{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(tax_smoothing_1)=\n", "```{raw} html\n", "
\n", " \n", " \"QuantEcon\"\n", " \n", "
\n", "```\n", "\n", "```{index} single: python\n", "```\n", "\n", "# How to Pay for a War: Part 1\n", "\n", "```{contents} Contents\n", ":depth: 2\n", "```\n", "\n", "In addition to what's in Anaconda, this lecture will deploy quantecon:" ] }, { "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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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: 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: numpy in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from quantecon) (1.18.5)\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: 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: 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: mpmath>=0.19 in /Users/matthewmckay/anaconda3/envs/quantecon/lib/python3.8/site-packages (from sympy->quantecon) (1.1.0)\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" ] } ], "source": [ "!pip install --upgrade quantecon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reader's Guide\n", "\n", "Let's start with some standard imports:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import quantecon as qe\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This lecture uses the method of **Markov jump linear quadratic dynamic programming** that is described in lecture\n", "{doc}`Markov Jump LQ dynamic programming `\n", "to extend the {cite}`Barro1979` model of optimal tax-smoothing and government debt in a\n", "particular direction.\n", "\n", "This lecture has two sequels that offer further extensions of the Barro model\n", "\n", "1. [How to Pay for a War: Part 2](https://python-advanced.quantecon.org/tax_smoothing_2.html)\n", "2. [How to Pay for a War: Part 3](https://python-advanced.quantecon.org/tax_smoothing_3.html)\n", "\n", "The extensions are modified versions of\n", "his 1979 model later suggested by Barro (1999 {cite}`barro1999determinants`, 2003 {cite}`barro2003religion`).\n", "\n", "Barro’s original 1979 {cite}`Barro1979` model is about a government that borrows and lends\n", "in order to minimize an intertemporal measure of distortions\n", "caused by taxes.\n", "\n", "Technical tractability induced Barro {cite}`Barro1979` to assume that\n", "\n", "- the government trades only one-period risk-free debt, and\n", "- the one-period risk-free interest rate is constant\n", "\n", "By using *Markov jump linear quadratic dynamic\n", "programming* we can allow interest rates to move over time in\n", "empirically interesting ways.\n", "\n", "Also, by expanding the dimension of the\n", "state, we can add a maturity composition decision to the government’s\n", "problem.\n", "\n", "It is by doing these two things that we extend Barro’s 1979 {cite}`Barro1979`\n", "model along lines he suggested in Barro (1999 {cite}`barro1999determinants`, 2003 {cite}`barro2003religion`).\n", "\n", "Barro (1979) {cite}`Barro1979` assumed\n", "\n", "- that a government faces an **exogenous sequence** of expenditures\n", " that it must finance by a tax collection sequence whose expected\n", " present value equals the initial debt it owes plus the expected\n", " present value of those expenditures.\n", "- that the government wants to minimize the following measure of tax\n", " distortions: $E_0 \\sum_{t=0}^{\\infty} \\beta^t T_t^2$, where $T_t$ are total tax collections and $E_0$\n", " is a mathematical expectation conditioned on time $0$\n", " information.\n", "- that the government trades only one asset, a risk-free one-period\n", " bond.\n", "- that the gross interest rate on the one-period bond is constant and\n", " equal to $\\beta^{-1}$, the reciprocal of the factor\n", " $\\beta$ at which the government discounts future tax distortions.\n", "\n", "Barro’s model can be mapped into a discounted linear quadratic dynamic\n", "programming problem.\n", "\n", "Partly inspired by Barro\n", "(1999) {cite}`barro1999determinants` and Barro (2003) {cite}`barro2003religion`,\n", "our generalizations of Barro’s (1979) {cite}`Barro1979` model assume\n", "\n", "- that the government borrows or saves in the form of risk-free bonds\n", " of maturities $1, 2, \\ldots , H$.\n", "- that interest rates on those bonds are time-varying and in particular,\n", " governed by a jointly stationary stochastic process.\n", "\n", "Our generalizations are designed to fit within a generalization of an\n", "ordinary linear quadratic dynamic programming problem in which matrices\n", "that define the quadratic objective function and the state transition\n", "function are **time-varying** and **stochastic**.\n", "\n", "This generalization, known as a **Markov jump linear quadratic dynamic\n", "program**, combines\n", "\n", "- the computational simplicity of **linear quadratic dynamic\n", " programming**, and\n", "- the ability of **finite state Markov chains** to represent\n", " interesting patterns of random variation.\n", "\n", "We want the stochastic time variation in the matrices defining the\n", "dynamic programming problem to represent variation over time in\n", "\n", "- interest rates\n", "- default rates\n", "- roll over risks\n", "\n", "As described in {doc}`Markov Jump LQ dynamic programming `,\n", "the idea underlying **Markov jump linear quadratic dynamic programming**\n", "is to replace the constant matrices defining a **linear quadratic\n", "dynamic programming problem** with matrices that are fixed functions of\n", "an $N$ state Markov chain.\n", "\n", "For infinite horizon problems, this leads to $N$ interrelated\n", "matrix Riccati equations that pin down $N$ value functions and\n", "$N$ linear decision rules, applying to the $N$ Markov\n", "states.\n", "\n", "## Public Finance Questions\n", "\n", "Barro’s 1979 {cite}`Barro1979` model is designed to answer questions such as\n", "\n", "- Should a government finance an exogenous surge in government\n", " expenditures by raising taxes or borrowing?\n", "- How does the answer to that first question depend on the exogenous\n", " stochastic process for government expenditures, for example, on\n", " whether the surge in government expenditures can be expected to be\n", " temporary or permanent?\n", "\n", "Barro’s 1999 {cite}`barro1999determinants` and 2003 {cite}`barro2003religion`\n", "models are designed to answer more fine-grained\n", "questions such as\n", "\n", "- What determines whether a government wants to issue short-term or\n", " long-term debt?\n", "- How do roll-over risks affect that decision?\n", "- How does the government’s long-short *portfolio management* decision\n", " depend on features of the exogenous stochastic process for government\n", " expenditures?\n", "\n", "Thus, both the simple and the more fine-grained versions of Barro’s\n", "models are ways of precisely formulating the classic issue of *How to\n", "pay for a war*.\n", "\n", "This lecture describes:\n", "\n", "- An application of Markov jump LQ dynamic programming to a model in\n", " which a government faces exogenous time-varying interest rates for\n", " issuing one-period risk-free debt.\n", "\n", "A {doc}`sequel to this\n", "lecture `\n", "describes applies Markov LQ control to settings in which a government\n", "issues risk-free debt of different maturities.\n", "\n", "## Barro (1979) Model\n", "\n", "We begin by solving a version of the Barro (1979) {cite}`Barro1979` model by mapping it\n", "into the original LQ framework.\n", "\n", "As mentioned [in this lecture](https://python-intro.quantecon.org/perm_income_cons.html), the\n", "Barro model is mathematically isomorphic with the LQ permanent income\n", "model.\n", "\n", "Let $T_t$ denote tax collections, $\\beta$ a discount factor,\n", "$b_{t,t+1}$ time $t+1$ goods that the government promises to\n", "pay at $t$, $G_t$ government purchases, $p_{t,t+1}$\n", "the number of time $t$ goods received per time $t+1$ goods\n", "promised.\n", "\n", "Evidently, $p_{t, t+1}$ is inversely related to\n", "appropriate corresponding gross interest rates on government debt.\n", "\n", "In the spirit of Barro (1979) {cite}`Barro1979`, the stochastic process of government\n", "expenditures is exogenous.\n", "\n", "The government’s problem is to choose a plan\n", "for taxation and borrowing $\\{b_{t+1}, T_t\\}_{t=0}^\\infty$ to\n", "minimize\n", "\n", "$$\n", "E_0 \\sum_{t=0}^\\infty \\beta^t T_t^2\n", "$$\n", "\n", "subject to the constraints\n", "\n", "$$\n", "T_t + p_{t,t+1} b_{t,t+1} = G_t + b_{t-1,t}\n", "$$\n", "\n", "$$\n", "G_t = U_{g} z_t\n", "$$\n", "\n", "$$\n", "z_{t+1} = A_{22} z_t + C_{2} w_{t+1}\n", "$$\n", "\n", "where $w_{t+1} \\sim {\\cal N}(0,I)$\n", "\n", "The variables\n", "$T_t, b_{t, t+1}$ are *control* variables chosen at $t$,\n", "while $b_{t-1,t}$ is an endogenous state variable inherited from\n", "the past at time $t$ and $p_{t,t+1}$ is an exogenous state\n", "variable at time $t$.\n", "\n", "To begin, we assume that\n", "$p_{t,t+1}$ is constant (and equal to $\\beta$)\n", "\n", "* later we will extend the model to allow $p_{t,t+1}$ to vary over time\n", "\n", "To map into the LQ framework, we use\n", "$x_t = \\begin{bmatrix} b_{t-1,t} \\\\ z_t \\end{bmatrix}$ as the\n", "state vector, and $u_t = b_{t,t+1}$ as the control variable.\n", "\n", "Therefore, the $(A, B, C)$ matrices are defined by the state-transition law:\n", "\n", "$$\n", "x_{t+1} = \\begin{bmatrix} 0 & 0 \\\\ 0 & A_{22} \\end{bmatrix} x_t + \\begin{bmatrix} 1 \\\\ 0 \\end{bmatrix} u_t + \\begin{bmatrix} 0 \\\\ C_2 \\end{bmatrix} w_{t+1}\n", "$$\n", "\n", "To find the appropriate $(R, Q, W)$ matrices, we note that $G_t$ and\n", "$b_{t-1,t}$ can be written as appropriately defined functions of\n", "the current state:\n", "\n", "$$\n", "G_t = S_G x_t \\hspace{2mm}, \\hspace{2mm} b_{t-1,t} = S_1 x_t\n", "$$\n", "\n", "If we define $M_t = - p_{t,t+1}$, and let $S = S_G + S_1$, then\n", "we can write taxation as a function of the states and control using the\n", "government’s budget constraint:\n", "\n", "$$\n", "T_t = S x_t + M_t u_t\n", "$$\n", "\n", "It follows that the $(R, Q, W)$ matrices are implicitly defined by:\n", "\n", "$$\n", "T_t^2 = x_t'S'Sx_t + u_t'M_t'M_tu_t + 2 u_t'M_t'S x_t\n", "$$\n", "\n", "If we assume that $p_{t,t+1} = \\beta$, then $M_t \\equiv M = -\\beta$.\n", "\n", "In this case, none of\n", "the LQ matrices are time varying, and we can use the original LQ\n", "framework.\n", "\n", "We will implement this constant interest-rate version first, assuming\n", "that $G_t$ follows an AR(1) process:\n", "\n", "$$\n", "G_{t+1} = \\bar G + \\rho G_t + \\sigma w_{t+1}\n", "$$\n", "\n", "To do this, we set\n", "$z_t = \\begin{bmatrix} 1 \\\\ G_t \\end{bmatrix}$, and consequently:\n", "\n", "$$\n", "A_{22} = \\begin{bmatrix} 1 & 0 \\\\ \\bar G & \\rho \\end{bmatrix} \\hspace{2mm} ,\n", "\\hspace{2mm} C_2 = \\begin{bmatrix} 0 \\\\ \\sigma \\end{bmatrix}\n", "$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Model parameters\n", "β, Gbar, ρ, σ = 0.95, 5, 0.8, 1\n", "\n", "# Basic model matrices\n", "A22 = np.array([[1, 0],\n", " [Gbar, ρ],])\n", "\n", "C2 = np.array([[0],\n", " [σ]])\n", "\n", "Ug = np.array([[0, 1]])\n", "\n", "# LQ framework matrices\n", "A_t = np.zeros((1, 3))\n", "A_b = np.hstack((np.zeros((2, 1)), A22))\n", "A = np.vstack((A_t, A_b))\n", "\n", "B = np.zeros((3, 1))\n", "B[0, 0] = 1\n", "\n", "C = np.vstack((np.zeros((1, 1)), C2))\n", "\n", "Sg = np.hstack((np.zeros((1, 1)), Ug))\n", "S1 = np.zeros((1, 3))\n", "S1[0, 0] = 1\n", "S = S1 + Sg\n", "\n", "M = np.array([[-β]])\n", "\n", "R = S.T @ S\n", "Q = M.T @ M\n", "W = M.T @ S\n", "\n", "# Small penalty on the debt required to implement the no-Ponzi scheme\n", "R[0, 0] = R[0, 0] + 1e-9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now create an instance of `LQ`:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "LQBarro = qe.LQ(Q, R, A, B, C=C, N=W, beta=β)\n", "P, F, d = LQBarro.stationary_values()\n", "x0 = np.array([[100, 1, 25]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see the isomorphism by noting that consumption is a martingale in\n", "the permanent income model and that taxation is a martingale in Barro’s\n", "model.