zM0G43SHU1lrR2Fgk9zqTtH0BCl6vB1arTT4HUsYEzwvQahkYjRpMTweg1Ypyj5Ia15JYS+rzbLNpF7MaZnD8uHJRG8lCzrUgoaJCLBo5eHAqoyq4ZNDrGfzv/92Ju+7aAbvdgJ6enqzdBVqtFna7PUYBSyoH9/v98Pl8mJ2dRSAgXl/RLopQKLQmuguZEr3qXlhDSGlj0YnShBCZbHU6HbZs2bLMCkgEicDj2+eMjXkXyfYUIpHsfbZmswY7dlTi5Emn4il8R0cpKAqK24BLVWgjI5lXoYlBMgAQu8RSFLBjhwPDwx6cP59Nql5sOlRbWwlomsLhw5lZgRLRRwfIzGYtNmwwY2YmAL+fQ1tbCcLhEKxWcwzpS4jOhoiWXeQ4ARs3WtHb60JfnwtmswaBAJc1YYopbQ4cOjSTk8VOUcBNN7Xgm9/sQm1tcgNB+fYpGI1GGI1GlJaWyp8LgiC7KFwuF2ZnZ8FxHObn52WrWHrNR9OARLgYW/UABUq6qZ7w0WljhBDMzs7KMo1tbW3LejmlQjzpjo6KZPvznysjW5NJI/s6lVaQtbc7oNHQOQm4dHdXYWrKr7gKDQC2b3dgctKbkyZBQ4MVxcWGrKfcSxkSLBhGbI/T1+fC2bOJKsAyy5SQWg4dPTqDCxeWK5FpNDSMxtjgmE7HyMGxUCgAm82yOAtgZA3dXbsqYgg+uquGFBwLhbjF4FgsuV933UY88MDl2LatbNl4Vho0Tcf0PhPzvWmUl5fLLorp6WkMDAyA4zjo9foYF4XJZMrZMr4Y268DBUq6qaDRaBCJRDAzM4OBgQGYzWZ0dHTAbM4+b1Hq+jA25sVPfnIcv/nNeYRCHKxW3WI31yVR6lRN/YxGGh0dJejt9Sq2bFtbS8BxIZw+rZzkRMGUBRw4oDww1d5ug8sVxtGjysexcaMJDocex48vQEn6mISurkqMj+dWkBBd+psq6MdxArxeIWmTSbGqzYq+Phemp5WVQ4vjobFjRzm+/vXduO66WsXbyTd4nodWq4VGo0FxcXGMVUkIQTgcll0Uc3NzsovCaDTGBO+yac/OcVzKvoHRcLvdKYXD1xMKknST/WjSj3/u3DmUlJSgs7MTJpNy2Tqnk8VTT72L//7v3owCSWKHAUruNGCxaLF5cwkuXJjDxEQAJSUGlJebFqvIlgJkPM+BZcPQarUwGg2LATKxWMBoZCAIQCTCw+PhcMUVG+TiEEGI94suTZUlq0pS2BIEoLd3AcFgBBoNBY7Lbr68dWsJPJ4gTp9WngFQVWWCw0HjzBk/xsaUE9OOHeVwucJ5EYAZGfHmlB0hjWdqyp1TVRsglv9+85vd+F//a3NSIfG1Qir/KkVRMBgMMBgMcDgc8ueCICAYDMLn88Hj8WBiYgKhUAgMwyxzUSQiV57nYTQaMxqfSrqrDKl/0uDgIGiaRnV1NZqamhRvb3jYg0cfPYjnnjuVFTmJli9gNAKXXVaO06fnsqwgW8KmTcWw2fQJUscyJz0pfSxZ1ZU0RY6tIGPkhwfD0Cgr02N21gtBYFFebkVZmRkAgcFgACBVkInpcBL5x/tKBUFAVZUFQ0MeTE0F5KyIUIjLuHQYABobxX5nubakkUg7F18rAGzZYgfD0DmPx2bT4e67d+KLX+yE0bg+b0kl2Qs0TcupadGQyuv9fj+cTicGBwdj+p5JlnE2TWbD4XDGBL3WWJ+/cIYghGBychJDQ0Ow2+3Yvn07FhYWEAwqaykzPOzB9753EC+8cDojyzYeBgMjN2xUmmfb3FyM4mJ9Tt1gOzvLwHECjh5NTQZLXXqXT5lbWoohCCzeeSc6UJedKyBaH+HMmejMiKX9UZR43nS62LbfouqWSPylpQaEw6JIOkUBlZUEgsAvprrx4HlRH5eiaAA0CKEWO9uGwTDaxVY1HCorTaAoKmeSrK21oqzMmHPzR62Wxr/8y1bcc89OOByZE8Za6NrmM2VMo9Esa0IZ3ffM5/NhdHQUc3NzMYE7yTI2Go0xs921OB+5oGBJd3x8HMPDwygpKcHOnTvlbAUl+gtDQ+5Fsj0DjlNOtmfPKifbxsYilJYac5oyt7c7QNMUTpxQHmRrbLTBYADOnFHe1sZkYuTS4XTFEYQAwSCfUGe2ttaKigoT/vhHZUFHEUHU1BhRVWWUpRZpmoLBwMBg0MjVY0tET8vuH7E0eEkPgmFEjVy/PwKOI9i+vUwOinm9AQDaxf5jXNqMh7//+0341re60dCQffBnLWQWV7oMmKIo6PWiQJPUD+3kyZNobGwERVHw+Xzw+XyYmppCKBQCRVEwm83wer2YnJwEwzBZn5NcG1Lec889eOWVV6DT6dDU1ISf//znGWVQFFxjSkC86Pr6+lBZWbksncvlcmFiYgJtbW1ptzM97cejj4p5tkr0bPV6qXprHrOzyqzr+voiVFSYcgputbaWQK/X4Ngx5ZZXba0VxcUMTpxQTraSAMzZs3OYn1fewaOiwoSGBlGFTBCUX4KlpTo0NBTj0KGZnHJkLRYNtm0rj9KOyAw6HQ2jUSNr5+r1DHbuLMcXv9iJHTsqFI+H4zicOHEi615gueDkyZNobm5e1Sn8sWPH0NbWtuweB8SHgN/vx4kTJ/DLX/4Sb731FqqqquBwOHDXXXfJsoupkGtDyjfeeAMf+chHoNFoZG3dqPUvrsaUFEWhrq4uqdJYpvKOFRVmPPbYtXjssWvlmncxHUkUhZ6YmIbb7UV1de1iUGpJLFrMWCCLfklhUdow9tXt9mJiYgaCQIFleZSVVcnbj0QEFBXpMDHhQzgsYMMGs9yxVawC4+VqMOmzQCAMnseisAqPhgYbzGZtTtPlDRssKC/X4sSJBYwocz/Lwi0DA+6cyn6Li/VobxfbkeeSAWC369HSIpJtT4/ycyP2I6vEmTOpMxuSQdLNdbsj2LLFju9853J87GN1OVupa6Ftu94q0hiGgc1mw5VXXomWlhZMTU3h7bffxuzsLIRUqURRyLUh5Q033CAvt2fPHvz2t7/NaL8FSbpA/uUdKYqSMw+WghlWaLWhrKeAS4UYFjQ1bYNWq8XJkyexa9eurMcVjbNnz6KiokKefol+MD6qW8BS14Do95LUYTjMoa9vCDZbCQAGCwsLmJiYg15vxXXXNcrtueNbdUufhUIc/P4wgkEOgkAhGOTQ0VGK0VFvTmlbUo6sKIyT+3aOHp3Bhx/m1o+so8OGqalgzpkNlZUmfOMb3bj55i3QaPJDlJcK6WbafTi6Gi26wCMdcm1IGY2f/exnuOmmm9Luk6IoumBJNxny3Sctm06+CwsL6Ovrg1arRWtrq/yE5Dgu647AiUDTdMxTXPSDaaDXZ/4znjwZgV6vh9PpRFVVA2prr8mqomhubg5OpxNbtmyRPxMEMWjl9YYQiQgIBkWSjn6VCPzMmV5s2FArfyeltc3Ph9DQYFv077IIBkWSDwY5eX3p/2CQj/G9SxbpuXPKLNJoSP3ITp1S7mYBRIW1r351B+68c1va1ubZYi1Idy07R6RDqsKI1WhI+dBDD0Gj0eDmm2/OZHNZ3K3rDMmmaPHElAsytZolpTKaphOWGGdL3smQy3YIIZiamsLMzAzKysrQ1dWVceJ5NBLNMGiagsmkhVaLtDdmba0Lu3dn30E1HizLy8Ts97MIh3kEAiIpBwIsXC4/hocn4XBULn7OIhBYIu+lZcVXQkS3xIkTTgQCnOLyX4ahcNNN9bj77u2ory9VdI7TYa0IcC16pGWCVApjK9mQEgCef/55/P73v8fbb7+d8vxQFGUDoCeEOAuWdJMhnxdGOtL1eDzo7e0FRVHYtGlTUvGcfI2JYZisHyhSKXRfXx+Ki4tRUVGBDRs2KCaDZG6d1YaYacDAZkvcjkbsaSego6Nd8T5EMRgegQC72MSSlZtZ+v0sgsGl13PnBlBaWom//MsNKC+n4fN5cfLkpFwiK6U8JVPxygaCIKxbAswXsrnGlBZG5NqQ8rXXXsMjjzyCP//5z0mLsCiKooh4MFsBaCiKGrvoSDefSEa6Xq8XfX19EAQhZ1nIbCDJVmaK+fl59Pb2wmQy4bLLLoPRaMT58+dzmgkkm0lkQwJr1Vk2W4hiMBoYjRpEFVolRE9PELt37172uVQlKaU8OZ1OBINBOeUpmowzfRASQtZ1v7J8IFuxm1RqgcmQa0PKf/3Xf0U4HMZf/MVfABCDaU8//XT8bhgAHIBqANcA6ClY0k1jyudlChY/nZda+XAch+bm5lVXNcrUdeJ2u9Hb2wuGYdDe3h4j8pOr+2W9WLqFgugS2eggjyQ07vV6MTs7K1dlZSIccylYuqnkWePhdrtRW5u9TkWuDSml5gfxeOaZZ/CFL3zhBkLIG4QQyWo7CdHa/bBgSTcVkkkyZgvpwvb5fHLftKamJjl7YLXBMAzC4eT5rz6fD319feA4Dps2bUpoga816UrrX+ykkQ6JhMalqizJKo4Wjokvj11Nn+5akDzP81l1jejs7FzhEWWOAwcOAEAFAFAUdSeAQ4SQgxRFPUEImStY0s1E3jFX0vX7/QgGgzhz5ozcETgX5Eo2yQgzGAyir68PgUAAmzZtSvlQyJV015q01yPydTzRVVnxwjHRCl7z8/NgWRZerzfGPZEPOcVEWIumlIWspev1egFASpm4AcAYABBC5iiKogqWdFMh17SxQCCA/v5+BAIBaLVa7N69O+cnveSqyEXwOd7dEQ6HMTAwAJfLhaamJpSVlaUd51qT5sVKuitpCdI0HWMVT09PIxgMoqqqKq1VbLFYcjY+1KaU2WFsbAwArqUo6i0AWgAnpO8IIeSiJF2lBRLBYBD9/f3w+XxoampCaWkpPvzww7zcVNKYciFdKZDGsiwGBwcxOzuLhoYGbNmyJePx5cPSLQTSXE0Xxmq7SyQSzMQqHh4eBsuy0Ol0iq3itapGy8anu55kHW+//XZ88MEHZQD+PwAfAfBDiqLeBHAWwIWCJd1UF7lWq82KdEOhEAYGBuB2u9HU1IT29nZ5+5J1me+gnFK4XC4cPHgQtbW12LNnT9bjomk6p1mAFKSMR/R0N9XNolq6uSNVkDjeKpYQiUTg9Xrh9/sxPDwc0wfNarXCbDbDarUm1TlYbdLNZlbo8XjWFel+7nOfw+c///l9EP26/wGgHUAtgDoAf1+wpJsKmeovhEIhDA4OwuVyobGxEa2trctuHslCzTXJPRfSFQQBY2NjGBoaglarxZ49exTfBLlaqvGkyfM8RkZGMD4+DovFgkAgAEKIfDPHT3FV0s0dgiBkPWPS6XRwOBzLrGKpD9rCwgJGR0cRiUSg1WpjrGKWZdfE0pU0m9MhEAisKy1dhmFACJkHIPWPeo+iqCIAjQAuK1jSTRdIS0W64XAYg4ODmJ+fR2NjY8rpuVJXRTyUkC4hBBMTExgaGkJFRQW2bduGwcHBnG6AfLkXosdWVVWF7u5uOcodfTNHT3H1ej2CwSBmZ2dRXFy8TBe1ULEWpJuP/cX3QZMQnUExOjoKt9stu7XifcUrddyZuuKkB/h6LVGWQAhxAzgK4GjBki6Q3GrSarXy9CkakUgEg4ODmJubQ319PVpaWtJeNGtRwksIwczMDPr7+1FSUoLdu3dDp9MhGAzmXOKcjzLpcDiMDz/8EHa7XR6bIIiC4mLn3aWbubKyUj6mcDiMkydPIhAIYG5uDsFgEAzDyMtK09xCS/xfK5/uSkGn06GkpETOgnE6nfB6vXJTylRWsdlszgsBZuvSKKSHd0GTbjLEW6eRSARDQ0OYnZ1FXV0dNm3alPGFsdqWrlSya7VasWPHjpgpVj4eAMl8spnA7Xbj/PnziEQi2LVr17IpXbqCFYPBAL1ej40bN8rHxXGcbFVNTEzA5/OBEAKj0Si7J5L5GtcLCtXSzRSSfzUTqzjavZSLVZyppZtNwG294KIkXSlljGVZDA0NYWZmBnV1dYoCT6tFui6XC729vdDpdNi6dWvC7sX5sFKVbCMQCODChQvgOA4tLS04ffp0VoQbv1z07CRRd1mpoaHX68XCwgJGRkbkCHy0n9hkMq0LC2e1STdTycN8IZXVGW8VA8t9xWNjYwiHw7JVLAXtTCZT0u1mSrpKS4DXEgVNuqmCMm63W47y7927V/FFyjBM3kg3mY5Db28vACRUKIvfRq6WbjakGw6H0d/fD4/Hg02bNuVcHJIpEjU0jK7W8nq9cDqdqVWBAAAAIABJREFUCAQCsisjmowXAxmrMlZpbOsle2ElwPN8VjONVL5iKZ1tbGwMfr9fntVEW8V6vT5j0l1vObqZoKBJNx4cx2FkZAQTExMghOREthLyZelqNJqYEt5AIIDe3l5EIhFs2rQps95KeQqepCNdjuPkGUJDQ0PCrA6lUJq9kKxai+d5eXo7OTkJn88HQRCg0+kQiUQwNze34kGfS4F08zGF1+l00Ol0Meld0W3a3W43xsfHEQ6HEQwGMTAwEOMrTjSGVFq66xUFTbrShS6lLU1MTKC6uhp79uzBwYMH83JhxpOlUkhWaigUQn9/P7xeL5qbm+FwOFb1hk1FulJq2ujoKDZu3KjIHZMO+U4ZYxgmYWfZ2dlZjIyMwOVyxQR9ov3EuUosRu/vYifdldpf9KymomKpb9zBgwdRVlYGn8+H8fFx+P1+CIIQ4ysGxMYBKumuIniex9DQEMbHx7Fhw4ac8leTIV+WLiEETqcTMzMzaGpqQltb25r4IxORLiEE09PTGBgYQFlZGbq7u3OqnEuF1cjTFSUZjTAajWhqapI/j5ZYnJ2djZFYjHZPZHvsFzvprkUZMEVRsNvtMVYxIUT2FbvdbvzoRz/Cm2++KX/X2dmJm266KaWLTkKunYAlPPbYY7jnnnvgdDozbhVU0KQ7NTUFQRBWlCRyJV1pqj4xMQGDwZAXHYdcEE+6kuauxWKJaWV/MSKZe8Lv98Pr9WJ6ehr9/f3geT4me0LyMyb73S520l2LirREkB6QklX8+OOP44UXXoDL5cJVV12FEydOZPxAf/jhh/HRj35U7gT88MMPL2tKqdfr8cc//jGmE/Bf/dVfYc+ePQCA0dFRvPnmm1nLShY06W7cuDElIebjZlAavOJ5HqOjoxgbG0NNTQ06OzsxOjq65tF2iXS9Xi8uXLgAmqbR0dGRMFtiJbDeKtKkrrLREXBCSEI/oxR9l8hY0i9QSTe/yCYlzuVyobq6GldffTWuvvrqjPeRaydgALjrrrvwve99L2HHiVQoaNJNhXyoegHZW7qCIGB8fBwjIyOoqqrCnj17oNFo4Pf781JkAeT2MJFq8M+ePYvNmzeveuR3vZFuIlAUBZPJBJPJFNM3KzonVdIvoCgKWq0WPM/D5XIpck9ki4uddLOVdWxvz74lU66dgH/3u9+huroa27Zty3rfBU266URvWJZdNdKVGj8ODg6itLR0WePHfFW2SZZqtjcBy7IYGBjA3NwcNBrNmrk51trSzwWJclJ5npcbfsa7J6Ir7VK5J7KFSrpL8Hg8q94JuLGxEQ899BDeeOONjLcTjYIm3VRYraIGKUDW39+P4uLipH7RfJcTZ3oTRGd2SNV4H3744ZqS32pYuqtlTTMMI/t/m5ub5X1L7gmv14uJiQmEw2FoNJoYP7HSklnVnbGEVHm6K9UJ+C//8i8xODgoW7ljY2PYsWMHDh48KJe9p0JBk24mlm6uSKXKlajxYzLk29JNh3hBmpXI7FCC1XQvrJWebjL3hCR/KZXM+v1+AFiWPZGJot3FXAGXrYD5ancC3rp1a4w7or6+HocOHbo0shdSIV+WbiKkavyYDPkS/87E8pb0G6IFafINpdZWIfh0s0Wm50Kr1SYsmZWyJ5xOp9yg0mAwxATtDAZDQbtmssFqkG6unYBzgUq6WcDn86G3txc8zydt/LjSSGXput1uXLhwAXq9Pq3lnQvU5pKxyOVcJBIdJ4QgFArJ7onJyUmEQiFZdEaymPOl6LXekA3p+ny+jIyeeOTaCTgaQ0NDWe27oEl3NdwLgGiNSJKE6Ro/rjQSWbp+v19+GKTTb8gHJOJP1Bo8nQvjUrZ0M0V0cUdZWZn8Ocuy8Pl8cDqdy9wT0UG7XAX31xqZ+nQLRUs3HgVNukDymzgf5btS48dgMIjm5mZUVFSsuXUXbemulSBN/DknhEAQBBBCYh50NE3L+rrJ1r0YsFpWv1arhd1uh06nQ1tbG4DlPdGGhoZi3BPSn1LB+LX4rTiOg8lkynj5tb4ns0XBk24y5GLpxjd+9Pv9KC4uzsuPm+sNyjAMIpEI+vr6MDMzk7TN0EpCIk6JbKWHgFarjSFg6X/JMo9fp9AslGRYS1dLMvdEOByWg3ZS92CGYZZlT6SzKNfid8rUvbDausL5QsGTbipLN1ufLs/zGB4exuTkZEzjx5mZmbymnynNHZYqySYmJtDY2LgigjSZgKZpcBwXU40VffFH38gSIXMch/HxcczNzaGsrAw8z8tkLK0fbxUXCla783A6SILxBoMhoXsiWkQmVT87YO06AWdyj3i93hV3pa0ECp50kyGbjsCCIGB0dDRGXSv6QtNoNHnNsVUiqCIJ0mi1WjQ1NaGmpkbxOKTuEdkSnHTDazQanD17FkVFRbDZbMs6OxBCMLl/P6Z7elDc0gK6qgoTgQDKy8vR1dUFjUYjW8PRrwDyRsQXq55uLpan5J6Il1YMBALwer1yP7tIJCK7J/R6vTxDWa1jzLQbhMvlKjgtXeAiIN1UDSXTuRfiGz9KJbvxyKeQebbkPTc3h97eXthsNuzcuRNTU1M5X/xK0tei3QKtra2y2tPs7CwGBwfFjrHBINx//CMmXn4Z3oGBmPV1Nhsc7e0YbW9HSVsbHO3tcLS1wRCXPhW9n1yJeK3ydFcS+Z5SJxIcl9wTkp84EAigp6dn1frZZWqYFKKAOXARkG4ypHIvRDd+dDgcaXNZ16IjsCRIwzBMTPuefHaPyDRCHE2AEuFJfsSK8nKMvPkmzjz/PAb/8AeQJOcp4vFgcv9+TO7fH/O5uaoqhoQdHR0o2bIF+sV0t2QWMcdxMvlIATvp/9XGahYPEEJWfLof7Z6Q7ouWlpaYfnbRGrfx2RO55oVn0zWi0LR0gYuYdBNZc4QQzM3NJW38mAz57B6RbjvBYBC9vb0IhUIJBWloms45FS6TqrZEZBttYbkHB3HmhRdw/sUX4RsfVzwW/+Qk/JOTGH37behsNpRu3Qr/5CRA00tE3N4OR3s7ipqaQC92HgZEiyg6OBf9mfS6GoGgQrZ00yFawDxZP7vofmgjIyOIRCLQ6/WK+9llKpquWrprhGwk4NI1fkyG1bB0WZZFf38/FhYW0NzcjNLS0oTHttJ90uKzD6LJlgsG0f/yyzj7wgsY+/OfobfbYa2pgbW+HpFQCD6nE+zMDIRQKKvxGBsawJhM8Pf2YuL99+XP3X19GHj5Zfk9YzCgpKUFJYskLFnG5qoq+QErCAI8Ho8syB5tEa9UwK5QfLpKkC6Qlsw9IanZSXnFqfrZJUIm5zOV2M16RsGTbjpk0/gxGTQaDSKRSM5jSUSY0YI09fX1aGlpSXnB5aMjcKI27BJpSRaiREyEEEwfOoQzL7yA3t/+FhG3W14nvLCA8MJC/MZhqamBuaICjMEAPhyGf3oavpGRmMV0RUUo7eiAb3wcnsHBjMbNh0JwHj8O5/HjMZ/r7XY42tthb28HX1EBprwcnTfcAEd19YoH7IBLm3QTIbqfXbQeAcdxcslzdD87qQWPRMaZxhtcLldMdkahoOBJN9nFHggEEAwG86IbuxKBNEIIxsfHMTw8nFWroZWwdKNdCRIBBZ1OnH/pJZx94QXMnz2b+cYJgW90FL7R0dhxGwyw1tbCVl8vlrnOz2P+7FmE5udzOhYA0FgsCIVCOPfii+B9PgDAaQCWjRtl14RkGdtbWkBF5RPnI2Cnkm5m0Gg0CfvZRbsnRkdHEQwGcfTo0bT97Dwej6zsVkgoeNKNR3TjR5PJhM7Ozoz8tqmQT/cCx3FyEK+kpGSZ7m465MPSlbYR77cVOA6jb76JC7/9LQJTU+DCYXChEEDTQA77NDgcKGlthXd4GCNxGqQGhwOWjRuhtVhABAGhuTl4hochpKsmpCjY2tvBhkLw9/XBH0fyAOAbG4NvbAzDr7++dOwaDYo3bZKJWAriWWpqgMUZQCKLGEgesFNJVzniW/BwHIfjx4+jra0tpp9dtHvCYrFgeHgY8/PzWYvd5KM32pNPPomnnnoKGo0GH//4x/G9730vqzFcNKQbiUQwMDCA+fl5ufHjiRMnVi0AlgnC4TAmJydht9sVC9Lky9LlOE4+prlTp3DuxRdx4aWXEJydXb68VgtbYyMoqxUsz4PhOERmZhIuG43y7dtBMQxmjh7FxHvvJVwmNDeH0Nxc7IcUBWtdHUzl5WD0evChEPxTU/CNjcFYXg775s1YOH8enlOnsj52geMwf/Ys5s+eRe//z96bR8dRWPn+n+p9b+27te+2ZcuSPYacMD4weQwECEM2yAAvISQBQmweyw+HJDNkJi+EkDAnBxjAeYSEJECAhBASY8IQFgewvO/aV2vfe1PvXb8/Wl20pJZUWizZsj7ncA5qt7qqpdatW/d+7/e+8goQzsLTt25FFEWsublSQI4vK0M/PsgxXcNuMS6Cczr/ZQi6Z8OlbqbjqVSqaffZRQLxc889x0cffcQ777xDRUUF27Zt45vf/Oasr7/Q3WjvvPMOr732GsePH0er1U67cWImzvugGwqFaGpqoq+vb0pNdDmkXrFwuVw0NDTgdrtJSkqS5ubnw0L+yCNBw2AwcOzDDxn74AMG9uzBXlc34/eF/H5Gm5qmPK5LSMCUlYXGbCY0nqX6x8aw5uYy2tREvwyHpmlOFEd7O472dumh5I0bMaSl4XM6GXO5UKanE5eczFhX14Q681wwZmZiyc1l6MQJOsf3ZXW9996E5xhSUsIZcVRmHF9ailKnQxRFRkdHGRwcJCEhQVKVnM0Ju5W+CXgmuZhSqZTKE08//TRf+tKXePTRR6WtLXJY6G60J598kp07d0qLCmYzP4/FeR90IXxluuiii6Z8GBfLaWy+wdvr9dLU1ITD4aC4uJhgMMjI5MbTHJnvBUAURXxuN+3/8z+0/vnP1L/wAuICfzae4WE8w8MIajUplZWo9HrsLS0oVSrM2dnEFRbiHxvD1d3NmMw/imj0iYnEl5Vha2lh4OjRaZ9nSE3FmJ6O2mQi5PfjHhzE3t4+rWY4oaKCYCCA7fRpXLPI3cb6+xnr7+fMO+98/KAgYMnLQ5OdjS43l6JPfhIhMRGlxQLjY+mxMuLFCMQrrbwwmbmu6klISCAxMZHi4mJZ37PQ3WgNDQ3s3buX73znO+h0On7yk5+wefNmWceOcN4HXZVKNe1I7FLqa6MJBAK0trYyMDBAfn4+5eXlCILAyMjIWZV7xSIUCtF76BB1v/kNjS+/LDWu1EYj5qIidPHx4cbWyAj2tjaCbrfs17YWFGBIS2Po5En69u+XHre3tWGf5DGqsVgwZ2ejGd+66x0extbWRjCGvCx5wwYUGg0DM5Qlohnr62Osr2/CY4JSiSUvD0NKCgq1Gv/YGFqLheGGBoaPH5f9HmMiithbWqC1lVSXi+MHDvDOqVNhSVtp6cf14vHMWJuUNGudWG4gvRCCrtzjORyOmJKxs7Ubbd26dQQCAUZGRti3bx8HDhzgC1/4Ai0tLXOq6Z/3QRcW1/QmFnLHZiMeDpG165MNaRZDBSE307V3dFD3wgvUPf88I/X1U/7d73IxfPr0xAcFAV16Osq4OPQWC4pAAGd3N2M9PdJTFEYjhvx8gjYbtuZmbM3Nss7bZ7czNLkGKwiYs7MxpKaiNhpBocAzPDxjVisXMRjE3tqKUqdDa7UyfOoUQa83PI68bt3HwX90FHt7O4Fxb1o5KE0m4svLGWtvp+/AAenxoMfDwNGjU85fl5QkDXkklJeTUF5OXEkJKqMxphObUqmcdsJuOYYjljLozsWbZLrSx9najbZu3TqysrK47rrrEASBLVu2oFAoGBwcnJN0bUUE3elQq9W455C5zZfoTcApKSn8wz/8w7QeDmcz0/U5nTT98Y/U/uY3dL73HszV9EUU8fT0QE8P0SFIY7GQtmULoUCAkN/P2MDAvMoFsY6nHfde6P773wmNX5DURiPa9HQYN/IOulzY29pkB0alTkfKpk24BwYYmSR3ixn8AVNmJob0dFQ6HUGfj7H+/nBNOepnqMvMxJyRwdDx4wxGZfaz4RkcpOv99+l6//0Jj1vy8kjdvJmE8nKs+fnElZZiycubtjyhUChkT2stFkudWcstL8zX0Gghu9EArr32Wv72t7+xbds2Ghoa8Pl8snejRVgRQfdsZ7ozMdmQJtYm4AiLEXQnZzmhQIAz77xD7fPP0/X+++hTUlAbDKRu3oy7v3/Kbf5cMGVmYsnLY7S5mY5J2YOgUGDJyUGfmopSo8HvcuHo6sIjo5urS04moaQEW0sLgzGyWr/LhX+8ceeMPp+sLIxpaR8PXfT2TtADm3NyMGdlMXD8OD0ffjin9+rs6poyzqzUatFlZqJMSsKg1xMYGcHe3Dy7nE0G5pwcjOnptL7+Oo0vvTThmAmlpVLjLr6sjPjycnTJyXi9XkZGRkhKSpKaO2fbEnM5ygty1BKRv/e5Zv0L3Y12yy23cMstt7Bu3To0Gg2/+tWv5nwOwixXjPPC4t/v98fM/kZHR+nu7l6QWiDChx9+yEUXXST9gB0OB/X19ahUKoqKimSNFfv9fo4cOcKWLVsWdC4ffPABhXo9dS+8QMNLL02pZ0aj0usx5+SE3bwEAe947TYwNhbz+Uq9nuQNG/A7nTEzwtnQxsVhzs5GbTYjBoO4BwbCTa1gEFNpaXhWv7FxQbrfaNRmM+lbtxL0egkFg/hsNuwdHfjt9gW9rsZqRZOTg7+7G+8kaZw+KQljZmZYtREI4BkawtbWJqsxaSopQaVWMzrHn60mPh5NdjbJ69eTvWUL8eODHsqoDQuL2bCLcOjQITZu3LhkgbelpQWz2Tzr7brdbuf6669n7969S3Je82DaSLwiMt3pkGPvKJdIlur3+2lsbMTr9VJcXDyn2e+FZrr2tjbqXnyRk7/4BQcnjdVOR8DtZiSGJEyTmoo5IwOt0YjP5UIMBFAZDAydOEHvvn3zPkfv6Cje0VHpa2NGBukXXYR7YACtxYJCpUKv1eI4cwbfApQcxvR0rAUFjNTV0fHWWzH/3ZiRgUqv/7hcICPrtxYVIep0OOrq8E3TcHMPDk7RKEuNu+RkFBrNBNWGoFaTVlWFq78fe4z6uhx8IyP4RkZwHjtG629+A0BCWRnG9HRUej0Ja9cSX15OQlkZptxcFJM8oOfasIuwHI07uQ5jlvG6/PnGigi6M3nqLlZ5QaFQUF9fL40eTmdIM9trzLUW5R4aovEPf6C3poah06exnzmDZ2BgTq8RC19fH16VCm1eHp7+fpxdXWjj4ogrLERjsUi1W3tb25yzUkGtJrWykoDHw+Dx47i6u2M+T5OQgDIxEWN8PEoIezScOTPj8VI2bQKg/8iRsBvZNETcy6JR6nRYcnPRxccjKBR47XYc7e34x8ZIqarCNTiIbdynY65EGnfRPhL6xEQyL7kEz8gIKJXh0ohWi6O9fdo7DTmkVFUR9HoZOnlSGtFu/ctfJrzPhNJSqWkXX15OfFkZuuRk6TM7W8MumqVs3K10W0dYIUF3OhZDpxtZ4WOz2UhMTJTkX2cTn9NJy5//TP3vfkfHW29JDaYIKqsVbWoqGpMJIRTCOzQUcww2FiqTiaT16/Hb7QydOjWhjjk5SwVQaDRYcnPRJyZKgcre1obf4Zjy2taCAoxpaQyePEmvjEaTb3gYhoeJbnVGjqdLSEBQKHCPjuIZGUGbns5Yezv9hw/Lep+xCHo8E7J+fWoqSevXY+/sxDEygi4+npTNm/GMl0Tm3IgcJ664GF18PP2HD09pnkUwZWVhSEsLN+6mMQWagEoVHnseGKD/0KFZ32csFYU+KUmSsUWyYmtJCWqDYYLvRCQAL4c3sdyge75ujYAVEnSnC4ILnd6KNqRJTU0lMTHxrAXcoM9H+//8D/UvvkjLn/88YyYUsNkI2GwTFAYKrRZtRgbauDiUCgWB8eAYqTMmVlSg0ukYPH6c3klG4jMR8vkYbWhgdNLjpszM8K2t0QiiSNDrpbemRraEbLbjQXgKTWswYKuvRwnE5+SgLC3F73bj6u3FPU0GPRuJ69ej0mrD48lR9fDon7hSp8MyXguXsuKOjumn3wSB1Orq2FK8GER8IaJR6nRo09NRmc3ojUYCTieeoSGs+fnhu5xJ7mpzxT04SNd779H13nskb9pEyOtl6PRprPn5UlacsHYtcaWlmHNzCY2rKCL2mEuxw06uTvd89dKFFRJ0p2O+K6cHBgZoamoiMTFRMqSpq6tbdCWEGArR/eGHNP7hD9S/+OKCHLdCXi/u1tYJWaM6MxNdairKUAhBrcbncqHUaGIOJMwVbUICglJJb02N9HoaiwVzTg5ai4VQMBhuMLW2TjsZFgtdUhIJpaVTptBilQtUej2WvDy0VivBUAj38DCuM2di+vmqTCaSN2zA1dnJ0IkTs55H0OOJqW82pKZiysxEZTBIJRhjRga25uYJmt35EPR4GBsvT4g5OZgyMxltbEQMBrHk5KAuLyfo8+EeHMQx3pycC4JSSermzYz19TEQdccQ0Vu3vv669JhSr0c73rg7WVVFfGkp8eXl6McHPRa7YRdhpa/qgRUedOfK6OgoDQ0N6PV6KisrJxjSLIbcC8aXNtbU0PDKKzT+/vdSvdOck0NcYSFKrRaf3Y69o2OqV60MNAkJaLKywG7H2daGP8aYqyY5GV1qKhqDAfx+xrq7Z1RARIg0r2wtLTEDl89un/K4oFKhzcrCmJKCTq+X3tvkjDF53BxH7hQahJuEsbJK05o1GFJTwxcatxtBq2Xk6FF6ogzS50tk+s2Sl4cxPZ2xnh5cXV2Yc3Kw5uZOqBX75qGgSKqoQKFS0X/4sOQ9MebxTPn9KNRqrHl56JKSUKhU+JxOXJ2dMU2IBK0WY0kJvu5u2U3SoNvNWH097fX1tI8bA0H4ohMpTyRVVob1xSUlqMad/ObbsIsgt3G3GnSXmZkyWjmbb51OJ42NjdLSxVhG5wtpyomiyODx49S//DInf/MbDsYYLJhs8AJgSEsLZ1V6PQG3G0dnJ+4YwVFpMGAtLcVtt+Nubg7XSmfANzCAb1IzTmU2o8/IQGu1huvE43VNhUZDSmUlAbc73BSboXkV870HAng7O/FOupU2pqdjLSxEqdEQCgSwNTUtaO1PNK6eHozp6QTsdkZOnQLCWbhqzRpURiNKhQLvyAhjnZ0wx99panU1Qa+XwRMnJjTNYpVgDGlpGDMywjVTn4+xvj4cHR1Ta8VKJWnV1biHhhiUOaIsmRBNMiKKNiESRRGlXs/Q8eM4Fzr6PM5YXx/G9HS633uPE088AYQzaGtBQVhBUVYmlSpM2dnjb09ew24u2O12cnNzF+W1lpoVEXRnIhIsYwmuI967TqeToqIiEqI20073OnNhqLaWhpdfpuHllxmdR1d8rLd3yuSXLiEB05o10h9VSKGgf/9+hhfQYAIIOBw46uuJtMd0OTmYKyoIuVxhO0e9nvjx2/7QQrZoKBSkVFaCKNLzwQeIUTV3tdmMJScHrdWKGArhHhycU3nCmJGBNS+P4draCV4QEM7CJ2eeglKJJT8fTWIioiDgtdkY6+khOOl5arOZ5A0bsLW00HfwoOy3Guv3p9TpMGRmEtLr0RkM6I1G7G1t9NbUyH7dmfAMD6MyGlGbTPQfOkTQ6w0PsuTmhn0oJsnZ5kLqli14R0enNOjEYDB80WlogFdflR5Xm80klJYSv3YtCWVlkqxNa7UueLBjNdNdZmbKdGMF3ekMaWZCpVLhkVELHa6vp/H3v6fp1VcJ+nzoEhMxpKQgKJXYmpsJLVBNoR/3KRg6fRrveEarMhqxFhWhtVoJBYOM9fWFpV5z7L4bUlOJKyrC0dGBo72dyLudMHyrUKDPygpPvmm1BJxOWbfSkem2kfr6abvvfodjykCGQqXCUlCAPjkZhVIZszyRvGkTiCIDR49OK0+LhRgMYmtpgUnr4vXJyRgyMlBZLARCIcbOnAnvbpunmiGaoMeD3+0mLiWFwaNHGRofUzekpWHKyEAVnRVPuvOZjfiyMjQmE30HD06Y1BNDoWlNiLRpaaDTodfr8Y83XyeYHikUGMvLCQwNTbmQzYbf4aDvwIEptW5TVha5V19N1be/jdponFC2k3NnCuFMdzXonqNEy8YihjRnzpwhOzt7iiHNTMxkVjNcV0fj739P4x/+wND47WwsBKUSfXY25rQ0VGo1nuFhRltaZh0rteTmYsrKwt7aOsVLACDgck0JVpImdTx7l7LGSUFfqdORvGGDpKmdtbYbCuHu7MQ9qVygSkxEn5aGwWJB9PlwdnYyNjRE2qZN0mvPp3wQCgRiGuvEl5ZiyspCDAbxOxzhssciBEXGs8KAx0Nf1LRTZN2QymIhGArhHR3F3dODOAdvD0NRETqdjuETJ+iddHGYLiuOKChQKKadtkupqiLo8cz42YtFdPYfLQA0rVmDKSMDtdlMyO/H1tyMd45lpemILy2l+r77KPrc51CoVNKmDo/HQ2NjI1arlWAwOOvqJJvNNuetEecKK2IMGMLetbGoq6uTZtVbWlpITU0lNzdXtpNRhOHhYfr6+igrKwt/LTPQzkbk1k+fkoJCqcQ7OoqttRW12Ux8URFjvb0xDcTndSylMnys5GSUWq0km3IvwrBFNNrMTDRJSfh6e9ElJqKzWiEyEjyPDDyaaNvHyfpltdmMLj0dUadDr9XiH/9ZyilP6BISSCgvZ7SxUVZTMYIxIwNtcjKMq0O8AwP4o5pZglqNoaQE0WZjTKaWetZjpqdjysoKq0REkdGmppk1vnNAbbGQXFHB8OnTE9Q0KoMBS24u2vHs0mezYWtvJ+B0TvdSE0hcu5bNO3eS/5nPoIiShImiSF9fH62trRQUFJCSkjLtMtFoPv3pT/OnP/3pXF5MOe2t84oPuidOnGB0dJTExEQKCgpmNKSZCZvNxukHCUOLAAAgAElEQVS//Q3h1CkGT5zA1dv78W38IqGNjyehrAyfw4HPbseYloagUjE2PBzW3C7QMc2UnY0lOxtbS8vHt+Hj9orG1FQUGs3Ht++jk9tCM6O2WEhev56xgQFJZxsLhVaLcc0aDImJKBQKPCMj2FpbZ8z2tQkJJJaVYW9vn6JtnQ2FSoU5J+fj8oTDgb2tTcrw4svK0Fos9B8+vODSTwS12Yy5sBC/QkEoECAwPBzOFBdBcqixWklavz681DNqzdEEjw3mblkZkeoNHDmCfw42l8aMDGkUOejzhU2Ioi4AhqIiMm66iTWXX47FasVsNmM2m1EqlXi9Xmpra1Gr1RQXF8+4KzASeD0eD48++ijPPfccp0+fPpdHgVd+0PX5fBNGbO12u2S9lpqaSkFBwZxfUxRF+g8fpunVV2l49VXsMYT/apMJa0Qr6vfj6ukJd6hlIuj1mAoLEYJBHPX1M2ovzWvWYExPR6FWTwke06GJiyOxvBzP8HBMD4bpMKanY8zMRKXT4R8bwzHN+HFSRQUqvZ6Bo0cJztd9S6HAmJUVXtseCfzt7WFtql5P/5EjixYQIRz4Mz7xCQJjY2GPAo8HZ3f3nOrB0xFfUgJ6PSMnTkB0rXL8Pari4xEVCvxOJ97+foIyVw2ZsrIw5+QwcPgwgTlcfI2ZmehTU/GFQoh+P6GRkQnv07RmDeY1a+g7eHBhDdIolDodeZ/+NKU33kjOpz5FKBTC6XTicDiw2+04nU5p6WNqaippaWmYzeZZF7QePXqUHTt2cM0117Bz5845LXRdBi6coDs2NkZTU5NkSONyufD5fLLlJaFgkJ59+2j64x9p/uMfcczjllBjNofXuVgs4at/T8+ExkakjioGgwwcP76gD7spKwtjenpY3+twYG9vx+9ykbxxI4RCDB47NuU2fL6orFYMmZmYU1NRCALuwUHZEie5KM1mDPn5+AcGIBjElJGBxmAIS+a6umJK5uRiWrMGS04OgydOxJwsi2y3iDQkPZE6+Gz6bIWC1OpqPDYbtjka2mgTEtClpYFWS8DrxT8ygq+3VyrBxJeWojGbw6qJxahZE/YrTqmuRlAoCHq989oaMh1Z//iPVN9/P5mXXBKzOe12u6mtrUWn05GRkcHY2JgUjAOBAAaDQcqGzWYzOp0Or9fLj3/8Y959912efvppKioqFnyeS8DKD7oul4umpiZGRkYmGNL09/djs9koKiqa8ftFUaTj7bf56MEH5yQLkosuOZmUykpCgQBBjwdHe/ui6VIjJK5bh8ZsxtXTgz4pCaVOF/a5bW9f0LQbgKDRkLxhAyGvd0Kg1VgsWHJzPzbJ6e+foF+VS1JFBUqtloGjR2fMatVWK4aMDAIqFRqlksDIyKxd/pSqKsRQiIF5LMpUqNWS9wQKhXSH4Xc40MTFkbRu3ZzrwLMeU6cjsboav9tNwOcj6HTi7e0ltAhBMamiAgSBwckjxYKAedwPQqnVEnC7cXV3y9Zl51x+OdX/3/9H+tatMf9dFEU6Ozvp6uqiuLg4pjxTFEXcbjd2ux2Hw0FNTQ0PPfQQPp+P4uJibrvtNrZt20Zqauqc3/cysPKD7okTJzCZTKSnp0+4wk5ugMnB1dtL36FD0n/9hw7Num48FoJaHW78KJUMnTw5pVamsVrDActsxm234+zuntCEkYN+zRr0qam4Ozpwz2AgbkhNxbRmzcflgo4OPDKOpc/Px5SUxOipU7JrfdJ4blwciGJYOdHSMiVjjCyetLe2LugCpNTpMOfmok9ICB9vaAjPyEjYKL25ec4DHbNhLSjAmJFB0OMhKAiM2WwEh4fxLrAhqTIYSKmsxN7WFvPnoUtLQ5OYSEipJOT1Ehgawifn8yIIpG7ejHd0dMZ6eyyk3Xbj2mnP0BD2tjbp7qzg2mupuvfesPZ6GsbGxqitrcVkMlFYWCjLW8Hr9fKjH/2IvXv38v3vfx+Px8Phw4f5xCc+wT/90z/N6T0sEys/6AYCgZhjug6Hg9bW1gXdkoiiiKOjg/eff544pzMciA8fjllPFdRqksdHOWMF2tnQxseHa5kmUzgj7uycIiUypKYSV1iIq6cnrDOdJ/rkZMxr1qCK3L6PT7xpk5NRp6cTHByct6nMZBRqNZbxsVWlWo1So6H7o49kd7/los/PR2My4WxowJiREdZIKxT47HZsbW3zP54gkFJdHZZmTePdoLFaseTkhM3Nx9UattbWWa0x9ampxBcVMXj8+JxHh1UmE7r0dAS9nlAggN9uD5cnAgEUGg2p1dU4Ojrm3ICcCYVGw/qvfY3yL3+ZxBkWBIiiSEdHBz09PZSWlsrW1R46dIi77rqLz3/+89x7771zVhqdI1y4QTdSQ9o07sO6ED788EMuvvhiICw4H21qovfgQfoOHmS0pQW/yxXu/i5yINElJhJXXIzaYEBQKBg8cWJxdpRFodTrw8sW7XZUKhXGhARCXm/MoD8fjBkZWPPzJ9yKCwoF5pyc8KSUSjWjbeRMqM1mkioqcHV3z1raMGZmYsrIQKnVhksvZ87MmPFLJYSmpnn9HBQaDdbcXHSR8oTNhq21lYDLJVlA9h08OGfzmplQx8VhKS3F63SCQoHo8eDr68Mvs2k3HUqtlrKbb2bTXXdhmaVH4nQ6qa2tJT4+nry8PFnZrcfj4aGHHuKjjz7i6aefZu3atQs632Xmwg26gUCAw4cPL3hFDkxc2SOK4gQtoSAIiMEgw7W19B8+TP/hw/QdOsTQyZPz7ryrDAaS1q8n6PMxdOLEhIaYPikJU3Y2aoOBwNgYdpnlgslYy8tRGwwMnzwZ050Lwtm3OTsbjdlM0OvF2dUlq9MvqNWkVFYSHB+OkIspKwtdSgreYBDR68Xf1xfT/CeuuBh9YiIDR4/OqaM/GW1CApbs7PDdxfjuNYVGgyE5mYEjR+avypiG1OpqQsEgCpVKCv7Orq4Zy0NyMKanY83Pp38ahYMmIQF1cjKCVgvBIMGREVl3MmqjkXW33srGb30LY3r6jM8NhUK0t7czMDBAaWmpbEnXgQMHuPvuu/niF7/I3Xfffb5mt9Gs/KAbDAZjToyJoshHH30kZagLYd++fWzevFnayhoJtjONEAe9XgZPnqTv4EFa9+5l4MgRPB0d095yKjQakioqEASBwRMn5mTDqE9JCZcL9Ppw3ba9fYKWM4I5JwdTVhYjjY2yFknGIvpWOiKViyg0rAUFGNLSGDp5cnr/2TliSE3FlJWFymAAQSDo8cx5LHVWFAqs69YhejyMdXVhHR8GCAQC2Lu78XR1zXu3m8poJGXjRmxtbbimqV9H+2oE/X7cMnXg1sJCdAkJ9B86NOeMOeLDrDQaERQKQi4X7q4uQh4P2vh4NtxxBxW33Sbpf2fC4XBQW1tLUlISubm5sqY93W43P/zhDzlw4ABPP/30nHov5zgXbtCFiWWBhXDgwAHWrVsnXYVnC7jwsT9vS0sLKSkp5OTkEHS7GTx2TMqG+w4fRms2o9TpwnXgRSxPGFJTw4F4fHGmz+GY4KW6WGgsFpI3bsQ/NoZSqw0rGebhHzAd1oICDKmpDB4/Lv18dAkJ4SWYJlNYmtfdPa/apT4lhfjiYobr6ma8W1BoNOENyElJ4SWf4xNvM0mtIiY8A8eOzev3qtLrMY+vGIKwoc1oayui10vCunUolMqpSoQFoktNJePGG7H84z+ij4vDYrFgNpuxWCzo9fqpG6lDIVpaWhgZGaGsrAyTySTrODU1Ndx777186UtfYseOHSshu41m5QfdUCg07WqehQbdSBmhra2Nnp4eNBoNVqsVi8WCxWJBN+4lOhm73U5jYyM6nY7CwsIZp+E8IyMMHDkiNen6Dx9ecPNDodWSsmEDwUCAwWPHpCxInZiIPj0dg8USLk20tc15Ai1CYkUFKq2WgWPHYuqN1UajZDQeCgTmNMWn1OtJ2bgRz8iI7MEOtdkcHle1WMLHm0HClrh+PSqdjv7Dh+dfU42e6FOr8Tud2NrbMWVmotbr6Tt0aNH0tQAoFMRXVKAIBlEbDNKgjOPMGckAab5YCwrYdPfdlN5wA8rxz6rX65V0tA6Hg7GxMdRqtRSEBUGgra2NtLQ0srOzZWe3P/jBDzh8+DC7du2ipKRkQed9jrIadKPXp8slEmwjI4iRzNbr9WKz2bDb7djtdrxeL3q9HovFgtVqRaPR0N7eLg1oxPLnlYOrt5f+I0fojwRimdK15A0bwj6qJ07IVk8YMzIwZWaGa4wOB7bW1mk76casLAyZmdibm6esJ5eDymDAmpeH2mLB7XLhGRrC290tBadYWe1CmCxhE9TqsPJjnksopz+QisSKCgJ2O36HI1wOGfdCdnZ1LaghqTQaMRQWEujuntYrQ5+Sgnm8BBOpTTtlDPckb9jApnvuoeDaayf4IkyHz+fDZrPR1taGy+VCo9FMCMQWiwWDwRAzAH/00Ufcd9993HTTTWzfvn3JVrsvAys/6IqiiG+aya79+/ezadMm2bcvsZpkMwXsiKh7dHSUzs5OnE4nGo1GCsKRD+JCP2CiKOI4c2ZCEO4/cgSf3U5cURGGlBRGGhoWzcDGlJmJMTMTpUaDd3QUjdkc3g6xAIOf6dAmJJBaVUXQ5wuvpOnvlyW3kktk08PgsWP4Xa4Jmxdg/La9uXmKC5sc9ImJxJWUMFRbO+NaeW1c3McNSb8fd3//rFm/LiUFVVoa7qYmgvPYIKw2mcJa8IjpUNQKpYxPfpKqe+4h+5/+aU4JycjICPX19WRmZpKVlYUgCPj9fhwOh5QVu1wuFAoFZrOZkydPkpSUxO7duzl16hS7du2iuLh4zu/lPOPCDrqHDx+mrKxswvqdmV5HbpMs+nt6enpob28nKyuLzMxMBEHA5XJht9ux2Ww4HA5EUcRkMknB2GQyLdhJXwyFGG1uDgfg8frw4LFjC+rmR5O4fj1qo1F6TdOaNZjS01FoNHhtNmwtLbJNVWIRX1qKLiEhrECYFFSUWi2W/Hx08fFh+79x3avcUoCgUpG6aRP+sbEp1pcxUSqxZGdjSE0NO75FybtinntJCdq4OPoPHZr3qLVSrw97d0QGScaDoiU3l5BWi6O2doKHw2KQ/5nPsOnuu0mrrp7T9wUCAZqamhgbG5P19xQIBHA4HPzXf/0Xf/3rXxkdHSU9PZ3Kykr++7//e1m2DS8hF3bQPX78OHl5eTPe5k9XSpiN4eFhmpqaiIuLIy8vb1anpEgmEKmRKRQKKRO2WCwYjcYFbxy2j45y7K9/xdPUhNDVxdCxY3OSrkXcyEabmxmTMc1lzsnBmJYW1tpGAvEMWZnKZMJUXIy7rw/vHCfRFBpNOENNTAT4eNotKugZ0tKIKyyc4sQ1X8zZ2eHx2HEzHqVOh9/hYDiGt/FCSaqsxOd243U4MKWloRnfmTdT8JeDQq2m5IYbqNyxg4TS0jl//9DQEA0NDWRnZ5ORkSHrM+pyufj+97/P6dOn2bVrF4WFhYyNjVFfX0/lDBNsK4SVH3RhenvH2tpa0tLSYpoezzfYulwuGhsbEQSBoqIiDAbDvM45kg1EasRjY2OoVCopCFutVnQ6naxzingG2+12iouLsVqt0r9FpGv9UaPNI/X10roctcVC0rp1eEdHZa0QnxFBwJKTgyEtDUGpxNnfj6O9PSxtMpnC/gqL5GgFH0+7WfPyEEURZ0cHI/MsFUyHLjGRhLKycPmmvz/saZuZGQ7AY2M429txzzPAK3Q6Etevx9HZiWeGi5xpzRqM494IfqczPMo9S/NMbTKx9pZb2Pitb2HKyJjzufn9fhobG/F6vZSVlU3bNI5GFEX+/ve/c//993Prrbdy++23n5Xa7S233MKf//xnUlJSOBnjTkYURXbs2MHu3bsxGAz88pe/XJQhKZlcGEF3sr1jhIgjfUpKivTYfIOtz+eTAltRUdFZca/3+XxSNmy323G73Wi12gn14WglhCiKdHV1cebMGXJycqb4T0x7HKeTwWPHGDp9mt6aGnr375+yoWGhqOLjMefn4+/vR6lWY0hJAaUSz/BweN/aAgcPIv4Nkz0WFCqVZNiOIHx8vDkG+/jSUrRWqyy/3eix6qDHEx4imSGI6pKTSSgpmdb1TA76lBRMWVnhIRmPJ2xS092NPjmZDd/8JutuvVWSm82VgYEBmpqayM3NJS0tTdZnyul08u///u80NDSwa9eueVmqyuX999/HZDJx8803xwy6u3fv5rHHHmP37t3U1NSwY8cOahZpF50MLuyg29bWhkajISMjY85NsgiRVT/d3d1z+hAuFh6PRwrCNpsNn8+HwWBArVYzMjJCUlISBQUFC9Y6LoZ0TVCpMJWWEvL7cTU0TCuZimyyMKSkgEKBZ2hIdjPLUFiIoFYz1tAgv8arVKJJS8Ocno5aq5028AtqNalVVXhHRhiZo1XjZKJNjUJ+P86eHhRqNYakpAXVgqfDWlhI1d13U/T5z6Oe592Xz+ejvr4eURQpKSmRZfwviiJ79+5l586dfP3rX+e2225bkpptW1sbV111Vcyg+41vfINt27Zxww03AFBSUsK7775L+ixTdYvEtMFhZamRx8dzJ6NSqfD7/VOaZHI+FNHDDampqWzZsmVZZC46nQ6dTidl62NjY9TV1eHxeLBardjtdg4ePIjRaJQy4ohD/5yOEx/PmksvZc2ll0qPSdK1iGJiGumapaAAVXw8tro6HDIaV2IwOGX/mUKlwlpUFM5QIdxYam5GDATQxseTuHZteIPEPFYYicEg3q6uCXVkQaHAmp+PPiUFpUaDQq1muLaW3n375vz6sfDZbNLwQkp1NVqrFXtrKyqdDktFBQGfD8HlwrHANUZxFRWk33AD+k2bcOv1tHZ2SndFsQYapqOvr4+Wlhby8/NlWyg6HA7+7d/+jZaWFv74xz+eM6vRu7q6WLNmjfR1VlYWXV1dSxV0p2VFBd3pUKlU2O12fD4fCoVCdnYb2T5hMBiorKyc96qfxSQYDNLa2srQ0BCFhYUkjjeUIJyNRxQT3d3dOJ1ORFGU9JNWqxWj0TjnDMSYlkbeFVeQd8UVQPhC5OzslGrDzs5OBuvrGV6EyahQIMBoY+OElfXJGzdK479iKIRKq0VQKhfFJEYMhVCbTIjBIN1//3u4xi0IWPLyJCMez+go9tbWGZuD06EyGknesAFHezv9UT7Nw5Nkd0qdLtwgTEiY0/r5vE9/msq77iI9SoceXZ7q6+tjbGwMjUYzQUc7ORB7vV7q6upQKpVUV1fL2sogiiLvvfce3/72t7n99tt58sknzylFQqwEbCnvTqdjRZUX/H7/hCV2kTKCx+OhubkZp9OJIAgTmlQGg2HKL8Lj8dDU1ITP56OoqGjeww2LiSiK9Pb20tbWJsnS5HzAg8EgTqdTatQ5nU6USiVms1nKiGP9DOQS2eIa8PtJV6uxnTollSUWYkQTWRTpaG+Pub1DodGEM9TERMRgkDGZNooRBL0ea2kpvoEBxuSUTwQhLCeLVmnMoChY6PgvfNwgjIwdR8ohiCKlN9zAxu3bZSsRogNxZLIsEohDoRBDQ0MUFRVN6HvMhMPh4Lvf/S4dHR3s2rWLnJyceb3HhXI+lhdWVNCNOI3N1CQLBoNSXTQi4o4MMphMJmw2G6OjoxQUFEjbJ5Ybm81GQ0MDZrOZgoKCBe+GCgQCE+rDkT/AaOnabIqJUChER0cHvb290qaOKc8JBObsujbTtt/ZUOp0mHNyCGq1KAQBcdwqMvq2PTIkEUsXPB/M2dnhvXXjgRhBQKXVLv74L2G3t/Vf/zrrv/a1Wd2+5GC326kdl71pNBo8Hs+sGbEoirz77rs88MAD3HnnnXz1q19d1ux2pqD7l7/8hccff1xqpG3fvp39i22SND0XRtD1+/0EAoE5N8m8Xi+tra309vai0WgQBAGDwTBhomw5zDi8Xi9NTU14PB5KSkpkG4nMh8hoZyQYezwedDrdhLsCjUYDhDWbjY2NpKamkpOTM6c/umjpWiQQu4eGiC8qwtbaOq0D13xR6fXEFRZiSEsDQWC0oWFRNzhDOOtOrarCPTDAaFNTWNqVno5So8EzOspoayuhBWhsLXl5bLzzTspuugn1uHHRQoioXTo7OykqKppQopouIz5w4AChUIgDBw5gs9nYtWsX2dnZCz6XhXDDDTfw7rvvMjg4SGpqKt///vclK4DbbrsNURS588472bNnDwaDgWeffZbqOQ6ELIALI+jed999mEwmqqurqaqqwmw2zxp0I8MN8fHx5ObmolarpbHe6CAUDAYxmUwTmlRn6wofnUXm5+eTnJy85Bm3KIoTFBMRj4lAIIBarSY3N5fk5ORFuRhFpGuRINx/+PCiSNeM6elYCwqmrisf937QxsURCgRw9fbOyw1Nl5REXHExI7W1Mf1+ozFlZmLMyAgPWIwvEJ1NJpa6ZQuVO3aQf/XVsjwR5OB2uzl9+vScV+f8/Oc/59VXX8Xr9RIKhUhISOCll16KeYezCnChBN36+nr27dtHTU0Nhw8fxufzsW7dOqqqqti8eTNr166Vbs1HRkZoa2tDqVRSVFQ060hjZI105JY8uj68GLVRCAe6wcFBmpub55VFni0ixtS9vb1kZ2cjCIIUiEOh0JTR5sVQdyxEupY8LoAfOHJE9i2+2mT62A3N58M5aYNzNHFlZSh0OkaOH19QMy/aZCg6EOdfcw2V27dPu+RxPoiiKEke57I6x2az8cADD9Df389TTz0lqQEGBgZISEhYyYY1C+XCCLqT8Xg8HD16lH379nHgwAFOnTqFWq1GrVaj1Wp55JFHKC0tnXdgi1Ub1Wq1EwKxXMWD0+mkoaEBjUZDYWGhrMmfpWBwcJCmpqZprfuiL0aRW1JgQqNuPoqJWESka30HD9Lx4YcMHz9OYNySMjIxtpiLKKVNx+MGNYJSGVYVLLY7GWELzNIbb2TDN79J3CIPFLhcLmpra7FareTn58sKlKIo8tZbb/Fv//Zv3H333dx8881nLQHYs2cPO3bsIBgMcuutt7Jz584J/26z2bjxxhvp6OggEAhw77338pWvfOWsnMsicmEG3cn8/ve/58EHH+TKK69Ep9Nx8OBByaRm8+bNVFVVUV1dTXx8/Lwz1mjbx+ghhuhpsuhbcr/fT3NzMw6HY8ro7nLidrupr6+X7gTmchEIBoOSx4TNZsPlcqFUKifUh+eiHY3GZrNRX19PYmIiOTk5jHV3M3jsWNgMfv9+yXVtsTCkphJXVMTw6dN4hofRWK1hW0qTiYDXi6uzc0FB3piRwYbbb6f8K1+Z9+TYdETKVH19fZSWlsr+bI2OjvLtb3+b4eFhnnrqKTIzMxf1vKIJBoMUFxfz1ltvSX+HL7zwAuVRCy9/+MMfYrPZePjhhxkYGKCkpETqv5zDXBjDEbOxdetW9u/fP6GUEDEnr6mp4d133+UnP/kJDoeDsrIyKQhv2LBBdtDRarWkpKRI0htRFBkbG8Nut9Pf309TUxOhUAiz2SwpKfLz8ykpKTknlBLBYJC2tjYGBwcpKioiQcaalskolUri4uIm3ML6/X4pG+7v75caNHLM4CPf39jYiMfjYe3atRjHG0qWcXOe/KuvBqa6rvUfOTIv6VpSRQVKrZb+Q4ekRZoQHnYYOHp0wnNVFgv6jAxMCQkEfT4cZ87gjvqeWFjKy0m+7jqsn/wkmrg4+h0OLIIwr4GWWERW5yQmJkorpmZDFEXefPNNHnzwQe69915uvPHGs17e2r9/P4WFheTn5wNw/fXX89prr00IuoIgSC59TqeThISE83rLxAWV6crF7/dz4sQJampqqKmp4fjx46hUKjZt2sSmTZuorq6mqKho3n8cg4ODNDQ0oNPpUKvVi5oJzpfoybuMjAyysrLO+h+c1+udIN+LNoOP/BxUKpVkmznf8Wu50jWlXk9KZSWunp5ZtwrPhj4pCXN2NiqD4WNDnOFh8q++mo133kn6xRcjCII00BKto462AJ1r0zYUCknDM2VlZbI15iMjI+zcuRO73c6TTz5JxjzMcebDK6+8wp49e/h//+//AfDrX