\n", "\n", "We can check this using the $F$ matrix of the LQ model.\n", "\n", "Because $u_t = -F x_t$, we have\n", "\n", "$$\n", "T_t = S x_t + M u_t = (S - MF) x_t\n", "$$\n", "\n", "and\n", "\n", "$$\n", "T_{t+1} = (S-MF)x_{t+1} = (S-MF)(Ax_t + B u_t + C w_{t+1}) = (S-MF)((A-BF)x_t + C w_{t+1})\n", "$$\n", "\n", "Therefore, the mathematical expectation of $T_{t+1}$ conditional on time\n", "$t$ information is\n", "\n", "$$\n", "E_t T_{t+1} = (S-MF)(A-BF)x_t\n", "$$\n", "\n", "Consequently, taxation is a martingale ($E_t T_{t+1} = T_t$) if\n", "\n", "$$\n", "(S-MF)(A-BF) = (S-MF) ,\n", "$$\n", "\n", "which holds in this case:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([[ 0.05000002, 19.79166502, 0.2083334 ]]),\n", " array([[ 0.05000002, 19.79166504, 0.2083334 ]]))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S - M @ F, (S - M @ F) @ (A - B @ F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This explains the fanning out of the conditional empirical distribution of taxation across time, computing\n", "by simulation the\n", "Barro model a large number of times:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/tax_smoothing_1_11_0.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "T = 500\n", "for i in range(250):\n", " x, u, w = LQBarro.compute_sequence(x0, ts_length=T)\n", " plt.plot(list(range(T+1)), ((S - M @ F) @ x)[0, :])\n", "plt.xlabel('Time')\n", "plt.ylabel('Taxation')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see a similar, but a smoother pattern, if we plot government debt\n", "over time." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/tax_smoothing_1_13_0.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "T = 500\n", "for i in range(250):\n", " x, u, w = LQBarro.compute_sequence(x0, ts_length=T)\n", " plt.plot(list(range(T+1)), x[0, :])\n", "plt.xlabel('Time')\n", "plt.ylabel('Govt Debt')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Python Class to Solve Markov Jump Linear Quadratic Control Problems\n", "\n", "To implement the extension to the Barro model in which $p_{t,t+1}$\n", "varies over time, we must allow the M matrix to be time-varying.\n", "\n", "Our $Q$ and $W$ matrices must also vary over time.\n", "\n", "We can solve such a\n", "model using the `LQMarkov` class that solves Markov jump linear\n", "quandratic control problems as described above.\n", "\n", "The code for the class can be viewed\n", "[here](https://github.com/QuantEcon/QuantEcon.py/blob/master/quantecon/lqcontrol.py#L334).\n", "\n", "The class takes lists of matrices that corresponds to $N$ Markov states.\n", "\n", "The value and policy functions are then found by iterating on a coupled system of matrix Riccati difference\n", "equations.\n", "\n", "Optimal $P_s,F_s,d_s$ are stored as attributes.\n", "\n", "The class also contains a “method” for simulating the model.\n", "\n", "## Barro Model with a Time-varying Interest Rate\n", "\n", "We can use the above class to implement a version of the Barro model\n", "with a time-varying interest rate. The simplest way to extend the model\n", "is to allow the interest rate to take two possible values. We set:\n", "\n", "$$\n", "p^1_{t,t+1} = \\beta + 0.02 = 0.97\n", "$$\n", "\n", "$$\n", "p^2_{t,t+1} = \\beta - 0.017 = 0.933\n", "$$\n", "\n", "Thus, the first Markov state has a low interest rate, and the\n", "second Markov state has a high interest rate.\n", "\n", "We also need to specify a transition matrix for the Markov state.\n", "\n", "We use:\n", "\n", "$$\n", "\\Pi = \\begin{bmatrix} 0.8 & 0.2 \\\\ 0.2 & 0.8 \\end{bmatrix}\n", "$$\n", "\n", "(so each Markov state is persistent, and there is an equal chance\n", "of moving from one state to the other)\n", "\n", "The choice of parameters means that the unconditional expectation of\n", "$p_{t,t+1}$ is 0.9515, higher than $\\beta (=0.95)$.\n", "\n", "If we\n", "were to set $p_{t,t+1} = 0.9515$ in the version of the model with\n", "a constant interest rate, government debt would explode." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Create list of matrices that corresponds to each Markov state\n", "Π = np.array([[0.8, 0.2],\n", " [0.2, 0.8]])\n", "\n", "As = [A, A]\n", "Bs = [B, B]\n", "Cs = [C, C]\n", "Rs = [R, R]\n", "\n", "M1 = np.array([[-β - 0.02]])\n", "M2 = np.array([[-β + 0.017]])\n", "\n", "Q1 = M1.T @ M1\n", "Q2 = M2.T @ M2\n", "Qs = [Q1, Q2]\n", "W1 = M1.T @ S\n", "W2 = M2.T @ S\n", "Ws = [W1, W2]\n", "\n", "# create Markov Jump LQ DP problem instance\n", "lqm = qe.LQMarkov(Π, Qs, Rs, As, Bs, Cs=Cs, Ns=Ws, beta=β)\n", "lqm.stationary_values();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The decision rules are now dependent on the Markov state:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-0.98437712, 19.20516427, -0.8314215 ]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lqm.Fs[0]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[-1.01434301, 21.5847983 , -0.83851116]])" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lqm.Fs[1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Simulating a large number of such economies over time reveals\n", "interesting dynamics.\n", "\n", "Debt tends to stay low and stable but\n", "recurrently surges." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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NwuR0Yi41tCVfjorFAxmFPqxWTDl8KHsL5SNRKBQKg4TPh3mUL0HYbJgKC8fNwYjnED57i8xmWOaydE3aBS++oOe5mM0gRE7TVrw/LUgspaV52V/q+nm7skKhUMww4r4BLDnKmZhKiicM/82X/yGzh0mmszyz+ZbJ7c7dQ8WXFiT5NGuBEiQKhUKRIuEbxDZn7phxc3FJ7qd+n4/h117L234yTVvjteq1lJSM8ZFIKen71a/Ta0un1gtlqigfiUKhUBgkBgbGmLYALKW5BUmyp3u+yBQemVrI6Dmj9xbv86Q6MwJY8hAIkInSSBQKhQLQolG04eGs0N8k5pJSokbZ9qw1E2SU7w3Mk+iqaC4pIebRc008t9+Oye3Gedxx2XOUaUuhUCjyTzofZOxN11xWljMyKu7tB6D+jw/nZU/jmbNGzwnv2A6A9+57AJhz/++z5+QxGREmYdoSQoypsJtrTKFQKGYy6XyQHBpJaQna0BAyFssaj3u9ANgXLcrLniYTUmwuLR0j5KKNjanjgoMOovDww/f63jKZjI/kR5McUygUihlLUruwVFaMOZcULqN9EYl+r55D4p56v5HJkAzZtZ94En1D4ZxzzCUlyFAoq/th7403AVD1gx8w78kncB57bF72l2Rc05YQ4hPAOUCdEOL2jFNu9OZTCoVC8ZEh7vUAYKkYK0iSyYBxnw9LZWV6jceLuaIirzkaB2xYz4E/e4mR/1lJy02fHHM+af6KNDZljQubjbKvfTVv+8pkIo2kC1gLhIH3Ml7PArvudK9QKBQziIRhprKUl485lyxFEu/NLqAY7+/PKXj2Jia7nZHE+IIqLUh2ZI9XlOdVwGUyrkYipdwAbBBCPAIIYAl6i9xtUsrotOxOoVAopom4x4upsBCT0znmXNK01f7Nb7J065b0Gq8Xa23ttO1R0yQmU7ZwSO4tkuEXAbCU51fAZTIZH8lZQBNwO3An0GiYvRQKhWLGE+3oJLR+PXGvF3MO/wiMn9AX7/diqRirwexNMrsfftA5Nrs+ubfMvBHIrVnli8kIkluB06SUp0opTwFOA36T320pFArF9OC94w46rrqauNeLpaIy55xcuSUykSDRP4A5j6athCb50u/XpN6ff9eqMXOSAiOyXRck7k+dB+imreliMoKkT0qZqTPtBPrGm6xQKBQziVhvL3GPh3hf37j+DmG1Unz++VhnzUqNJXw+0LS8+ki6BkO81dQ/4RxzSYleuLG/H1NxMdbqamA/MW0JIT4rhPgssEkI8ZwQ4hIhxFeAvwLvTtsOFQqFIo/EPR5IJIi2t08oFMzl5cS6utiyZKkufPqNcOE83rAHgrt2RwuzOeVwt1RUpBIq9xfT1nnGqwDoBU4BTgU8QH7TJBUKhWKaiHs8xkF8Qn9H5o05snUrcY8R5TWOX2Vv4AlEUsdnL9c1jUA4NmaeyWjEZSkvT2Wx59t3k8lEUVvTE4CsUCgU+wgtHEbLSOSbyN9hLk+XTpGxGJHtelmSfD7592UIkuTxNX/+gLu+lJ2pHjPqgJkcjrRpq2b6oskmUyJlsRBipRDiQ+P9wUKIa/O/NYVCocgvyRInSSYybWVpJI1NeG65FQDzOA76vUGmRrKsVs+e7xgMjb/AZKLwmGOYc9+9OA47NG/7GvOxk5hzH3pJlBiAlHIjcEE+N6VQKBTTQcqsZTBe1BZkV9ANb96cOs5Hi90kfQG9LEqxw8q1n1wGwGJnQVZIMEDxZz6jHwiBMJlwnXTStCUjwuQESaGU8p1RY6pEikKhmPGMESQT+DsytZXwtq2p43zesD2BCAdUF7Hhuo/hsJmpctjYtNHD1re7s+YVfewsAEyuscmU08Fkysh7hRAL0LPaEUJ8DuieeIlCoVDs/6QEicWiO9sn6NuRmUsSa23L99YA3S9SWWRPvS8ym/CZYgT6sws4uk46ifLLLqPskq9My75GMxmN5HLgd8ASIUQncBXwrbzuSqFQKKaBuMcDJhO2+nrMJSUIm23cucJmw33eeVljtTfdmNf99Q2FqXKnBUnTcJhui8QXyzYKCYuFqquvypk4OR3sUiORUu4EzhRCOAGTlDKQ/20pFApF/ol7PFjKy7FUViJMuzZR1f3ql8h4jMDzL2AqLqbk05/O2940TdIXiFDjLhhzridHSfmRaBzfSIy6Ekfe9jQeEwoSIcQBwKXoBRsBtggh7pVSbs/7zhQKhSLPxL1eLJWVVP6/K9BGJoiGyiDpkM9n/giANxghrklqiguI9fWx4XfPc0y4hjUFcbxD6WguKSXeu+7mDzVH8+TWQdZee1Ze95WLiTLbjwNeAwLAvejRW0HgNSFEfrukKBQKRR7ovelmtixZSqRJ790R93gwV1ZQeMQRuE46cVLXSIYBW6uq8rZPgD5DWFS7C+i57nqa3+/lkKgZAM9wWpDEu7rw3nkn2ze34h2OMhzJNnv99K+beHFTT173OpGP5CfAhVLK66WUz0gpn5ZSXgdcCFyX110pFApFHhh44AEA2i+9DND7i1irqqd0jWTGuKUyv4Kkx6+br6rdBST8fqQw4dR089vASLp0Sqy3F4DesAaQ1UlR0yQrVrVw2cPv5XWvE5m2FkgpXxs9KKV8XQhxb/62pFAoFPkl7vWiRaMk+vux1NZMaa3Z0EgsVflJRHz9702MBGP0z9V9HTXuAsKahhQmLAjsGgxkaB3xHl3b6IubwaRHes2vdAG6eWw6mEiQTORUD+7tjSgUCsV0ISMR4n16EXNr9dQESTKfJF8aya9XNzMUS/CpkgZMAtwWEwFpJm7REx9LC6wMDSdIxDTMVhOxnl4SwoRX6BFnmdnwvf59L0jmjOrVnkQAdXnaj0KhUOSFxHD6+ddWX596krfUTM20ZZs3n4KDDqLwqCP36v6S9EZjBKWkxx+mssjOqw9uJWg7mYhwM7vQS5Wriv6RECOBKEVlBcR7e/DZXWhC91T8v0fX8di7bfzpG8fS7Z9cAMGeMpEg+cEE59bu7Y0oFApFPon36oLD5HKRGBoi1qP7Fqw1UzRtuZzMe/KJvb4/gERCw49GVEDHwAg17gIGuoPEzCVErG5s/h04B3toK1/IiF8XJLGeXryO7A6Oqxr7kVLSm+Ev+b91HXzmsNl52fdE1X8fzMsnKhQziCFPH4GBfuoOWLqvt6LYQ2LduiBxHHwwwbfeItauZ6dbpmjayieevhEiRjrL5u4hjplfTnBrgIS9DIQJc9t2ysqqCJokI0ZUV7y3F6+jeMy1BoJRuv1pQXL14xvyJkgmk9m+Wwgh/iCE6EtWDTbGyoQQLwkhdhj/lmac+5EQolEIsU0IcXbG+BFCiA+Mc7cLo7CNEMIuhHjcGF8jhGjI13dR/Ovyh6su5bGfTKScK2YKSY2k4JCDAQh9uAmTy4V5H9WnykVzV9o17Q/HqSi0kYhLMMxW9pF+KkYGiAnwDuhmq1hvL/2usaXse4bCWYIkn+RNkAAPAB8fNXYNsFJKuQhYabxHCLEMvaLwcmPN3UIIs7HmHvSkyEXGK3nNrwM+KeVC9B7yN+ftmyj+ZUnE9eiYWHR6nJaK/BHr7gEhcBx4IAChjRuwTjFiK194AhFGonHaeoazxkss5qz39oiPihG99H3bljaibW3E+/oYrJuHNRGjIGN631CEzlEl57etyU8+yWT6kZwwmbHRSCnfAAZGDZ8PJE1mDwKfzhh/TEoZkVI2A43A0UKIWsAtpXxb6nWTHxq1Jnmtp4AzktqKQrE3CAfTf9TBgdG/yoqZRry3B3NFOdY6PVYo4fHuN2ato254mQvuXU27Nzsg1jmqzro9Mkh52A9Ay+traPrY2ZBIMFA+i4qQH01Ll5fvGQrTNRji/ENnUV6oR3TFyS4/v7eYjEZyxyTHJkO1lLIbwPg3GT9XB7RnzOswxuqM49HjWWuklHHAD0xfb0nFR55Nr72cOg4MeCeYqZgJxLp7sFbXYMnISJ9qxFY+iMQTAGzs8NM9mG2K6nv6pdSxQGKLDlEa1s1f/QXu1Dmvo4SKsJ8zop2pse7BED3+MHUlDs5fqH/nR3f25uU7jOtsN0qkHA9UCiG+l3HKDZhzr9ptcmkScoLxidaMvbgQl6Kbx5g7d+7u7E/xL4imaanj4YH+fbgTxd4g3tuDraEBc0kJWK0Qi005hyQfvLE9/ZDSNxzBiWBESqSAUuEGKXWTXKEJk9Qo13Rz1WCBK71OWlkY8vPtVY9z3eq1nHvHm2zs9BPXJLNKHGzvGgHA5Ry/uvGeMJFGYgNc6MKmKOM1BHxuNz+v1zBXYfzbZ4x3AHMy5s0Guozx2TnGs9YIISxAMWNNaQBIKe+VUh4ppTyysjJ/bTEVHy2iI2kzgxIkM59Ydw+W6hqEyZQquLg/aCTffCidTfHPwDBui5nfbH6XqwcLsDobQAgsMoqzWBcClUsXYtY0fDY9QVECvaEEFSE/VpmgpriAmmI769oGAagrdXCK28WBUTOXnbEwL99hXEEipXxdSvlT4JNSyp9mvG6VUu7Yzc97Fkh2XvkK8EzG+AVGJNY8dKf6O4b5KyCEONbwf1w8ak3yWp8DXpGj+08qFHtAoN+Lq6wcm8OhTFsznLjPhzY8nHKuW42s9KnmkEwH/niCBTufxpJhdHGaQpTU6hpI4fIDKYlFGLTY0IQJv81JLCGZe+AiABLDw9S4C/CHYgDUlTjQAjG+4HBTmieNZDIdEm8xtIcn0R3imyZzYSHEo8CpQIUQogO90ONNwBNCiK8DbcDnAaSUm4QQTwCb0dv4Xi6lTBiX+jZ6BJgDeN54AdwPPCyEaETXRFQfecVeJdDvoai8gkgwqDSSGYrv0UeRUjL0zLMAmIv1fIukn2R/ECTLat1s7h5KvbcmwJJIRwmaEhFOaGih9qJzCVp/iOuUk6l5so0hTwit/gDCBx8KQN183X0c7+2lKqOHidkXZec6D5Vzi/L2HSbT2Oo0IUQN8AXgXiGEG3hcSvmLXay7cJxTZ4wz/wbghhzja4EDc4yHMQSRQrGn9LXsJBoOMXvJ8tRYoN9LZf18rPYCJUhmKL5HHgWTici2bQAIu36DTQoSy14SJPGERs9QmNmlhVNe2zMUpr68kNZ+3Y8xtyo7r+WwDXdgK1pKgctKwVcvAaDa3cf2gSDFd9xPZyQCf3yP+jo91ijW3UO1Q0/RK5IxXrhtg35cNrZB1t5iUnkkUsoeKeXt6C1216OXmFcoPjI8/MMrefy6H6beS01jyNNHcVU1ReUVDPZ0o2mJCa6g2N+QUhLr7CTWkQ78dJ/9MQBcp56C+5xzMLlc4y2fFKFNm9iyZCmP/e0dTr/ldQYzyrtPhmfWdzIQjHL43HSL3N99aXnWnILwALb587PGZpU5iAm45vnNdPgMATSvFtCDCioSukO+YsiTWuPal4JECLFUCHG9EGITcCfwFtkOcIXiI4OUko4tH+L39JGIx3FXVuMqKycUGOLvt/96X29PMQU0vx9tZAQtmA6aSPZkd510EnW33sKepp4FXtLDczdt3Ek0rtE+MLUiid99bD0Ah89N18oqC2Rrv7boEBWXXZo15nBYAXira5AOXwiX3UL5HF2QxHp6qDByTSpCaZOZq8ROvpiMRrIC8AFnSSlPkVLeI6Xs29UihWKmIDPCfPtadvL49dew+s+PAlBcWYXNoZsrtr/9T8LDwzmvodj/iHZ2Zr23L9u79dJCGzbQ/9vfAdCV0L0EozPJJ8sBNW6WmW1cWlFOrF1PqTvnMyUceZSNult+hbBas+Zbbelbd4dvhNmlDsx2O+bycuI9vbgH9Ft0aSydl2K25q+QyS6vLKU8Fr1MSZkQ4kAhhHVXaxSKmUTQP5g6bvtQtye3fqA/KbqrqrMEzRt/+sP0bk6x28RGCZI5d921V6/f9s20ltBpVFrsmqQgGYnGeeHD7tT7qiIbnw7aOHFOGVHDFDf3mPkc8/UTKf7kJ8es/8ZJuqnLLgQdvlDKN2OtqSHW00OoNYRJQolMu8Fr5o8t7Li3mIxp6xRgB3AXcDewXQhxct52pFBMM/6+dLZvx+YPgHTeiLuyioPOSNUQVRrJDCLW2ZX13rKXe6zLSITuwjIu/th/0yj1G/lkBcm1T3/It/74PgANMROxlj23ca8AACAASURBVCCxcAJ3eQGx9g5MLhem4vFv/GVOG2c7XUSlpG1A10hADx6I9/QQ90X58rCdw4N6CPAZ/SuQLzy5J193Qiaj69wKfMwwa50MnI1eJFGh+Ejg70sXsuvcujl1XFhcgtVmp9BdzKKjj0+Nv97+Ore+d+u07lExdWKdnYjCdBSVMO/dghwykeDF+qPxFKYd5ZOttvtBhz91fHzYQtP7uinKXeEg1tGBdc6cXfpvat0FSGAkmkgJEmt1NbHeXgIjguqEiURBBeZ4mK2heTy2Zi7DvvxUA56MILFKKbcl30gptwPKvKX4yOA3yosLk4lIRjZ7cWU66/kTl38Pe6GTUGCIK165ghUfriCuxcdcS7H/EOvsxDZnzq4n7i6JRKorIYBJZPtIZCKBTOSO9EtkFFcs1kwM9urr3BUOoh0d2GbvugltnSE8ACps+i25t2A+XlMtwZjuWNfmL6cg3E/n7FMBWP9y+5jr7A0mI0jWCiHuF0KcarzuA97Ly24Uin3AYG83rvIKSmtmZY27q9KCxFpQwPwjjmbIm44z8Yx4UOy/xDo7sdbVUf6ty6j5+c/26rUTQ0MgJcNlaXPZ8hpXlmlr6/ID2br8wKwWv6m9JdJ+N6eE/i7dZFpUbtc1ktm7FoBzKtL5Jo1/bwXgzZ21rD/0SkL2MgDCIQ1HOB0FVlLlIB9MRpB8G9gEXAl8Fz37/Ft52Y1CMU2MDPlJVtTx9/VQUl1DUYVeh81s0R2UxZXZNnV3RRWBfi/CuAd0Dmc7cxX7DyPvryOyfTva8DBVV11F6ecnl7v8cuvLbOnfMuGcuNfL9qOPAWBg0UGp8SPKzPQFImw591No0XQ+SbSpMXWsdy0M0ZtR5VcgQEKB04op4ENGIlgnoZGU29OGIeGJZJWQj1t1IROLJCgI92ONBpjV9SZLluUnBHgyUVsRo77WZ6WUn5FS/kZKqbr8KGYsgX4v93zzS6z9618AGOztobiqBrchSGoWLgbAXZld0M9dWYnUNAojuq1dCZJs2gdG8I/E9vU2ABh8/HEA4p6paY1Xv3Y1X/jbFyacE9qwIXXcGUv7XeajayMrbAvx//nPqfFYX1qLPeGmVzjuxleIGg8xZgk2oxuVu6KAWIf+OzUZk9ySw6pwaGCXUCAF21Z3Z5232/XCwbaIn5itCEfIQ6yra5yr7RnjChIhxPlCiMsz3q8RQuw0Xqo0iWLG4uvW/5jWPP0EfS07CfoGKKlKaySLjj6Byvp5zF6WXZknKVhcIV1j6RrOzx/lTOXC+1Zz0wsTP83vTbr9IX73ehO5arWaS3UH+Jz77p309fwR/64nAfF+3VQUNZnpCsY5qNrJpR88Q2VQLz7+xOIz6Pnpz4jYipFkhyGHYmmfyYkhC98eKqDuAKOcSbmDWIfuw7DO3nXOd1FZAW5N4NZ0p/wrD23NOl9Rp2slSZe9I+QdExK9t5hII/lP9Aq7SezAUeiFGJVpSzFjefLn/wVAJBjk4R9eCUBxTS3uCt2UVbNgERf/8g7K67KfCpPnXSNG8pnSSFIEwjE6fCF29E5fePQVj6zjxue3sq03MOZcrLMD2/z52CZxQ06yuT8dsffjVT8mkshteEkmDPYUlqNJ+OrJC/hs+xoqBtPRfyMF5bx13M/pL1ueCkOOZ/hFAJZHzTiFidqFela7u6IglUOS7OK4K44PWzkxlDv2qbhWb3xl/8LFABQ55bjO/z1lwn4kUspMF/+bUsp+KWUb4BxvkUIxEympqmHhUcdx0kWXULv4gJxzkqYvZ8jC0rKldAWVRpIkWXCwbWBk2j4z6dj++G3/HHMu2tqGrb4+a+zVrX0cfP2LBMK5zW+XvpROMHy68Wne3Pl2znnR1jYAuiv1B435VUVYamuwPXRfak5PyXykMBNuODSlBXRl+EUOj5hxSxOu8gKKK3UHuLvCQay9A0tVFSb75HwZP7n2eE5ZkLsxrDDpuohvUP/3wGf+SPF5503qulNlIkFSmvlGSnlFxlvVHUoxI9HGeSIrrq7BXljI0ed/DpMpd76BxWZDK7RQGXOxoGSBMm1lsNPoNd4XiBCOTU9xy3iGcznTvCWlJNrWhm1UN9Qbn9/CUDjOjr601hSNa/z29aace/77H9cSDY0N8Y62teE86SSi11wPwLxyJ6ZCJzYtwU9WrwCgvVgXMmF3bcov0dKfjt46PJIM6HBQMceFvdBC9Tw3sfb2SZm1kpTWODn6vPk5z0WMvXc3+XG4bdgKJtM1ZPeYSJCsEUJ8c/SgEOIy4J287UihyCMv3393znFHkTvnOECjr5GrX72aSCJCqFBSGilklmsWPcGeSeeStA+10xPs2fXEGUQsoXH5n97ngw4/Ld70TTJZjTbfRDJu/m/v7E9FLcX7+pDhMNb6bEGSzN1YuaU3JThWNXm56fmtvLJ1bC/zQYsHvycdzht4+WV6fnGDLqTmNdDcH6K00EpxoRUZ06O0qkd0P8mj9QcDELKVEdm6FRmNpgTJHQfPp8JswWI3U1JViLvcwTduPZnKOUVEWluwNTRM6ecwa2EJn7xc/zyH4RA586vLCA6mTXMllfkJ+00ykSC5GviqEOJVIcQtxus14BLgqrzuSqHIEx+sfBGAsln6U19xdQ1XrHh8wizin7z1E15ue5lnm57FZw9RGBLUuepIyAS9I2NvQLk45//O4aynztrzL7Afsa0nwN8/6Oaqx9fRnCFIpsO8tb59kKFwWohfdN8afvfGTgCirXpOxWjTViyhC5K7Xm1iyY9fYF2bj2aPvu/NPXoHzG8dknb/DhX04/eEiCVi/Ofr/8lbP/1/+P74R+TICLY5c3m3vQWr3QeAyaabopKCpLXQRQxJwNA8en/9a5q9QQptZoQvSnGlg09deShHfKKegQcfpOdnPycxPEzC48U2r2HKP4+qejdVFsHHiq1UWwQvr9iMvy+E1a5r15VuK9GOsb6kvcVErXb7pJTHAz8HWozXz6SUx0kpJ/fXo1DsZ5TP1p9Sv3zz//L5H9/AN27/PfbCiV1+Safrz97+GT57CNNgBHuTXp57MuatxEe0j0mHT39al+imrQOq9Q58bf35EySvbu3jC799m0/ftQqAH5yd9metadajqWJtug8jU5BomsQTyHaev72zn51e3cy1tVcXJIdWHpo6P1TgZcgbonGwkedbnuedxemHDVv9XJo8AQa0bWzu38ysX/2S0i9/mSPWp/uvD5okYVGIJixcN1jDilUtzC0tZLB3hNKaQmoXFOMsttN74034HnmEoeeeA8A+P7epaiIcRVbqSvUS+aUWgbuigJGhKAVO3RE/r9lP353rp3zdyTKZPJJXpJR3GK9X8rYThSLPSCkJDvo4+IyPY7XZmXvgIZNal2m+Gnbox1tXPAVAR6Aj55pMMp3yzzY9O8HMmUVSCzELQbNnmCMaSim0mWmbYk+OqfDK1j7eaRlIvT9xYUXq+LVtHv6xqYdISytYrVltdLv8IUKxBDUZLWjD0UTqOzT36wJl6D0z33n3dpb0HsmSHSO0bGxiu1dPKGyrTps/E7WzkfFiTDYvX/zbF7EvWEDNtf+NsFioiusCJ+gQgCA2ayEvmpKh4xpD3jAl1WM7Kfb85DoAbPPmTfnnIoTAYfhASisdDPt0oWmxZd/ipTY2VHpvkL8C9QrFfoDUNELDukofCgwRHg5QVjd5Z6aUEk8ondQWN6f/EM3CTMfwrgVJs785dfzfb/73pD97f6fRcFrv6BtmKBxnfoWTuWWFeTVtJTWIJIurs/uQX/rwezS+vxnb7NkIi4WRaJyL//AObzXp2srpS9PVCtoGRlKmrT6/hgUrjc8No8UlNV479b02Wjb8hX+8vBqAlpqy1Nofbv0jACabrsls6d/C041PA/DFoG7mipTq2sCbi9JxSnF/FKlJSmt0LTju82V/QbN5SiHLmYhhPRrNaRZoCYnTBFarCUuG1TYRmFoHx8miBIniI83Lv7+bu79+Iete+CsDnXo0e1nd5Av5+SI+AtG0bbm1Jn2TrHXU8tzO5yZ0uL/c+jIPb344a+zejfdy8fMXT3oP+ytNnuyb+vxKJ3PKCmmfhCBJaJK3mrxT/sydnrQv5ufnL8dhyxFh19qCbYFuHvrlC9t4Y7uH/3xqIwCnH5AWJE+v76LLH8ZhNRMYsVAam4XJuCUWhXTndFxE6AjrprLBwgFq7votgyv+zAurjgDAZNMF1IoPV/DTt39KLB6nQAocGljn6W18VzrS4cYyqueSJDWSaEtL1tZts2enujhOhURcoyCuX7sgrmERcFqRhRMPqWDJknQAbqI/P9qiEiSKjzQbV74AwPoX/85Ap649jE40nIgWfwsAN550IwBxi+Ssb+pPmFpghI7hDu7beN94y7n6tatZ3b0ahyUdNXPHujtY17eO1qHWKX2X/QUpJUPh2BhB0lDuZE6prpHkyjbP5IUPe7jovjV82LnrbPKdnmHWtfkIRuJZZdo/ebBeZPO9a8/kp5/S+5xbtDglAz3YFywE9AZSSUoKrRyW0dI2yXFzXIDAFUn7Jko0/dYYsQQYdOgu4bA1yEBlLU+1p5/qP7FYFyhretYQ1+I0dbYAMLeskJ6RKAMmjXX2tI/suLCupZQmBUmzPr/kgi8CjOnNnkkiGGNkg4fE0FitYrA7SKFxNzeF4rhNArMQ2MNxjjwxXYw03r/vysgrFDOS5nVrEUaZ78qG+Qx0tWOx2ykqr9jFyjQ7/Xok0KGVh3LPmfdw66m3UlKj98YuHNZtBhs8G3KujSXST6KLSxfz8xN+nnX+B6//YPJfZj/iphe2cvD1/yAQjnP9ectS43PKCplX6SQUS9A7NHE5vq09erDC9hxZ6aO54e9buPKx7MiwkkIrZU79yb3cZafBqIQ7a9iLSWpsNOtP4YMZtb+kBKvFxC8/dzCXHN+QGnes0rteBkNp/0mlW9d0pDbIoKMPd1j/ndkx1Is/khag/7b4XAAGwrrfZlP7dgAaKpy09I9wvzv9c/iPwQKKpKCw2IbNofszos3NYLHgPE7vdzOefySy00/3z1cz8OhWuv9nzRhB7dvRQahiE7LOBFqcpQ799z7eHyLuGQEBRafOwTrLlfP6e4oSJIr9mo0rX0iVNJkqf7npeqTU1f3Bni76Ozsoq52NME3+175psAmHxcEs1yxOrDuRs+rPwlWmO07PDJ6phywJiCaifODRuyv2Bnt5vf11WoZaUtcpLSil3p0djrqwZOFufa99ze9e35k6XlhVxI2fPYjvnrEIq9nEgkr9hj5aWxlNspRKpqlqPLb1BujwhfjsPW8BcMy8Mk5YkP0w0NQ3zM3/vJvLN+iFOG/crD95N2bswx+K8X6rjy8cOYf5lelIvd56/eYfGynniI/X85nvH4Y2ordfdoYtmDSN+gFd43nx+TVsadZNcnd/tYb5JdkaxPVNP0RDY1Gdmy5/2oy0KGrCbPzalWY42qMtzdjmzMG+eBEA9oW5fyc8927Mej9aK/H6H6Hj8FvYvvxiug+8jwqL/mHR5iECr3VgqSyk+OMN2OqUIFF8hLnr6xdyyxfPHfOk9dK9d9L24cashlOTIRrOtgX37mykZf17lM6aXA2jJDsGd7CgeAEmQ7OJRRI88tNNgJnYlhhnFZyPZ8TDze/czEXPXURHoIMVm1Zw5atX8qH3w9R1TJiYW5SdINczsu8SFN9rHaDhmr+ztWeIgWCU4cjEiZXPbujiaw+8y+m/fi1rfEGVkwuPnsvVZ+kVkxdU6jeq0YIkoUnuWLmDDe2DBMIxdvQFcs4bzUg0TocvhJR6FjrAg187mru+dHjWvFv/spaD+3dycP9ONAQdrirCsXiqdEuSpOA6a1k1FS4b/3f+XCpDPjCFKPMdjLumEPesAvy9PQSK9M8rGrFQ71sKwKDdQ08IrCVr6PI60GJu7ObsciaJigALalxk/iqbEFQV6p+dGbEVaWzCvnAB9nnzmPvACorPHdufHSBU1shwRTp8N+7J/l4xrQmE/oGB2tWpce/8Z+hZ9ges+zAhUaHIO4l4jI0rXyBsRFYN+/pzzkv6NybLQEe6TNyc5Qenjn3dUyu02DTYxIKSBen1PUGEEAhTMVIbpC5Sy47+7Tyx/QkA2oba2OHbgSY1Vq17n898cDWWhI0vHvBFygrKcFn1G+3hVYfT6t93PpL/W6f/HL74u9Uc/vOXOO+ON8ed6wtGufLRdbyytS9VCiVJZjgtQFWRHZfdQlNftoB4v83HLS9t5/y7VnHQ9f+gybih70ojaerLPl9X4qDAmu1g94/EqB9KC2VPYSkRi40lP34xqxMhpAVXbbGDtdeexbzeJjrLBQXmIIMmuO2DNk699gmk1DjtdL3IuaPraEKBUhyhCvrtQySkFWEJ8Iu/NnP8Ta8ypyjb5xar8VNfnp2btDRqpiTWzZHnNLD0eN1noYXDRFtbsS/ShbDz2GNzOtqllHgWPknfoX9KjcW92Q9KCVvuzofD1WsJVL+LcOe3qa0SJIp9yuo/P8ZL996Zej/QkRYY8YzmQP2dU2sR2rF1EwCX3HI3S044JTV+9PmT74Dgj/jxhrxZJqj+Tv3GJsylyMQA/GMly5vT+QXNQ800Dup5B/7tCaqHG3ju5JUcX3c8QgjmuudiM9k4oe4E+kJ9BGNT07T2FuGY/rTtD+k+hGbv+PvY2jO+H2N0RQAhBAsqnSlBkWS8sik7vcNc+eg6LrpvNT05+p0nNZckV525aMyc7X0B6gNpQSLrG8bd73utPv65Qw/nHnrhRTqv+RGdFeAihs8k+UeTl7KY7u9YfLTut1jSBYWB54k1X8BG37nGF0070Euss6hwVPD0p/Tw35HSAeZlCJL/u+w4Tox0UbrpJRYNvU3p3ALC8TCRpibQtJRZazwSQxEihR3ETB6qf3YowmoibpRuae94mJWvLCDhzE6MbTzlSoYr1hNxdqFZQySskyuRv7soQaLYp3jasp/KMwXGQFdaqAxMQZB42lp4/eH7ASitrWPZSafhrqxi6UmnccBxJ076OkmBsLA0LUgGug1BYipBaj6IR6kcTJs23ut9L+V4LQnqCXG+nvRN9MjqIzmq9ijmF+u29Uw/yq7obRka07xossRjCW57YSsX3mvkROQQHKPLnCfZZjjGk1hMgqe+dRzPXH5CzvkLKl1jTFbbc5SX/9EnlhBLSJ7d0MVbTf0ce+PKMabNHX3DWExpYbUoI28kuHoNicFBYj++hsP7tqfG+yvGN19u7Qnw7/e/w10PrmTVj2/CUwJRq6Bc0xgy6d+/PDqAMJmpNKL75oY7KI/5OMCXoc1q6Sf8pu0nMzd+KZXaLOzxQgYdfZQ605rFsjnFnDi3HUfHJnp/8QuufP4yjvrTUUR27ADAvnhxau5zO5/j1+/+OmvPI13taDb9/ysUbsZS4SDaMczgczvZvv36nN8zYR+i8/DbwKQLPHFo/pJEQQkSxT4kHovRtHZ11limwPC2tQAghGlKGklPY/qmYjKbsdhsfPPOP3DOFd+f0v4afYYgMTSSRFxj/Ut6TsFR56az4mf3pzspvtT6Uuq4PKjf0AZ60jftHxz1A3575m9pcDcA6fDiyfDUTWt5+YEtKWGWSdcOH0Pe8W8Wr/1xG8P/6Obtnf187YF3WdvqGzOndZz8j9H9PhoqnBzZUMYhc8aG0gIsqHLR7Q8TzPC75OpTcmiO9at3DmS939YTYH6lkytP1/8Pks784TdX0XbJJbR/+zuUvvtPTuj+EJNLNxu+MJz2QRxZn86hOGZeOqHwV1vC/OCk79BeoQup6mgh0tCuymI+vGY3P3rs/ay9mEgL2kTMTYVLFxZtPS5e3+hm7QutlISq8Ihs7cBuMWObn47GWtWvl1EZ3LEZYbNlVSn+4T9/yIObH+TFlhdT4eFDvWlfWzDYiKXSQbR1iOE3ss20djmPkpJjyUVYy68ZVQkSxT6jd2e6l/UVKx6nduEBWYLE09aC2WJhwZFH4+uavI9ksFd/ai+tnbWLmRPzizW/AKC6UBcUvc1p88DspeloHXM8yCxHLSfPPjk1dlDRIRRF9ZvYhpfb6WvNfqqf656LQExJI0ny6E/XoGVoD1KT/O2ujbzz1+Zx13Q1DlI0oiGkXmYE4OPLa7LmNPbldnwnTVt1JQ5sZlOqptZ4JG/2meayrT1DVBbZuegY/aZ5zkE1zK8cG0HUOZgtDLd0D7G01s1VZy7mw5+eTWEszMjatak+6KF161Jz3Z/4OM9+6ju8PjtdL0sCR9SXsuG6j/G1E7NDa4dthWytKUQgqA+lhUxZdIABWxlPbvPzQVE6vPkI/3rcMT+FDXdxmbaItdeexfyKtAlr1aoOouYwG4bW0TbUxrNXnMDjl+o3dvsC3c+WyLAEbuhdj23BAoTFwnutvqzv/h+v/wcX/v1CANo8yYctE8FgIxgaWsKS/UBx0KyHKFvwi6wxIcyYzYUER5rIJ0qQKPYZ/e36U9J5V1+DvdBJWd2cLM2jv72VslmzqZjbwGBPD/HYrvuBJ+Ix3nn6SQC+fONtu723zLarST/AYK/+h37W15aNSmrUuLX6FsLxjMZFluOzrrf2uZas9zazjVmuWZPWSEb3xXjjse28+aRuGvF7QsTCCfq7hvG0BXh5cw8/eSb9FBsJxQn0h7EgKNbSd7JPHKQLkkNmFwO5BYmmSbb3BPjKcfWsuuZ0HvjaUXz/Y4vHzMtk/qjIrSGje+IlxzfwP585iFXXnM6tXzg09UQPcP6hutDf0RfghJte4TcvbWdwJEq3P8zSWjcmk8Blt9D5ve/T+uV/J/Daa2M+175oMbGTzyBmzjA7dQ+yrDBMscPK3LKx9a1erPsqlaYaKuN2hNQojQ5QEh9iwKo/BLxWcQqJjNvkMb53MDvasfeUkYhpFNrTjn+vWWKS+txX21/l4NklHDNfbzqVTDTsyejydO1BWxA2K5om+bd73uKcO5/P2lsgGqBzuJNwdCdatBCncwHBkUYs5XoEVsSVrZH8VXuFbb5tfDCS3pOw1eIsXEhHx0N0dj425vvvLZQgUewz+lqasBc6WXSMbmsvq5vNiH+Q8LB+A/K0t1Ixt4GyujlIqTE4TsRVIh7nviu+zuY3XqF3Z/rJy+YYe+OYLFes1LPXz51/bmrM2zGMxW5m0ZHVOEvLsuZ/+MaHXHbwZRzddi6lI7UsQw9PnbVYv0nnSvReULKAJv/knhT7u7KfPjf9s4ttq3uQUuLt0H9eA11Bnvifd7nl9+t56O3WVCfAmx5L5yBUZAiSExdWcOdFh7Hiq0dTW1wwJtIKdA0hGE1wQI0eUHD8goqcmkQm9eWFmE0iZc7aZmg0S2t1TSYZeSWEoK7EwaFzSvjfCw5jSU0Rq3cO0DkY4n9X7uDfjLyRpbXpYIbgm3p02cjb2SZRAPviRamIrtJCXUgd1vUqJc/dir+vhyU1RVx/3jIKrOnb3kBsFtWxOZRWFOCIR/hCl56HEhfpJlC/bfgG/nJdo3BYJf81+wbMMSsrV9yPLZg2xfWbNH657HYABiODWXuzVlVRc8+drD0+O/9FjoRSfUqGtbHm2y2eLdgKfYyEi2gaGSEwvB33GbpWF3HpWvrs976P58PPcvPam9k+sJ2HBxx0us4HIGquwFHYAMDWbfmr86YEiWLa8bS14O/roa95J5UN81JP/OWz9af8ga52wsPDDPd7qZjbkHr6788IAc7MK+nY8iFDnl6ev+tWvIaW86nv7V4SY5L1Hj1m/7uHf5fObT4SCQ1ve4DKOS6ESSCE4Ms33sZXb/sdAD2NzZR21HN451l8LvF1HP5iCpxWzrviUNwVBQQGxkYkLSpZRPNgc1YG/Hj0G70kFh2V9seEgzGGfRFWPaVrJprRb6PasJ9s6Q4QS2is39iXWlOeSP/Jt/QHOffgWZQ5bSyscmV1DkyyuVs3yR1QM7E5KxO7xcy8CmfKt7LVuMaSmrHNw974z9P4y7d17W1hlYsN7ekbcDLya6nx2SPvv59bIgNSCOyLFvHpw2ZhNgm+daquARwwrP9sVlz9LYQQXHLCPBKJjG6KFj/F/hoq5rhBCAZsusqwtWhpao4mzDzqOpWosFJrinLmotOQWj8frHyGC0t7OXh2MaV2C16zpL6+loUlC9nh2zFmj3cWvMWfDtK/36fe1hCapOah+9nUpf98TAVjAykKHxog6uqkL2pl/WAvoVA7moxw9YG/obF8LaaYg6H++dzs1n1z23zbmFs8n387+IdoEjyJAoRIayi7Kl2zuyhBoph2nvn1L3j593fjaWuhqiGdo5Espuhtb0s52ivm1OtJhELQ36E7uvtadnLX1y5MOdUz/SqtG9dhLXCw8KjcTsfxeKH5BQ568CD6Q/1IKbGYLLqTvdfB079ZxzvPNuPpGKZyTvqGWj1/IWW1dWByoyX62fK2fiOYG13E5lXdlFQ7sNjMLDisCl9PMMuvAbCodBFxGad5aHzfRhJvZxB7oYWzvrYsa/zVh7ekSoYncWqChpiJR255jz+/287hEQshI1nt5LCVLxypV5fd0p12oicjrZJdBu9/s5ln1nfyYacfk4BlteN3kMzFATVFbO0Z4u7XGvnxM5sodlipLS4YM89sEpgMm//oSr4A5U4blUV2tGCQ1ou+lHWu8nvfY3DOQv77xMuYteIBLOXlLKwqoul/zkllvmdqFgDBxp3EjXbLpYUBZLSSkb563LWFhMx2XPEgW52L+aY1O1k0ZrKxpWgJtkAfxZUFyLgunK1DvTx7xYnMKyyg36xRVudkUcmiVMRfJs83p01Xi4YcSJPgqn+s4tqndTOk2d6NFi+iwpHWWnpcW5HmKE3xOL0xEyYBzd7VtIlOEq5O7MNz8IcLOKPsEwC80fEGi0sX4yyo5pnQQt4JOSkvS/vuIpH8JMEqQaKYVkKBIfy9PbR9uIF4NEJVQ0ahvKoarPYCvG0t0KM67wAAIABJREFU9OzUn+iq5y/EarNTUOjk7aceIRoaoWPzB0ippXJFepvT5qHtq9+ksn7elMqgAKzYpPfa3tS/ifZAO3EtzpeXfjkVIbVjbS/xSILKuWNvdmW1s5HaAJ1b9Uiozu36U2fPTv1Js7zOiRaXDPZlO5IXler5A7meXgH83hBrnt2J1CSe1iEqZruIhRMsPDJdwbZ9i49Oc4I+U1pI1cVNfD5oZ1HczNt/2k6ZZkomPQPQ1Kb7f7Z0pwMAFlW7GIkm6B4KI6Xkf1/ezh/ebObDTj+LqorGVtnVErDqfyGcHUSQZGlNEe0DIX75wjYAKovsKc2zxd9C30gfmswWrIurXam5V5ymR2ktqS1CCEF469bUPOfxxzHr5pso/+Y3uPeiHxNcfjglxx6dda0D64qxajEKNF0TtDlcPH7DO7x9y31Io0qByaEnv74u6wg4zRRoIVyJIB57BXfEdfPR0eVm7jay6PutZRCLEAr0Y7bqaz2tLbRvHcDcHWbAJBFmwcLShXQOd47JEYppac3zlHt0P94rOzfiD8Uod9owFXSjRarwhtJVkX0l+s9vgxagJ67v+2evf5tQPEiJM0jBUAO+uOSU+nSuVFWh/vvhKj6MLYPNvBsUxCu/CkAwmI5o3JsoQaKYVpKRWprxVFg9L62RCJOJirn1eNqa6d3ZiKu8AmeJbmoIB3Wzyx2XfIFuQxPxtOpP8n3NTdQsTDuAqxqm3hgoeVPb7tvO5v7NACwrX0a/4X8IGFVTcwmS+YcvQWoDJBLZnRDPu1IPES4zCuX1d2abjua552ERlpyCRErJH699m7XPtfDmUzvwdgxTVe/mb3duoHFtX9bcJ51Rygzfx6BJo1im/6wXx3QBkDCBdbnurxnq1sN8MwVJUhvY1jPEW01ehsJxtvUG+KDTz4F1xWN/YP+8FV76Cdw0J6e5ZLQZKyMVhPOePo8znjyDYx/J1hoXVul7OGR2MSct0p/KlxrXCW/alJpXd+utFJ9/PkIINnUNsXxWbm3pic/XI4A5yw4iFBjE09rH2h59r6e3rWVIpkNin+/spyKiCwevrRzNeBB54OLDOeegWuZVOOm36X6xnqYdhP3vAjDk6eW957ZTkRAkBLT0j7CoRH9AyNRKgrEg4YT+O3Tbabcxt2guVpMNs13XYk9fUo7N4UHG0349d9xFvKgdkbBx88ce4nvH3URCQq1Vo8oiEcQJOpfjM5s4pGF5at3ycv14YclCeoI9/Neb/8VP1uuO9pGRlpw/qz1FCRLFtJIZ8mux2sb0Bqmsn4entZmepu3UzE9n/B77bxekjpveewfQfS3xaJT+jjbqDzo0JUwq66fWqlSTGu0B3Ty2pX8Lm/s3YzVZWViycEzYbmnNWAd+Wd1skAkig7fhLEk/uf9/9t47PI7yav//zM72qt6brWJb7gVXjG2MwaaFklBDSYBQQkl5CSEQQggpwJtKAoTQIUDA9GqMu42rXNS7ZPW2q9X2OvP745G1EuYl5SXJm+/P57p0aXdmZ2enPec597nPfQrKBWMnOduMJIlk+HjTyTqKHEU0uROOpMcdJBKNT2B5VW7uQomrZBTZ6W0R0YRuHFuoPCrj1ah0ynF2GD9bM+vK/1rAlV8XUjHnefVk2Aw09HnHoKxjOZDvv1bF5U+I8xuKKgz5IszM/YyBejjx+7wD7uNWfzqncu3J4pocK9YECMaC+CIJ51qUaibNqmfRpFTKc+wUpppZOdo/5JgjSb/tVuQkUX8y6A3j1r9Pp/bJzzxmXIKcUXryKgCU+BANyUUYYhHk5NlorTVo9ALqeau2j/SIiAQG9cKJLXE1Yc4U+y/PsaNPE6rPB959Y8JuOmubSR+VnX/7cDfdA8Lxjp8gNLhEZPH7U3/P6oLVyBqZFF0BGoOQqDdahoiriWtniZsoDRWAtRfFlMusjDmsnXQOHtVEjl4lTy8mPoO9uaQX2Miz53JK3incmPttVmWuRlEVimxFY98XUCROWrKL/PyrPvtc/S/thCM5Yf9S629txmgVg0xaQSEaeSJkkl44mbDfj7uvl6zihCNZcPYFY6+joSCyToerq4NP1r+IEo+TMamY9IIigAlw2V8zRVV49MijYzBEw3ADtYN1LIyvRIPMYIePlJxErYBGPv6RyRjnuLImH59U1+pkHBnmCRHJq/ffzeZnn6TMOnVswHH5I5z10y08/NsDn1kTkpqX+B0GcwL7Pz2oJ1nR0KZTGJLH1ZcgnETxKdlkTXawrzsx4J8/Mxt/JE5Th5snvrMdT7uXvGQTA97j5d9n5h0fkfjaGsZee2oPHbc+LzkhErj+hiVcdJKYMByL9o5Z43ACatHKGrbdvoqvnzwJm1HHtttXcfJoZBKsqcG6ciVpN9449vnqnhEMGRup922dABsds4G2Vkw2O3ftE+uU+ACttjRKYm4yMCOb+pAticE+LTKELS2dsCxyOQ5rIqfzw7PKeeK65djTM8ZyczrLWaPfO0iWTotWI/G7zc3cvb4bk9Y0ISKpc9UBUGwqwz8izrEcy0ZjFI4sPVVEQ0k28VufaLmXvEg6eXqFSm/iumWlLCBPp3CKNQYYGGixk15oQyNp+Pmc/0ZdX8QT39nBn+v+zH1775twPq77+Da2d20/7jx9EXbCkZywf6n1tzVTMHMOjoxMcqdOTByPjBzEMq4DYVZxAq4ymM2svuamsfclCxYTj8XY/5bonZ45qYSi2fNIyswmLX+iXPvn2QdtH/DYkccAWFO4hqOeo3iqwXZgHWsf3EYoFmfBuiIAsks+A+JB5HGOWc2mhylfnjMGax2z1FzLGIU3EgrSWdtO3e5JFLy6hl5/L96IlyOdbq71GjE2f7bu1bGkui3FyDm3zCZ1zkQKcr+s4NII57Hw3Em0j47lJVNSUBSFK5/axx6DGKjs74uZcNXhQcKBGI1HBkkdJ+thUISYrMRE+i0AioJ+uJqOsCj8y9p5xXG/dbwGV/k46KlmqGbC56768Cq2dW4j7hGRn8WgRR6PgwExp5NIcwvG6QKyCQeibHuxgT3NCTp4q1tI27/W+Bqd3k5UVaVm28dkFE2mdgT8splOBug2GpkxdyYm/RCSJoISTzjnGQYPGUXFvPiVKQCsyUrUo2Q5jJRl2vAPi4hKbzKTlD0LJANqfIhZy3IpyThGi9aQa540FoU4XTvx979Muimdjx5s4Zk7duEJRXF5ZTRaL29+q5AW/x4MsgGz2UXMU05S3EaGLGHUQK3fz963W4lF4+gNxSRpVQoNChAmHpHIKLShxBWOViUETze0bWA4JHJ22rgOOa6j1lVLOP75fWL+UTvhSE7Yv8x8wy48gwNkl5Rx+c9/w8mXTAyz6xt+yKD/j2Pvxw/QAHNOP5PMsnxkQ5wZq9ZMWGdPz6Bgbglffeh+tJ/TqvRA3wFmPjuTGzbeQNtIG7t7do+tW5d3FlMGFpHhLaJBF6dpJMCArJA5yc6VP1vK2TfP/h+/99bnXxt7veryqWOw1jFLzbXiGQoSCcXoa25Eb0scuzFs5o7td1C1/vNrSup2CTz9/P+aR0qOlfic5Anrn7/9ZM6NGAhJKvZUE47RSCqj0M5P3hd05hbduAS3Cu9uEZHPzn09EwbwsAZSFYlURYNZP5H5FB+oR68J0hwStF1t/LMr4hvuX8vhe9ZM2L7aWU2hvZDfrEwUi968+WYqViw6vn/5qLWsFYwkQ4nIp219sYHq7d1sa0xEQrXOWgYDg9y7+15u+vgmqrduRFUU3M5E3kMXHyImSWTGZAasggGohoSMTY4hTtQ1QE7ZVJbOL2HPci1fuu4CPm2OTAFvxaJRUvNtSHIaWt0wSy4oJmOcErJDnkS9qx5FVTh8+CqKlVrmpU4nONpH5P5nD+OLi+t5x87vsrlzMw6Dg8HQADd5RKSzQhX76opo2PtBC417+2l1Ja6fdzQll1FgZ9drzWx/ORHdNY92agS47NCP+Url9wGYkTrjM8/x/9b+LY5EkqR2SZKqJEk6LEnSgdFlKZIkbZQkqWn0f/K4z98pSVKzJEkNkiSdMW75/NHvaZYk6XfSp6VIT9j/KettFMybnLJpmKy2CQN+LObD52sgGGwjKSeNpKxsjNbjC9+yF9dRsm5wgjT8mutuRpIkqqtuprrmW5/7G56teRaAXT27uHvn3bzV8lZi5YE0VrVcxrSBJfSNQkS7rHGsKQZsKUb0Ru1nfSUAOr2Bky8VzuHAO68ftz69wAYqDHV62fRs7QRu/9k1l1H8xjrkrgSrq8uoYk02cNmPEwnppv39mOx6rMlCJLKqe4QXkhMKyflZNn50xxKMqoRnKMgNF+dz5k0zsaeZ2FgnIJS+cdCXXZU4KSxm3eaAws8vmEmeRXy3rMKKoJa1GhP9bR6evmMnvmEB28mPLQEgd9Vq6qJnAvD6fRuJReOiDe+o5pdBK5NkTlxjVVWpHKxkZtpMVheu5uIpF4+t8xvA+cfHx96HYqExuErxCppytHgGD2z7JRVVtaiodMYT8Fqts5bKQVF42T7STttBoWdlmLsWgCF9GikRF6c4dzBQ+yHdSY3oYgaUSLo4F14R3eSUTgUg66wz0CZPdNQAl973EAA7bPOp1sfQyGnEIwNoJEgbF9EpoVx0ioctWxLw7GxtQrIns3IQabTfe49faHMNBASJYnFQOLea/E5CcS29UYmNZU/jdYU4NJjIMT0+ZCCk9eNIN1G1dWKxbo6nlOKhuaxqvgxz1EJSKA1V1ZFlmSiL80XZvzMiWaWq6hxVVReMvv8+sElV1VJg0+h7JEkqBy4BpgNrgUekxFP4KPANoHT0b+2/8PefsL/TeprqkbVaMiYVEwx2MDy8d2ydx3MEoYykMvechSy+4JLjto/Hw0jmXizZQSQNnHXr7UxdtoJZp60lHg/h8VYxMnKYxv1dVHzYDsDBj46OJa6rt3eTv3E5o6kDKocSFd/vnPcOo6QdoqgMyuJDR6U4hzqPTyZ/luWUiUFo2wtPHbcuo1DAO31tHryuid3t0sIzMY6DWHYZo2zRR8gpSyI508yXvz8fo00M+JlFdiRJIhyL8/L+ToomJXH1A8u4fNThJGdZSM4y01HdyHO3X89gexW732jBGwgiWxrJLvwleaeL8369JzGDNqkS6ZJMhkbGrAhNKP8UG4o3SvWubgIjEbobJkYMWYsW4U47HQDtUCX9rR6aDvTzwg93MzIYIOiNMDxOsLLL14Ur5GJuxlwAfrBIFI3OblXIcoPrmWeIDQqJ95P+fBK3bL6FZw8/SVgLukvO59UNFbzQ/gz1mbtxa1TixnaSdTnMy5hHnaturOVxaZeVpn2foJG1/LBWOP8V4RFkFGZ7qknv2oVHqiQrVMQsRTjOZF8PkiyTWfz5XSuNVitpt/yGg445HAwE8ZoyiUVCDPf1cNdZ0/j2aWXML0zG6cpgpW0i8SHek4CVQpZuZP0QM3tXYA9OrHbXy3r2ESM9uQWnNx0FiQHrUQY7vBzyNDMUMuL0raMzIvPMST/g1i23oo6SJkKj+lurm69gTdPVTBlcNPa99lAKMeXzG5j9o/Z/Cdr6EvDs6OtngfPGLX9ZVdWwqqptQDOwUJKkbMCuqupuVfAPnxu3zQn7gizk83F4w3tfSEVsT2M9GZNL0Mgqn+xexcFDl6GqIj4f8SS6v6WVGJm+YvVx23u9VahqDEUJEQi0MHXZCmafcS31e3oZGalEVWOoaoTtr29kz5utxGMKu19vYe/brfzhhs1se7EBizuNTF/RhO/dctEWihxFYxTffllBHRfbji/c+zwbX1zpd08cdM2jkcT2F54ei0bCnudQ4hOd1J9KXmXGqjz6JYWk0eLHzCIHyRnm0ddi2ZM7BSTV7wlhcRgmdN3LKLLTWi+c5Aevb+HSvfWMBI1kODzsGqjgS5W/wKpJ1CoYF4mBrKpqkEZvkDKTzFfljWzsHuRFW4SnDgpGW3+7F2XrAwAc9J2PPcPKwuvEI3duyn2ED75O6MCbeHVulr+3mKdu38mL9yb6ix8eENd4drqACDWShtdazmTlkcS99erzd9PvF/mbXd27eOODX2OIwZvmBqrdonDvUO7HvD/lOWRTBzPTZlGeWk6Dq4GKgQoAJvWIczFeIue8m7864TxPPWpjStJUbl9QxJ3rppIV7secVYDOIJxrXFF5dGsLLv9Epw+wv8MDksTeLjdvWgSDrK+liVSrgdtOK2V2XhI17SYccuImcsUkQj0Ql2IYi7aTFMjFEUpnWfsFzOxLFAxa42ZSw5A/x4GktBH3pDLZOQt9zMjR9j566WRvz0XMnnL72DbRHSJX5jL18eaM/1lfLtOf+zdL8vy99u9yJCrwkSRJFZIkfWN0Waaqqr0Ao/+PVV3lAuNFaLpGl+WOvv708uNMkqRvSJJ0QJKkA4OjM54T9rdZ5aYP2fTUoxOk2f+aeTwewuGJSb14LEp/axM5pVPxeBKRQG3dHQCMjFRgNpdgMGTj8VaNre/z9/FE1RMoqsLISELW2+M5QkPjvez66F42PVNHa82OsXWmFJF4ba9KDJbj7fzqb3PXIqE7lGvNJc2URsgfHSs+7NUK+OdSr4AqNtT04Q4cP6B82mS/n7ntoxBSy/G1IdFQDCXaiCRnIsud1JsLUeOJmpDXLWEitmYGNvagSjBiSzye8qg+1LGalF99JK7Hn65awKctvcBKiyQeDa+SkDQvMyfgtEyd2H7qZBfrptQRR+Xgvl6mRUK8KV3M/bqnuUAW57RztInTSEM1mq0/AyBt9ZeRJAnZmoB/Jjd8h1n9d9DvqCXPlZBGf+OXB9n4dA0Hew9h0VkmNArTVjWxrF5l2CoG3c7DO1jfJAgUF2+L893Xxb7fs7SwreAvY9t5kw6h0fqYbZ5BeWo5oXiIyoFKloYLMEbEcR6cJ37DaQEd6fPmj22ramRshlIWzJrG8ovK+FJ5CnmhHsIpgln29K42in/wPg98WM/9701kmamqyv72BLx0TNyx4t03x5bNyLUDGgp1KlVBmTu7TLhJQhrKw2U7SnJGM8SMXHr4bnEtvEVYdVZumH0Dby8QnTYzJg8jSQpeTzppoXTK+5eh+DRoFS3zs+YxZYoglEiqhpl9ohhxU+lz3LLqehZ+deIwaPxKIXEZ0n0FvNhWwT/D/l2OZJmqqvOAdcA3JUk65XM++1l5D/Vzlh+/UFUfV1V1gaqqC9LT0//+X/v/Y+serR7vaaz/K58UpqoqTzzxBBs2bJiwvK+tgbzl7aSVWBkZSdzMfX1voChR3O4KkpMXYrfPxDvOkbzS8Aq/Pfhb6l31jIwcxGQSg0Nd/Z10dT1P2vR3AYWutk+IeNOJBe2YUsVs/cM/VvM/2bGirVnpItfS1zICKsxbW4gv20hBiolrvj6blWXp7GgaYs59G//HqExVVZRIhEDFQdK9AVBVtr/wFI8+8wa/+ECcN48zSDgYx+C4FkmSmb58DptTF1JnFJDXgbwmWgw+UuOQPaqH1TGuQ+Tyi8oompVG/rQUuoYDxEahjGM90iPd3bj3V+Cqqab7j/eQExSJ3PTIEJrRqG/+4DhJlBxRjLc6cA05H30DtzaGviPIrwy/HvtMkdTH73W/ZbP1Mk7NeIZz1K+NrXMsOD5iPGb3yA/zu+qEenJv8wiNe/vZ23aAuY4ZeN9+h2h/P733/IhwnaDF7i2D5mwo7VZ5qe4l5jUpXPiJSpoXBpM1DFnjn7mvvtdlMgL5oMKVHxZQtkkixavnUKmbHYEYEirXhzajkWVWXH8DB6YOM5ydg96cQ15/Gn73MO/95HsAdCtWonGFH7+TcB6vH+zmpX0dY+/3tbno94SZPCqVf6xKfqC9hZaKfQx1tDM9x0GqcZhkXYyGkIagKhGRCoi5CyClCWNy+4RjSA3ksTzzFL4555voehV2+GK8+5SEr286Hk8aSWE7OZ5SNMhkeotYNmUhe1qd+Nu+iaU9QdpwmXs5a/JZlE0RDlGXb+GFFTaWLspBn2UiNTQPu+Xzobt/1P4tjkRV1Z7R/wPAG8BCoH8UrmL0/7GpWhcwvmotD+gZXZ73GctP2BdkqqLQ3SAeqp7Gur9pm6GhITweD+3t7ROWt7X+juRSD375FYbdezGbE9Xn/f3vEI/7SEpaiN02k0CgjVhMDHoV/cLpHO4/hHvkIA7HfD5tBkc35vRGAoNlBF2TMKZ8tnZVt72RwzmbACjQTWayYzLzutdQv6eXnmY3GlliwbpC2qIRFhSlUDI/gwy7wNAL7R3srX31s4/5kUdomDWbkTfeQKuo2EIRXD1dBD54krbXnyAUCtPbPLHV6Yw1pUjAPqNMxPceqifAitJ88vylWFUJm6ShuidRDJmSY+Gsm2ahM8hjM+IfnZOgTzecez69V3yV5+67kzqGsCgBevVZaNU46eEhdEqEcpeA23plmTTTYQrLEwnam1IFSSHfkIgWZ0ptnC3vRSspTNMkSAn7fBdjTzsGAcX5Rv5EJYEkQpQUVGIKDhCTRMI8ognRFW/n7D1Rer9/Jy1r1+F+5ZWxbdozJeryJSb3gS/o5vvrE6QAQ0li8FvcNi6aiRlJDmShtlmw+7VoxuGRgzaIOFehIpEz2j/LV2qlerKHjNF6o51vv8lLP/wvIiFBDtip5POtlxMQ6zG783UxsWnq93LxaIfJBy6cxXmzxL0RLBPstTcfvI9nb7+ZskwrpxSKoagtLKIjn7MUVC3F2Y2o1ol6V7IqUx4WeaPhphFcMTFJGOmaDf4M8p0LSAuIKGOyaw65BWlc9dge7P4CvtonKNh/mf0Lfrr8fiw6C/Y0ExmFNnrLLAzlGiizGCkvTSHfn8xtpScdd3xfhP3LHYkkSRZJkmzHXgOnA9XA28Ax93oVcOzOfRu4RJIkgyRJkxBJ9X2j8JdXkqTFo2ytK8dtc8K+AOtrbSLs96Mzmv5mR3L0qJjpulwu/P5EojWsEwO4SkBEH0lLCPjvFNt0CLZOctIi7HaBn494jhCOh6kaEg9x48BOolEnDsc8Jk2ayMzKW7Ab2RAgybGI2ctXY7D3YXYkZvNf/9UyGs99l3em/4HrzhHNgpztAX6g+TXObTKbnqmjv/sIeQv20OEJ4fRHWFgkcOd1M7IBlXsW/zf+/juJRCZ28Bt+9VWGHhY9533btqEvLkYfS8yeyzz1PPLSBlprnRO2a/eHiUoQ11jxKR3Izi6WTE5nSmgOIb0PTVIb+48mYFhPKDrWCndfmwu7UcuVS4oA6HUH0fq9qEB8XFB+dr2gx57u/4gbjj5JfnwTI/Ekmr1p2JzNmGoT0Uea1INB8qCqEhGMDCXrOEVORIbH7IPh7zHp1ofG6kRqnDXs1sa5P/V4hlOufz9evYDYeu0tqJJKXr84N2pwou5YRalEY66EPg6z2iZGfrZiQWJwBMx85+V6Zu44k8s2FPDVjzKRVKh942lKuyYy/LoMInLVaPykXCHyIwf6DqCX9IRHb4242crIQD+BETem+avpCWl4r+qzWxlHYgqXP5Egh0xL93FO1vUsyAuyJ3nRhM8q8RiXzR0mGDMQknLRarT015lBUsjMbGYwmoQ1/wBai4uzFgsEv7itjKdu38Gu+kRuLTA4heThOehi4tjiUoz8QBm732zhVo+J67wJssTZc9dxTvE5BGNBWkda+cqdJ7EhX2ZxkhVZksgosqNGFDz9n90F839r/46IJBPYKUnSEWAf8J6qqh8CvwDWSJLUBKwZfY+qqjXAK0At8CHwTfVYhhZuBJ5AJOBbgImdYU7YP2yRYIAX7xKtaWedthafy4ln6K/nl445EoCuLjGIhEL9Y8v8/ibicR+yPI2Kik6iUQN+fxNm8yQMhgzs9lmAhsamn/H1v1xAVImSZEjC7xX5kZTkJUyedAvFk++kr+JyYkE7utQtAGRkn4zDLmZoZ3/XhC3VyNILS3i68Uk2D27EpDUxb/o0NLJEw5G3ObL1wNjvsk65C3PhEzy/U8iDLBh1JKumZvDeVYnPHYPlKrvcuAMRnI//acLxW08+mRTfxOr2PXsOUnl4AJ1BRBg6u469bcIhLY7o6NdnkBke4KTCZFJdBXTaGghqa+l0RRjwhOh0BVj10FYe3SoSpXvbXJxUlIKskXi/qpeLf/AiAAeLMifsN90bIKIxkuTxASr55hG6vHrcrmS0ksLqrImJ17OTf4okqWwMXI/f/CmRRgSMs/YXN5NeIAozh0PDXP6+UOTdmTWFK5IW8qfoJdT4xDXI1xwkpgiKrj3ZRLqvAFPz8QP1lJpqRizCkQB8aY9wmDVTryJ6ya1Yl13A1IFFXPtxISrQYipHPyqVb9McZjhQyczWRLFo3kXLiYRFlGQpfoht1i5W/GUFmzs3M882j0AgiBSNoBjMqKOaWtPmTKwR2vG9VRy553TOnztKxe0ZwWESzLnfXDwHz4i4TybZ26gdnHi9Nzz6W2KhCpqGi2k/chtrbJeQ7i5HZ+9C1gcpNp1Geu47FKy5F30ggkUDTdVugt4oIzEVjQyWrGri3okdPltSD2EPp1O1ZWK30G3GKHrvWQQjcZ6oeoKvvPMVGrwuWoNhlicLJ5RZZGeyYTdDDX9dafofsX+5I1FVtVVV1dmjf9NVVf3p6HKnqqqrVVUtHf3vGrfNT1VVLVZVdYqqqh+MW35AVdUZo+tuVv9ZYvv/QRb3RsaogP8b62lIRCDTlolkXk9jHUerDrP5GVE06Aw68UYSuPs7Le9wpPEIZWWiIv2ll14iGAxytOFtACyaBDu7vl4BJLwewRhKShLqrVqtDb0+lYC/gYus/cx0zuSSKZeQKQ2j1aVjMhUBoAtfiLtlJSFXCRBDCedQPGsadvscJEnG493PlT9dytw1Beys3sjV7xfy5fczCAc8pBdp0ef/jIJTHxj9NQoarYBgljuuA6AoRSIWExGV35dI8g+797O3+zAXPfffvHfFN4l2dlKRUcbbM0SLeOp5AAAgAElEQVR5k3nRIkoGhjkqTUmcv4gOa1gl7GvBb63jEbx8VNNHcbqFUkVLvyGDlOgwg5va0QT1dDsakc0Cl1/4s00sf3ALTn+ErY2D7G930TroZ+Fo//EPqvuYPSSkOPodYtDwSMkUoEcDFDlEeXuaIYBZG6UzkERvMFFpHlUk9q0VTZCy9CIB3+1dRH129thnviLfyV65lBGbhmggMaPd37d/7PXpk86gOnmIxhkOtvlEErm8/CAp7lYccjeXD7/MJdU3Eu09XsZcI8tcZf0mhZ7TCButlHdCTNbTnTGPbX1l1O/sY2XLZcxu7qLPnIJekxi4PQM7x14n+4Och4Xzz/s2Zt8MMvCBNsRD+x/CFXLR6e1kqiSiG1vYB5JE3ChyHSctSkCmP1z8MLlJOhxmHXeeKT7/UXUvTQM+vrOmjPPm5uJ2i+gk17QXRYX02ePqfQ5uJBBopd5ZikWBpuY67OFUVEVQkdOH09DWR9Drg/Q6a0iWJYLjHlm9OYLuU/CXQpweSxdEJqaG85Zmss8Y4zebmvjG8wf4uPkQkZjEyx3i+T05WbD8kvQDrEt+kPz41uPO/xdh/5fovyfsf2HBehfhVjd9D+7Hv++zw/O/x45WC07+mm/cTFpBEVqDgeb9e1h//90c+uAdBjva+eYvzuWH9yaKyt6oegNNWIN5nLDhAw88QFfXx8QjGg7XixmWyTSJigox+Hm8wpHEY8VUV4vkuFYrBjqrdZglOiNl3r2UGuJEDJPHIJU3fy1gmxlLTgMgf/JKzHY9Wq0Fm20Gw+79+P2tBIKdWBuFs5Nj8P7vf0lKodi3zuxm2rIsDI6JqbUlk5OprrmVyqobUJQYwWAHfnkdjcPFDDr3ce3HV6DLfYu89gP0WFJ5fuoZPFqyht9993Fii5Yx+b332JU5n+byS2hKnkGaVjRJioYaOaiTcWtUDna4WTw5lUmFDoLmXCSg8RPhsLodTcjG43vUV3a5+cpjohJ/XmEyP3m3lneO9DB7sJkuawqoMHlgmHcy15H/4DcwlE9D29/P3ORuzssTA0uH34E3liice7NzOg0tFcSj4rx6h61EVRNBVwkDS8+lpsyKKcnDTeHbOFTuoO/gS2Pb7usTs/LvOe+luLIQKRal9K1uVBLRzMz+JqaZtjDJuJ98/RG8tkL2nHQXvbNE1Xjm3cLpTB9cxuKOc/EmCQc8bC/h1ylRPjZFaeqzYgoMYAgPU7t4OWXBVpA06FWIaBN1EY5AGOuSZfRs7WEkamdqzIYsyQwEE8w4m8+GxWLh63feA8CsCy/jzFtvx+pIRDT51hZc7iqOOv1k2IxkSxEe3S5m8kuKhWLBsHsfsmylyCac78jC87nmDy8COqw5wtmek3Q+N3lMLOwURZte0wGGBvLQ7u3DUSVYjc6kSgIT1fSxFVRgnrwZAHumgXN+tICe9AryvYn8kNcgoNKlKxPsuB1NQxypuBBfw31sGfKQqtMy1SLgL6lNaGyZZ5/OP8NOOJL/B0yNxnG+UMfQ0zWoUYVQw2dLTfw9drTqMPnlM5m1ei2yVkt2cRkNnyQE32oO7WRau43cVon+4W68ES/OLnFzP9TyEMZ54gZOSekE0wFC7jT6+qL4fMm4nII7kZGRwdBgIYFALm++2cT69evp6elhUslPx/ZTPn0bmtgurDK0RcR3BjyJ/EdG5skApKYsH1uWlLSQkZED7Nm7ht27V2J1JqZ7HVWH6araOPZ+4QU6ZpwuIDu/OhOAO5Z+jNO5E7d7L8PuPcRiXnIyT6FxuJhgoBb9aHOPO844i2vW3ElTsjieD1o8XPfcAb6504nT5GC2p5eLp+QgSRri0VbUWDeHY4nis2nZdrJLklgazgNJgxIVye+bll/LNbOuQGP4VHOlcZ39ilLNPLmzDUlVmDXUQmNuBkhwyDEdKTnGq0fuxTxvHqszKzk1qxWHPkgoIGMu9DNzZQvhUTpxT9CO5rVUIooY/HsPWJGkGNGRBZiW3kVflpF5dS04Yym0BAtpkv9Ae/sjAOzt3cvK9FV4GpPp2pfME7+Nkx6YghwLEj5D5L0WlfaQZtkGQK6+ioG0OQQsOdSlrMb2tWtJ+erlxGMKnfUCgPAYsxg0OrhyxdcBOGKIgySRlRbH8MIzhJ3VTPPUEjOaybSLqEyrLyfXtohFp5yGsfwsNm8U9O+lBZmYdWJSIyGhk3SM9LrJ8vuxxBUyMzMZcLrGIu7HLujiK6VvIkkqj390mF/99vdsXPcl9CMuZBT0xEj97x/hH2kmFOoiKelKPIN55Ji72dHQwJ/vPkAg9SYsWWH87gz6DoqI1h5OI6RvxadJomnvLLoqD2NrDRGL6gkmN/DyTHFfp898jbILbySl/ClGvOn8fq2OO04xU5BtJ7cwG7tuGEUTQUUhaK9j7Y/mkV5gw5CQBANAMcvUK9lMNhnQjE681JbNBA3p9OkK+GfYCUfy/4CF2zwQU1CjYmoTqhPRyT9qgRE3g+2tFMycM7YsZ0qi9ag1JZWP334Oa0gwZa7+0/l8fPRj0oPpBOUgHp2Hl4deRBMOMn3GVgCGI2Imd+jgmRw4IG7mq6++mtLS5dRUn0ksJh6mXbt2sbe5h8OHjhcp2DUs6kK6Rged06+Zjs02ncWLPiItLaG9JfIswpSYRKbLQPKkxCx5pHeIiE/QwIddn6BPOYTFUsqb7dcAMND/KhBDVeO0tv4GkJhetJpOXykScYpGJbyH04TjVKTEY3Tg6DCb6sQMeNahzaS09iFp7CgRMbiF5IQq7nlzc8kpTcKh6JE0WSixLpZ9uYRLp1zKFPcUZid/hMbQzbnhdr59MFFDcc/Z5XzSIvY9eaQXWzSILWcI2RBn4Q07+MnSn5MhuXCpz5KSlUhqB7MkZla4yHjazP65DhrbUoipMn06O6/3TKdyOIu+iBm7rwPFuwybdSo5b0/lpN0il3L/3v9i49GVtLT+kp6+Rh68s5mzXkhMp2P6fHpyTsbq76HzPtEozJweoVAS1y1fd5jOgtMS5yoyX2iPtYzQFIvgnGahN2sJW4uWTbjuQUklaWo6O7eJHu6SqhK32NDnCtKmlGIinncaeffeS7Q/zF5i2FRYNidzrGblB4t+wG2lt+H3B0jbs4fmU1aQ7ffT0dFBNBqFqvVYD77Eq03nsaX5XHqbBknWBNm1aC4rPNUs0bVzmbqf0Mcf03n4JV4Jf5U33/DS2rKQGY5WWrvEaJ6iyAQGLqfzo58S9iUiP8ksroMcD9K+KAjnzyLmysOaU4OnrJmpF11H6rQP0cgxJAniHVaGHTYUjcRp++spLcoDCULGQTr0YSRZgYDo5qkmvzPhfMUnCTgr51gqOR5Dad7M2/7pbKzr559hJxzJ/wPm3Z6AQaTRmebg48czbv5WOwZrFc6aQzgeJhANkFUqkpdGu4ytIJfk0YckrlHJGTLy3J7nyApk0W/qxxqUuWJDAdaORB1HT/cxR6QBJLRaLWazmaKiIkKhBOZdU1PDkcNHGPEnodEkBl2Ag642Bv1DbHxKUJKL5wvGi8VSPEFtNj0tUePg7zOhVTQkTWmn5Nx2AKJ+HaVTL8dozGdw8CPc7v3Yk1ayo1WmO7QUWQoQjuuIqzo8nkNotTZCwRaK4rnEVYlSY5x4KBvZIpzDuoJNnBsTrLSUiAtUlZKIhljYTn+dcOjZuHkz62wy7Qaq7j2dqntPxxxXycgVGL1Gl4fKIB5dGxs2bGDfjn3Mdk/DUfQoN3zyLKd37KdIL2Cc5/e0c9vLh7HrFH6a2YLLYmTQ5cCaG8CkjzCgRCk1KliZyDAbUEzoj2oweIK0vPojoocNWEIiuusL2dnYV8r+ybkkDTXh7Agzsu8QbGgjMyVp7DtebrgARZWoee+XAIS8ibqsQ7NvAcDq6yLadpShmgSTytNpJFnfi0mTmOB0dyv86Vvb2fh0FcHwYSpbegiYkjhUvGTC7+6RwjwaN9N0KFF/FDfbUWbMIZKcgcuuYK14hOZv3Y2vzsleYixQtRSWp/LQKQ/xw8U/5OIpF1MUKQJVJWs0T2N9/wPi8ThdnZ2oG+9hXn81MnEO98+Ccar04XQHZWovmLT4rRY2ufuINiU0qwp0TnJDibAgODhz7LXLKGqptaM0cruuHV+Pme6ljZhGBIx3N/fyaesdl2iv9oWI5okCxCNJEV43x1GRaG9v56jnKDp74lk3l91LPMcMoTg1W1qp6hqBrn3IEQ9blDmcOi3zuH19EXbCkfyHW3QgQLhZPJySXibp3IRMhxI4vkfD55lnaBBVVWmt2IfJZidzcgk/3PVDvrbha5gyhrBk+8le2cGm0J6xbcK5ZnLdycxumY1W1dJv6idvQMAJtlyhClt5ZA3hsIVFixI0ybvuEpXlkyYJB2UymZg9VzBnlD6FiD1OUtICJMnIrp2XoNgExXb7wUSCV6M5viZVUVRC8Th/7jRxxCcz0mUBjYo1O4A1O0jxWR2oikRoKIuU5CUMu/egqjG6g3OJxlU+bhEwVYOrlMbhIgBiMQ/rt3yf9YNWOoI6ZhoVYt4ZyMYeyote5sLSt5iuHOKWtke5vPsvzPZXcn7AQNXM63GmlGOJOJl5eCdklXBqaTrqrl4sSPTctwfnA/tZ8qXJpOaVEbXY2LxlC/v27Rs7njOq05BGRI4n3e9ClqBtSGDwZYOH2FVfw54SwSxKL03HFZM5Ek4iRY2TpcTwdBrp/iSZ+vVZxP6cGNhnVT6DJiyxtKkL7ad6yVs9jahoqP3jG6CquL7/E5aXJCC5o558YiP7UAFn6jTSaESvVYjpLKDGKWsS9TYVwwlM31Uv9p2jq0H9VIvdisi7TJPnsyriIPvcQpoMRpZ1V/LCBz/GqEQxrsii+JNHSI668ZhSUIxmimbMorahkXBWAcgycZuOzoYhXlXCuFFZrtHR9PjPSerzsWpDHx6nk127dpEyMoJxVHUhfVTl4pXn/ojk6casRlmpqcQd0JCqSURyJgcoWjFxeu/ss9kv55HsT9T4ONx5TI7KhEe14sbbWzMeocb+FK5ID91+KxsDpxIeMRD1G0hzzhv7nFNNZ9Ouq9mx/Qp2bL+Cd+etgpiCxisc/bW9Pm66406OxPOIIZOSlEJLSwvburah0XnG9rxo2jOgkdC4I3Q5VZ7b3c7w+z8BoDd1EblJEydnX5SdcCT/4eavEKFq8oWl5Ny7BMtJWaTfKAZk787usfV/zYY6j/LEzddQt3MrbYcO4CifzOHBI2zu2Eyts5Ze10ZKz+3Ake2hsaSfYWuEwPJc1q28DJMmIZnu1A+wuDYFUJm8VkRKS79yJVdddRVr165l5ZdWIs2ViI+G3UlJSaSlpZGcn8wjg4+MfU92YTYlxXdQPu1XSJKRuFPCYXDQfFgQCa5+YCL8ccxOeWgLc37wIdPfL6J2ZxbODiuWzACyHvb0ncqH3lORZGiuGsRuE45Nq3WwoTENnSxR65qCokpUDpVT7xTsM1WFN5rPQtK6aQ7LZOoULOEs0rQK3y37BF+vGV93QnTxTF2CLuxKKadgWhJSNMpDL93BZX/6LV0f1TDycYImPSXLzEV3nUvMlqjFSBlxoonHKR8QM9/o3AUclFOxjfYg1ypRlgwLh2OSI4DKsrU/Rm+6gO93xcgaCKNXofOoBd26b6HGNGiCEhqbDTk1FaNfwG+e6yOsiDSz7kgL89vEuQ2rfWjiYQZGb53of91Gxs6P+eXsSRQEOqg/WoJ+joeOlbMIGdN4dv4cfGaR3yns+BhpdDD9c/5yjkZSeTp6OodzLiauGChUPiY88hhhz5+JhwUBwBxODG4bjnQTslWw2H0I5y3fINsSx7fxGRzkotFPI5xVQN7a8ymbOpVYTERo3pCWaQVX87XZ5/AHhJM4CZnUlgL6frkf95t7+c3vHkaKeLnS+CrZ152O8dQluBcLuFNBg4KEosKT+od4x3AXRXTyNcdTFGoErKeiMmQQEF3RgTC2cJDdk6fjtthxhiWKYhpq9HEMdnEOq03bqDE/SFgXYIZOKABXaAvoMgqn31+v45XhXTQ2iOhLN2xjVlU1573+Bg1pubRn5qEZDKH/JEG5n7WnjhGDxPf2P0/evj309PSwtWUrk1IXED4jl9j0JD4Iicmj7aiIuupqDpHcLyDBzPQM/ll2wpH8B5u/oh/fNjFYW07KQhqdoevzbEhGGe/mToZfbSTUNIwS+WyJicpNG+iur6Vxz05UVeG9Zx8mHPDzYvQjrvrwKsLxMBIqw8M7iBkFPKXXwLun9PCK7ROyZkwfGwC7jO2sCAq6ZLwwQQu+ccvNZOdno6JyS+UtrHevp6K/gkA0wKaOTVx77bU0ZzXTp+vjSIqA1U42z0M3kE1W1hnk5+ezZ88eFqUuxlpTRHaZHYvDcNyxtA35STp6gMu6RT5h2lE76rARR5EPnWkWf6o8jw8719Cpy6Vl8/u8/N0n8HRY6PDP4rWDfWgkiaFgGpWhh7lh5Twqh6bxRvOZ+KVz6YloMRc9htI3DUmCMyxt3J0tBnV328TGT75e7QQ5leI1AupwRAJ4C6fyimkve1/7I3cR4EK8hJqHkfV6lHGO5AzjVjL6emktLmbf/JnsLpxDXCNzfe7zzJBauS0gnG6yPsBNZXtZfLadtK5P+NKmR8kcbKO0xU9UKxGcZyP11hsJLhb3hpycjHHq1LHXSS9qMTTKbJ4tYY4E0CgxqvNTMfvacKVMxZQepiB1kGv3vMD9gUs4e+BDzEesNH/8ParMZ6Ki0pKtY2OpgGlqjDLbZ6xCQWJ24DDrW8rpaNPwRqqVnepU0u3NoAaZnzSHaOAj4lKU/FhCISk0XIcpZz2Pf7mO2sFBUiO9qJZqdJYz0FvWYdTLlJWVUVJSQm0sg2dCJ/Eac7mLiYV2yWjQpk9BtueiXXgtqkailHaSjD7sucN03pjB0WViUA9joFoq5R3pNIaxkyp5uJr1FI6M8DXlbTQotFvb2ZazDafBSUyKASrTMvZRW5KFPuJAi0SfyUNS8RasOYdITbbSmjVMStiOQZOCXjXgUs0M6VNRkXDVJpHc2Y+70YTLmUvb0RJmV1ZiiESQR+uQSpXRJlo7hUfXKAoLg02s6j5CYb2Q3ukayGDAcbV45kY7aOYadFjigmq8JCpoyj+IXkOaTY839PehFH+r/c8NFk7Y/3kLHBKzSuPUiZ3yJFlCX2An3CjYW0NPVmOem0HKxVMmbu8Z4eMn/oDJZicwIuAxjTeCKkv0pImb2WFwUGJQ0Sh9HAyZCHq1DMQ0LE/KI+PQIn7e81vSLenoB3tIi3WTkzmJKCNMOjsbYt080GckqkR5ouoJluYsHdv31s6tvN3yNm+3vI1FZxlrddtsb+byxZeS+ToMbaki7xfLcYxSM7MrBFTyofctdm59kXsW30OSMYHfb6juYZXz+FaijkIvR31z0UhQmmHjqDufvJCYQdcemcxbSStRgXBM4YELZ3LxSQUcqfwGt8yt4Pbt93HgaBRd3iOc2bMchTjRaDXLy8QsT1WhrzkJNU1mxinNDNXNxVXnRo0PUjhrKkerezDEfQS0BlBV2kd7uu8pNLM7FOIiaR/PHmni3LlnoUgSjuGjFCQHaHcZiMRcQB5tpeXUe83kxga40bWFGw1beHOgnBZSWSIJDH5pywfQ8v7YMcsqDKToGVnq4+ChS/FcGsYhzyf75juJ9Q/g37WL+PAwMhLfvFFmMEli+wyV4s4oaSNahnV96MxTcS1eTlzVY+7dwfnbspHVOJmGcxiUDhKz96KLJHHSnh9RMWMZ709pp2NxLRbXNdj7W8d+izXuZ9bwJ7QaHKxI9pGiD2K3TkFyboRwB5K+mIjqQ472EXckdK5ccRcGUzVbywbRN1Qx2TUbjWKivr6e1NRU9sUSnTCrNEHOK9zChx0rKLerhCv3Y8gXuTJV+2e+zQc4EFCrpm0rIxlZBLrmksIwLpJ4XRXNpNw4uIpEkzKAgaiGZqsgNxzM28wKKZk5FgU1qGAKKlgiS1GlGN9cdQ8GfZhwkZtY9aV0pwVQhk+iRzNMOJ6JTgV9lhVPbyqOsIhudL391NaswBhIiJze/Jdn2TZvEUs0b9DBBWh8UW5/7BEWt1WS4hFSO/pwmIDOQEYkj7BfwqIG8BsFpPyzlDS+663jcv1WzmQf1UoRL8ZWY9/dRbbdxC2rS/mi7YQj+Q+zen+QVfsayNTIvNXhwZBppufsAg47PZyWmpgZGyYlHAlAoHLwOEfSvG83qqKMOZEhR4S0ET2dqX5iWjGjXpm3ktL4QaKxPl7vbiSgCqx4SbyQFiA9LJKtWp+b9JCBqLuHOWvPxqx/jbhxDlGtC6JDPFn15JizKEsuY0vnFkIx4axW7vJiDqs0XTAfb8TLkvfyUBERVGwkzBlnnMGRI0dQRmdTB3M/Inw0QCQe4ferfz92PLv3HCLB1xKWmlfA/GU38fWXtJxUZKMkw8oHnQUsGxZ5HsUZYnC0/7lGgtOmZRKPhxke3k2KMUBBrIcOKZ2F4ST0ijh293A26RkCmqr6ZDm6yBBBfQEWYw39oZOAjWTPfo51N7zDWw+8zWu/fJYLb3yMmDNMR3gTx4CARdo2HG21hE1HeeEFca1uTn6LWEziUfdiZCkIioJuxIlXn8ZXkxNOclH+IGn7QkzKErNW6VPYPMBgqvi9Hs8R0GmY9KcX0GjEsq3fOZfSX73NKyu0DI364roCiUndXsCEEhXHt9srVIvKSvqxq9PxZYcwhBRiOjEou9MOMbcuiblNNeye7oQUCKQ8SU+OGOT7U6aT6RLCn+GhECTDrPxhtvXsQjYlocS6kPXFhPQRtKE2RjIPkqcaUfQBuk39DMntALSnVFHgL0DRhmhqaqKtrR1IsApX5O3inNL3mKbrZuqf+oj6IxjyTyUW9jDZ+CmNtPAIRe1aKmJZrGQP21iEOqoB200GHWRTQC+7NaUsUZr4ve7XrNTlAjL3ZMbZu2clHcm9+IfzMCighs2EDS60cgxVhb3ksiXtxwAsjcjEJYWDioOZJgOfzEnildzLOG3/Bmb3tZLeOUBtroe83gSE5Qj6+cbDTzL/wn0Un2zA+3CAdUf3TjgEXTxOLKpQONDDRe+9Sf2sOfz69C+zqnEH9++axj3G17mI9wB40ncGpwZjzI/bOK1oYufOL8pOQFv/YfZyVTe/OhjgpM4QckQhvCaf21q7ub6mneC4pKntlHzSrpmBee4oLhpX6fr+DpRgTPQ6f+d1Dmx4C3Vcz4TJWYsJ6uO05PpZV3g635+2mlWRl8iJNbDdqyWgKqT58rh234M42ya2s81cnBAQLJiXRSDQSlHuhVwzQ1BqY2qMF+peYGXeSi6Zegndvm6cISdyXOWqTQpf2anyp5N/x/rTXkENCyeiaCIEa4cwm81MmzKNAE5Sl4YI6wSMUTlYKcgBra088uADyM37iGs0fLR0iKGL7sOlT2XqKafhZTk1vVHWzsji1lNLcelTeS3vVHbNdGIOa8mRK5ieY+fK4AY2P3Ijn+z+GXt2n47pMTulvd1orQ3kBBIsGtewoJ36fMmEemRUSSJmTWLInUPYPROLSaV7r8KBih10VB8gFPfT3dhCZ9BFnq6Dq9yvoqoKM6QGNLEocjQBN+iI0+hNQ0Uipsqc6noHY99RFroPcq5+AwrgwcLjXIZ/YS7G5BhOfwISU79dS1dVOaFwGqVrN48tNxpzx5xIOB6m9FdCbWB3mcrDc39K/oCKHFepmBrg1LnLUZWJ2mAN2dejs6zBKM0lYphYp6RodUgahVmtYiIzoyUxobkuNSF/548Z8Mf1zNe3srLgbRoN6cQjdYQUJzFzE56cZr47qZf/KnDxvawQHdZO+hweNIpMa3I1vrQEOykWi6IjzrWhMF+O+5iRJqCebFMHGcMu1IiPwO6HaT1jogzMrxddL85BRw4gYcnuQraLiVRQDhLByIcs4nDMxLWTE8fxTGeEFd7ZDA0VoChaXM58wooESMS1IxgzatBo4gw5C9nSJyR7JJWx+6ZfDrNouApdNIo7PYP1677K4p4Ryvpc5LQ2k93ZRVeGxONnCfbXl5u2M+kXMab0fXScE3n0AiFLc/lb6yltb6WspYXFO7fz55/ezOWW5/iS+3nKSEihrNhxiPnR0Wvf4eefYScikv8gawmEWLB1gDnuOMsH47j0Euv6u4mP5kY2uzyclZ5EuMODf18fgQP9ZP1gIfbTCuh7SCSAe368m47yDna/JyqUK0vczInP5QLlPGK9ldQk6Wn0+7iyzkns/d0cXaXhvzP0uEelzacOLEKjaHB6k5k7N5epU5eQlWXH4SjgibqvM9I/gCe+Ho1GT2bGWZxhaeFgRhEbB9oBWF24mmU5y7iP+3DICo/JqxANMaHvyT/QMvtp7DOWUj77QSq6zmOkbyWTfF/HoH8DmIrb38lfLvoLVYNV3L/3fmY9N4tb3VcTrNjBdGDY7mBG/yrMNngh+yJWT1nAG4e60Uhw1qxsWgfFg+Sd9TThiIZlValc0NDEFV/P4fk7WugcUOnwQkjKY1PRqUzpryM/VApyEnI0SlynwzmUhzszk7aWueg8XdjtMSZH/FzQdoT+1NvZ3a+nJZjK7kcfQFEFlPXnQCW/Sn6MJQBJMCXjAEWFtaTH4IC0mAbgZp6mJ2Dj475S9BqRSK4YFFIlFp+TxvAM3MYa3m0/DTVbQw1lnKbuwLkvjZTHH0PqqyLU5cZb4yZw4QOU2EpZccphmpsfIDf30rH7aNeRd8kGagqAojxOmXkOiy3Tee7d+3khbR/bs5dyqGWY+d716G1fRlUVpFEqtimYh8dRN6GRQ8yWzIx1u9DbYnj3LkLfO4TeHsGQo8Vnd/DcBTdi/f/Ye88oO84q3/tXVSfn093ndM5RrW61cpYsWZYtS844gLEx0RhMBsMMDMEMwUOYGTDBgGHAgHFOsiQr55zVrdDqnNPpPjlXuB9KqIoBAj8AACAASURBVK2BdeeueZk7c9fr/alXnwpPPfXUs9N//3d/gLtOvMgppYLKkn5mjXaz3/lF1GyWIe8ECxwRXM3nr1nvxZ4xwimJuQNr6fIfIXslzZdfMM7YqJ/3Wk5xgzib/a6dNOXpFeb2vCmieS5IiwyKcXKOvImKwJTVhijkEu2IkEailQZymSJamUQejHM8WsRo8UZu6b+FPlcJUvMPmdEj80jdGp66/D0OsZS8QBU9oVLe/vCCKpGxjtEy7wUEAX6VHePP9vnCiUUICJSXn+HHk38g50UjnTkKG1eupb6zA8OQnphfdFEPAz6/QmTHLI3G1jKW9+sUOa7X9PUTXCtwOrGQJ+77OFmjidv278AXCVDZoyuM/KkxNEWg9Pgkaz09qFfGMCgXEJDzQDTjlgSqZ14bBv9byTuK5P8h2TgyxbrodNJ8t99wVYm4DCJvjIdYm5aY+NlZgqU7EIoNCNvj5N++jOHmX1DU+lFkNXNViQD0F6R4bHQdBkwk9/+SOuBzJgEpcxQJkZQsEnq3vigFTWRmZAkh73lAIC+vm6x8gXOth1m2dD9rPjuXru5/IRQCt3s+BoOLrvYvc7t9gl2AAqwuXY3FYMFtyOcmu0LmhW3YnE5IC0wd+z20QKToEJHco2QnAoybX2L82Es4vZCfb2AqKFHnrsNn9fHHLa8zI5RP5NLuq8/jV1YhTVXDsRCfwsqWcyMc7plieU0efqeFH+3oQDDoFmjGNO3B/f5LnwYENEWAy+M4mabVsHe1Ea9uQjEaaQYuRFK0nr6eYBzK5D5WOS5TeIWnKt/YyfX5ZrqiuagpfRMoMwWxx08zmHCRb4lhFFWWCmcZ2+LFaI3Rby+niUvkEeKHfXql/qTHRFU6wkTcgVFSySpwIN6ItVsEQwZBVYmILk6ka3CNxUlGcrFd9xjRH/6QQXcBHzln5fP5nXxyTS0NDd+6Zh31vPoHCoEXb8vh9prbEQQBc3U1qx74PFVnb+cHJ45TZQc10k8y+CMM5rkYbSuIutpJ2fTEryyAMTSC5irAsyiI6Upb2RtmH+fchWYaP3CWmCzy4fTXGHMUM+YvRg7uZHzJMBm7g8vVdlp29WBZpHCddoTwaAUlpmvbwLbYZC6kJJrHllIh64nkhvoD5Pr6GBvVrfK3TGcwFoCAguU5G9F3yYx+0gDtJZxTW/gIz3KWBs4W5GFQTSyKePgunwIg7VZ5LeDhgcILTLoPMhgzMGGZwB/xM3Cwg6Yr4/iG+D5Q9ZCQLJvRMnlYZSOoBhCzyLZBFp+c5IXZHsZlEZtqoDjlpTBRiLF8kLLyVmyb9a32c3/6DcVjoxgjabKSgPFtbAVHGgQ02cbrq8PMeNNJ7mQUc6f+7T1489PE39bx8cl7H+KJn36P/LFxNBfUrR0j2GHH4Z1mfTh5oY6NjRtofaiSlZegInEErbcW/NMIw7+VvKNI/h8RTdMYODuOQwFri4/k2Qm2F+iv77t1JVwMx3h5eIr+Pw5gNMQYrXgBzZBlzPhbLux2IhToKKr0/gVY01m8GThYn6Fea8CruPij8Wluu3Ivc2Z6cc/sBVdcI2IXKA7XkhJHkE06hj442EU604qmZZia2s/IyMv8uS5wrHeUf7z0XfwWhVpviEfqNvDTy7v56sGvMtc/l7G+1RwdtnL3qV+Ruc5BRhvBekRESINmhguXPv8Xc5Dn62NsuJKffOBelEyGebUtmEenmw4JohvRWHHNOVMHxxm0Znnw/BbiD8zj9TPDtMzooEuGX3U+zuXqUSbelqT+ayIqMrb+DhKVMxhVDNj6L6MBLpcTk5ilyjGJQZyeM5cxTa0zQEc0j7JAGJ8xQb/by/N9LThsSe6ov4CzX+HlCX2syRlWZnOBszE/f7Z0dxTPo7wvzVzOscbfwbaxesxjgwgZA1ImBqqCIMJeyxqut25h4qnfoZbX03FkgBOLPsQp8WE271zAo7tW45q5kHV1Ho6fvshSXxrvgX5+NWc1P/3gt3GbLJw//3lEycL20R4Kkl4uTdVya2g3opQhrpgIG3qYLJpBjjoNJa9p2sUQYbKtd1BXPt3DxGBWMS/Qky4Og4qWOIM1U0vSZKF03hCMK2gVgChwp387zupBZMXArmyGMovC6YEaqswK2ayNRcXnGT1+A0avDhM2GpMcj7pZn6/iNacJpnXkXra3iKAth7aiDUiHFdYVvMIWTW9c9ivu1wd2JdLT+bb3uiPnMqlslqFsjEOZSkTfOlzJAzD672Cy6rV5hdxQFZJqYWfNM5SlnXiyuQxnSpiY1L+L2uBM6iI15Ngc7E/lURW9SOH56VDhfbs2EzHZOFZt5q2FWeZ2qVwqEUgnG3CqMsO+bjY3zUKVzvDQLt1wfLsSATjZ0EzCZsOWSKC+W0aKaOQ1xtBUULMCCGBri8IMDcUmMegdYeXB54kf8OBY+LG/vtD/P8g7iuR/mASSAX5y+id8dt5ncZt1tFJ/pJ8to70s7TQQs0PxffUoa8v5gRVMgkiVzcwvnvw2d8STbKp/P5nYYcRnqhHdKtX3tPOVYYUVNiPvOXQM2+FzrE7rMXnFW8KcoiUkTVNYOk6giRJZj59sfISwHboKBVac13hsKENspUqgezEZm26pVyfrEXb1Y2rMkm0x09H5XZKpfuz2euLxHs7u+nt+41SAFt7T8AYRrYrrTp2E42f5bmEVcmQW39+hd6YLzR9CkMG+T8L8w0ZSX9aRO9mkRGLMirtCT+x6PCMYwwGUK50DzWODGOK6gjQ534toyAfzCB1pKzMzAhmTm7lpA2lVZsHJbWx5aQP3xjX2JfawZnwDx0ImihI9pAvLMY4PkSytBUHAEAtjnhgi6/QiO9xYR3qRUnFQskSHOzGib/daJEq9J4CMHQMxnk5/lDEpgyxauLtgGxWnupASkDVIcIUTMJawMtrhJGia3hhscpDg3DCnDut1K+EFNoanZjLqkZgbOYfosOJMCITDKTQEBDQMkSDZHD8JbBxbUcB1u49w6w/3UlQzmwPmRwFYHD3L2KDM+dEBTrx+CQE4DEx4l/FK+U1497zAHeU9jI/pbWL9WYHtA+vJyQZJJFUCjXEcw4X0+WOUqde2nC3xDFEqwHDtQQB6umcj5U9QZh+irv7w1eNuTh/HeMbJQKWXRK/MyIVSTEUKjbdexj1LNwJMYobm2hPIGiQHW3AveZmBTh0yfcuKzRw5fA+oBnLr9rAxLLAilkNx7SGyBx8m5tZbGrdeWocALOI0OaMi6n+wtZ0tKiDJK0RzP8rmpIl8YwunrGac1acYyraSSXpp8A0R69Nrjaxalk/yNM8GfkxatbC7aDcdvpPc15Olmztoo47q0bOsklfhi7tAUFjzm18zzbGgGwiKW0MKC7gyCfbOFml1LOFk8WpuSh5geXeYMV+Ww36NqGWIKXcto55Btr7vYSyiwK555TywcT1Oo5P7Fj3DrqWLWNTVSXW6GxkJAwpTU05SlyUUk0R/SRkkM8we6MCaSbDxtlvxFyZ45H87M/85eSfZ/j9Mnjz9JC93vMyzl56ldaKVQEbmni2P8PszF1k0pfCibRMbezZiyLPSYLdSZTMzOTRArKeDovFBNnMW8bTOIquGRbaM6zim1GmJvJ0StvR0YndeRxpnYCbJ/ANcf1FisK4Q74LP0PchL5/5qIEnbxUZzIPKUwJ5WQ9SsJKElGB5toHFeKnae5jcnxt5OfwFJhJjiKKVeLwdMX4zre7phOyfLt1G7ILKo9un+NiOcdaeHefujj0AJAwmIuUmMjW6RZ8z2IkctZEYs3D+mTp6tpZiOL+CaPt8YkM2LGMDV69rjEwiqDJGxx2Ihnwijh4mSk5w672P0VzwRZyRXgCWZC0cWfZ9xvar5MZMGBN51IwtRsraaPcXk/H4iNfNRrXaUS02MnmFRGfMJ1VSza6GC3ga9DyF8/JZjLEQgjDN21Xs0Hht6pvsZyE/t1bxK3kt+3P66R8uxJgAeUkWs6ywoHuYuVf6uff0+TkbKUSx2tGAqfgI7XIxmaCA4DYhxhqxaSLzi89gXu7mecNdjHh0JSO7c1DMVkyRCVagI8+MOZWcqa9modbDu7I6QaKqwVvD+jkzY3oiWgNkm5McxwgmJc2pS5NXeMV0GHOOKNI+VcdN4T+wcdko+4o05MJKKk11uNxjJKUkLyxczvwFr171PAsLeshmTQwPz+CpEx9EUUSMRl3RJ5N2FlijeL1DLIgdJd6r51kywxKx/ulYfUKFYpPGaFLgAeFVHFGZnCuouImJclTVwKyWt5iKe4gb4xyS47i9gxRWHKMkV2duFlSJanpYwwF+z7uwkGI+090OixhlbtFemmZv5Q8rr6ffe4aUYzVp+3K+0jWTH5/KYJc1DmdX0eSOM7PiPPaTnyA3nU/exEKWz34Zm5BiduQnhDJDZFNuWrpv4j5GKBE7aaOWZck4RYqR1bv2sGb7jmu+a7Mni7cpihgGxa4RdcKlKlAm1lKzso6uqnl45Ai1IzKeqJGQM8rc9gynyv349r7Ou30Sr1x8mmgmSouvhXe3P81jeX9ky3uXUJye4DtVHyEhWvju7I/yqQ1f5Z+Xf4zDS5eCzYyoqmRNJlRJov78f9xT6D8j7yiS/0GSyCbY3qsz0/7s9M/42XM/YN6+Vvr832HDVAuyoLHds5+vHPjKNQVvx19/6erfN+7XCdxGfHqxVbB3IYppLbecmEb2ZE2Q9DogMoEWHsS4/TiGVJZlf/9PCDY39dJ6fliSoMUqw3IFU4+I+TUL/sQfEVEpNQkI57cw5rLRl+vi0S99n8KvSggjSZwbJbqOLOasaKDGoycRrWSuQZ48eu5VburTq7I/sPYrfGLX9/mnvgYu3aeRMkiUfUmm/8XpLsqRcxV0nFbo3qyTPUYLykkVTtNviIYKfO4J+n3tEHcSDxYSWWkm4iy+eowm/tlC1XhyOM5c4040NIQryfBZTTuwY0RDo8PZQZ+9j6O+ozyamEncoyC9rc/Too5+BH8xFcvGueRbTZczyk6WUZvUlfSYtxVtuJeMWyLwXo3Ag+CLJikIx3ElUvR43ciyhOr2IRhFLMEIY91eMlET5Qu78XoHuNt8jvdUbiQwqWP+/SU9pH3FpPMKIdeOmEzS65cAjSGKuDyzgRpriA5jMQOigX+5tIK0akQSp3NqQk4RyfJ6ElUzee/Ic0hTXvbve5Dftt7Ha5fmcOjw3dwxuYWNK0aYcmeojFaiodEwYz8tLduQ3UmWhndgtcamrymAIhtQVQPr6GViYrrtrtUax+mI0NS8C7/tPHLCwHC+vuV0bsknOWli64DA2YQ+uZv7budQYTkz26N4R2OMbipnZLgemy2E1RIhM9iEpIkcSwiIAhQ0v0nlzJ34FD2U5iXCsSuQ4BJGeLN6GbWF53iYP3I3m1ETbtaf6+L3O3+CTIxYzge4bixLS0jFosKmPTFOWuYyMj6Pmp5baTY6kIL1VFqPkXZmmFAcNOVe4K4j3+ZBeRN/EPSmZv2mMCpG/qTeR2W8h7ypKXJCIeIWK1uW6MzCBfPCFDRFsXhkpLjAb9YIPHxa4all/0CbQaS0SQ/FiQj83YtZvvxSnGrfELM/eomJvAS7972fP136E8ZYLjOea8V24HsAPN71E8ZMOaztWccdc37BWGA50eECPKlpdJYqSchGI3kTE4iDHfxXyDuK5L9JRuOjPHn6SbLKtIfw4vE/Ec1GWRdcxqpEI1+auJf7+1JYZI1bh7K054eYUaanAM9O6BXgncePcH7vTnJtxTTXXnGkJY3nbv8AAwVlzGk7wuf/eI4Z/ZN0+9zsmV3PxL9kiH1OANFIuu0luKTHvu2L5mKpy8U9sAJ/1x08ku9DWqpvROZTMQpae2nyH+Ny/Aeku7bRVurjQnEeaYOEYzJF/uMmnFskBgZPkJBt3F12mWUpIzc426jp7GQk38/5Rh0mXBwPcGBhC7ePv45VSXC542Oc76/naHURYYuJlNGINZPFHU9xOXICMazXnEg5CmecLUjSHMyOB8kpbqGx/Y+0XDzBMtclQOT8sfvpPPxBBMGINXYKDT2prgoyRcbz1FgPMc/+Euack2RNEVBFTM/lk1QzyKYEnnAD87sepCk0l035q6gKB5nl0gsYl7cPkBNPsXDqNJ6mSdwLX0OoVpGkDDeXb2fj/q/yzL9mqexVCa/MIKtGknMVuqqqSJnNyO5cVFHAkcxwy7adtHSN4EwaEE+LmBWZPGLMbNqD2zPM6dN61mpG4x5qms7ScP0ZnHlBZq05hCBqGCaDSAbd+hcEAQMy/sFufjE5Gw0BSybL+1xnWH+2i+WXhonmT0OYLSLMibYCGtVBA3kTTaCa2F+mw0QLpkTGrKNsrnqZnBzd6l/ftIn35F9bk6FpMDpWfWUM0N01n/MH59C6pxAlKxAfs6CpEGjzIlg1ds7uvXpu+0vVBC4UUd6TpLktTG1Pgvf2HccYhWO76xkK+IjFckkkXJw/sI4NhgPMNqkk0w4up6a3rtIqPTR3ghb2oYeivrbkEV4rWcvn675GxGZja95KHmn5BlUrtnHJf5kp+03kplV+eGaaMNShwOygwkhZIcXjS6kwi9SYRWYZVmGbbCHdL2DxyMy4d4S7bdPNzvaPrUATFCI4uWRuIWnS5/Bw81x+veFOIjVObL4MKUx4KnXo+u2HNJZvFXAchLt4gcHOVgzWDP5IjKoxmUBuLj2GVWSCVg4sGSNhTUPYRfW51Sw0T2d6TJrMc1zPt9QkH942yuR4GrNB93wrh8xowFPX3cFTK2+nurOTlnunDbC/pUjf+MY3/ksu/D9VfvnLX37j4Ycf/u8eBp/Z8xne6HqDqdQULb4W5PYI/3Dq65Sk83ls6H0Uzf8dwao3aUkPMnukgoYpCw33z+GGphv4U/vzyNEEzotRjr/xMslohBW+uwkWtxEYmET0mKhvayV/chRR02geHMegqJyqKOS3t38QmzVGvqOLiyPzKe7SE6XlLzzPqcMxjNEMPX1H8dTNJ2zbjGbKYDgvcsRfyojbSY3cg3G/kajVzFCOCwSBpMlAYXjaAmoausxbtYu4r/Ek9vPzqBg/REVPF6H70lworKW6bYikxUJ7rh2rkkRB4s6xjRizGlmDRNBpRxU0rusew5pKM3Kly1tbZZBd9gcYkAtYEbOzqPWfqWo9iTM2iDZ5GV/fJIN5M1l+4FXGbQY0YxmSeoSxwigJez9Fzr3cZ/s5kX4LgiyTNGbpNRaSH6qgq0RElSRq1Lm4x/TCzdxkMcbkce7VNlFpCSAdE/Ek05h8GQyjMvFVKkhgHMzicV6ibqgH20kVg6zHfb5ws0SJwUsyXMwF2wLa62qJe3NwjA9TPzKJO5XBns7Sn+tCEQWqx4Lkd6RJLleZDJSRTOqJlYaGAwgCWCwJCgq6ESSB4Ege0S4rnoYBUiN2NFHEGJ3CHp7AGjMSLGuiKjQL0+ke4nYrZ+bNJeZyslWpo3HqDKZICCkepWjOENV1JxkdqSNuSHAs/xjeRD6ruyo5XtbNMptKRaqUgGzBaZ72RMbO5THZ7SGQzCe4z0rEmmRH5WGsUQHv+QTapIXRNi/BCzmMXvCSmbIwVZjhUkGM3oIEpeNWTLKIP2RmfiZGLWGa1G5sUpazoUJ64zmkfcVoJhNVah+rokdoMXbSfEGlwF/KuWgeQVOIYBLe395FLlNcpA4ZI/tqWxj2TLMS/7b4Trb6p1kVjrmbEI0N7Nytr9kuYYLjEZEas5HbhmWO28q4Max7/D6jiICIo7uGxOF95DVOz4Gmwek2P03jgzh8MSYlPQTqSYfxBoNUDQ6w+sQB5jZ3M2gp5KfCB+jNLUGVBYpzM0jjGQwTInOaT3Hf3n2EhEqGymZSODzC0YVzCOfkIQ+qHMjRi05tGY3bu8a5qbCDc8FCDkxUUOYIsyO5GI8UYq9ajWAdYZ5xiIBi43OOX/Dt+e8jYPaCIDDo9TNYu5hVxf+5niSPP/74yDe+8Y1f/rXf3km2/zfIQHTgapvSFy+/SGewk/Wn5zNSMsFHDO9mpOIUSLqlGS04xpKOu1HdcS4EP4EQFNiQvxbpmVPsTesFWgvybia+7EW6tgQRJANqMIsXHSXijqfwRZNcKsxBNonc/8avATj4geXsu2E9i08eJ1w0g4FuGyfe6kNVAmQi2/D3PEuRP8aZncvAPU1HHjnhpTISYt/sCgTBg6aGGPU4GJ0xQd42jR0zK1BFkXtju7l8KIhR3og03s3+hgrK60aw7m3k+EKZhKghxHSaiPnhaetOFSWiZiifjGBMpchPweJO3RsoEuopqIpSHC6n5dxTOK70J/mzGEcFZp49gzcYormtlaPLnEzkFmBNOdE0E3fZfkI6ITJwOJek3cr+9fPwKgk+Yv80wYt2tnqvo91dSwGQsl7Ckmzgw5k3McVS9PfkkxNPEXxIRnUK5P5EILyxAu36BDk1bYho2P8wHf+KX6dwf5Gd4dN6RzohnUIzWzCP9BIvr8Y0GkUjhqhplE1G6M1zUzoVxTghIk5BUfElpiZL0BCRO0poT9fS1KwXGEYvu8FUCIwQ32fGSg+awYDBlEG5EmRwpccYmCWQlVbT0agrYlssTqX9MuYJ3QMVNJXspTij7S4qnDvoqYthjJq57+yXsRnH+LpwkPF9P6EvayfsbSN/1VOIxjShYAFbuu9kShBZn3uU3Kohtrl7yZKh/vw0x5qY1edDSOnbzK7aKWbEPCz3DXNxQwLDoUJuiCWZn6PXU/gtcdrDeewZq8ZvS9Lj9mIIBlCiA5hydMh2qT3B9dsvEvVt4FiNkZW2SWCCZi7zmmEtimyiw1/Cko4Iq/K+yHe9T10dz/qBEN3mJFlrJf96VFciGiptQT00NqEl8Ak2HuvSv70TjhjzYzprsWjzYahYT7//Wfx9Waba7EwN27AmRSqIYPbfz0J/M2+aTtE1o4Ebm44wds5Fh72OTM4IR5kDwJiQz9icfI4DH69/huBOI2VnkiiFBi6Kej5z8y0brnwMKmOmJmaEVKrKz7MJMC4cwRDSaFPzSBVI/ED6OKIEDrJU2i/ivtKG+IRUzsz5vydu18dvTSXpqKlCHgrzXyHveCT/DfKDEz+gO9zNh5o/xMmxk4wmRumw9DPPZWZ+8V4U8yCibON30gO0aGcIVWwjZRomZjhFMjVM6JkMhvT0ppW3/jDjk+MEL3s4MmOKkgkdEfTi6iE+3GODcIznPnIDuZ3TiTZH3kJmr72N31i97F+6DuvBYUJFe7GyDzmZpfSGCToPNyK3T3saRlkhYjXjTGXo9boxWJZisDajZNoZTObRmZ/75xo17KEQybCJdCZI3GQgYxCJ9d+MoMwjkCeghfpAk0kVVWGMBlFMFlSTGSmbRgDMZgdF4wFUQWDrmruY2XmRkqFhDGKCjHmKGe16r+4Rj4MzCxbSNrOR6u5uvOEAGaMRRzxO0eAQ5kyG6rIycqMxSqzH2Xp+Of5AAFMmS9jtZrn3GJzOMnXJSblxiknbLYyY4jC2Gb+tkMoLmxg76UGbAtUkEPqQjJIHlmMi+W0xrCcFlJVJrBcF7AclzjXk0rq8HNfto+SY0wSDhWTSdqwjPahmO+axXmrGoxxdtpScWJTusjI0i53CVf0oN8Wx75WwHTBgl2NUdfXTmV/HYKwCJWKj5JlhJr0mlh0ZY03BaXonvcTQIbCCqqJlBapu7icy4UaYTGBKDyKujhIO65ayJeqjqE9HWeXPCRAftZEOm0iHzSTGrZRZBWaOrINkOVnVgTC0lLTiRVOjmOIm0ukiEl0Kp2Nz2SzPZ1nDUZbV7mdAM1K9r4D6AQcGVaS3II5xRhLTsIWsOxcpnWT7gjEm3Wnea4a6wiQGUyVlVb2sS49gUVSOBUrIt0QZTrrpiecg1HuJanmUBLJUWpbitz1KZMqPx3OY3utM2A0BhNoSHuw5zZ6cBXx8xld4s2YVJyoaMKgCD+5KUOQapT5nN4qSYv1kK4+dq+auURP3DGRxypARk2wKvq0VweIf4Q0VYFByeK3YyD/M8XAiR+KEdp5VsTwkbwWtZxKksnegnO9AzOpei2DNwdryIAYkBKDdFGefuBgKJU7lzWaYfLq0CixaCll4W98SzJysmkePVMY2YSXq21oUA8QT5zCZCvCl8llc2UprwMl3JwOMO81EF4r0RFcgy9PkpRZBr8OpMsXYVDGXRJ5emf/yFx/hzYblRHI9fLa0kNn5/zmalP+dR/JOjuT/oihKku0nPsTGrje4p+4ePjH7E2y9dQtGzYBiG+fOnCFUNQH2IQITd/LZfUuxhXTG3YT/DJZgFbEhG9oVJbJ14Rjb541x7iUf/buLybjTZP1ecuoX8+rKEVYnk1gvDpG61crMorf0amNPGq0qj2D/FLkHtrKi0My8+Mv055wkmTUzlc3HmGfm3OsLSF3Q8zdZh4esw4NmsLC2+lPkr/omBtGNYhRAyEMT7UiKgqgqqJIBg6KSNL/N2RUEBMFFKt6Bpmk4J7yImSiiVIlgtJDx+kj7ijAkp5XWuJTlcmEeO+fMIOPSODF/PgDF3V2oE2eImwxsvX4VR+bPYbi4mJjbTV+5zu90cJlOMW9PJGi8cJHUyFbWer7H5tQaqru66C8tJeJ00tTWRl2yi1CPbrGrg0k+kns/jdlNUFfFgj3fItI7DdOd/JDMUH8JiQtuflul9+F2hJKY3nRg22gmYrfT6ylh0tTM6ZM3A1BWfAZTYAQpFqYmfJr8ZIyKnh4MmSSn1tQzttRN/+JCzDOjjKWqCXvcSBkNxy4J94U4xQMDmFMprtuzi6LxGLN/GyOvOIGmweLJQQrCMarmXkEuSSrO0jhli3VkWyZiwiv1YFZlnBdPwLjOIDBjXTc3WTtpuO5aqpOxUy4ygzJ5Bh0kEVFyULJ9pMO/IhP9I6FLAlVvKQQGJKqVTupa2+ncdR0jx/W6C3NWImPI0DdzFuehTgAAIABJREFUnCGthmj9XKRCH8G6RoZ8KXKyNsryY7S+9XfYwyqNvfl4Mlna6h2Eb0szYLczO2eE9SWXmdCq8OcMcKPvHmpdV/p2uG5gSv0gBZ3rqbWNkzsiYleS/CyvnnNO/TtxJRT+9eRZ6l1Rpi6vZZ56ks+IP+ehK31m3i6HwvoazdjbuWX+/SyYPAZb/pmDgWfYbzlLRhI4nmtgb+0Mfu59BcFopaXmI/gLlhGZteHqdUz169GULLGtf0d9ZLqu6SSzAI1+SpBQ+KT4WxbbnuIe3sSXGqSNBsK46KacLCZ8BOiZb8RSNsJZUw6vmm9h1nHdYAqM1PHVcQc2LcOW6K1E07mkki5AJT90gErHHj3WhpVa+Q7SRW7MssoX/vBLCkqvR3M6EYCt49PkkH9Leccj+b8gqppBECTOnv0wP+06wpQMj897lImRZ7BechCLB3mg6PI151wIOgink/SU2slLRhDMEdoHGhh/y0z1WJAQJYyXzGHFUAZL0oSIyIGGKX4y9k2qlQqq1CKW7buIxbkAr+/zeB0BIjUBhtMryWIHycDEVJDkZAg1rle6ChqgyIhDE0gpPSmYKK0h6ytCdudQb1xOhcmPSbTgc5TT6u1BGt6CoOkKZ17ODczwr8bo9RIOD2JLJskY9Y9VQwYtRo8QJCNfxqYqGEyzaKqQweUlOxhFkGOYXB9EU5NoaoApuwVVU5ASURLuJozRAH25ViI2C30+D5GyGhSrAykeRpOMhCxGxkWBqJQmIxnwR/R4thIzEG2zYBmKY4/HObpkMd4pmbzJEaZG/ahpmZ6mG/AM96ApAvV5HbgHApiH9RBH4FNZxu8yohXJDL9VxJORD5NWzVw/eBJNELD3KhjiGifnz2eyohoEgXTGAggUFnfzmi1EwXAeyYhGwmCiq6SAbF4ei5a8Sn5+Dy7DIIJRoPXSGuq9vZi69PCEatWQNZh9tg13VA8ZaYpIdMhCqFQic9xGYSiOJ5DBuM5MzZkEQ7Eq/FUDeGeHGO7IQZ40kevpJDGmQ28FqYgFUpZjQ59kaOQejldfxFV5Gmu6CC2hoikBaipb6TSHYXgTaubi1TWpyUOM+OrJjV6gLtyNHDeSmYpjTwkIQgJJtVIeLWXFuUrMWjNBsQdBNWM3ahTGapjvibF94AsUjXnI9M1mdnYvqmLnXLEX3w+dDNU2Ui13c9o8lz6tlBsmJOyiTnmfVVNIggFZnYGaaaHDaGZt6DUmTF4WJgO84m1BwsmOPVHKUnnkCRaGElZGLqynLjILd6SOi6YeJmMustZJDtBLIpGLhsbGumcQYxnqDsikBg00l7TxoLiJC9ky3MPn6S1uwphU2BCctuRdnjoClXM501xArWclFvktcgp24cntx595iIsGvb3DOmE3l6nEmrGzUjpNtRzjidoP84nI8xxjDsWMksSKisiHeY6VgTa2ZRezKNpGoxZAEJ2Y0lnG0hXcw1t0UsFh5hMIlCIKMouWvIK/MYCrMIKSm6arvID99hn02wVK1S4e3L+dkTl3cqnQy6Z9cfLGM9Sv/NvnSIS3w0j//yDz58/XTpw48R8f+DeS8fGttLZ9nJycFRwaPshTExY2uNOsdeloKCXtRzLrRX4Xp2p54/KNfGDW8+wZq2Vb9wbmFu/GeL6Uu5tfw1sXwvVNC45RHYVkbnkvpsrr0DQNWVAYECepUqdbaSqhfiTP9KI5I/aQlKMsuRKL/ZNxL0k5imayslTKpzpRx/7hF7BIdkaSPZzyNjGeU0mzcYQi1chdmUVMpCYosOj36Mv2cWTwOQQEFvrWU+FounqvnmgrocDzBGqyTHVO1wxkBQmjNg1J9c2SsXgm6N9XQG95Ab35Yaasfaw7Vo89eW3fee1KOZ6oqqiiSG/dHBxGI0PqSWaP3UPE144pMMK8M+fQBIG2mlLmJqYobB25eo3e8nKOLlmMlJG4cftGXNEoXY2lnJ4zn9te34wpNm2xyV6N8W9micRzcbkmGRxopKdnHqVdHURyfcjjvTjSWVad70YVBF665240USSSGSLi1qjI+liy9AV9rs/PYOZRBVk1IzfXUFx8keKSS1fv1d09l6HBmZh7zmNKJrCKGeZU9+J52YAiGgh66umZeSfGcJCm879GNCcxiipkQUlfGxIB2HwDdLqd1HT6qXPNJ6SaCRtmIwjToZACo4BXirLU9TGeD/wLRrWfocgBYrllpKJx/Ek9l9LgGueYy4hz0EuytAZNMmIZ7SOlRbCnDcSsMh77uzEo02tNFWQm83Wq/dzkEFaPl/OFbgrPVpNwTz9385SbzLjKYJEPQ9ZBg/kgxx02Zmk9LEg/hDx2juHWF4lWpIm6b2SR75bptWN+P7vkDXRP3gHAGqcBxxUS0hRZwlmJqKJRY5FQNI03wzJB72HOFJymOSHy0FgPm1LfxmjtJTT+JmvaBkjaCtixdgEfEF4iV4vw7pJnOVGrh4jykyoPnn0TZ8bMhqSevBeYAowUmB9GEqL8pugOnJH7WRwQsZk/x1lvIZ+v+jqvH5LRUCk1v5sum5/y1DB31/4rcYuFzec+hhEZ8QqDc1I0Y1X1dXjA2sJrwVU4LCJ38BbapSl+1fIQY7klXPb5+ZD7l+QS4Am+yqQwXZFv1yLEBRcr5V30hRr58QUbxUmBzopdrHrk63+xXv5PRBCEk5qmzf+rv72jSP62Epjcg8VSjMVcwIWLX2RiYhuaBkNZgZGsyM5YMZ/ODWM1TCe9XuB+xoIeal6/QGF6jO151xMw5VKd6CYpu7hl4i2SuSL5yRj1bWFMsp5SFd0lGEoWke3Zx9icG6j2rWZUCKGFtlPovufq9VVNQbxSRHdmcjfN3hVIV+oqTgS2Mj/vpr94jl5hkFrhm/zcdCOpviD3um/CY/TzSmYLMauLD1+p2e1InaPWMk3eHstexmGsQ9NUepd8nd2uCibjOTTuPk0yYEZJG9DQaKuMkB+04A/pG9vuuRP0FUw3J3ri1zKXCmv4961Ls5KKNaPSVdHACxvejzPagyX4NZYPXU9+Rq+VueX1N9hTWcSign6W5fRzans1zIyiDBvZO7OUmFKH6Mkhf3SEmR1tZD49TkTJZffpAj764mW+9tHPkRcOclfhHzkxspZJ2wHm18ic6phPn3mChlADvc5ejKqR8nAR1lSW3P6TSKKdvvq5tHpbcWadNAxK1FZ24WnWQ01Z2cjhzhWsbNCT5mNdRaSNOfh8vRw8cxep8QlKRnuvPKnGjJoBKl7OcmLeY0SdFdfMw5IjX2PXeydYMeXG9arurUQcpXRV3Y4mGijv34bPdJmTFatZWaCvhULzg2wOfoKAPJcmu0yhpHspmqaxK5pkjftrPG3WQ3LF6T4apaOEBp2s8XXSayngu8ICKsXpcezP30/1SBXNIzchSrqxoAlZVFFmKu8kCCpG2UT2CkTZikRGkVCkaT4oQQN3pJ6Qu336f6rEusQ8SgwGbJOfZXS/SnoVBI12Cgxxyh1VTGX/jpihh52BAsBAuUlgts1AlCSHwpvw5LawSJ7uu7ErkiWkJXllxj8y6dZDqB8JhZnbdxfnEhuY0f87CrpP8tbKL3OxPEtDSmKt+0nWznv6mnk3J9r50YmfMiHfzXK5FqfmIJR+Dpf9EHtzlvLYnI9QmFR5ZV+MmDzFLhWsZfmsH53mEftEY4p0ppe68+d4c83d2IwyX+z9DVY5yt0Te/n38oOyh7D3K0QEOz9a/m5UcTojYZJHEVSBtOkve7HXpi7TYanjXQMZ/v5CmuHmX9AWSvHBR1/6i2P/T+QdRfI2+a9QJKqapbPrn7CYi+jo/C4WSzHZ7CSKHAdBoCM9h1rzaQBGkl4KrXps+mF+yy3JVzgzPJflx3eSEw781ev7VBstUh3GZIydtkF85hLmSvVYvTUIBgvZoZMYi+cBsCWzm+Wb/4Sx+gaUmbdgF21/9Zp/TVqD+2j26t3qNE1D0F6iyPoSm4Y/yJzcmzg2sYVLSi/ZonJyezrZUPpRjOK0hbtp4JfE5CApu593F9zNkbwwn5+jx64/o32PSNhO7gvDnKwJ0Vqj8xLdtaeIsD3LzgU6EKAmWUqvZZjckExe2MuUPYUjKeFMGvEFzexdUE0gt5KU80Y0Qf+gfKOvYEnsYUmHHdFRTdV4nCJfK7cpXXRQzbGyYoS+AJOXdEWTXDyKQy2lec40R9RmbuVYKoelmXF+5/4wAO/a8Ry+QBevLbrE/HY4eoUp35FxEDPpYbOSWAlG1UiPqwc0WDtwI7tLdiELMo8/a6ChP8WJR2sonnktxUhYFriwrRLZoVu22xoX4h0b4Y5tz9MSGKN20TheT5JjoRs5ntK5kcKGs5howCqbydDHwfpt/P3g/TTKjyBLbp5NPIHMdF92owCrnSJWcdpjGaSLEvS6jxRZRsQg/aK+7joM054bgIUU3skg6zvewr84zvf4EGnNgC1VQMaqowK9gbkYZAcaGvOWfJJMyszB8fVkFCPutAkpPIcp/9to0DVYn52Diz72KGFGrX/ZubMpVctiyggrJ5lp/zoHAjUsz+u85phQ9gPElHdxINTLqCfKbTQSE5K8IR5CNko0jFxgufeTAPQc/zfO1r6HTteLDDsPYZZMnCnKcF2rxqfkFIFjM/EEO3jhxod46s51186BkuaLvb/mhfybaLdXogki3+r4EfZIhonIPOarRj64oImQa7rgNy+wjfv7JnlfYNp7+k2liYVTMk1hPZowmh7g0MhLhD1ufnrfp68ed+vEVtZMnuQPBbcSMrl48eznKMwEOG5oYpO8lgM1zbQVV//FnAGY0ilahk9iK0sh9Jp4r+VpHvf+lD8eVtFcFxia932sESdL7zzzV8//j+QdRfI2+VsrElXNsP/AEmRZD8OYYi4yT9sYX5nLvaF9HPWsIVF1DoOiEujIZ+YzQYbW23jolp9jHgnzyJtPIqn64gq7/czTyuiMXDs+XyTOnNy1iP4ZhLMBjo5v4l0Vn0UURCLpSSJyAI8pn+jQQdwlKzkW2Eyps5lq+3SPkF0jz2IUzazIfxe9sfNUOGZOP4Om8lrfj8lqujttEEy8q+Kz14xhPDXKj2InmBU9j2IwYlFT3F/hRWU1NuMLvH/uLXQNlnDHoRd4ueh2pJVFjDg9GFQFDRnlisJZHf09bcFtfzGPTlnkT93fR1KsdFtO8JnyZ8heoVLXgKRzHYqUT8p1w9VzFh7/EccWfPqa6zSef5qmtIkNTW9QOZxgb3wVDkcnnbsrsF3J+xgdWRru7UIyalykke3jLRzNvxsAScviljsICz4Ugw/PxFky5+w0+x+n2z19H0kRUKRrvx0lWUSi91OYPUcwF76FRoqPvVVHh2MO5/1+3tX4GjWF7fx23EpbwkQyXs+s0UautyusiQepUH9P/84cihaHkN1uDkQ+Rk96Li6ph7HJV3h+9ShJS4am0WUs77kXjyPEEjGPlDbMYMZJR9pKrqWDxeYqDILl6rt9wv5rHhuowpg7zfx03nuKX+Z6mTnYczWkAlCoeNkgW3jaPK1UapQOMqKVfqGEhvwt3Dw5xHesX8EaHUNUTNyePslJaw79wjSTQJ1cyDrpp+yY/AQxSihxhxgXI3hVOy1KxZX3qrHNeJYBaZIbTw8g9R2md9GNLPXeRVpLcLLnLNc3/QqfOkFYciCpKhedlXzL+SCrdmxlXckH0DSNmEklDy/n+v+AKTvMWEs+a3Pewjvl4bQ2A+fBC2hBK/iTmDtE0kYj5uy1LWe3L1jGdz74ib9Ylz++9B3WDx/m+cw/8JV1i65ds6kYUYvjmv/dfmY/heFJtlaM84f2uzFrOkrr+lUi/uF+Prn/OMvy7wRgQp4glZ5CKQrxZL6VvZU6SKRscpT+3AIA7u/YxBPD/8znah4jFXCQG48wKjp5YNNL/MPHHqOvsBgEgabuMyiRH3PrkRKuK7mXkH2QIpcNZ2AOipCle97XIDvCwN4y3vfUbv4z8o4ieZv8LRXJxMQor7/+A9y+fUwEZrHUeJTZ3f1sn7iLNTmvIkoaCQz0v5iHpojIZhFDWlcaGxuWMFpsojgwiM3gxmTOo2S0F6npTiq0IoyiifTwCTK+KhQ1SyQ7xbHApqv3zrdU4LeUcTlyAg2VlQX3kGsu+osxbh78FSk5RkbLoBrs5LoeICH/G2LCjsPgIZDqueb4AkuUWmcACmooin3h6v8fVbpoE73cNfo6BalxyHPyZt4qHq//F3aYrueXuTqAYeXpXk7W+4nbdE/o26eCpMzP8a3GhzEoYbKSB9/os7x34yX2zAswmpdkQ3Al68aWUImOrFGAHQUGWg3/RrpgHweEVUzkTFPNGVMXsUY2UZg5zZqhWfxs0Zf+6vt5XP0i3oFJvu5+gqDHx6KuZ7m73cZ4/wlyZwR5etbNdHp1q9EsB/FKSYKajxf3pznuifKPLTps1p0I8XdtHZgI8a3ibRizo5QlBCbcK1gwFWdevJEnfa8y1f0FUPUN3F44TnzEj5MEb5i+glXI8Fj6hxTjYoswiN8aoyNRhZUUK8RL/NL0PVRNpD25CpNoBPUTmEWBiazKlvTTmCeC9BakKCqewwOTt3IwpjCpXPvtVhgFZtoFDG+DkWa6X8Xv/wOOvDQZtZqg/EG+1STzYuGqK88WZUlnG+WxCRbK3bQk9UZk40KYIXGKkOEwXYIeNlnAGTagb0Ld1mL+rvjzNHYO8O+lUS5hqVxPwnOa/smfk2/6ASbVyvGRV5hM6QizW0rfhUNK0nvudxTWfQnR4qZH6aNMKCKY6iK77yke/soTNAkd/OziP/KRxsc55ZpBSjTz/j/9GHc0RKG16mrY7g3LaRLnzmEqDPMpn26oxEULDxi/ygPG32PbaOfLj36RBza/RkEwQNpoYkmbHiVom1POD255mL6iKpYe+QmO+ACuqETZuAGzliXHlKTAM5cXy1bzxjx9jQqqinYlxNQ43MPSzlYENDLRTqwO3WPIiWSoilrojbURtZswRUOYPWnc/tXkMYPmbN7VOXuj2MB3Gi3IAiAIFEbGGXFdQcOpadKimbJgkPXn9NCXMHIYt7OCkKOQcbeZvtxiGkIbaRlu5npWX/M+0hdeZf+aXsZHyrjsN/L0577/V7+X/0jeUSRvk7+VIkmnU/zqx18mPz5COuMnKqh8zPjM1d8Tiptj4RZW5exDyQh0b/aj5GvsKK2jZCpEr+hGkURml7yHeqOepEwc+SnK6FkCTdfjzJ1FymTgcOBNVPXP1tPbugldkRrXPBrdi7AadAjr8YktLPDdjKxmea3/SRRRQ8uJ0iepVAaaEAQJR3SIiCV5zXWKbbXcXNSFyXCIX9vm83JqA2OxQj6eHOQFk49+k160ZZfjNKS6uGivIyFYMNo0okuKECJZyowT9Dl1jqyi0VFubT+CANyfWo7B/iWOG+7l04v1fMy7x95kXnc982K5uFTdapv0neeJ2UmOaCtJShLNIZnF5ld4xnIbVi1BRk1jGfs+tmyAEsVFtzHEI94MrhEnO6Ne2j3LGS28HkmJE3UW/tX39uDhLfhHz7O7ZhmnmpcAkJ9I8cQ5haJMmKjgojKRRCDFcwVmXinM0OkvueYa1/Uf51jhLBYNtVPbXoALkZ+SRkLlbtdvORm5jf/V3pvHx3XV99/vc7fZRzOj0b5ZtrwntmMncTaTPWRpSEJDoaSBUlooLS1b2R7aEvp7aAsU+JWnpdCyNDRAwxICJCEhZHfiJHa8xJssW7JlydpGo9HsM3c7zx8zia3ETnFMZCj3/XrNS3fO3OWjc+8937N+vwdIInD5sv7PXKk8h0kzM9Vaf/s/UOJn2EQo8GPjb+gRU/wk+2FGK+ejAheFVWLa0X7wr3ceJkA7RbvI2eUYa7IuSJhxJE8WHCQQJMuVsVrB9H9b78Bws/zZTJB29UfsEMuo4GNfWePz6z9OKl6bfSSkRAqB4pa4aN/76Q+WuXLyavyNNxPf9wRvUddTksM87duIRpJr5bNU7Tdzx6IJ3j/yOZ6Z7mK7fy1TkV6anBxvsG5k1A9PdjzIHx06TMn5YxyRQpVxHhr7b6arR6gaPpqzBfIBPwtSGfI+jTMKAZov/BgAs5rLmy+KkPYpqI5k7WCZi3cXmWzwsbvLYMOz30JpC9L39CEWH9mLsvYWRkMKu2c3sryYZtBoIBgy0Sq96OY0+1o7eXDx2RxevRJbq7kuufuv3kVD3Wt0LhgiWqqNmTy5LE7Wd3RiSD5gM9hRYM2B2ItpW1eex0MbapWPGzY/gBk7iMxVOBQeouewwqrBMGYsidnYRnhwF0HbxlYEZt3orEyVuP3mW3h68Vo+uatC1JJ0llzaK7Vy+F+b+3m4u4s3hb7OOdl9vLnlWzRVXL64dT+LCi1sVw+yQxvGUqro7tFu5WO5IBViqZnEMku4hzeyJ1pm+1k1H2SL1Ry3/M0Xjnvc/4RnSI7hV2FIyqNZvvftD/P28p1z0tNajC8mPsBbi7fz1chf0LdjAddq/4dFjVuR0sAlTN6+Afzb2KRVaZ/+CI8saOPcGZtftOq8YcQiYlYxhIEQgk1TP+GgM0azmiRXHsW9oB1t1uTs3lm2b0nRXbqMVYmaU7jHc/cyIEYImDFipRwlO0c1kaAaj/NE1+NMBqtcNSC4/jlByyGTQwtDHDkzSHBphfW7pwnpH8JmFd8jz5dwAYEaOIRTbQXXz/lkeK/+r/y5/SFu9O3ClCp3cwYzF9bWbizacyfnlRP8eM0GFmZHmBy7h47CMs6tG8FbKhsIYLA/rHDr+UHsekCuBZkZvrm1RKnjaT7e18fzWt3pnjvGqFJrYWmuy0fzn+Tzz74df/v3eHd+govMPB/sVinhEBQwK2zCiuRWv8mXC35WD6/noYtr7tQXzD7IbOUJcs1/jasYNLizZJUY/kqJd971FdYnX8+4Ok48d4ivLn+Mb0wWCcoSX3BvpalzjG82/wEjseMbpk9syXNTGj5JidVS5UZgSGjcLg7wTvdxLgr8mC+GF3HF7EdI2AkUCjg04WDS6XsHqsjydP6tPFd8E7qACyMKUaHwr6rJvWeE+Ng4XJw6OlDbH1GQ9ijLy7W8eVId576+Bj69r9YC/GF7jsfjd/GlwSeIkOeLLX/Ivy17M+tnnmNPYBn5QIhFU6P0TI/z8PKziRQL5MMReqb2cfb2/+DK7VG+csPvsn3pSi4ezfO53RIFwY4GhSV5h4ArGA7AvtFvMV7JEHcNXN3govZbuKcryL8sq08ldx1uf3CQFbTx3PTPOZDfhtXSxlev+SMWHh7i2oePBldzDB///taP8NG9Dk+HFB7tNjhrsMqlu2qVnYqSIZnNU4jMnbZ65tA/0zhygOd7+hiLGSDLaK6foHERZmQVm5Zo/OKso+Fyg+USpUCQMwZ2877v3877P/BJVNfhX/7pNromx3EFPLqyl4qqoGsm/3HFOAh402Nh3rTp6AxCCXzkLz/O7t7FrNnxMfa3F/nzbIKN0R4ad4d5+KLXs/6Zx1k4Msg9V76Vdf3Pc86Op1g3OMwd19zEf15fa0X9xQMjPNEXJxfT+OqmCeJ6zcBPixwNMsiT+l4usc6c8z+7xTEGopKNej/NbgOLZy2eTNS6bFvcBiaVLIrj0nmolXJoGUH15ww3+VEcg/j0YjKBO/jbL/yYV4NnSI7hVA3J/T94FB6/k9c1jFFyzmN/689pK03QU57m2rVfYlt0Oaq0CVCmO1Xl1rFHaJW7WD31Bzi0UI73M3LOZwDIDMRo3v8XLNQX4SI5UNnPEv8Scmaailui2f/yRVRboik6SxqT+hSrSosZ0kf4Vuu9PBvZ9eI+l9uCs/0tOKNJ7k7s55Bus8JJ8rw2iUDy7nKZQkljauQyPhH5KTGR58+rf81HWM9Xw9u5t+s/XjxXc6mHK6au4nV2K8/6d1A2FapCZfOC5WztqfmkOnvHNlbPHkRH4YGOn7NSTtOcvZlL1/yA50eWkD9ce/aaiPOjapQPqWE+tL6ZmXBt0OHs4T1kmwT7g8u5Tt5Ns5zg0J4WnMQSZgPL+MC+CmdmXd5Nkd3UBmeXRYb4cOSf+EhDFBO4JGxxVYNFUIHH8xqbpv1c0h/jnkVJ1PA+3hyv8gP7UvqjfwbA8spmrv/2z5BWbQaRP1Gh7/phNL9L06RJ036F8ZUumbjBVMHPE043Q9UJytZK9OA7aEnfQ3/7zWSNIJ/akuPiXK3GqYoxpAwSVn9AWP0J48Y5ZMvvI+pE+UHHQ1xRepSGzN/xtLafiAwwoI1iuD4i6mourkdU/Ocm+H6qNhnhynCJ35UxdvsHeHP66Oy4D67x87ujFhdOO/zXAp1/Wezj+9s+i6NNQNnlAfV1/GDlVcwGI3Oen8unH2PJ3im+te5aPvelv2fxyDB/9DefYaS1Y85+kWKBfChM2JL8444y/VGVO7t1WmZS3DoV5aNrAid8R1TbwtFqrcxQpcLZ2x7lsfPnDmJrlsmlT91HoyzRsn8/T6+7hN6JMn25s/CrFapuTfeYvYtEYSOabzWIANKdQfOf/2Lo3xeRLmbxHvTQdSBUti30ce85NaPmM23OeX4bt977Xb5+/U08u3YDmmWyfttjbF95HrpV5W8HP4F8yM9E9Gh+xSIRLHku5z37NXzW0WiaRT/c9idN7Fz0Wao+/xwZiuPg1l1FN2VSpOJNvBR/pcJ/fup9PLJ+HR+N/YDDlfWMm0uYKaisb7z+uHk6XdiEvnszavoQodf/I8NyHOk20WsEkUgsHKqOymPlPJOJ7UhhIaSCVFyQgkTqHCw1QDg5yLs/+ccnvHevhGdIjuFUDMmnP/R3vN21iIf2MOX+GVPL7qDQ+TjT6SuIHbwJp+dOfE2P4yJeHMCcJcYPeTNhC95Q3oQvtBdFtYiMn0u+7Vn82V46t3wE1am9GHlrhu+UHuKp0Dpu03roRUWSRnB0MVRVmPikwYB/mO8v+SzL9CL3VXzEyy6d0/qfAAAgAElEQVS7ffrLhR+5ifNFha3hQ1SjtQVmi0savbPdXKpuZiB7DVsTMQbiGymrJXRHZ930OnSjhFGqvQgx82jzPtN+GXfW59ZftH8HZ4wdJCR9XG6tZDhxgMhZX0YIyWFT4ctTPhrznZyXOg+A/XaSPnWaaTeK2zHMcNdqtgZrK5cvOLCTVUcOYNkWg2MxtiSXoiuStygl3uF2IICnVnyDTw1cR8kOsbZpB1cu+0/ylsG1I28hOLOYp9ue4otja7msayMrY8/zk8kGBkPjJDWXtzVWkc46pqpNbHDu5XFVpfNQnLFnWlBQ6W5tZ03iEma6HuNQbDujBzcwo5Q5N38m/7f9DhqtGJ8c/VManNoA67hf8KYLVCp6gHOnK/z1bvvFLoqX8pVFBt9cqKG4Nh/Y+l1y5dic37ucJFdaZ/Ifi1QeaMvx6c33sNu2WKiM8GnrFjrVMc5P3E6WP+W7Z15IQVc5/8BOpBHh6e4Fc87VJCcpEaQoIrTLES6XD7BPrGAxA1zLT5lyWvhq7oO86Yf3sXx8D3ddcTWTkV6eOHM1jWULS1UpaAJXmduNCnPHBl5K69QRfu9n/4VumwyuWM/d5798Wvn/xIbNm7hosBMfD2HnB6g6J3C+obWiBy5G1eYawKJP8M3LfGSiQRaOpnjLJhUh4YUAli4O3z9PZaAnwZo927j0uftx9UvY1zLF8gPb6DMnWdSfZ097I+PxCCtHZ2jLmWxd80HAJbHkQSazryew4CE2Tnbz04vfgKsKAuUiidkUE00dXLT5IQ4uPIPJxib821LkOxK47bUWYyid5W3/dSc37n+CjC/C4+f8IY1KzSNvVD1CufAzyp2/R2u2gbOCKluKDpn6WNjigTsY6jiLhgoUwh0UwnF2rwty44RDc75IvzNIfPXdHNz6ZmZCtXguPgvOqcyQaH2CW1d9kYsOP8FX/+RvTvq+gGdI5vBqDcnff+oDbFq/kquNu9nkXsov1Mtftk9QFmhjjEGxhOvlXUipcI9y45x9LjIf5cK7NnJ+/A9Ql99Lrqu2psC/vYHZ1PU8687yEf93EcAd9pV8wXkj6zhAFMm+hQ/wusIatsg21KkzaJdp2kphHg9nOUATCBu/mkEmnsZorPlUYuL15DNHB98UY4rggn9BHDOXP1nuZUbJ4frSNOf62JBefYxilxc86QyHhtnc0810001cNpbnsu2jLFXDmGqRBxMbua/xMdaFbN6SMNk6G+U7BZsmJ8Q/jL2LsNnA3YFnsKpBwrrLcHEdP3U1pAD/Cj9LylMsPXCAcLDW4jCqVZonpxhrb8fVajW8djfCxe5SKp33sO15nSczCY50ns0nfSod9tyaN0COErnA19nk38PWyDLeOXkTfdVuHMWk2PwcgdnFCFen2P5j1IM3ExbHnyrt4qLU86AqJphNP46rn8NsaohMcTvv/8Bf46q1dTkL0nl+f8ssa12dXiWEIyUPONPMVKapNk4iRf3/my0ghEZT9EwOxPrxZ1Wi5hjv9P2YBllhL4u4n0twULHbbDa2rOOjQ1/j/1n0PvZHe+foOzezlXekvsOn+/6SUaXW/SOkw8f5OySCz/EJ3ic/S/dUikAkQzBQQAhwXYGiSEwzRMvIpUztSZLKZcnJArdfczNaMc1Zu5/h4QuuYcWBHfSMDJJt7mRg8Vr+sd8mHhpketykWVvHzrCJPXgPy7duxFp8MU92CszmFWxvqPLswrMpHBMqtqFYAitHNtb6Ytp5+yfY2p3A9BlseOZB1m97DEdR2XbORYz2Lebsw8+xfNsWNvrOZk26NkjuCgHLmxlWV5FWJZ25RfzowjiFUJiW6TS3/uw5dH05qtBBqi8GJLMVuOOSCCNNcytdnZOz/N5Gm1ipxMrdX2GgscJMOEBEPQ+r4UICyQFUYxqUIum9eYRvOQd6VxIsbiXfkuXuNbXZWKrjcMXmZ0geWUC2cQx/bwohFa6cfIzLqs9xu3UVM+kzSMhzcAU8t6BAKWRxzkCCe88O0d9lsOZAmr8a+AKD2euxlSUvanSQDLboPHB2kNnwXJ+73fIgb9v6VdzNKpONDcTyVfyiRHB9E//v0vcQtQv8/eYvct3fvHJo6RPhGZJjeLWG5J3f+xL3Nr3uuL8FnRLNYoIjshNLNeb8JlyXpWMjNE3288S6uTU0XzGFD4tVwQGu5h6eSl9J294qb3AfZIkywDbfKvJGiVWlfj7alGTM9qOOXc1N2ybYcf4aYrNZLnjqGZ7oWMM9Cy/AFUdrb4tEmdnVDkLaLNynkpg1WOV/kG+K80nIAjdrWymWzsIigq0XsFwdI7SHKhEkCueZE3TqW+kQ45QIkGSaG1d+gG3J6zFKz7Jg/FtcklvOqH+YMSPLEf3oYsIGJ0RWLaK5Ku3ldj588C/pU0OMKCkOapMsy7Swt6xwd1CwOahxQVXwqaFHsPfdw2xDA7mGFrauW0nVZ2BUq3SOjjK0qDYTJuAaXGytxFcOoGHT4A8jJJQGH2a6nKJ96XXoxlyjMmMWSBi1VkRKy6C5fuJuPVqfU8JQa4XcPnWQkZFN9EZXIaJxHjdNFpdVxkoFrksuoGim0J/4Cmppro+qkeZWZsNRPve2dzNyTMyPDc/8gvXbHkNHody9hEoohHBcjJk01XKW+y67icMdizDMCm/ZdTfBvJ9Oa5gGo8h4PMJ4fgGbFq+kv2nhi+fUpMUt6f/md/qf487VF+OGTd7I916cgjGbbWV7+Tw2Ny+jWzlEPyv5o6mfElCmSCYPUTh4KRvlGFcvrC0AdKsCxXe0DCinfTVHjgWdkUOdBAtFei4fwxcz2Wmt4tnZq+g7MMmNDz5IZHYGbfkb2LKgmwvUPnBdfph/nofjEZZPDHF4XROPnVmbrn3FtlnOGU5htWg8tLTMuTtCXL7kTmbbdxKggmr5aN75bt7TsYL9rY0sHj5CNdDA4eYwumthKTqrc/18fs9n2FtuZ2v3an7RsJ6RZG2Mru/gHqYTLeRDUa579C5iUqe5tIhApdY97Moq0hrFrm4DrYUnYstIr13AQLcPzXZZeajKrl4/jiroSFd5wzMlFpQPUzSDuEY/hbP6mWhczlPRlcSdPLvFGdjq3NaS6khufqrAUyt0Rhr9aLbE1sQxv7u85+HvoYTbueOMC5mJzPVIoEkLB41lhVH2Rmq6G/I5PnTw8yTCo3zN/SDb+45O21cchzfu/hFbzjgLEx8ZuxHFttHtaWYjC4gUs1R1P6bPT8/kMDc8/F3cWAt//dl/5tXgGZJjeLWG5D3vvA5l5eXsauyip5Ji0eQYs0aUcHqChtFBNH01U8kGbDVHxMmwu6UbF1iZmUL6g1h2iVjhXHb0hHlsZRRHOLhaBMMyMTWdF2OXcvz56cFqCVvRaMlnyBsBssEwUlFQXId33H8Xi4cO8Lm3/TE35e6ieZfLeLgHn1NrdbTLCZJWGKXQTpdvG9urV1O0GylED2D6p0FCRdd5rmcpe9sWsDBzmPd85w42qFv59vobuL95A9OxOKloI7cO/oDrM9/gh+kGHlui4qiCqOPw4UqWXnslt6c1Vm87hK5E2Xp2H883HSRc1hCHP0yTbdBpK8RdhbxwiTgWmllk+f7v0Tizm+GuyyklzyAVXYSlmGQa+lk47NI3eD+m3sjuFb/DTPMRbK2MX+pUhEXciRDOrMCqSHoP3UfnkUfINTZQaF5L16Ht6Gf+PnqyD2dmiL3jz5Ez+2mvlGlsvRQ5/BSpWJR837nsjY5wRO4iF21gyb4YPrvm70oxViBjazADB6gEXQL5IvpQGrMjhj9SYcFZzxAeszi4aylTDe2k4s1sWraOI7EktqrRNj3OucP7aMrNkDzwPDnDzyMXXsvevtp4R3J2klIwSFkP0W0f4nLt51zMI2zlbL7Jn1AkzA38kAvMjfzYeCMX8jhn8vycZ2P7eJKYGWdv2s8zoVb6RiyWHd5FIi8o6TEWpAo8v9QilivQnnHZ2yG4cbNLyadwKJZkojtAvC9L6/I0SoPLS7FtHdMKEAzksCyD1FQv2WKSI6Ur6W9bxKakn4v3HOK81BgXqgmMjucQjsGQ9HNHoosle5tImCm6mweIL78X1SjNOb/M9lH2WQR9h4kNX8X97s38W28MJFwwup8rA99mY8OFPOB7PYp0EIAjVIR0iWVnyNRnqxlmlWu2PEDvrm3orkVj0GTaijCitxKkRDI4wVPqRag9NprmsGn8HBqMHMsig5wTHWRk/BZ+sj5Jya+g2ZIzh6ucMZ5jc0+M/i7jZfkSKZdYO/A8mZYO4ukANzy+m6b8DobaruQ7l3Szr6s2RnPN07uIl/3cdcFCKr65xkeXJm/j68TcGe5RbuJGfsBZ4zv4ReRKHnKuJB1JklMb5hyzfP8OLt94D1FfFl/comSEGT3UwXNtZ9N/6RoIzG2pbHj6AdZv34ir6CQazuSPv/Kpl/0vvwyeITmGUx1sf/9tH6FaXkYTWcKZKXxWG41Fwcp938Ffrc3smA342NveiCIl4WqGJy9YSoO67OhJJOhWhGzQRCqCnBpmX8JiQ6mfh864AlU46I5NByMYapX7+R1cFJZmD3AwtACfZXL13mdJNcR5ovdMbFWrGSTdQHNszhvazdKJEYTVScDK0d8ZZHd7DzOhBir16G2GbXHV7meIqMO4apifLrqSkjG3aydaqpALHh1M/JO7f8pbH/gOQnORtkIl4aJ12dgFH9G8g6FXKU36cG0FhMD1+VFWXImv2E9uMoWlN2I7Lpu6zueu1qVcPbKNK4Y3k0ksZW/PVfi0o8ZT4LAs8DAl6WeiupqqjGI4Wbon72JohZ8pXwdIDSlsfFKjtdjNjKOjaFmShk6Pm2C46GdKmUUqDj6rgl6xEG4blhHGVUxKoT1UQgVeilGRKEUX153BCeg44dp4hj+rUg1Vkdrxw/gI20KqGgHToj0/wk/PuIzHl6wBITDMMsmZKcZaazXoxbKfd/GvtDNGGT9f5n1sFefOOV+3dZBbZr7Gsvg+BIJ0fwOjW5JYa9Is6s2z7UAUcSBMMnti7wWGZb/oOFNzHDoyWbKBILphkglEsG1I5mfpSc+wd5FCwlhMT2qC6UUrcM+fQgiH8c1/iFWOEliwibYV92AEa+59rEqY2XQXMpAlFJ4lVWijK3ZoTnjfl1LJdFGaWoq/cYihgdcTUg06n8/hZAeYvHmangW1ltIkLThotFOLRWNZPqb0JF/lvSi4XM299HCQULlCxvQzKJfQqk6zPLwbURWU0z4cRVCZ9VGaDNC8Jo0/Zs7RYlVUdL+DXVFQNBfpBpja+Uay8Qzf7TifA/6jC3o7p8okRopcO5wj1Wpyzb3fJNRyCKtXUrjUAQWCTyg4O/xsXrgEZ7FNUyRF2F/Bl7CYTPeg5orc0/cGilqIP+HfiJKjciSAs9NPeHGOw7vbUFurtK1NYZZ0fFGLohvgyzN/yf7Yct6h/Dvnyqc5MNOLNm0T0fKIisQxVeyyihQwkFvM1q7zWDhyAF+hQEt2Et2pzfo7EmhjuqOVb336/5zw/rwSniE5hl/F9N/Jwxm+9sV/Y6YBiq6PraVWbjzwBIfDITauneTcAYOePISDkg3bnidSKJGLRhjurhUik629pJNBjEqCYKEHvd6/PxwbpNl5huULNuNbViA3G+e/zbeycPQIF/Y8RDCZZ6y4ADm4kFQ1Qr4cJmAneKZrJTu7IkQrOfK+KLmgH9VxcVSFeL5EJhJEdR1azQki5TIzWpxcMEhFPTrzZYXcya3ON+iyj5D2xbmHGzhIH7/LnfQxgJ3qwi0kCcYGUC2T4qFeoo9DuTtGdTmUsn2o+4IkSoMsa3uEJnWSyWej5MpJJpvXoUgHw8whEcwklpGL9FIMH+0GUrQcG8LfJiomiWtH2Fj4A4bKtanNAWWWc8PfpavpEY50+Eg1GsRnLWJZm4IbYqevj1kzwdRUL66r0pgcQboKrqsSjaZobBwhEMwxNdXL9HgfgcgMphnAdTTExDJC8TE0tcRYagVSKjiBKRwhkbJWewzPjmAUR7EKGkbcIbZawzEVrHKQimWQnY4SqgbwO+cS8aXImssQOFh6gXxoll1nSDKNKjv8qzlLbuEP+CbNo9MEZhwQkCuG2Bf28wO5jMnwamRjHysGdnHxlmeRShlbBYVZFqRKTEWaMbWj982wHNpnCkzrTTSbKVTpkA0voT/ZQtlIUow0YqtPsuzILAouuEdXdJshjd3LTUaSU6wo99B88Bqa8/VuNOkSzm6ma2KAiZa1FKNNmGozCJtgchAtmCa58scY4RlcW6c83oeRmCI/tprs0Aa0tu2kXZfOYAF/eJqZ1GL24OO+6TMpWUHOm9jDyvQQF43tpKWcwUVQUTWev6md2S4fB+0u1iR2oxVcHj2wgdlcA7kug6t6H2WBMUooYzHbGKC1YWrOu2k6Oopw0V5izIrlAPmxED6tSjXlwyppxPtylFJ+4ouz6EEH1xaYJQPT9RGJ5XhqdgOj0S5WKdtZzh60gwK7TcLciVqMT7SgC4tkywwvxXUEhbEg0a7aWpWpTCOFsSBhu4hV1EntioOs9Ub4TJuumRwDLc0cCvcQXCKRMxUetS5kOtZMkile3/MwF7Y/i08zX3atF6/pgusqTI8m2Jw9iyma6bEOsyqym32T53DbbV8+4bGvhGdIjuFXtSBRSoll2fznfQ+xaXiYyWiMwVgrOSWADOlQ90IaKBW5avOTnDm0Fxub3vFRJpIRdixaxpHm8xjq6sJnSS7emaVtViVQf8/LukPOyGH6GsiG/ZQNlwvF43Qt+TF6aO4D6zgqpYle7NkEswWFya4GtgTXEnZmOZJo4WLxMBewsVaQ1CkR4H55HX5RZYEzxHimmTvVWzDDIZr1SS53HiBuZ5mYXkQ3EyxvehJNsbCKTSiqiRE+vl+wwsQKBOBvHMQuxcgOn49VTKIHM0Q6t1LNtlPNduLORGhpega/r0iDPUtCHWXE6eFnTecza0U4pJzBZdZO2qJP4xM5gv4sqs/CcVTKMy0EE5Mo6tzCwrVVhAvCmJtuFARlM4xoKKKoL++6mZOXto6qWTiVKIO5C5ltzLFE3UWME0eWy5px/MUibkAw60sw4zZTGeulUTtCe+NeDKOAdFQK6YXsmFjFPal1RLQxNshDrNuzj459EwStmnsaKRSEPKrR0gKkEyvQ7TITsQXEM/uJFQ8hhY/h9tXMNG1AU/wEC+OUwp1II0RZeflCNYkkJVwyygQTIZuAmCZmJ2mvtKJIQdA1KCk2h+L9mL4Jhhq3ECnmWDSisPZglqUjLsEq5CIL8JlZJAKfOctY12r2d63Hb4Vom9iJ6pgI12Rg4etwjBYGmp6jv+kpmqeHEWg0p2O86eks8UKt6/BgS4CdFzbjtvk598EB2gdkXe9Ll97CVCiGzzJpMI92jVmdLjOrfRRycXJqiL25hRxWWsg1+gn4LCaCDZzZtA+nqrOqcyuWJZjYeyP7ZyziM9NcMLGT7tIRMuepsK6KFnTQFRt/v4AFNvqIgpKFqmFQXgmFWR+VjI4RtZidacFJOZTGdVyh4PaZ6D15AiRIZhfxdKGTqu1jZeYwTbqgGlvMZjuAtFT2lTNE7QJqqIWCVUGtzuD6OllTLXNldCEdQmF3YJDnQv0YVpiVVic7jRHa800s1OIcCQ+Rrtig51CNCuONQzynj3GR2sBqJUxI6ljRw3O6EU1H5/kD1/DR93zxFd+BE+EZkmN4rbz/2q5kS67IT6dmSegqw9NFduwco2vXJqwWjV19Z5BOzPXQGS2XuHhylOvTDzGmNbErvwxZ8RF1GgmWSiQsA2EUsewQiqNS1Keg2k9T0zOoeh5/vIpV0tHDFvFFOTT/y7sU0oeTFNIR0oUkR2baaAqP0JMYJXcwhJk1CLWVmMwkKVTC+Nwq0+EmhvuWkkk0MtbaTTlY6+fVpUmglEdNSRIlhdbWEZYr/UwEomw0zmMRA6yS21ht78RwXEqVVkIiT7ThqAuWTLmVBt8UivLKhfmxmKYf0/Rj2X7S011MTC4kVPaDT1CNZWmQMWLVJjpllUr301h+i0OlS5kMVhkJCnJ2kDHRxhFfK4ZisoKdzMo4K8tbcMwCvfYYmUIbIccglpwkphdJiyYi/nH6xH6KTphUupHRikHYN8W4XuXJsiCkSGKqJKZJ1gdt2nXIZaL4hUTzOQTDBWxHZSLTzODkApzpa4jlEwRLvtq8f7WC5hikwiPkfFM05UJECkeQzigzDTZGsBdpdxMtLUSVc2cXSRxE3Q1K3kgjtSoN1SSKXmJWKXDI/wThfJ6WbBOKnWcmtpTZoEGT2UWTedQth4nkiOpgCRjSXaZIkVP9lA0FpIJwtZpjTKVCOPYA52aexmc7DLYJGrMqtiY53OxSMQSqA72TEiRctBtet8vBbyuMJSBadokeMywykoSfrFfYslhQ9HN0fFBK2mZg4YSkPS0p+VT2dgZYfMSlqSxYOSopqya7uhyygQALUwLLp7H4cIGmjEO4ItGO82hZqkCRkrIBg60CRcLiMYnfgnREZ093kHQoiuFvxJEGaq7mkFIqUAmo+EyJYrnYimSwo0guIqkENYaaUhiWoD3lZyJZoWqA5mqY6tzWgu5qNFWTtFSaWFnqY8o3zUHfEaSrEK/EKelFCqqJo1aImTG6810knAbGfSmKeoGIGaXBiiABQxFUFBNsDQUFiYujOBhCoaPaQo9M0mUnqToWrmYxHdtF1V/ErCYYqYaoOuN8+FPeGMkpM9/xSAAc28Y2q2RUg42ZPJbj0mEYnBs2UMYOUn3wW1hmhf2HW0EuRRdBMtUSTtXG748R1jRimsBQFAp2jpQoktZdwiJISI9jFFIMlw9QaJjBH5wmNNWKqadIlSxmqwlsxUCzZlDNNLYawBfoZoneiOuW0aRgxkzhuFU0oZExpyg7NfcRrlCoGj4KwQiDC5Yx3NnHkZYuDMtk4eEBYtk0LakxyraBJXR6ModwHJXxQAepll5mFjZR7PLjV8qYGEyKdoR0SZKik8OM0UmGBK2Mo2HRxTBVAvgp08g0OziLIaev5jZbEeimjaUfM9PlmAkKwpWAfHGNQ7xk0pcps/bIFFdMG+iWzU5jmkNxweFGwdb2NtKhua5PXsStECg+RmvxPopmGlmvG/uqOp0pg45UACHBcHwIpZGGUgOhwhSgI4SOK4sYUQWnVMC1dGp165qRF0oCxViCpiaoKAUMrROVGKri4LgBjg1aquIQklNgH2LWyjLRoOBoTYTLOpaWYiI8SEE7TPN0I0VnIWk1QcgpEtWr+APQb7WR1hrJqA1Ymo7VHqbVmmSBk8MvqtjxKnq+QsU2qISCOE1hpK1QSjuUigZIF0W4lC0/rhRYjopDGRHZi99/gFglS8jswFZXM+NLUgw7dE7NEpqp0JDJsGriAKsmx3BVl1SDH0tRsVR4cqnOcJNGVotRkjE03wSOUHCKvQitjBAmanAIxciAUqndZgkgkHYIlCoIB6QGio2w/aCXCFYkugOJHLTPSMIVSOQlPgtsoREt+OlNOajSYbBd4dEzXXZ32y8+R7qj4zcFlrBZMBGiMWfQmDVwheRAZ5Gh9iKmUXNPo7sqQTtEvBymIe/QWAwRs7txgw1MBVMU9SKKVFClSsbIkPZPkTXyL/RiEbSCVLQKrnDrkQ0FCkrt+3HQXY1GM46UAt3V0IWKqZhIwBI2wlWImBFCdpi8niftTxO0gzRWGvE5PkT9GV41Y/LBv//OL1VuvZT/1YZECHE18M+ACnxNSvmPr7T/6TAkp0J5eIRC/xAynyXYsxzyEziqSVGv8IupMNtLATLCIhtyUEzJmowk5hYIl8ucmbWI2g5TjkHKglJ1ilh1hLxwGAm65JUgrc4sSyMGMbODkoySsjOUqBCXfqrEMatH8FlpbFmiOTxBVuqkRSNhtYcS7cy4BltVmJBQECHUeuTqGUWQR8X1Kbix2gC/yFs0WJJlkQAdUtLmuhRVAyPvUpaSeM4FISgZgnREJR1VKQRqtV3dluSDCn5T1iI5IomUJbojcRRBNqjgClg4adExY2PYUBaStOpSVCSKAFu65ISNlDaWW0YNN6DEy+T1HIdVk8KsioOfmJYiZmooWp5obIiCIkjnljKdXUbILqFKB8un0qBWmLaj2HVfYSoSBbAEIAVJp7YKJ+A6dFfGidhZbDXKjBEj5VMxFAefmSVQmSFqZUmYWZKOgopgVk8waOiMBNqZ9DUjVIEiFOz64jTNtWi0ZjCFQSkUoQHo1dM0BgsUfSojooNqwU/IFuiGTUuiiBWvYPsc8kqUWdlMTgnSVIHukoslYCyoMBJUyOvHW4goa8ZaSBpTUySnJzEVHUcIWieO0DeyDzPoY6BtOWMtXbi6ilq2kA7Yho5eKFMoBtAsk7IaBEWAKzGkiU+a+N0KhmMyG4wTdgtES1k0HGZCMUrYFO0YLn5EtWaWVddCInAVFRAgbISWQ+hpFCON0Aq41RZktRkQuGaSY420VAWKz4HwLIpuYWgDKEwRcLIEC36cShKtHCerxQkyRfesQlArUQhZaBU/TUWXxtwhYtUZglVwnAh+22EkGcSKRFGlg+paOEJDVk2kI1AUm0K8QnvRwl/VEJZLySjQOWkT0CzUgIlj22xtE6i2TYOpkFR0BpIG/SGD6bBkNuDHZ1RJYBF3TEwUFNdHUS1yxG9TVgU+V9BT9pHRbFI+e859PPfgAr5+209fVVn0v9aQiNoKowHgSmAU2Az8vpRyz4mO+U0zJK8Vpu2ybzzHgaEDjKXSUJik0ZrA0HViQY140MAnLMxSAUdCWDHR7QKqXSSoQUZvYZRmhioNDOYEZmwhHY0NdCWCNIYN/LpK1FDpH5rBLdmMFarkBfgMFaEo5GyHXMVCSImiKhiqQqlio5RsSmWbqCvQLEnGtMk6NtKVtCmCzrAfLe4jbzvErArJUhlRlFRLAtuV5B1JRKbejEgAAAqcSURBVEBISHRFR1M0/IAfgR+BDwhQK+DHcGlA0ICCDmgv65Wv4egFhGPguBpHcFERqIh6sSQpAgqSFJIJJPuxKQNRFAJAEsEqVLpR0BAv1g5PhIPkMC4DOJhAHskYLuX6uVpQaKyfYwUqTRx/9XcViQVY9b9VJAVgCpd+KpSYok3JIcUUGgcJyCpJN0VEzSGkYERrY0qJUiwLsviYNqKYqout2LiahSYdykYBJzBLRzGL5jqENQ3FDaJJHdPnI+QGWeSP0pqIIqsF3GIa3axQrQganTwxctiuoCD9+FwTRypMygTNZChIP5pqk1AKFN0Iz7sLGZQdVDFoFHkiVCjjoyD9lKXGtIwwIeNUpE4ImxAOCQq0yjwuOjkRIk6RRlEhIFUMTEKiQEiW8UubKGVUx6Akgpgq+GWVkJJFkzaGqNCgTOETRYpEQUhCSgY/Rar4qQg/ZfwU1RDTWpJJI0pZhMkoTRRklKZqiUQ1R9guYCglTF1l1teAUC0Cah7FKVJ2CpRlhXE3TMl2cBU/ZaHgt334K634yn5UV1Jy/aiuSlH6iAgbYThI3cbFoKSBJnV014/i+qiqRUy1guoEUOwQLT1B3vPeW0+usKjzv9mQnA/cJqV8ff37xwGklP9womM8Q/LbhWm7pItVyqZD3AdRN4damaHiqvgMHaGo4Ivg6mEqBUm1aKFJcGyXYEBDaMrRj64gfCq44JYt3PQ0pIeQuUlkuYJbdrFMg6wZxFX9aGoARYmiqn40n4oe86O3BBG6Aq5EuhK3aONWbJSgjhrWUUI6SlBDVhxcy0VqULLLSL3W9SFc0IWGrmiYtosuBIqmIDQBal2nKkAVCCFwXYkrJZqqIKWkVKniN3RU9eXheV+JklVCUzRmq7M4rkMymERXjuOO51SQEsoZsCvgi4AeAkUBKbEreaalyqQNk6bNlGmjC0GX3yCkKdiuxKyXZQpQsYtkKll0WSSmVFGEpDHQSJuvBSl1Co6L5TgMzZSZylpkXJcZBaYUB9NQ0YXArwj8qkJAUahlqSAgBAFNJaAohFSFoKrgVxT8qsBfT9OFQBWCuK5inMCdzK8muyRCnLhS4jguiiJe3KdaqU3o8PmP7zX4f+J/syG5GbhaSvnH9e+3AuullO99yX7vAt4F0N3dvW54eHjetXp4eHj8JvNKhuS1M5fzw/HM8csso5Ty36WUZ0spz25qerk3Tg8PDw+PV89vuiEZBY71td4JjJ0mLR4eHh6/lfymG5LNwGIhRK8QwgDeAvzkNGvy8PDw+K3i+E6DfkOQUtpCiPcCD1Cb/vsNKeXu0yzLw8PD47eK32hDAiClvA94dQ72PTw8PDxOmd/0ri0PDw8Pj9OMZ0g8PDw8PE4Jz5B4eHh4eJwSv9ELEl8NQogU8GpXJCaB4/tPP714uk4OT9fJ8+uqzdN1cpyKrh4p5XEX4v3WGZJTQQix5UQrO08nnq6Tw9N18vy6avN0nRyvlS6va8vDw8PD45TwDImHh4eHxynhGZKT499Pt4AT4Ok6OTxdJ8+vqzZP18nxmujyxkg8PDw8PE4Jr0Xi4eHh4XFKeIbEw8PDw+OU8AzJL4kQ4mohxD4hxAEhxMfm+dpdQohHhBB7hRC7hRDvq6ffJoQ4IoTYXv9ce8wxH69r3SeEeP1rqO2QEGJn/fpb6mkJIcSDQoj99b/x+dQlhFh6TJ5sF0LkhBDvPx35JYT4hhBiSgix65i0k84fIcS6ej4fEEJ8SbxSaLxXr+tzQoh+IcTzQogfCSFi9fQFQojyMfn2lXnWddL3bZ503XmMpkNCiO319PnMrxOVDfP7jEkpvc//8KHmWXgQWAgYwA5gxTxevw1YW9+OUItTvwK4Dfir4+y/oq7RB/TWtauvkbZDQPIlaZ8FPlbf/hjwmfnW9ZJ7NwH0nI78Al4HrAV2nUr+AM8C51ML5vYz4JrXQNdVgFbf/swxuhYcu99LzjMfuk76vs2Hrpf8/nngb09Dfp2obJjXZ8xrkfxynAsckFIOSSlN4L+BG+br4lLKcSnl1vp2HtgLdLzCITcA/y2lrEopDwIHqP0P88UNwO317duBG0+jrsuBQSnlK3kzeM10SSkfB2aOc71fOn+EEG1AVEq5Sdbe+G8dc8yvTJeU8udSSrv+9WlqgeJOyHzpegVOa369QL3m/nvAd1/pHK+RrhOVDfP6jHmG5JejAxg55vsor1yQv2YIIRYAZwHP1JPeW++K+MYxzdf51CuBnwshnhNCvKue1iKlHIfagw40nwZdL/AW5r7gpzu/4OTzp6O+PV/6AP6IWq30BXqFENuEEI8JITbU0+ZT18nct/nOrw3ApJRy/zFp855fLykb5vUZ8wzJL8cvFRv+NRchRBj4IfB+KWUO+DdgEbAGGKfWvIb51XuhlHItcA3w50KI173CvvOaj6IWNfMNwPfrSb8O+fVKnEjHfOfbJwAb+HY9aRzollKeBXwQ+I4QIjqPuk72vs33/fx95lZW5j2/jlM2nHDXE2g4JW2eIfnlOO2x4YUQOrUH5dtSyrsApJSTUkpHSukC/8HR7ph50yulHKv/nQJ+VNcwWW8qv9Ccn5pvXXWuAbZKKSfrGk97ftU52fwZZW4302umTwjxduB3gFvqXRzUu0HS9e3nqPWrL5kvXa/ivs1nfmnAG4E7j9E7r/l1vLKBeX7GPEPyy3FaY8PX+2C/DuyVUn7hmPS2Y3a7CXhhRslPgLcIIXxCiF5gMbWBtF+1rpAQIvLCNrXB2l3167+9vtvbgR/Pp65jmFNTPN35dQwnlT/1rom8EOK8+rPwtmOO+ZUhhLga+CjwBill6Zj0JiGEWt9eWNc1NI+6Tuq+zZeuOlcA/VLKF7uF5jO/TlQ2MN/P2KnMGPht+gDXUpsRMQh8Yp6vfRG1ZubzwPb651rgv4Cd9fSfAG3HHPOJutZ9nOLMkFfQtZDaDJAdwO4X8gVoBB4C9tf/JuZTV/06QSANNByTNu/5Rc2QjQMWtVrfO19N/gBnUytAB4F/oe6V4les6wC1/vMXnrGv1Pf93fr93QFsBa6fZ10nfd/mQ1c9/T+BP33JvvOZXycqG+b1GfNcpHh4eHh4nBJe15aHh4eHxynhGRIPDw8Pj1PCMyQeHh4eHqeEZ0g8PDw8PE4Jz5B4eHh4eJwSniHx8HiNEEI0HuMBdkIc9WBbEEJ8+XTr8/D4VeFN//XwmAeEELcBBSnlP51uLR4ev2q8FomHxzwjhLhECHFPffs2IcTtQoifi1pMizcKIT5bjwtxf939xQuxIh6rO8d84CWrvT08TiueIfHwOP0sAq6j5uL7DuARKeWZQBm4rm5M/j/gZinlOuAbwKdPl1gPj5einW4BHh4e/ExKaQkhdlILxHV/PX0ntSBJS4EzgAfrQetUau46PDx+LfAMiYfH6acKIKV0hRCWPDpw6VJ7RwWwW0p5/ukS6OHxSnhdWx4ev/7sA5qEEOdDzW24EGLladbk4fEiniHx8Pg1R9bCO98MfEYIsYOah9cLTq8qD4+jeNN/PTw8PDxOCa9F4uHh4eFxSniGxMPDw8PjlPAMiYeHh4fHKeEZEg8PDw+PU8IzJB4eHh4ep4RnSDw8PDw8TgnPkHh4eHh4nBL/P/0soUyGgBVmAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "filenames": { "image/png": "/Users/matthewmckay/repos-collab/phd-macro-theory-book/_build/jupyter_execute/tax_smoothing_1_20_0.png" }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "T = 2000\n", "x0 = np.array([[1000, 1, 25]])\n", "for i in range(250):\n", " x, u, w, s = lqm.compute_sequence(x0, ts_length=T)\n", " plt.plot(list(range(T+1)), x[0, :])\n", "plt.xlabel('Time')\n", "plt.ylabel('Govt Debt')\n", "plt.show()" ] } ], "metadata": { "jupytext": { "text_representation": { "extension": ".md", "format_name": "myst" } }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" }, "source_map": [ 10, 32, 37, 43, 48, 288, 324, 328, 332, 367, 369, 375, 383, 388, 396, 456, 479, 483, 487, 489, 497 ] }, "nbformat": 4, "nbformat_minor": 4 }