/+ampoaHn/8cek5DoeDa665hrq6OhwOB7/73e/49Kc/vSTntwBWywsLQRRFHA4HBw8epKamhv3799PU1ERKSoqUDVdXV5OamjpjQHC73TQ0NABMcSaLmEBHu41Fm9xES7YWm4jdnlqtpqioaNkm7yKKicjPYGRkRNJRZ2RkEB8fj9lsXpQsZ7LrWsDt5szbb+Od59qimVCbzZTddBMVt99O3HhGNxOTLUCd48MVs00WRnS3kV18crPbN954g+9///vcf//9fOlLX1rS5u3LL7/Mm2++OSHo7t+/n8cee0x6ziuvvMIHH3zAo48+SnNzM5/61Kc4duyY7E3Dy8RqeWEhRFQKl156KZeOexKIokh3d7eUDT/55JPSLXlEsrZp0yYMBgN2u5329nbcbve0t+xqtZqEhIQJ/xaRbI2OjtLR0YHP55vgrbDQbRSRkeLh4WGKi4tld7TPFoIgoNfr0Wg0kjoksvHDbrfT29tLY2OjVJ6ZTyYYQanVklpVRWpVFevHH1ts6ZolL48Nt99O2U03oZlDgFAoFFit1onWnFF18vb2dpxOp+TFHBnqcblcrFu3Tiq9zMbw8DD3338/brebv/71r8viSZCVlcWZKJVIZ2fnlCz72WefZefOnQiCQGFhIXl5edTV1bFly5alPt1FYTXTXUSCwSC1tbXU1NRw4MABDh06xODgIIFAgJtvvpmrr76a8vLyeWdqoijG3EYxV28FURTp7++npaWFrKwsaeXKucDAwADNzc1kZGSwZs2amOc1nRn8ZMXEYryniHSt7e9/p/2DD/A2N+OepXGWecklbLzzTnL++Z8XTV8bi0AgQE9PD62trWg0GkRRnODFPJ2MURRF/vKXv/Cf//mfPPDAA1x//fXL9m7r6UcAABVKSURBVPsPBAIUFxfz9ttvk5mZyebNm3n++edZu3at9Jzbb7+d1NRUHnzwQfr6+ti0aRPHjh071zXCq+WFpUYURa666ipycnK48sorqa+vp6amhrq6OqxWq6Qdrq6ulu2jEIvpvBWiyxLRI70ul4v6+nppQ/G50gH2eDzU19cjCIJsO8FoImbw0fK9yQFoPnVyn89HY2MjPp9PMvEe6+ujb7w+HGnY+RwOir/wBTbccQdJFRVzOsZ8CAaDNDU14XQ6KSsrk0pVkTJV5ILkcrlQq9VYLBb2799PQUEBu3btIhgM8sQTT8h2Ejub7N69m7vuuotgMMgtt9zCd77zHZ566ikgPFnW3d3Nl7/8ZXp6ehBFkZ07d3LjjTcu81nPymrQXQ5sNtsUmU5kACJSlti/fz9dXV3k5uZKteFNmzZhtVrnnX1ElAKRQBwxQQ8Gg/h8PkpKSs6ZLCHiU9zT0zNlJHWhTPdzkKOjjjYYys/PJyUlZdrfhyiKBD0eVDJ28C0Gw8PDNDQ0TNjHNxOREe+dO3eyf/9+Kbu89NJL+fa3v70k53wBshp0z2VCoRBNTU1SED506BBjY2OsXbtWCsTr1q2bV4MrEjxaWlqIj4+X6qOBQACj0SgFoMWSKs2F0dFR6uvrSUpKIjc3d0mOP50ZfHRGHAgEqK2tRafTUVRUtGCDocUiEAjQ0NAwp9U5EFbL3HPPPQiCwOOPP05KSop0Qdm6iFNvq0xgNeieb/h8Po4ePSoF4pMnT6LT6aisrJQCcX5+/oxlCafTSX19PQaDgYKCggmlhEh9OJIFRk+SRdeHz0atL1pzW1JSIrvxczaI9tmw2WwMDAzg8/mIi4sjKSlp2S5IkxkcHKSxsXFO65hEUeSPf/wjP/rRj/je977H5z//+bNau51tsgzg3Xff5a677sLv95OUlMR777131s5nmVkNuuc7oigyOjrKgQMHpEZdS0sLmZmZbNq0SZqoS0pKYnh4mObmZqk+KldaE+mQR9teqlSqCfVhrVY77z/c6FX1eXl5s0rslhK73U5dXZ006eZ2uyeY/QATDI9MJtOSSKv8fj/19fUEg0FKS0tl3+309/dzzz33oFareeyxx0ge38RxtpAzWTY6OsrFF1/Mnj17yM7Opr+/X7Z/73nIatBdiUTqofv27WP//v3s37+ftrY2RFHkC1/4AldeeSUbN25c0KBFxOovEog9Ho80wBAJQHJuv51OJ3V1dZhMpkXxBF4sgsEgzc3N2O12SktLp7XPjNWwjEi2ZjLEXwj9/f00NzfPWlOORhRF/vCHP/DjH/+YBx98kOuuu25JLmwfffQRDz74IG+++SYADz30EMCEmvF///d/093dzQ9+8IOzfj7nAKs63ZWIQqEgJyeHnJwcvvjFL/LFL36RDRs28MUvfpHTp0/z4osvSvrGjRs3SoMcJSUlsm+XNRoNSUlJUuMteoBhaGiIlpYWyfYyuj4cyQKDwSAtLS2Mjo7OKeteCiJmPpmZmRQVFc0YnCKKkOjGaLThUXNzs6QUmDzaPB/FRF1dHYIgUFVVJVth0tfXxz333INer+edd95Z0mZprH1kkzfvNjQ04Pf72bZtGw6Hgx07dnDzzTcv2TmeK6wG3RXEM888I2Vqn/zkJ/nGN74hzasfOnSImpoafvSjH9HQ0EBiYiJVVVVUVVWxZcsW2eO1kQEGvV5PWloawIRR1q6uLhwOB4IgoFarcTqdpKenU1VVdU7YVMLH225DoRAbN26ct6ObSqWaMtASfWfQ3d09oxn8ZKIVE4WFhbJLAqFQiN///vf85Cc/4T/+4z+49tprl8V/eTKTzyEQCHDo0CHefvtt3G43F110EVu3bqW4uHipTvOc4LwOurMV7kVRZMeOHezevRuDwcAvf/lLNo17ra5EYt0aC+MmKtu2bWPbtm3Ax3/c+/fvZ9++fTzzzDPS2p2IfriyshKTySTrjzcymBCZ8484lAWDQTIyMnC5XNTU1EgrgSKZ4FLbV0bXlAsKCs5KPXG6O4PJk4XRm0ki5kd1dXWo1WrZiyEBent7ufvuuzGbzbz77ruLKrmbC3Imy7KyskhKSsJoNGI0Grnkkks4duzYBRd0z9uarpzC/e7du3nsscekHUk7duyYcsuzSphgMEhDQ4NUHz5y5Ag+n4/169dLgbi8vHzGYBC98SKW5jZ6JZDNZsPr9S7ZWqSxsTFqa2sxGo0UFhYuq0tVtPOczWZjcHAQr9dLXFwcycnJ0mjzTCWgUCjESy+9xH/913/xgx/8gGuuuWZZm5JyJstqa2u58847efPNN/H5fGzZsoUXX3yRdevWLdt5n0VWXk1XjiXca6+9xs0334wgCGzdupXR0VF6enqWfe/9uYhSqaSsrIyysjLJINrj8XDkyBH27dvHY489xqlTpzCZTBNMfiLG5o2NjQwPD5OcnMyWLVtilhI0Gg3JycnSbXO0XCsy/rvYa5EiWy/6+/spKSlZdn8JCN99RMa1e3p6SEpKIj8/X/Ji7u7unlbCp1Ao6O3tZceOHSQkJPDee+/Ny35zsVGpVDz++ONcfvnl0mTZ2rVrJ0yWlZWV8c///M9UVFSgUCi49dZbV2rAnZHzNujKKdzHek5XV9dq0JWJTqfjoosu4qKLLgLCQXJoaIgDBw6wb98+XnzxRVpaWqQSxgMPPDBrQyqayAJQg8Eg/U6iN1F0dnZKvgrzWYtks9moq6sjOTlZtqfsUiCKIp2dnXR1dVFSUkL8uHl5ZBNvhGiTm7a2Nn784x9z+vRphoeHuemmm/ja1752TlxEIlx55ZVceeWVEx677bbbJnx93333cd999y3laZ1znLdBV07hXs5zVpGPIAgkJSVxxRVXcMUVV3Do0CG++tWv8tWvfpWEhATeeecdHnnkEZxOJ+Xl5VJGXFFRIbt+Gy3DysrKAiaqBJqamiYYoMca5w0EAjQ3N+N0OufkurUURFbnWCwWNm/ePGMJIdoMvqenB6/Xy5YtW/iXf/kX6uvreeCBB3j00UfJyclZwnewykI5b4Ou3ML9bM+ZC7M17n7729/y8MMPA+Gm1pNPPsmGDRvmfbxznfLycvbu3StlZ//6r/8KhGu3ERP4Z599lhMnTqBWq6msrJTqw4WFhbIzz1gqgWgD9DNnzkj1YZVKxcjICDk5ORQXF58zF1lRFGlvb5/z6pxQKMTzzz/P448/zkMPPcSVV1551t6TnIkygAMHDrB161Z+97vf8bnPfe6snMtK5rxtpMkp3P/lL3/h8ccflxpp27dvZ//+/fM6npzG3YcffkhZWRnx8fG88cYbPPjgg6uNO8IBx263TzCBj2w8jq4Pyx0AiIXH4+H06dP4/X5MJhMul0vy3V3qKbLJOJ1OamtriY+Pn3V0O5ru7m62b99Oeno6P/3pT89qKUHO5zvyvE996lPodDpuueWW1aA7PSuvkSancH/llVeye/duCgsLMRgMPPvss/M+npzG3cUXXyz9/9atW+mUuTJ8pSMIAlarlcsuu4zLLrsMCAfirq4uampq2LdvH0888QRDQ0MUFxdLJvCVlZWz1m8jr3PmzJkp2tZo392Ojg7J9nKp1iJF9u8NDg7OaXVOKBTiN7/5DU8++SQPP/wwl19++VnP2OV8vgEee+wxPvvZz3LgwIGzej4rmfM26MLshXtBEHjiiScW5VhyGnfRPPPMM1xxxRWLcuyViCAIkoH6Zz/7WSCcRZ0+fZqamhpeeeUVvvOd7yCKIhUVFVI2XFpaKsm9RkZGaG5uxmw2s3nz5ikysOgNDJHfXfRapMiCzLOxFini5ZCcnEx1dbXs7Lazs5Pt27ezZs0a3n///SXbDi23Mf3qq6/yt7/9bVGCbk1NDU1NTXzuc59bthVRy8F5HXSXkrk05d555x2eeeYZ/v73v5/t01pRKJVK1q9fz/r167n11lslPeuhQ4fYv38/jzzyCPX19ZLxztjYGE8++SSFhYWyM8GzvRYpFArR0tLCyMgI5eXl03o5xPq+5557jqeffppHHnmET33qU0u+mHQyk49/11138fDDDy+K49r3vvc9/vSnP/HII49cUAEXVoOubOQ25Y4fP86tt97KG2+8sWzTQSuFiJ71kksu4ZJLLgHg5MmT3HTTTRQUFJCRkcF9991Hd3c3eXl5E0zgLRaL7KCl0+nQ6XTShFok2NtsNmkvm5y1SKOjo9TV1ZGenk51dbXs4585c4Zvfetb5Ofns3fv3mXxp5Dz+T548CDXX389EPat2L17NyqVimuvvXZOx6qpqeHIkSMcO3aM9vZ2Ojo6yMjIOK/Xqs+F87aRttTIadx1dHRw6aWX8txzz02o766yePT39+NwOCgoKJAei5jAR6bpDh06hMfjmWICv5CywUxrkUwmEyMjI7jdbsrLyydseZ6JUCjEL3/5S37+85/z05/+lMsuu+yc3lUWzZe//GWuuuqqeTXS9u7dy89+9jOOHj1KWVkZdrudm266iS996Uuyf3bnASuvkbbUyGnc/cd//AdDQ0Pccccd0vccPHhw3sdclfBMJSUlZYpngkKhoLi4mOLiYsm1yuv1SibwTz/9tGQCv2nTJikQ5+Xlya61xnIZ8/v9dHV10djYKAX0+vr6CYMc0wX6jo4O7rzzToqLi/nggw9klyHOFnI+34vFP/zDP3DbbbfR0NDAHXfcwa9+9SuOHj3KmTNnKCkpWbTjnKusZrrnKKsSnsUlYgK/f/9+yQS+tbWVzMxMKQhXVVWRmJgoK9sMBAI0NjbidrspKytDr9cjiqI0yhvREEevRYpodH/3u9/x7LPP8tOf/pRLL730nNESLyWPPPIIEJ5QCwQCXHXVVWzfvn1KY/w8ZjXTPd9YlfAsLoIgEB8fz+WXX87ll18OfGzQs2/fPvbu3cujjz6KzWajtLRUGuLYsGED+kkLJ6NX55SWlkpBUxAEqT4c2bIbvRbpqaee4qOPPsLj8XD11VfT0dGB3+8/ZzYyLyXZ2dkMDAwwNDREYmIilZWV9Myy2n6lsBp0z1GWQ8JzoaFQKMjNzSU3N1dqEPn9fk6dOsW+ffv47W9/y3333YdCoaCyspLS0lLeeustbr75Zi6//HJZo80R/+Hnn3+euro6fvWrX7F582aOHTvGwYMHL5jm0WTMZjOvv/46JSUlZGZmcvz4cWmicaVzbjiArDKFpZbwrBJGrVazceNGbrvtNp555hkOHjzI3/72N3JycnjkkUcIhUL83//7f/nc5z7Hv//7v/P666/T29sb8/cF0Nraymc+8xlaW1v54IMP2LZtG0ajkYsvvpjt27cv+oTcnj17KCkpobCwkB/96EdT/v23v/0tFRUVVFRUcPHFF3Ps2LFFPb5crrzyStauXcuvf/1rPvOZz/Av//IvF4zj2IV5mT0PWEoJzyrTIwiCND58/PhxkpOTJTP0iAn8rl276O/vl0zgq6ur2bBhAy+88AK//vWv+dnPfsYnP/nJs167DQaDfPOb35zQB7jmmmsmlKTy8vJ47733pFH1r3/968s2qn7//ffjcrnw+XySvFIUxZVf4xZFcab/Vlkm/H6/mJeXJ7a0tIher1esqKgQT548Oe3z//f//t/iyy+/vODjvvHGG2JxcbFYUFAgPvTQQzGf884774gbNmwQy8vLxUsuuWTBx1wJBAIB8dSpU+IvfvEL8Rvf+IaYk5Mjfv7znxddLteSncOHH34o/q//9b+kr3/4wx+KP/zhD6d9/vDwsJiRkbEUpzYrgUBguU9hsZk2rq5muucoSynhiSAnUxodHeWOO+6YsEZ7lbCkrLy8nPLycr7yla8sS8Z2Po+qX0glstWgew4jxxQ6wi9/+csFH0+OYuL555/nuuuuIzs7G+Cs7BlbCSzHLbK4Oqp+XrDaSFtFYrpNG9E0NDQwMjLCtm3bqKqq4rnnnlvq01xlGuY6qv7aa6+tjqovA6uZ7ioScjKl1TXa5y6bN2+msbFRGvp48cUXef755yc8p6Ojg+uuu45f//rXq7+zZWI16K4isbpG+/xmOUbVV5kHM3XZlr7ht8pyIkcxcfr0afHSSy8V/X6/6HK5xLVr14onTpyY9zFnU0uMjo6KV111lVhRUSGWl5eLv/jFL+Z9rFVWWUJW1QsrnWAwiMvlWpAt4FKv0ZajlnjiiScoLy/n9ddfZ2BggJKSEv71X//1ghydXWVlsBp0Vwg9PT1ceuml/J//83+47bbb5t09X8o12nLUEoIg4HA4EEURp9NJQkLCBTs6u8rKYFW9sELIysriiSeeYM+ePefNRI8ctcSdd95JbW0tGRkZrF+/np/97GfLslxyqZhtjFcURbZv305hYSEVFRUcPnx4Gc5ylYWwcj+9FwhilOLg6NGj2O12IHzrfq4jylBLvPnmm2zcuJHu7m6OHj3KnXfeKb3HlUak3PLGG29w+vRpXnjhBU6fPj3hOW+88QaNjY00Njaya9cubr/99mU621Xmy2rQPc+JBKmf//znfPe732XDhg3LfEbykaOWePbZZ7nuuusQBIHCwkLy8vKoq6tb6lNdEqLLLRqNRiq3RPPaa69x8803IwgCW7duZXR09IKxRFwprAbd85hQKAQgrT75xCc+QUVFBYFA4LwYq4zWlfp8Pl588UWuueaaCc/Jzs7m7bffBqCvr4/6+nqpBjxfbrnlFlJSUqZtAC7XLbyccouc56xybrMadM9jFAoFe/bs4aWXXuI///M/ueyyy7DZbNPaDJ5rRKslysrK+MIXviCpJSKKie9973t8+OGHrF+/nssuu4yHH36YpKSkBR33y1/+Mnv27Jn235frFl5OuUXOc1Y5t5ltXc8q5zCCIHwW+CZwuyiK9YIgfBNIE0Xxe8t8auc8giDkAn8WRXFKuisIwtPAu6IovjD+dT2wTRTFs3ofLwjCRcCDoihePv71twFEUXxouc9tlcVjNdM9vzkIfFcUxfrxr81AHoCwmv4shEzgTNTXneOPnW0OAEWCIOQJgqABrgf+NOk5fwJuFsJsBWyrAff8YlXweB4jimI70C4IgiCGb1keA1YdTBZOrAvWWb8lFEUxIAjCncCbgBL4hSiKpwRBuG38358CdgNXAk3/f7t2bMMgDIRR+F3BBilhF1bJJFkjG2QDJkJsAO2lgEiuI4xk8b7q7MaufvlOBjbgWfteOpeh27Bf2B6BS2auwHrUzo3+NwNDse6B5YqDM3NiD9Zy713UyT5SUqMcLzTMYK3GFl7V+NLV7UTEBxiBR0TMwAvowBZe9fl7QZIu9AVYgwc2z68IKAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_31_1.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i, state_var in enumerate(state_vec1):\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111, projection='3d')\n", " # high adjustment cost, blue surface\n", " ax.plot_surface(λ_grid, δ_grid, F1_grid[:, :, i], color=\"b\")\n", " # low adjustment cost, red surface\n", " ax.plot_surface(λ_grid, δ_grid, F2_grid[:, :, i], color=\"r\")\n", " ax.set_xlabel(\"$\\lambda$\")\n", " ax.set_ylabel(\"$\\delta$\")\n", " ax.set_zlabel(\"$F_{s_t}$\")\n", " ax.set_title(f\"coefficient on {state_var}\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following code defines a wrapper function that computes optimal\n", "decision rules for cases with different Markov transition matrices" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def run(construct_func, vals_dict, state_vec):\n", " \"\"\"\n", " A Wrapper function that repeats the computation above\n", " for different cases\n", " \"\"\"\n", "\n", " Qs, Rs, Ns, As, Bs, Cs, k_star = construct_func(**vals_dict)\n", "\n", " # Symmetric Π\n", " # Notice that pure periodic transition is a special case\n", " # when λ=1\n", " print(\"symmetric Π case:\\n\")\n", " λ_vals = np.linspace(0., 1., 10)\n", " F1 = np.empty((λ_vals.size, len(state_vec)))\n", " F2 = np.empty((λ_vals.size, len(state_vec)))\n", "\n", " for i, λ in enumerate(λ_vals):\n", " Π2 = np.array([[1-λ, λ],\n", " [λ, 1-λ]])\n", "\n", " mplq = qe.LQMarkov(Π2, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", " mplq.stationary_values();\n", " F1[i, :] = mplq.Fs[0, 0, :]\n", " F2[i, :] = mplq.Fs[1, 0, :]\n", "\n", " for i, state_var in enumerate(state_vec):\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111)\n", " ax.plot(λ_vals, F1[:, i], label=\"$\\overline{s}_1$\", color=\"b\")\n", " ax.plot(λ_vals, F2[:, i], label=\"$\\overline{s}_2$\", color=\"r\")\n", "\n", " ax.set_xlabel(\"$\\lambda$\")\n", " ax.set_ylabel(\"$F(\\overline{s}_t)$\")\n", " ax.set_title(f\"coefficient on {state_var}\")\n", " ax.legend()\n", " plt.show()\n", "\n", " # Plot optimal k*_{s_t} and k that optimal policies are targeting\n", " # only for example 1\n", " if state_vec == [\"k\", \"constant term\"]:\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111)\n", " for i in range(2):\n", " F = [F1, F2][i]\n", " c = [\"b\", \"r\"][i]\n", " ax.plot([0, 1], [k_star[i], k_star[i]], \"--\",\n", " color=c, label=\"$k^*(\\overline{s}_\"+str(i+1)+\")$\")\n", " ax.plot(λ_vals, - F[:, 1] / F[:, 0], color=c,\n", " label=\"$k^{target}(\\overline{s}_\"+str(i+1)+\")$\")\n", "\n", " # Plot a vertical line at λ=0.5\n", " ax.plot([0.5, 0.5], [min(k_star), max(k_star)], \"-.\")\n", "\n", " ax.set_xlabel(\"$\\lambda$\")\n", " ax.set_ylabel(\"$k$\")\n", " ax.set_title(\"Optimal k levels and k targets\")\n", " ax.text(0.5, min(k_star)+(max(k_star)-min(k_star))/20, \"$\\lambda=0.5$\")\n", " ax.legend(bbox_to_anchor=(1., 1.))\n", " plt.show()\n", "\n", " # Asymmetric Π\n", " print(\"asymmetric Π case:\\n\")\n", " δ_vals = np.linspace(0., 1., 10)\n", "\n", " λ_grid = np.empty((λ_vals.size, δ_vals.size))\n", " δ_grid = np.empty((λ_vals.size, δ_vals.size))\n", " F1_grid = np.empty((λ_vals.size, δ_vals.size, len(state_vec)))\n", " F2_grid = np.empty((λ_vals.size, δ_vals.size, len(state_vec)))\n", "\n", " for i, λ in enumerate(λ_vals):\n", " λ_grid[i, :] = λ\n", " δ_grid[i, :] = δ_vals\n", " for j, δ in enumerate(δ_vals):\n", " Π3 = np.array([[1-λ, λ],\n", " [δ, 1-δ]])\n", "\n", " mplq = qe.LQMarkov(Π3, Qs, Rs, As, Bs, Cs=Cs, Ns=Ns, beta=β)\n", " mplq.stationary_values();\n", " F1_grid[i, j, :] = mplq.Fs[0, 0, :]\n", " F2_grid[i, j, :] = mplq.Fs[1, 0, :]\n", "\n", " for i, state_var in enumerate(state_vec):\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111, projection='3d')\n", " ax.plot_surface(λ_grid, δ_grid, F1_grid[:, :, i], color=\"b\")\n", " ax.plot_surface(λ_grid, δ_grid, F2_grid[:, :, i], color=\"r\")\n", " ax.set_xlabel(\"$\\lambda$\")\n", " ax.set_ylabel(\"$\\delta$\")\n", " ax.set_zlabel(\"$F(\\overline{s}_t)$\")\n", " ax.set_title(f\"coefficient on {state_var}\")\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To illustrate the code with another example, we shall set\n", "$f_{2,s_t}$ and $d_{s_t}$ as constant functions and\n", "\n", "$$\n", "f_{1,1} = 0.5, f_{1,2} = 1\n", "$$\n", "\n", "Thus, the sole role of the Markov jump state $s_t$ is to identify\n", "times in which capital is very productive and other times in which it is\n", "less productive.\n", "\n", "The example below reveals much about the structure of the optimum\n", "problem and optimal policies.\n", "\n", "Only $f_{1,{s_t}}$ varies with $s_t$.\n", "\n", "So there are different $s_t$-dependent optimal static $k$\n", "level in different states $k^*_{s_t}=\\frac{f_{1,{s_t}}}{2 f_{2,{s_t}}}$,\n", "values of $k$ that maximize one-period payoff functions in each\n", "state.\n", "\n", "We denote a target $k$ level as $k^{target}_{s_t}$, the fixed\n", "point of the optimal policies in each state, given the value of\n", "$\\lambda$.\n", "\n", "We call $k^{target}_{s_t}$ a “target” because in each Markov state\n", "$s_t$, optimal policies are contraction mappings and will push\n", "$k_t$ towards a fixed point $k^{target}_{s_t}$.\n", "\n", "When $\\lambda \\rightarrow 0$, each Markov state becomes close to\n", "absorbing state and consequently\n", "$k^{target}_{s_t} \\rightarrow k^*_{s_t}$.\n", "\n", "But when $\\lambda \\rightarrow 1$, the Markov transition matrix\n", "becomes more nearly periodic, so the optimum decision rules target more\n", "at the optimal k level in the other state in order to enjoy higher\n", "expected payoff in the next period.\n", "\n", "The switch happens at $\\lambda = 0.5$ when both states are equally\n", "likely to be reached.\n", "\n", "Below we plot an additional figure that shows optimal $k$ levels\n", "in the two states Markov jump state and also how the targeted $k$\n", "levels change as $\\lambda$ changes." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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bN0RHR1cZNWpUw6FDh+6eMGFCYlxcXLnJkyfX3r9/f9DixYt/8T8+IyNDQkNDAzYwqNgO9/bEgAE6iOunn+DSS3W+sTF59FncH3wW94fXYRhTrMTExIS2b9/+YHR09C+33nrr2Tt27DhlAzI8PDwrKytLUlJSZN26deUrV66cPWLEiKRu3brtS0tLKwPQrFmzwwsWLNh+7LEJCQlB1apVyyxfvrwl4iKre3ct17dnD3TsCOvWeR2RKSbmLvuFuct+OfWOxpg/xcbGVmjevHlqy5Yt0x999NH43r17N05PT5dTHRcVFbVvyZIllSZPnly7UaNGzZs1a3bBtm3byo8fP/64ZQj9LVq0qHKXLl32FdwVnJp1TZ+ODh208Ee3bhAVpTVqO3b0OipTxL04uM2pdzLGHGXu3Ll/FtkeMGDAvgEDBuQpSd5xxx27pk6dWmvhwoX56rqcP39+9alTp8afes+CYy3i03XhhfDttzqi+oor4KOPvI7IFHHVK5ajesVyXodhTKnQsWPH1M6dO+/PzDxuUDWgXdADBw5ssGHDhtCJEyfWAh1t3aNHj+TIyMj0QMZa6LWmvXDataZPx65duqpObKyu/jJ4cGDOa4qdt1fq+iU3tq1/ij2NCTyrNV34vKw1XbJFRMDSpdCpky4z99xzXkdkiqh3YuJ5JyagPV7GmGLAEnFBqFxZu6Z799Z1R++/30piGmOMyRNLxAUlJEQXHr/lFnj8cV2QPSvL66iMMcYUcTZquiAFBcGcOTqA64kndIrT669r3WpjjDEmF5aIC5oITJmiyfjvf4ekJHjvPQgL8zoyY4wxRZB1TReWu+6CV1+FL7+Ev/4VEhO9jsgYY0wRZIm4MA0dCgsXwvr1cNll8OuvXkdkjDGmiLFEXNiuvRY+/RQSEuCSSyAuzuuIjDGmREhMTDzpkoZevVd+WSIOhEsvha+/1lHUl10GP/zgdUTGGFPsjRo16pTVcbKz87aSYV7eq7BYIg6Uli21JGa1atClCyxZ4nVEJsBeHNzG6k0bcxoWLlwY1rNnz7P9X3vnnXcqb968OeTBBx88C+Duu++ufdNNN9W/66676vz666/BF1100fmTJk2qtXnz5nKDBg1qMHbs2Lrt2rVrunPnzuCxY8fWHT58eP3Bgwc3yO29Dh48KO3atWuamZmJiLQ50cM/nrS0NGnbtm3TjIyMfF+fJeJAOucc+OYbOPdc7bJ+6y2vIzIBZLWmjTk9q1evDm3VqlWK/2sRERGZ/fr12/PII4/8sXXr1rIZGRlStWrVrBUrVlT8/vvvQ2+44Ya9U6ZMSZg/f37VW265Zffzzz//W9WqVTNfffXVaqmpqWWqVq2adejQoTLHvhfAjBkzavbo0SMpODgY51zMiR7+8YSEhLhOnTrtnzdvXvX8Xp9NXwq0WrV0JHWPHrq+8Z49MGaM11GZALBa08acnrVr11YYPnz4ntTUVBk8eHDD2rVrZzRu3Di9devWqQDjx4+vO2fOnF9///334Pj4+HKrV68OvfHGG5N9x4bee++9ifv27SsTERGRsWbNmtBXXnnl1woVKvxZ/nDVqlUVct4LYMGCBTWio6P/XLN0xowZNWbNmhWRkZEhYWFhWTExMZtyi7NPnz7JEyZMqDt69Oi9+bk+S8ReqFoVPvkE+veH227TqU0PPqhzkE2JlVNn2hKxMfkTFxcXWrt27YROnTqdN2zYsMQxY8bsfeONN6rMmTOnZkRERGazZs1SH3nkkVp79uwJbtWqVcqaNWtCIyMj0wC6deu2v3///o3CwsKyLrroopQ6depk9O3bt1HdunUzunbtur9Pnz77w8PDM/3eK33Hjh3lmzZtehggKSmpzLRp02pt2LAhLiQkxO3evfuEg7ratWuXunbt2or5vT5bfclLmZlw6626atPYsbpgRBm7W2CMCbxTrb40fDj1168ntCDP2bw5KS+9xI6T7ZOeni41a9aMrF279uGZM2du79q166H8nOP555+vsW7dugrOOaZNm/ZbaGjoSZPetm3byl5++eXnbd26dQPAgQMHypx//vkXdu3aNfnmm2/eExUVlXKy4yMiIlpu2rRpfbVq1Y4bJXai1ZesReyl4GB46SWoWROeeUa7qV95BcrZfURjjAFYtWpVSIsWLVKSk5ODgoKC8t1yHDt27J787F+xYsXsw4cP/9kiCgsLy964ceOG6OjoKqNGjWo4dOjQ3T169Ng3efLk2vv37w9avHjxL/7HZ2RkyKmS/bEsEXtNBKZO1ZKY990He/fCu+9CxXz3bpgibs7XWwAYEdXY40iMyb9TtVwLS0xMTGj79u0PDh8+fE/v3r3PXbp06ab69etnFtb5wsPDs7KysiQlJUVCQ0PdunXryrdo0SJ9xIgRSXFxcRXS0tLKNGvW7PCCBQu2d+/e/Rz/YxMSEoKqVauWWb58+XwlYusHLSrGj4d//UuLf3TpArt2eR2RKWCfb9zF5xvt52pMfsTGxlZo3rx5asuWLdMfffTR+N69ezdOT08v1AE1UVFR+5YsWVIJYPLkybUbNWrUvFmzZhds27at/Pjx40/4n3jRokWVu3Tpsi+/57MWcVEyfDhUr66DuCIj4bXXoGtXr6MyxhjPzJ07Nz7n+YABA/YNGDAg34kuv+64445dU6dOrdWzZ88D77777ra8Hjd//vzqU6dOjT/1nkezFnFR07Mn/PijJuRu3bS7+vBhr6MyxphSo2PHjqmdO3fen5mZew94QkJC0MCBAxts2LAhdOLEibVAC3r06NEjOTIyMj2/57MWcVHUsiWsWKHLKD79NHzxBcyfr4VAjDHGFLo777zzhIO8atWqlfXmm28etYpPSEiIy+/AsBzWIi6qQkNh1iwduLVlC1x0kXZVG2OMKVEsERd1vXtDbCy0bq3LKg4eDPv3ex2VMcaYAmKJuDioX1+7px95RLuoL7pI7yMbY4wp9gKSiEWku4hsEpHNIjLhJPu1E5EsEenj99o2EVknImtEpBiUyyokQUHwwAO6nGJmJnTsCE8+CXlc4ssYY0zRVOiJWESCgBeAq4BmwAARaXaC/Z4CPsnlbS53zrU6tvxaqdSxo3ZV9+oFEyfqyOqdO72OyhhjzGkKRIu4PbDZOfeLc+4wEA1cn8t+twPvAlbx4FSqVtUlFOfNg+++0znHH37odVTmFN4a2YG3RnbwOgxjTBETiERcF44qjRbve+1PIlIX6AXMyuV4BywRkRgRGXGik4jICBFZKSIrExMTCyDsIk4Ebr4ZYmKgXj247joYNw7S0ryOzBhjTD4EIhHnVors2Dqc04D7nHNZuezb0TnXGu3avk1EonI7iXNujnOurXOubXh4+JlFXJycfz58/z3ceSfMmAEXXwwbN3odlcnFnK+3/Flv2hhjcgQiEccD/guw1gOOvanZFogWkW1AH2CmiPQEcM7t9P27C3gP7eo2/sqXh3/+Ez76CH7/Hdq0gblzoQQucVmcrdqezKrtyV6HYUyJERMTEzJ9+vQamzdvLpuUlFRsZwEFIvAVQBMROVtEygH9gff9d3DOne2ca+ScawS8A4xxzi0UkYoiEgYgIhWBbsD6AMRcPF19tQ7kuvRSGDECbrwRkpK8jsr4zBrShllD2ngdhjHFzsKFC8N69ux59rGvHz58WGbPnh0RHR1drUqVKkdNITl48KC0a9euqYi0OdnD/5i0tDRp27Zt04yMjMK+pKMUeiJ2zmUCY9HR0BuBBc65DSIySkRGneLws4BvRCQW+BH4yDm3uHAjLuZq14bFi3Vpxf/+VwdyLVvmdVTGGHPaVq9eHdqqVauUY1/ftm1buUGDBu1u0qRJenJy8lH5bMaMGTV79OiR5JyLOdnD/5iQkBDXqVOn/fPmzate2NfkLyBNeefcx86585xzjZ1zj/tem+WcO25wlnNumHPuHd/zX5xzkb7HhTnHmlMoUwbuuUdHVJcvD507w+TJOv/YeOapxf/jqcX/8zoMY4qdtWvXVmjTpk1Kamqq3HDDDY3Gjh1bNzs7mwEDBuwbPHhwUr9+/fZVr179qBbxggULavTt2zcZYMaMGTUuvPDCC84777xmbdq0aXqyc/Xp0yc5Ojo6oInYFn0oydq2hVWrYOxYePhh+OwzeOMNaNjQ68hKpVXb7TaBMacjLi4utHbt2gmdOnU6b9iwYYljxozZm7OtQYMGx7Uw0tLSZMeOHeWbNm16OCkpqcy0adNqbdiwIS4kJMTt3r076GTnateuXeratWsrFsZ1nIgl4pIuLAxefRWuvBJGjdKu6rlz9f6xMcbkR/v2x7cme/fey4QJiRw4UIYuXZoct33w4N2MG7eH338P5vrrGx+17ccfN53qlOnp6bJz585yAwcOPGfmzJnbu3bteuhUxyQkJASHhYVlAgQHB5OWllZm5MiR9W6++eY9UVFRx3Vx+wsODqZs2bIuKSmpTLVq1QJSurDYjjIz+TRwIKxZA02bQt++cOutcOiUv8/GGOOpVatWhbRo0SIlODjYBQUF5WkqSMWKFbMPHz5cBiAsLCx748aNGzp27Hhw1KhRDZ988slwgNdee61q//79G3bp0qXxf/7zn8r+x2dkZEhoaGjApp1Yi7g0Oecc+OYbeOghrVP9zTcQHa2tZGOMOZWTtWDDwrJPur127cy8tICPFRMTE9q+ffuDw4cP39O7d+9zly5duql+/fonHfASHh6elZWVJSkpKbJly5ZyLVq0SB8xYkRSXFxchbS0tDIAQ4YMSR4yZEhyYmJi0G233Vavd+/e+wESEhKCqlWrllm+fPmAJWJrEZc2ZcvClCl6v3jfPmjfHp57zuYcG2OKpNjY2ArNmzdPbdmyZfqjjz4a37t378bp6em5FYo6SlRU1L4lS5ZUmjx5cu1GjRo1b9as2QXbtm0rP378+KPKKE+aNKn2uHHj/izHuGjRospdunTZVxjXciLWIi6t/vpXWLsWhg/XqlyffgovvwylqSqZMabImzt3bnzO8wEDBuwbMGBAnpLkHXfcsWvq1Km1Fi5cuDW37dnZ2dx22211r7nmmn2XXnrpn/eN58+fX33q1KnxuR1TWKxFXJrVrKlzjWfM0BZyy5aakI0xppjr2LFjaufOnfdnnmDa5pQpUyK+/vrrygsWLKj29NNPh4OOtu7Ro0dyZGRkeiBjFVcCuyTbtm3rVq4svUsXn5a1a6F/f61TPX48PPoolCvndVQlSr/Z3wHYCkymwP3xh5YNSEjQyRGnQ0Rijl1qNjY2dltkZOTugojRQGxsbM3IyMhGx75uXdNGtWwJK1fC3/8OTz8NX3wB8+fDued6HVmJUS3UPtiYM5eVBXFxsHw5fPut/rvFt5ZI9epa3baM9XUWK5aIzRGhoTBrFnTrBrfcAhddBA8+CHfcYa3jAmB1ps3pOHAAfvjhSNL9/nvYv1+3nXUWdOwIo0fDJZdA69aWhIsjS8TmeL17Q7t2MGaMdlPPmwfTpsFVV3kdmTElmnOwbdvRrd116yA7W5cgb9ECBg3SpHvJJXD22fq6Kd4sEZvc1a8PH3wAixbpqOqrr4Zrr9XlFq27+rTk1Jm+r/v5Hkdiior0dFi9+ujEm5Cg28LC4C9/gQce0FbvxRdD5confz9TPFkiNid31VXQpQtMnw6PPAIXXqj3kf/xD6hUyevoipXklMNeh2A8tmuXDqrKSbwrV2oyBq2307WrtnQ7dtT/akEnrYpsSgpLxObUypXT1ZwGD4aJE7Uq17//rYO6Bg60vrE8eqJ3S69DMAGUnX1kUFVO4t28WbeVKwdt2uh6LDndzLVqeRuv8Y4lYpN3tWpp0Y9Ro+D22zUxz5yp85Bbt/Y6OmM8deAA/PjjkaT7/fdavA60Tk7Hjjqi+ZJLNAmHhHgbryk6LBGb/Lv4Yv0r8+qrMGGCLrd4663w2GNWmeskJv5nLWAt45Ji/3746iud6ffllzoVP2dQVfPmOi0/p7XbuLF1HJkTs0RsTk+ZMnDTTTrC+pFH9B7yggW67vHo0VrT2hzll0Rb7ao4S03V1u7nn2vyXblS5/SGhGiyvf9+/ffii6FqVa+jLR0SExODwsPDs4rae+WXzTgzZ6ZKFXj2WW0OtG+vc44vukj/WhlTjGBebSYAACAASURBVGVkaOJ97DG4/HJNrl27wtSpOohq4kRYuhSSkvTX/eGHddlvS8KBM2rUqPqn2ic7O29LCuflvQqLJWJTMC64ABYvhoULISVF/2L16aOTIo0pBrKzdSrRs8/CNddolaqOHbWmzb59Oizio49g7169B/zoo9C5s93rDYSFCxeG9ezZ82z/1955553KmzdvDnnwwQfPArj77rtr33TTTfXvuuuuOr/++mvwRRdddP6kSZNqbd68udygQYMajB07tm67du2a7ty5M3js2LF1hw8fXn/w4MENcnuvgwcPSrt27ZpmZmYiIm1O9PCPJy0tTdq2bds0IyMj39dnXdOm4IjA9ddrs+DZZ3W5xY8+gvvu08IgoaFeR2jMn5yDn3460tW8dKkmWYCmTWHoUF2krHNnqFHD01BLvdWrV4e2atUqxf+1iIiIzH79+u2ZNGlS4tatW8tmZGRI1apVs1asWFHx+++/D73hhhv23n///bsefvjhiFtuuWX35ZdfnnLFFVc0fvXVV6ulpqaWqVq1atbWrVvLHfteADNmzKjZo0ePpODgYJxzMXmJMSQkxHXq1Gn/vHnzqo8ePXpvfq7PErEpeCEhOs/4b3/TBPzwwzra+plntJVso1aMR379VZNuTvLduVNfr18fevTQKfOXXw5163obpzna2rVrKwwfPnxPamqqDB48uGHt2rUzGjdunN66detUgPHjx9edM2fOr7///ntwfHx8udWrV4feeOONyb5jQ++9997Effv2lYmIiMhYs2ZN6CuvvPJrhQoV/lzxaNWqVRVy3gtgwYIFNaKjo3/J+XrGjBk1Zs2aFZGRkSFhYWFZMTExm3KLs0+fPskTJkyoa4nYFB316sGbb+p0p3HjoG9fbV5Mn661+owpZLt2aUv3iy/0kTOPNzxcW7t//asm33POsc+HRVlcXFxo7dq1Ezp16nTesGHDEseMGbP3jTfeqDJnzpyaERERmc2aNUt95JFHau3Zsye4VatWKWvWrAmNjIxMA+jWrdv+/v37NwoLC8u66KKLUurUqZPRt2/fRnXr1s3o2rXr/j59+uwPDw/P9Huv9B07dpRv2rTpYYCkpKQy06ZNq7Vhw4a4kJAQt3v37hOWWWnXrl3q2rVrK+b3+iwRm8IXFQUxMTB3rraUW7XSOtYPP6w34owpIPv2wddfH2nxrlunr1eurJ8Bx47V5Nu8uSXefBs+vD7r1xfs/aXmzVN46aUdJ9slPT1ddu7cWW7gwIHnzJw5c3vXrl0PAQwaNGjfoEGD9gG0bt067UTHZ2RkSO3atTOcc4wZM2ZPaGioGzhw4D7/ffzfa9u2bWXDwsL+XMQ4ODiYtLS0MiNHjqx3880374mKiko59hz++5YtW9YlJSWVqVatWt5GiWGJ2ARKUJC2jPv21dEvM2fqMouPPaZzkK2WnzkNKSk6sjmnu3nlSh10FRICl14KAwZoi7d1awi2v3bF0qpVq0JatGiRkpycHBQUFOROfcTRxo4duyc/+1esWDH78OHDfw5kDgsLy964ceOG6OjoKqNGjWo4dOjQ3XXr1s346KOPqiQmJgbfdtttib17996fs39GRoaEhobmK0771TSBVb06PP+8lhgaN07nHM+erd3Vl13mdXSF6pzwfPdYmVxs3w4ffqiPpUu1VnNwsM7f/cc/tMXboQOUL+91pCXMKVquhSUmJia0ffv2B4cPH76nd+/e5y5dunRT/fr1M0995OkJDw/PysrKkpSUFAkNDXXr1q0r36JFi/QRI0YkxcXFVUhLSyszZMiQ5CFDhiQnJiYG3XbbbfVyEnFCQkJQtWrVMsuXL2+J2BQDLVvqX9G339Y61lFR2nx5+mm9t1wCWUWt05OVpevxfvCBJt/16/X1Jk30DscVV2jrNyzM2zhN4YiNja1w8cUXH2rZsmX6o48+Gt+7d+/G33zzzU/5TXb5ERUVtW/JkiWVevbseWDy5Mm1Y2JiKoWGhmadd955aW+++ea2nP0mTZpUe9y4cYk5Xy9atKhyly5d9uX6pichzhXatXimbdu2buXKlV6HYfIqJQWeekofQUHarPn7322CZim2bx988okm3o8/hj17tNV72WW6Gue118J553kdZckiIjHOubb+r8XGxm6LjIzc7VVMXvn2228rTJ06tdbChQu35rY9Ozub2267re6VV165v2fPngdyXu/WrVvjqVOnxkdGRqbndlxsbGzNyMjIRse+bi1i473QUB24NWyYto7/8Q/417907ePrrisxo2qs1vTJ/fyzJt4PPoBlyyAzU+9k5CyFbVWrTKB07NgxdcWKFfszMzMJzmVwwZQpUyK+/vrryvv27Qv66aefQsaPH5+YlpYmPXr0SD5REj4ZaxGbouezz7RUZlwcdOsG06Zp5a5i7qnF/wPgvu7nexxJ0ZCRAd98c+R+708/6evNmx9p9f7lLzaOL1CsRVz4rEVsio+uXWHNGh1Z/dBD+pd5wAAt7nvhhV5Hd9osAWsX86JFmngXL9Yu6HLltIjG7bdr8m3UyOsojQmsgNSaFpHuIrJJRDaLyIST7NdORLJEpE9+jzUlTNmy2ir+6Se9X7xwoSbkG26AVau8js7kkXM6uOrJJ3VAVUQEDBmiywb26QPvvafJefFineNrSdiURoWeiEUkCHgBuApoBgwQkWYn2O8p4JP8HmtKsIgIXe5m+3Z44AGdLNqmjVblX77c6+jyZdRrMYx6LU9la4u1tDQdaHX77VqxqkUL7cxITdWlAn/8UUtLzpsHPXtCpUpeR2yMtwLRIm4PbHbO/eKcOwxEA9fnst/twLvArtM41pR0NWrousfbt8Pjj+t8lo4dddLoF19o06uIS0o5TFLKYa/DKBS//67j63r1gpo1oXt3/bpFC5gzB+Ljtbjaww9Du3a6nLUpFrKzs7NLxmhJj/m+j7lW2wrEf4e6gP9E8Hjfa38SkbpAL2BWfo/1e48RIrJSRFYmJibmtospCapUgUmTNCH/3//B//6npZM6dtSVnopBQi4JnNM7BI88ostQ16kDt9yiyXboUP1R7NkD77+vhdNsEYVia31iYmIVS8ZnJjs7WxITE6sA63PbHojBWrn9AI/9azkNuM85lyVHT1XJy7H6onNzgDmgo6ZPI05TnFSsCHfdpZW5Xn5Zb0Jeey1cdJFOf+rVy5pdBcw5LSE5fz4sWAC//aYzyy6+WCuVXnut1mkpIbPNDJCZmXlLQkLCvISEhObY+vVnIhtYn5mZeUtuGwORiOOB+n5f1wN2HrNPWyDal4RrAleLSGYejzWlWUiIJuNbboE33tA1kPv00elOkyZB//5WZPgMrV+vyTc6Gn75RcfRde+udwiuukpv45uSqU2bNruAHl7HUdIF4hPOCqCJiJwtIuWA/sD7/js45852zjVyzjUC3gHGOOcW5uVYYwDNDsOGwcaNmjWCgnR4btOmOirocMm8N1tYNm/WRNu8ud7nffJJaNxY7/v+8Yd2Of/tb5aEjSkIhZ6InXOZwFh0NPRGYIFzboOIjBKRUadzbGHHbIqxoCBtBcfG6pSn6tX1JmXjxjBjhg7dNbmKj9fb7u3bax3n+++HatV0jY6dO2HJEhg+XF8zxhQcq6xlSjbnNIM89piWcTrrLJ2XPHp0wFcJ6Df7OwDeGtkhoOc9mcREeOcd7XZetky/Xa1ba/2Uvn2hQQOvIzSBkltlLRMYdvPdlGwiWqR42TL46isdTXTffdCwoQ75TUryOsKA27cPXnlF7/PWrq0rGCUm6tSiTZt05PM991gSNiZQLBGb0iMqSlvHP/ygy/g89JAm5IkTYdeuUx9/hlo3rEbrht7066ak6EjnXr30vu5NN2nSvfde7cXfsEHrpdiKRsYEnnVNm9IrNlZHWb/9to6+HjlSm4IlZNLr4cNa4Wr+fB1cdeiQtoD79tWu5/btbaqROcK6pr1jidiY//0PnnhCpz8FBWlz8b774OyzvY4s3zIztY5zdDS8+y4kJ+t4tT59dAxbVJStZmRyZ4nYO5aIjcmxdSs89ZQWCMnKgsGDtdu6adMCefucOtOzhrQpkPfLkZ0N332nyXfBAu1lr1RJu6H799fFrMqVK9BTmhLIErF37B6xMTnOPhtmzYItW3QpoAULtDBIv36wdu0Zv33rhlVp3bBgVrZ3DlavhvHjNexLL9Xp0lFROgp61y7497/h6qstCRtT1FmL2JgT2bUL/vlPeOEFOHBAy0iNGaP/etS/+9NP2oMeHa3Pg4OhWze959ujB1Su7ElYpgSwFrF3LBEbcypJSVoM5MUXISEB6teHESPg5pt19FMhO3xY1+2dPRuWLtUBVp07a7fzDTfowlTGnClLxN6xRGxMXmVk6PDjWbPgs8+0VXz99TBqlK4AdYpFJvJb0GPrVl1C8KWXtHHeqJHm/7/9TVc7MqYgWSL2jt0jNiavypbVJuinn2q/8F13aZGQbt10Au7UqVoZ4wxkZsJ//6u9340bw9NPQ4cO8PHHWv954kRLwsaUNJaIjTkdTZpo4o2P15u2deroyKl69WDQoCP1IvMoPh4mT9ZWb8+eOjbswQdh2zYtme3hbWljTCGzRGzMmQgJgYED4euvdb3AkSPho490+PKFF8L06TqZNxfZ2bB4sSbehg21xGTz5no/ePt2Tcz16+d6qDGmBLFEbExByUm8v/2m6wVWqgR33KGt5eHDdeQ1uozgk0/CuedqS3f5cm1Mb9lyJDHbEsrGlB55TsQi8lgur1lnmTHHqlhRE++PP+oKCkOG4BYsgFWrSPs2hsl15/D4xAM0bKjTkOLjtbDXOed4Hbgxxgv5aRHXFZEBOV+ISATwWcGHZEzJsbdRa/55/mza1NrJzzQhO8vxYtZIkkPrsPT80fQ7P9YKbhhTyuUnEY8ERohIexFpB3wBPFM4YRlTfDmn3c1Dh2qv9N//DiERlal8fh1CLm0Ly5cTdOMNuhZhq1Y6LPrVVyE11evQjTEeOGUiFpF/i8idQAfgNmAO8CLQ0zn3USHHZ0yxsX8/zJwJkZHQsaOOdh4+HNas0cR81lm+qcYdOmgS/u03rdyVlATDhmnWvusuXYTCGFNq5KVF/Kpvv+HAm0AjIAkYLCJ9Ci80Y4qHmBgttFGnDtx2mw60mjMHdu48kpgBulwQQZcLIo4cWL063HknbNyoJbOuvFLLaV5wgZbOio6G9HRPrskYEzj5rqwlIsFAMyASiHTO3VMYgZ0Jq6xlCtuhQ5onZ82ClSuhQgWt9zxqFLRtewbr/O7apas/zZ6tpbXCw7VZPWKEjeYyhcoqa3nHSlwakw/r12uO/Pe/tSu6WTNNvkOGQNWCWVhJZWdrBa9Zs+CDD3RZxm7d9GTXXqtVvowpQJaIvWOzFY05hawsePddXffhm290WcEbb9Sc2LFj3lu/+ao1XaaMdlVfeaXOb/rXv2DuXOjdG2rW1AD699f1D09R49oYU7RZi9iYE8jIgDffhClTtLR048aafIcN01yYX2+v3AHAjW1Ps1xWZqYWnX7jDW0lp6ZC3bq6XvKAAdCmzRn0iZvSzlrE3rFEbMwx0tP1Nu1TT2mt55Yt4f77tTFaZOo9HzyoK0FFR2s5rowM/aTQv78m5Qsv9DpCU8xYIvaO9WkZ45OSAtOm6Zio0aMhIkJz3Zo12hN8pkl476HD7D10uGCCrVRJa1y//77WzJw3D84+W0t0NW8OLVpoU37LloI5nzGm0FgiNqXe/v1a+7lRI53G26SJjpP6/nu47rqC6+0d/XoMo1+PKZg381etGtx8swa9c6fezK5SBf7xDy1offHFOl/5t98K/tzGmDNmidiUWnv2wEMP6cpHEyfqLdZly+DLL6Fr12J6u/Wss2DsWB1Vtm2bLmickaHlverX1/nJs2bB7t1eR2qM8bFEbEqdhARd7ahRI3jkEc1NK1bAokU6CLnEaNgQ7r0XVq3Sal0PPaQXP3o01KqlSz+9+irs2+d1pMaUapaITamxYweMG6e3Up99Vrud163T9X/blvQhKk2baiLeuFFvet9zjz4fNkxb0b17w9tv641yY0xAWSI2Jd6WLVqYqnFjePFFHVS8caNOTWre3OvoAkxEa24++aRW7vruOxg5Uv/t21eT8uDB8OGHcLiABpYZY07KErEpseLitOLVeedpJaxbb4XNm+Gll/S1Uk8E/vIXeO45LRry+ef6KeXjj7W7oFYt/aZ9/rlWNTHGFApLxKbEWb0a+vTR1u5//qMjobdu1fUUGjb0OroiKigI/vpXXa0iIUFbxNdco/OUu3bVwiHjxukyUiWw9oAxXgpIIhaR7iKySUQ2i8iEXLZfLyJrRWSNiKwUkUv9tm0TkXU52wIRrymevvtOyzC3bq0zeSZNgu3b4ZlnoHZtr6MrRsqV0yT82ms6R/ntt7WW55w5+u/ZZ8N998EPP2hNbGPMGSn0RCwiQcALwFXoqk0DRKTZMbt9jq7k1ApdbnHeMdsvd861sqov5ljO6QqCXbrAJZfo3N/HHtME/Nhjp1eK0vgJDdXuhXff1ZWh/v1vXeni//5Pu7Vr14abbtLt+/d7Ha0xxVIgFn1oD2x2zv0CICLRwPVAXM4OzrmDfvtXBKzvy5yUc1rZ8bHHtLe0Vi1t+Y4cqUWniqI+bep5HcKZqVxZb7oPGQJ79+oP4MMPYeFCeOUVXRGqc2ftlrj2Wlu20Zg8KvRa0yLSB+junLvF9/UQ4GLn3Nhj9usFPAFEANc4577zvb4VSEKT82zn3JwTnGcEMAKgQYMGbbZv315IV2S8lJ2tf/cff1ynxzZooL2kw4dDSIjX0ZVSmZn6aeiDDzQx/+9/+voFFxxJypdcAsG22FtRZrWmvROIe8S51Sc6Lvs7595zzp0P9AQe9dvU0TnXGu3avk1EonI7iXNujnOurXOubXh4eEHEbYqQzEydbtSiBdxwg/aC/utf8PPPMGZM8UjCBVpruigJDoaoKJg6VeeF/fyzFu2uW1f/7dRJC3cPGgTz50NSktcRG1OkBCIRxwP+677VA3aeaGfn3NdAYxGp6ft6p+/fXcB7aFe3KSUyMjThXnCB/h0X0YS8caO2gsuV8zrCvCu0WtNFzbnnwh136Ii53bt1sFePHrBkiS5UER6uyfmZZ7T1bKOwTSkXiES8AmgiImeLSDmgP/C+/w4icq6IVvYVkdZAOWCPiFQUkTDf6xWBbsD6AMRsioBPPtEW8C236BoG770Ha9fqVNfi2Mt562XncOtlpey+aeXKOtjrlVd0WtR338GECZCcrOU3L7hAV9m480747DMrImJKpYCsRywiVwPTgCDgJefc4yIyCsA5N0tE7gOGAhlAKnCvc+4bETkHbQWDDix70zn3+KnOZ+sRF29btugaBe+/r42rnHKUxXIRBnNiv/4KH32k95U//1wXgg4Lgyuv1PvKV12lXdomIOwesXcCkogDzRJx8XTwoC6n+8wz2uX8wAPaw1m+vNeRFYwtiTo5oHF4ER3W7aVDh+CLL44M+Pr9d/3kdfHFmpSvu067R+zTWKGxROwdS8TGc87pGJ7x43XJ3CFDtBRynTpeR1aw+s3+DoC3RnbwOJIizjktj/bhh/pYsUJfr1//yCjsyy+HChW8jbOEsUTsHStxaTy1erUOuB00SOcCf/ut1owoaUnY5IOIlkd78EH48UdtHf/rX7pg9L//rVW/atTQAWBz5mj9UmOKsWI45MWUBLt3w/3369/RGjVg7lwt0BQU5HVkpsipVUuHyA8fDmlp8NVX2lL+4AN9gC4u3aWL1su+/HKraWqKFUvEJqAyM2HWLL3/e+CA3gN+6CGoWtXryEyxEBKig7muvBKmT9d5bF98oY9339WWM2gZzr/+VZNzp05QrZq3cRtzEpaITcAsXaoL+Kxfr38fp0/Xv5fGnBYR/QVq1gzGjtWlGtes0aT8+ee63uXzzx/p6s5pMV96KVSs6HX0xvzJ7hGbQrd9u645/9e/6sjo//xHaz1YEjYFKihI7yPfe6/WwU5Kgq+/1i6XihXhn/+E7t21dRwVBZMn63abu2w8ZonYFJrUVHjkEa3Z8OGH+jwuDnr1slkoJgDKlYPLLtNE/NVXmpg/+UQnqaemwqOPard11ara1f3UU7BypbasjQkg65o2Bc45bfXeffeR1vDUqbpAgzGeqVgRunXTBxxpMX/+uXZnT/AtlV6liq4ildOV3ayZfXI0hcoSsSlQGzbofeAvvtD6C19+qY0OY4qcatXg+uv1AVqCc+nSI4O//vtfff2sszQh5zxseUdTwKyghykQSUl6y+2FF7S88GOPwYgRxbMmdGH5LO4PALo2O8vjSEyebNt2JCl//rkmatCpUv6JuYRMlbKCHt6xRGzOSFaWDk6dNEnXih85Um+91ajhdWTGFCDndKWonKT85ZdHlnO84AKdu3zppbrucoMGxbIr2xKxdywRm9P27bfaDb1qlQ5CnT4dIiO9jqroslrTJUhWFsTGHrm/vGyZ1ssGLQvXsaMm5UsugVatisV6nZaIvWOJ2OTbzp1w333w+utQr54u0tC3b7FsBASU1ZouwTIzYd06WL5cH99+qyMVQYuQtG9/JDF36AA1a3obby4sEXvHErHJs/R0mDZNu54zM3W65oQJVhshr2K27wWgTcPqHkdiAuK333T95ZzEvGqV/scBaNr0SGK+5BI4/3wo4+1sUkvE3rFEbE7JOV029q67YPNm6NlT1wi2waPG5ENqqs5Tzmk1L1+uRddBR3B36HAkMbdvH/BPuJaIvWNjWs1JbdqkCXjRIv3Q/sknR6ZhmvyxFnEpV6GCFhi57DL92jn4+eeju7M//li3BQXpveWcxNyxoy4DaUokaxGbXB06BA8/rF3RFSro1KSxY6FsWa8jK77sHrE5paQk+P77I4n5hx8gJUW31at3dGKOjCzQ/5DWIvaOtYjNcVavhgED4KefdGnCKVO0poExppBVqwZXXaUP0HvKa9ceSczLl8OCBbqtQoUjg8A6dtSu7erW21IcWSI2f3IOnntOR0TXrAmffab1CowxHgkO1pWjWrfWLimA+HgdBJaTmKdOhSee0G0tW+onaY8Hfpn8sURsANi1C4YN03vBPXrosq5FcIaFMaZePbjxRn2Adl3nDALbvduScDFkidiwZAkMHQrJyVqicvRomxNsTLERGqoVdaKivI7EnCb76FSKHT4M48frCnA1a8KKFTBmjCVhY4wJJGsRl1I//wwDB2qP1qhROi84NNTrqIwxpvSxRFzKOAevvaYt33LldN3gXr28jsoYY0ov65ouRfbvh8GD4W9/gzZttGa9JWFjjPGWtYhLie+/167oX3/VWtETJ2rxHhM447s39ToEY0wRZIm4hMvKgqefhgce0FkPX3+t8/9N4FlpS2NMbiwRl2C//QZDhsDSpdCvH8yaBVWreh1V6WW1po0xubF7xCXUBx9oKdofftDiHPPnWxL22tOLN/H04k1eh2GMKWKsRVzCpKbqOsEvvKCLt0RH69KnxntTerfwOgRjTBEUkBaxiHQXkU0isllEJuSy/XoRWSsia0RkpYhcmtdjzRFxcXDxxZqE77pLB2hZEi46GodXonF4Ja/DMMYUMYWeiEUkCHgBuApoBgwQkWbH7PY5EOmcawUMB+bl49hSzzm9/9umDfzxh9aL/r//g/LlvY7M+Pss7g8+i/vD6zCMMUVMIFrE7YHNzrlfnHOHgWjgev8dnHMH3ZGFkSsCLq/HlnZ798INN2h96KgonRvcvbvXUZnczF32C3OX/eJ1GMaYIiYQibgusMPv63jfa0cRkV4i8j/gI7RVnOdjfceP8HVrr0xMTCyQwIu6r77SAVkffgjPPKMt4Vq1vI7KGGNMfgQiEee2hIA77gXn3nPOnQ/0BB7Nz7G+4+c459o659qGh4efdrDFQWYmPPigrhVcoYIuTXr33bb6mTHGFEeBGDUdD9T3+7oesPNEOzvnvhaRxiJSM7/HlgbbtsGgQbr06LBhMGMGVLLxP8YYU2wFog21AmgiImeLSDmgP/C+/w4icq6ILr4nIq2BcsCevBxbmixYoFOS1q+HN9+El1+2JGyMMcVdobeInXOZIjIW+AQIAl5yzm0QkVG+7bOAG4ChIpIBpAL9fIO3cj22sGMuag4dgnHj4KWX4C9/0SR89tleR2WMMaYgBKSgh3PuY+DjY16b5ff8KeCpvB5bmqxeDQMGwE8/waRJMHkylC3rdVTGGGMKig3vKaKys+Gf/9QW8IED8Pnn8PjjloSNMaaksRKXRdCuXToQa9Ei6NFDa0XXrOl1VMYYYwqDJeIiZtUquOYaSErSUpWjR4PkNonLFDtWa9oYkxtLxEXI0qVw/fVQvTqsWAEt7O92iWJ1po0xubF7xEXEe+9pacoGDeDbby0Jl0RWa9oYkxtrERcB8+bByJG6ctKHH2qL2JQ8OXWmuzY7y+NIjDFFiSViDzkHTz8NEyZoa/idd6BiRa+jMoXlxcFtvA7BGFMEWSL2SHY2jB8Pzz6r84RfeQXKlfM6KlOYqle0H7Ax5niWiD2QkQG33gqvvgq33w7TptmCDaXB2yt1IbEb29Y/xZ7GmNLEEnGApaZC3756L/iRR+D++216UmnxTkw8YInYGHM0S8QBlJysBTq++QZmztQ5wsYYY0o3S8QBkpCgA7Li4iA6WlvFxhhjjCXiANiyBbp1gz/+gI8+giuu8DoiY4wxRYUl4kIWGwtXXgmZmfDFF9C+vdcRGWOMKUpsrG4hWrYMOnXSFZOWLbMkbIwx5niWiAvJBx9od3StWlqy8oILvI7IGGNMUWSJuBC8+ir06qX1or/5RutHG2OMMbmxRFzAnn1W1xK+/HL4/HNbR9jkbt26dTRs2JAXX3zxjN5n8eLFNG3alHPPPZcnn3zyhPs1atSIFi1a0KpVK9q2bXtG5zTGFCxxznkdr0YcmwAACuVJREFUQ4Fr27atW7lyZUDP6RxMnAhPPQU33givvQblywc0BFPE7T10GDhS6vK7777j73//O999991pvV9WVhbnnXcen376KfXq1aNdu3bMnz+fZs2aHbdvo0aNWLlyJTXtk6E5ARGJcc7ZpzQPWIu4AGRmasnKp56CUaNg/nxLwuZ41SuWO6redEREBBs2bDjt9/vxxx8599xzOeeccyhXrhz9+/fnv//9b0GEaowJIEvEZygtTYtz/Otf8MADWjErKMjrqExR9PbKHX/WmwaYMGEC6enpbN++/bh9L7vsMlq1anXc47PPPvtzn99++4369Y+Uy6xXrx6//fZbrucWEbp160abNm2YM2dOAV6VMeZM2TziM7B/P/TsCUuXwnPPwbhxXkdkijL/WtOLFy/m0KFDXHPNNWzYsIGGDRsete+yZctO+X653VaSExQu//bbb6lTpw67du3iiiuu4PzzzycqKuo0rsIYU9AsEZ+mXbvgqqtg7Vp4/XUYNMjriExR99bIDgCkpaUxfvx43n//fV5++WXWr1/P1VdffdS+l112GQcOHDjuPZ555hm6du0KaAt4x44jLez4+Hjq1KmT67lzXo+IiKBXr178+OOPloiNKSIsEZ+Gbdu0TOVvv8H772tCNiavHnvsMYYOHfrnSOb333//uH3y0iJu164dP//8M1u3bqVu3bpER0fz5ptvHrffoUOHyM7OJiwsjEOHDrFkyRIefPDBArkWY8yZs0ScT+vXa8nKlBT47DO45BKvIzLFxZyvt5Dw6y98+umnfPvttwC0aNGCKVOmnNb7BQcH8/zzz3PllVeSlZXF8OHDufDCCwG4+uqrmTdvHnXq1OGPP/6gV69eAGRmZjJw4EC6d+9eMBdljDljNn0pH5Yvh2uvhZAQWLIEmjcv8FOYEqzfbJ2mlNNFbUxRYtOXvGOjpvNo0SLo2hVq1NCEbEnYGGNMQbBEnAdvvAE9esD552vd6EaNvI7IGGNMSWGJ+BSmT4fBg+HSS+HLLyEiwuuIjDHGlCSWiE/AOXjwQbjjDp0rvGgRVK7sdVTGGGNKGhs1nYusLBg7FmbNgptv1n+D7TtljDGmEASkRSwi3UVkk4hsFpEJuWwfJCJrfY/lIhLpt22biKwTkTUiUugrOaSnw4ABmnzvuw/mzrUkbIwxpvAUeooRkSDgBeAKIB5YISLvO+fi/HbbCnRyziWJyFXAHOBiv+2XO+d2F3asBw5A7946P/iZZ+Duuwv7jMYYY0q7QLT12gObnXO/AIhINHA98Gcids4t99v/e6BeAOI6SnIydOsGK1ZA06bwwQf6AF3UYcwYLeJxTCVCQNcfHjYMdu+GPn2O3z56NPTrBzt2wJAhx2+/+2647jrYtAlGjjx++/3369SpNWvgzjuP3z5lihYWWb4cJk06fvu0adCqlX7AeOyx47fPnn3kmp999vjtr70G9evDW29BbsvnvvOOrrv8yiv6ONbHH0NoqC6IsWDB8du//FL/feYZ+PDDo7dVqKD35wEefVTXePZXowa8+64+nzgRjl1RsF49LUEK+r1bs+bo7eedBzlrIIwYAT/9dPT2Vq30+wc6aC8+/ujtHTrAE0/o8xtugD17jt7epYsuBgKwbh1kZUPnzke2X3st3HOPPvd/PYf97tnvHuT9dy/nekzxEohEXBfY4fd1PEe3do91M7DI72sHLBERB8x2zuW6dIyIjABGADRo0CDfQVaqBE2a6B88W7LVFIaGWzqQmup1FMaYoqbQK2uJyI3Alc65W3xfDwHaO+duz2Xfy4GZwKXOuT2+1+o453aKSATwKXC7c+7rk52zsCprGWNMSWWVtbwTiMFa8UB9v6/rATuP3UlEWgLzgOtzkjCAc26n799dwHtoV7cxxhhTIgQiEa8AmojI2SJSDugPHLXcjIg0AP4DDHHO/eT3ekURCct5DnQD1gcgZmOMMSYgCv0esXMuU0TGAp8AQcBLzrkNIjLKt30W8CBQA5jpW9g809dFchbwnu+1YOBN59ziwo7ZGGOMCRRbfckYY4zdI/aQlbg0xhhjPGSJ2BhjjPGQJWJjjDHGQ5aIjTHGGA+VyMFaIpIIbD/Nw2sChV7Xuoixay75Stv1gl1zfjV0zoUXZDAmb0pkIj4TIrKytI0ctGsu+Urb9YJdsyk+rGvaGGOM8ZAlYmOMMcZDloiPl+vqTiWcXXPJV9quF+yaTTFh94iNMcYYD1mL2BhjjPGQJWJjjDHGQ6UyEYtIdxHZJCKbRWRCLttFRKb7tq8VkdZexFmQ8nDNg3zXulZElotIpBdxFqRTXbPffu1EJEtE+gQyvsKQl2sWkc4iskZENojIV4GOsaDl4Xe7ioh8ICKxvmu+yYs4C4qIvCQiu0Qk1yVhS+LfrxLPOVeqHuhSjFuAc4ByQCzQ7Jh9rgYWAQL8BfjB67gDcM2XANV8z68qDdfst98XwMdAH6/jDsDPuSoQBzTwfR3hddwBuOZJwFO+5//f3t2D2FGFYRz/P7DGb1CMiCRqgmiURAUVtVDxA1HTBDsRDIhNDAkp04gWNsEqhUiKIJLGFBo0ICg2EkEXRRBXCcgSNS4KwQ8UYiFrHou5xWZJ2Fm8c86duc8PbjFzp3hf5nKeOcPMPVcDvwNratf+P3p+ELgT+OY83w9q/JqGzzTOiO8B5m2fsP0PcBjYtuyYbcAhN2aBKyRdW7rQMVqxZ9uf2v5jtDkLrC9c47i1Oc8Au4F3gFMli+tIm56fAY7YPglgu+99t+nZwOVqFja/jCaIF8uWOT62j9H0cD5DG78GbxqDeB3w05LthdG+1R7TJ6vt53maK+o+W7FnSeuAp4ADBevqUpvzfDNwpaSPJX0paXux6rrRpufXgFuBn4E5YI/tM2XKq2Jo49fgzdQuoAKdY9/yd7jaHNMnrfuR9DBNEN/faUXda9PzfmCv7X+byVLvtel5BrgLeBS4GPhM0qzt77ouriNten4c+Ap4BLgR+EjSJ7b/6rq4SoY2fg3eNAbxAnDdku31NFfKqz2mT1r1I+l24CDwpO3fCtXWlTY93w0cHoXwWmCrpEXb75Ypceza/rZ/tX0aOC3pGHAH0NcgbtPzc8A+2wbmJX0P3AJ8XqbE4oY2fg3eNN6a/gK4SdJGSWuAp4Gjy445CmwfPX14H/Cn7V9KFzpGK/Ys6XrgCPBsj2dHS63Ys+2NtjfY3gC8DezscQhDu9/2e8ADkmYkXQLcCxwvXOc4ten5JM0dACRdA2wCThStsqyhjV+DN3UzYtuLknYBH9I8cfmG7W8l7Rh9f4DmCdqtwDzwN80VdW+17Pkl4Crg9dEMcdE9XsWlZc+D0qZn28clfQB8DZwBDto+52swfdDyPL8CvClpjua27V7bvV0eUdJbwEPAWkkLwMvABTDM8Wsa5C8uIyIiKprGW9MRERETI0EcERFRUYI4IiKiogRxRERERQniiIiIihLEERERFSWIIyIiKkoQRxQg6TZJP0p6oXYtETFZEsQRBdieo/n7xb6vdhQRY5YgjijnFLC5dhERMVkSxBHl7AMulHRD7UIiYnIkiCMKkPQEcCnwPpkVR8QSCeKIjkm6CHgV2AnMAVvqVhQRkyRBHNG9F4FDtn8gQRwRyySIIzokaRPwGLB/tCtBHBFnyXrEERERFWVGHBERUVGCOCIioqIEcUREREUJ4oiIiIoSxBERERUliCMiIipKEEdERFT0HxvTyCM7m9+8AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_35_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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aJ9PbPrAkY7qXElIKGgJEKuEdHBzk8OFaNm/u4dixYerqLFgsnjBHCI+ZbLTYMGCiD2PsHUbxoeQ5NjFEFpfzJjK5HI3BQP+pU2O269qzh649e9A89BBzN21i3qc/TVpJSdTrDAhq6Mx+/My4p6dnSsV4fGbDZIkVpvD7/TQ1NaHRaMjNzQ1umyz8+OCTFN2LiEQKGgKEiq4Qgv7+fvbvP8uWLf38/e99OBwjYYmqqnRSUobp73fFPS4HerwoyaedboolXdMbrGOIbD67vAvT7p0Rt3P29nLgiSc4+OMfU37NNVTfcw+lV12FLE5xDIixTqcb83hAjB0OBzabLdhtF86FKQIx44AlZTimWnQjESrGQogx/duShR8XB0nRvQiYTEFDALlcjs/no6enh927z7BlyyAvv9zL8PDY2W99vYXSUj0qlZyuLkfcx3ejppd8SmiijWlx7wewj9UM7T7BJ3kPFe6o2wq/n6bXXqPptdfIqKig+p57mP2pT6HOlhbeCBAqxoEZI4yIscvlCs6MQ8VYrVaPmRlrtdoLJrqhBOK+AaQUfoRW7CULPy4syZjuB5hAjm1vby8AWVlZgPRVeSEE7e3tbN9+jNde8/B//9cbM93LaNSgVitoabFKOpcMP6U00kKVpP0AimjlLp5Gj7RzKtRqZtxyC9X33INx0SJgRDQPHTrE4sWLJY8jGkKICQt4DocDIQTDw8MUFRWNEePzuYBXV1eHwWAIvi+kkiz8OK8kF9IuJsZXj7W3tyOTySiJEssMR8AX4a23zvLSS1ZefbUHKdYH2dmpGAxqamuHJF4BlFNHM9Ml75dDDxv5FXn0SN4XYOaGDRSuXk3VjTdyoq5uykU3EsPDw5w4cYLS0tIx2RR+v39CzHiqxPjs2bPk5+eTkZExBVdwjmhi7HK5SE1NRaPRJMU4OknRvRgYX9AQuF3s6OjA4/FQXl4e13F8Ph/t7e1s21bLli0W3nmnn1mzMmlrM2O3S3tJ9foUysr0nDw5EHvjcZTRQAvTgPgEpoQmLKTjQsNt/J6ZnJZ0vrxFi+g5NJINkaLXk33FFVzxta+Rt2jReReF4eFhzpw5w4IFC8Y8LoQYE6YIzIwDYhxa+KHVaicY9ETj9OnTFBcXk5aWNtWXExYhBPX19WRnZ5OZmTnmueTMeAJJ0f0gE66gIfTN2t3djcPhoGK0YCASXq+XlpYWXnutni1bLOzbN9YXoaREhc0Gg4PR46bjUasVFGqGaByU3jGimBa6KMRHSsRtjHQigB4Kgo/J8HMNL7GKHZHfvSHoi4pwW624LRPLkw3z5zN30yZmbthA6hTPCgO4XC5qa2sjpuSNJ5oYh4sZhxPjkydPUl5ePmFx8Hxy5swZCgoKxsyuo6W3hRZ+fMjEOCm6H0RiFTQE6OnpwWw2M316+Nt1t9tNc3MzL73UyObNZo4eNUc8Z0VFOmazW1J2AoAcH0W00ka5pP0AjHQwRBbDaMc8nkU/Oqy0UxZx38t4j/U8TwqRK9/kKhXpZWUM1dVFHYdSo6HqxhuZ9+lPk7906ZR+8J1OJ/X19VRXV0/qOFLEuKmpienTp6PRaKboKmJz6tQpSktL42rZFE/hR2hq2yWWUZEU3Q8S8RY0BOjv76evr4+ZM2eOeXx4eJj6+kZefLGJzZvNnDkT3wJUWVkaLpcHk0ma8J5bJKuUtB9AjnyAYb8CGxnoZA4MopNWyhHEvp0uoZlP8RvSCW+yU7BiBV179kgaT/asWSOz309+Ek1OjqR9w+FwOGhsbIxZ8ZcooWIcSG/r6+sLxlcDM+JAepuUMIUUjh8/TlVV1aSEPp7Cj3Az44tMjJOi+36TSEFDgMHBQbq6upgzZw4wMquqrW3ghRdaOHLEx7Zt3ZLHU1ysw+cTktLCAowskknPTjCoLOSqrdRbcvAgrXQ4nSHu4NcU0zbm8fxly+jet0/yWAIoUlOpXLeOuf/6rxStXp3wB9tut9Pc3MzcCGXL54PDhw8zd+5c/H7/mJmx3W7H7/eTmpo6Zmas0+kmLcZHjhxhzpw5qOKoDpRKJDH2eDyYzWaMRuPFVPiRFN33i8kUNASwWCy0trZSXl7O6dMNQV+Ejo6RiqoVK4zs2SNdeAsLtcjlMtrb7bE3HocU4ZXhp4QmBpUFuL2Qq7LS7s6TfE4lbm7mL8znMABp5eU4urvxuaTN2CNhmD+fGbfeyqzbbkOXny9pX5vNRmtra/CL8UJw8OBBFi5cGFZIAyls48MUPp9vUmIc7Zzni8DfdtasWWFNm0IX8AKTmvT09As2vggky4AvNIHFMYvFglarTaigIYDD4aC1tYdf/7qZLVsG6O0d64uwZ4+JFSvyJQtvZ6cDo1FDWZmelhabpH2bmU4Z9TFDDYW04iKVVioIhGU73arRzAZpYQovKp5jE90UcLV6Bx6Xa8oEF0CeksLu//gP9nz3u5StXcvsjRuZ9olPxOX58H4URwQKZcIhk8lQq9Wo1WpyQsIn48W4o6MjohhrtVqUyrES4ff7z7t50Hi8Xm9wdjue0MIPgDfeeIOjR4/y6KOPXtAxSiEpulNMaI6t1+vlxIkTLFu2LKEP5NDQEIcPn+X5501s2dKH1eqLuG2iwmsyOTEY1FRUpNPYKM2YvIUqSmmkjdIJsdkcelDhopOJucV+FLRQSTn1NFNBvCllAd7haszq2azr/l+JQYrIFK5aReeuXQAIn4/mN96g+Y03UGdnM3PDBmZv3EhulMyE8dVhFwqp54wmxm63G5vNhsPhCCvGWq0Wn8+Hz+ebIMbnE5/PF3FmHc5Nb6rzlqeapOhOEeHa4SiVyqizkUjHGRgYGOOLEK9n7Z49JlauzGf3bmnC29fnwu32Ulysor1dWjpZKxUU0UI3BfhIQY+FbHpppZxYYtpMFUW00EO+5BjvkaESurifjTxDNtJziEPJnjMn4kKca2CAo7/4BUd/8QtyFyxg9h13MOPWWycsvl2IhpvnE5lMRmpqKqmpqWHFODAz9ng8HD16FJ/Ph0qlmhCmOB9iHJjpxoPZbJ6QQ/xBIym6kyRcQUMiMx4hBL29vezde5bNmwfZvn2QwkKdJJNwgN27ExNei8WLTKaiPB+aJYaHOyijmGZScNFK+UgoQcK+OfQwTCo2pM1QTBTycx7kdp6lgnppgx4lJSsLa2cnIowD23h6jx6l9+hRdv77v1Nx7bXM3riR0o9+FLlCIfnL9WIhVIyzs7Pp6uqipqZmghh3dXVht9vPixhLFd2yssgpiB8EkqKbIJE6NCRynO7ubnbuPMuWLWZee60Pj2dEANxuP7NmZXDmTOS823AkKrxmsxuXeZg8+uihKK59AmlkPeShxYEaJ3akrWz3k4cOK7l004u0BSwHen7L57mOF1jGbkn7IpORXlRE/4kTknbzu93Uv/gi9S++iK6ggFm3307R9dcju8CLN+/n7Hq8GIeOaarF2Ov1kpoa351QcqZ7CRJvQUM8x+ns7GTHjpEW5v/4Rz9+/9gPkd3upavLSVVVOvX10uKtu3ebWLUqn127pAnvMKkMyY0UKkx0eqL74xbSihM1LaMzWyf60fBCDwNIy06wk8Ywaopppl1iAYYfBS+xgW4KuY6/oSD2rBWgcOXKYBw3UexdXRz88Y85+OMfU3jddQyvXUvVjTeiTtCE5oNMPLP5aGLs8XiCMePu7m7sdjter5eUlJRgfnHg35SUcxWMUmLIFoslKbqXClILGiIR8EXYvr2OzZst7NjRH3V7s9mNQiEjPz+F7u74zcUBdu1KTHjdfiU9/mxKNX20Og0Tnj+3SDbRO9dGOipUlGoHaHVIs1v0kkI75aMLbNLzgI+yGA9KruEV9ETPxshbtGjSghuKprSUrtdfp/OVV9jx9a+Td/nlVN58MxXXXEN6VtZ5SbG60OGMaAtasZDJZKhUKrKzs8OKcWBmPF6MdTodNpsNlUqFx+MZI8bhsFgsyYW0i5nJFDQEkMlk+P1+/H4/ra2tvP76iNju2RO/c9fAwDBZWQqKi3WSc2p37TJRXa3j+HFp+3lJocOZSREtdIyW6eplNrKFiVbKiLZI5kZNuyOFUholxXcDNI9mRbRTij/Ot2ilvpcum5rDLKOemdzO7ymjKey2+qIihuoTiwGHQ5WeDm43YvTuR3g8mN58E9Obb7I/I4Ocj3yEnLVryVmwAL1ej06nC87oEs14eD9CC36/f8q/PAJirFKpJlhUBsIUFouFoaEhenp6xohx6E9AjM1mc8JWlxeKZHFEGKaioCHA3r17yczM5LXXWtiyxcKhQ2bWrMnn3Xe7JB+rsFCLzycwmSI3i4zEqlVGyTNeCHguNKPATzsleCXGaxOdtQLk04GZLJzjPBtCyaKPVJwTOlbI8fEJXmIF/xyTpR6vT4MU8i67jJ7Dh2Nul1FVRdn69eRdfTUiIwO73Y4QIljGGxDkeNoFnS+/4Gic71LnSBw7dmyMx0RozDjw09rayk9+8hMcDgdf/OIXmT9/PnPnzh2TiRGNgYEBbrvtNpqbmykvL+f5558PK9533303r7zyCnl5eZwYtxbw1FNP8b//+78olUpOnTr1IyHEN8KdKym6IQTSvux2OyaTidLSUiCx27jh4WEaG5t47rmzbN3q5PTpsbe7q1cb2blTugiWlupxOLz09UkvCli4UM+RI9IMwktpYJBssuhPaNY6coxG2iiLy2dhPNkqO363iyHGfniUuCmmhRamRT3uAuUJ1nv/SCojBSWJ+DREIzS/VwpFq1cz85OfpHLdOvwqFXa7HZvNNqGr8XgxDrwXvV4vR48epaamZsquJRZWq5X29nZmz559wc4JI+XO8+bNixla6O7u5pZbbuFzn/scp0+fJisri+9973txneMb3/gG2dnZPPTQQzz22GMMDg7y+OOPT9jun//8J3q9nrvuumuM6L799tv84Ac/4NVXXyU1NRWZTGYUQoQ1hU6KLhNzbEe8DWq57LLLJB8r4Ivw97+3snmzmYaGyLf1y5fnsnevdLPuioo0BgeHJVs0AixbZmDfvt6Y2+XTgRc5fSHZBIl6LgAU0E4/ObiRbpSixkkWfXSNFloU04yZDKzEt2BSoDZzX+mblGS5J+XTMB5DdTX9J0/GlW4WCYVaTcW11zLr9ttH0s9GF4xCG2mGirFMJkOn06FWq+nr66O6uhq1Wn1B4ruBW/wZM2ac93OFsn//fhYvXhzzGoUQXH755Rw+fFjy32PmzJns2LGDgoICurq6uPLKKzl79mzYbZubm7nuuuvGiO6GDRu49957Wbt2beChZBlwOMIVNAQcjgLZCfFit9s5fbqeF17oYPPmQdrbY4cA9u/vo6Yml4MHY4tgKI2NVqZPz8Dr9WO1Shvnvn19rFpVwK5d4cMbGQygx0xHmAyCkdLfBlriKHwYTxfFZNOLh+G4xTKACw0mCqngLMOoo1pBhj23K4NH667jU4btXLlqFebmZmwdHZKOMR5Nbi62jo5JCS6Az+Wi7m9/o3n7djJKSylcuZIZt95K/tKlwXhlXt65TBC/34/D4WBoaAifz0ddXR0ul2tMr7fA7FilUk2pGPt8vvel6g7iu9sMTCATuWaTyURBwYifc0FBAT090iZDtbW1vPvuu3znO99BrVbzz3/+c4kQYn+4bT+Uohsrx1apVAazFGJhtVo5caKWF1808fzzA3R1xX/b7/MJTpwYYN68bE6ckFZVVVdnprxcjdfrx+mU9sHftaub6qJhjnecy31MxUkBHbRQjpnICxEtVFJMc0xj8nAMkIsOq+R27Qq8lNBEC+UU04YMn+RQhVuoeLb3Wmp73+Hj7MU4dy6qtDR6jx/Ha5do+COXo83NndAufjJkVVXRc+gQfSdOcOzpp0kvL2fGLbcw49ZbyQm5nZfL5ej1ehQKBYODg0H/3kBYzG63Mzg4SHt7O8PDwygUirBinAjnYyFtKnG5XGi1keP/a9eupbt7YkjvBz/4waTP7fV6GRwcZO/evezfv59ly5Y9L5PJKkSYUMKHSnRjdWgIENquPBJDQ0McPVrL5s09vPDCAIODblauNEoSXYDhYT8tLTamT0+nrk5aLm5zs4vq6mxqa4cmdPWNxfEONeXU00I5ZTTSTQHNcZDI3iIAACAASURBVBrQtFMeYkwuLVxgJw03KgpppZPSmNvn08EwqmBYo4VKjHRiJQ0H0tvU7OYK2inlkyd/RwZmlGo1+cuW4XU66Tt2LK5jFK5YMaXpZoWrV9O5c2z7eUtzMweeeIIDTzxBzrx5zLz1Vmbccgtpo33yxhvPKBQK0tPTJ7hreb3eoBj39/fT0tKCx+NBqVSOEeLQDIBITCZl7EIwNDQU1V1s+/btEZ8zGo10dXUFwwuhdxfxUFxczE033YRMJmPp0qUAfsAATLiN/VCIrtSChkjPBXwRDh6sDfoihN7e795tYvXqfMkLZFarB5VKTkmJnrY2aW5fx48PcNllORw/PhCzw+94PKRQwVkakL4wYqKIbHpRyX1Y/dLa+HhIpZuiqE5jGuzkYqI1TDt3E4XosGKkExOFksfeyjR+yle5jd9T6aoPxnm1+flkVlZibW3F2tYWdl/j4sVTKriG6mq6dkevpOs/cYLdJ06w++GHz4Uf1q6N61ZfqVSSkZExIXc1NDe2p6cHm802Jh0rIMShVWPvh+hKKa+eTDXaunXr+N3vfsdDDz3E7373O9avXy9p/xtuuIG33nqLK6+8ktraWgAV0Bdu20t6IW0yBQ27d+9m5cqVwDlfhH37annhhUG2bu3D6YwcflixIo89e6QvkBUWavF6/fT0SE8JW7w4l0OHeoknxJhNL6k4ggtTJTTSnmB2QYbSjtzrYJCJRRTxEC6lrIwGTBhxEb33lxwfJTQn1MkCRkqYP8ZrrOEt5OPe6tmzZ5OamUnfiRN4rCMZH2klJbgGBvBIDUdEQJOXh/B6cQ1IN+yRKZXkLF/Oon/9V6Zdey2qONrnxENoOlZgAS/gNObz+dBqtRQWFk6JIXq84zl16hQLFy6Mue3evXvZsmULv/zlLyWfp7+/nw0bNtDa2kppaSmbN28mOzubzs5O7rnnHl577TUAbr/9dnbs2EFfXx9Go5Hvfe97fOYzn8HtdnP33Xdz5MgRVCoVhw8f/qgQ4q1w57rkRHcqChpgRHSXL19OT08PO3ee5YUXzLzyyjlfhGgoFDKqq7M5ciR6tVk4KirS6O11SF4gA1i2LI99+yKLfZpORra9NmyH3hGnMOlxWgA1DtIZpCeBWSdAmbKdNm8+BpUDmdsqefYqtZBiPLM4zi38GQ0TQ0OK1FRy58/H5/HgttkwT1FRhUyhIGvmTAamIC6s1GqpuPZaZmzYQOlHPoIiTp+CeAn4KdTX1wc/S4HuFPE20UwUh8NBQ0NDXL3nXn/9dQ4cOBA21et94NLvHDGVBQ1+v5+dO3fS1ubl7bdd/PnPXRN8EWKh1SopLtZRWyvNrAagokJNV9ew5AUyCHSRMI15TKmUsWyJgQN7WhhGHXHffDoYIAd3lG0iocSDkY5g9Zq0fd3MyRnpNmzzJ9Z7K5dunGgkO5UFyKaX23mWQjrDPm9cuhRzYyPZM2fi6O1laOQWMmEKV66kM0ZYQdLxRvOFVRkZVF53HdNvuoniK69EESNOK4WGhgYyMzODBQex2suPF+NEMh+k5AY/99xz9Pb28q1vfUvyec4Dl67oBtK+fD4fR44cYf78+ZPyRejo6ODNN+v44x972bVr5DZyzRoj774rvZDBYFCjVAq6u4djbzyOyy7L4dixfnw+6S/BSPXZiPAuXpyLyWSPO1ZsoBs7epxIv10dacvTSKuE2/1CWrHJM7H400hnCJXcR58/sUaRWmykYcYUp0NaKDL8TKOe+RxmMXvHfGIy589naNwim7a4GH1hIba2Nhxd0qoLjUuWYNofNpsoIXIXLqT3yJEJj6uzs6lct47pN91E0Zo1yCc5A62trSUvLy9m3DSQ6z5ejCF6wUc4BgcH6evri9gJO5Rf/epXaDQaPv/5z0u7sPPDpSe64XJs33vvPWpqaiR7d3q9Xtra2nj99Tq2bLGxa9fgmOdlMqipMXDggLR8WoCSEi2Dg8PYbPGloIWybFlu1HBBND72sSJMJgfHjkkPcWTRjwcFNon5tAHiKaLQYSWLvgmOYim4MdIp2WksgBw/5SltNHrin3Fn0o8KVzA8Mo8j3MDzaHChLy5meHAwahxXM20acq0WV0sLPlv0L7e0sjJcfX1TFhfWFRTgdTgYNke/o9Lk5lK1fj3Tb76ZwhUrkCUw6zx9+jTFxcWkpUnPGoGxBR+BmLFrtN2SVqsdI8aBgo/e3l5sNhvTpk1cUB3PE088waxZs7j99tsTGt8Uc+kUR0QqaABISUkJpsPEg8fjobm5mVdeaeSFF2wcOBDehEYIOHlykBkzMiSHC9raHFRWanC7h3G7pYUL9u3rlewSlpmpYu7cLLZvb2fVqvhzYUMZJIc0zGTSP6H8Nh7O9U+bGDsO+O92URhWWD2oJuU05kdOo6eMUprooAhfFK8IGX7KRtsN+TjnfHWChSNpZYo/M1+rxNbeHvWczqYRYx2ZUklWdTV+ITCfOQPjCmwUo0IyVYIrUypRpaVhj2Om7ezt5fgzz3D8mWfQFRRQdcMNTL/pJvKXLo37rnCy2QuhBRyhBAo+7HY7ZrOZzs7OYMGHTCYjJSWF/v5+dDpdoMQ27PEvBi9duAhnul6vF4/HEzaEcOzYMaZNmxbzmzjgi/DSS81s3mzlxIn48mPz8tTIZCRkOLNkSS7790ufKQNxGeQoFDJWrDBy7FgvFss5C8gZRhu1psRWtrXY0GKXVMgQSjHNdFIUXODKoQc5vriNyotpwZRAK58AOfTgRhW2Ai6LflIYpoeCiPvL8bOW/wub3RCLlLQ0DHPn4rZa6T95EoCM6mrMx49Lu4go5NTU0H/w4KSOkVZSQtWNNzL9ppvIXbgwatz16NGjzJo1K25D8cni8/loamoKWjra7fawBR86nQ6VSsX999/Pvffey4oVKy7I+GJw6YQX/H4/Hk94X9nTp09jNBrH+HWG4nQ6aWpqYmhoiN//3sGzz7ZIPv/06Rm0t1ujpoxFYtGidA4dklYAEWDx4kwOHBgM+9zChTmYzS6amsKb2YxYLJYjtXQXQIWLLPoTipMCGOnAjh4DppjmNOEYKR1WYo1SJRcNDQ4y6Q+mx42d3ca3yFRJLbfwJ9KRZhYUQJufT95llzFUVzdllpLZCxcyECaOmyjGmhpcAwNUrl9P1fr15C1aNGFSc+jQIaqrq2MWUUwlzc3NaLXaMcUKXq8Xh8MRTGkzm83cd999eL1eli9fzurVq7nsssviFt/JOowdOXKEz33uc7hcLpRKJT/72c9YunTph0N06+rqyMjImFBNYrfbaWpqwmq1Mm3aNIxGI0NDblavfomGBukiuHhxYvFdCMxapS/KASxcmM6RI+fCG6WlenJzU+PybiimiY4wXXvjQYmHIs0QLc5cyfsW0IoMgRV9wsKpxkEGgwkLf0BozWSixCO5JRCMxKBv5i/M5IzkfTOrqrC0tuJ3u0kvK0NfXBy1ACMW6RUV2Do68A9LX6ANh764mOGhITwh8ei00lKqRgXYuHgxMrmcAwcOsGjRogvqv1BfXz/B+DwS69at44EHHqC7uxuLxcLXvva1uM4xWYexq6++mgceeIBPfOITvPbaa/zwhz9kx44dl05MNxrjjWqsViuNjY24XC4qKiqYO3du8Ns7KyuVLVvWsmbNy9hs0joyHDjQl1DlGcC773bHzKeNxPHjFhYtMlBba+ayy7LZs8dEa2t8XxrtTKOIFrpCbvfjxUsK7a4cSmiiLUyFWDg02DHQTduoHaQGO3l0JpTL60KLm9SoFWyxkAF6zFHDCdGwk8bvuZdV7OBqXkVJfHc6Sq0Wn9uN3z3iCGdpacHSMnKHlTl9Otq8PIbq63GYTNEOE0Sh1TJst0+Z4CrUahQq1RjBBbC2tnL4qac4/NRT6IuKqFq/Hs/MmcgWLZqS88aLlFY9NpuNq6++GrVaWsrj1q1b2bFjBwCbNm3iyiuvDCu6l19+Oc3NzRMel8lkWCwjn0Oz2UxhYfT3+EU30w0kaoejvb0dn89HZmYmDQ0N+P1+Kioqon5LvvxyC7feGrkmOxorV+axe3d8H5ZQUlLkzJqVwfHj4cMF0Vi9Oh+v15OQJSSMzDx7yI+6wBQJGX6m6XpotEefKQYaVY6vKJPjpVjeTqs/8W6tZTTSKqF6zpBqQ+6x0+MfuftJZ4hUXAnNdgMU0sYn+QM54as8x5C/dCnd770Xc7ucuXNRpaczePZs1Ao1Y00NpknGcUMpWLaMLgl2l7qCAirXraPqhhsoWL580mlosTh58iTl5eUTFt/CsWbNmoRsHTMzMxkaOreInpWVxeBg+M9mOFvH06dP8/GPfzxYK7B7927KysounfBCJNEVQtDQ0EBnZyd6vZ7Kysq4eyX94AeH+f73D0kei1IpY/bsxMQzPT2FnBx1xDjseGbMSMPjcdPU5EStllNYqKSxMbHZTj7t9JOb8ALVSErYxLzJDAbQYJ/QxSH8/on58gIY6cRCBs4oZcLRYrdyfJTSNKkxqHCxnhdYSGQBzF+2TLJ/r0wux1BdjVKjoe/kyWAJMiRumB6JyRq6a41GKq+/nqobbqBw5cqgF/BUEu/iXSwv3WgOY5s2bZqU6H7lK1/hiiuu4Oabb+b555/n6aefZvv27ZeO6MJI9kEAIQR9fX00NjYik8lQq9XMnz9f0vH8fsHtt7/J1q3SF9a0WjmZmSl0dkrv5JCfr0EIgckUeV+DQc306ens2TP2DaPRKJg+PSOhPFyAPDoZIishU3FgNCVsRLTk+KnQdNHkNMQ9gy6mmW4KJLf/CZCGGY0KetwTv1gzGUCFM2Yoo4gW+shlOEo7oFhcxn6u5wVSGTsRSC8rw9HTg9cpPdMlgFylwlBdjUwux+d203/8+KT9ewNoy8txtrcH+7pNFmNNDYbqairXraP48stRJGgfOZ6DBw+ycOHCmKlqAdE9ksDi4mQNzDMyMhgaGkImkyGEICMjA4vFElF03x9H4kkSuLju7m727t2LyWRi3rx5zJw5M6Egv1wu45lnLmfOHOk5fg6HH4VCSWam9DdZd7eTtDQVev3EGYJSKWPNGiMul3uC4AI4nT5qa83Mn59Y9VYPhaRjQU1iOaMtVFFKA7l0kkkv9c5CSSGLdsrJZAgd0sukAaxkMODWUELzmMfLqceGLq7YcQdlaFQyjIrYYYJIHGYJP+VBOkIW+eQqFTKFYlKCC+B3u+k5eBBzQwOu/n7yamowLlmCfJIpW6mZmeByTZngKnU6HL29nHz2WV666Saeqaxk22c/S8PLL+MZrURLlPEWlpFwuVwJp7IFHMaAhBzGCgsLeeeddwB46623YlbPXZQz3aamJpqbm8nKyqK8vDzYsM5ut1NXVxeXI1E4GhosrF69NaE2OPPmZXHmzKBke0WABQtyOHGin4Bv+mWX5TAw4KSlJXbprlqtYMaMxGe82fTiRCO57HekR1krbhT0UIA3wVCFDgsaHAnnAsOI0A6QjQZnQlaPcvxMU3fR4EosOwJAg421vM5S9lC0YvmU9mHLXbCA3qNHg78rNRq0lZWoUlIYOHVK8qLa+ONNFuPixZgOHAj7nFKjoXTtWiqvv55p11wzIvgS2L9/P0uWLIm5XXd3N1/84hfZtm2bpOPD5B3Gdu7cyf3334/X60WtVvOzn/2MmpqaSyu80NzcTHZ29oRvNrfbzdGjR+N6kSLx5psdXH/9G5INbiBg6Sh9YQ1g+fI82tttGI0aye171GoFFaUqTtUmNqvIpB8vyrjNYgpox44Gy2gVlwETDjQ4iGwgHQ0lHvJpT7j0t4wGfMjoxTipUEGi4QYjnTjRYCGTWWkmrrc+TSbhqxulEs7gPBSlRoOhuhq/z0ffiRMxBbho1So6pjAunDZ/PtY4zd/lSiXFV1xB5bp1VPzLv6CNwyg8XtE9e/YsP/zhD3n++efjGssF4NIKLxQVFYW9lUikt9l4PvrRIv77vxMT7T17eli9WnpKklqtQKmUUVCQIllwAVwuH3V1VvJJLO9ziBzk+Ekj+oJgKk5KaaCLoqDgAvRhRI4ge6JJflx4SaGdaZQjrXBAh5VCWmmhgnamkYobA4l96cFIuEGFm1ziNbDxU04dPRixjFa9nbEa+X98jcPUTHrGkjNnTswZs9fppPu99+g5eBC5QkH+kiUYFy9GHiammrtw4ZQKbvbcudhGq+3iwe/10vrmm7x9//38evp0XrjmGo789KdYWlvDbh9jQjgGi8US98L5+81FKbqRkMvlkl6ocAwPD/Pxj6ewdm1is7adO7tZujT+IoIlSwykp8vZubOL/fsHE/ZL8AglfRRQkKDwWshCICdLHn6GVkQzCtwR27DbyMBGWsLnhxHPhhKakRP7i7OEJrzI6RytNAOwkMkgOZTRkPAYrGTST17ML4B0Bsmjm2aqEOM+RsNo2MKn+AubsMcwYo9EakYGzv5+RJy9+gC8Dgfd+/djOnAAuVJJ/tKlGGtqkKtU6AoLsYx6REwFmpwcnCaTpPGNQQg6d+/m3W99i9/Nm8ffr78e37iip3jjuTDSqicpuueR89Fu2uVycfr0aQ4ePEh6ejrPPbeemTOl+8oCHDs2yKxZ0d8AZWV65szRs39/Dz09524Jd+0ysWZNYjmkXlLopTBh4bORgUeeSlbIjFWHdbSarSxm+MCNmm4KKZ2E6LUxDQN9aAkfz1bjoJgm2igPGwbwoaSFSkpoQkliKXV+FDRTRRGtqBkfshGUK1sZlutjFlqcZD7/j69xJoF2SBmVlXEXTITD63DQ/d57mA4eRKnRkD1jBpnTp6OQWDgQFrkcbX4+zr7EFyDHo7nqKo6fPEl9fT1dXV1YLBaGh4fjLoy4WMxu4CKN6Ya24BlPaJudeHC5XDQ2NjI0NMS0adPIz88PivrWre/wla90JGRwYzCoUSgmmuNotUrmztVz6NBgVK/cyZQLK2U+CjVDtDpil06GQ4MdLTZ02DCRn1CcdJqymSZveULnB0hjiBSGGeBc3K+IVgbJjLshZTZ9+IGhBFsJjYzDjBoHvRSQipM8umlLIPa8hD18gpcmpJaFY6rzcUMN05VqNTnz5iGTy+k7dQpvDCvKCzG+mgcfZMXDDwdbBQU8FaxWKy6Xi6ysrAkevONnwM888wwpKSl86UtfmrJxTZJLayEttMnkePbu3cuSJUti5vU5nU4aGxuxWCxBP4bxM+jdu3cDlXz846/F1aZnPFVV6XR22nA4Rr4gFi7MoLnZwtBQfLdkiZYaAyjwYJSb6PRLX5FPw0wG/XhQJex3ACMhgA5KEm6jkyr3kOPvol+ej9HfGjG0EY0Uhkf9eeMrXw6HHB8VnKGbwoQ9hmHkS+AW/kLZuDS3UNIrK7G2tExZOldeTQ09ESrY5CoVhrlzUaSm0n/qFG5L7JLyaJkKiVB8+eWsf/HFsIUVZrOZrq4uSktLx4ixczQVT6vVotfrOXv2LPv27WP+/Pls3LhR0vnjMbtpa2vjrrvuoru7G7lczr333sv9998fa/8Pj+geOHCA6urqiDl7DoeDxsZGbDYbFRUV5ObmRgxX7Nmzh2XLlvGb39TypS8l9s2+aFEOJpOZ1FQSqiBbuTKf3bsTF948OumKo9V5gDIa6KQQD2oUeCmgbVKCZaQTMxkxm0xGolBpIlPn55Q58ZQyGLmuVsolG/7I8FFGIy1UkE8nFtKxJ5ilMXI8P5fzFlexbYJ/g1KnQ6nT4epJrMR7PLqCAjx2e1xiKlMoyJk7lxSdjsHaWlz9E1MQNYWFeM3mKTVg/+S770bMYhgYGGBgYICqqomVgwEPXpvNxlNPPcWOHTuw2+0UFBQwb948fvazn8UVD47H7Karq4uuri4WLVqE1WqlpqaGF198kTlz5kTb/8MjukePHqWyshL9uO6odrudhoYGnE4nFRUVGAyGmLHh/fv3s2DBAlQqFV/+8i5+9StpDlMjVWMpgODYscSTxMP1PYsXBd5R4S2Jul06g2ixhS3hDa0+S4QMRrwEzMQf7pDjHS3VrQRkFNOMiQI8CVawARgVvTh8qVjjFM00htDgGBO7VePAQC/tCfSCC6WAdm7lzxhDsi2mchYpUyjImj6dgTPSXdGQyciZM4fUjAyGGhpwmEzI1Wo0ubnYE3RGG49cqeTG116jcPnyiNv09PTgcDgoLy+PebwHHniAT3/608yfP5+6ujoWxWnMI6UaLcD69ev50pe+xMc+9rFo+19aKWPRxHJ82pjNZuPo0aOcOHGCwsJCli5dGnV2G+lYTz65nJUr459tzZ6tRquFY8ccHDvmZOnSxOKrAHv3mli2LHZOYzh8KOmJsbhWqW7HgSaiZ0ILVZLTuUIxk42bVPIiNH0cTza9ZNI/6o0w8jq1U45+NLcgUUy+XDwo41poLKEJN6kTFstcaGmnjGmpnaQkuFAH0EUxP+MBdnI5fmQUrlw5pbftxiVLEhNcACHoP3mSzt27cZhMZM6YQe6yZYlnKoRh1SOPRBVcGFm7kbKQlpGRQVpaWtyCC2AymSgoGHmNCwoK6Ilxl9Hc3Mzhw4dZtmxZQvvDJWbtCCNC6fF4sFqtNDQ04PF4gk5jUrMeFApFcMFOpVLwl798lJUrt9LREfn2Ki9PicGg4tSpsQsU7703yOrVBezcKa2JIYy0CzpwoJdZszScOSN9Ue+c8LaOCTVkMIBeK6fBETtu20zVpGK0TnS4UVFMU9RwRRn1tFEW9hyDGFDhooiWhLoOw4hodqMebQdUwfh5RwrDFNBBa4yQStNwIRkMomKA3gTtIr2k8H+sp0G3jBv2/y7BPsYTSZ8zh+69e6foaKDJzqZrtMw1fdo09IWFOHt7GUywI3LVTTexII7mkV6vN27DdLPZHNZ4HKKb3UjBZrNx880385Of/IT09PjulmQjoiMjJGpwUYpuNPH0+XzU19eTkpJCZWVlxBciHsbPmo1GDZs3r+Wqq17B5Rr7rZ+SImPBgjSOHrXQ0xN+hXrnzm5WrjQmZAfp8wnq6pzMnq7idJ30MuUR4S2ikFY6KaaMBjoox+yI/y3QxjQKaKcfQ0Jt2n3BIoiJLmV6zOixxPTLdaOmI9hDbWIPtngQyGmmigLaGCIrWAJtoBsvKTEFN4CZLOT4KKch4bEAtDky+ZtmE6tKO1hgfRNnT+KpYlqjkeGOjoT3H09GRQU9ISYylqamYL6v1mgks7ISt81G34kTEIcZT9aMGXz0qafimgD5fL5giX8soonu9u2RrVuNRiNdXV3B8MD4BggBPB4PN998M3fccQc33XRTzP1lMplMjMK4MO1FGV4Ix9DQEAcPHmRgYIDs7GwWL148KcGF8BVuixYZ+MUv1ox5bPZsHXl5qRw4MBQzy2HPnh6WLk0wVOCD2non+YSv4Im5P0qG0VDBGVqowpvAd24XxaRhQUtibYdgpAiilAZkowtJJTThISWmJeTYY1RRQGfChj0AXZSgwE8unZRRzwA5DEmIO0Mgp7eSPEykx6joC0eBxoxSDFPvyOd3DTX8b88N+CsWU7hqFfoYZtgTkMvR5OTE7AwcLwqNBuHz4XOFd8FzmEx07t5N37FjpKalkb9sGcaamoi5wCk6Hdf+6U+o4uwmLCW8MDw8HLdAhxKP2Y0Qgs985jPMnj2bBx98MOb+QgiEEEImkxXKZLIHZTLZH2Uy2e9kMtlPZDLZNy7KhbRQT93BwUEaGhqQy+VUVlbicDiCi2WTpbGxEY1GE4zZwMiqaWdnJ9/+9n7eestKeXkaBw5ISxJPSZEzd24WR44kllyuxEMOPRLTufyU0UA7pfiRU6EfoMEmvf1OgDSGUOCdVA5sCY3I8U1qkS6dIVJw0Z+gYY4W22gLds/ool3iqBjGSEewW0YsputNNNgM+MdlVKgY5mpeZSm7yZlehdZoxNLcHLMr8VTnz6bNm4c1xMIwXhRqNTlz5yJPSWHw9Ongl8DHf/tbZtx8c9zHibfleywv3WjEY3azc+dO1qxZQ3V1dTAj4tFHH+Xaa6+NuL9MJnsUKAQOAT5ADxiAnItSdGEkjaOhoQGlUkllZWUwxtLb28vg4CAzZsyY9DlaWlpQKBQUFxfj9/vp6uqiubmZ3NxcSkpKufvunfz974mVVmo0Cioq0jh5UvrsCEZij1n0x2VhmMEAqTgmbDvZrISR3mUWTAl0YcinAxs6lKMlv4m0eg+gwEMhbXG3EgpQQDtmMoLFFiO/p8ddfBGJYprpJS9iUUkqTvKUg7R5o792ZTRwI89jGO1QkVlZiS4/H1tHB5ZxbWOm2jmsYPlyuqYgLiyTy8mZO5eK665j2be+JWnf48ePU1lZiVYbvThnMl665wuZTFbFSPi2WQgxZsX1ohRdIQTHjx+nsLBwwrfg0NAQnZ2dzJkzZ9Ln6ejowO12o1KpaGlpIScnh2nTpqEaNRNxOLx84hOvJtTvDEa6R+TmqhNqjgkj3QvSGaQvykJOGfV0UBzRLLyMOlrCdIGIlxS5j3x5N23e+GbdI10bGscsYqXiIoceOiXkE4ejjPq4cnFl+CmlcTR+PHZmpMFOFn2THoseC3qsdI+7GzFgwk1q0CAnFko8rOX/WMk/x7SBTy0owFBRgb27e2Qm6fdHbfMjhfRp03B0deGNEFaQSt6iRdyybZtkY/MjR44wZ86c4OctEm63m2uuuYb9+/dPZphTTfCNJZPJ5KO/K4UQwxdlTFcmkzFr1qywtx2B7IXJ4vf7sVgsNDc3Y7PZWLx4MTNnzhzzBtBqlfztbx9nxozE1p0tFg9ms4eSEmletgHcqLGSSTYTRT+dIYy00UJF1O4MLaPxVUisI4HHr6DdW0ClNnYBRwYDZNM7mgp27q03jJouiqlUTS4HtIUqculFFyXerMdMLt2jM/yJt6JOdHRSRhmNcRnvRMJGOt0UUU5D8DhlNDBATtyCCyMZDq+zjqf5Mj0hIZThri46du1iqKGBzOnTyZ49m6xZ0EnTtwAAIABJREFUsyY9S1Ko1SDElAmuQq+n4IEHOHbyJHV1dXR2dmKxWCKW8YcSb0zXbDbHnU3wfiCE8AshfEKIYZlMVnlRZi/Aue4R45msvaMQIhhG0Gq15OXlMXPmzIjb5+SoeemlT3DllVvp7paeztXX5yI3N4WsLCWDg9LHPYwGOX6y6GNwNL5aSv2o/WJ8b8RWKimimS6KE0oHE8hpcOSPZhSED1eU0kAnRXgjtGEXyGlwl4y28SlMuI1PDwXoFU6Mvs4JhuZFtNBPblwhmRYqyVUO4vH6JhX6aKYSIx3osdLArISP004ZP+VBPsI21vA2itEvyfF+u5rcXLKmT8cjIaMglLyFC6ckrBDg47/8JZXXX4/b7Q6W8XZ0dGC32/H7/Wg0mqCngl6vR6PRBOOyQoi4qso+iGY3MpnsGLBUCOEa/V0F3Ah88qIV3UikpKQkNNMNFducnBwWL16Mw+GgI470m/LyNLZu/QRr176M1Sr93L29HqZNS0MIF0ND0tPBnOiQ4cdIG3L8CXkUdFA+2rDSgCeBdDAYySgopZG2kG69WoWbPNUgzc74xtROOTn04EaFNUGfA5tPg5380VSuShR4KaZFcvv2Xm8WKrmP6bp+6qyJCW82PQyjoQ8j5bIGmkXiqWU+lGznWk5RzY08x9yZ6RP8dp29vTh7R1ziVOnp5Myejd/rjcvgPH/ZsikV3AWf+xyV118/MhaViuzs7DGduYUQOJ3OoBibTCacTidyuRydTofb7WZgYAC9Xh81xBAojPiAMS8guKMoGLm16rhoRTfSKqVcLscv4ds9VGyzs7OpqakJ+ja43e64Z80LFuTw/PMfY9261xMyx2lqsjJrViYejx+7XfqMN4derKQhm8QNZjfFGDBhxxe10240WqmgkDZ6yMNAL1afnmantBS5fvIYkc12SWlkoYhRe8YKzmBDL1lwA7j9CuqsBopppk+Wj0vE35aohEa6KME72o24WVSSSzdelMG7kkTopISf8wAf69zPCl99xHsTt8USbK+uVKvJq6lBrlTSf/o0nnF+DOllZfTF2QEiHvIuu4xV3/9+1G1kMhlarXbCQpnP58NutzM4OEh/fz8tLS14PB5SUlLQ6/XBH61Wi0KhYGho6AM10x3tLByY4T4G/LsQwimTyd4G+i7KmG404k0ZEULQ2dnJnj17sFgs1NTUTGj1LDVU8ZGPFPHrX18pdchBzpwZorIyg5SU+NNezvnLTmMIAy60GEjMIAdGukCk4iItwYaRAF0UUk4DVvTYE6yzcqLDRAFlkyg/LqaZNspwow4b95ZCO+WkiGHy4ugqocAzOuOvCApugF7ysZAxWladeGdfPwresC7n5zxARxxfTF6XC9PBg3Tt24fX4cCwYAEFK1eiNhhQqP8/e28e5VZh3v1/tGtGI82+76s9Hu/L2MaEQIlZsrAkh+UlCW4CISRv3pIQSHPa97RN2hRC0yY0gbSQ0JAdQgnOQhL8FkgMNrbxglc8q5bRSDOaRSNptEv394dGsjSj5UpXNLH7+57jAzMjXd1Z9NznPsvnq0Uml0s20oxLXV7Odd/7HooCjSIVCgV6vR6VSkVvby+bNm1icHCQgYEBqqurCYVCWCwWjh8/zic+8Qm++tWv8tZbb7F3717GxsZEJ11zc3Ps3r2b3t5edu/endZ23WKxcNVVV9Hf38/AwACPPvpo4msPPvggq1evZv369dx8880JG/d40F0qKXxAEISwTCbrA54G3nXJBd1cime22YJtXIXUh2+9tZtHHsm+U55NJ0/OsWGDODZEs8KKnHCKt5gPHW4qRXMO0slJNQIyKsl/jtjAPDVMM0I/IJdknyOgWHIdzq+ppSBMOyNM0E4ILU6qWaBSkqMExByIHUtli0wB08A8lcxnLfFEUGGkhzqmqEDaxMEUjbzALfyW9xIUWQePhsM43nqLyQMH8M3M0LRrF7qmJvTt7UUZV7r6scco7yycTAfpm2jxEkVbWxtr1qxh69atfPvb3+baa6+lra2NY8eO8cADD+BwiLONevjhh7n66qsZHh7m6quv5uGHH17xGKVSyT//8z9z7tw53njjDR577DHOnj0LwO7duzl9+jQnT56kr6+Phx56CIjN/gIuQAeJN9EtwBAwfMmVF+JfW271EbdsHx8fp7KyMqWMkEnJ7IV89Bd/sQ6z2cW3vnU27+dCjLMw0BLkzET6vXMVQRoxY46kv2UOoGWeWkm35x4MaPFSi000W6CVcaZoSHTnF9ETQJuTt5BLZrqoxY6X0pxYxXLmURJYUU6IoMJENy0YmaaeIPlvL8GFFeJ6JvFSijspk2/GxKysAZfIEsQ0jSgJSVgjFmhnFAsd2GjmNBv5AM+zCvGgm/qtWzH/138lPta3taFvbSUwP8/s2bOZUVkZtOHee+m54YY8n7VS4XA4JxMbYkFRqVRy1VVXceedd+b1Gnv37uXVV18FYM+ePVx55ZUrsI6NjY2J5Si9Xk9/fz9Wq5U1a9ZwzTXXJB63Y8cOnnvuOSARdD2CIMzLZLIRmUz2C6BMEIQ/k8lkvZdkppucoSZntk6nky1bttDf358z4EJhtkCBQIC3336bm26CG28sHAB+ZkJNW5pb6zomKcGNOUeNMoQaB4106AqncvkpxUl1TiqXiiBtS2/+5UyGQk0nl8tBAyDLahrZghEf2qzbaRN0oCVArYQSDMAUTQTR0IKRmEHlKFba86r5QuznE5twsCcQmGKkJEgrRkx0JzbanFTxA+7mp3xU1ORKaX39CmiN22xm8vXXmT17Fm1VFQ07dlC7aROIAM+IqeOKVSQSEb0CXGhNVyphLFlPPfUU119/PQATsc3B+An9K7Af+PrSx9suyUw3Pqs7NzfH2NgYlZWVbN68GW0x/KEyKBgMMj4+zuzsLB0dHaxatYrBwSg33vhbXnmlsFt9M71Lyws9yInQugTTFpsRRVBiXqySlGnG3CMaaVNOYA6vzJqrmSaCLOfEhJEeyeNgi+jxU0IbYymvpyBCC+Oim2UuKpATkbyRF6CEWWrp4TwmCZk8xIK4kmDWsbu49MyjJpTRNug0Gximj2v4Dds4mLJUkSx1ZWVWHzb/3FximkGu0VC7ZUtstff8eQLL6p9qg0FSHXe58uEuuFyujEH3v4Mw9pWvfAWlUsmHP/xhAD7ykY9w1113DQAIgvAW8BaATCbTAuMXbdDNJEEQCIVCHDt2jJqamnc82IZCIYxGI9PT07S3t9Pb25soa6jVCp55Zje7d/+Kt94qLOM00UsXZ1mgsqAAEUWOlU7a5SZM0cJwiFGUWMLNtDOaEtiyYRjTaYIOapgmqCzDFc7fdw2WLiR00S4bwyy0U6EOoAjmppMtV3SpXtyEmTmqC3K2qGOSRcoYoR8DTqqYlWRvFEaNkR4asOKlFFeameZGLMxTlXOcLkAJv+SDHGcLN/EcDcvuEGq2bmUmD35vNBBgKm77E4ecV1biMZtxWyxFqeMmK1+Wbqag+04SxiAGufnVr37Ff/3XfyUSwV//+tcA/yyTyb4mCEKi1rM0QnbwolwDhtjGWPI8riAITE1NMT4+TjQapaurKwVUU6jilj3Lh7TD4TAmkwm73U5bWxvNzc0ZB7ltNi+XXfYzbLb8Z3DbGWaCVlowS8rKAHrL7Ax7pNnedDCMjWZqcGAtcFVWh5tSPAVzaONaVzXNpFvLbEgaK6EMFzoWmRJ9PgLtS/PIy2E18QZeBHEc2ExSEaQJS9LFRKCDUUx0rrB8zyU5EXbxB65iH2qCVPX3M3/+PEKeixOZtOVzn2PXl75UlGPFZbfbCQQCtLfnThRuueUWnnzySVpbs7ujLNeDDz5IdXV1wmpnbm6ORx55JOUxgiCwZ88eqqqq+MY3vpHytd/+9rfcf//9/P73v6e29gI8KhQKoVarbwTeDzQDDsAGBADfRRt046Sx5GBbXl5OV1cXVquVsrIy6uulBRiAw4cPs2nTpgRMORKJYDabmZycpKWlhZaWFlEF/717D/KpTw0zNyfObSBGv0plAEi9HY4dY1jSMeqxUoJ7iYdbeEsgBqmZyBtSA3HfMiNGutDhRi/zYBekBXAZUdqXMSHSSQxcp1q5gCzsZ6ZA8lmyGrASUevRBOckWwRVMMfN2hdZXzXN4mTh0y3Jqly9mtteeQW1rrC57kyKLyU1N+e+c7j22mt56aWXVlh05ZJUwlhPTw+BQIDq6tjizI4dO/i3f/s3fvKTn3DHHXdcA4wC/UAH0EqMNOa6aINuNBplYmKCsbGxRLCNlxGS6WBSdezYsUTjzWKxMDExQVNTE21tbaKCbVynTp3C4dDxoQ+9is+XfSKiCRNOKvGy8o/ojxl4Y8+LBaVGLMxSWxDMPFliapjJ0uGmDFfKiu+FgCnt5wIx0piTigTYPFkG5lARYpbcyx4yIrRhLMgMM1lVWh+qsIeS8IIkUHqy1nKC97EXPW5Jx5FrNGx76inkDTHKXHyVN/4vF6gmm0wmE1qtVlTi9K53vYujR4/m9X58J3XXXXfx1FNPfUQQhB/JZLIPAGcFQUjMK17UNV2n08mmTZtW1GyLBb2B2NjYxMQE09PTNDQ0sH37dtG1puXH2bSpkh/96GpuuWUfkcjK65mCEM0Ys04mmOiRTAaLQW5Gck5AxFXCIhXMpgRqG61U4SCEv+B1XYg12JoxMU0DIbI3YRqwsoBhBVMhPsbVhIU5qgp2HoYYpL0Uz4pxuybMzFKTts6aTrEZ425qmCKMoiDucLPSzqy/HD81QA1NJS5CoSiOsLTtq9NsZJhVXMOLbOONjI22XLrioYdYv7TmG41GEzbpyVtkarU6ha2g0+lE8RTE1nTjSaOYY/53aTHmlhwfhfgk8B1gdKmRFr5og65cLmf16tVpoTcqlQqvt3D3XbgAK5+ZmaGuro7BwUHRfk3pFJ/5fe972/nmNy/n05/en/L1auU80XBQVCA00Ss54zXTQ+vSmFe27KlRMYUrok3rJjxHLaV4qMW+NNJVmKy0LwVwdcrca7LE2PNM0koZC9RhW2EomY+8lOGjNPGa7XlMRizXDPUoErO4Yo8Rm781h1Prt5M+A3IidCnNmMLNRCRk0LFG24c4wRZu4Dka8xyh63r/+1l3112Jj+VyOXq9fgX5LxgM4na7WVxcxGKxxAMSpaWlK7Li5ImkSCSSV+ZayHjnOyVLzDH5MmDf0qdOQKKRdnFnupkkhTSWzGKoqamhsbGRuro6SQEXUhctPv7x1dhsXv7+72Pd4P4WP+cndETzWJktRsZroZuWJbPJdLfAHQxjjGSvcXopS8yrTmQYYRKjeACvYzKFAqbBRzVTogOWh3K8lOVdtlguATk2muliGIeIckI2RZZmcRuwsogu651BvNadKchHUTAWbqOCOTT4JE1LAPgo4QfczVpO8me8hJbcSEddU5NonzO1Wk11dXWi7gmxhMbr9eLxeJifn8disRAMBlPYCnHwTS6JXaL479RHPvIRDhw40CaTyX4C/BnwVZlM9hIwDIxetDVdINFIWy632834+Djr168Xfax4Q25sbIyqqio6OzvRaDSMjo6i0+loaCg8kwMYHx9Ho9HQ1NSE3+9nZGSEhx4a4u23A5w5U7jfmNTAC7Fb5ykaEh33EhapVrmZCOXXCJIa6ADkhGnGjIUuqpkmhFL0Lf1yNWPCQV1B22eVOIiiYIFK1ARowFoQvW25sh1LjxMNAWbyCPJtjDFFI4ECvscWTNhpTMxNl+HiOn7FBo5l3kSTyfjgr35Fy7velekRBSuOf/R4PFgsFlQqFTKZLIF/jP/TaDSJgD87O8vHPvYxXnnllaKfT6EKBoNoNJpmYs2zWmAAqCdGGpNf1EE3FAqlhVv4fD7OnTvH5s2bcx5DEAQcDgejo6MrGnIQ20JRKpWSm3Jms5lwOJzA1XV3d1NdXcPNlz3GvpPSBsqL0VyLYx2rmMGrqsIdKqxBthztWKhWcYpRegnnqPPmkoF51ATzmiToLJvFulhGUEhtBLVgYoYaSTXjuJowLzVLY7fj9VhxUV4Q3U2Hh0pm8rrTyFbuaGeMD/DzFbO9ANseeICdf/M3eZ9jvjp27Bjr169HLpcn8I/xf4FAAKVSydDQEKOjoxw9epS9e/fmtPVJ1tzcHLfddhtGo5GOjg6effbZFUa2FouFO++8E7vdjlwu55577uG+++5LeczXvvY1HnzwQRwOBzU1KXX7lOuWTCarBvqArX861eciSqVS5SwvxIPtoUOHmJ6eZuPGjaxZsyZtU04KFB1it0AzMzOYTCYMBgM7d+6kvr6ewNwsV47+Pes4Kun4Jnro1UujaNlpoZ0R3BgKDrgQ4yQ0YENDYcQqOWHaGeU8a6lhhlI8BZ8LgItK5qkWCbuJ0sEw456qFQEXYiBxBdGca9FiNEkbURQ0Y6SdURzUF4zTXKSMCTpoxkxZDjqckjCtMlPWco2JLh7ns/yaG/ElTac0bNvGYJ4+Z4UqXtONs3Xr6+vp7u5mw4YNDA4Osm7dOrq7u3G73UxMTHD11VezefNm0ZY9UmE3EAvK+/bto60t87y6bCklFwRhVhCEg4IgfPOiDrqZakoKhSJroJydneXw4cPYbDbWr1/P2rVrM9o3K5XKgqA3EPvDGR8f59ChQ2g0GlpaWmhqakqc94GHHiK86OZmfsgAxwt6jbiG3XVpWQ1ipMFHIyZGWEOJRoZBIvnKRgt6TYRyRX5lkzJcVONYGksDO83IiVInkZMQQYmJbloxoiL9nLQaH01M5CyPLKLHRivtjKJA2oRMAA0KIkRQFHyRSpaVNoJoaWeMdBQ0HS4qmMUi5J73jaLgIO/iG/wlx9iKokzPtd/9LgqJvY18lK1mrFKp2LZtG9dddx3XXHMNBw8e5MiRI2zcuFHUsffu3cuePXuAGOzmhRdeWPGYxsbGxN1yMuwmrs997nM88sgjWc9TSFNKuKiDbiZl+iHMz89z5MgRJiYmGBgYYP369TlvSQrJdKPRKGazmTeW9tZ37NhBfX19SinEaTRiee01WnbtQlddyYf4Pv1Ic3M107PkdyZeNdhR40tMJ8wGdITQZAXLiNFMoIxgREGjVpzbcQNWoshWTEF4MDAjq5OMZQSw0EG5JkwVqei/ShyU4GUyzYRGJpnoplIbKhhdWcIi9dgx08XEUjmmUy19YSGIBhNdNKidVCWhOWOAH1neCxuL6Hme2/lR7d9hchXm5fdOKnkFWKFQiG54S4Xd/OIXv6C5uZkNGzbkfc4X9fSC2DGRhYUFhoeHUSgUGQ0tMymfoBsHoxuNRurr61NmepdjIg8+8gjTp07Fvg+5nIYN67ivZIhH31RzLtwv+vyWy0w3rYzlHAWDmG/ZBK0r2Ak+dIRQ04wJq4QtKB86gn51TuBOByOYsiwRRAV5IlO10SipzjsT0KFEnYDmxJpt9QQLOOaMvxQ5GnrLphj21CI2h6nCQRgl9qQpDT8ljAdLaMISK/EUCH+Pyx6sQk6YDkaJECtnSFlNPj0ucMUVP+fuu9fwf//vVioqigO2kaps3IV3Cnbj9Xr5yle+wksvvVTQOV/UQTeXXC4XIyMjCIJAX19fQY6hYpi6giAwPT3N6OgoVVVVbNu2bcU2TvJxnEYjp77//QvPj0aZfiuW5d6iOMLPy/+CUwuFN+4sdGUNvEpCMR5vlkAYRoV16Ta60BlViI1LTdCZdspCJQ/TJLNhzMAFXi4LHVQxQxSPJLPIMCrMdLKKU4zRk3MpI5uiKBj21FOHDT/anJMWTUtBPtNrTtKKioDkn3vs3GJv7xjUfgpbgWzlxPGiAk88cYbnnx/ly1/ezh139CGXF38+NhqNik6onE5nxlXhdwp2Mzo6yvj4eCLLnZiYYPPmzRw+fFjUlNMlWV7weDz4fD7Onz9PV1cXW7ZsKdiiOVumKwgCMzMzHDp0iJmZGTZv3szq1avTrj8mB92DjzxCNMMx5ZEANyx8nW7OFXS+ccUCr4nltb1y5jAwJ5J5EMswpVjmxGWil1bGEw4Q5cyjj85hiuQXCOaowYuOZowFn4uKAM2YOc9aSvFJZutCDEjuo5Q2xjI8QqCDESZpyxnkQ2gw0U09kwU7SygI0YoRI904qcJGC60Ys9rTi9XMjJ9Pf/r37N69lxMn8ncXyaViYR2z6YYbbuDpp58GYqSwG2+8ccVjBEHgrrvuor+/n/vvvz/x+XXr1jE9PY3RaMRoNNLS0sKxY8dEj5Ve1EF3+dVwcXGRkydPcvbsWXQ6HWvXrpVsWJcp6Mbrw5OTk6xfv56BgYGsCMl40F2e5aaTijC38126OC/p3C100oIJGbFg37wE+Z6jNsczU2VaYuHmY5mT6XxqmaKVUfxo8j6PuIJosdJRkM+Ynnn0uBKEtAUqmaV26cIijboVQpMoWZSwmPi8ghDtKmseG2kxTdGEGz0djCR+h2JUgodqZlfwdmOQeQ0djOZ1vEw6cmSaz372D3z2s3/A4SiOvxrkH3QLcQL+4he/yL59++jt7WXfvn188YtfBGBycpL3vve9ALz++uv84Ac/4OWXX2bjxo1s3LiRF198Me/XWq6Lek43jnf0er2Mjo7i9Xrp6emhqqqKU6dO0dnZmVf9NtNrHDp0iJ07dwKxX/Lw8DByuZyenh7Rxw+FQhw/fpzZ732Pt556StRzgqj4MfdgpK/g8wdoYRw5IcwSZ3nrseKkkgCFsXAhtswxTxVKwsxJ3PSCOI+hPC2gZrnqmWCBSvwZzr8BKx7K8Eisp0JsdraceRYopxQvDonEsZqlVf5cixNVTBNCk7MmXMUMSoIp23/5asMGA6dOLRCNgk6n4FOf6uWeewaoqjJIgt3Ex8D6+3P3Nj75yU/y4IMPsmnTpoJf7x1SxvrIRV3TDYfDnDlzBrfbTXd3NzU1NYnsV6VSFQV6I5fLEQSBxcVFhoeHCYfD9Pb25n11VSgULFqtObPcZKkJcQdP8iM+WfDyQwmLhFAiR46KgKT65RTNVDKDmmDekBslQRqwJr4PJUHJ3mkQGyvT4V6xPpyqGP/WnGNpw04zWnySV5ohNjtbgoc6bEwUyB1O1gx1yInQwSjmDOD4JizMUCeqKTi3BOBpYxwHdXnOCAvs2tXI669fmHBZXIzwta+9zTPPmLj33hYGB3VotdoVluliarX5AsyXLzX8qeuiznTD4TA2m43a2pXuucPDw5SXl2cskIuVz+fjwIEDlJWV0dPTk7JDnq++96EPYY9R5fNSAA0/5F4sea6h1mAnkJT11GBnEX3BQ/hx6XBTglf0+JEeJyqCacsJ7UtgbqmVrpid0fiKi1McsWjK82fXxhg2mgu+SMWsiWIrtnoWKMOVFhpUiCqYRU0g5SLTwdjSBEj+P0ctPuqZFPV70GrlDAxUcfRodsfdd7+7mS9/eSutrcrEJpnX60Uul6cE4rKyshUB1uFw4PF46BThRHH99dfz61//uqASwzuszJvUF3PQjYPM0ymZdVCIAoEAY2NjOJ1OgsEgV1xxhSSSkdNo5N8HBhAKXLTwo+GHfEp0ZtgmN2GNNq0gUZUzRxS5JBwjxJpRNUxhy5HFiVlvbWACJ5VFWa9NHisrlfvRR2dXoCDFqpx51ATyJKgJGVds2xjDTmPBTsTL1c4oNppo0cwxFpAGvgGoZQpVqY5Jb/pSTXW1lpoaDefPO0UdTy6X8bGP9fPXf72VmprY9xyJRFhcXMTtdieCcSQSQavVotfrKSsrw+v1IpPJsm56xfWnxtJN0qUZdCEWHNNpYmKCSCQiyu4jWaFQiPHxcWZmZujs7KShoYGDBw+yc+dOSUH3N5/+tOhabib50fLj0gcwezM3oGRLBpbZEJE63Og0AtOBwiY6Ul/LlBEE086IaIi3AScaZRRHuErSOQHUajyUKbzMelUJO/hCJSdCl9bOiL+RXFngBVhP5gtjGW4qlB4mwtKtpNT4ade78bp9BVsnLZdMBjt3NnD69Cwu14XyXEeHnkAgjM2WPzLVYFDzl3+5mU9+ci1q9cq/BUEQ8Pv9eDwe3G43DoeDcDicUp7Q6/XodLqU4CoIAldccQXHjx//k0I7LinjCV3U0wuQeUEi302ycDjM2NgYhw8fprS0lB07dtDY2IhMJhM1q5tNYiYWxKi6vpwPB/814+5/CR5qseVk8i6ixxUuoV4mbetMQIGZLjoYTvm8nDBtS3OmYsE3LiqYjxhoZVzSOQGog/NM+0qpVC/mfnAORVEw4m+mAVtWrkEJi9QylXMUz4OeiXAjbYxLWv01yD1UlEQZdtdipY0WEdwFMRIEOHDAjlIpZ/v2WPmou1vL7KyvoIAL4HIF+eu/foPBwWd58UXjCjJgnCRWW1tLV1cX9fX19Pb2smHDBurr6xEEAavVyvHjxzl8+DCnT5/m0KFDPPfccwVluHNzc+zevZve3l52797N/PzKrUmLxcJVV11Ff38/AwMDPProoylf/+Y3v8mqVasYGBjgC1/4Ql6vf9EH3UwS20iLRqOYTCYOHTqEXC5nx44dtLS0pLA8pUJvss3l5qPK7m40YRcf5XEamEj5Wi025IRFd6P9ERUzQi0dpdlrc2JkXJrBlRGhFA81TBWEQQwLSix00i5hpKmdEaxCM4uCDlOwmVbGUYlgxOaSnWbCqGlJMx9cwQwqAnmVMcx0olzKjPNVDVNEojDtuzCFMUEbQbmOLqWpKONgc3MBDh2a4j3vaSYUEnC7pTelx8Zc3H7777jppl9z5kxmd+x4I02pVFJRUUFLSwv9/f1s3bqVrVu30tnZiUwmY//+/VitVjZu3MjVV1/Nb3/7W1HnIRV288orr7B3715OnjzJmTNneOCBB/L6OVz05YVMeMeFhQUsFgtr165N+7y4M4TJZKKhoYH29vaMHdO33nqL7u7uvI3vAGZGRvjuxo0IEoOuvqUFj82WqAkvouNpPsM0TbQyijUOn1nPAAAgAElEQVTNOq84RWljXLR1TzZ1cZ55KpgvwihYrBZcIbrpJydCC8a0wb6ceVR54h2zqY1xbDQRQkMjFuaoISDBK66VcRzUZxxlS1YTZhw0ECLzSFatyolSKcPmk9JcujChIJfD9u0NnD07x8JC/o7W6ZSu3hvX22+/TVNTU86FJqfTyYc//GH+8Ic/4HDEkodkV95MWrVqFa+++mpiG+3KK6/k/PnsM/E33ngjn/nMZ9i9eze33nor99xzD+95z3uyPeXSLS9kUia8oyAI2O123njjDbxeL9u2baO7uzvriEohpLE4YexXf/mXkgMugKGlJaUJp2ORO3mMAY5iobPAgAsgx1yErbOWhAmjkgqkbylN0YyCsCigjBbvUlklfXa9QCVz1BQFmgOxLLUUL92cxU6TpIALsaURBVGaMWV9XKxx1pI14AI4QhXYfXraGUNTQJYvl8OOHQ2JkbBoFA4etCMIcNllDRTDjiwaFXjmmWHOnFm5cSfWDcLpdCaWn2pra0UFXJAOuxkaGmL//v1s376dd7/73aJxknFd1HO6kL2mm1xeiK/sjoyMUF5ezpYtW9BoxI0D5UJFJis5gzZEo0z/7neinpdN5R0dWA8dWvH5Mjy8j+dwUiUJTAOxrbM2Rpd4DPm9qzoYTiARnVShxk8TlryoXenkoRwfpUscifQBtYJZBGQ5bWuiS0aRjVhYyOC0LF5RKphljFW0MY4lw9xsPlqkjEXKaMWIg9plkxzRvH3aBOSY6KIUD60YV2ynZZJOp6Snp5w33li5Gu1yBTlwwE5npwG9XsXJk5lLBLlUX1/Kc89dz4YNKw07I5GIqDndPwbsBmIXhfn5ed544w2OHDnCrbfeytjYmOhm3kUfdDMpuQ47NzfH8PAwpaWlbNiwIS/C/PJjZVIy9Ka6uprBwUH+3333FaWWq6utZcFoTPu1UrzcyeP8lLsYl7i5ZqabZkzYaCIqgkgV8/OyrGDQBtEySXNRoC0RVFjoihk1LpuEaGCCearysqqx0ZrW7VeslASpx5b4vkx0U4UDGYIoa/ZcstBBKYu0YGKCdpQEqcNe8M/RSxleymjEio8SnGSeDqmsVFNRoeKtt7LfqYyPx/gNW7bUYrd7sVrza1j29JTz/PPvpaMjfflA7HLEwsJCxvncdwp2A9DS0sIHP/hBZDIZg4ODyOVyZmZmRGfal2x5QS6XEw6HefPNNzGbzQwMDLBu3bq8Ay7kDrpzc3McPnw4Ab1ZtWpV3ttnmVTZ28tkjtsXDUHu4ElWc1Ly61lpp5Zp1Dk666W4qZLNZunWx3GM45Jh3xALbrVMUbLkJNHGKFM0FOQN5qUMOy15Mw10ch+1JSvHs+aoZZ7qojENvOiYoJ0OhqnDxmQRxsFsNOPGQAejaRkabW06VCoYHxfv1HH0qAOHw8euXQ2UlIibIti2rY59+27MGHAhlumKMaXMlulmkxTYDcBNN93Eyy+/DMRKDcFgcLlVT1Zd9EE3XUrv8Xg4fvw4gUCAvr4+Nm7cWFATLK5MQdflciWC+tq1a1OgN8WaWJBngegkS0WYW3iajawsQ+SrKZopw0NpBiJVNdPIieAQcjemLHRSyVxRxpmmaUJJhB5OY6ZLsg+bkR5qcKAnN2i9ghkUUT82X/pgEUWBkW6qmaGyCDXtCmaZpY456rKQy/JTBCVGujHgorvuwt/m2rVVOJ0BpqfTz7xnUzAY5fXX7ZSVqRkczJ7pX3ddG7/85fuprs59oRRzq/7Hgt18/OMfZ2xsjLVr13L77bfz9NNP5zUnfNFPL0QikURA9Hq9jIyM4Pf76e3t5dy5c1x22WWSX8Nut+P1eunq6kq8zvDwMKFQKC2HYcFs5lef+AQukwmn0Zi5jZlDpe3teE3ZmyvLFUXGS9zIG7y7wFe9ID1OFERS2LUtSiv2cHXeIPFS3Ojw4KDwpYDYrbYNO820YpRcuohLjZ867Bl5CxdAP+KyagVhWmVmjEIHheQ19UwugXkuvF5L6QIeb1gSR3i5BgfrUang8OFpQiFphLW4+voMgIyhodSL7J49q/n619+FUpn753H48GEGBwdzPu6xxx6jtraWu+66q9DTfSd1aQJvIHZF9Pv9jI2N4XK5UsA3crk8YXAnRfFGWiAQYHR0FJfLRW9vb0YOw5HHHsP0+98DUN7eTnlbG/65ORxnzuQVgHUGA/mOo8sRuJYXKGGRV3hvns9OlZuKpaF/Gw4a6TM4GHI1UEgg8aInICulDSNmoSPv55fippTFxK22ie6Yo66iHm9EmotBEC0TdNCjn8Ho1qdcUFoZw7pkIilWEZQYhS4a1PP4g9G8AmULRmy0EFn21pzwlidMO4vRuANQqWScPDnDtm11vPGGnTSTl3lraCh2dzQwoGNiIsDCQpj77uvnr/5qGwpF7r9+QRBEZ40ul4ueHmnkvD+GLvqg63K5OH78OF1dXfT396f8wuJjY8XYy56ZmWFmZibt6yTL73Ry4rvfTXy8YDKxsJStaiorKe/qQgE4Tp0imoEbAVC3bl3CzidfyYB3sw8tfn7DB3M+Ppt86Igip085xJCrN/cTsigiKDDTwaqKWc47q8iSDKSokhnCKFbM2U7SRlnUTR2zkhCFcY24a6hgFjkLzFEruRFoD1aiJER3qZ1Rbz25vt9stugQc4Iw0U0Fs2jw55zYyKxUStiBA3Y6OvQYDGpJEwnJOnNmEYNBxSOPbOaaa6oZGhoiEAigUqkSa71x8lhy/VZsPRcuTsIYXAJBV6/XZ+QixMfGxI6GLVckEsFsNmOxWFCpVGzfvj3nH8Tx736XoCd9MyIwP8/00ZjdurK0lIaNG5HJZDjOnCG87DlRCWvHcW1nP9UN5fzIfmXB9U8NPiqYZTjcQzsjBSMmk3XeWb0EuanKuRDQwARzVGWExHgEPYuUFu3cnFSjIkAfZxhiQPLxwqgY9TZQzyQ+tLjSTg/ERsLEQs7jmXMb40yLXKqIS6mUsXlzXQqWEcBodAOxRpfF4sFuL2zlNy6NRsG3v30VH/hAaqM1GAwmQDcmkykBt9HpdOj1ejQaTV5BV6pJwR9DF31NNxtp7MyZMzQ3N+f9i4nveptMJhobG6mtrWVkZCQnKDkSDPLY6tV4JvNzdZUpFNStXYu6rAzn2Bj6xkbsx47ldYx0MvT34zp3jrdZy8+4M29jwlhNN4STC53ZNsaw5ODSij4/5lEQYZ70nd9WxpigTfRrNWLBSZUkdKUaP1U4sNNSVKg5gIogTVhSsmcFEVpKZjH5Chs3K2GRGhyi5nBLS+T09FbkzGa1WgVbttRx5MgUwWD+NQeDQc1Pf3otl18u7u4jTh7zeDzMz88zNzeHRqOhpKQkJSvWaDQpydUdd9zBo48+mui1/Inp0q3pZlO+IPN0s7YqlYpgMChqOeLMM8/kHXABhEiEqbcu2K9XdHbScvnl+GZnmTl3ruBGHL7Y2NdqTvMRnuAn3EVQ5PZUjL2rW+FAYKaLhqXGUj4ZVjq5qERNgCZMTC5b7uhgJG97Gxut6HBTj7WgW28dLrT4E/O7dprR4KeVcZGectkVQo2JbhqwskgZIVQYWMDkK7y56EOHBR2NTLCILqMxZnlJlLoWg6jygd8f4fXXbTQ16aislHPmjFv0+dTVlfD88+9l/XrxI1QKhQKDwYDBYECn06FUKunr68Pn8+HxeFhYWMBqtSbKExqNhv379+N2u/MeAZ2bm+O2227DaDTS0dHBs88+u6JEYbFYuPPOO7Hb7cjlcu655x7uu+8+AE6cOMG9996L3+9HqVTy+OOPi2r6Jeuiz3QhM95xbGyMkpKSxMpfNsUXKMrKyuju7k7xO1tu2ZNOgiDwna1bcZw5k/83kKT6DRsSzsAAJTU1VPf1EQkGmTlzhrBPHJmqeedOrAcPpnzOSis/5J6c1jZNmJiigUiWddNy5pAhFK2bHi8PyAnThEWSc4NsiSeRDxy9EgdhVBltbpoxMUeNZAB8XFU4qGSWUVYX5XgQc3luwbzCzr5K5UFbW8vkZGElg3XrKnE6Q1gs2Wd4OzsNvPDC++jsLBwZOjs7y/z8fMYGWTAYZGpqiqeeeornn3+eiooKVCoVe/bs4dOf/nTO43/hC1+gqqqKL37xizz88MPMz8/z1a9+NeUxNpsNm83G5s2bcbvdbNmyhRdeeIE1a9ZwzTXX8LnPfY7rr7+eF198kUceeYRXX3013Utd2uwFKXhHl8vF0aNH087axhW37MmmsX37JAdcIMbWS5JvZoaJAwewvfkm0UiEuk2bMKxfT1mWC4lcpUo075LVjIWP8S30ZIZQtzPCJC1ZAy7AAlX4KF1BOytUJmI143qskq1yhKXFjAYmE8sU2VSPFW+arD5ZVtqRIdBUABVsuaqYJoCWUVYvOf4Wp3kVRoWRbiqZo5ZYzbaWKaKl5QUHXIBTp+ax273s2tVIaWn6Us+GDTXs23ejpIALuVeA1Wo1ra2t/O3f/i0Gg4GjR4/y6quvcvPNN4s6/t69e9mzZw8Ae/bs4YUXXljxmMbGRjZv3gzEekb9/f1YrVYgFmtcrtiExsLCQkEmCZdEphsMBtMGRZvNhs/nS1vzic/aBoNB+vr6cg5ZHzhwIOvM74+vvx7jK6/kf/JJqunvZ/aceOt1Q0cHMoMBYXER1+ho4tLasmsXE6+/nvF581TyfT7FfIp9TpR2xvLu1sdA5kbJlLIyFlARq80LkFJHlqJSPBhwZlz5jY1oNa8Y0cqmmJVPE6ECQDexmd/qFEiOgvDS3HFnUWrlEMv2ezmHvaQPl694VcTa2hI6Ow0cPnwBRHTFFU38+MfXYjAUbkYZ1+TkJNFolJaW7CvahQLMKyoqcDovJB2VlZVpebpxGY1GrrjiCk6fPo3BYODcuXNce+21CIJANBrlwIEDmYwSLu2arkwmSxt002W6Ymdt85H9+HHJARdArcvv1tWVxGPQVlVR3ddHNBJJm+Umq5J5Ps43+QH3Lm15xZYOChmPioHMuyV5nVXhIIA60VBTESyKOSTE2QOlac8vVtLI/3s204UBJ1XM5cXQbcGUNsDHNsV6qGIGTYlKIpIxpmZMjLCaipIStg6U8eabxcmmHQ4fDoePNWuqCAYjDAxU8eSTf4ZWW5xQEg6HRTkJx9/v6QLuOwm7+fa3v83Xv/51PvShD/Hss89y1113ZeU8pNMlkelmYuo6nU4mJydZs2YNoVAIo9GIw+FI0OnzuUIeOHAg42ja3j17OPPMM5K+h4rOThbGpbsmtFx+OZNvvEF1fz/a8nI8Vivz4+NpL7s+SvhPPoqTCmby8gFLr0YszFKTlwdYPVbmqUz7nDZGmSjSIkDstSZxo8dLGR2ycYyC1OZYlG6tnXF/Xc5zbF8yjsx1UYrXoydpKdgUs0dnZ2Qxdaa5v7+SUCjKyIj0dey4Pv7xfr72tV0olcXzJxsbG0Ov1+eEx7hcLm6//Xb279+f1/HFsnRDoRDvf//7ufbaa1PYC+Xl5TidzkSiV15enig3LNOlXdPNJKVSSTAYZHx8nMOHD6PVatmxYwcNDQ15eyplsuxZMJk4+9xzks+1rF46YFtZWorj9Gmi4TCOU6ewvPYa8+PjlDU20nzZZTRs2YKi5EJwK8HHrfwHNWTniYpVbHrAi4GVjNR0asGIg7qMQdpMN1XMimIjiNEUTSiVStZXO4oQcAHkjPqbKMdJdZafYSzL7kLM2y1ej9biz2jLlO3Z7YysCLgA587NMzbmYufOBgyG/EYH0+n++zcurfUW1xAyH6xjLsh5OkmF3TQ1NfH7pW3Tl19+md7e/BeGLomgmy6ACoKAw+HA4XAgCAI7duygtbVV9OD1cqUDmQuCwKuPPFKww29c+qamnCQxMWrcvJmAc2WTzGOzxZpxR48SCYWoHBigedcuDG1tqAhxK09zGdLLIwDzVBNESz3WrI9rZ0RUFjtDPUFKaFVJ83ODmINxucrLydnYtpkyDW2rEM1TwzzVS5D05DuuKG0F1MkB3JRjo5VWxilBDDox92tFowIHD9pRKORs3144hvJTn2rlox+tweFw4PV6czaZ81ExsI7ZJBV28+STT/L5z3+eDRs28Fd/9Vc88cQTeZ/DJVFeCIfDiYCYPGtbVVXF3NxcUaA3J06coLe3F91S3XV+fp4zR4/y+q23EvFK295pzdH4EiOFVotap8M3m1/tztDaiqGtjbDXy4sny/h15EaiRbgWy4nQrrEznsYavNBaasxduLBmUwkedCwyk8S8rWQWOZGicHDjqsVOCDVu9DRgK4pLb2wBYjrjrHBszG6CiTxB9qtXVxAORxkZSU+TW/E6chnf+Ma7+F//qwu3252wUff5fCgUisQSQ9y5t5AE59SpU/T09FBSkr1E9dprr/HLX/6Sxx9/PO/X+G/Spd9Ig9RZ282bN6PRaDi4bFa1UMWbch6Ph6GhIWQyGeHDhyUH3NKaGmxvvin5/HS9vbgKYDW4LBZcltht7Datlt4NbTz+1nr8EWm3oFEUjAeaUxpYciI0YS6YZ2Cih3om8VDGIuJvLeO0tJllwXWe6tjFgRHRt/+55KABHS66GGa4SDO4sQWIThqZwBMzcU98TUWAahx5B1yAt992IpPFLHhOnZrNaj6pUsn5zneu4uabY/OzGo0mhSEbCoUSFuoWi4XFxcWU9d64lXquLFYsK+ViXQGGSyToejwezpw5g0KhYO3atYlstNgaHh4mEonQ19eHvrSUxz8oDSYDULN6NZbXXpN0DLlaTcgm/fa7tLaW6Fs/5c8jL/Nj7s643ZSP4jSwBSrQsyB5ImGKprycH2KTEZqMM7gxG59YMPdSmhLQClEJHrT4GWYNddgIoi7aAomNFlQEExeyEnzocGMvGHxzwXK9qkrDzp0NHDy4suuv0yl5+umrueqqZkKhEIIgIJfLkclkCZqfSqWisrIyZbsrvt7rdruZmppidHSUSCRCaWlpSlacPK1QDKueP3VdEkEXoKenp6AaTy6Fw2HGxsZwOBw0NzfT29uLTCbj5Pe/j0dioFMbDNiPH5d8jk3btkkuT0Cstuy2WKjHxt08yk+4C5tEnzOIZZQ12CUHtLhSx8AyZ811TLJAhSgO7hRNqCWu/OpxIk+y7ZmmEQVhSWWR5YqvEses4KNMFGE9GWKW6wcP2lm9ugKv14/ZHDO0rKzU8Pzz72NwsIFoNJqYT43/F0jpdcSDsVwuT1nvjUsQBLxeL263m/n5ecxmcwJKpdfrCQaDBAIBtFpt1mb3/x90/8jS6/UrtsjikslkRKPRvOtL0WgUs9mM1Wqlra2N9vb2xB+CIAi88Y1vSD7vilWrcEhsoMlVKuaGhyWfi7axMaWZp8fFn/MYz/MRzpPexl6M4rf2FrpQ46cZk2QTzZjkCaPJdJCbJsxM00A4D8hPEC0WOmnBxAy1ebElarUeAmENC+HUAB9BiYmexHRDMerHFcyxQAUe9EsOwc2imRq5dKHk0MjMjJcf/vA6BgZimXr8PZR8+788EMf/P7nHolAoEgFULpej0+lS7kYFQSAQCOB2u5mcnGR4eDjBNkjOiJMxkC6Xi46OjqJ8z//duiSmF7JJzCpwsgRBwGazcfDgQSKRCNu3b6e1tTXF0n3spZeYOXtW0nnJ1GqcaeYD81Xd5s14c1hIi1FFSwvLKdZqgtzKf7CdPxR0zEpml7bLYjjDIFqstC/ZvRfHqcBGKwoiibVXiNHJbDTlFXCTNUE7CiKiV5xrseP2y3GFM2fUMeudatoZSetRJlZVTBNEjZvyxHiZShZl2+biOUoIAphMTp588jJ6e/VZHxvPaFUqFWq1Go1Gg1qtRq1Wo1QqUSgUCIJAJBIhEokQCoUIhUKJ5nc0GkUmk6HVaqmtrUWtVrN+/XoGBwdZt24d1dXVhEIhTCYTR48e5c033+T+++/n5MmT2Gw2vHn0VObm5ti9eze9vb3s3r077Saa3+9ncHCQDRs2MDAwwN/+7d/m9XwxuiSmF7LhHY8fP86qVatE0YhmZ2cZHh7GYDDQ3d2dwuG12Wz4/X46Ozv50XXXYUoPuRCt5p07mZTa5FMoUFdUEMxzYmG5Kjo7cRqNK7gPyTrE5fyOmxBEXqcbtAu4QpqMrg4NWFmgomgAGfnSOnIUAUuRbHwgNmM7QVtGLGYDE8xSm9ciQwWzaFVgD+UXKOuwsUB5xnLJunXVuFxBTCbxVLB06ukx8B//cRllZWHcbjfBYBCtVovBYECv1yfuLPOddc9UnkjWiRMn2LJlS8Y700gkwv79+/nWt75FaWkpdrudtrY2nhGxnCQGdiMIAouLi5SVlREKhbj88st59NFH2bFjh6jnJynjD+eSD7qnT5+mtbU1a73X7XYzNDSEQqFIGQtL1vT0NAsLC+i9XvZ9/vMEPR5m336bsN+f9/nKFAp0NTUsTk3lfnAW1Q8OMnX4sKRjADRu24ZNRJljiDU8x0dzBpgGJpihJqePWhkuSliU5Jt2QQLtjBJCxTzVRQvmEHOuUGnUTAdSJyaal9Z6C9mYkyHQJjNiFZoJ54ALQXJwz/5YlUrO9u31vPnmNH5//vPj69ZV84tffIC6ugtJiiAI+P1+3G43LpcLt9uN3+9HrVaj1+sTwbi0tLTgQOz3+xkeHkaj0dDZeaFOHW/WxevEcX30ox/ln/7pn+jt7RVt8SN2Gy0ur9fL5Zdfzre//W22b9+e7/P/Z4yMpVO28oLP50vUj1atWpU1MMePc/SJJzAtTRvIVSrqNmxAYzDgnZ5mdmgoa7YYV/3mzUxJrOXKFAoWLfluLK1UZU+PqIAL0MdZPsa3+Al3Z0Ug2mgSFYg8GPBSShujEoE5QspiQCkeGrEUpQkIseUHRSCSMv4WA6x3iM78V56xDJPQSYVyEb16EYs386RIPj/TUCjKa6/ZaGzU0dSk4+hR8aWnbdvq+fnP30dlZWp9WCaTUVJSQklJCXV1F2rSwWAwEYSnp6fxer2Jed14MM41ryuTyZienmZ8fJzu7m7q6upENeympqYSjTSxgX5qaiqBeW1sbGQ6Q1kuEomwZcsWRkZG+N//+3+zffv2vJ6fS5dE0M2m5FpsXKFQiLGxMebm5ujp6UkYWWaTUqnE53Ry+qc/TXwuGgphT2LfasrLqVm1CoVSydz4ON4M0w2uCek4xKbBwRW83EKkybMD3IiVu/kGP+buFaDw1iVXiXxaBVGUmOmmWz+D0V2et7uFjAgtmDFzgSQXm24oK6qJYwQFJrqpx0opbsaLNIPrDOtwhnW0McYUTSn0MYBWxpfcM/IL7jbbIjbbIps312K3e5mczL7VdsUVzTz77PXo9eJJYWq1mpqamhXzuvHFCZPJhMfjQSaTJQJx/J9CoSAQCHDu3DlUKhVbt25FpYr97jM17CBWc/2Xf/kXLBZLWhuuYsBuFAoFJ06cwOl0cvPNN3P69GnWri28mbxcl0zQzUYai7tHxD3PJicnaW9vp6+vT/RVUqlUYvrVrwgtZv7jDSwsYE263dc3NVHZ0UE0HGZuaAi/00nD1q1MSV2GkMtxmYvAde3rw17AuRhY4GN8i//kowyzBih8yyyuUXcNtSonoYgcZ1Tc4oOcMI1YM1rVmOimmmkiyIuGitTiw0pnEbLzVJnpQoebGqYS0x1d6gnGgh2SjnvsmAONRsHGjXpOnXKTbmP9uuva+eEPr6WkpBgOwyqqqqqoqrrgBReJRBKLE5OTk3g8HgKBAOFwmPr6ehoacsOW5HI5J06c4L777uOGG25gfHw8EaSTlY34VV9fj81mS5QHkrP2dKqoqODKK6/kt7/9LWvXrs37+Zmk+Lu/+7tsX8/6xT8lpYPRQKwuEwwG8fl8nD59mrKyMtauXUtFRUVe9adoNMr/u+8+gmnYBpkUdLtZsFhwWa2E/H4qenvRNzSg0evxLywg5DFVkazm7duZyYO7m0mGtjYW02QFYqQkwgAn8FFKiVbOeFj6GJg3qkUQotRjywoUj71+gFqmc5YQfOgIo6IFEwsSlz1i5YUeIihZoIoGJpAhFG1cK4QGNxU0Y6SaKcYjxZnBjUQE7PYgbW162tsNTE1d6Ph/8IPdfP/71xQNzZhOcrk80YgrKytjbm4Og8FAX18fCoWC+fl5TCYTZrOZubk5vF5vYjNNqVQSCAR46KGHeOKJJ3jyySe59dZbC3L4NpvNDA0Ncfnll/PYY4/R3t7O7t27Ux7jcDgIhUJotVp8Ph9f+tKXuOmmm+jr6xP1/CR9KdMXLolGGmTGO46MjGCxWGhoaKC7u1sUqzOdjPv388PMP2BRqh0YYGbJXUKuUlG9ahUlFRX45+eZffttceAcmYyypiY81uxAmVyqzhOYnkmN2wb55REFv+GmoiEYgayruVp5kHK5i6lwft3/ZszMUo0/7yZblDaMKSWMuFQEaMK6dK7FUKwhaKeJBmxFPO4FDQ7WMza2wPXXd/DYY1eiULzzk6OCIDAxMYHVaqWvry8lE05+jM/nS9SJDx06xEMPPZQwGrj33nu58sorqS+QyDc7O8utt96K2Wymra2Nn/3sZ1RVVTE5Ocndd9/Niy++yMmTJ9mzZ09inO3WW2/lb/7mb7I+P4Mu7ekFWBl0XS5XorOo1WpZt26dpOP/vAjM3OZt2zLSxJQlJWhbWyk1GIgsLDA3PJz2t1azaRMzRdhiq9+wIcUMsxDJ5PLYFtvEBGY6eJY9ePJgIuRSIxPMU5kSJEvwUIKXObLzVjNJhxs9C6JWiGOK0oo5p9tuA1a8lEpcnRaWuLsXAm0ddsIoCv5+M+kzn1nPQw/tQi4v2PZUtLxeL+fOnaOsrIyenh5RWWogEODhhx9m//79fOlLX8Lv93Ps2DF27drFe97znnf8nIugSz/oxoetk214Vq1ahUwmY3x8nPXr1xd87EWHg3/t7iaSYSxNjHT19fhmZkRjIDXl5VT39aFQqXBbrVrK7S0AACAASURBVCyYTMiA8vb2nM4QuVQ7MFAUP7eWyy7DeuBA4mMXBp5lT1EcH+LSs4AaP7PUU8YCCsIskDG7EC0xTbZ4zVjsBp2KII1YCqz1xuDl6bJpGRHaMGKlVdR4WS79n/+zgYceuizv8a58JQgCZrMZm83G6tWrRa/tHj16lM9+9rPccsstPPDAA6JYDH+CurRHxiA2vjI0NITT6aS3tzfRUfX5fHltpKXTW08/LSngAlT39GDJYy43sLCQkhXr6upoWOLlhkMhFguwek+oCG82uVrN/MhIyucMuPhzHuc33MxRMjsn5yM35SjQ0cV5pqkvSsCF5CabIi2QRkGIOux5rSyHUGOmm3om8aHFJfpco7RiShtwIWaJZKKbSm2I7rV1vPlm4RuIn/vcBv7+79/5gOvxeDh37hyVlZVs27ZNVHbr9/t56KGHOHjwIN///vcZGBh4R8/xj6VLJtM1Go0IgkBjY2PKH1Q4HObYsWN5e9PHJUSjfHP1aknTAgqNBnVJCf48mnDpVL1qFbNLJZOypibK29pAEFgwGvGKDOiG3l5cRWA15GIAv8kOXuTmotR5K5glgIpqZpmioSBDyExSEqSJiZSAp5aFqBQcefmfpTtui3wSY7SdLEkPMiI0Y8kLzbhlSx1Wqwe7PT+s6Kc+1cXtt9ckGkVxGI1er0ej0RQlEEejUUwmEw6Hg9WrV4t2dzhy5Aj3338/t912G/fff//Fmt0m69IvL0QikbQZrSAIHDx4sCCQudfr5bXvfY/Dyyw78lXLzp2SZ2pr167Fcfp0xq8bWlsxtLQgRCI4R0czwsxr1qyRzI1QlZWhUCrTulQky0I7z7In5yRCNlXhwLcEMQQw4ESDH0cRPN2SFW+yIVOiF+aLdvwY3lGT4E8kS06YBiaZLGCJo6REQV9fKadOuZcjM9Lqy1/ewec/H7MVj2+AxRtWLpeLQCCARqNJCcT5rvq63W7OnTtHTU0NHR0doiBTPp+Pf/zHf+TIkSP8+7//O/39/aJf709cl355IZMKuXqHQiFGR0eZn59n6je/kXwObimlgCUp0wyCJysZRg6x2q+huZloKMT86Cj+uTnqNm5k+sQJyefSsHEjEyIYwK2YuIev8yx7CsIlVjPNIqUpjTQXFciI5MQ65isrbdRpXFRqPZxfKF5An6YRJaEVbsRKgtQyVVDABfD5Irz1lpvu7nI0Gjlnz2aGr3z1q7v4zGc2JD5O3jCLTwIkk75cLhdWqzWx6hsPwgaDgZKSkhXvqWg0ytjYGPPz86xZs4aysjJR38OhQ4d44IEHuOOOO3j55ZcvhexWlC6ZTDcajSaWIJbrwIEDojLdZJxjR0cHunCYx/r7EcSkEhlU1tPD4rLaZ74qRvOsvLOT6p4evDMzzA4PE/F4CjqOQq+HUIhoHsyJMAp+x40cYZfo58T4u3oCWfCKDUwsQXPEvcmzqYRFyrQCDn8ZbYxhoyUn5yBfxaHmi+ioYlZS+WK5du5s4MyZOVyu1N7DN75xBZ/4ROHbVMmB2O124/V6UalUiSAsk8kwGo00NDTQ1tYmOrv9h3/4B44dO8YTTzzBqlWrCj6/P2H9z3QDTla2i4sgCNjt9gTOcceOHTQ3N3P8qackBVwAnT47Gk+M9M2FOwPEpdbpGN+3j6njxwl7PFR0d9O8axeN27ahrRQ/5tS0fn1eARdiixTv43lu4BkUIrCGF2ha2clwdlpQKFU05O2am6oS3JTIgzj8seBtpgst3pzmmvlqmkaCqGlnjGmkuz8n6+BBO0qljB07Ylm6TAaPP36VpIALF2x5urq62LBhAzt37mT9+vVUVVUxMTHB22+/TTQaxeFwMDQ0lNg4SzczHzvPg+zevZu2tjZefvnlSzXgZtUlk+lmI40dPnyYzZs3p719mZ+fZ2hoCL1en8A5CoJAOBDgW319LEpg1WpqawnOzIiC4GSStqqK0OIikUCg4GMA6Ht78WRpoFV2d6Orr4+VI0ZG8Kdhherq6wnMz0ua5JiglZ8p7mYhkj47rcfKLNU5CWXL1c4oZtoR8qyYleJClWUMrY1RJos0qqXBh4EFHNRThQMFkaLXpgE2bKjhL/5iI7ff3lf0Y0PsPXP+/Hmam5tpaWlBJpOlMBdcLheLi4vI5XL0ej2nT5+mpqaGF198kTNnzvDEE0/Q1/fOnNufkC79Rlq2oHvs2DH6+/tTHEYXFxcZGhpCEAT6+voSdag4cPnsf/4nv9izR9I5Ne3ciU1iA6318ssle6jpOzrwGI15Paeiqwt9YyORYDBREy5GQxAg2r2Rp0cvW1GTbWACB7VECgxwNUwRRCV6VEvHAkqiOdeDDcyjxce0hHKABi96XMykZLhR2jFio5GgCEshMZLLZXznO1dz223FD2rhcJiRkRG8Xu+K91Omx7vdbr7+9a/z0ksv4XQ6aWxsZNOmTTz++OMFuQVfRPqf20iDVLxjMBhkdHSUhYWFlHXEOEIuflt04rvflfaaJSXMSlxAUGg0RVliMNTW5h10nWNjOMfGEh83bN2KIJfTODgYC8IFgtNL29vxjp7gTk7yO27gMO8CoBELU9QTLdDtAf6/9t49LMo6//9/3MP5LCCggCjKWUFBULL06wfXLNbOZrWVHyu3tPWjbq1XZrW5tVu5Vnv1S1ezzKzNzgdz85BbWa7FcFA8IScBkbOcZobjMDP37w+YW0ZON8wIgvO4rq4r4Ib7jQwvXvfr8HxCNX7Y00oghX16h7mhQpARcAHUeKLGo09B855w7DCQrO5SUlBwvkPoxpcis5dKFAqBHTt+w+LFoWZ9ne6oqakhNzeXoKAgaemoL4yaCVlZWXz55ZeEhITQ1NRETk7OSA+4vTJivvPeXgR2dnZotVoKCwtJS0vDw8ODmTNn4uXlJWW2Op1Osg6py8uj+OeBWdQYGRsXh1atNutreEdHd/uY3x/cg4Ios4DFu42dHSVHj1KamkpTTQ2uQUH4z5rF2JkzcenHLryxxm2DgWS+5nY+YhyFVDLGrIBrRIsDJQQTSCG2dF+ScaN91K1/K7vt1jhuqPFBvkiQI424oO7VG60RN0qYgD8XcEPVjzN1Op1C4N13LR9w29rayMrKori4mNjYWAICAvoMuKIocuTIEebPn09ERASHDh0iJKTdut3Z2ZnY2FiLnO3hhx/G19e3R9lFURRZtWoVISEhxMTEcOzYMYvc11xGVKbbnbyjUUTD6CCRmJho4ttkzGyN6vQAx955x+yzaCygmdtggVEzj8BANGbKQLr6+1N2mUOFurjYZGHELSAA93HjEGgfX9OUlnZ5vvKLi6Pyshf+NNIZQymf8aBFTBuNlBCMB7XYUk9NpwzTnVoM2A5YI6IebwQMjCefC0zodfnDiUacaJT9fZUxDju0xIzXc6rYRnYrwMamPeAuWmTZgHvx4kXy8/OZMGECY8aMkZXdNjQ08Pzzz5Obm8sXX3zBpEmWG+u7nKVLl7Jy5UqWLFnS7cf3799PXl4eeXl5KJVKVqxYgVKpvGLnkcuIyXS7o7a2FqVSSVtbG8HBwUycOBGFQiG5lRozW6NtNEBbUxOnd+82675jpk0ze8RrbHw8TWYGXWdf3x4FdvrDqAkT+tSM0JSWUpqSQklKCurSUuy9vXGbMoUxM2fi3uHa2tMyxRjKeZQ3iCbD7LN2RoUXdXgTxDkAPKhFb0bANdJuCBmCB/V40/0m4ECFedqw5+R5G0JCRhEW1rdWgY0NvPTSFG64wY2mpqZep3TkotVqOXXqFOXl5cTFxXXZ8uwOURT5+eefufHGG4mOjubQoUNXNOACzJkzpzeVL/bs2cOSJUsQBIHExETq6+sp78FYYDAZkZluQ0MDubm5CIJAdHQ0dXV16PV6Kbs1eip1V1fK+uwzs9d1LbFOqWtuNvtreIWGUtrLqq4cnP38BhS4W2tqaK2pkR6Wg2bPRtfSQuDYsTRUVlKXn2+SCTvQyp18RDD57OMOi0wLwCVnignkocHdYtoN0G7jI6AnzL2aPLUnIu36As404EAztWYIp+fl1aNQCFx//ViOH6+iqanrHz0bG4F33vkfkpJGo1arqayspKmpycS7rKeFhp6orKykoKCAiRMnypZQ1Gg0/PnPf6agoICvv/76qrFGLy0tZdy4S8sngYGBlJaWSpY7Q8WICrqtra3k5eWh0WgICwvDs2P+1DjGotVqpay2pxehuaUF93HjqDBTetE7IsLsBpqtqyvlGeZnjl4hIb1qLMhBUChQFRWZbMzZu7vjFRKCnbMzzTU11Obmgl5PHGkEUsxnPGixcSoPariIHwZsCKCIUguqoInYkKsejTdViEALTjjQSp0FnCoMBpGjR8vx83MmMtKFjIyL0sdsbAR27bqRO+5ozyY7W+YYvcv6E4hbW1vJzs7GxsbGxDqn1+9dFPnpp594+umnWbFiBVu3br2qGmTdZf1XWuhHDiMq6BYXF+Pp6UlkZKSU9RoMBtzc3KiqqiIjIwNBEKQXnoeHh4mDqWgwMPuZZyhOSaHgv/+l/swZ2vrZDPMICkJjpmGkgwUWKsbKXNXtDSdvb8ot0ITznzGDspQUk/dp1WoqOtV3bZ2c8AoNxcHdHR+VCu+cbfxbezPHmWnWvd2pRYctjbT/m5YyniDbEip13j1amQ+EGnxxRcUYSigixGJfF6CysonKyibi430pLtZQW9vKrl3zuf327h/fu/Mu6y0QGwwGampqCA0NlW1Bo9FoePbZZykuLuabb75h/HjznUMsTWBgIBc6/S6WlJTg72+5LcCBMmLmdOGSpu7l41+dM1u9Xo9arUalUklD3Mb9cldXV1QqFfX19UyaNAlvb29URUWUpadTnp5OWUYGlZmZPdqu27m6Iohirz5qfeHm709DRYVZm3A2jo7YOzqaXSYJ7ENJTA6CQoHb2LFo+ul0obC1xSssjExdDP/Kn0qrof+TDcYphe4Ed1xQ447aYo7BTjTgSAt1eONJDXZoqbKItbwpo0Y58NZbSSxcaL6Vj1qt5myHe4i9vX0XW/XuMmJRFDl8+DDr169n5cqVPPLII0Oa3RYVFbFw4UJOdyMG9e2337J582b27duHUqlk1apVpF7WEL6CjPzlCGgfbzGOfhnrtnLnCQsLC6moqMDe3h5BEHB2dpayYXd3d2mbTd/WRnVWFmUZGe2BOD2d6rNnEQ0Gxs2aRUknUe+BMO7667lgZqCzxDlsXF0R29owmLkJF3DddZSZuVBRjQ97nJdT0iRfrcyVegRENPTejAqiwOyNM0cacaaxS9MsiAIq8LeYh5pCIfDee/O56y7zMmlRFCktLaWkpITQ0FC8vS/pCXfOiI1aC/b29qSlpWEwGEhLS0OlUrF9+3aCgoLM/ZbM4r777uPw4cNUV1fj5+fHX/7yF0l/Zfny5YiiyMqVKzlw4ADOzs7s3LmT+Pj4wTretRF0165di6urK/Hx8UyfPh03N7c+g25tbS35+fl4enoyYcIE7OzspDEzYzasVqvR6/W4urpKQdjNzU36C69taKAiM5Oq06cpOXqU8oyMAU0v2Lu7Y2hrM6uJJtjY4OLjM2DDSSOW2IQTbGxw9fMze/TNwcMDrU5gb2MSGfQtXOSCChsMqPsIuEY8qMOB1gFlpg404Yqmx7EwF9R4UE8Z5gUoQYB33vmN2au9zc3NZGVl9ds65+233+arr76itbUVg8GAl5cXn376qUkJw4oJ10bQzcnJISUlBaVSybFjx9BqtUyZMoXp06eTkJDA5MmTpQZBXV0dRUVF2NjYEBoa2udKo8FgoKGhQSpNNDQ0SPVhYyDuXB9urKqi/NgxyjuVJlpqa3u9hyUCnSVWdR08PDDodGaVSaCrnc9A6fzvcoap7GVRj/VYN9tm7GwM1Lb2LpZzOUKHXU5fs7edse/QUui6adaVAM5ThxdN9L9eLwiwbVsSDzwQ0e/PNSKKIhcuXKCsrKxf1jkqlYr169dTVVXFtm3bpGmAixcv4uXlNSBX3muEayPoXk5LSwuZmZmkpKSQlpbGmTNnsLOzw87ODgcHBzZt2kRERMSAa1I6nU7KhFUqFU1NTZIQtDEQO3To4IqiSH1hoVSSKL+sPizY2mLn5obWzA20URaQgQy84Qazm3CCjQ1O3t40myEYBO3NvLamJpPsvxZvPueBLvVYJzTYozVrLMyLix336L2hZE8LHvRP7NyBZvwo79GWpye2bJnL0qVR/fqczjQ2NnL27Fk8PDyYOHGirEApiiKHDh3iz3/+M0888QRLliy5YrXbAwcOsHr1avR6PcuWLWPdunUmH1epVDzwwAMUFxej0+n405/+xEMPPXRFzmJBrs2gezlffPEFGzZsIDk5GUdHR9LT0zl//jyBgYEkJCQwffp04uPj8fT0HPBoSWtrq1SWUKlUaLVanJ2dpSB8eX244uRJTh08SF1BAZrMTOpycgbcRPOPjzd72sDO1RVBoTB7hXnsjBlUWKBpEdhDfVqHDf/htyiZA7Q3shxo6dbvrL8o0DGO8z1awNvRiic1A26U+VFGKw6yzmqOHq5RH7qyspKIiAg8POTVxOvr63n66aepra1l27ZtBFhAWrQn9Ho9YWFhHDp0SPo9/Oijj4iKuvRH5qWXXkKlUrFx40YuXrxIeHi41H+5irm2BW+MJCYmkpqaalJKMBgMFBUVoVQqOXz4MK+++ioajYbIyEgpCE+dOhVHR3nNEAcHB3x9faXRG1EUaWpqQq1WU1VVRX5+vjTGptfrUTc3E7N0qbT1Y6wPl3dkw2Xp6bL92bQaTf//US7Db+pUsycWFHZ2aMzMtgFcx47t2bIePTfxDRM4x3csBLDIbCy0L1ScZxI+VKDFwSRzthN0eIk1VJoxmVCJPzboiJnixOms5h7tdl599YYBB1yjdY63tzcJCQmyslRRFDl48CAbNmzgT3/6Ew888MAVn0xITU0lJCSEiRPbs/97772XPXv2mARdQRDQaDTS4pOXl9ewdpm4pjJdubS1tXHq1CmUSiVKpZKTJ09ia2tLXFwccXFxxMfHExoaOuB6VnV1Nbm5uTg6OmJnZ0djYyM2NjYm88OdR3UaKyspP3aMsvR0KjIyuq0P+8XEUHXypFnft42TE4KNDboBukoYsVQt13/mTMpk7MqrGMXX3GPx+VgwNa60Rc9oKqjAcplfcLA79vYCOTmmQjerV09kxYrJXZq2fWEwGCgsLKSmpobIyEjcZM5819XVsW7dOtRqNVu3bh20edbPP/+cAwcO8E7HUtIHH3yAUqlk8+bN0jUajYZbb72V7OxsNBoNn3zyCb/97W8H5XxmYM10+4OdnZ0UYFesWIEoimg0GtLT01Eqlbz44ovk5+fj6+srZcPx8fH4+fn1WpZobm4mNzcXgGnTpuHsfKnZYxSBVqlUVFVVSfVhY1kiaN48Qm6+Gei+PiyaaTMP4BEeTq2ZHmrdWbMPBGd/f9nrxx7Us4TtpDCb77kZvQVf1jrsKWYi411qsVcYyNNY9lG7sFCNIMD1148lM/MijY06NmyYyaOPhqBWqykpKaGh44+gcX7Ww8MDFxeXLoHYOHfr6+tLfHy87Ox2//79/OUvf+Gpp57id7/73aDO3crZGjt48CDTpk3jhx9+4Ny5c8yfP5/Zs2fLdhq+2rAGXRkYpxSSkpJISkoC2l8sZWVlUja8detWqqurCQ0NlUbW4uLicHZ2Rq1Wc/78eZqbmwkNDe1WpMPOzg4vLy+TjxkdW+vr6ykuLkar1eLi4tIeiD09Cb/rLqIWLwY65ofPnJFKEuUd88NypaoUDg40m7lJBxCQkGB2eQLAYfTofgn+CIhcx89MJJevuM+i/mOgRwDOa9wIoqDfjbC+EEWkdd/16xNYs6Zd+rBzDVav10vr7OfPn6ehoQGFQmGy1NPY2MiUKVNwcXHp6VYm1NbW8tRTT9Hc3Mx33303JJoEcrbGdu7cybp16xAEgZCQEIKDg8nOzmbGjBmDfVyLYC0vWBC9Xs/Zs2dRKpWkpaWRkZFBdXU1Op2OJUuWcMsttxAVFTXgepQoijQ2NkpNOmOdq6cMqFWjobJTfbg8I6PH+nBPDav+YOPggKO7O00XL/Z9cS84BgTQ0s8Nts7osOFHFvArcxF7fsqTiYFAoYQS8dKcrS9lHbbq5jftOvPHP8by4ouJspu4Op2O8vJyCgsLsbe3RxRFbG1tpTLV5WOMRkRR5Ntvv+XFF19k/fr13HvvvUOmSaDT6QgLC+P7778nICCAhIQEdu/ezeTJk6VrVqxYgZ+fHxs2bKCyspK4uDhOnDhxtc8IW6cXBhtRFFm4cCHjx48nOTmZnJwclEol2dnZeHh4SLPD8fHxBAQEDPiRTq/X09DQIE1MNDQ0YGNjI5UlPDw8cHR0lH6pLhYWcuzf/6YxLw9tURGVx46hbWjA0dOTJjPHu8ZZYG0YwDc2liozRYMAqsb9P3ZfmGXWCNk4Cru1j7dBRyBFHbbq5s+qPvroFF5/fbbs4KfX68nPz6ehoYHIyEipVGUsUxlHGRsbG7Gzs8Pd3Z3U1FQmTZrE9u3b0ev1bNmyRbaS2JVk3759rFmzBr1ez8MPP8wzzzzDtm3bgPbNsrKyMpYuXUp5eTmiKLJu3ToeeOCBIT51n1iD7lCgUqm6jOmIokh1dbVUlkhNTZUs34214bi4ODw8PAacfbS1tZnoSzQ3N+Pg4IBer0er1RIeHi5lCaIoUnfuXHuDLj2dimPHetWX6AkbR0ccXFxoHqCNjxHvyEhqOvQAzMFnyhQunj5NC44c4DZO0P/1TzmlBG+qANFEKL2/3H9/ONu2JaFQyPt519bWkpubS2BgoCwnB61Wi0qlYt26daSmpkrZZVJSEk8//fSAz22lV6xB92rGYDCQn58vBeGMjAyampqYPHmyFIinTJkiLVr0B6O9fEFBAZ6entja2qJWq9HpdLi4uEjZsJubmzSNMZD6sMWyXAtMYUDX4J1FNP/mLpqRV+8cz7kuxpk9YdxmG4h/2u23T2TXrhuxte37SUen05Gbm0trayuRkZGyxxirq6t58sknEQSBzZs34+vrS0VFBUVFRSQmJvbrvFZkYw26ww2tVktmZqYUiE+fPo2joyOxsbFSIDY6YfREQ0MDOTk5ODs7M2nSJJNhcmN92JgNazpmfC+vDxuzqN7qw7ZOTth36OKag6UC7pjp06noRktYgxvfsJh8el+nDeIcxTIDbmc8qMWRZipljpTdeGMQn3xyM/b2fZcnqqurycvLY/z48bKcHKD9Z/z111/zyiuv8Nxzz3H33Xdf0dptX5tlAIcPH2bNmjW0tbUxevRofvrppyt2niHGGnSHO6IoUl9fT1pamtSoKygoICAggLi4OGmjbvTo0dTW1nLu3DkEQSA8PFz2aI2xQ95Z9tLW1takPuzg4NBlfrg2N5fzP/xAeUaGWUaa3hER1GRnD/jzARAEPMaPR9WD+7EIpHMd37GwW2UxS0wnBFFAOf609aIuNmeOP19+uRAnp96bqm1tbeTk5KDX64mIiJD9tFNVVcWTTz6JnZ0db775Jj4+/bMN6i9yNsvq6+uZNWsWBw4cICgoiKqqKtn6vcMQa9AdiRgMBi5cuEBKSgqpqamkpqZSVFSEKIosXryY5ORkpk2b1i+7lssxSv0ZA3FLSwtOTk4m+hJGESFRFKkvKJBEfvpTHx4TF2ciaj5QAhITKb1MML07qvHhK+41Uf/qqWk2EHpTF0tI8GPv3ltwc+t9jbWqqopz584xceJEfH19ZWe3X375JX//+9/ZsGEDd95556BMJvz6669s2LCBgwcPAvDyyy8DmNSM//nPf1JWVsZf//rXK36eqwBr0L0WuOeee/Dx8eGee+4hKyuLtLQ0MjMzEQSBadOmSYsc4eHhA96mE0WRlpYWE30Jo+xl5/qwJHvZ0sKJQ4coTU1FUV5O9YkT3daHPUNCzF6qUNjb4+TpSWNl92aRl6NHwc/8hiMk4U8JZYxDtLBXa6h3AzXiaGpr2//wREd7s3//bXh69pwFa7VasrOzpScVuRoDlZWVPPnkkzg5OfHGG28M6kiVnM0yY1nhzJkzaDQaVq9e3aOT7wjAupF2LbBjxw5cXV0BmD17No899pi0r56RkYFSqeSVV14hNzcXb29vpk+fzvTp05kxY4Zsi21BEHBycsLJyYkxY9oVtgwGg1QfLi0tRaPRIAgCdnZ2NDQ0MDYykum//W2388MVGRm0NTVR0JEhmYN/PxczbDDwP3xHKGfZy90WD7gAeTWuuLm1MW2aByqVni++uKnHgGtsehYVFRESEiK7JGAwGPjiiy949dVXeeGFF7j99tsHfe5WzmaZTqcjIyOD77//nubmZq677joSExMJCzNPI3i4MayDbl+Fe1EUWb16Nfv27cPZ2Zn33nuPuLi4ITrtlccYcDsjCAJubm7MnTuXuXPnApd+uVNTU0lJSWHHjh1UVFQQEhIizQ/Hxsbi6uoq65dXoVDg5uYm7fk3NzdLdUh/f38aGxtRKpWSLZKHhwe+CQkEzZ4tfQ1jfbg8PZ2KjmZdf+rDdm5uXOzGskUOgVzg9/x//MRvOMpcydXXUmg0eqqq2nj33TgqKvIpLtaaOJMYxY+ys7Oxs7OTbQwJUFFRwRNPPIGbmxuHDx82cYEYTORslgUGBjJ69GhcXFxwcXFhzpw5nDhx4poLusO2vCCncL9v3z7efPNNySNp9erVKGUIqFyL6PV6cnNzpfrw8ePH0Wq1REdHS4E4Kiqq12BglBKsqKjoYgMDl+ZFjWWJ1tbWHm2R+lsftoQGMIA+Jpm3T4ZbdI149Ggn/vOfOwgNbRcO76w8p1KpqK6uprW1lVGjRuHj4yOJ3PRWAjIYDHz66af84x//4K9//Su33nrrkDrdytksO3v2LCtXruTgwYNotVpmzJjBxx9/zJQpA1NSu8oZeTVdOYX7Ul33IAAAD1xJREFUxx57jLlz53LfffcBEB4ezuHDh4fc93640NLSwvHjx01E4F1dXU1EfoKCglAoFOTl5VFbW4uPjw8TJkyQLbbSH1ukzvPD5Z3mh528vWlrbDTL5gjA1tkZeycnNDX1/Jf/4WfmyXaR6Ak3Nzv277+N2NiuXfrm5mbOnj2Ls7MzEydONNFi7mmET6FQUFFRwerVq/Hy8uIf//hHt1oeQ0Ffm2UAmzZtYufOnSgUCpYtW8aaNWuG8shXkpEXdOUU7hcuXMi6deu44YYbAJg3bx4bN24cTHO6EYUoitTU1JCWliYF4oKCAqmEsX79erNF4C+3RdJoNJKwS3e2SNqGBqpOnqQsNVUKxnL1hy9n3GXZciV+7GHxgP3NHBxs+PrrhcyZYzq3K4oiJSUllJaWEh4ejqenZ7ef31nkRqVS8fe//52srCxqa2t58MEH+f3vf09oaOiQuvFa6ZGR10iTU7iXc40V+QiCwOjRo7n55pu5+eabycjI4JFHHuGRRx7By8uLH3/8kU2bNtHQ0EBUVJSUEcfExMjenjIGWHd3dwIDAwFTW6T8/HzJodbDwwMPDw98pk8ncNYlw0pVWRmZ335L5fHjGIqLqTpxok9/OqfRo7ssVPhRySNsIYXZ/MCCfm2bKRQCu3bN7xJwjdY57u7uJCQk9FpCsLGxYdSoUYwaNYry8nJaW1uZMWMGd9xxBzk5Oaxfv57XX3+d8ePHyz6XlaFn2AZduYX7vq7pD3017j788EM2btwItDe1tm7dytSpUwd8v6udqKgojhw5IjXQ7r//fqC9dmsUgd+5cyenTp3Czs6O2NhYqT4cEhIiO0OztbXtInvZ2toqZYAXLlyQ6sO2trbU1dUx8aabmLNsGYIgmOgPGycmLq8Pe4eFdSu8boOB6/mJcLLYw92y53i3bJnLLbdcWrIQRZHz58/32zrHYDCwe/duNm/ezMsvv0xycvIVSxzkbJQBpKWlkZiYyCeffMKiRYuuyFlGMsO2vCCncP/tt9+yefNmqZG2atUqUgfo2yWncffLL78QGRmJp6cn+/fvZ8OGDdbGHe0BR61WSyLwqampnDt3Dj8/P5P6sNwFgO5oaWkhKyuLtrY2XF1daWxslGyRjGUJV1fXbuvDF0+dojQlheozZ3r1pzMgkMYs/kMybd1ssxn529+ukzRxoX0d++zZs3h6eva5ut2ZsrIyVq1axdixY3nttddkO/gOBDmvb+N18+fPx9HRkYcfftgadHtm5JUXbG1t2bx5MwsWLJAK95MnTzYp3CcnJ7Nv3z5CQkJwdnZm586dA76fHC+nWZ0ecRMTEykpKRnw/UYSgiDg4eHBvHnzmDdvHtAeiEtLS1EqlaSkpLBlyxZqamoICwuTROBjY2O71YPtjPHrXLhwoctsq8FgkGqixcXFkuylZIsUFobv1Kkm9eHO88OX14cViMzkKGFk8Q13U0hol/M88USsFHCN/nvV1dX9ss4xGAz861//YuvWrWzcuJEFCxZc8bKYnNc3wJtvvsldd91FmkxXDytdGbZBFyA5OZnk5GST9xm7pND+y75lyxaL3Ku0tJRx4y5ZfgcGBvaaxe7YsYObO+x1rHRFEAQCAwMJDAzkrrvuAtqzqKysLJRKJZ9//jnPPPMMoigSExMjZcMRERHSWFldXR3nzp3Dzc2NhISELuLwCoVCqvsaf3Z92SL5zZjBuI7GK7TPD1d0zA8bR9c8a2tZwnaOMYPvWEgr7Uan9y+ewAsvtKt2qdVqsrOz8fHxkW2dA+0lsFWrVjFu3Dh+/vln2WUIc5Hz+i4tLeWrr77ihx9+sEjQVSqV5Ofns2jRogEp6A1XhnXQHUz605T78ccf2bFjB/+1wNzotYSNjQ3R0dFER0ezbNkyaZ41IyOD1NRUNm3aRE5OjiS809TUxNatWwkJCZGdCfbbFsndnQk33siky/zpKtLTiU9P54ZffmTHiUn4hU/in2/fhCiKnDt3jrq6OqKiorpdWOkOg8HA+++/z1tvvcWmTZuYP3/+oDZ95by+16xZw8aNGwe8Qt6Z5557jm+++YZNmzZdUwEXrEFXNnKbcidPnmTZsmXs379/yLaDRgqCIEibS3PmzAHg9OnTPPjgg0yaNAl/f3/Wrl1LWVkZwcHBJiLw7u7usoOWo6Mjjo6OkuKVMdirVCoqKirIy8sztUXy8SF80SIiFy8mCViu1aLXizQ0tGe3Y8eOJT4+Xvb9L1y4wP/93/8xceJEjhw5MiSGi3Je3+np6dx7771Au9Tkvn37sLW15fbbb+/XvZRKJcePH+fEiROcP3+e4uJi/P39h7Wten8Yto20wUZO4664uJikpCTef/99k/quFctRVVWFRqNh0qRLerdGEXjjNl1GRgYtLS1dRODlCsd0R2+2SK6urtTV1dHc3ExUVJSJy3NvGAwG3nvvPd5++21ee+015s2bd1V7lXVm6dKlLFy4cECNtCNHjvDGG2+QmZlJZGQkarWaBx98kN/97ney/+2GASOvkTbYyGncvfDCC9TU1PD4449Ln5Oenj7ge1pHeLri6+vbRYNVoVAQFhZGWFiYpFrV2toqicC/9dZbkgh8XFycFIiDg4Nl11qNAbZzjbWtrY3S0lLy8vKkgJ6Tk2OyyNFToC8uLmblypWEhYVx9OhR2WWIK4Wc17elmDlzJsuXLyc3N5fHH3+cXbt2kZmZyYULFwgPD7fYfa5WrJnuVYp1hMeyGEXgU1NTJRH4wsJCAgICpCA8ffp0vL29ZWWbOp2OvLw8mpubiYyMxMnJCVEUTVZ5VSqViS2ScUb3k08+YefOnbz22mskJSVdkws7mzZtAmDt2rXodDoWLlzIqlWrujTGhzHWTHe4YR3hsSyCIODp6cmCBQtYsGABcEmgJyUlhSNHjvD666+jUqmIiIiQljimTp2Kk5OTydfqbJ0TEREhBU1BEKT6sNFlt7Mt0rZt2/j1119paWnhlltuobi4mLa2NrPKHsOVoKAgLl68SE1NDd7e3sTGxlJeXj7UxxoUrEH3KmUoRniuNRQKBRMmTGDChAlSg8gosp2SksKHH37I2rVrUSgUxMbGEhERwaFDh1iyZAkLFiyQtdps1B/evXs32dnZ7Nq1i4SEBE6cOEF6evo10zy6HDc3N/bu3Ut4eDgBAQGcPHlS2mgc6ViVMq5SBnuEx0o7dnZ2TJs2jeXLl7Njxw7S09P54YcfGD9+PJs2bcJgMPC3v/2NRYsW8fzzz7N3714qKiq6/XkBFBYWctttt1FYWMjRo0eZO3cuLi4uzJo1i1WrVllcrObAgQOEh4cTEhLCK6+80uXjH374ITExMcTExDBr1ixOnDhh0fvLJTk5mcmTJ/PBBx9w2223cccdd4xUiccuXJt/ZocBgznCY6VnBEGQ1odPnjyJj48PoihSXl4uicBv376dqqoqSQQ+Pj6eqVOn8tFHH/HBBx/wxhtvMHv27Cteu9Xr9fzhD38w6QPceuutJiWp4OBgfvrpJ2lV/dFHHx2yVfWnnnqKxsZGtFqtNF4piuLIr3GLotjbf1aGiLa2NjE4OFgsKCgQW1tbxZiYGPH06dM9Xv+///u/4meffWb2fffv3y+GhYWJkyZNEl9++eVur/nxxx/FqVOnilFRUeKcOXPMvudIQKfTiWfOnBHfffdd8bHHHhPHjx8v3n333WJjY+OgneGXX34Rb7zxRuntl156SXzppZd6vL62tlb09/cfjKP1iU6nG+ojWJoe46o1071KGcwRHiNyMqX6+noef/xxExttK+0jZVFRUURFRfHQQw8NScY2nFfVr6USmTXoXsX0pS3Rmffee8/s+8mZmNi9ezd33nknQUHtwt6Xz8xaaWcoHpFF66r6sMDaSLMi0V2mVFpaanJNbm4udXV1zJ07l+nTp/P+++8P9jGt9EB/V9X37NljXVUfAqyZrhUJOZmS1Ub76iUhIYG8vDxp6ePjjz9m9+7dJtcUFxdz55138sEHH1h/ZkOENehakbDaaA9vhmJV3coA6K3LNvgNPytDiZyJiaysLDEpKUlsa2sTGxsbxcmTJ4unTp0a8D37mpaor68XFy5cKMbExIhRUVHiu+++O+B7WbEyiFinF0Y6er2exsZGs2QB5WRKkZGR3HTTTcTExEg22gMdapczLbFlyxaioqLYu3cvFy9eJDw8nPvvv/+aXJ21MjKwBt0RQnl5OUlJSfzxj39k+fLlA+6ey5mYWLt2LWvXrh3wWY3ImZYQBAGNRoMoijQ0NODl5XXNrs5aGRlYpxdGCIGBgWzZsoUDBw4Mm40eOdMSK1eu5OzZs/j7+xMdHc0bb7xh8dXZq4m+1nhFUWTVqlWEhIQQExPDsWPHhuCUVsxh5L56rxHEThMHmZmZqNVqoP3R/WpHlDEtcfDgQaZNm0ZZWRmZmZmsXLlS+h5HGsZyy/79+8nKyuKjjz4iKyvL5Jr9+/eTl5dHXl4e27dvZ8WKFUN0WisDxRp0hznGIPX222/z7LPPMnXq1CE+kXzkTEvs3LmTO++8E0EQCAkJITg4mOzs7ME+6qDQudxib28vlVs6s2fPHpYsWYIgCCQmJlJfX3/NSCKOFKxBdxhjMBgAJOuT66+/npiYGHQ63bBYq+w8V6rVavn444+59dZbTa4JCgri+++/B6CyspKcnBypBjxQHn74YXx9fXtsAA7VI7yccouca6xc3ViD7jBGoVBw4MABPv30U1588UXmzZuHSqXqUWbwaqPztERkZCSLFy+WpiWMExPPPfccv/zyC9HR0cybN4+NGzcyevRos+67dOlSDhw40OPHh+oRXk65Rc41Vq5u+rLrsXIVIwjCXcAfgBWiKOYIgvAHYIwois8N8dGuegRBmAD8WxTFLumuIAhvAYdFUfyo4+0cYK4oilf0OV4QhOuADaIoLuh4+2kAURRfHuqzWbEc1kx3eJMOPCuKYk7H225AMIBgTX/MIQC40Ontko73XWnSgFBBEIIFQbAH7gW+ueyab4AlQjuJgMoacIcX1oHHYYwoiueB84IgCGL7I8ubgFXBxHy6+4N1xR8JRVHUCYKwEjgI2ADviqJ4RhCE5R0f3wbsA5KBfKAJeOhKn8uKZbEG3WGMMdh2BFxEUWwEGjv+31o3GjglwLhObwcCZYNxY1EU99EeWDu/b1un/xdpLylZGaZYywvDGGtgvWJYH+GtXDGsma6Vaw5BED4C5gKjBUEoAZ4H7MD6CG/lymOdXrBixYqVQeT/B90kLbv9vv3zAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_35_6.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays1, {\"f1_vals\":[0.5, 1.]}, state_vec1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set $f_{1,{s_t}}$ and $d_{s_t}$ as constant functions and\n", "\n", "$$\n", "f_{2,1} = 0.5, f_{2,2} = 1\n", "$$" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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H3nzTRlM9WewbTxhu/1WpAgMH2nxGVpYtxz3mGBgyBHbuDDs6l+I2b4a33rJEUKmS1XPascNqOeXkwLhxNmp64IFhR5r8PGG42DnhBPvfOW6c/e/s1AlOOcUGjJ2LsUWL7LNJpUo2zDR/vlXwnzfPPrvceqvNWbjY8YThYq9lS/sfO3CgrU9s2tS61i9YEHZkLsn98QcMHmx/UsccA3372nzEJ5/YPMXDD0O9emFHmbo8Ybj4yMiwtrBLltg8x8SJ1lrs2mu91IgrtKVLd5fhuOQSq9/0yCO24e7tt6F5cyji72Zx579iF1+lStmOqGXLrGLbK6/YxPj998OmTWFH5xLY1q3wzjtWaKBWLVtL0aSJjXhmZ9uf1eGHhx1levGE4YJRvrwtX1m40GYne/a0xPHCC7B9e9jRuQSyfLmtzq5SBf7+d7u6eOABu6p47z0b8fSriXD4r90F6+ijbbf45Mn2fdeuNlT1wQdeaiSNbdtmFWjOPtv+LPr0sfUSo0dbAunRw8qKu3B5wnDhOOUUmDTJ3iV27oR27Wwmc/r0sCNzAVq50nZZV6sGF1xg6yLuu8/uHzHCLkbTveBfIvGE4cIjYnUa5s2zim+LFlkz5I4d7WOlS0nbt8PIkdCmDdSoYZXzGzSwBLFihSWMdOoxkUw8YbjwFStmhX6ys+3j5siRtk33lltg/fqwo3MxkpNjU1c1atgq61mz4O67LUmMHm33FS0adpRubzxhuMRx4IHQq5fNcl5xBTzzjFWE69MHtmwJOzq3D3bssEr47drZsNP990PdujZ5vWqVTWZXqxZ2lC5anjBc4jnySHjxRZg7F04/He68E2rXtu5/3rwpKaxZY0NNRx1l8xBTptgu7GXLbFnsBRd4Padk5AnDJa569WDUKOuNWb48XH65lR/xFVUJaedO+OgjuPBCa2/ao4cljKFDbYPdI49AZmbYUbr94QnDJb5mzWz11JAhVhuiXTs47TT47LOwI3PA2rXW3rRmTVsWO3GiFQBcsgTGj7cWKsWLhx2liwVPGC45FCkCF19sFeYGDLAB8GbN7B1q5sywo0tL06dbfcnKlW3XdeXKVjX2u+/gsccsgbjU4gnDJZdixeCaa2xi/PHHLVlkZdnH2EWLwo4u5e3caaOETZvaCugxY+D6623/xMSJlkBKlAg7ShcvnjBccipVCm67zfZr3HsvfPihzXlcdZVdfbiY+uMPePllOPZYaNvWfu1PPGFzE08+aZVjXerzhOGS20EH2eL+ZcusReygQTYWcuutsG5d2NElvZ9/tpLh1avD1Vfb1cOgQfbrvvVW+/W79OEJw6WGww6zj7pLl0LnzlboMDPTFv5v3Bh2dEnn22/hppusAODdd0P9+vDxx7bZ7tJLfUlsuvKE4VJL1ao2djJ/PrRqZVcfmZnwf//nm/+iMHOmVWY56iir1nLhhTBnjo34/e1vVs3FpS9PGC411aljzRSmT4eGDW2+o2ZNeOklL6eex86dNnndrJmtHxg71n5dK1bAa6/B8ceHHaFLFJ4wXGrLyrKtxRMm2LrPa66xyfGhQ+2dMo398Qe8+qpVl2/Txkp5Pf64TWT36eMFAN1fecJw6aFpU/jqKxg+3AbgL77YksmHH6bdrvGff4beva0I4D//ab+ON96wlU+33eYT2W7PAk0YItJKRBaLSLaIdM/n8aYi8ouIzI583ZvrsbIi8q6ILBKRhSLSOMjYXQoQsV3ic+bA66/Dhg3QuvXuZJLiVq60AsBVqlhHu+OOs1IeX39t6wR8ItsVJLCEISIZQD+gNVAX6CQidfM5dJKqnhD56pXr/qeBD1W1DlAfWBj3oF1qysiAyy6zjX59+8LixVZqpG1bK3iYYmbNgksusYnsvn2t8N/s2TZS16KFT2S76AV5hdEIyFbV5aq6FRgCtIvmiSJyENAEeBlAVbeq6oa4RerSQ/Hitk152TLbbPDFF1bc8NJL7b4kpmqT182b25z/qFF2dbFihV1c1a8fdoQuGQWZMCoBq3Pdzoncl1djEZkjImNFpF7kvkxgHfCqiHwtIi+JSJn8XkREuojIDBGZsc43brlolCljYzTLl1sp9ffft1VW110H338fdnSFsnUrDBxow03nnGMXT489ZhPZjz3mE9lu/wSZMPK78M072zgLqKaq9YFngeGR+4sCJwLPq2oD4DfgL3MgAKo6QFWzVDWrQoUKsYncpYdDDrEa3MuWQZcutgT36KMtifz0U9jR7dWGDVYxtkYN+Mc/bNTt9dctB95+Oxx8cNgRulQQZMLIAarkul0Z+NPHN1XdqKqbIt+PAYqJSPnIc3NUdWrk0HexBOJc7B1xBPTrZx/PL7zQPppnZlpHoE2bwo7uT1atshIdVapYxdh69WxuYvZsm6bxsuIuloJMGNOBmiJSQ0SKAx2BD3IfICIVRWwKTkQaReJbr6o/AKtFpHbk0ObAguBCd2kpM9PWm86ZA2eeubsj0LPPhr5rfM4cm2rJzLRw2re31U4ffQQtW/pEtouPwBKGqm4HbgDGYSuchqrqfBHpKiJdI4ddBMwTkTnAM0BH1f8tkv838KaIzAVOAB4OKnaX5o47DkaMsKW3detakcOaNeH55233W4AWLYK//93m5keOtEZFy5dbXjvhhEBDcWlINIU3LWVlZemMGTPCDsOlElXbNX7PPZZAdvUivfLKuG5kWL4cevWyxFC6tK14uvVWKFs2bi/p0pSIzFTVrPwe853ezhWGCJx1li3BHTfO5ju6dIHata3ORozrVOXk2GKt2rXh7bctSaxYYcnDk4ULmicM5/aFiE0WTJ4Mo0dDuXJWZ6NOHbsM2M/EsXatJYejj7biu9dea1cZjz0G5cvH6BycKyRPGM7tDxHb8DBtGnzwARx4IFx+uS1Xeust2LGjUD/u55+t/0RmprX0uPRSWLLEdmgfcUSczsG5KHnCcC4WRKy0yMyZMGyYtaa79FKbMI+iMu6vv8KDD9o+iocfth+1cKFdXVSvHswpOFcQTxjOxVKRInD++bYRYuhQSyQXX2y1OIYN+0vi2LzZejtlZto8etOmtmR28GCoVSucU3BuTzxhOBcPRYpAhw5WzHDwYNi2zTYBNmwII0aw9Q/l+edtjuK22+DEE2HqVKu+7g2LXKLyhOFcPGVkWM/T+fPhjTfQTZugfXsWHXQSo/41mswaysSJtuCqUaOwg3Vu7zxhOBeAnZLB28U6c2yRhVzJq5TjJ0ZzLp9vO4Umm8elXRMnl5w8YTgXR6q2eKpBA7vQKFK8KO3fv5Ijf10ML76I/PADtGoFp58On3ziicMlNE8YzsWBqr3/N25sTf42b7ZVtrNnW90nKV4Mrr4ali61EiOrVlk3ozPPhM8+Czt85/LlCcO5GPvyS2jWzN7/16yxKukLFkCnTjal8SfFi0PXrpCdbZstli2zJ591FkyaFEr8zu1JoRKGiJSJtFp1zuUxc6bt4Tv9dKuM/uyztunuqqugaNECnlyihHX/y86Gp56yDNOkye7d5M4lgL0mDBEpIiKXiMhoEVkLLALWiMh8EXlMRGoGE6ZziWv+fFsxm5VlS2P79LELhRtusDxQKKVKwU03WR2Qxx+3MaxTT4XWrW03uXMhKugKYwJwFPAfoKKqVlHVw4AzgClAbxHpHOcYnUtI2dnQubNt5v7kE+jZ0woDdutmFWX3S+nStkFjxQprpTd9Opx8sm0BnzUrJvE7V1h7LW8uIsVUddtef0AUx4TFy5u7eFi1Ch54wIrTFi9u7TG6dbP6g3Hz6682xvX441Zwql07uP9+b4LhYm6fy5tHkwgSNVk4F2sbN1piqFnT+mVff72NHPXuHedkAVbU8K677IqjZ09bSdWgAZx3nl19OBeAfVolJSK35vq+9t6OdS7ZqcKbb1rl8ieesGGopUutmmzFigEHc/DBcO+98O231hTjiy9si3irVrY8y7k4KmjSe0ee22VF5FWgg4j8S0ROB7rHM0DnwjR3rm2N6NwZqlSxSe2XX7ZGe6EqW9aqFX77LTzyiC3ROv10W4772We+AdDFRUFXGH9qJa+qG1T1H8D9wFSgJjAsPqE5F54NG2xuokEDKzP+0ku2uvWkk8KOLI+DDoLu3S1xPPGEBdusmS3JHeclR1xsFZQwFEBEJorIQZHvuwLHAN+o6quqOjLOMToXmJ07bTK7Vi3o18/aoy5ebHspiiTyNtcyZaxF3/LlNjn+7bc2THXKKTBypCcOFxPR/hcoq6obRaQhcA1wCPBi/MJyLngzZ8Jpp1mn1Vq17HbfvnDooWFHVgilStkGkOxseOEF6/V63nlWP/299wps5OTc3kSbMLaJSFHgcuBRVb0PqBe/sJwLzvr1Vp3jpJNsEdLrr1tVjqResVqiBHTpYlvNX30VfvsNLrrImm0MGVLo1rHOQfQJ41lgDnAusGsI6oC4RORcQHbssA/htWrZHMXNN9vw02WXWaO8lFCsGFx5pc1tvPmmDU116mQ9x19/HbZvDztCl0SimvRW1deAk4FjVXWziBwNFLrAjYi0EpHFIpItIn9ZXSUiTUXkFxGZHfm6N8/jGSLytYiMKuxrO5fblCm2cbprV/vQPWeOtUo9+OCwI4uTjAy45BL45ht45x0oWRKuuAJq17ZsuXVr2BG6JFBQwvhfyTRV3aSqmyPfZ0dWSyES3WexSNHCfkBroC7QSUTq5nPoJFU9IfLVK89jNwELo3k95/Kzdq3NUTRuDD/8YKMzn35qH7jTQpEiNjT19dcwYoRN0Fxzje1GfO452LIl7AhdAisoYXwqIv8WkT+tOheR4iJyloi8BlwR5Ws1ArJVdbmqbgWGAO2iDVREKgNtgJeifY5zu2zfbouHatWCQYPgzjth0SK4+OIUGn4qDBGbDJ82DcaOhcqVbet6ZqZVy/3997AjdAmooITRCtgBDBaRNSKyQESWA0uBTsCTqjowyteqBKzOdTsncl9ejUVkjoiMFZHcn/ueAu4A9rrMQ0S6iMgMEZmxbt26KENzqWzSJGjY0PZVnHyyjcr07g0H+CycJY5WrWzH+PjxNkR1yy1Qo4aV3f3117AjdAmkoITxgqo+p6qnAVWB5sCJqlpNVa9R1dmFeK38PsflXRw+C6imqvWxifbhACJyLrBWVWcW9CKqOkBVs1Q1q0KFCoUIz6WaNWtsh3aTJrYRb9gw+PBDe090eYjYLvEJE3YvEbvzTqheHR58EH75JewIXQIoKGEcn+v70aq6RlU37ONr5QBVct2uDHyf+wBV3aiqmyLfjwGKiUh54DTgPBH5FhvKOktEBu1jHC7Fbdtmm55r1YJ337UKGgsXwvnnp+nwU2GdfrrtEp8yxXpx3HMPVKtmNax++ins6FyIotrpHbG/H9enAzVFpIaIFAc6Ah/kPkBEKu6aRBeRRpH41qvqf1S1sqpWjzzvU1X1PhzuL8aPh/r14fbboWlTa27Uq1cM+lOko5NPtl3is2ZB8+ZW071aNStFsnZt2NG5EBSUMCqKyJUi0oD8h5SipqrbgRuAcdhKp6GqOl9EukbKjQBcBMwTkTnAM0BH3VvDDuciVq+Gv/8d/vY3+OMPe58bORKOOirsyFJAgwa2S/ybb+Dcc21uo3p1K0WyZk3Y0bkAFdRAqQs2LHUctrN7DTA/8rVAVd8LIsh95Q2UUt8ff9j+iQcftD1pd91lVxclS4YdWQpbvBgeftg2AhYtauuUu3WziXKX9PbWQGmvCSOfH1SZ3QnkWFW9LDYhxocnjNT24Ye28mnpUrjgAksc1aqFHVUaWbbM2se+9pptm+/Y0SbKjzsu7Mjcftjnjnt5qWqOqo5R1UcTPVm41LViBbRvD61b2z60ceNsxMSTRcCOOgoGDLAKuTffbBsBjz/ehq28mVNKSuSCzc79yebN1p20bl345BP7cDt3LrRsGXZkaa5SJes1vnKlTYxPnWorrc44A8aM8dLqKcQThksKH39s5Tvuv9+uLhYtgjvugOLFw47M/c+hh0KPHtaL45lnYNUqaNPG9nQMHuyFDlOAJwyX0H7/Hf79b7uKKFHC6j4NHmyVLFyCKlPG/tGys2HgQNsYc8kltmOyf3+vV5XEPGG4hDV9uvX96dvXhshnzbLuo7Ud5wkAABUBSURBVC5JFCtmFXHnzYP334fy5a2FYfXqNp64cWPYEbpC8oThEs62bTb01LixXWGMHw9PPmnN5FwSKlLExhGnTLFLxPr1bfNf1aq2DvrHH8OO0EXJE4ZLKIsWWTWKnj1tFGPuXCtx5FKAiF0ijhsHM2bYOGPv3nbFcf31tvzNJTRPGC4h7Nxp5ccbNLD3jXfftYZwZcuGHZmLi4YNYehQ+4TQuTO8+KL15Ojc2XaUu4TkCcOFLicHzj7bNuGddZa9X1x4YdhRuUDUqmXJYsUKm6gaPtz2crRt63s5EpAnDBeqwYNtY/DkydZfe9QoOOKIsKNygdu1l2PVKqsWOXmy7eVo0sQaPPlejoTgCcOF4qefrJLEJZfAMcfA7NnQpYuXH097hx5q5dRXroSnn7Y9HeecY2OVQ4b4Xo6QecJwgRs3zq4q3nsPHnoIPv8cjj467KhcQilTxsYoly2zvRxbt0KnTraX44UXfC9HSDxhuMD89psthmnVyiazp02zVZVFi4YdmUtY+e3l6Np1dwtZ38sRKE8YLhBTp9qowvPPWxuFmTPttnNRybuX4/jjrTJu1apw993e0CkgnjBcXG3bZp09TzvNeld8+qm1T/V+FW6f5N3L0aIFPPKIlSq+7jqrde/ixhOGi5uFC2239gMP2PL6uXOtbapzMdGwIbzzzu69HK++anMcF1wAX30VdnQpyROGi7mdO22By4kn2mKXYcNs3vLgg8OOzKWkXXs5Vq604amJE+2S9tRT7Y9vx46wI0wZnjBcTK1ebRUfbr7Z+mt/8w2cf37YUbm0cPjhdjm7apVVrPzxR9sBWqeOTZ79/nvYESY9TxguJlRh0CBbLjtlin3g++ADqFgx7Mhc2ilTxpbjLVliQ1aHHgr/+pdNkN93n0+Q7wdPGG6/rV8PF18Ml10Gxx4Lc+bA1Vf7JjwXsowMuOgi+wQzaZLtHH/gAZsg79rVEoorFE8Ybr+MHWtJYvhwW6wycaK1enYuYYhYshg+3FZiXH65TarVqWNLdb/4wkuPRMkThtsnmzbZh7RzzrG9VNOmWYuDjIywI3NuL3btFF+1ykqQfPGF9R4/9VQrPeAT5HvlCcMV2uTJ1qZ5wAC4/XbrjHfCCWFH5VwhHHaYNV1ZtQr69YN162z4qnZteO45nyDfg0AThoi0EpHFIpItIt3zebypiPwiIrMjX/dG7q8iIhNEZKGIzBeRm4KM25mtW6FHD7u6374dJkyAxx7zTXguiZUubRPiixfbFUaFCjZhXrWq7Tj1boB/EljCEJEMoB/QGqgLdBKRuvkcOklVT4h89Yrctx24TVWPAU4Brt/Dc12cLFgAp5xixQKvuMI24Z15ZthRORcjGRm24W/y5N3DVA8+aBPkXbpYQnGBXmE0ArJVdbmqbgWGAO2ieaKqrlHVWZHvfwUWApXiFqn7n507rZ/2iSfaHov334dXXoGDDgo7Mufi5LTT7A990SK48kp44w2bIG/XzlZbpfEEeZAJoxKwOtftHPJ/028sInNEZKyI1Mv7oIhUBxoAU/N7ERHpIiIzRGTGunXr9j/qNLZpE3ToYMUCW7a0gqHt24cdlXMBqVUL+ve3HeT33WcdAJs0sXo3776blhPkQSaM/Fbl503Vs4BqqlofeBYY/qcfIHIA8B5ws6rmW9dYVQeoapaqZlWoUCEGYaen5cvt/8Xw4VYscMQI20jrXNo57DC4/36bIH/+edt41KGDJZS+fa1uf5oIMmHkAFVy3a4MfJ/7AFXdqKqbIt+PAYqJSHkAESmGJYs3VXVYMCGnp08/hZNOgu++gw8/tCsM34Tn0l7p0raWfNEiq1FVsSL8+982QX7PPWkxQR5kwpgO1BSRGiJSHOgIfJD7ABGpKGJvTSLSKBLf+sh9LwMLVfX/Aow5rajCs8/a8FPFira3okWLsKNyLsFkZFiBtC+/tK+mTW01SLVqcM01MH9+2BHGTWAJQ1W3AzcA47BJ66GqOl9EuopI18hhFwHzRGQO8AzQUVUVOA24DDgr15Lbc4KKPR388Yf9rd94I7RpY4tFvG2qcwXYteFv8WL45z+toNqxx9qnrrFjbdVIChFN4Rn/rKwsnTFjRthhJLwffti9ovCee2y4tohv6XSu8Navtx2tffvC99/bRsCbbrJyJGXKhB1dVERkpqpm5feYvy2kuRkzICvLCgYOHQq9enmycG6flSsH//kPfPstvPWWrT//17+gShWrnbN6dYE/IpH5W0MaGzTI9icVLWoNyjp0CDsi51JEsWLQqZM1s//yS2sO89hjUKMGdOxoFXSTkCeMNLRjB3TrZuXITz7ZakHVrx92VM6lIBGb5xg61Naq33KLLT1s3NhKJ7z9tjW+TxKeMNLMzz/DuefC44/blfLHH1v5HOdcnFWrZlcZOTk2x/HTT3a1kZkJjz5qtxOcJ4w0smiRXVGMH28Vnvv1sytn51yADjjAChwuWgSjRtnEePfuULkyXHed3Z+gPGGkiVGjLFls2GAb87p0CTsi59JckSK2hv2TT6ya5yWXwKuvwjHHWKOZjz5KuLpVnjBSnKp1wjvvPNtXMWOGlSd3ziWQ446Dl16yVVS9esHXX8PZZ9uejgEDEqY/hyeMFPb777ZQ4667rOf2pElWxcA5l6AqVLDNUN9+C6+/DiVKwLXX2n/cu++2ej0h8oSRolatsiuJoUOhd29bEl66dNhROeeiUqKELWOcORMmTrQquY88AtWrw6WX2tLGEHjCSEGTJtlmvGXLYORIuPNOLx7oXFISsWQxbBhkZ8MNN9h/6kaNrG/Hu+9a+8uAeMJIMS+8AGedBYccYnuG2rQJOyLnXExkZlo3s5wceOopq+nToQMcdZStk9+wIe4heMJIEVu32r6Krl1tU+nUqdYkzDmXYg46yOpTLVliDWtq1LCduJUrW7n1pUvj9tKeMFLAunVWhvz55+GOO2wJbdmyYUflnIurjAxrG/vZZzBrFlx0ka2oql0b2raNyxWHJ4wkN3u2zVdMm2a1oR591P6OnHNppEEDGDjQ2snee691ATz44Ji/TNGY/0QXmKFDrUf9oYfunuh2zqWxihWtP0Gc+BVGEtq5E3r0sL0VDRrsLlHunHPx5FcYSWbjRujc2VbWXXWV1YMqUSLsqJxz6cATRhJZutTmuJYssd7b11/v+yucc8HxhJEkPvrIhqAyMqwkebNmYUfknAPYtm0bOTk5bNmyJexQCqVkyZJUrlyZYoUoWe0JI8Gp2l6dbt2gXj0YMcKWXTvnEkNOTg4HHngg1atXR5Lkkl9VWb9+PTk5OdQoxBuKT3onsC1bbBXUbbdB+/bWRtWThXOJZcuWLZQrVy5pkgWAiFCuXLlCXxX5FUaCWr/eSuJPm2bVju++28rnO+cSTzIli132JWZPGAlo7Vor77FkidUcO//8sCNyzjlPGAlnzRpo3tzK4Y8ebd8751wiCHSQQ0RaichiEckWke75PN5URH4RkdmRr3ujfW4qyMmBM8+0XhZjx3qycM5FR0T2+BVLgV1hiEgG0A9oAeQA00XkA1VdkOfQSap67j4+N2mtXGllyf/7X1tCe+qpYUfknEsWGlDv7yCvMBoB2aq6XFW3AkOAdgE8N+EtW2Y9Un76yfrBe7JwzhXWa6+9RsOGDTn++OM544wz4vIaQc5hVAJW57qdA5ycz3GNRWQO8D1wu6rOL8RzEZEuQBeAqknQwHrxYht62rIFPv3UakM551xh/Prrrzz66KPMnj2b4sWLsyFOzZSCTBj5DablvY6aBVRT1U0icg4wHKgZ5XPtTtUBwACArKysYK7T9tGCBTYMpQoTJsBxx4UdkXNuf9x8s7UciKUTTrAGe3uTkZHB5s2bue2227jiiivIilM10iCHpHKAKrluV8auIv5HVTeq6qbI92OAYiJSPprnJpu5c6FpU9tb8dlnniycc/uudOnSzJs3j9NOO40uXbrw3HPPsXz5cq666iouuuiimL1OkFcY04GaIlID+A7oCFyS+wARqQj8qKoqIo2whLYe2FDQc5PJzJnQsiWULm3DUDVrhh2Rcy4WCroSiJelS5dSs2ZNOnbsyIIFC9iyZQuZmZm8/PLLyZkwVHW7iNwAjAMygFdUdb6IdI083h+4CLhORLYDm4GOatP/+T43qNhjacoUaNXKWqhOmOClPpxz+++hhx5i8uTJlClThnr16vHiiy/G5XUC3bgXGWYak+e+/rm+7wv0jfa5yeaLL6B1azj8cLuySII5eedcEhg4cGAgr+PViQIyYQKcfTZUqgQTJ3qycM7F1/r16+natStff/01jzzySEx+ppcGCcBHH1njo8xMGD/e2u4651w8lStXjv79+xd8YCH4FUacjR4NbdtC7dq2GsqThXMuWXnCiKP337dKs8cdZ3MWFSqEHZFzzu07TxhxMnQodOgADRtauY9DDw07Iuec2z+eMOJg0CDo1AkaN7b5i7Jlw47IOef2nyeMGHvlFbj8citT/uGHcOCBYUfknHOx4Qkjhvr3h6uughYtYNQoKFMm7Iiccy52PGHEyDPPwHXXQZs2MGKElf1wzrlU4gkjBh57DG66yVZEDRsGJUuGHZFzzsWeJ4z99OCDcMcdcPHF8PbbULx42BE551x8+E7vfaQK990HDzwAl11mk91F/bfpnAvB3np3x7J9q7/F7QNV6N4d+vSBf/4TBgyAjIywo3LOpatU7OmdElThllssWVx3Hbz4oicL51z4Uq2nd9LbuRNuuAGef94muZ98EvZyJeicc4FIxZ7eSW3HDrj2Wnj5ZZvk7t3bk4VzLo+QmnoH1dPbE0YUtm+3uYo33oB77oGePT1ZOOcSx66e3iNHjqRLly5cffXVHHnkkYwePZq1a9dy/fXX07Jly/1+HU8YBdi2zVZBvf22rYjq0SPsiJxzCSukpt759fRu37497du35+eff+b222/3hBFvW7dCx45WprxPH+jWLeyInHPur/bW0/vBBx/k+uuvj8nreMLYgy1brDz5qFHw9NNw441hR+Scc/nLr6e3qtK9e3dat27NiSeeGJPX8YSRj82boX17K03ev79NdjvnXDJ59tln+eSTT/jll1/Izs6ma9eu+/0zPWHksXkznHsuTJhgu7f/8Y+wI3LOucK78cYbuTHGQyOeMPIoUQJq1rRE0blz2NE451ziCHSnt4i0EpHFIpItIt33ctxJIrJDRC7Kdd8tIjJfROaJyGARiUtN2CJFbBjKk4Vzzv1ZYAlDRDKAfkBroC7QSUTq7uG4R4Fxue6rBNwIZKnqsUAG0DGIuJ1zzpkgrzAaAdmqulxVtwJDgHb5HPdv4D1gbZ77iwKlRKQoUBr4Pp7BOudctIIq/hdL+xJzkAmjErA61+2cyH3/E7mSOB/on/t+Vf0OeBxYBawBflHVj+IarXPORaFkyZKsX78+qZKGqrJ+/XpKFrLbW5CT3vkV08j7G34KuFNVd+Su7y4ih2BXIzWADcA7ItJZVQf95UVEugBdAKpWrRqj0J1zLn+VK1cmJyeHdevWhR1KoZQsWZLKlSsX6jlBJowcoEqu25X567BSFjAkkizKA+eIyHagGLBCVdcBiMgw4FTgLwlDVQcAAwCysrKSJ+U755JSsWLFqFGjRthhBCLIhDEdqCkiNYDvsEnrS3IfoKr/+62LyEBglKoOF5GTgVNEpDSwGWgOzAgqcOeccwEmDFXdLiI3YKufMoBXVHW+iHSNPN5/L8+dKiLvArOA7cDXRK4inHPOBUOSaaKmsLKysnTGDL8Qcc65aInITFXNt6FGSicMEVkHrNzHp5cH/hvDcJKBn3PqS7fzBT/nwqqmqhXyeyClE8b+EJEZe8qyqcrPOfWl2/mCn3MsBVoaxDnnXPLyhOGccy4qnjD2LB1XYfk5p750O1/wc44Zn8NwzjkXFb/CcM45FxVPGM4556KS1gmjoIZOYp6JPD5XRGLTST1EUZzzpZFznSsiX4lI/TDijKX9adyVrKI5ZxFpKiKzI43JJgYdY6xF8bd9sIiMFJE5kXNO6gbMIvKKiKwVkXl7eDz271+qmpZfWHmSZUAmUByYA9TNc8w5wFis0u4pwNSw4w7gnE8FDol83zodzjnXcZ8CY4CLwo47gH/nssACoGrk9mFhxx3AOd8FPBr5vgLwE1A87Nj345ybACcC8/bweMzfv9L5CiOahk7tgNfVTAHKisgRQQcaQwWes6p+pao/R25OwaoKJ7P9bdyVjKI550uAYaq6CkBVk/28ozlnBQ4UK4d9AJYwtgcbZuyo6ufYOexJzN+/0jlhFNjQKcpjkklhz+cq7BNKMtvnxl1JLJp/51rAISLymYjMFJHLA4suPqI5577AMVhbhW+Am1R1ZzDhhSLm719BljdPNNE0dIrmmGQS9fmISDMsYZwe14jib58bdyWxaM65KNAQaxVQCpgsIlNUdUm8g4uTaM75bGA2cBZwFPCxiExS1Y3xDi4kMX//SueEEU1Dp2iOSSZRnY+IHA+8BLRW1fUBxRYv+9y4S1WHBxNizEX7t/1fVf0N+E1EPgfqA8maMKI5538AvdUG+LNFZAVQB5gWTIiBi/n7VzoPSf2voZOIFMcaOn2Q55gPgMsjqw1OwXqJrwk60Bgq8JxFpCowDLgsiT9t5lbgOatqDVWtrqrVgXeBfyVxsoDo/rZHAGeISNFIY7KTgYUBxxlL0ZzzKuyKChE5HKgNLA80ymDF/P0rba8wNLqGTmOwlQbZwO/YJ5SkFeU53wuUA56LfOLerklc6TPKc04p0Zyzqi4UkQ+BucBO4CVVzXd5ZjKI8t/5AWCgiHyDDdfcqapJW/ZcRAYDTYHyIpID3Ie1s47b+5eXBnHOOReVdB6Scs45VwieMJxzzkXFE4ZzzrmoeMJwzjkXFU8YzjnnouIJwznnXFQ8YTjnnIuKJwznAiQix4nIShG5LuxYnCssTxjOBUhVv8HKViR7dViXhjxhOBe8tUC9sINwrrA8YTgXvN5ACRGpFnYgzhWGJwznAiQirYAywGj8KsMlGU8YzgVEREoCfYB/YR3fjg03IucKxxOGc8HpgfVY/hZPGC4JecJwLgAiUhtogbWDBU8YLgl5PwznnHNR8SsM55xzUfGE4ZxzLiqeMJxzzkXFE4ZzzrmoeMJwzjkXFU8YzjnnouIJwznnXFT+H2qUjFJiupEoAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_37_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_37_6.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays1, {\"f2_vals\":[0.5, 1.]}, state_vec1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2\n", "\n", "We now add to the example 1 setup another state variable $w_t$\n", "that follows the evolution law\n", "\n", "$$\n", "w_{t+1}=\\alpha_{0}\\left(s_{t}\\right)+\\rho\\left(s_{t}\\right)w_{t}+\\sigma\\left(s_{t}\\right)\\epsilon_{t+1},\\quad\\epsilon_{t+1}\\sim N\\left(0,1\\right)\n", "$$\n", "\n", "We think of $w_t$ as a rental rate or tax rate that the decision\n", "maker pays each period for $k_t$.\n", "\n", "To capture this idea, we add to the decision-maker’s one-period payoff\n", "function the product of $w_t$ and $k_t$\n", "\n", "$$\n", "r(s_{t},k_{t},w_{t})=f_{1,s_{t}} k_{t}-f_{2, s_{t}} k_{t}^{2}-d_{s_{t}} (k_{t+1}-k_{t})^{2}-w_{t}k_{t},\n", "$$\n", "\n", "We now let the continuous part of the state at time $t$ be\n", "$x_{t}=\\begin{bmatrix} k_{t}\\\\ 1\\\\ w_{t} \\end{bmatrix}$\n", "and continue to set the control $u_{t}=k_{t+1}-k_{t}$.\n", "\n", "We can write the one-period payoff function\n", "$r\\left(s_{t},k_{t},w_{t}\\right)$ and the state-transition law as\n", "\n", "$$\n", "\\begin{aligned}\n", "r\\left(s_{t},k_{t},w_{t}\\right)\n", " & =f_{1}\\left(s_{t}\\right)k_{t}-f_{2}\\left(s_{t}\\right)k_{t}^{2}-d\\left(s_{t}\\right)\\left(k_{t+1}-k_{t}\\right)^{2}-w_{t}k_{t} \\\\\n", " & =-\\left(x_{t}^{\\prime}\\underset{\\equiv R\\left(s_{t}\\right)}{\\underbrace{\n", " \\begin{bmatrix}\n", " f_{2}\\left(s_{t}\\right) & -\\frac{f_{1}\\left(s_{t}\\right)}{2} & \\frac{1}{2}\\\\\n", " -\\frac{f_{1}\\left(s_{t}\\right)}{2} & 0 & 0\\\\\n", " \\frac{1}{2} & 0 & 0\n", " \\end{bmatrix}}}\n", "x_{t}+\n", "\\underset{\\equiv Q\\left(s_{t}\\right)}{\\underbrace{d\\left(s_{t}\\right)}}u_{t}^{2}\\right),\n", "\\end{aligned}\n", "$$\n", "\n", "and\n", "\n", "$$\n", "x_{t+1}=\\begin{bmatrix}\n", "k_{t+1}\\\\\n", "1\\\\\n", "w_{t+1}\n", "\\end{bmatrix}=\\underset{\\equiv A\\left(s_{t}\\right)}{\\underbrace{\\begin{bmatrix}\n", "1 & 0 & 0\\\\\n", "0 & 1 & 0\\\\\n", "0 & \\alpha_{0}\\left(s_{t}\\right) & \\rho\\left(s_{t}\\right)\n", "\\end{bmatrix}}}x_{t}+\\underset{\\equiv B\\left(s_{t}\\right)}{\\underbrace{\\begin{bmatrix}\n", "1\\\\\n", "0\\\\\n", "0\n", "\\end{bmatrix}}}u_{t}+\\underset{\\equiv C\\left(s_{t}\\right)}{\\underbrace{\\begin{bmatrix}\n", "0\\\\\n", "0\\\\\n", "\\sigma\\left(s_{t}\\right)\n", "\\end{bmatrix}}}\\epsilon_{t+1}\n", "$$" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def construct_arrays2(f1_vals=[1. ,1.],\n", " f2_vals=[1., 1.],\n", " d_vals=[1., 1.],\n", " α0_vals=[1., 1.],\n", " ρ_vals=[0.9, 0.9],\n", " σ_vals=[1., 1.]):\n", " \"\"\"\n", " Construct matrices that maps the problem described in example 2\n", " into a Markov jump linear quadratic dynamic programming problem.\n", " \"\"\"\n", "\n", " m = len(f1_vals)\n", " n, k, j = 3, 1, 1\n", "\n", " Rs = np.zeros((m, n, n))\n", " Qs = np.zeros((m, k, k))\n", " As = np.zeros((m, n, n))\n", " Bs = np.zeros((m, n, k))\n", " Cs = np.zeros((m, n, j))\n", "\n", " for i in range(m):\n", " Rs[i, 0, 0] = f2_vals[i]\n", " Rs[i, 1, 0] = - f1_vals[i] / 2\n", " Rs[i, 0, 1] = - f1_vals[i] / 2\n", " Rs[i, 0, 2] = 1/2\n", " Rs[i, 2, 0] = 1/2\n", "\n", " Qs[i, 0, 0] = d_vals[i]\n", "\n", " As[i, 0, 0] = 1\n", " As[i, 1, 1] = 1\n", " As[i, 2, 1] = α0_vals[i]\n", " As[i, 2, 2] = ρ_vals[i]\n", "\n", " Bs[i, :, :] = np.array([[1, 0, 0]]).T\n", "\n", " Cs[i, :, :] = np.array([[0, 0, σ_vals[i]]]).T\n", "\n", " Ns = None\n", " k_star = None\n", "\n", " return Qs, Rs, Ns, As, Bs, Cs, k_star" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "state_vec2 = [\"k\", \"constant term\", \"w\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only $d_{s_t}$ depends on $s_t$." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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UqmUlw3/5Bfr3tz7Qp56CGjXCjtCluUAThoi0EpEFIrJIRP5WqUlE6ojIZBHZKiI9sh1bKiKzROQHEckMLuq9q1HDSvDUqGG7T374YdgRuaT0yy9w5502PnHLLVCpki36WbQIbrvN53G7hBFYwhCRwsALQGugHtBBROple9o6oDvw5F7e5jRVbaiqGQUXad4cdpjtdX/ccTaDaujQsCNySWPKFLj0UjjiCGtBtGpl/ZsTJ9o/Jh/EdgkmyBZGY2CRqi5W1W3AO0C76Ceo6ipVnQZsDzCu/VauHHz+uY1nXHEFPP982BG5hLVjh7UeTj4ZTjwRxoyxVsTixbb/RJMmYUfo3F4FmTAqA8ui7mdFHouVAmNFZLqIdN3bk0Skq4hkikjm6tWr8xlq3pUubYts27WDm2+24p+qgX28S3S//27jEUcdBZdcYtNhn33W9sd+4gmoVi3sCJ3LVZBt3pymdeTlktpUVZeLyCHAOBGZr6oT/vaGqgOBgQAZGRmBXrKLF7dJLFdfDfffb4tvn3jCJ7SktSVLLDG89poNajdvDk8/bZsTeQlkl2SCTBhZQHRRmyrA8lhfrKrLI3+uEpEPsC6uvyWMsBUpYuupDjoI+vWzpPHyy35tSCuqVvjvqadsemyhQjZWcdttVkrcuSQVZMKYBtQUkRrAr0B7oGMsLxSRUkAhVd0U+fks4MECi3Q/FSpkXyrLlrWuqY0bbTGu73KZ4rZvh/fes0QxdSocfDDcdZetofA6Mi4FBJYwVHWHiNwEjAEKA6+r6hwR6RY5PkBEKgGZwIHALhG5FZtRVQH4QKxvpwjwlqp+FlTs+SECDz1kSaNHD+uNeO89K/3jUsyGDfDKK/YtISsLata0Xbc6d4ZSpcKOzrm4EU3hkdmMjAzNzAx/ycarr0LXrrZAd/Ro665yKWDRIisCOGiQFQU8/XTrdjrnHGtmOpeERGT63pYu+ETvAFx7ra296tQJTjvNChgeckjYUbl8UbXVmv37w8iRNmjVsSPcequVFHcuhfnXoIBccoldX+bPt6KFy5bl/hqXYCZNsr+8Fi2sLsy998LPP9ssB08WLg14wghQq1YwdiysXGnl0X/6KeyIXEzmz7c9J5o2tQV2L75oGf+hh2ypv3NpwhNGwJo1g6++gj/+sC+rP/4YdkRur1auhG7d4Oijrbrkww/DwoW2X69v7u7SkCeMEDRqZN3gxYpZ78akSWFH5P5i0ybo1ctWZb/2GtxwA/z3v9YF5bOeXBrzhBGSOnWsG/yQQ+DMM62ryoVs+3brbjrqKHjwQdticd48my5bsWLY0TkXOk8YITr8cGtpHHUUnHuurdNwIVC1mi7169v2p3XrWiXZd9+1vxznHOAJI3SHHgrjx9sufpdcYlP6XYC++cYqx158sfURjh5tg0yNG4cdmXMJxxNGAjj4YBg3Ds44wwoXPv102BGlgblz4bzzrBjgsmU2VvHjj9YN5dUincuRJ4wEUaqUbd18wQW2WLh3by+PXiCWL4cuXaBBA9v56tFHbX7z1Vd7hUjncuErvRPIAQdYt3mXLvDAA1aiqH9/rzIRFxs3wuOP2y90xw7o3t1mPVWoEHZkziUNTxgJpkgR6x056CArU7RsmS0kLlMm7MiS1LZtMGCALbJbswY6dLD1FEccEXZkziUd/+6agAoVsgrZTz4JH35o46/z54cdVZJRteZa3bpwyy1wzDGQmQlvveXJwrl88oSRoETgjjtsMHzNGksaH3wQdlRJYvx42xu7fXvbO/fTT23Tdd+8yLn94gkjwZ1+OsyYYQv9LrgA7rkHdu4MO6oENWuWzXI67TQr6zF4sP3yWrXymU/OxYEnjCRQtSpMmGCD4X37QuvW1upwEVlZNsvp2GNh4kQb3F6wwDYw8plPzsWNJ4wkUbw4DBxoG7t9/bUt9JsxI+yoQrZhgzW5ataEN9+E22+3arJ33unFAZ0rAJ4wksy119ri5J07bYHy4MFhRxSCrVttVsCRR8Jjj8FFF1mL4sknoVy5sKNzLmV5wkhCjRvD9OmWMK66yoqpbtsWdlQB2LXLZjnVqWOtieOPt1/E0KFQvXrY0TmX8jxhJKlDDrEKt3feCS+9BKeeCr/+GnZUBei77+CEE+Cyy6BsWTv5sWPhuOPCjsy5tOEJI4kVKWLju8OHw8yZ9oV7woSwo4qzLVugZ0/b7W71amtNTJ9uNeGdc4HyhJECLr7YqnEfdJBNw33mmRSpQ5WZaVnw8cdtFtTs2dCpk9dKcS4kgf7PE5FWIrJARBaJyN05HK8jIpNFZKuI9MjheGER+V5ERgcTcfKoXx+mTrV9NW691a6rmzeHHVU+bdsG998PJ54Iv/9uC+9eeQUOPDDsyJxLa4ElDBEpDLwAtAbqAR1EpF62p60DugNP7uVtbgHmFViQSe6gg+D9961U0ttvw0kn2c6iSeWHH2ys4uGHLevNnm0L75xzoQuyhdEYWKSqi1V1G/AO0C76Caq6SlWnAduzv1hEqgBtgFeDCDZZFSpkRVg//dTWs2VkwCefhB1VDLZvt21RTzgBVq2Cjz6yOcNly4YdmXMuIsiEURlYFnU/K/JYrJ4G7gJ27etJItJVRDJFJHP16tV5jzJFnH22jQ1Xr27dVA88YLNSE9Ls2db91KuXbTs4e7ZtbuScSyhBJoycivnENDQrIucCq1R1em7PVdWBqpqhqhkVK1bMa4wppUYNq5TRqZNtyNSunS2OThg7dlitk+OPtzruI0bYiu3y5cOOzDmXgyATRhZQNep+FWB5jK9tCpwnIkuxrqzTRWRYfMNLTSVLwpAh8Pzz8Nln1kU1a1bYUWH12ps1s9IebdvCnDlw4YVhR+Wc24cgE8Y0oKaI1BCRYkB7YGQsL1TVe1S1iqpWj7zuS1XtVHChphYRuPFGq/r9xx/W+/P22yEFs3Mn9OsHDRvCwoUWyH/+A2neGnQuGQSWMFR1B3ATMAab6TRcVeeISDcR6QYgIpVEJAu4HbhPRLJExOdSxknTpjau0agRdOxo1TW2/216QQFauBBatIAePWyQZc4c27PCS487lxREU2KFV84yMjI0MzMz7DASzvbtds1+9llo3txWih96aAF+4K5d8MILtmK7WDF47jkbWPFE4VzCEZHpqpqR0zFfMpuGiha11eBDh8K0adbi+O67AvqwJUvgjDOge3creDVnDlx+uScL55KQJ4w01qkTTJ4MBxxgLY0BA+JYUkQVXn7Z9tKePh1efRU+/hgq52UmtXMukXjCSHPHHmslm844A66/Hq65Bv78cz/fdNkyG6Po1s1G2GfPtjf2VoVzSc0ThqNcORg92so3DRpks11//jkfb6QKr78ORx8NkybBiy9aCfJq1eIes3MueJ4wHGBbXz/4IIwcCYsW2Vq6cePy8AbLl9uS8muusT0qZs60Jou3KpxLGZ4w3F+0bWtdVJUqWc2/vn1zGddQhWHDrFzuV1/ZaPqXX8IRRwQWs3MuGJ4w3N/UrGmzpi6+2BZiX3QRrF+fwxN/+w0uuMBmPdWrZ5Vmu3f3/SqcS1F5+p8tIqUiZcpdiitd2hZh9+tnhWOPPjpb1dvhw61V8emn8MQTttVfrVqhxeucK3j7TBgiUkhEOorIxyKyCpgPrBCROSLyhIjUDCZMFwYRWw0+ZQocfDC0aQPdO65h2z8vgUsvtW6nGTNsFWBh/x7hXKorksvxr4DPgXuA2aq6C0BEygGnAX1F5ANV9UKAKez4420pxYjLPqDl292A9fx05SPUeuUu21jcOZcWcvvf3lJV/1ZtSFXXAe8B74lI0QKJzCWOdes4oHt3LnvvTTbXPo6Lt33OyMENuLaIdVn5zqnOpYd9dknllCzy8xyXxCZNsgGMd9+F3r0pNWsK785tQM+ee5Zc5Gn6rXMuaeVrOouI3B71c+34heMSyptvwmmnQalSNpDRqxcULUrx4jbdduJE22/jrLNsUfemTWEH7JwrSLkNeu/Mdr+siAwCLhaRG0SkGXB3QQboQrBrly377tTJaqJPmWIVCrM58UT4/nsb8x44EBo0gC++CCFe51wgcmth/GWZrqpuUNWrgN7AFKAm8H7BhOZC8ccfNgPq4Yfh2mttm75y5fb69BIlbFbtt99a5fKWLW2zpv/9L8CYnXOByC1hKICIfL17I6PIZkd1gVmqOkhVRxVwjC4oK1bYBkfvvWej2QMHWhaIwckn27q9226Dl16yIrXjxxdsuM65YMU6hlFWVTeKyPFAF+Bg4JWCC8sF7vvvoXFjmDfPVurdfnue60CVLAn9+9savsKFbfjj5pth8+YCitk5F6hYE8Z2ESkCXAE8pqq9gPoFF5YL1IcfWolaERvJbtt2v96uWTP48Ue45RZ4/nlrbXzzTZxidc6FJtaE8RzwI3AusLsLqnSBROSCowqPP271oI4+GqZOtQ0y4qBkSXj66T3dUi1aWHfVH3/E5e2dcyGIadBbVYcATYCjVfVPETkKmFzQwbkCtG2blSLv2RMuucSu7JUqxf1jWrSwSuc33mgJpGFDa8Q455JPbgnj/1eCq+r/VPXPyM+LIrOlEPEND5LOmjVw5pm2W1KvXlZlsESJAvu4UqXguees6vn27XDKKXDHHXHY2c85F6jcEsaXInKziPxlyzQRKSYip4vIEKBzrB8mIq1EZIGILBKRv63fEJE6IjJZRLaKSI+ox4uLyFQR+TFS+PCBWD/TZTNvHjRpYmsr3noLevcObJOj006DWbNskV///tbamOztVOeSRm4JoxWwE3hbRFaIyFwRWQwsBDoAT6nq4Fg+KFIW/QWgNVAP6CAi9bI9bR3QHXgy2+NbgdNV9VigIdBKRE6M5XNdlHHj4KSTbJHE+PHQoUPgIZQubTu3jhsHW7bYAPldd9nPzrnEllvCeFlVX1TVpkA14AygkaoerqpdVPWHPHxWY2CRqi5W1W3AO0C76Ceo6ipVnQZsz/a4qurupWBFI7d97QPnsnvpJWjd2vbXnjrVlmmHqGVLa21ce60t/DvuOGv0OOcSV24J45ionz9W1RWquiGfn1UZWBZ1PyvyWExEpLCI/ACsAsapao6XFxHpKiKZIpK5evXqfIaaQnbssF3wbrjB9lydOBEOPzzsqACrcvvyyzBmjK3VOPlk2+Fv69awI3PO5SSmld4RFffzs3LqKI+5laCqO1W1IVAFaCwiR+/leQNVNUNVMypW3N+Qk9zvv9uaiuees4V4H30EZcqEHdXfnHWWtTauusqKGjZqBNOmhR2Vcy673BJGJRG5UkSOI+cLfl5kAVWj7lcBluf1TSItnPHY+IrbmyVLrHDg559biY9+/RJ6V7yDDoJXX7VtYH//3YZa7rvPWxvOJZLcEkZvIAN4GqgiIrNE5B0RuV9ELszjZ00DaopIDREpBrQHRsbyQhGpKCJlIz+XAFpi28W6nEycaGU+li+HsWOhS5ewI4pZ69YwezZcfjk88ghkZNgusM658OW2gdJAVb1JVVuoagVshtMbwDbg/Lx8kKruAG4CxgDzgOGqOkdEukUKGiIilUQkC7gduE9EsiJFDw8DvhKRmVjiGaeqo/N2qmli2DA4/XTbhPu772wua5IpW9aWiIweDWvXWu7r1cvWGjrnwiOqqTvZKCMjQzMzM8MOIxi7dsG//21fy087DUaM2GdZ8mSxfj3ceiu88YbVpHruOWjePOyonEtdIjJdVTNyOpavHfdcgtm9h8Ujj1j305gxKZEswBpKQ4bYeP369VZq5JJL4Oefw47MufTjCSPZLV++Zw+L/v1tnmrRomFHFXfnnQfz58MDD1hXVZ061qDy0unOBccTRjKbMcM6+OfPt6/gt90WWJmPMJQsaUliwQIrsPvQQ1C7tm09nsI9q84lDE8YyeqDD6yKX+HCcdnDIplUrWpJYuJEOOww23r85JNtAbtzruB4wkg2qvDYY/YVu0EDq6dxzDG5vy4FnXyynf6gQbB0qdVU7NzZeumcc/HnCSOZbN1qy6Hvvhvat4evviqQPSySSaFCcOWV8NNP9mt55x2oVQsefdQLGjoXb54wksXuPSyGDLGS5G+9VaB7WCSbMmWgTx+YO9dKjdx7L9Sta3MBfHzDufjwhJEMdu9hMXWqbXfL5lUAABUdSURBVHbUq1dKD27vjyOPhPffhy++sCRy0UW2jvHHH8OOzLnk5wkj0Y0da4WVNm+2PSzatw87oqRw+uk2iezFF62wYaNGtnGTFzB2Lv88YSSyl16Cc86xcuQJsIdFsilSBK6/HhYuhJtvhtdeg5o14amnvMyIc/nhCSNRPfOM7WHRujV8+61tfOTy5eCD4emnYeZMy7m3324Tyz79NOzInEsunjAS0aBBVkDpggtsvUUC7mGRjOrWtSQxerQNhJ9zjt3me91j52LiCSPRvPee7Vt65pk2E6pIkbAjSiki0KaNjWv062eL/xo0sEXy69eHHZ1zic0TRiIZMwY6dLB+kw8+gAMOCDuilFWsmHVNLVwIV19tPYA1a8KAAbBzZ9jROZeYPGEkim+/hX/+E+rXh48/hlKlwo4oLRxyiNVrnDEDjj7aBskbNbI1kc65v/KEkQhmzLB+kmrVrJVRtmzYEaWdhg0tSYwYARs32rTcCy+ExYvDjsy5xOEJI2zz5sHZZ1uSGDfOvvK6UIhYkpg7Fx5+2HJ3vXrwr3/Bpk1hR+dc+DxhhGnpUhvcLlwYPv/cyrC60JUoYaVFFiywzZr69LEy6kOG2MaGzqUrTxhhWbECWra0Fdxjx9qIq0solSvb1rDffWe9hVdeafMRJk4MOzLnwuEJIwxr11rLYuVKWxiQpuXJk0WTJjBpkiWPX3+FZs2gVSuYPDnsyJwLlieMoG3aZKvFFi2CkSO93EeSKFQILr/cyqg//jhMn277cXjicOnEE0aQ/vzTNqeePh2GD7epOC6plCoFd94JS5bYPlaeOFw6CTRhiEgrEVkgIotE5O4cjtcRkckislVEekQ9XlVEvhKReSIyR0RuCTLuuNi+3UZQv/7a+jbOOy/siNx+KF0a7rrLE4dLL4ElDBEpDLwAtAbqAR1EpF62p60DugNPZnt8B3CHqtYFTgRuzOG1iWvnTrjiCiti9OKL0LFj2BG5OPHE4dJJkC2MxsAiVV2sqtuAd4B20U9Q1VWqOg3Ynu3xFao6I/LzJmAeUDmYsPeTqi0ffucd6NvXNmVwKccTh0sHQSaMysCyqPtZ5OOiLyLVgeOAKXs53lVEMkUkc3XYu+Wo2lXklVfgnnugZ89w43EFzhOHS2VBJoyc9hTN027LIlIaeA+4VVU35vQcVR2oqhmqmlGxYsV8hBlHjz4KTz4JN94IjzwSbiwuUJ44XCoKMmFkAdFLmasAy2N9sYgUxZLFm6r6fpxji7/nnoP77rO5mM8+63twpylPHC6VBJkwpgE1RaSGiBQD2gMjY3mhiAjwGjBPVfsXYIzxMWQIdO8O558Pr79uk/hdWvPE4VJBYFcyVd0B3ASMwQath6vqHBHpJiLdAESkkohkAbcD94lIlogcCDQFLgdOF5EfIrdzgoo9T95/3zZYOOMMePtt3wDJ/YUnDpfMRDVPwwhJJSMjQzMzM4P7wLFj4dxzISPDfi5dOrjPdknpf/+zmdZPPAFr1ljh4l694KSTwo7MpSsRma6qGTkd876SeJk40bqg6tWzDZA8WbgYeIvDJRNPGPHw/fdWH6pqVdtE4eCDw47IJRlPHC4ZeMLYX/PnWz/CQQfZBkiHHhp2RC6JeeJwicwTxv74+WcrUy5iGyBVqxZ2RC5FeOJwicgTRn6tXGkbIP3vfzbAXatW2BG5FLSvxPHNN1ZMwLmgeMLIj3XrrGWxYgV88gkce2zYEbkUl1PiaN4cTjgBhg2DbdvCjtClA08YebVpE7RubTvpfPihz390gdqdOJYuhZdesh1+L78cqleHhx+GsMunudTmCSMvtmyBdu3s692771qXlHMhKFXKCh/PmbNnl9/777eJetdeC7NmhR2hS0WeMGK1ewOkr76CQYNszYVzIStUyMYzPvsM5s6Fq66Ct96yBNKyJYwaBbt2hR2lSxWeMGKxaxdceaX973vhBesDcC7B1K1r3VRZWbb1yoIFtrFj7dpWC3PTprAjdMnOE0ZuVK08+VtvWbnyG24IOyLn9qlcOdt6ZfFi27erQgWrhVmlCtxxhw2cO5cfnjD2RRXuvhsGDLD/gffcE3ZEzsWsaFG49FJbtzF5shUjeOYZOOoouPBCn5br8s4Txr706QOPP26ji336hB2Nc/l24olWPHnpUptlNX68TcvNyIA33oCtW8OO0CUDTxh78/zzcO+90LGjjVv4BkguBVSpYt99li2Dl1+GP/+Ezp3h8MPhwQdh1aqwI3SJzBNGTt54A26+2UYMBw/2DZBcyilZErp2tWm5Y8ZAo0ZWVr1aNdvO5ccfw47QJSK/Emb3xx/Wsjj9dFtrUbRo2BE5V2BE4KyzrGDBvHmWLN59Fxo2tP8CI0fCzp1hR+kShSeM7EqWhK+/tlXcxYuHHY1zgalTxzZzWrbMyo8sWmTrVGvVssHyjRvDjtCFzRNGTo44AsqUCTsK50JRrpwNjC9eDMOHQ6VKcOutNv5x2232uEtPabdF6/bt28nKymLLli0hRZU/xYsXp0qVKhT1LjIXgqlTrZUxfLh1UbVrZ0mkeXOfD5Jq9rVFa9oljCVLllCmTBnKly+PJMm/dFVl7dq1bNq0iRo1aoQdjktjv/5q3VYDBljR5oYN4frroX17OPDAsKNz8eB7ekfZsmVLUiULABGhfPnySdcqcqmncmV45BEb5xg40EqsXXeddVt17gwTJvhiwFQWaMIQkVYiskBEFonI3TkcryMik0Vkq4j0yHbsdRFZJSKz4xDH/r5F4JIxZpe6SpaELl2sKu5330GnTvDBB9CihQ2S9+ljrRGXWgJLGCJSGHgBaA3UAzqISL1sT1sHdAeezOEtBgOtCjJG51zeiECTJtbaWLHCli394x/wr3/Zmo5zz4X33/cNnlJFkC2MxsAiVV2sqtuAd4B20U9Q1VWqOg3Ynv3FqjoBSyjOuQRUqpR1S339te0v1rMnzJhhdat2Fz6cOzfsKN3+CDJhVAaWRd3PijwWVyLSVUQyRSRzdYJuPyYie705lwpq1rTizr/8AqNHwymnwLPPQv36tknlK6/4uo5kFGTCyOlqGPfhMVUdqKoZqppRsWLFeL99XKjqXm/OpZIiRaBNG3jvPRvT6NfPEkXXrnDYYbbNjA+UJ48gE0YWUDXqfhVgeYCfn1CGDBnC8ccfzzHHHMMpp5wSdjjOFbhDDoHbb4fZs22g/LLLbHyjRQvb5KlvX1ietleE5BBkwpgG1BSRGiJSDGgPjAzw8xPGpk2beOyxx5g8eTIzZ85k1KhRYYfkXGByGig/7DDbbqZqVWjb1mZc+UB54ikS1Aep6g4RuQkYAxQGXlfVOSLSLXJ8gIhUAjKBA4FdInIrUE9VN4rI28CpQAURyQJ6qepr+xPTrbfCDz/szzv8XcOG8PTT+35O4cKF+fPPP7njjjvo3LkzGRk5rpFxLuXtHijv3BkWLoRBgyyBjB4NFSvCFVdYQcR62edTulAEug5DVT9R1VqqeqSqPhJ5bICqDoj8vFJVq6jqgapaNvLzxsixDqp6mKoWjTy+X8kiTCVLlmT27Nk0bdqUrl278uKLL7J48WKuueYaLrroorDDcy4UOQ2UP/OMD5QnksBaGIkot5ZAQVm4cCE1a9akffv2zJ07ly1btnDEEUfw2muvecJwaW/3QHmbNrah07Bh8NprNlB+661w8cVwzTXQrJnXsQpa2pUGSQSPPPIItWvXplGjRixZsoQbbrgh7JCcS0h7Gyhv3twHysOQ1i2MsAwePDjsEJxLKrsHyps0gaeeghEj4PXXbaD8vvugdWtLJm3b2riIKxjewkgQa9eupVu3bnz//ff06dMn7HCcS1jZV5TfdZetKO/QwQbKL7nE1n38+WfYkaaetCtvPm/ePOrWrRtSRPsnmWN3riDt2gXffmvby/7nP7B6NZQubft2XHqpbUN7wAFhR5kcvLy5cy6lFSpk4xovvGBjGuPG2R4dn34K550Hhx4KV10FY8ZYSXaXP54wnHMppUgRaNnSpuGuXAmffGItjfffh1atbJHgddfBl1/a7oEudp4wnHMpq2hRGxAfMgR++w0+/NC6p958E844w6ro3nyzdWft2hV2tInPE4ZzLi0UL24tjbfesvUdw4dD06bw6qu2SPDww20K79SpXgxxbzxhOOfSTsmStgBwxAhLHm++CY0a2RhIkyZw5JFw993w/feePKJ5wnDOpbUyZaBjR/joI+u2GjTIFgX262dJpHZt+Pe/Yc6csCMNnycM55yLKFvW9uj49FMbMB840CroPvIIHH203R56yNZ/pCNPGM45l4Py5aFLF/jiC5uq+/zzUK6ctTZq17bWx2OPwZIlYUcaHE8YzjmXi0MPhRtvtN0Bly2D/v2hWDEb5zjiCBv36N8fsrLCjrRgecIIge/p7VzyqlIFbrvNiiEuWWKtjB074I47rPvqhBPgwQdtr51UGzD3hBEC39PbudRQvbrVspo+3cY1Hn3U1n707g3HHWdTdW+80VaYb90adrT7zxNGSHxPb+dSS82aVj130iQbMH/9dTj+eNtBsFUrqFABLroI3ngD1qwJO9r88fLmIdi9p/cPP/xAsWLF2LBhQ9ghOefi6JBDrHbVVVdZ1dyvvoKRI2HUKKukW6gQnHyy1bk67zwbRE8G6Z0wQtrU2/f0di59lCgB55xjt5deslLsu5PHXXfZrWZNSxxt29rq8yIJemX2LqkQ5LSn94cffkiXLl1o164dY8eODTtE51wBELFuqgcesMTxyy+2uvzII+G55+DUU6110qmTlS75/fewI/6rBM1jAQlpU++c9vQ+//zzOf/881m/fj09evTgrLPOCiU251xwqlaFG26w26ZNVpZ95EgYPdrKlRQtCi1a7Gl9VK8ebrzewgjBvvb0fvjhh7nxxhtDjM45F4YyZeCCC2yQ/LffrILubbfZ2o7u3aFGDTjmGNuSdurUcKrrBpowRKSViCwQkUUicncOx+uIyGQR2SoiPfLy2mQyePBgFixYwIwZMxg6dCjFixdHVenZsyetW7emUaNGYYfonAtR4cI2lvHYYzBvnk3Z7dfPVpr37WsLBStXtpXoo0bBH38EE1dgCUNECgMvAK2BekAHEamX7WnrgO7Ak/l4bVJ77rnn+PzzzxkxYgQDBgwIOxznXAKpWdNKr48fb9V1hw2zHQaHD7fuqvLl7c9XXoEVKwoujiDHMBoDi1R1MYCIvAO0A+bufoKqrgJWiUibvL422XXv3p3u3buHHYZzLsGVKweXXWa3bdusXMmoUXtmXoGtNv/iC+vmiqcgu6QqA8ui7mdFHovra0Wkq4hkikjm6tWr8xWoc84lg2LFbDvaZ56BxYth5kyrrHvkkfFPFhBsCyOnQkmx1sKI+bWqOhAYCJCRkeG1NpxzaUEEGjSwW0EJsoWRBVSNul8FWB7Aa51zzsVBkAljGlBTRGqISDGgPTAygNf+TTIW+UvGmJ1zqSWwLilV3SEiNwFjgMLA66o6R0S6RY4PEJFKQCZwILBLRG4F6qnqxpxem584ihcvztq1aylfvnzSlBNXVdauXUvx4sXDDsU5l8Yklb+5ZmRkaGZm5l8e2759O1lZWWzZsiWkqPKnePHiVKlShaJFi4YdinMuhYnIdFXNscBd2pUGKVq0KDVq1Ag7DOecSzpeGsQ551xMPGE455yLiScM55xzMUnpQW8RWQ38nM+XVwCSdCPFfPNzTn3pdr7g55xXh6tqxZwOpHTC2B8ikrm3mQKpys859aXb+YKfczx5l5RzzrmYeMJwzjkXE08Yezcw7ABC4Oec+tLtfMHPOW58DMM551xMvIXhnHMuJp4wnHPOxSStE4aItBKRBSKySETuzuG4iMizkeMzRaRRGHHGUwznfFnkXGeKyCQROTaMOOMpt3OOet4JIrJTRC4KMr6CEMs5i8ipIvKDiMwRka+DjjHeYvi3fZCIjBKRHyPnfFUYccaLiLwuIqtEZPZejsf/+qWqaXnDyqT/FzgCKAb8iJVSj37OOcCn2I5/JwJTwo47gHM+GTg48nPrdDjnqOd9CXwCXBR23AH8PZcF5gLVIvcPCTvuAM75X8BjkZ8rAuuAYmHHvh/n3BxoBMzey/G4X7/SuYXRGFikqotVdRvwDtAu23PaAW+o+Q4oKyKHBR1oHOV6zqo6SVXXR+5+h+1umMxi+XsGuBl4D1gVZHAFJJZz7gi8r6q/AKhqsp93LOesQBmxjXBKYwljR7Bhxo+qTsDOYW/ifv1K54RRGVgWdT8r8lhen5NM8no+12DfUJJZrucsIpWBfwIDAoyrIMXy91wLOFhExovIdBG5IrDoCkYs5/w8UBfb3nkWcIuq7gomvFDE/fqVdvthRMlpu73sc4xjeU4yifl8ROQ0LGE0K9CICl4s5/w00FNVdybLLoy5iOWciwDHA2cAJYDJIvKdqv5U0MEVkFjO+WzgB+B04EhgnIh8o6obCzq4kMT9+pXOCSMLqBp1vwr2zSOvz0kmMZ2PiBwDvAq0VtW1AcVWUGI55wzgnUiyqACcIyI7VPXDYEKMu1j/ba9R1c3AZhGZABwLJGvCiOWcrwL6qnXwLxKRJUAdYGowIQYu7tevdO6SmgbUFJEaIlIMaA+MzPackcAVkdkGJwK/q+qKoAONo1zPWUSqAe8Dlyfxt81ouZ6zqtZQ1eqqWh0YAdyQxMkCYvu3/RFwiogUEZGSQBNgXsBxxlMs5/wL1qJCRA4FagOLA40yWHG/fqVtC0NVd4jITcAYbIbF66o6R0S6RY4PwGbMnAMsAv7AvqEkrRjP+d9AeeDFyDfuHZrElT5jPOeUEss5q+o8EfkMmAnsAl5V1RynZyaDGP+eHwIGi8gsrLump6ombdlzEXkbOBWoICJZQC+gKBTc9ctLgzjnnItJOndJOeecywNPGM4552LiCcM551xMPGE455yLiScM55xzMfGE4ZxzLiaeMJxzzsXEE4ZzARKRBiLys4hcH3YszuWVJwznAqSqs7CyFcleHdalIU8YzgVvFVA/7CCcyytPGM4Fry9wgIgcHnYgzuWFJwznAiQirYBSwMd4K8MlGU8YzgVERIoDjwM3YDu+HR1uRM7ljScM54JzH7bH8lI8Ybgk5AnDuQCISG3gTGw7WPCE4ZKQ74fhnHMuJt7CcM45FxNPGM4552LiCcM551xMPGE455yLiScM55xzMfGE4ZxzLiaeMJxzzsXk/wAXWuiFsNBY8QAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_42_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_42_7.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays2, {\"d_vals\":[1., 0.5]}, state_vec2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only $f_{1,{s_t}}$ depends on $s_t$." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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SG7TuHf0EEamHJYM+qvpl1KHlQGsRqQpsBU4FcgKJOsGIwFVX2ZTbXr2sxXHjjTB8uK8Ody4MGRkZ5Obmkmxd4Onp6WRkZJT8xCiBJQxVzRORgcBUbJbTWFVdKCIDIsezgFuBmsDDkY0/8iLdS7NFZALwMZAHfEJkBlV5deyxNotq8GC4807bN/z5521WlXMuOJUqVaJhOfmHJ8nUjCqtzMxMzclJ/YbIiy/agj9Vm03Vq1fYETnnkpWIzFXVIsvderXaFHD++fDpp3D00bZCvG9f+OmnsKNyzqUaTxgpon5925Tp1lvh6aehZUvrsnLOuXjxhJFCKlaE226zmVNbt0KbNlYF1/fYcM7FgyeMFNS+vXVRde8O110HXbrA6tVhR+WcS3aeMFLUQQfBhAk2CD5jhq3ZePPNsKNyziUzTxgpTAQuuwxycuCQQ+DMM+Gaa2D79rAjc84lI08Y5UDTpvDRR1ZSZPRoG9tYvDjsqJxzycYTRjmRng4PPAATJ8Ly5TaLauxYL2LonIudJ4xypnt3K2LYujX06wcXXACbNoUdlXMuGXjCKIcOPxzeegtGjoSXX7Zd/bKzw47KOZfoPGGUU2lpMHQofPABVKhgU3Fvvx127Qo7MudcovKEUc6dcALMm2ddU7featVvc3PDjso5l4g8YTgOOACefdZKisydC82bwyuvhB2Vcy7ReMJwv+jTBz75BH7/ezjnHLj8cisx4pxLEuvX2y5ro0eXycsHuYGSSwKNGsGHH8Itt9he4jNm2D4bxxwTdmTOuV/Jz7cFVdnZdvvww90LrKpUsVW7VavG9S09YbjfqFwZ7r4bTjsNLroIjj/eBshvuCHuf3/OuVht2QJz5uxOEDNnwoYNdqxmTWjbFi65BE48ETIzYb/94h6Cb6DkirVmjW0JO3481Ktn1W/PPdfKjjjnytCKFbuTQ3a29RcXTGNs2tQSRNu2liAaN47bP8riNlAKNGGISGfgPmyL1sdV9a5Cxy8EhkTu/gRcrqqfRo4dCDwOHA0o8FdVnVnc+3nCiJ/p02HQIFv016ED3H+/bdjknIuDnTutxHR0glixwo5VrWrTGQsSRJs2UKNGmYVSXMIIrEtKRNKAh4BOQC4wR0QmquqiqKctA05W1Y0i0gXbt/uEyLH7gCmqep6IVAa8cyRA7dvbDKrHHoObb7bFfldcYftvlOHfrnOpacMG61IqSA4ffQQ//2zH6tWzVkNBgmjRwja7SQCBtTBEpA0wXFXPiNy/EUBVR+7h+TWABapaR0QOAD4FjtBSBOwtjLKxYYOt2XjkEUsWd95pZUbS0sKOzLkEpPrrwensbPj8cztWsSIce+zu5NC2LWRkhBpuQrQwgDrAiqj7uexuPRSlH1Cwg8MRwFrgSRFpAcwFrlLVLYVPEpH+QH+AevXqxSFsV9hBB8GDD0L//nDllTYZIyvLihueeGLY0TkXsp9//vXgdHb27sHpgw6ypNCnj/33+OOTaiZJkAmjqBGZIlsLItIBSxjtIg9VBFoCg1R1tojcBwwFbvnNC6qOwbqyyMzMTN0R/QTQvLltB/vii3DttdCuHfTubdNx69QJOzrnArJli9XYeecdeO89G5zOy7NjRx0FZ5+9u/Vw5JFWiydJBZkwcoG6UfczgFWFnyQizbHB7S6quj7q3FxVnR25PwFLGC5kIvCnP0HXrjYVd9QoeO01GDYMrr7ayqo7l1K2b4fZs2HaNEsSs2fboHWlSlYG+vrrrandurVNd00hQY5hVAS+BE4FVgJzgN6qujDqOfWAacBFqppd6PwZwN9UdbGIDAeqqer1xb2nj2EEb9kya2288oqtGB89Grp182m4Lont2gUff2wJYto0W826dau1FI47zgqwdexoSSKJupf2JCHGMFQ1T0QGAlOxabVjVXWhiAyIHM8CbgVqAg+LfcLkRQU+CHguMkNqKdA3qNhd7Bo2tJLpb79t4xtnnQWdO8O990KTJmFH51wMVGHRIms9TJtm3Uw//GDHjj4aLr3UEsTJJ8OBB4YaatB84Z4rMzt3wsMPwz/+Yd28gwdbyZEDDgg7MueiqFrTuKCLado0W7EKcMQRu1sQHTrAIYeEG2sAEmbhXtA8YSSGNWtsTOOJJ+Dgg+Guu6zkSBKP/blkt2qVzdgoSBLffmuPH3aYJYdTT7UE0aBBqGGGwROGSwg5ObZafNYsaNXKpuG2ahV2VK5c2LDBupYKxiEK1kHUqGGJoSBJNGlS7gfcEmIMw7nMTCuo+dxzVsjwhBOgb1/bKrYctPRdkH76afdU12nTbKqrKlSrZmUL/vpXSxItWviK01LwFoYLxebNcMcdNotqv/1s5figQVYp17lS277dmq7RU13z8uwPqk2b3eMQxx/vf2Ql8C4pl7C+/NLWa0yebL0B990HZ5wRdlQuKaxaBW+8YRsGvf22rbCuUMGash07ptRU1yB5l5RLWEceaf/m33jDZlF17mxTcf/9b1vH4dwv8vOtAuakSXb7+GN7vH5969s8/XTrbipnU12D5C0MlzC2b7cWxu23w44dcN11cOONsP/+YUfmQvPTT9Z6mDTJvlWsXm2tiDZtbEVo9+62N0Q5H6iOJ++Sckll1Srb4e+ZZ6wm1ahR0KuXfyaUG998s7sV8e679u3hd7+z5me3bvbfWrXCjjJlecJwSSk721aLz51rhQ3vv98qQbsUs2uXDVgXJIkFC+zxI4+0BNGtm/0BVKoUbpzlhI9huKTUtq1NdnnySeuaatnSCn8OG2YlfFwS27QJpk61BPHmm7B+ve0NcdJJNoDVtaslDJdQvIXhksKmTTYF9777rKxPly6281/btmFH5mL25Ze7WxEzZti015o14cwzrRVx+uk+YJ0AvEvKpYwffrD6VP/+N6xbZ4t0hw2zGZQ+xpFgdu60xXOvv25J4quv7PGjj949YH3CCb5wLsF4wnApZ8sWGDMG7rkHvvvOth4YNsx6MjxxhGjdOutimjQJpkyBH3+0hXIdO1qS6Nq1XNZnSiaeMFzK2rYNxo2zgobffgt//KMljnPO8eKGgVCFhQt3tyJmzrTHDj3UkkO3bnDaaT43Ool4wnApb+dOq1E1cqR1lf/hD3DTTXDBBTaW6uJIFebPh/Hj4b//tdLgYLMSune3JNGypWfsJOUJw5Ubu3bBhAkwYgR89pltZzB0qJVTr1Il7OiS3JdfWpJ4/nn44gsbezjtNGvOde3qG7mniOIShn8FcCklLQ3+/GeYN8/2Fj/oIOjfHxo1snLqW7eGHWGSWb7cBoqOO86KfQ0fbpuaPPKIDR5NmWK/YE8W5UKgCUNEOovIYhFZIiJDizh+oYjMj9yyRaRFoeNpIvKJiEwKLmqXjCpUsJpUH31k0/0bNrRFgA0a2MrxzZvDjjCBff89PPSQLZarX99q0ael2dS05cvh/fdhwACoXTvsSF3AAksYIpIGPAR0AZoCvUSkaaGnLQNOVtXmwO3AmELHrwI+L+tYXeoQsen906fb59wf/whDhtjn4G23wcaNYUeYIDZuhLFjoVMnOPxwGDjQ5jDfcQcsWWKZ9+qrISMj7EhdiIJsYbQClqjqUlXdAYwHekQ/QVWzVbXgn/As4Je/ThHJALoCjwcUr0sx7dtba2P2bFtQPHy4JY4bb9y9hXO58tNPNh5x1lm2g1W/frB0qf1CPvvMbsOGedlg94sgE0YdYEXU/dzIY3vSD3gz6v69wA1AfnFvIiL9RSRHRHLWrl27t7G6FNaqlY1vfPqpLTK++27rqho8GFauDDu6MrZ9O7z6qk0fO+QQ6N3byoQPGmStiCVLrFVx9NFhR+oSUJAJo6jlVEVO0RKRDljCGBK53w1Yo6pzS3oTVR2jqpmqmlnb+1hdMZo3t0k/n38Of/oTPPigzaoaMGD3TNGUkJdnTau+fS1JnH227Up38cXWT7d8OfzrX7Ybna96dMUIMmHkAnWj7mcAqwo/SUSaY91OPVR1feThE4GzROQbrCuro4g8W7bhuvKiSRNb/PfVV7bV85NPQuPG9nn6xRdhR7eX8vOtXtMVV9iYROfO8PLL0LOnzWxatcpqrLRv7+slXMxKtQ5DRKoB21R1V6nfSKQi8CVwKrASmAP0VtWFUc+pB0wDLlLV7D28zinAdararaT39HUYbm+sXAn//Cc8+qitJD//fFsE2KJFyeeGStVqwT//vC2oW7nSNkzv3t26oLp0gfT0sKN0CW6v12GISAUR6S0ib4jIGuAL4DsRWSgi94hI41iDUNU8YCAwFZvp9IKqLhSRASIyIPK0W4GawMMiMk9E/NPeBa5OHauM+803tujvzTdtdtVZZ9mAecJZuBBuucXKgR9/vC04adnSlr6vWWPJ4+yzPVm4fVZsC0NE3gfeBl4DFqhqfuTxg4AOQG/gFVVNyO4hb2G4eNi40T6D77sPNmywCrlXXAE9eoS4p88338B//mODMJ99Zt1KHTtaS+Kcc6BGjZACc8lur0uDiEglVd1ZwouX+JyweMJw8bR5M2RlWfJYscLq6/XrB5deatNzy1xenu1rnZVlg9iqtiFIr15w3nkWkHP7yGtJORdHu3bZuHFWln1+g03PHTDAhgnivr3DypXw+OPw2GP28+GHw9/+ZrOevFS4i7O415ISkWuifm6yt4E5l4zS0qzW3uuv2/TbYcNsrLl7dytBcvvtNglpn+TnW1Y6+2xrvgwfbmsjXnnF6rjfdpsnCxe4kga9dxW6f6CIPAmcLyJXiEg74Dc1oZwrL+rXtwSxfLlVyW3SBG69FerVg3PPhf/9zz77Y/b997a5R6NG1lz58EO47jpbUDdlik2L9XrtLiQljWHkq+pvkoqInAGsA5oD61T19bILce95l5QLw5Ilthvg2LGwfr1V1rjsMrjkkj3U61O1BXRZWbZWYudOOOUUO+nss70uuwvUvgx671LVtMhsqe6q+mNkCmw68HCkJlTC8oThwrRtm33+Z2XZGrrKla3VMWCA1bKSjRvgqadswcfixXDggZZV+ve3HaCcC0E8xjAOjCSL44BLgRrAY/EK0LlUlJ5upZqmT4cFC6zBMPkNZcjJM3mtxsXkHVoHrrnGNu0YN84GPkaP9mThElasnaE7Iyu1LwLuVtUXfFGdc7FrVvdH7j/qWe6tm0WFhZ+xZfP+jMnvy1NVLqPZUS247CholV50wTXnEkWsLYwHgE+BbkDBeIXv6u5cST7+2LqYDj8c/v53KlSuCI8+SrVNq2g992H+eHELXngBWre2xdmPPuqbO7nEVVLCEABVfQo4AThaVbeKSCNgZlkH51xS2rLFRrxbtbKtTZ991vaNnT3b5t/27w/Vq/+SIFatsh1P8/NtfOPww+Hyy638unOJpKRB7woF5UCKeY5ogq7+80FvF6gFCywDPPOM7VbXtKllgD59bEC7BKqWU7KyrPzTtm3W8rjsMiu/XrVqANfgyr19GfSeJiKDIlVko1+wsoh0FJGngIvjFahzSWfbNivyd9JJcMwxNp+2a9fdI92DBsWULMC2omjd2sa/V6608e9Nm2xBd506tsHT575BsQtRSS2MdOCvwIXAEcBGbEptGvAW8JCqzgsgzr3iLQxXZr76ypLDk0/uXmwxYIBNi61VK25vo2q5JysLXnrJlmicfLK1Os45x5douPjbl3UYT6nqxZGfKwG1gK2quqlMIo0zTxgurlRh0iQrW/vOO1YjpGdPSxQdO5b5RkRr1lh+evRRK0ly4IGWNHr1snV+vgDcxcO+dEk1j/r5DVX9LlmShXNxs2sXvPDC7k0xvvzy1/VATjstkF3rDj4YhgyxleRTp1rtqhdegE6drMtq0CCrJFKqUiTOlUJJf+XRzQ/fINuVLzt3wtNPQ7NmNstp+3Zbmf3113DzzTadKQQVKsDpp1toa9ZYzmrf3gratmtnBRBvuMFm9CbmdBSXrEpKGIeKyCUiciy+psiVF9u3W7/PkUfaxt5Vqti0pYUL4aKLQtw16bf228/Kjbz4otUtfOYZG3sfPdpm9B51FPzjH0m8N7lLKCUljOFAJnAvkCEin4nIeBG5RUTOLe2biUhnEVksIktE5DdVbkXkQhGZH7lli0iLyON1ReRdEfk8sj3sVaV9b+dK9AoV5v8AABW5SURBVPPPNj5RMIB98MEwcSLMm2fzWuO+0UV8HXAA/OUvNsyyerWNydepY71nf/iD9ajddZdt1ufc3ijVBkoikoGNaxyDLeLrU4pz04AvgU5ALjAH6KWqi6Ke0xb4XFU3ikgXYLiqniAihwGHqerHIlIdmAv0jD63KD7o7WLy44/w8MPw73/D2rU2DWnYMBubkORvWH/3nY11jB8Ps2bZY61b22D5+efDYYeFG59LLAmx456ItMESwBmR+zcCqOrIPTy/BraPeJ0ijr0GPKiq/yvuPT1huGJt2AD332+tik2b4IwzLFGcdFLYkZWZZcusd238eFtJLmIzrHr1shlXNWuGHaELW9x33NtLdYAVUfdzI4/tST/gzcIPikgD4FhgdlEniUh/EckRkZy1a9fudbAuhX3/vU03ql/fdq475RSYM8c2KErhZAE2ID50qPWyLVwIt9wCublWreTQQ6FbN6tk4vWsXFGCTBhFte2LbN6ISAcsYQwp9Pj+wEvAYFX9sahzVXWMqmaqambtInerceVWbi5cdZVtbfrPf9qn4/z5tu1pZpFfqFJa06aWLxcvthJXV19tv44+fWz45vzzbbHg1q1hR+oSRZAJIxeoG3U/A/jNzsci0hx4HOihquujHq+EJYvnVPXlMo7VpZKlS+0r9BFH2FhFr15WY+P5521KUTknYpVyR42yAfEPPoB+/WyF+XnnwSGH2OSwN9+0mcau/ApyDKMiNuh9KrASG/TuraoLo55TD5gGXKSq2VGPC/AUsEFVB8f6nj6GUc59/jmMHAn/+Y/NcOrXzxYoNGgQdmRJIS8P3nvP8upLL1k9xYMOsiTSq5f13iX4xDG3FxJi0DsSyJnYFN00YKyqjohs+YqqZonI48C5wLeRU/JUNVNE2gEzgM+AgnWsN6nq5OLezxNGOTVvHowYYZ9y++1nU2SvvTa0hXapYPt2W10+fjy89prNQD7sMJttfO650KaNlyZJFQmTMILmCaOcmTXLEsWkSbYoYeBAK/HqY1lxtWWL/YrHj4fJk2HHDqhRA7p0sXIlZ5xh911y8oThUpcqvP8+3HGHFQSsWdOSxMCBMZcVd3vvxx/hrbcsgbzxBqxbZ91U7drZnIJu3aBJk5RYzlJueMJwqUfVpsGOGGEV9w45BK6/3up+7++7B4dh1y746CNLHpMm2YwrgEaNdiePk06CypXDjdMVzxOGSx35+daJfscdVl2vbl1bU/HXv9p4hUsYy5dbq+P112HaNBsHqV7duqy6dYMzz/TewkTkCcMlv4IS4yNG2IqzRo3gxhuteJJ/ZU14W7ZYj2FB6+O773bvMFjQ+jjmGO+6SgSeMFxymzEDrrzSZj81awY33WTTc3xaTlLKz4dPPtmdPAr+idata4mje3fo0AHS08ONs7zyhOGSU26urZt4/nn7NBk1yhJFAJsVueB8953Ntpo0yQbQf/4Zqla12o/dutkW6T4jOjieMFxy2bbNKseOGGFdUUOG2K1q1bAjc2Vs2zZbLDhpko19LF9uj7dsaS2Pbt3sZ//OUHY8YbjkoGqfEldfbeU8zjnHaj41bBh2ZC4EqjZcVdB1NXOmdWcdeqi1Orp3t1ZItWphR5paPGG4xPfFF7Z+YupUq4p33332aeBcxLp1Vs9q0iSbUf3jj7YZYocO1vLo1AkaN/aB833lCcMlrh9+gP/7P9uXolo1K596xRUJtQ2qSzw7d1qRxIKuq6++ssczMqBjR7udeqrdd6XjCcMlnvx8eOop25xh7VorDDhihNXVdq6UvvrK1noU3Nats8cbN96dPE45xdd9xMIThksss2fbNNmPPrKqdQ88AMcdF3ZULkXk58OCBZY43nnHKscUbAjVvLklj44doX17Kznmfs0ThksMq1fbYrtx46zU6ahRcOGF3unsylRenm0Q9c47lkQ+/NBmY6WlwfHH7+7CatvWiwWAJ4yww3A7dlgr4rbb7F/qNdfY3tnVq4cdmSuHtm2zGVcF3VezZ9vs7SpVLGkUdGFlZpbPoTRPGC48U6bY7KfFi20u5OjR1rHsXILYvNmKCRR0Yc2bZ4/vv791WxV0YTVvXj7WfxSXMLy2gisbX39tLYmJEy1BvPGGVZtzLsFUr25/mgV/nuvW2bhHQRfW5Mg2bTVr2hTeghZIeZzC6y0MF18//QR33gn/+pcVBbz1VrjqKi8Q6JLWypW7u6/eeQdWrLDH69TZnTw6drTqNakgYbqkRKQzcB+2RevjqnpXoeMXAkMid38CLlfVT2M5tyieMAKkajWfrr8eVq2Ciy6Cu+6ywW3nUoSqNZ4Lkkf0FN5GjawF0q4dnHgiHHFEcrZAEiJhiEga8CXQCcgF5gC9VHVR1HPaAp+r6kYR6QIMV9UTYjm3KJ4wAvLJJzBokE0/Oe44G+Bu0ybsqJwrc/n5Vr6kIIFMn25rUcGWFLVta8mjbVurgZUMFXgTZQyjFbBEVZdGghoP9AB++dBX1eyo588CMmI914Vg3Tq4+WYYMwZq1YLHH4e+fcvHyKBz2J/6McfY7aqrLIEsWgTZ2fb9KTsbXn3Vnlu5sn2fKkggbdvaRpHJJMiEUQdYEXU/FzihmOf3A97cy3NdWcrLg6wsuOUWm2IyeLCNVfge2q6cq1ABjj7abv3722Nr1tg03oIE8sADVlMTrNsqOoE0a2brQxJVkAmjqN68IvvDRKQDljDa7cW5/YH+APXq1St9lK5406bZV6kFC6w44H33WbFA51yRDj4YevSwG9hWtR9/bMkjO9v2AHnmGTt2wAG2C2FBAjnhhMRajR5kwsgFoucRZACrCj9JRJoDjwNdVHV9ac4FUNUxwBiwMYx9D9sB8O23cN11MGECNGgAr7xi/wKScVTPuRBVqWJDfG3awLXX2kD6smW7E0h2tq1xVd3d5VWQQNq2tWr/Yf2zC3LQuyI2cH0qsBIbuO6tqgujnlMPmAZcFD2eEcu5RfFB7zjYvt1mO911l/2V3nST/ZV7DQXnysyPP9oK9IIEMnPm7npYhx766wTSsqUloXhJiEFvVc0TkYHAVGxq7FhVXSgiAyLHs4BbgZrAw2IpNE9VM/d0blCxl1uLF0OvXjYL6s9/hnvuSZ3J5s4lsAMOsP09OnWy+7t22Wys6FbIyy/bsSpVrIxJdBIpq6LPvnDP/ZYqPPmkTZXdbz8YOxbOOivsqJxzUVavtpZHQQLJybGybWBrQj79dO92NU6IFoZLEps2wYAB8N//2vLVp5+2Ja3OuYRy6KFw9tl2AyuqWDCY/vXXe5csSuIJw+2WnQ29e0NuLowcaau2E3mOn3PuF+npu7ukyoqvsHLWQXrHHVaas0IFmzA+dKgnC+fcr3gLo7zLzYW//MXKc/buDY88klgTv51zCcMTRnn2yiu2l/bOnba/dp8+vq7CObdH3iVVHm3dCpdfDuecY7UJPv7Yqst6snDOFcMTRnnz2We2kXFWlg1qZ2f7DnjOuZh4wigvVOGhhyxZrFsHU6fCqFG+sZFzLmY+hlEerFtnYxUTJ9o+lE8+WXZLQZ1zKctbGKnu3XehRQuYMgXuvRcmTfJk4ZzbK54wUtXOnTBsmG04XL06zJplZcl9YNs5t5e8SyoVLV1qaypmz4a//c1aFtWqhR2Vcy7JecJINf/5j9WCqlABXngBzj8/7IiccynCu6RSxebNcMklcOGFtuPKp596snDOxZUnjFSQk2O7qDzzjO2t/f77UL9+2FE551KMJ4xklp9vu8m3bWu1jd991/Z2rOg9jc65+PNPlmS1ejVcfLHtIH/OOfDYY3DQQWFH5ZxLYd7CSEaTJ0Pz5jBjhpX4mDDBk4VzrswFmjBEpLOILBaRJSIytIjjR4nITBHZLiLXFTp2tYgsFJEFIvK8iKQHF3mC2L4drr4auna17bZycuCyy3xthXMuEIElDBFJAx4CugBNgV4i0rTQ0zYAVwL/LHRuncjjmap6NJAGXFDmQSeSL76A1q1tTcXAgfDRR9C08K/POefKTpAtjFbAElVdqqo7gPFAj+gnqOoaVZ0D7Czi/IrAfiJSEagKrCrrgBOCKjzxBBx3HKxYYfWgHnjA9mN0zrkABZkw6gArou7nRh4rkaquxFody4HvgB9U9a2inisi/UUkR0Ry1q5du48hh2zTJrjgAlut3bq1ra3o3j3sqJxz5VSQCaOojnaN6USRGlhrpCFwOFBNRP5S1HNVdYyqZqpqZu3atfc62NAtXgzHHgsvvQQjR9psqDox5VfnnCsTQU6rzQXqRt3PIPZupdOAZaq6FkBEXgbaAs/GNcJEkZMDXbpYeY8PPrDWhXPOhSzIFsYcoLGINBSRytig9cQYz10OtBaRqiIiwKnA52UUZ7jefhs6dLAKsx9+6MnCOZcwAmthqGqeiAwEpmKznMaq6kIRGRA5niUihwI5wAFAvogMBpqq6mwRmQB8DOQBnwBjgoo9MBMmWC2oJk1sR7zDDgs7Iuec+4WoxjSMkJQyMzM1Jycn7DBi8+ijcPnlVubj9dehRo2wI3LOlUMiMldVM4s65iu9w6YKI0ZYSfIzz7TBbU8WzrkE5AkjTPn5tnL75puhTx945RWoWjXsqJxzrkieMMKyc6cVD7zvPksa48ZBpUphR+Wcc3vk1WrD8PPPtrnR5Mlw550wdKjXg3LOJTxPGEHbuBG6dYNZs2ygu3//sCNyzrmYeMII0qpVcMYZ8OWXtt/2ueeGHZFzzsXME0ZQvvoKTj8d1q2DN9+Ejh3Djsg550rFE0YQPvkEOne2WVHvvguZRU5xds65hOazpMrae+/BySdbOfIPPvBk4ZxLWp4wytKrr1rLom5dqwvVpEnYETnn3F7zhFFWxo61Qe1jj4Xp0yEjI+yInHNun3jCKAujRkG/ftCpk1WfrVkz7Iicc26fecKIJ1W4/noYMsR2yps4EapVCzsq55yLC58lFS95eXDppVbi4+9/h/vvtw2QnHMuRfgnWjxs3WrjFePGwfDh8MADniyccynHWxj76ocf4KyzYMYMePBBa10451wK8oSxL1avtmmzixbBf/5j4xbOOZeiAu03EZHOIrJYRJaIyNAijh8lIjNFZLuIXFfo2IEiMkFEvhCRz0WkTXCRF2HpUmjXzkp+TJrkycI5l/ICa2GISBrwENAJyAXmiMhEVV0U9bQNwJVAzyJe4j5giqqeJyKVgfB2Gpo/34oI7tgB77wDrVuHFopzzgUlyBZGK2CJqi5V1R3AeKBH9BNUdY2qzgF2Rj8uIgcA7YEnIs/boaqbggm7kA8+gPbtIS3Nxi08WTjnyokgE0YdYEXU/dzIY7E4AlgLPCkin4jI4yJS5AIHEekvIjkikrN27dp9i7iwSZNsMd4hh1ipj6ZN4/v6zjmXwIJMGEVtKacxnlsRaAk8oqrHAluA34yBAKjqGFXNVNXM2rVr712kRXn6aejZE44+2loZ9evH77Wdcy4JBJkwcoG6UfczgFWlODdXVWdH7k/AEkgwRo+2/bdPPhmmTYN4JiLnnEsSQSaMOUBjEWkYGbS+AJgYy4mquhpYISIF5V5PBRYVc0p8qMJNN8E119jCvMmToXr1Mn9b55xLRIHNklLVPBEZCEwF0oCxqrpQRAZEjmeJyKFADnAAkC8ig4GmqvojMAh4LpJslgJ9yzTgXbvg8svhscds3+2HH7aBbuecK6cCXbinqpOByYUey4r6eTXWVVXUufOAYHYf2rYNLrwQXn4Zhg2D228HKWoIxjnnyg9f6V3Y1q3QtattpTp6NAweHHZEzjmXEDxhFJaeDkceCX37Qp8+YUfjnHMJwxNGYSKQlVXy85xzrpzxGtzOOedi4gnDOedcTDxhOOeci4knDOecczHxhOGccy4mnjCcc87FxBOGc865mHjCcM45FxNRjXVLiuQjImuBb/fy9FrAujiGkwz8mlNfebte8GsurfqqWuQeDimdMPaFiOSoajDFDhOEX3PqK2/XC37N8eRdUs4552LiCcM551xMPGHs2ZiwAwiBX3PqK2/XC37NceNjGM4552LiLQznnHMx8YThnHMuJuU6YYhIZxFZLCJLRGRoEcdFRO6PHJ8vIi3DiDOeYrjmCyPXOl9EskWkRRhxxlNJ1xz1vONFZJeInBdkfGUhlmsWkVNEZJ6ILBSR94OOMd5i+Nv+nYi8LiKfRq65bxhxxouIjBWRNSKyYA/H4//5parl8gakAV8DRwCVgU+BpoWecybwJiBAa2B22HEHcM1tgRqRn7uUh2uOet40YDJwXthxB/D/+UBgEVAvcv/gsOMO4JpvAu6O/Fwb2ABUDjv2fbjm9kBLYMEejsf986s8tzBaAUtUdamq7gDGAz0KPacH8LSaWcCBInJY0IHGUYnXrKrZqroxcncWkBFwjPEWy/9ngEHAS8CaIIMrI7Fcc2/gZVVdDqCqyX7dsVyzAtVFRID9sYSRF2yY8aOq07Fr2JO4f36V54RRB1gRdT838lhpn5NMSns9/bBvKMmsxGsWkTrA2UCqbOYey//nI4EaIvKeiMwVkYsCi65sxHLNDwJ/AFYBnwFXqWp+MOGFIu6fXxX3KZzkJkU8VniOcSzPSSYxX4+IdMASRrsyjajsxXLN9wJDVHWXfflMerFcc0XgOOBUYD9gpojMUtUvyzq4MhLLNZ8BzAM6Ar8H/iciM1T1x7IOLiRx//wqzwkjF6gbdT8D++ZR2uckk5iuR0SaA48DXVR1fUCxlZVYrjkTGB9JFrWAM0UkT1VfDSbEuIv1b3udqm4BtojIdKAFkKwJI5Zr7gvcpdbBv0RElgFHAR8FE2Lg4v75VZ67pOYAjUWkoYhUBi4AJhZ6zkTgoshsg9bAD6r6XdCBxlGJ1ywi9YCXgT5J/G0zWonXrKoNVbWBqjYAJgBXJHGygNj+tl8DThKRiiJSFTgB+DzgOOMplmtejrWoEJFDgCbA0kCjDFbcP7/KbQtDVfNEZCAwFZthMVZVF4rIgMjxLGzGzJnAEuBn7BtK0orxmm8FagIPR75x52kSV/qM8ZpTSizXrKqfi8gUYD6QDzyuqkVOz0wGMf5/vh0YJyKfYd01Q1Q1acuei8jzwClALRHJBf4BVIKy+/zy0iDOOediUp67pJxzzpWCJwznnHMx8YThnHMuJp4wnHPOxcQThnPOuZh4wnDOORcTTxjOOedi4gnDuQCJyDEi8q2IXB52LM6VlicM5wKkqp9hZSuSvTqsK4c8YTgXvDVAs7CDcK60PGE4F7y7gCoiUj/sQJwrDU8YzgVIRDoD1YA38FaGSzKeMJwLiIikA6OAK7Ad344ONyLnSscThnPBuRnbY/kbPGG4JOQJw7kAiEgToBO2HSx4wnBJyPfDcM45FxNvYTjnnIuJJwznnHMx8YThnHMuJp4wnHPOxcQThnPOuZh4wnDOORcTTxjOOedi8v/o/OGS3oWytwAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_44_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_44_7.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays2, {\"f1_vals\":[0.5, 1.]}, state_vec2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only $f_{2,{s_t}}$ depends on $s_t$." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_46_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_46_7.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays2, {\"f2_vals\":[0.5, 1.]}, state_vec2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only $\\alpha_0(s_t)$ depends on $s_t$." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_48_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_48_7.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays2, {\"α0_vals\":[0.5, 1.]}, state_vec2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only $\\rho_{s_t}$ depends on $s_t$." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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ShRQY2eLAA/0iv+23h9694e67tRiTiCSVAiOb5Ob6ZIVHHw2DBsGAAbB+fdRViUiWUGBkm/r14fnn4Zpr4OGHfX2NDJt2WUTSkwIjG1WrBjfcAE895d1Ue+0Fs2ZFXZWIZDgFRjbr1w+mTIENG2C//WDcuKgrEpEMpsDIdt26eSujUyc49lhveWgwXETKQYFRFbRsCZMmwWmnwd/+BqeeCqtXR12ViGQYBUZVUacOjB4Nt9wCY8f6abjffht1VSKSQRQYVYkZXHmlL/k6b553V73/ftRViUiGUGBURX36wHvvQd26PoHhE09EXZGIZAAFRlXVqZO3LvbdF04/3VseGzdGXZWIpDEFRlXWrBlMmAADB8Jtt0HfvvDzz1FXJSJpSoFR1dWoAfffD8OHw2uveYtjwYKoqxKRNKTAEHfBBd7a+O47vzL8v/+NuiIRSTMKDClyyCHwwQfQogUcdpi3PEREYhQYsql27WDqVA+MCy7w24YNUVclImlAgSGba9QIxo+Hv/zFWxmHHw55eVFXJSIRU2BIyapX9zOnRo3yFkfHjnD77WptiFRhCgzZsjPOgDlz4OCD4YoroEsXePvtqKsSkQgoMGTr2rSBl17ybqrVq6FnT/jTn+D776OuTERSSIEhievTB2bPhmuvhWeegQ4d4K67ID8/6spEJAUUGFI2devCP/8Jn37qF/ldeqlPYvjuu1FXJiKVTIEh5dO+Pbz6Kjz7LCxfDj16wNlna/1wkSymwJDyM4Pjj4e5c33ywtGjvZtqxAhNZCiShRQYUnH16/vCTLNm+VlU558P++zjS8OKSNZQYEjy7LILvPkm/Pvfvppf9+4+E+6PP0ZdmYgkgQJDkssMTjkFPvvMB8Qffhh23hkeeQQKCqKuTkQqQIEhlaNhQxg2DD780Fse554L++8PM2dGXZmIlFNKA8PMjjCzeWY238yuKmF7RzObambrzGxI3OPbm9l/zWyumc02s0GprFsqoHNnmDwZHnsM5s+HPfeESy6Bn36KujIRKaOUBYaZVQeGA72BXYFTzGzXYk/7EbgEGFrs8XxgcAhhF2Af4MISXivpygzOPBM+/9wHxIcP97OpRo+GEKKuTkQSlMoWxt7A/BDCghDCemAM0Df+CSGEJSGEacCGYo9/F0L4MPbzL8BcoFVqypakadwY7r3Xz57KzfV5qnr29IsARSTtpTIwWgGL4u7nUY6DvpnlAnsA75eyfYCZTTez6Ut1EVl66trVrwx/6CEPiy5dYMgQ+OWXqCsTkS1IZWBYCY+VqT/CzOoDzwGXhhB+Luk5IYQHQwjdQgjdmjdvXo4yJSWqVfOB8M8/9yvE//Uvn0J97Fh1U4mkqVQGRh6wfdz91sDiRF9sZjXwsHgyhPB8kmuTqDRtCg8+CO+9B9tuC/36+Wp/8+ZFXZmIFJPKwJgGtDezNmZWE+gHjE/khWZmwCPA3BDCsEqsUaLSvbuvJz58uI9x7LYbXH01rFoVdWUiEpOywAgh5AMXAa/jg9ZPhxBmm9lAMxsIYGbbmlkecDlwrZnlmVlDoAdwOnCImc2M3Y5MVe2SItWr+xrin38Op54KN98Mu+4KL7ygbiqRNGAhi/8jduvWLUyfPj3qMqS83nnHA+STT6B3b7jnHthpp6irEslqZjYjhNCtpG260lvS1/77+5Xiw4Z5eOyyC5x1lgeIiKScWhiSGRYv9hlxR470cY3DDvNTcXv18gsDRaqYEODnn31uzxUr/Fb48+rVPpVbeWyphVGmwDCzesDaEEJGLHagwMhCP/4IDzwAd9/ta4p37uzBcfLJULNm1NWJlEkIfnCPP9iX9nPxx1auLH0+TzNfOblaOfqQyh0YZlYNP5vpNGAvYB1QC1gK/Ad4MITwRdlLSg0FRhZbt86nUR86FObMgVatYNAgGDAAGjWKujqpYkLwA/kPPyR2sI//ecOG0t+3WjVo0gS22cb/LO3nkh6rU6d8je+KBMbbwETgReDTEEJB7PFtgIOBU4EXQghPlL2syqfAqAJCgNdf9+B4801fzOm88zw8dtwx6uokw61d6yHw3XfeoC28Fb///fewfn3p79OoUWIH/uIh0KBB6ntcKxIYNUIIW8i/xJ4TFQVGFfPRR37F+Jgxfv+kk7y7qmvXaOuStFJQ4MvQbykACu+vXLn5682gWTPYbju/1nTbbYt+btFi82/9jRv7GeOZImljGJlGgVFFffONj3E8+KDPT3XwwR4cRxxRvk5dyQirVycWAj/84P37xdWtW3IIFL/fvDnUqJH6/UuVpAeGmV1eeMW1mXUIIaTlPA4KjCrup598xb8774S8PL8IcPBgOO00qFUr6uqkjNauha++ggULYOHCTf/86quSl1ipVg1+97uth8C223r3j1SsS2pjCKF63P3GwB1AR2A0MAs4J4TQP7klJ4cCQwAfVXz6aR/nmDnT+w0uvtjXG2/aNOrqJKagwM+eLh4GhX8uLjbzXO3a0KYNtG3rs+W3arV5IDRvnlndQemgIoFREELYrA1vZocDy4DOwLIQwkvJKjaZFBiyiRDgrbc8OF57zfsgzj7bT1jXFeQp8dNPJYfBwoXeSli3rui5ZtC6tQdCYTDE/7nttroEpzJUuIURO1uqTwjh59i8T7WB+2ILIaUtBYaU6tNP/QryJ56AjRvhuON8nKN796gry2jr1/sQUkmhsGCBn0oar0mTksOgbVvYYQf1HEYhGYHxcQhhdzPbE3gQeBnIDSGcWTklJ4cCQ7Zq8WJfBfD++/2UmB49PDj69FFfRilCgEWLYNYsv82fXxQMeXmbXkxWs6Z3F5XWSmjcOLLdkFIkIzCm42tp/wv4XwjhaTObXtqbpgsFhiTs11992pE77vC+kfbt4fLLfRnZunWjri4yv/7qjbHCcCi8xQ8wt2xZeiuhZUudmJZpkhEYZwJX4F1Rvw8hrDGzz0IIHSun5ORQYEiZ5efD88/7OMe0aX7C/YUX+qy5v/td1NVVmoICbyEUD4YvvyyaWb5BA5+JJf622246uyjbJGXQO7Y86sZYWLQDrknXs6MKKTCk3ELwGXKHDoXx4/2UnDPO8FZHhw5RV1chP/3kE/7OmgUff+x/fvJJ0VpVZt7AKgyF3Xf3P3fcUYPMVUGF5pIqnA5kC8+xkKZX/ykwJCnmzfMB8lGj/DSe3r39Wo4//jGtv15v3AhffLF5q+Hrr4ue06RJUSAU3jp1qtK9cFVeRQJjEr6O9oshhG/iHq8J7A+cCfw3hPBYMgtOFgWGJNWSJb6E7MiRPrpbpw4cfbSvQ967t9+PyPLlm4bCxx/D7Nl+sRv4+H3Hjpt3KbVqpVaDbKoigVEbOBufrbYtsAIfx6gOTACGhxBmJr3iJFFgSKUoKIB33/U5q555xoOkQQM45hgPj0MPrdS5I374ASZPhunTiwIi/qK25s03bzXssov3qolsTUUCY1ThqbNmVgNoBqwJIZQwJVf6UWBIpcvPh0mT4KmnfLB85Uqfde6EEzw8DjywwqfnfvcdvP223yZNgs8+88dr1PDZTuLHGTp39gvZRcqrIoHxUQhhj9jPE0IIh1VSjZVCgSEptW4dTJjgLY8XX/RR5O2281lz+/XziwIT6P/59ttNA+Lzz/3xBg181dqePeGgg2CPPbRmlCRfRQLjwxBC19jPv4VHplBgSGRWrYJXXvHw+M9/PExyc31lwFNO8aZALDwWLSoKh7ff9gvhABo29AbKQQcVBUROTmR7JFVERQJjMXA18DHwaAihS+WUWDkUGJIWfvoJxo3z8HjjDdi4kZXbdWRSi37cu6wfb+b5abqNGxcFRM+e3s2ki80l1SoSGAPwCQZ3AzoB3wGzY7c5IYTnkl9u8igwJGoh+IXjhS2IWW8tY69Fz3EKT3Egk6lGYEmrLuSfcAotLjmZ6m21SqBEK2nrYZhZa4oC5PchhNOTU2LlUGBIqoXg8yrFdzF9EzshvVkzb0EUjkH8vsm3VHvuGW95vP++P2nffb3L6sQTfTpWkRTTinsilSQEH3OID4i8PN/WvHlR99JBB/kZTaXOq7RgAYwd6+Exa5Y/sWdPHyw/7jit2yEpo8AQSZIQ/Kyl+IAovAaiRYuicOjZ0y+UK9dFcXPmeHA89ZSnUU4OHH64h0ffvml9dblkPgWGSAWE4HMtFTYAFizwx1u23LQFsfPOSb5qOgT46CP/0DFj/HSq2rXhqKO826p3b83hIUmnwBAph3nzikJi7lw/Y6lXL+8hOvhgaNcuhdNqFBTA1KlezNNP+9XlNWv6hRm9evmta1edViUVpsAQSdBXX3lIjB3rX+7NfKC6Xz84/ngfl4hc4dXlr74KEyf6mAf4ebmHHOJTk/Tq5cvOaqIoKSMFhsgWLF7sU0KNGQPvveeP7bOPh8SJJ3rXU1r74Qdfq3ziRL/OY9Eif3zHHYtaH3/4Q5qknaQ7BYZIMUuXwnPPeUhMnuzDBV26eEicdJKvGJeRQvA5zSdO9NtbbxUtj9elS1GAHHCAxj+kRAoMEXxewBde8JB4801fL6JjRx8/PvnkjF8XqWT5+fDhh0UB8r//wfr1Pv6x335F3Vd77qnxDwEUGFGXIRH69Vd46SUPidde82Nl27bekjj5ZF9itEp1869a5SsJFgbIzNjqBI0b+0h+r14eIikd0Zd0osCQKmXNGh8PHjMGXn7Z77dq5QHRrx9066Zj4W+WLvVuqzfe8FvhZek77LDp+EcWr2cum1JgSNZbv96Pd4Uzi//yix/jTjzRQ2K//bZwlbW4EODLLzcd/1ixwrftvvum4x/16kVbq1QaBYZkpcKzS8eM8bWLVqzwnpXjj/eQ6NlT04FXyMaNfm7xG294gLzzjidzjRqbjn907VqpKwxKaikwJGuUtDpq/fqbro6qRYUqyerVPmhe2AL56CNvldSu7Yt17LWX3/be28dA1KTLSAoMyXhffAEjRvhFznl5fozq08fHJY48EurUibrCKmjZMvjvf/3ilWnTYMYMDxWARo18sGjvvYuCpFUrDR5lgLQJDDM7ArgLqA48HEK4pdj2jsCjQFfgmhDC0ERfWxIFRuabNQtuuslbE9WrwxFHeEuiTx/NwZd2Nm70OVQ++MADZNo0+Phj7zsEn649PkD22svXP5e0khaBYWbVgc+BQ4E8YBpwSghhTtxzfgfsCBwDrCgMjEReWxIFRuZ67z248UY/y6lBA7jgArj0Ui0RkXHWrvXQmDatKEjmzfOuLPDpS+K7svbYQwPqEdtSYKRySHBvYH4IYUGsqDFAX+C3g34IYQmwxMyOKutrJfOF4Cfm3HST/7nNNvCPf8BFF0GTJlFXJ+VSuzZ07+63Qj//7N1XhQFSOCgFPu7RqVNRgOy1l18so0H1tJDKwGgFLIq7nwd0L+W55X5tbFnZAQA77LBD2auUlAvBWxI33ugLz227LQwdCn/+sw9oS5Zp2NAvEjz44KLHfvihqBtr2jQ/N3rkSN9Wq9amg+p77eVzyWtQPeVSGRgljXYl2h+W8GtDCA8CD4J3SSX4/hKBjRt9bOLmm32sIjcX7r8fzjrLv5hKFdKiBRx9tN+gaDH0+K6skSPhnnt8e8OGPqgeHyLbb69B9UqWysDIA7aPu98aWJyC10qaWb8enngCbrnFz37q2BFGjfI5ndTzIIAf+Nu08dtJJ/ljhYPq8S2RYcNgwwbf3qiRr4Nb/KYgSZpUBsY0oL2ZtQG+BfoBp6bgtZIm1qyBhx+G22/3Gbj32AOefRaOPVa9C5KA6tXh97/3W//+/ti6dT6oPn26L207Z45PHvbII0Wvq18fdtll8yDJzdU/vDJKWWCEEPLN7CLgdfzU2JEhhNlmNjC2fYSZbQtMBxoCBWZ2KbBrCOHnkl6bqtqlYn7+2buahg3zC+169IAHHvBTZPXFTyqkVi0fHN97700fX7bMWyOFITJnjl+xPmpU0XPq1PHmbfEgadtWUwSUQhfuSaVZvhzuusu7nVeuhMMPh6uv9hXsRCKxcuXmQTJnTtGki+BTBXTosHmQtGtXJaYRSJfTaqWKWLzYWxMjRvhs2sce60HRrcR/giIp1Lgx7Luv3+L98gt89tmmITJtmk8tUPilOicH2rffPEg6dPCWThWgwNn4TwkAAAy7SURBVJCkWbgQbrvNT2bZuNEHsa+6yk+rF0lrDRoUnW0Vb/Vqv9CwMERmz/ZT+l54wSc2Ax8HadfOw6NjR78YsU0b79rafvus6t7Knj2RyMyd66fG/vvfPi551llw5ZX+/0Uko9Wt62dn7LHHpo+vXQuff75519bLLxdNhQL+H2KHHYoCpPifzZpl1ECeAkPK7cMP/ars55/38cNLLoHBg32OOZGsVrs2dO7st3j5+T475sKFsGDBpn++9JJfoBivXr3SwyQ3N+2mSVFgSJm9845flf3aa37q+9VXw6BB0Lx51JWJRCwnxw/0ubmbXsleaNUqvyCxeJgsXOgLza9atenzW7TYNEjif27dOuXdXQoMSUgIMGGCB8WUKR4ON93kkwI2ahR1dSIZol49H9QraWAvBD8duHiYLFgAU6fC2LE+OFgoJ8e7u0pqnbRpA02bJr27S4EhWxQCjBvnQTFjhn+puesuOPdc794VkSQx829izZtvOlljofx8v+K1pO6uF1/0i5wKVavmV8om+TRgBYaUavFiD4ZXX/UTPx56CM44o0qcii6SfnJyirqlDjlk8+2//lrU3bVkSaX8R1VgyGZCgKee8mnF166Fu++G88/PqrMDRbJP/fpFU6dUEk2kIptYuhROPBFOO81PKf/4Y7j4YoWFiCgwJM64cT4W99JLPpPslCl+YauICKhLSvDpdQYNgscfhy5d/Oy+3XaLuioRSTdqYVRxEyZ4l+eTT8Lf/uYr3iksRKQkCowq6tdffSD78MN98bKpU339bJ0BJSKlUWBUQVOmwO67+5oUgwf79RXF51wTESlOgVGFrF0LQ4bAQQf5/bffhqFDfR4oEZGt0aB3FTF9ul90N3cuDBzoy6TWrx91VSKSSdTCyHLr18N118E++/hSqa+95sulKixEpKzUwshin3wCZ54JH33krYu77vIFx0REykMtjCy0cSPceqsvifrtt7442KhRCgsRqRi1MLLMF194q2LqVDjuOF9XW+tUiEgyqIWRJQoK4N57/XTZuXP9Qrxnn1VYiEjyqIWRBb7+Gs4+G956C3r39mnItUyqiCSbWhgZLAQYOdKn8vjgAw+KV15RWIhI5VALI0N99x0MGAAvv+wX4j36qK+rIiJSWdTCyEBjx/qEgRMnwp13eleUwkJEKpsCI4MsWwYnnwz9+kG7dn59xaBBvnyviEhl06EmQ7z0krcqXngBbrwR/vc/XxFPRCRVNIaR5n76CS67zMcoOneG11/3U2dFRFJNLYw0Vrjy3ahRcM01MG2awkJEoqMWRpoaNQr69/c1td99F7p3j7oiEanqFBhpaORIOPdc+MMfYNw4qFcv6opERNQllXYefhjOOQcOPRTGj1dYiEj6UGCkkQcegPPO8+k9XnxRK+GJSHpRYKSJ4cN9JbyjjvJTZ2vXjroiEZFNKTDSwD33wEUXwR//CM89B7VqRV2RiMjmFBgRu/NOuOQSOPZYeOYZhYWIpK+UBoaZHWFm88xsvpldVcJ2M7O7Y9tnmVnXuG2XmdlsM/vUzJ4ys4zvtPnXv/yivOOP9/mhataMuiIRkdKlLDDMrDowHOgN7AqcYma7Fntab6B97DYAuD/22lbAJUC3EMLvgepAvxSVXiluvRWGDIETT4SnnoIaNaKuSERky1LZwtgbmB9CWBBCWA+MAfoWe05f4PHg3gMam9l2sW05QB0zywHqAotTVXiy3XQTXHWVTyL4738rLEQkM6QyMFoBi+Lu58Ue2+pzQgjfAkOBb4DvgJ9CCBMqsdZK889/+jQfp50Go0dDji6dFJEMkcrAsBIeC4k8x8ya4K2PNkBLoJ6Z/anEDzEbYGbTzWz60qVLK1RwMoUA118P//d/cMYZPvWHwkJEMkkqAyMP2D7ufms271Yq7Tm9gIUhhKUhhA3A88B+JX1ICOHBEEK3EEK35s2bJ634igjBg+Lvf4ezzvKpP6pXj7oqEZGySWVgTAPam1kbM6uJD1qPL/ac8cAZsbOl9sG7nr7Du6L2MbO6ZmbAH4C5Kay93ELwLqgbbvD5oR55RGEhIpkpZZ0iIYR8M7sIeB0/y2lkCGG2mQ2MbR8B/Ac4EpgPrAb6x7a9b2bPAh8C+cBHwIOpqr28QvDB7dtugz//Ge67T6vjiUjmshCKDyNkj27duoXp06dH8tkh+Gmzw4bB+efDvfcqLEQk/ZnZjBBCt5K26RBWCULwC/KGDYOLL/Z5ohQWIpLpdBhLshBg0CC46y649FL/00o690tEJMMoMJKooAAuvNAnExw82FsYCgsRyRYKjCQpKPCxivvvhyuugNtvV1iISHZRYCRBQYGfBfXgg/DXv8IttygsRCT7KDAqaONGX1L14Yfhb3+DG29UWIhIdtLkFBWwcSP07+9zQl1/PVx3XdQViYhUHgVGOeXn+zQfTz4J//iHty5ERLKZAqMc8vPh9NNhzBifqvyvf426IhGRyqfAKKMNG3xq8mee8UWQrrgi6opERFJDgVEGGzbAKafAc8/B0KF+rYWISFWhwEjQ+vVw8skwbhzccYdfxS0iUpUoMBKwbh2cdBKMHw933+3zQ4mIVDUKjK1YuxZOOAFeecUnEbzggqgrEhGJhgJjC9auhWOPhddegxEj/GpuEZGqSoFRijVr4Jhj4I034KGHfLU8EZGqTIFRgtWroW9fePNNX1K1f/+oKxIRiZ4Co5g1a+Doo2HSJHj0UTjzzKgrEhFJD5p8sJhatWDnneHxxxUWIiLx1MIoplo1H+AWEZFNqYUhIiIJUWCIiEhCFBgiIpIQBYaIiCREgSEiIglRYIiISEIUGCIikhAFhoiIJMRCCFHXUGnMbCnwdTlf3gxYlsRyMoH2OftVtf0F7XNZ7RhCaF7ShqwOjIows+khhG5R15FK2ufsV9X2F7TPyaQuKRERSYgCQ0REEqLAKN2DURcQAe1z9qtq+wva56TRGIaIiCRELQwREUmIAkNERBJSpQPDzI4ws3lmNt/Mriphu5nZ3bHts8ysaxR1JlMC+3xabF9nmdm7ZrZ7FHUm09b2Oe55e5nZRjM7IZX1VYZE9tnMeprZTDObbWZvp7rGZEvg33YjM3vJzD6O7XP/KOpMFjMbaWZLzOzTUrYn//gVQqiSN6A68CXQFqgJfAzsWuw5RwKvAgbsA7wfdd0p2Of9gCaxn3tXhX2Oe95bwH+AE6KuOwV/z42BOcAOsfu/i7ruFOzz1cCtsZ+bAz8CNaOuvQL7fCDQFfi0lO1JP35V5RbG3sD8EMKCEMJ6YAzQt9hz+gKPB/ce0NjMtkt1oUm01X0OIbwbQlgRu/se0DrFNSZbIn/PABcDzwFLUllcJUlkn08Fng8hfAMQQsj0/U5knwPQwMwMqI8HRn5qy0yeEMJkfB9Kk/TjV1UOjFbAorj7ebHHyvqcTFLW/TkH/4aSyba6z2bWCjgWyJbV3BP5e94ZaGJmk8xshpmdkbLqKkci+3wvsAuwGPgEGBRCKEhNeZFI+vErp0LlZDYr4bHi5xgn8pxMkvD+mNnBeGDsX6kVVb5E9vlO4MoQwkb/8pnxEtnnHGBP4A9AHWCqmb0XQvi8sourJIns8+HATOAQYCfgDTObEkL4ubKLi0jSj19VOTDygO3j7rfGv3mU9TmZJKH9MbPOwMNA7xDC8hTVVlkS2eduwJhYWDQDjjSz/BDCuNSUmHSJ/tteFkJYBawys8nA7kCmBkYi+9wfuCV4B/98M1sIdAQ+SE2JKZf041dV7pKaBrQ3szZmVhPoB4wv9pzxwBmxsw32AX4KIXyX6kKTaKv7bGY7AM8Dp2fwt814W93nEEKbEEJuCCEXeBa4IIPDAhL7t/0icICZ5ZhZXaA7MDfFdSZTIvv8Dd6iwsxaAB2ABSmtMrWSfvyqsi2MEEK+mV0EvI6fYTEyhDDbzAbGto/Az5g5EpgPrMa/oWSsBPf5/4CmwH2xb9z5IYNn+kxwn7NKIvscQphrZq8Bs4AC4OEQQomnZ2aCBP+e/wk8Zmaf4N01V4YQMnbaczN7CugJNDOzPOA6oAZU3vFLU4OIiEhCqnKXlIiIlIECQ0REEqLAEBGRhCgwREQkIQoMERFJiAJDREQSosAQEZGEKDBEUsjMdjOzr83s/KhrESkrBYZICoUQPsGnrcj02WGlClJgiKTeEqBT1EWIlJUCQyT1bgFqmdmOURciUhYKDJEUMrMjgHrAK6iVIRlGgSGSImZWG7gNuABf8e330VYkUjYKDJHUuRZfY/krFBiSgRQYIilgZh2AQ/HlYEGBIRlI62GIiEhC1MIQEZGEKDBERCQhCgwREUmIAkNERBKiwBARkYQoMEREJCEKDBERScj/A5eWvhgvULr4AAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_50_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_50_7.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "run(construct_arrays2, {\"ρ_vals\":[0.5, 0.9]}, state_vec2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only $\\sigma_{s_t}$ depends on $s_t$." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "symmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/markov_jump_lq_52_3.png" }, "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "asymmetric Π case:\n", "\n" ] }, { "data": { "image/png": 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DgcPhoKmpKfP6QjIeGxsjFouhqmpRMl7p71+x6HphIBMMBhd979YaaqRbJeQbhyNJ0qJoxCwCgQD9/f0AtLe3Mzw8nHPBVLLOUtdj+OrOzs4iSRJXXHFFWedktVpxOBy0tbXlrCeVSmW8c8fGxjJRWHZ+0ngkNktsKx15rse0STlkHI/H6e3tzckZL/fTihHpmkEwGFzSQ2S1USPdClGooaHcfRkmNFarle3bt+Pz+VAUhcHBwYrXanSUmY0iE4kE/f39zM3N0dnZSVdXF6dPn66oSr+QnARBwG63Y7fbczruFlbu/X5/pvU234if1bZrLPfmuhZRjIxPnDhBQ0PDkpFxNcm4VNLdtm1bVY67XKiRbplYqqGh1H1NT09nrPp2796dM2fMjE7XDMySbjweZ2BggGAwSGdnJ7t370YQhEwUvxIoVLk3TGkikcgiu0aDjD0eD3a7fcWjz9UwvFlJGN/xpqamRWScSqWIRCLEYrG8ZJxdwCuVjBVFMW1KX4t0L0KYbWgwAyO3OTg4iM/n45JLLsHlci16X7V8bJfaTzwep7+/n1AoRFdXV4ZsDawFa8dsU5psGMMvo9EowWCQSCRCJBLhqaeeyonAlpK1lYvVKKStNApF89lPK/nI2HhaGR8fJxqNZvL4C3PGhcjY6IIzg1AoVCPdiwWlNjQsta/x8XGGh4dpbGzksssuw+FwVHO5eVGINI3xPJFIhK6uroLKiLXsvZA9iXjDhg0oisLp06c5cOBA5qIPBAI5sraFxbtK2qVXg3TXUkErH4qljrLJ+Pz580XJuJT0QigUqhXS1jMqaWgwYBCdkSIYHR1ldHSU1tZWDh8+XDVfBDNY6BIWi8Xo6+sjGo3S3d29aDzPQlSDNFf6kdhiseDz+RbpNg1ZWyQSyZG1Wa3WnKjYrKztlVC4K6UeUAylkrExLdrn8y0ZGQeDQRoaGipe43KiRrp5UI2GBgOGWc3ExATj4+Ns3LiRo0ePYrVaq73sJWGQbjQapa+vj3g8TldXF83NzabOrVJSWUuP34VkbdkXfbasbSk962qQ7lqPdEtFITI+deoUHR0dqKqa+btEo1EURclExrquMzIyQiQSqaUX1hMM2Vc0GmVycpL29vaK0giyLJNIJHjqqafYunXrsvoimIGqqrz00kuoqkp3dzdNTU0reuGuh440m82GzWbLiZayC0VG1X6hrM1IO61U88BqqCWWm3QLQdM0XC4XVqt1UWQsy3ImiPjOd77DyMgIR44cobW1lZtuuok//MM/LLjfhx56iA996EOoqsrtt9/Oxz/+8UXveeSRR/jwhz+MLMs0Nzfzy1/+kkQiwdVXX00ymURRFN72trfxqU99yvT51EiXxRpbVVWZnZ0tW3pidGzNzMwgSRL79u2rSltiudFNJBKht7eXYDBIV1dX5may0lhpa8dqnWOxQpEha5uYmCAWi3Hy5Ekgd/Cl4Ztbzc98NZoxVot0C+V0BUHI3CQPHz7MPffcw9VXX80zzzzD9PQ0oVCo4D5VVeUDH/gADz/8MG1tbRw5coQ3velN7NmzJ/Oeubk57rzzTh566CHa29uZmpoCwG638/Of/xyPx4Msy1x11VW84Q1v4PLLLzd1Pq9o0s3X0GA4HC10PzIDQ2o1NzeX6dh64YUXqkI0BmGVcuGGw2H6+vqQZZnu7m7sdjter3dNPeavZ2TL2mRZpq6ujq1btxYcCW/47Gbnix0OR1l/j9Vox1VVddX00GY+I+M6EwSB1tZWWltbC773iSeeoKenh66uLgDe8Y538MADD+SQ7ne/+11uuukm2tvbATL7EwQhI+mUZRlZlkv6G74iSXcpja0kSSXpYqPRKAMDA0QikRxdK6RzutXQ2Br7MfOlD4VC9PX1oSgKPT09mUfl6enpiiRfxWA2J7zW0wvlIvuGmG8kPFyQtUUiEYLBIOPj4yQSiZz3G2S8lKxtrXjpriUkEom8kst8GBsbY+vWrZmf29raOHHiRM57zp49iyzLXHPNNYTDYT70oQ9x6623Aukb0KFDh+jt7eUDH/gAx44dM73OVxTp5iPbfF/sYrPAshEOh+nv7yeZTNLZ2Zm3+l9N0l1qTcFgkL6+PjRNo7u7e1EV1+x5LRcudtJdCtmytmwYdQTDM3d4eJhUKrVI1ubxeDIF2NWKdNcy6c7NzZlO45nxhVYUhZMnT/Kzn/2MeDzOFVdcweWXX86OHTuwWCw8++yzzM3N8Za3vIUzZ86wb98+U8d+RZBuqQ0NS0Vt2eTW1dVVdGBktUi3WFdaMBikt7cXgO7u7oLV2xrpLi/KTduUI2uz2WwkEgmCweCKubWtBumWUjAspRutra2NkZGRzM+jo6Ns3rx50Xuam5szN72rr76aU6dOsWPHjsx76uvrueaaa3jooYdqpAvVbWjQdT1jQmOxWOju7jYlwl7OSHdubo6+vj4EQaCnp2fJ9SwH6WqaltEe2+32TCRneCK8UvLHy1HYKiZrm5qaIpFI5DQWZMvaKvHMLQSjeWElUarvgtnGiCNHjnDu3DkGBgbYsmUL999/P9/97ndz3vPmN7+ZD37wgyiKQiqV4sSJE/zxH/8x09PTWK1W6uvricfj/PSnP+VjH/uY6XO66Ei3Gg0N2fsCmJmZob+/H4fDwc6dO/F6vab3sRyRbiAQoK+vD4vFkjHFMYNK23izYXTVDQ0N0drayv79+1EUJdN+OzExQSKRQBCEDAmIolhWgXI9YCV1s4Y21efzsX379szxs2Vt2Z65DocjJ01R7jj41SikKYpi+sYxNzdnOtKVJImvfOUrXHfddaiqyvve9z727t3L1772NQDuuOMOdu/ezfXXX8/+/fsRRZHbb7+dffv2cfr0ad797nejqiqapvF7v/d73HjjjabP6aIh3Wo2NBjbnj9/nqGhIbxeL/v27VtUGDGDUib5FoMoiszNzXH27FkkSWLHjh0ly9CqEenqus7Y2BiDg4O0trZy9OhRJEkilUphtVoXFTKy85WBQIBgMMgTTzyR6fzKjozXcr5wKax0s8LCnK4ZWVskEmFmZoZYLAZckLWZfTJZjUJaKb4LpZrd3HDDDdxwww05r91xxx05P3/0ox/lox/9aM5r+/fv55lnnjF9nIVY96RryL5UVeXZZ59l//79FfsiGI9ss7OzXHrppYuc+EuBJElEo9Gytwfw+/1MTU3hdDrZs2dPSZF2NipxK9N1PfO5RCKRRaPdC+Vrs/OVPp8PTdPYt29fjoduthFKdlRm6FvLia5WmwTXyvGKubUZsrbsJxNgUeedIWtbjZxuqb4La70bDdYx6ebT2CaTSTRNK6uoYOQmR0ZGaG5upqGhga6urooIF8pPLxjeun19fdjtdlpaWmhpaSmbcCFNurIsl7yOiYkJBgYGaGxsxO12ZyZGlIpsEizU+ZVt2zg9PZ2xbczOVS6XU1glWA2Sr+R45cjaDD2qpmmmZG3VQKk53U2bNi3reqqBdUe6hRoaID2ZQJblkkhXURRGR0cZGxtjw4YNGV8EY9JqpSiVdHVdx+/309fXl4lsPR4P/f39FeeGS0kv6LrO5OQkAwMD1NfXc+jQIex2OydOnCg7qltKvZAdlbW0tGRezyaCbKcwSZJyHo89Hs+qzVy7WCLrYrK206dPY7Va8fv9GVmb8TfIJ2urBi62qRGwDklXVdXMHXfhl66UTjJZlhkeHmZiYoLNmzdz7NixnD9uuV1pC2GWdHVdzxTsXC7XohxyNfKxZvah6zpTU1P09/dTV1e3yHayEtlXudsWIgKj797wyujv788YXjudTpLJJJFIpOzCUSlYDcOblUxnWCwWRFFk06ZNOYbisixnboiGEb+iKFit1kXWmeXcEEtJadRId5lgzLvPByPSLYbsseHFTGhWinSNqRH9/f14PJ6CRubVUEEUI93sdXi93oK57LWktTVkO9kXmjHfa25uDr/fz9DQUE7hKLtwV24Lbj5cLJFuMeRTL1it1iXd2iqRtSmKYrrLrEa6q4BiRGkMVwwEAmzbto2enp6iX9pqt+8uxEKy3b9/f9Evl8ViIZVKVbSWfKRrRNh9fX14PB4OHDhQNI9dScS9EoRtzPdqbGxkYmKCvXv3AhcKR5FIhFAolMlVWiyWRfnich6PV4N0VzqVUop6wYxbW7asLdsgKFvWVmohba176cIrgHRjsRgDAwOEQiE6OzvZtWuXqYtjuSLd7Md3n8+3JMkZqMactGzCzM4du1yuJUnfwGqkF8pF9t+5UOHI6PoyCndG15ehhc1+RC5GOCsd/a9GpFtpSqMcWZvRtq+q6pKytlqku0woRpjZ6YVIJEJ/fz/xeJzOzs6CI2gKQZKkquhrDdLNLkzV1dWVLEUz472wFAzSNcjW4XCUrD+uZF7bWkpNGCjW9WU0emT75xopinyWjWtRMrYeUEzW9txzz+FyuQiHw0xMTBCPxzNz8rIlbS6XC1mWTQ+wXE2sO9ItBkmSCAaDPPPMMyiKkvFFKOexrxr6WgOyLHP8+HEaGhrKnodWjUg3HA5nnMYMVUSpKNTVttYItdK12Gw2GhsbF5lmZ2tbJycnM113xlOREZEtt5xqtSLdlYRxfhs2bMgh04Wytl/84hfcddddhMNhbr/9di655BKuueYaLr300oL7LtfAfGRkhFtvvZWJiQlEUeQP/uAP+NCHPlTSea070i30RQ4EAgwMDJBKpThw4EDFjxkWi6Wi9ILRTDA4OIiqqhw7dqyi4ZOV5FIDgQC9vb0IgoDX6+XAgQNlr2M9pReqDcMP1+Vy5UjaVFXl+eefzyunyi7cVdOY5mKKdIshX053oZqlu7ubt73tbbzqVa/ijjvu4Pnnn2d8fLwg6VZiYC5JEn//93/PwYMHCYfDHDp0iGuvvTZn26Ww7kgXLly8Rl6yv78fm83Gtm3bmJ2drUpep1RPXQNGR9vQ0BCNjY0cOnSIkydPVjztt5zCnuE+Jooiu3btwmq18sILL1S0jostvVANWCwWJEmipaUl5+lBluVM0Si7gm+M+DGIo5yuu5Um3dUaMW/2PA0v3SNHjnDkyJGi763EwHzTpk2ZBgyv18vu3bsZGxu7+Ek3Oz/qdrszj8qGS381UGohLXuselNTU9Un/ZYS6YZCIc6dO7fIfczo2KsElZrmXIykC/lJyWq10tDQkLfrLtuy0ei6c7lcOfliu91ekOjWatvxcsAM2ZfiMFapgbmBwcFBnnnmmZIMzGGdku6pU6ewWq2LKv9mdLpmYZZ0s922Wlpa8pJt9hj2cmEm0g2Hw/T29qJpWl6rx2o0WJiJVkMzQb7/F1/Fu6GFvb91hN2v2odFsqyptt1qw2wkWKxolJ2nHBsbI5lM5hiZG/+1Wq0rPphyrRuYl6JcqNTAHNKF+re+9a184QtfKNl4al2SbqGcZLVkXrA0yWmaxtjYGMPDw7S2ti4ygMm3r0pJtxBhGrPQjPE8y2lino90k8kkAwMDJKMJfvzpfyH14+/g0UL4gV99AX6KjbB7K+KWHoRNm/C/cYxLrz/Gho6NFa1lLaHSx+9CXXeGXabRdWeMHk+lUoyMjFBfX5/JFy9nJLoapFvKU1EoFDId6VZqYC7LMm9961u5+eabuemmm0yv0cC6JN1C5FFJvnEhCpFutjFOtleDmX1V0pOeT71gTPmVZTlnFlqxfVSzlViWZQYGBpgYn+Dk3T8m/J/fwqfOsvDWYyNFU7QPzvbBWej75T/T92cQtjSQbOzA1bmTjZftZ/drj3DJ6y7D5qhOWmal23KX43iSJOXtunvmmWeor68nmUwyOzubUdpk2zV6PJ6qdd2thpduKU+Hc3NzK2Jgrus6t912G7t37+YjH/lIyecE65R0V+JiWngMVVUzExI2btxoimwNVLuFNxqN0tfXRyKRoLu7O0doXgzV+NwMeVRfXx9jo2M8971fM33f16mXJyl1yLxXDeCdDsD0M4SeuJ8TX4f/dnWiW52IDa3U797DtmOXceD6y2nfs62kfa907nglC02GdWlTU1POdzDbrjEcDnP+/PmcwZfZSopS6w2r4aW7XGY3lRiY//rXv+bee+/lkksuyagj7rrrrkW+vEWPb/qdr1CoqsrIyAhjY2Ns3LhxkV5RA8sAACAASURBVDGOGVSLdFVV5bnnniMWi9HT01O2BrlcqKpKMBhkdHSUvgdPMfLNr9KYGKEaPUCzUiuaxUZzbCD9QvAFGHyEkf+BkU9CVPAQr+/Avm0Hrfv3sf3Vh7j0uiN46kvXGi8H1oL3QnbXXfb4ccNIPt+stYX54kLEuta9dEuZGgHlG5hfddVVFd/Q1yXpFvtyG+RU6RdEVVWSySTHjx/P60JWCiol3Xg8Tl9fH/F4nJ07d9Lc3LziF7iRvz79nycY/ZfvICpJdJsbv9iBLTGLVwuVte+gpQnFUUdTtB+KpOPdegR34AwEzhB/9v9w+l/gGUTCtg2orZ14t+9m65FL2XftEbYf2VXmmZaPtUC6hVBo8GW2D8LCrruFkra1TrqhUIienp5lXlF1sC5JtxiMYlq5XxBFUTKRrSAIHD16tGLpV7mNFvF4nP7+fkKhEN3d3QSDwRxR/nIju8Fj+LFezvz9l2gOnCHfCpLYidmbUW1uQMeSjOBJTWMtwKQRwUfCvYHGSC9i1F/W+ixo1KfOw+h5UqNP8vzJ3zDy2X4eRCTi3Yra3M7jhw/RfdUhLrv+KI2bzKVhysFq6FgrPZ6ZrrupqSni8XiGALM9jJe76+5itHWEi5B0DdlYqT3YiqIwPDzM+fPn2bJlC1dccQVPP/10VdZUaqNFIpGgv7+fYDBIV1dXxjfCGLO+3Mg25Rl7eohTn/0HmiafpLnINnaS2JNjkGVXoSEQsjQiO+rRLTYEJYEQD6F5mqkP9+GJnKt4rSoCflc3nvg4zaGXMq87wucgfA5l4Ge8/G/wMhCUmlGaOnF172LL4f3sft1R9ly1D6utctPt1WoeqDYKdd2Njo6SSCSwWq0EAgFGRkZyuu6yUxTV6rq7GEf1wDol3WJf7lJlY4qiMDQ0xMTEBG1tbTn+usa+qhHpmiHdZDJJf38/gUCArq4udu/eveIVeL/fT29vL5MvjHPyb79G/fCjNFFeDktEx6fOQnSWFFZCvm48+jiEo4TtG1BtHgR0hGQET2oGG6VprP3ubmyJWVpj5m5GdcoMTM7A5JPMPga/+RL8AithVxvi5m42HDnClv27uPQNl7Opq7SxLxcL6RaDy+VaNA7HTNdduROIl2v8+mpjXZJuMUiSZKpBQpZlhoaGmJycLGhmvtyeugZSqRT9/f3Mzs4uaT+5XBd3IBDg3LlzTPdOcOJvvkFd389ppPJx7Qoic77tuMMjOZGoPTmeExVDWkKWcjSgW6wISgpbYg6vFli0z1nHVkR1XoZWIWzI2OJ+kudFUt/7KQPfg4H/ByJiPYmGbTg7d7Lhsv3suuYwB37rIHZX/nbui510C0kezXTdZVs1Gu5gRr64WNedMYHCDILB4Jr00hXSJyfAhchlXZLuUvaOxSJdWZYZHBxkamqKrVu3csUVVxS8A1fTUzefTWQqlWJgYAC/309HRwc7d+5cskhYDelONkEYLcMzg9M8/rf34Hruv3EKNoKONnSbEzQVSyKIR/EjlUDCGjDr6cERm6Y59LKpbbxqAKK5JJvCRtTWjGr3oAsigmTFO/sydiozdAeI4yDi2UpDpB9vNLcQ6NHm8PjnwH+KyFPf56m74XEshBybYGM3dbv2sO3YpRy47gq27mmveC1rHaXkVyvpusues6aqqmn707VGuoIgCPo8IPdRcV2SbjEUIspUKsXQ0BBTU1O0t7cXJdul9lUqFka62SODOjo6TE/XNbrSKiFdg7jj8Ti9vb3MjEzz+Oe+g+2J/6BunsisuoIzMQyJC9upiAStrcg2L7ogYlGS2BMzuIktOobf1YmUCtMcqTwHbSNFUomhWZ00R89mXg+L9emoWLIjqCmsiQAeNYCZB1gj+vaEhmkpIa8sodKYGIXBURj8JaMPweinICZ4CG7az89bNtCyfy/bX32YS19/BG9j+ZOb1xqqoV4o1nWXLWkz5qwpioLP50NRlAwpF7pOkslkxZO7q4V5My5dEITNwDuAg4AKBIDxi450rVZrxkAELhDczMyMabI1UG3SzU5pbNu2raS1wAU5XCWdbbquc+bMGWbOz/Dk538Av7ofjx5fcjsLGnXyFMi5hkIxwUPC0YRmdaDrIAjQEDqLpcw8cM6+cRHzbaUhdA5vdC7nd15tDmK5r6WwErU1o9k96AgIyTDu1CyOrDyG392NPT5jOvpeCkGxAdlex6bxx2AcEqf+g+fuhVMIhGwbUFvm5WxHL2XP646w8/LdFXd2rYZp0HJKxvIZyeu6zvPPP099fT2yLDMyMkI0GkXX9ZwUhd1uNz1DbaUw37zyN8Bm4GngMcADNAM71yXpmimkJZNJBgcH8fv9pmai5UO1crq6rjM7O1sW8WejkjZeQxExOz3Lo9/8V+SH78OthcvaVzZceoSk4kbUdRoTwwAoWJizNqPafeiCgCjHcCb8OFma3IFM0c0b6i+JHG3I2FLnWZh5iIh1xBu2IWgaQiqOKljQwFRUXAhxnES9W2kI92KJL847i+jUpyZgbALGjjP5CEx+Fv4HB1HvVixbemjet4/uqw5y4LrLad5iXs62GvnjlW4DNjw+Ghsbc0h1YdfdT3/6Uz772c8SDAZ5//vfzyWXXMJv//ZvZ2bj5UO5BuYA73vf+/jRj35Ea2srZ86cKXYK95DOJAzqup6TWxSWuGuuWR++VCqV944/NTWVsTXs6Ohg48aNZX9ZxsbGkGWZjo6OsrY3ZGijo6NYrVaOHTtW0Rf39OnTdHZ24vWaf2w18saT5yd57r5fcf7+e2iWx8teQzbScrAG0wWtqOAlZqtHsLsQVAUpMYdX9WfIT0Ug4N2OKzKGS6/O1I6g1IxqddMYH8p5XUaazxV70RERU1GcyRmc2TmVPLiQmhjCscR7zSJg3Yjq8IHTi6t7F5sP7mfP646w9zUH8srZFEXh9OnTHDx4sCrHN4PnnnuOnp6eFX2Ef/bZZ9mzZ8+S6qFUKsW1117L17/+dZ577jm6urq45ppr8r5XVVV27NiRY2D+ve99b5GB+ZVXXpljYG50+P3qV7/C4/Fw6623LkW6mbuiIAji/M+SruvJdRnp5oMx7dfv9yNJEseOHas4GpAkKSdVYRaqqjI8PMzY2BhtbW0cPHiQc+fOVRwplBLpKorC4OAg42PjPHffo0x/7xvUy5M0kya/pLMRTXLO50Pn8KizpiO/CB6S3s3Uh3uxRGdNr9+th3EnwzmqBRmJoLUJxbcRQdcQowFEvfKUTlTwEHVuoDnWj6jMLPq9FSUdiaYmcl6PiD6S9kZ0qx1UBWvWjcHv7sIWn61aaiKKm5hrA02xAUR5AsLA1Enmjt/HY/8Av8RK2LUFYVM3Dbv30nHlQS69/nKa25tXZfz6Wu1IM4poy21gDnD11VczODhY0nnoum5ctKogCN3rlnSNx4/sRoLOzk46Ojp44YUXqvL4VWpO1/BpGB0dzTRYGMqFlZCeGWswouuX/uNJRu/5Kg2J0Rx/BLcexh3LTS3IWAnamtHs6ShaTEZwp6ZztLNxHES87TSE+/GEz1INhB0bETWFFv+pnNcjoo+ko3G+UCabLpQlsRH2dVEX6sMdK11S5tFCeOIhsjMhs46t6KIEgoWkZwNyyoszMWM6XbIQMhaCvh58oX5aYv0F32dFpjE2CH2D0PczBn8Eg3+eTpdEvG38pGcPGy/dz47XHOTAbx/G6Vm+KHS1rB3N3FxK6UarloH5UhAE4TRwVNf1xPzPNuAtwDvWLekafgQG2RqNBEbBqhowm9M1HMhGRkbYvHkzl19+ec4dulq54WKRrqZpjIyMMDIyQt/DZ+j9ypdpivZhVkRjRaYhdR5S53NeD1saSLqawepAkBM4IhNIxUwSTGJOakWzOhc99hvwaCE8sVwZl1EoU+dvDJZkBFdqBjupTGrCHRnN0QNXgrBYT8rZmPaFyIOo4CXpaESzOtDkFHY5jEfxFy0ipgt55mV0+eDRgniCQTj5PFMnH2Tw+208Ee4nbN+AvqEb387dtB+7jP2vP0bH/s6qRMVreSZbKY0R1TAwN4l9BuHOw0I6xTC2bkl3cnKSpqamRV1b1fCMNbBUpJvtrbtx48ZFZGtgOZsssidXDP/mHM//7y/TPPc81XAZUBBJuVtwhXNzrAkcxB3NaDY3mqpiSYbwKTOmdLwhoQ7Z3UJTpLeowU0+XCiU5d4YZur3gJICQSTm3IBSoKnCLBLYifg6aAj1LlJNZMOth3HHwzlR8YUiohddtCCm4jgSMyRtaVKoRkMHpPPfM64u6mOjNM8/dTQkx2B4DIZ/xfjDMP5piAluYr52bO1pd7aeVx/m0tcfxtdcevfWWm3+KMVhrFIDc7PrYV5wKQjC3wJ/qet6XBCEXwAz65Z0Ozs78xJZNb8YhUg323XLjJF5tdaUPT3CmBPX39/P+NNDPP+tf0d88Tc0V0A2BjQg4OnBHpumKbQ4jeAggSMxuljHKzWjOOrRBQuCnCYbQ8cbw0nYvYWm6ABSJFjxGgECts0gQPPc4mGbSWxErU3oDi86OqKJVmMVgYBvO57QSNmRqIRKvTwJ8iSQNvaJuzfhiE2SdDQy49sFmow1EcKjzJQlrfM7tyGlwmwwkT5x6VFcwRfhuRdJPPcAZ+6D0wiErK2orV14unex9eil7HrtIfa8at+aiWZLkcWV0hhRiYG5WRikO59S+B1d1z8uCMIO4EvAiXVLuiuBhaSbHVW2traWZGReDYiiiKIoTE9P09vby/SL53nyM1+lYeQ31M1fvIbbl2b3gK5jSQRxyzNYMRdpz7o6saQi6Ui0BFjQ0t4GkdyiVUisJ1m/Na1WUFJExHp8mr8iuVbI0jCvmiicD7WTwi6fB3lxuiSVMeBJYksE8GpB/K5OrMkgzXluMuUghUTI101dqA/PfHTrjkdyomIVC3PWJhS7D0QLYiqGPeHP23ACELQ0otq8NBVIyZiFiJ6+MYxN4p+bpP/X/87U34V4GDsRz1Ysbdtp2ruX7qsOcun1V5QkZ6sWSjW7MTunrBIDc4B3vvOdPPLII8zMzNDW1sanPvUpbrvttpxj+P1+gBDgBowL4neBs8C5dSsZU1W14KP/8ePHK5ZnQfpue/z4ca644oqMxWFzczMdHR0lm+A89thjXHnllRWt56WXXmJqaorwSIgnPvN1fL0/w2LikV5DICw1oTjq0RAQ5QTOpB9X1sU9a9+CgE5Dsjpysgvyr3FceiTndwoSEWszqsOLjoCYiuJKzuQ0MeRDFBdxb1taG1sFXwhIy7V0iw1BV03bUi6FGe92nJHzuBect1nEBPd8w4kTQVMREiE0V+N800l1znvO0oRqcdCUGlvyvSFLE1HfFup2XcKmyy5hz+uOsO+aS6vizlYI8Xicc+fOsX///iXf+8UvfpH29vaSi13LhZ/85Cdcd911z+u6vk8QhG8CLYBH1/XXCYKw/aKMdKvlDgZpr4bjx48vy1h1swgGg5w9e5bxs+M8+b++Rf3Zh2kwGblCOrLJF4Ua0xh0QUBMRpEScxU3DUC6WGRNBDK5xoWQUKiXJ0BeKNeqm1cs2OYNbwJ4tTlSSMx5OqmLDBXcZ6kICz5SrpZ0jtXIOBS0pbQiyPNRsV44NTJr34KoKTSHK7OsdOlRXPEoWhxmvTtwqRFsoRki1mYUuw8NEUGO40wGcFMasV/IV5/DopojcJ/qxxfww/HTBI/D8a/Cr5AIO7cgbO6h9dBhNu/fyWVvuJzN29vKOeVFUFW1pKkRZsh5pTA6OgpkBENfAl4PGNXdI+uWdM10pZVLkNn5UlVVufzyy0v25y2031Lyu+FwmHPnzuEf9XPis/die+o/aC7R/rDgvi0NpJxNNAdyBd5phUALqt2DpmlIyQgeZQabiahv1tGGqCllF4s8WhBP7AKpacCMbxdiKoooCIS924glI3hSU6bTJQuRlpR1Uh/qw1tkndm2lNlI4CA+b9Yu6BqWZAhBkUnafbQmBstaUz7M2tsQtVTOTSZfG3ZccBG3N6PZ0lGxmAjjVaYXFTXTBkTbcUfHqqIztqLgiY8TmnaQ+P4vGPq+xtBfpqV+ifoOHB3baT2wn52vOcyB3z6Ey1daq+569tK95ZZbuO222/YC6Lp+CjgFIAiCAxhYt6RbDIaReanINu+ur6/n4MGDPP3001UhXEN5YOaLFI1G6e3txX/ez1P/8F+ETjyCMzxast9s3n3jIebZSGOkH29kcdEtrRAYz2mlTUd9TcjO+rReNRnDmQpkHp/npBY0q6ug/Ksc+J3bkOToBflXVtFOQyAkNSHb68EigZzAkfAXfZxXEQh4eiomHQcJHMlRSF4g8LpQP7os4Hd3o1uktLQuMYtbL73NOizWkXI2Fc1XZ8Opx/KbE0nNKPY6dIuErqqIukpzFUzjDUy7unDmkb55tBCe2dMwe5rY0//OM9+CpxAJ2Teibeimbkfah2L/dcfoPNBdMAW4XEMpVwIPPvggwN8LgvB3uq5n9IvzErLjFyXpltrUoOs609PT9PX1UVdXx2WXXYbDkfZNFQShKhpFY03FvkiG9nhmws+TX/5P5J/ci0uPZCY2xAQ3MXsj2NwImowUz22jLYY4DqK+DupCvbhLLJKloz4/RHLH6gRsm1CdDQi6CppKUGrGq8xUlJ6Ys25As1iLFotEdHyKH5Tc9aSjviY0mxPUtCWlT51hztmBlApVjXQ0IODdjjMyniGdetUP0fzr0W2utEVmMoxHXhyFglF466E+1Is3Wpm6wyhqxpQ4cc9mmqO98+txpj8fqxt0DSkZKqnIChCUmlAlV9GmjnzraUiOw/A4DD/K+Z/C+bvSn0/M286O997O2/+/P8jZppSRW2vN1vHGG28E+C/gI4IgbAGmgfOkE1jxdUu6lXjqGtB1nZmZGfr6+vB4PFx66aWLesuNCLVS0i2m1TUmRkxPTPH03T8m/MA9eNU5FpYpXHoUVyKaE9WkO8la0moFQEyGcx6/ZSRCdT24g4NVaxqI4STua6c+1ItlgWZWQSJka0axewEhp4GhGNIRXnNujrVEpKO+WObzCUgtBB1bsSgxFGcTM0ILohyd7yYrzzdh1rEVi5KgyUTeduF6wIhCW1AcPnRBQkjF0SQ7ruj5qv190tK3HXhDgzRl3WicehznAqmfhkBQakKxG7nrBPbELB59cWNKyNeVzgUr5c20WwgNC1ve8nbe9snbFv2ulJxuKBRaU6T7gx/8ANI6lb8FdgMdwFbSLmOhdUu6xbDU9AhjLE1fXx8ul4v9+/cXtIczItRKpWH5SFeW5bQZzcQkp+/9JTP3f506eZpSXFjTnWSL0wFzUgtK3RbQZMREGK3i8ti8T4KvB29ogKYCj+hSAU8DYyqEgoikKZmiVDoC3zbfiFAd/W5E8JJwt9Ic6bvQgLEgF5qvzdinFtY4B8VGFHvlcq10FDoNkWkC1o0giDRFh4kJbmYd7ehWJ7qmlK3j9TvasSpR0ymUdJF18VNDAgcxRzOa5ESzWBFSsfRNtgrqCQ2BwM7reMP//jNsdTZOnjyZMTI3/qVSKdOWjbFYbM146QL89Kc/BWjVdf1hQRD2Ag/pup4pIKxb0l2qkFaIdI0ZYE6nk3379uF2u4seZzmMzI25bOPj47z4708w9q2v0pAco1oTngKebmxxP/X+Z3Nej4peEvZGVNGGoMrYU0F8JpopVATmvNtxRMbLjsYWToVQEJmp34OQiCAAc54uLIkgXmW6bC9eIxqrC/XhiRQv5hVuM04XEZlvqLCmQiS9W+YtHM2b+xRDFA8Jz6acKNRQLOTT8aYtMi2IcgxHIlfqZyAk1iE7GmmKDVRljQ4SJJU46GTSMpncvqMuS+fsx6uFltjbBfhdnVzzhc/z6ne8Lud1RVGIRCJEIhEmJiaYmZlBEAQmJydzyNjpdOZc+4bkda00dUC6JgMYd/n/C/gnoG++kKasW9KFC6Y3C2G1WjMzmQzMzs7S29uL3W5n7969i9zrC6GaLbzGqKDh4WH6fnyGgX9/AGnkORrU6lzMfmcHFiVWsLHBrc23rWYhiY2YvQVtXqMqJsJ45alM3tHv7sKamKOpSlItgBl3N474zIVOspzHb4No6tAFcd6Ld7poOkADZuc1wZUUybKLiGmd8Q4kOYgem2HO3ZGRjuV7/DYDBZGgbzve0ABuE/llCyr1eRQLUcFDwt6YHqekKuiSg7rgWXyx6jwpGAXChamETG5/Qe7aaMjJ1jmnzZIuBCsJwYnnrR/k41/7eF59ryRJ1NfXZwpigiDQ0tKCw+HIkPHk5CTxeBxRFHG73cRiMSYnJ7FYLKZVQZV46ZrZFjDajK8EHp5/6VnIFNLWr58uFPbUnZ2dZXJykt27dxMIBOjt7cVqtdLT02OabA28/PLLNDU15cx6KhWapvHMM88QDocZPz7Ai1/4Ek3BFy+cBzai9vm8rKYhJkN4CxRc8iFg3wLM995XASoigfqdoOnpab2ppYnPDGYdWxGUJA3K1NJvXoALGl47gpJMpwO0uYzKoS6PfWO58Ds7sKZCaclYASRwErM3pW9WmoolGcRbZI7cjLMDe3IuPfGiWuucN8/xaKELDSd2L7ooICZjpvyB8+3TEZssu7HDgIZAxNKA7KjH2nOAm7/x12zdvc309i+88ALt7e15r1dVVYlGo5w+fZpvf/vb/PznP2fTpk20tbXxoQ99iNe//vV591mJl66ZbQ384z/+I3feeec9gAt4M/BD4CfAOaBvXUe6hWC1WolGozz11FNYLBZ27dpVkvF3NipJL+i6zvnz5xkYGKD30Rd5+Ut30zp7apEZjY0UtuRYjjhfRWTO2orqqANBREhGcCencwpSc1Irms2Vtv+rEox9Ns+9uOh3BvEpggVJ1+YfLZeOroJSC2qFkrKFGt45qQW/fRuipiC7mvBrDYjJ3Ci9VKQNz100xQeXfK+DeEY6ZuBCkawORAtCKoauyAiSlWYT+zSLOUsTmuTM0UMXbji54A8sqPK8cfxi7+Sg1IxmcVTNkEdER5UcHP3Ep7jujjeXvH0xpY/FYsHn83HVVVexe/du3vve9/Lzn/+c8fHxommGSrx0zWxr4LbbbuPOO+/8f0kXz+4D9s7/2w+I65p086UXgsEgL7/8MpFIhMOHD5vuyS4Ei8VSMulm632nnj/PU5/5Mk1jx2ldetMLx0XL+2gZEutJ+bakL+p4CEe8OhFeWPSRcrfSEO5DVPI/4CwkPsh1HDMmB3vnC0BRwUvCvZGGSG/BfZaKKB4S3k00hLP2mYf45PnOLUlN4kjM5M2DGojhIj6ft81neG4W2UUyY5xPY2KUuOpm1rkNzerIOzHDLHK7ycwpCPL5A8uGwsTmBVFEl2x4ZntxVulpIYUVy3W38aff/uuCI+uXQikG5vX19QiCwJYtW4q+txIvXTPbGrDZbOi6Pg4YPfU/EgShCdgBHF7XpJuNUChEb28vuq7T09NDb29vxYQLpUW6hiqit7eX2f4ZHv/0V6nv/wVNVcrSxEj35DfNvZhTRU736jejWR2gpCfj1pl8jI3jJDov//KGS5/em89xLIaLSF0HoiqDIDJn34I7OVXR2HRDOeEL9eEuItfKEJ8ynfN6VPCScDRlIj5rIoBTDc7nWAdNScDMwMgFe8IXWpbdemSR2U0O8Qlp/4mFTzIGNGDG1Y03fr5q3WT1qQlmbG6c4QseEblt2DLWZHFFRz74Nx7h9+79B3Ye21XRGs2apq+Ul66ZbfMhaxS7HzjOem+OEASBcDhMb28vqqrS09NDfX09uq5XRXEAadJNJosbsQAEAgHOnTtHYHiWp7/2f1Aee4BGE4/eZpDATtTXiS/UR2seO798le8LeWI3aPqiPLGh3/UEB6o2fibbSLw1uNhuMSzWk7DVIVjtCErKVEEq3b7agzM6WZGOdaH3rd/VhZ6yYEmGCXu3Ec4Y3ZTfYux3tCMpMZrDS3+ehcYFpY3TG+bVASnQVEQlmffvXi6CUjOqxZGW1GUh35NMCisRaxOq3YMgiAV11yGpiR1/+inu/PPqmc6YIbVSSLcSL10z2+aDnoet1zXpDg4OMjExQU9PT444eiU8dQ2EQqE02Y4HOP6Zb+N4+j9xzqv7jfHkutWJrqSr3mZyoAZkLIR823GHBmkqkXAK5omlVhLuFiRRQIzNVa1SmlY5FDa5gfTYdG9iLicqjgsuYpmuLQXrfHpCJF14E9UkzSV20BVDwLoBXbTSZHRUKSw2upGa0kY3ooQox3HE/bgoPCgzJDaQsnlpnp+GXAm82hxE59IpD89mmmIDJLETsG9Bs7nTI2wS6aJdqTeHJDbC3o60/E0xl/e2IdMoTyxqWAlb6kk5GtAlJ+59h7jz3rvKMkavFKW0AFfipbtr164ltzWLdU267e3tOXmW5UAh0o1EIpw7d465yQCP/939CL/+Pt4FlWKXHsG14LEyiZ2YoyWTA5USc4taZy/oYs+XTLbFMOfuwJqYY2Pw+ZzX0xdQI1isIKdzoGar1wH7FtA1014BC5GvaysgtaLYfekWbKuTgCDhTk2ZMt0phKjgIeHeuKRPcKbFeEHLc3YKR1AVLMkgdiVMdH7ChC9RuXk8XEhPeMODmbXaSWJfcAPN9p/QLembgz0+W9B1bNrVhTs+WTWXNq86x4x1C2/65pe59NrDVdlnOSiFdCv10s23bTlY15KxYp66jz32GFdccUXFUW84HGZgYCBjHReLxdI520k/T375AeSH7614XLiCRMTWgmrzolutCEoKX7i/7MfchZi1b0HQtfQMNJPI8XRVFaREIKfqHbI0ItvrqibGh3m/XM8WGiO9iAu+eoYEKeWoh/l2VUfcv6S1YXoI5HZ8ob6qGAal1wIBz3ZssSlUyYls86DrYJVji4Z5lgKjm8xXQZttXHARdzRnOttQZERdozE5WvY+FyIq+tj0/o/z+//rzmVpStA0jaefe4wu0QAAIABJREFUfprDh5cm8y996Uts2bKF97znPVVfR4UoSDzrOtIthlJcvYrBiHSNqcMzUzOc/Nr/EP2vb+HRFvsjlHUMFDSLDSk5R10krVZYJD9KRkwZfWcjKLWg2txlScoK5YlDrjZkyY5NTysVFMSyJVoGDGL0hvoLmtIUslqMCe60qYzVOZ+euKAMmHJ24kr6q+ZpAOkRQYKuXegmSwVZWPsyJlvoFtu8l4EfTxHHsWp2kzn1GM74MIm4nYi3g8ZEPxoic9YN6c42UURMRsvS8GoIRPb9Drf96+dp2dpS8VoLoVRbx3IjztXCuibdpUxvZFmumHQ1TSMUCvHE40/w/L89xtQ/f4U6dYbSWiwKIz3nS1ykYc2WH2UjJNYjOxvRLVZEOYEjPrMo3xgWfKTcG+alWrnbl4u0C1YXvlA/tiyWUREJWtPpAF2wzE+BmDZ9c5jx9OCITZVNjPlMgGbsbeiiFQSRhHsjctJdUYEM0rPOkobp+RLwLWh5BsPhqyXtgKapWBNB7EqQyLy3r1SlbjIAv6cHZ/R8pqAnLpjbljkn0UfK0Yhm+E/EAwXbwqedHVz2qU9w1e+9tuQGo1JRKumaLaStFaxr0i2GSj0TFEVhYGCAiYkJTtzzMLEHvkdDchw7DgKOrWjzdn1SIoBXKV1zWW4U6psvtGQjKnhIOptQrW4EScI6N5bT118J0i22O+ZtDBcTowUtr7l2ThVeTs773V6I9tIm3UpVi2RhwUfS1UxznvyyhkDQki6QYUm7ezmX0O+CEYX3UBfqz8w6Kwdph68Lvrd+dxeCriDF55jzdIIglnzDWog5qQXdYjM9386jhWCR/4SNqL0Z1eZBQAc5gfVV1/F//9Nfkkwl8fv9DA4OoigKdrs9xxfB5XJVpYhtVi4Ga89L1wzWNemaiXRLhaqqDA8PMzIyQt9DzzHwtS/TGBvEsDFP61JHciKrFFai9tZMdVkqYtwSEuuRXc00RPqqFoXa9DgJyYkv2Id9/oJd2LSQr2C3FPyuTqypUFnFF2+em0NccBFytyFIVixyAiERr8p4IMPoJj0NIn9BT0SnLo9vQFq/24guORC03Ggv7RGx2Ki7EgSlZlTJcaHwqLIoAg2LhjLAGFtUXPWSYD6VED5bcRNKWvUyDkkIdP8W777/S5wPTdDY1JjzPl3XSSaTGV+E6elpYrEYoijmELHH4yn5abNUA/O1ZOtoBuuadIuh1EhX0zRGRkYYGRlh+FdnefGLX6Ip+BKNS2+aNkpZUF1WsDBna0G1+9Ip9UQU2eqkJTqAJVKd/vu0mfaOvCqHfE0LMhJBWwspyYXFYkmbWKemFz12z9k2ootSVYtkaQlUG80LhkrmOHvpOlIyVNDoeyGMETTOaPlNAxn9bhb8ti1plYJoIenagJx0VdReDAu6yZaQa3m1OYjlfkcyVotWN5oiY5WjeJUpgp4enNFxU9pgswjYN3P0rs9x7ft/B4DzT04seo8gCDgcDhwOR44viaqqOQY1fX19qKqK0+nMIWKHw1EwaKqR7jqFWdLNHqt+/uQwpz77RZpmnl3kj1Dy8VGpT02QSAWI+jrxpqawpFQiUhOKsy6d/0xGy+7U8ru6sKaCJbl/WVHSCoasw6W1u80ojnoQrWCz4Zl5qexH3IVQEJnzbk9LoPKsNd94oJwiomBByPPYnU5PyFUdQZOjnkjlRozpz+lCYVM0aQJkOKC5I1UYE5R1E52TWgjZNyMlg8Tdm4hl1jSDM7v6WQJS2JDecDt/+q1Plt2+a7FYqKury8mz6rpOPB4nEokQDoc5f/48iUQCSZJyiNjtdmfa7s2SbiQSWfYcc7Wxrkm3kvRC9vDJ6RcmMv4IlZKtgXRjQw+u8HBOFFqnTEN4YXGsAdmZ1slecPTKf+H4bZsQ4YK4v0JY0LArUVSxifrQWSzzUa9hOn6hYDe9ZP5zITIWjiVGYYWKiGGxnqRvM4gSQjyENVWd4lP2pIVCJG5Boz7vmupI2hvQLFYsmpKTCgjYNiGgVzwdOBsJ7ARdbbTE+i+kEgoatDsQ1FTRApkB/+bLeed9X6Hn0I6qrdWAIAi4XC5cLlfGQAbSJv5GVDw2NkY0Gs202zocDlwuFx6PB5vNlvdaX4teumawrkkXCnvqFmrfXTgP7eDBg/SqZwm99a2MPN5OvPcFXIE+nHppBGPAeOS3RycKTldYCJ+2uNpt9MEj2UFOICgJdMle8eSCbFyQai2eBLHQdBwuFOxkwYqka1gTs+nC3gIEbJsBneYqOVZBmmxSng00zL2cuTHABV3qBT1xaWYyho1juVGoVwvijeeS/5zYiOxpRdA1BF1jTmutyJzdwIynB1f0PBuWaAnOZ9Bu+CZne956UlPEpAZ2/dlfc+fHb8m7ryV0/BXBarXS0NCQkx7QNI3e3nQhMBAIMDIyQiqVwmq1ZiJir9ebU7SrZgfqSmBdN0dAYU9dv9/P9PQ0u3btynmtt7cXl8tFd3d3wXEgmqbx8uMv8syDjzJ8/CnmXngWb3BwyS4tv7t7fuxLdUzJYV6q5NlAQ7iXhNEya3UgagrWeH7SWwppcX8P9thUuoJdAbILdpquI0g2GgLPV0wwOWv17sAVGTV9I0zniZuRrW5EUUBKLM4TBy1NafVIvPLWXQMqArPe7fjCQ5mCpgEFCxFrE4rdB/PSOrOppTmpFd0ipYc7VgkKFpSrbub279yFr7GwMZSqqjz77LMcOnSoasdeCr29vTQ2NtLYeKGikkqlCIfDmcj417/+Nf/0T/9EIpHgwx/+MAcOHODgwYMF5WNLGZA/8sgjvPnNb6azsxOAm266ib/6q78C4Itf/CJ33303uq7z/ve/nw9/+MNmTuPibY4oFukaOd25uTnOnTuH1Wo1NTVCFEV2X7mX3VemRdenTp2is7OT6b5JnnrgVww+9iSRl89gn+7Fo80x62xHVFNV8yKF9PTemG9bevTM/ONpPk1qusDSkpk4u5SEbdbZjiDHTcuKloKDBHpihpjNTWO4DwvqvINWC5rdi46enoKbp2C3FNIGMvGSp1ak88SLc9dBqYWUqwmsdizRWVzxycI7KRF+extWNU5LgbVKBaZA5CgVFkylSKsSttEYPlc1a0yAmcZLePM9X+HA6y5b8r2lyLeqhXw5XZvNRlNTE01N6QTg3r17edOb3sQtt9xCXV0dDzzwAMlkkuuvv37R/lRV5QMf+ECOAfmb3vSmRV64r371q/nRj36U89qZM2e4++67eeKJJ7DZbFx//fW88Y1vZPv27WWf37on3UKwWq3E43GefvppdF1n5//f3pfHR1Wf6z9ntmyTlUkgIWTfgRASwmKrl2KVK7Vqca1V6lZFywXrUhVrResVKVXrFYrSWmytil67qFfA+lOwWsgCyJ5kJpns+zL7PnPO74/heziTzEzO7EmY5/PxI0lOcr5nZs573u/7Ps/zlpb6bfUoEonAMAwKFxejcHExgAvTSzvOtOP4x19D+XUDxppOQzSocI408RNkyy/VdvAqT3iksEnSYRXFQUBREFt1YGgajCQwI/HxcIDCmLQIifoel7VeaNj1c451NuwcsSlsc8xTpqcRzoJdIg1qKYUCDXtcKqS6LpeMWS9IhiUujeUTT6YeGw+tIBnWmFS/TcrdMRWMiIM+tQgC2g44rNCJZgU82h5wXmv2/Zux/r/v410HjVTQ5XNOi8WCOXPm4M477/R6nC8G5OPR1NSE5cuXs7vi//iP/8Df//53/PznP+dxJe4x7YOuu3qOwWCAXC6HVqtFdXV1wJQSb0bmeQvykbcgH8Dt7Pd6Fb34f299hNYv6+Ho6kDMiNIpIPAClv4VhFHcXEaAjkqCVZqBZF0H9A4hRhOLYadpSGzGwGwM4/MhtqiRzpM94GxEjQB6V6NsZ8MuDRCKAKsJTKwUqepmCE3BGfMNAGOx2RA6rG4zZimtgXTcFGITFQ9TzCzQkniPdWKnv28hUrRtSDIFT02mEmWAoYTIUJ12+b4dImjOj+NxMAwkNiNvEyAHBDBWXYefvPci0jJ9axVHIujyle/zFUbwNSA/cuQIFi1ahKysLPzmN7/B/PnzsWDBAjz55JMYHR1FXFwc9u3bx8sTwhumfdDlwmQyoa2tDQaDAQUFBTCbzUHh8PGln5HxPB1DHfj2j6/Ej375E/bDM9I7jH/87j1ozimhaToLQZ8cSdYBCMCwIoRgDn8kHrzJHHPy8f6tNKhx42UMSDB7rzOqJJnOseFB4vAmOlRwGNRQJ5YgwTyEWHMXDFQiLHGzwIhizpuyjyHJD29iLZUMW/wsnx3Q3Dmf2SCGRiKDQywFxE5PhWRtK0RBMiVyKSW4qYeLYEfquHE8zum8aV5NgEalRfjujlewYu2lfq2LpukpUV5wB75eunwMyKurq9HZ2QmpVIp9+/bhuuuug0KhQHl5OR577DFcccUVkEqlWLRoUeB+LgH99hSBxWKBUqmEWq1GYWEh0tPTQVEUFIrgUHUmC7pcRkRqaipqa2shkUhcjpHNTcclP1qFzMwfsQ8C9ZAaRz85jObP/o3hkyeg6pUjydzrIh7wFWTi7HiqmjsIwLinZp3PPhmOXNYhEMMaL8OsSUab+4rRuFyIrTrM4tDKEhgdEoyuW3xSuybya7EXhZ0VYmgS85Gqa4PIEJwsVAwbBLQNjMOENIPzc8XWiSWJgEAIod10nifrm5HMiLQYCYZen5V/3kyADInzMO+6G7H5tw9BKPI/aDocjrBTsviek2+my8eAnFt6XLNmDR544AGMjIxAJpPh7rvvxt13O0uKmzdvRnZ2Nt9LcYtpH3SHhobQ0tKC/Px8lJWVhYQ+4i3okokRcXFxqKqqQlxcnMe/M36ce0pGCr575xp898417Pf0aj0aP/43mv7fEQx98w3onmYkGXt4ZVSjCYWQmEd5U9U8gUsXIxLTGMMgQNMYSSpzZlTjvBR8hfr89AK+dVt3tWuisGMbdiYtHDFSxBkHPTa0/IFTTZaLNK1rQ8vTaCCXsTdeRrarRLMBgSCoAg8AMOQtxeXbH0FMaiyOf3McCQkJLNVKKpVCLObvjReJ8gLAjwbG1+yGj3n5wMAAZs+eDYqi0NDQAJqm2aYdmQjc1dWFv/3tbzhy5Ih/F3Ue0z7ozpo1C8uXLw/p01gkEsFqdd1y63Q6NpMuLy/nNW14fNB1B2mKFN+5fTW+c/tq9nsmvQlHPzmCc58dRm/jUTi6WpBi6ob4fD1vLCYbAsYeVPYEMVKP1/dcEDeMb/ict1W0CyUQ0HbEWjRInISEb0A8zInZSA1CR57bsFNJ5gACAVIN7dAJ0zASNxsUJfLasJsMrmoy/kHc3dgbbp0YDruzqak6EzRqHeCsXa/Y9iIeuPMq9ns0TcNgMLD+CO3t7bDb7YiNjXUJxJ5kuZEKunygVquRnj65xSQf8/IPPvgAu3btgkgkQlxcHPbu3cu+Htdffz1GR0chFouxc+fOgEuW056nS9O0R+VZXV0damtrA/7QDA8PQ6VSoaSkBCaTCa2trTCZTCguLvbpDWhvb0dMTAyv2UruMDIygqamJgiFQlQuqMTZgyfQdOgouv99BNb2JiTqOlxsF/2Fs0mm8Ytv7KkMQEMAdVIJErXtEzisgYDvRAhuw47iobAjarIU60TfgUAwKi1GvKEXcYwRNoihlzibYwhgRpsFMZB87178ZM/TkMRKJj2eYRiYzWZWlqvX61lZLgnCRIAwMDAAmqYD3lLzBcMwOHr0KGprayc9duvWraiursYNN9wQhpX5jJnL0/UGsVjMm37iDUTd1tTUBLVajaKiIshkMp9LGXwyXXfQarVoaWmBRCJBcXExRkdHIU2SYtm138aya78NwEnWtlltOH3wG5zc9zX6Go/DrDyHBLUSsTxrjGrxbDBCcUBNMndlgBFpMQQOCygw0EtzYLJokWgbCijLs0EIlbQAKfoOJPDgHHtW2MlcGnZC2g6TNDOolpOAczYbKIGL5aYYtgnUOmdz0+mFwQicIgpvdeLR7Etw69uvnqcy8gNFUYiLi0NcXJxLpmiz2dgg3NnZCaPRCKvVitjYWDAMwwbkQBtJ3uBLDXk6mt0AMzzoikQi2Gw2xMTETH6wB9jtdvT392NwcBAVFRUB1Y2FQqFPdpMmkwkKhQIWiwUlJSVITk6GTqfD0JB7+plYIkb16qWoXr2U/R5N0zjz5Smc3P81uuuOwtR6FnGqNsRzuapUIiwJs53ZYnAm2gA4H8QFogs1S46dhANCqMUyOGKTnCPIzTreWd5oQgEkpjFkBFgLTWD0SDDqz6/H6b8Qq++HwG7BSFLp+UzdP79kAhNiYUzMcZZTeDxknM3NidQ6UiemBWLAboGAAhb9fDMeePiHfq5sIsRi8QQlmFKphEAggFAonOAaxs2KPfkj+Apfpr1MRy9dYAYEXW9vdCBG5sTqsaenBxkZGUhLS/O7LEAgFAphNk+eddpsNiiVSoyNjU3IqgUCAWiaP7tBIBCg8jtVqPxOFRiGAU3T6OzsRONn9eg/qoC2rQuW1ibEjwSv8eTc8md6NVIXuplmwM3y3Ako1KIM0CKJ30MwPYHMJmP9F8xarw07d7JidyCshGBQAUmd2AYRDEuvx8YPXoY0JTzuWlKp1MW+kbiG6XQ6aDQa9PT0sP4I48sTvgbimW7rCMyAoOsN/hiZE65te3s7Zs+ejWXLloGmaZw8eTLg9UxWXiAG6n19fcjNzUVJScmED62/JQqGYeBwOMAwDHJycpBzdw4Mtxig0+mg1Wqh0+nQfbYLfY1yqM4qYG2XI3ZU6VRM8QSZspCkVSLBjyzUU5ankmTCET8LtN0KymqEEfE+O565g5ZKhiUmGemTjE73qLATymCNSYJAKDrvpTCMGFidGT4VfFbCyKxF+M5vn8O8RblhC7juGmlc17DZs2ez3yem5jqdDiMjIy6m5iQYS6VSr+W+mT6qB5gBQTdYmS7DMBgZGUFraytSUlJcuLY0TQc0+oe7HncBkxvoMzMzsXz5co8fTF8zXZLdkt+hKIp9zchNkJmZCQCoqamB8QYjxsbG0N3dDYvFAm2fBr2NCoydlsParkDMqNLttNoLs86CZ6ZNtvxSbSdix00ydtoXzgJEEsBuRYxphLd81wYRtEmFSNa2IcnsH49XCBopjhHAeOEBYUIcRpLLQdktgFCMMaEEMaZhJAT4gNAJU5C34RdY/8w9GBoamsCkCSV8YS/ExMQgJiaGpVoBziBqMBhYH129Xg+aphEfHz+hPEGO53s+nU4XDbqRAh/TG29Qq9WQy+WIjY11y7UVCARBsbhzJyceHR2FXC6fEOi9/Q0+ma63YOsJNE1jcHAQQ0NDKCoqYpss5rVmNhvWarUYUA6gq74FY6flMHcoQRk0kI2d9vq3fcVYXA6EVoPHIO7OvtBp85h+3ubRColZ5WygcTCaUIAY00jAXObxGE0sQby+GzJN04Sf+auwc0AAU81a3Lv3RaTOdm6jaZoOq5VhoJQxkUg0wdScpmkYjUbo9XqoVCp0dXWxDTuBQACKomA0GhEXF+f1WiOhlgsGZkTQ9QRieuMJer0ecrmz3saXaxsIuAFTp9OhpaUFIpEIixYt8mgzOR6TZbr+BFuGYTAwMICOjg7MnTsXS5cudekgk0432UoyixlYrl7lEoiHuofQVSfHyEk5TK1yiIbakHxe5uwLtMJU2GKSMcuPsfHO8eOdLg07C2KcPrIJaQAFiDV9iA/QzpKLMVEGQFFe67b+KOxGEotxxc7fYsn3loNhGNjtdggEgrArxGiaDvr5uHPUCMjMta6uLlbObzKZIBQKXUoTZLpEKH1+Q40ZEXR9zXQJ19ZoNKKkpCRsxXihUAir1YrTp0/DZDKhtLTU5+2RpwBKgi3DMGAYhlewBS4o6pKTk7FkyRJeaiXufCx2EsBiwLJ6pUsgHukbQef5QGxsVUAw0Ipkc59bmTNRfaVqWyE0ehdY+AIGAB2TgLSx0+wDgPVRiE0ExTAQmLVI5DmXjcCEOBgT5/FmJYyHJ4WdSpqPvB+uw09fctIAyXtK0zQsFgtUKhVkMhlsNhv7HlMUFbJAHC5xBPczlZSUhDlz5gBwlhsIja2npwcGgwGnT5/GgQMHYLFYcPDgQVRVVbkwLsYjEC/dl19+GX/4wx9AURQWLlyIPXv2IDbWv1FGBDMi6HoC4ekSWK1WKJVKqFQqF48GviDBzB/YbDa0t7dDo9EgLy/P53NPti7SJON7AxqNRigUCjAMg/nz5yMhISHgdcTExCA9Pf0C97MKsH73Mpdm3djQGNqPtGD4hAIGuRxUfxsYUYxT+eaD6msycNVk40sJ7vixTgrbbDhik8CAguC8B/B4F68Lf7cnqAZFNCgYy76L+97fgczCTPb7pLQ1NDQEpVKJ7OxsZGZmsg9XsqMh7z/ZngcrEIdbkWa3213KeyKRaMJ0iYULFyI/Px9PPvkkPvroIzz77LPYuHEj1q5dO+HvBeKl29vbi//5n//BuXPnEBcXh5tuugl79+7FHXfcEdA1zuigS3i6drsdnZ2dGBgYQF5eHkpLS/0WNvhKDKdpGl1dXay9XEJCgsucqEDgTymBBH8i8vCWIQQD482nAeBb//EtNhBrNBoM9g6gs7EVqrOdMMgVoPpakWTohthP0vCYJAsChvZpNtlkFDZGIATlcPrbBnPmGeA0QF/wi1/i8jvXTChxmUwmNDc3QyKRoKamxm3Nn5sNjw/EBCQY+xqIQ1Fe8AY+91hsbCyKioqQk5OD3/72t16PDcRLF3A+BEwmE8RiMYxGY8C0UWCGBF1PgUYgEECn06Gurg7Z2dlYsWKF3x8gwjzgG3RJnVSpVGLOnDlYtmwZRCIRenp6/Dr/eDgcDp+bZD09Pejt7UVubi6Ki4sjNltKLBYjJSUFOp0ORqMRi2qq8J0rVrF0I61WC/WYGp2NrRg4roCuRQ6mW4EkfadXmbMRCTBJM4M2FYNQ2Ex6A4yJ2Ug1KCEAwxnaKYHAZvKboWBGLOKuXY8Nv/0ZzFYzBgYGoFAo2O4+ueFLSkq8egyQzzQ3Ix0fiMm/SSBmGAZCodCF/+0J4fycBNvWMRAv3blz5+KRRx5BTk4O4uLicOWVV+LKK6/07YLcYEYE3fHgBjy73Y5vf/vbAUsXCfOAj7ptdHQUCoUCSUlJWLJkSUCKOC7IjSORSHD06FEkJSWx/3nq9BIqXFtbG9LT07F06dKId3wJNS8jI8NlPeO3kSu+tQI6ne5CVqzWoPOYEgPH5NA2yeHoViBR2wExLFAnlUCqbQ9awAWIsXwxEnQ9mMXJbt1Lip0MBVoUC8puQYxp1K2zGMFYzqW4fe/vULCoYMLPRkdH0dzcjMTERMhkMnR2dqK1tZVVgSUlJSExMRExMTFeEw5gYiAm//eUFXOz4UhM2eUbdNVqNS81WiBeuiqVCh9++CHa29uRkpKCG2+8EX/5y19w223uh3jyxYwIuuRFHM+1rampwfHjx4OiFedDP9PpdJDL5RAKhVi4cGFQ6qTAxCZZVVUVbDYbtFottFotBgcHYTQaIZFI2BsyKSkJdrsdCoWCpcIF2gAIFGSih0gk4rUeoVCIlJQUl5tr2fJlLhmxVqtF1zdKUMdaoTknh7ZTjgRNB+IZQ0BrJYY3s3iWEtwxFFwnFdsgNqtACySoevoF/NfPbprwN6xWK+RyOex2O6qrq11qm+NVYIRHHRMTg8TERPY990az8hRMuUGY9AcAp9iBcNRD3bAj4MvTDYeX7sGDB5Gfn8/uMtauXYvDhw9Hgy4BGT4ZExPjEwWLL7wFXbPZ7MKGCKYe3FOTTCKRQCaTucgzrVYrtFoty0iw2WxISEiARCKBWq2e9KYMFbh15EBfH6FQOIH3uXTpUhgMBrZZp1ar0Xu2G31H5VCdkcPeqUC8SokEenLxhBHxMCXO5R1svcFJYesCTE5mAr7zY9z7l+cnqMkYhkFvby+6u7tRWFjotubvTQVGrps8fEUiEfvwTUxMREJCgtdgKRAIXH7OMAwGBwfR3t6O3NxcUBQV8oYdQbBH9QTipZuTk4O6ujqWM/z5558HPKoHmCFBd3h4GEqlEmVlZSHj2roTJdjtdiiVSoyMjLBiAj4BjQ8Lwp8mmVAohFarxejoKEpLS5Gens4rIw5VIOYGk5ycnJDVkQUCARtgCOilS2G82ehCYett6kHnkXMYPnEOTG8HElQdrMyZzKhL0HUHJeByMZq+GDf9ZRcqvr1wws90Oh2am5uRnJyM2tpan3dlExgjuOAWptVq0dHRAYPBwHJjyfvuSY5rNpvR3NwMkUg0oXEXyoYd9xzBnBoRiJfusmXLcMMNN6C6uhoikQiLFy/Gvffe69d1cTHt/XQB55vuKQs9cuQIli1bFvDTmOuFyzXDycnJwdy5c3n//fr6etTU1Hi8ufwVN/T396OzsxNz585Fdna21/WQjJgEpFAEYpJtp6amIj8/P6R2gHxAWACA0/jebHaq7PoUfehtkEOr7IXh9DceZc7+QCdMRcGDT+OmLXdPeD/sdjva2tqg0+lQWloacmGOw+FwqY/r9XowDMPKcBMTE51MksFBFBcXu7BNvMFdw44bU3xp2AFOtsHSpUu9HgMA27ZtQ2VlJW66aWKZZopgZvvp8vFfmExeOxkI/Yw06DIyMlhGgi/wRD3zJ9gC/okbvJUmAs2IiR0lTdNB4/8GAofDgY6ODoyMjKC4uHgCRY6pYWC61uTCJb4gc1bA3CaHZLht0mnOLueEAOYlN+CB/30ZKRmu2RiXc5uTk+PW1CgUcFcfJ1MlhoaGcPr0aVAUBbFYjN7eXmi1WvZ993bvBNKwC6Q8MV1tHYFo0OUNs9mMvr4+yGQy1NTU+M1IGF+m8FdJRsQNAIIS3AINxNzgVlRUxDtTChXIsFClUomsrCzU1ta6vbnd1UqZxQzM3/tFNt/mAAAgAElEQVSOSyDmK3MeTSrFmt07sPT7l0w4l9FoRHNzM2JiYjxybsMJUrtVqVSorq5GYmIiGIaB0egsy4yNjaGzs5P1ReDWiT2N9wG8N+wmK0+Q+vFkgVir1UaD7lSFP/aOXBB/BqvVCplMhvnz5we0Hm7Q9UdJRrx2NRqNz+OCfAXfQMwwjMvrE+ns1mg0oqWlBWKxGIsXL/b5AcmdrOBO5kwCMVfmbFDIMffSS/HU734+oVZK0zQ6OjowPDwcVtm5N4yNjUEulyMrKwtLlixhAyhFUUhISEBCQgLrPkfG+7C18d5emM1mSCQSFwrbZP653vjEZrOZ3bE5HI5JM+Lp6qULzJCgGwojc8JIMBgMKCkpYbOCQEH4voGKG8K1LR0PbiDWarWsO5tMJoPRaERbW1tYm3VcOBwOtLe3Y2xsLOgsEsCzzJnbrGtsbGRnjSUlJbGKxMzMTI/Zdjhhs9nYJGLRokVep1cTuH0I4cIDmEwzMRqNrEENuf7JmBMURWFoaAjt7e0sc4NPRjw4OBjNdKcqxvsvTAa73Y729nYMDw+joKAA8+fPB0VR0Gq1AXvqkqZCd3c30tPTkZSUNClXlbtNHi8miBSsVis7nNNTEyhYNWI+GO9NUFtbG7YHkrvdgM1mw+joKDo6OmC1WiESiTA8PAyz2cxe/2TBKNjg0sDy8/NZilQg8HTtpGHX2dkJvV4PiqLYQEz+EwqF7NxBsVjs0o/wVic2m8146aWX0N3dHTTRUbgxY4KuN6cxPuUFkkl2dXUhJydnwlj3QEb/cJtkubm5UKlU0Gq16OnpgcViQVxcnIu6jNT6tFrtlBI3ENZGf38/8vPzkZGR4fHGDWWzjguDwYCWlpYpVScdGBhAT0+Piyex3W5ns0ISjLhUt6SkJEil0pAEYsLciImJ4d1s9Rfu5qw5HA5W0NLX1we9Xg+LxQK73Y7Zs2ezjmLeIBAIcOLECWzatAnXXHMN2tvbQ3odocSMoIwBzhva3bX09fXBarUiLy/P7e+RLInIZD3Rm6xWK06dOuUTOZqreffUJCP1LBKMtFotLBYLHA4HKIpCXl4eZs+eHfEP2PDwMNra2jB79mzk5OQELdv2l75GdiQqlcovi8xQgExtTklJQUFBwaSvEaFxkWvX651DMscHYn9fa+5DsqSkJOTmRnxgMpnQ1NSE2NhYZGVlwWg0sq+B3W5nJ0pwG3YWiwW//vWvcejQIbz++uuorKyM9GXwgcfMYcYEXZvN5tbce2hoiG06jYdKpYJcLkdCQgKKioq8ZpIOhwONjY1Yvnw5r/WMb5Lxyd4IA2BoaAjZ2dkQiURsQHI4HEhISGCz4cTExLBwX4l0VywWT/oaBQuTBWKLxYLe3l6WIx0p4x4Cu92O1tZW6PV6lJWVuZhz+wqSFZJr1+l0LJ+WvPd8xqDrdDo0NTUhLS0N+fn5ES9JMQzD9iQ8PQCI1Jlce319PbZu3Qqr1YqSkhKsX78eK1eudFHkTWHMbJ6uN7grC5BAQrxk+dwkfGeTBUPcwBVzcDvIROo6ODiI1tZWOBwOl5uR1MqCAcKS0Gq1KC4uDmvTwlNpglw3qY0PDg7CZDKFtVnHxXi5rD+WoePhTuZM0zQbiPv7+6HT6UDTNPsQJlmhWCyGw+GAUqmEWq1GRUVFQA+AYMFoNKKpqQlSqRS1tbUeP6Nc+l5qaireeecdZGZm4plnnoHZbMbx48cxa9as6RJ0PWLGZLqEETAeOp0O7e3tqKyshMViQVtbG7RarV/brcOHD+OSSybyLwH/xQ1jY2NobW1FcnIyCgoKfCojEHI7NyscnxUlJib6VCfkSndzc3ORmZk5JTJJ8r6VlpayBiXhUNZ5AuHcEm/XcNeSyXvPLU9YLBbYbDakpqYiOzt7UmFDqMEwDLq6utDf34+ysjLeD+5jx47hwQcfxI033ohHHnkk4mpGPzHzywuegq7JZMK5c+eQnJyMoaEhFBQU+N25dRd0/Q22BoMBCoUCFEWhuLg4aAY93KyI3IwA2CDkrWEz1aS73NltOTk5yMrKmvS1DXUgpmka7e3tGBkZQWlp6ZSgLXHdyXJyclxMcGw2G1snHd+oDSX0ej2amprYzxKfHZjZbMbWrVtx5MgRvP766wFz4iOMizPoEo6kQqFASUkJ5s2bF1B3+PDhw1ixYgXLlJisSeYO4RQ3EHAbNkR3LxAIXG7C3t5eMAyDkpKSoDu0+QMyuFMqlaKwsDCgRmKwAjHxSZ4zZw5ycnIizrnllqU8uZONr5NqtVoXhRkfb15fQNM0Ojs7MTw8jLKyMhfbRG9obGzEQw89hJtvvhkPPfRQxB/4QcDMD7pc0xvCbW1tbYVMJsPw8DC+9a1vBXyOuro6luDua5OMK27Iy8vDnDlzIrptt9vt0Gg06OzshEajgVgsRkxMjAt1bTKFUShgs9nQ1tYGvV4fUiMYXwKxxWKBXC4HTdMoLS2NOHUPuFDeiIuLQ1FRkU8PJS5jhgRi4s3LDcTepL7uQJp3MpkMeXl5vB5KJpMJzz//PBobG/H666+jvLyc9/mmOC6eRpparYZcLkd8fDyqq6sRGxuLkZGRoPxtMs2XPIX5NsmmmriBrImMXK+qqoJAIHCxBCTKMuLNOtmEimCsqa+vD11dXX7PsfMFfHnExMQ7MzMT2dnZESfkk93b4OCg3+UNrsKM9Zs4PwLdndR3sh0BTdPswFdfmnf19fV45JFHcOutt+KLL76YCdktL8yYTNdgMODMmTNwOBwoKSlxyZC8NcD4gJQROjo60N/fD4lEguTkZDYQecp8uOKGoqKiiN+wZE1yuRxSqRQFBQWT1vesVqtLaYKbEXKvP5AASfitSUlJKCwsnBI3n0ajQUtLC5KTk5GamsqS+yMlceauyZdMMlBwAzG5frFYzF47RVHo6OjwqeRiMpnw3HPP4fjx49i9ezdKS0tDfh0RwMwvLxgMBmg0GrfuVtxarC/w1CSzWCzQaDQuYgaiKktOToZEIkFnZycsFsuEB0CkYLFY0NraCrPZHPCaSKOG/Gc2myeUJvhswcfLiacCvYmUNwwGg8c1hZs1wfXeLS8vj7ihkNVqhUajYQ3SJRKJSyAmpSl3AfjIkSN49NFHcfvtt2Pjxo0R3/WFEDM/6BKnK3doaGhg3d/5/i1fmmSkWaFWq9HT0wO9Xs/ehNyMOBIfMLIdHRgYQEFBAe/pFr6AbE3Hq+piY2Ndrp9k1VxaWrB8AIJxDYQp4Q9VzlMg5gYifwIx6U3MmzdvSghBACfLpaWlhTXMpyjKxXNBq9Wy0yoSExNx5swZyGQy7Nu3D2fPnsXu3btRUlIS6csINS7uoHv8+HGUl5fzclTyR0nG7SJnZ2ezNwfh0Go0mgkc2uTk5JBp7cmayBTgYEt3+Z5/vLzZarVCLBbDaDQiJSUFxcXFvN6TUIP4N8TGxqK4uDhokutAArHFYkFLSwsAoLS0dEqUpojyzmg08rqf7HY7dDodXn75Zfzzn/+EWq1GZmYmFi9ejN/97ncRZ3+EGBd30D116hTy8/O9bqkDFTekpKQgPz/f6w1L07RLfVSn07lQt4gVXqDZDPEAlkgkYZPuTgbCJTWZTMjIyGAzYzI8k/sahKumS2TXo6OjIbGCdIfJAnFiYiJUKhW6u7tdDHMijdHRUcjlct58acD5MHvmmWdw7tw57N69G0VFRazX8eLFi8Ow6ohi5gddwJkduENTUxPmzJnjlhMbaXEDyQZIjXg8YyA5OZl3o4or3S0pKZkSJjA0TaO3txc9PT0oKCiY4EzGnVTgyWciFKUZwrnNzMwMmL8dKEggHh0dRX9/PwAgISHBpTQTiSnOgPMzpVAoYLFYUF5ezusBzjAMvv76azz22GO45557cP/994dkl3XXXXfh//7v/5CRkYEzZ864XcemTZuwb98+xMfH480330R1dXXQ1+EBF0fQ9eQ0RhzpueRxf4Ot1Wp18SQIhbiBmw1ptVqYTCbExMS43ITc7eZUlO4CF+h7vpquuJM30zQ9QVXnz41sNptZ342pwrnlTpYoKytDcnJyyGrEvoDUk33hlev1ejz99NOQy+XYvXs3CgsLQ7a+f/3rX5BKpVi3bp3boLtv3z68+uqr2LdvH+rr67Fp0ybU19eHbD3jcHEH3Y6ODkgkEmRlZfmtJCM2eX19fRERN3DroxqNBlarFfHx8RCLxVCpVJDJZFOGbmWxWKBQKGCz2VBaWhoUhVsg8mbA+WAi719RUZELPzeSUKvVaGlpQUZGBnJzc/2a4hzsQGy1WtHS0sI+mPjUkxmGwVdffYXHH38c9957L9avXx+W3UNHRweuvvpqt0H3vvvuw8qVK/HDH/4QgLM2fujQIdZEKsS4OMQRkxmZ+zOTjCtumD17dsTEDbGxsYiNjWWzdaJIMpvNSE5OhlarxdGjR122pcF0HeMDrn9rYWFhUOuR3No3AdcGsbu722VKAbdGTiTFaWlpXl2uwgnSlDIYDFi4cCGvB5MvxvD+BuLBwUEolUrWo4QPdDodfvnLX0KpVOIf//iHR+/qcKO3txfz5s1jv87OzkZvb2+4gq5HzKig6wnEl9ZqtUIgEPDObomQID4+3q8Bh6EAmQM2Ojo6Yeoud1tOHPoZhmFvwOTk5JCNiRkbG4NCoYBMJgtbYHNng8j1mSDz0hiGgUwmQ3x8PEwmU1CalYGAmOYHww4yWIHYYrGgubkZQqGQ93QJhmHw5Zdf4oknnsD999+PXbt2TSlGgrsEbCqU3WZ00CVlhMTERAwNDeHYsWOgKMqlSeXOX4AMpbRarSHV//sCLo+UzAEb/wHnjn+ZO3cugAvZIPFZ0Ov17PBAkhEH4rFAprg6HA5UVlZGnAJGArHJZGIFDjKZjA3ESqWSHaAYbp8Js9mMlpYWCASCkI4W8jUQ0zSN0dFRFBcXuzXNcQedTodf/OIX6OrqwkcffYTc3NyQXEsgyM7ORnd3N/t1T08PsrKyIrgiJ2ZUTZc4jXlrkjkcDrYuSkjcRMgglUqh0WigVqtRWFgImUw2JZ6MGo0GcrkciYmJATtuARfmdZHXwR9pL1d0MZVqpAaDAc3NzYiPj/dqBGOz2VyalaGQNxNwpyZMpddKq9WiqakJgDNQjx+r7i4jZhgGhw4dwubNm7FhwwbcfffdEc1uvdV0P/nkE+zYsYNtpG3cuBENDQ3hWtrF0Uiz2Wyw2+0+N8ksFgva29sxMDAAiUTCOthzFWWRaFBxpbuhlskSaSdX2su1/yPyZuAC3Wr27NmTNn/CBe74dX9npnlijXADsa8WiHq9Hs3NzayvxFSoJxO2S09PD4qLi11KVJ6adY2NjaBpGo2NjdBoNNi9ezdycnIieBXAD3/4Qxw6dAgjIyOYPXs2nnnmGXYI7fr168EwDDZs2IADBw4gPj4ee/bs8WnGYYC4OILuo48+CqlUiiVLlqCmpgaJiYmT3iBE3JCamoq8vDyIxWJW1ssNQmQ0DrdJFapgEw7p7mTwNDDTbrdDLBYjLy8P6enpU4ItMTIygtbWVmRlZSE7Ozuo74vZbHYRtIx/GI2n7xEQs/PR0VGffGVDDWLqL5VKUVRUxOshYLFY8Pvf/x5///vfYbFYQNM00tLS8P7770+ZrH0K4uIIui0tLairq0N9fT2OHz8Oq9WKBQsWoKamBrW1tZg/fz673VSpVOjo6IBQKOQlR+VSljQaDdsp52bDgdYFx0t3p0oWSYypBwYGkJOTA4qi2CBE0/QEaXO4sjlSI6UoCiUlJWHh3HJ9JshD2Wq1soZHSUlJrNXhVBBecNdNKHO+jM7RaDTYvHkzhoaG8Nprr7FsgOHhYaSlpU2JzH2K4uIIuuNhNptx4sQJ1NXVobGxEWfPnoVYLGYNu7dv346ysjK/bwp3tVGyHSWBmC/jYSpKd4ELWaQn6z5v/FnyGgSbMcGlpo3fHkcCZGekUqnQ1dXFuq4RVV1ycjI7ODISMBgMaGpqYufw8QmUDMPgs88+wy9/+Us89NBDWLduXcgeHgcOHMCmTZvgcDhwzz334PHHH3f5uUajwW233Yauri7Y7XY88sgjuPPOO0OyliDi4gy64/HXv/4VW7ZswZo1axAbG4ujR4+yJjW1tbWoqanBkiVLkJqa6nfGyrV95IoYuGoy7pacWAnqdLopI90FnNvQlpYWdifgy0OAS9vSaDQwGAwubIHk5GS/SfzEU3bWrFnIy8ubEpkWwzAYGhqCUqlkhTMAJpU3JyYmhrQ8wzU8J0o3PlCr1XjiiScwNjaG1157jWXChALE//qzzz5j78N3330XFRUV7DHPP/88NBoNtm3bhuHhYZSWlrL9lymMi0McMRmWL1+OhoYGl1ICkWDW19fj0KFD+M1vfsP6lpIgvGjRIt5BJyYmBhkZGSz1hustMDQ0hNbWVpbGRpgUBQUFIZ+UwBfEBGZkZATFxcU+T0wGnLStlJQUly0sly0wNDTENmj4mMGT31coFDCbzZg/f37EPWUJzGYzmpubIRaLJ9DAEhISkJCQwJLxGYZhedSDg4NQKBQu5ZlgClrI6JxZs2a5pRe6A8Mw+PTTT7FlyxY88sgjuO2220JeGmloaEBRUREKCgoAALfccgs+/PBDl6BLURTr0qfX65GWljYlegn+4qLKdPnCZrPh9OnTqK+vR319PU6dOgWRSITq6mpUV1djyZIlKC4u9vvmGBkZgVwuR2xsLMRicVAzQX/BVd6FoiHlDuNro1wzePI6iEQi1jZzKsyWI+DWSEtKSvx6OAEXBC3kNSCClvGBmO97wW3glZeX8+aYq1QqPP7449Bqtdi1a1fY+KwffPABDhw4gD/84Q8AgLfeegv19fXYsWMHe4xOp8M111yD5uZm6HQ6vPfee/je974XlvUFgGim6wvEYjEbYO+//34wDAOdToejR4+ivr4ev/rVr9Da2oqMjAw2G16yZMmkZtwmkwlyuRwAUFVV5SL9JCbQGo2GzQS5JjdcylawQez2xGJxWJV3MTExSE9PZ+XChDGh0WgwNjbGTnAgvhmxsbFwOBwRz3J0Oh2am5uRkpISsPqOK2gh4FqAElN8AJMqCwnvNiMjA0uWLOGd3e7fvx/PPPMMHnvsMdx6661hbfzxUY19+umnqKqqwhdffIG2tjZcccUVuPTSS6cMI8RXRIMuDxCWwqpVq7Bq1SoAFwYpkmx4165d7JacUNaqq6sRHx8PrVaLzs5OmEwmj1t2sViMtLQ0l58RypZarUZXVxesVusEy79AbngutzVcfrLeQAYmSiQSlh1CJn5otVoMDAywW3IugT+U9D0uHA4HlEol1Go1ysrKQqZUFAgEXuXNRFlI/CiIqMdgMGDBggW8Sy9jY2N47LHHYDKZ8M9//jMingR8VGN79uzB448/DoqiUFRUhPz8fDQ3N2Pp0qXhXm5QEC0vBBEOhwNNTU2or69HY2Mjjh07hpGREdjtdqxbtw7f//73UVFR4Xemxq0JcqdR+OqtwG38ZGdnsyNXpgKGh4fR1taGrKwszJs3z+26PJnBj2dMBPOaxsbGIJfLva4r3LDb7ejv70d7ezskEgkYhpkwvdkdjZFhGHzyySf41a9+hc2bN+OWW26J2PXY7XaUlJTg888/x9y5c1FbW4t33nkH8+fPZ4+5//77MXv2bGzZsgWDg4Oorq7GyZMnpzpHOMpeCDcYhsHVV1+N3NxcrFmzBi0tLaivr0dzczOSk5NZ7vCSJUswd+5cvzM1rrcCqQkS/wF3Jujc0TRFRUVTpgPM5dz6M56GmMFz6XvBGB9vtVqhUChgtVp5m3iHAw6HA62trdDr9SgvL2dLVaRMRR5IBoMBYrEYSUlJaGhoQGFhIXbv3g2Hw4GdO3fydhILJfbt24cHH3wQDocDd911F5588km89tprAJzKsr6+Ptxxxx3o7+8HwzB4/PHHcdttt0V41ZMiGnQjAY1GM4GmQwQQpCzR0NCA3t5e5OXlsbXh6upqJCcn+519EKYACcREzupwOFgTn6mSJYSSc+vpdeDDo+YaDLmbeBFJkKybO4/PG4jE+/HHH0dDQwObXa5atQpPPPFEmFZ90SEadKcyaJpGa2srG4SPHTsGo9GI+fPns4F4wYIFfjW4SPBQKpVITU1l66N2u30CeT/cnFdi4C2TycLGufVkBs/NiO12O5qamoI+qDJQ2O12yOVyn0bnAE62zMMPPwyKorBjxw5kZGSwD5Tly5eHeNUXLaJBd7rBarXixIkTbCA+c+YMYmNjsXjxYjYQFxQUeC1L6PV6tLS0ID4+HoWFhS6lBFIfJlng+EkMpD4ciuyOy7ktLS2NKOeW67Oh0WgwPDwMq9WKlJQUyGSyiD2QxmNkZAQKhcKncUwMw+Af//gHXnjhBTz11FO48cYbQ5qtT6YsA4BDhw7hwQcfhM1mg0wmw5dffhmy9UQY0aA73cEwDNRqNRobG9lGnVKpxNy5c1FdXc0q6mQyGUu3IvVRvtQa0iHn2l6KRCKX+rCvLlvjr4FwbvPz8yel2IUTWq0Wzc3NmDVrFnJzc2EymVzUZABcDI+8jQYKJmw2G1paWuBwOFBWVsZ7tzM0NISHH34YYrEYr776asinCvNRlqnValxyySU4cOAAcnJyMDQ0xNu/dxoiGnRnIkg9tK6uDg0NDWhoaEBHRwcYhsFNN92ENWvWoKqqKiChBbH6I4HYbDazAgYSgPhsv4nFoVQqDYoncLDgcDjQ1tYGrVaLsrIyj/aZ7hqW3BFCngzxAwGZMOFLTZlhGPztb3/Dr3/9a2zZsgVr164Ny4PtyJEj2LJlCz799FMAwNatWwHApWb8u9/9Dn19fXjuuedCvp4pgKg4YiZCIBAgNzcXubm5uPnmm3HzzTdj0aJFuPnmm3Hu3Dns3buX5TdWVVWxQo7S0lLe2+XxUwi4AobR0VEolUrW9pJbHyZZIJfb6kvWHQ4QM5+5c+eiuLjYa3ByNxqIa3hEhBxisXiCtNkfxkRzczMoivJpwsTg4CAefvhhxMXF4eDBg2FtlrqbRzZ+8q5cLofNZsPKlSuh0+mwadMmrFu3LmxrnCqIBt0ZhDfeeIPN1C699FLcd999rF792LFjqK+vxwsvvAC5XI5Zs2ahpqYGNTU1WLp0KW95LREwxMXFscYuXClrb28vdDodKIqCWCyGXq9HZmYmampqpoTFIXBh2i1N06iqqvKbBiYSiSYIWrg7g76+Pq9m8OPBZUwUFRXxLgnQNI2//vWv+M1vfoNnn30W1113XUT8l8dj/BrsdjuOHTuGzz//HCaTCStWrMDy5ctRUlISrmVOCUzroDtZ4Z5hGGzatAn79u1DfHw83nzzTVRXV0dotaGHu60xmY67cuVKrFy5EsCFm7uhoQF1dXV444032LE7hD+8ePFiSKVSXjfveCkrcShzOBzIysqCwWBAfX09Ow6HZILh5rxya8qFhYUhqSd62hmMVxZyJ5MQ8yNinMN3MCQADAwM4KGHHkJiYiIOHToUMZtLPsqy7OxsyGQy1gjosssuw8mTJy+6oDtta7p8Cvf79u3Dq6++ys5I2rRp04QtTxROOBwOyOVytj78zTffwGq1YuHChWwgrqio8BoMuBMv3HFuuSOBNBoNLBZL2MYiGY1GNDU1ISEhAUVFRRH1b+A6z2k0GoyMjMBisSAlJQXp6em83MZomsb777+Pl19+Gc899xyuueaaiDYl+SjLmpqasGHDBnz66aewWq1YunQp9u7diwULFkRs3SHEzKvp8rGE+/DDD7Fu3TpQFIXly5dDrVajv78/4nPvpyKEQiHKy8tRXl7OGkSbzWZ88803qKurw6uvvoqzZ89CKpW6mPwQY3OFQoGxsTGkp6dj6dKlbksJEolkgsENoWsR+W+wxyKRqRdDQ0MoLS2NuL8E4Nx9ELl2f38/ZDIZCgoKWC/mvr4+jxQ+gUCAgYEBbNq0CWlpafjyyy/9djgLJkQiEXbs2IHVq1ezyrL58+e7KMvKy8vxn//5n6isrIRAIMA999wzUwOuV0zboMuncO/umN7e3mjQ5YnY2FisWLECK1asAOAMkqOjo2hsbERdXR327t0LpVLJljA2b948aUOKCzIAND4+nn1PuJMoenp6WF8Ff8YiaTQaNDc3Iz09nbenbDjAnQ5cWlqK1NRUAGAn8RJwTW46Ojrw61//GufOncPY2Bhuv/12/OQnP5kSDxGCNWvWYM2aNS7fW79+vcvXjz76KB599NFwLmvKYdoGXT6Fez7HRMEfFEVBJpPhqquuwlVXXYVjx47h7rvvxt133420tDQcPHgQ27dvh16vR0VFBZsRV1ZW8q7fcmlY2dnZAFxZAq2trS4G6O7kvHa7HW1tbdDr9T65boUDZHROUlLSpLaQXDP4/v5+WCwWLF26FD/4wQ/Q0tKCzZs346WXXkJubm4YryCKQDFtgy7fwv1kx/iCyRp3b7/9NrZt2wbA2dTatWsXFi1a5Pf5pjoqKirw1VdfsdnZj370IwDO2i0xgd+zZw9Onz7NevWS+nBRURHvzNMdS4BrgN7d3c3Wh0UiEVQqFXJzc1FSUjJlHrIMw6Czs9Pn0Tk0TeOdd97Bjh07sHXrVqxZsyZk18RHUQYAjY2NWL58Od577z3ccMMNIVnLTMa0baTxKdx/8skn2LFjB9tI27hxIxoaGvw6H5/G3eHDh1FeXo7U1FTs378fW7ZsiTbu4Aw4Wq2WNYFvaGhgJx5z68OBmMqYzWacO3cONpsNUqkUBoOB9d0Nt4psPPR6PZqampCamjqpdJuLvr4+bNy4EZmZmXjxxRdDWkrg8/kmx11xxRWIjY3FXXfdFQ26njHzGml8Cvdr1qzBvn37UFRUhPj4eOzZs8fv8/Fp3F1yySXsv5cvX46enh6/zzeTQFEUkpOTcfnll+Pyyy8H4AzEvb29qK+vR11dHXbu3InR0VGUlM2KqpkAAArCSURBVJSwJvCLFy+etH5L/k53d/cEbivXd7erq4u1vQzXWCQyf29kZMSn0Tk0TeMvf/kLdu3ahW3btmH16tUhz9j5fL4B4NVXX8X111+PxsbGkK5nJmPaBl1g8sI9RVHYuXNnUM7Fp3HHxRtvvIGrrroqKOeeiaAoijVQv/766wE4s6hz586hvr4eH3zwAZ588kkwDIPKyko2Gy4rK2PpXiqVCm1tbUhMTERtbe0EGhh3AgN578I1Fol4OaSnp/MenQM4S2AbN27EvHnz8K9//Sts06H5Nqb//ve/44svvghK0K2vr0draytuuOGGsI2ImgqY1kE3nPClKXfw4EG88cYb+Prrr0O9rBkFoVCIhQsXYuHChbjnnntYPuuxY8fQ0NCA7du3o6WlhTXeMRqN2LVrF4qKinhngqEei0TTNJRKJVQqFSoqKjx6Obj7vT//+c94/fXXsX37dlxxxRVhH0w6HuPP/+CDD2Lbtm1BcVx76qmn8NFHH2H79u0XVcAFokGXN/g25U6dOoV77rkH+/fvj5g6aKaA8Fkvu+wyXHbZZQCAM2fO4Pbbb0dhYSGysrLw6KOPoq+vD/n5+S4m8ElJSbyDVmxsLGJjY1mFGgn2Go2GncvGZyySWq1Gc3MzMjMzsWTJEt7n7+7uxn/913+hoKAAX331VUT8Kfh8vo8ePYpbbrkFgNO3Yt++fRCJRLjuuut8Old9fT2++eYbnDx5Ep2dnejq6kJWVlbEB46GC9O2kRZu8GncdXV1YdWqVfjzn//sUt+NIngYGhqCTqdDYWEh+z1iAk/UdMeOHYPZbJ5gAh9I2cDbWCSpVAqVSgWTyYSKigqXKc/eQNM03nzzTfz+97/Hiy++iMsvv3xKzyrj4o477sDVV1/tVyPtq6++wiuvvIITJ06gvLwcWq0Wt99+O2699Vber900wMxrpIUbfBp3zz77LEZHR/HAAw+wv3P06FG/zxml8ExERkbGBM8EgUCAkpISlJSUsK5VFouFNYF//fXXWRP46upqNhDn5+fzrrW6cxmz2Wzo7e2FQqFgA3pLS4uLkMNToO/q6sKGDRtQUlKCf//737zLEKECn893sLBs2TKsX78ecrkcDzzwAP70pz/hxIkT6O7uRmlpadDOM1URzXSnKKIUnuCCmMA3NDSwJvDt7e2YO3cuG4Rramowa9YsXtmm3W6HQqGAyWRCeXk54uLiwDAMK+UlHGLuWCTC0X3vvfewZ88evPjii1i1atWU4RKHE9u3bwfgVKjZ7XZcffXV2Lhx44TG+DRGNNOdbohSeIILiqKQmpqK1atXY/Xq1QAuGPTU1dXhq6++wksvvQSNRoOysjJWxLFo0SLExcW5/C3u6JyysjI2aFIUxdaHyZRd7lik1157DUeOHIHZbMb3v/99dHV1wWazTZmJzOFETk4OhoeHMTo6ilmzZmHx4sXo7++P9LLCgmjQnaKIBIXnYoNAIEBeXh7y8vLYBpHNZsPZs2dRV1eHt99+G48++igEAgEWL16MsrIyfPbZZ1i3bh1Wr17NS9pM/IffeecdNDc3409/+hNqa2tx8uRJHD169KJpHo1HYmIiPv74Y5SWlmLu3Lk4deoUq2ic6ZgaDiBRTEC4KTxROCEWi1FVVYX169fjjTfewNGjR/HFF18gNzcX27dvB03T+O///m/ccMMNePrpp/Hxxx9jYGDA7fsFAO3t7bj22mvR3t6Of//731i5ciUSEhJwySWXYOPGjUFXyB04cAClpaUoKirCCy+8MOHnb7/9NiorK1FZWYlLLrkEJ0+eDOr5+WLNmjWYP38+3nrrLVx77bX4wQ9+cNE4jl2cj9lpgHBSeKLwDIqiWPnwqVOnkJ6ezpqhExP43bt3Y2hoiDWBX7JkCRYtWoR3330Xb731Fl555RVceumlIa/dOhwO/PSnP3XpA1xzzTUuJan8/Hx8+eWXrFT93nvvjZhU/bHHHoPBYIDVamXplQzDzPwaN8Mw3v6LIkKw2WxMfn4+o1QqGYvFwlRWVjJnzpzxePyPf/xj5n//938DPu/+/fuZkpISprCwkNm6davbYw4ePMgsWrSIqaioYC677LKAzzkTYLfbmbNnzzJ//OMfmfvuu4/Jzc1lbrzxRsZgMIRtDYcPH2auvPJK9uvnn3+eef755z0ePzY2xmRlZYVjaZPCbrdHegnBhse4Gs10pyjCSeEh4JMpqdVqPPDAAy5jtKNwUsoqKipQUVGBO++8MyIZ23SWql9MJbJo0J3C4GMKTfDmm28GfD4+jIl33nkHa9euRU5ODgCEZM7YTEAktshMVKo+LRBtpEXBwtOkDS7kcjlUKhVWrlyJmpoa/PnPfw73MqPwAF+l6h9++GFUqh4BRDPdKFjwyZSiY7SnLmpra6FQKFjRx969e/HOO++4HNPV1YW1a9firbfeir5nEUI06EbBIjpGe3ojElL1KPyAty5b+Bt+UUQSfBgT586dY1atWsXYbDbGYDAw8+fPZ06fPu33OSdjS6jVaubqq69mKisrmYqKCuaPf/yj3+eKIoowIspemOlwOBwwGAwB2QKGe4w2H7bEzp07UVFRgY8//hjDw8MoLS3Fj370o4tSOhvFzEA06M4Q9Pf3Y9WqVfjZz36G9evX+909D+cYbT5sCYqioNPpwDAM9Ho90tLSLlrpbBQzA1H2wgxBdnY2du7ciQMHDkwbRQ8ftsSGDRvQ1NSErKwsLFy4EK+88kpEhkuGC5PJeBmGwcaNG1FUVITKykocP348AquMIhDM3E/vRQKGwzg4ceIEtFotAOfWfaqD4cGW+PTTT1FVVYW+vj6cOHECGzZsYK9xpoGUW/bv349z587h3Xffxblz51yO2b9/PxQKBRQKBXbv3o37778/QquNwl9Eg+40BwlSv//97/GLX/wCixYtivCK+IMPW2LPnj1Yu3YtKIpCUVER8vPz0dzcHO6lhgXccotEImHLLVx8+OGHWLduHSiKwvLly6FWqy8aS8SZgmjQncagaRoA2NEn3/rWt1BZWQm73T4tZJVcXqnVasXevXtxzTXXuByTk5ODzz//HAAwODiIlpYWtgbsL+666y5kZGR4bABGagvPp9zC55gopjaiQXcaQyAQ4MCBA3j//ffxq1/9Cpdffjk0Go1Hm8GpBi5bory8HDfddBPLliCMiaeeegqHDx/GwoULcfnll2Pbtm2QyWQBnfeOO+7AgQMHPP48Ult4PuUWPsdEMbUx2bieKKYwKIq6HsBPAdzPMEwLRVE/BTCHYZinIry0KQ+KovIA/B/DMBPSXYqiXgdwiGGYd89/3QJgJcMwId3HUxS1AsAWhmFWn//6CQBgGGZrpNcWRfAQzXSnN44C+AXDMC3nv04EkA8AVDT9CQRzAXRzvu45/71QoxFAMUVR+RRFSQDcAuCjccd8BGAd5cRyAJpowJ1eiBIepzEYhukE0ElRFMU4tyyvAog6mAQOdw+skG8JGYaxUxS1AcCnAIQA/sgwzFmKotaf//lrAPYBWAOgFYARwJ2hXlcUwUU06E5jkGB7PuCCYRgDAMP5f0frRv6jB8A8ztfZAPrCcWKGYfbBGVi533uN828GzpJSFNMU0fLCNEY0sIYM0S18FCFDNNON4qIDRVHvAlgJQEZRVA+ApwGIgegWPorQI8peiCKKKKIII/4/XC/Ra3igte0AAAAASUVORK5CYII=\n", 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\n", 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\n", 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