{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", " \n", " \"QuantEcon\"\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimal Savings II: LQ Techniques\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents\n", "\n", "- [Optimal Savings II: LQ Techniques](#Optimal-Savings-II:-LQ-Techniques) \n", " - [Overview](#Overview) \n", " - [Introduction](#Introduction) \n", " - [The LQ Approach](#The-LQ-Approach) \n", " - [Implementation](#Implementation) \n", " - [Two Example Economies](#Two-Example-Economies) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Co-authored with Chase Coleman." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview\n", "\n", "This lecture continues our analysis of the linear-quadratic (LQ) permanent income model of savings and consumption\n", "\n", "As we saw in our [previous lecture](https://lectures.quantecon.org/perm_income.html) on this topic, Robert Hall [[Hal78]](https://lectures.quantecon.org/zreferences.html#hall1978) used the LQ permanent income model to restrict and interpret intertemporal comovements of nondurable consumption, nonfinancial income, and financial wealth\n", "\n", "For example, we saw how the model asserts that for any covariance stationary process for nonfinancial income\n", "\n", "- consumption is a random walk \n", "- financial wealth has a unit root and is cointegrated with consumption \n", "\n", "\n", "Other applications use the same LQ framework\n", "\n", "For example, a model isomorphic to the LQ permanent income model has been used by Robert Barro [[Bar79]](https://lectures.quantecon.org/zreferences.html#barro1979) to interpret intertemporal comovements of a government’s tax collections, its expenditures net of debt service, and its public debt\n", "\n", "This isomorphism means that in analyzing the LQ permanent income model, we are in effect also analyzing the Barro tax smoothing model\n", "\n", "It is just a matter of appropriately relabeling the variables in Hall’s model\n", "\n", "In this lecture, we’ll\n", "\n", "- show how the solution to the LQ permanent income model can be obtained using LQ control methods \n", "- represent the model as a linear state space system as in [this lecture](https://lectures.quantecon.org/tools_and_techniques/linear_models.html) \n", "- apply [QuantEcon](http://quantecon.org/julia_index.html)’s [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type to characterize statistical features of the consumer’s optimal consumption and borrowing plans \n", "\n", "\n", "We’ll then use these characterizations to construct a simple model of cross-section wealth and\n", "consumption dynamics in the spirit of Truman Bewley [[Bew86]](https://lectures.quantecon.org/zreferences.html#bewley86)\n", "\n", "(Later we’ll study other Bewley models—see [this lecture](https://lectures.quantecon.org/multi_agent_models/aiyagari.html))\n", "\n", "The model will prove useful for illustrating concepts such as\n", "\n", "- stationarity \n", "- ergodicity \n", "- ensemble moments and cross section observations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[32m\u001b[1mActivated\u001b[0m /home/qebuild/repos/lecture-source-jl/_build/website/jupyter/Project.toml\u001b[39m\n", "\u001b[36m\u001b[1mInfo\u001b[0m quantecon-notebooks-julia 0.1.0 activated, 0.2.0 requested\u001b[39m\n" ] } ], "source": [ "using InstantiateFromURL\n", "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.2.0\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": false }, "outputs": [], "source": [ "using LinearAlgebra, Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "\n", "Let’s recall the basic features of the model discussed in [permanent income model](https://lectures.quantecon.org/perm_income.html)\n", "\n", "Consumer preferences are ordered by\n", "\n", "\n", "\n", "$$\n", "E_0 \\sum_{t=0}^\\infty \\beta^t u(c_t) \\tag{1}\n", "$$\n", "\n", "where $ u(c) = -(c - \\gamma)^2 $\n", "\n", "The consumer maximizes [(1)](#equation-old1) by choosing a\n", "consumption, borrowing plan $ \\{c_t, b_{t+1}\\}_{t=0}^\\infty $\n", "subject to the sequence of budget constraints\n", "\n", "\n", "\n", "$$\n", "c_t + b_t = \\frac{1}{1 + r} b_{t+1} + y_t,\n", "\\quad t \\geq 0 \\tag{2}\n", "$$\n", "\n", "and the no-Ponzi condition\n", "\n", "\n", "\n", "$$\n", "E_0 \\sum_{t=0}^\\infty \\beta^t b_t^2 < \\infty \\tag{3}\n", "$$\n", "\n", "The interpretation of all variables and parameters are the same as in the\n", "[previous lecture](https://lectures.quantecon.org/perm_income.html)\n", "\n", "We continue to assume that $ (1 + r) \\beta = 1 $\n", "\n", "The dynamics of $ \\{y_t\\} $ again follow the linear state space model\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", " z_{t+1} & = A z_t + C w_{t+1}\n", " \\\\\n", " y_t & = U z_t\n", "\\end{aligned} \\tag{4}\n", "$$\n", "\n", "The restrictions on the shock process and parameters are the same as in our [previous lecture](https://lectures.quantecon.org/perm_income.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Digression on a useful isomorphism\n", "\n", "The LQ permanent income model of consumption is mathematically isomorphic with a version of\n", "Barro’s [[Bar79]](https://lectures.quantecon.org/zreferences.html#barro1979) model of tax smoothing.\n", "\n", "In the LQ permanent income model\n", "\n", "- the household faces an exogenous process of nonfinancial income \n", "- the household wants to smooth consumption across states and time \n", "\n", "\n", "In the Barro tax smoothing model\n", "\n", "- a government faces an exogenous sequence of government purchases (net of interest payments on its debt) \n", "- a government wants to smooth tax collections across states and time \n", "\n", "\n", "If we set\n", "\n", "- $ T_t $, total tax collections in Barro’s model to consumption $ c_t $ in the LQ permanent income model \n", "- $ G_t $, exogenous government expenditures in Barro’s model to nonfinancial income $ y_t $ in the permanent income model \n", "- $ B_t $, government risk-free one-period assets falling due in Barro’s model to risk-free one period consumer debt $ b_t $ falling due in the LQ permanent income model \n", "- $ R $, the gross rate of return on risk-free one-period government debt in Barro’s model to the gross rate of return $ 1+r $ on financial assets in the permanent income model of consumption \n", "\n", "\n", "then the two models are mathematically equivalent\n", "\n", "All characterizations of a $ \\{c_t, y_t, b_t\\} $ in the LQ permanent income model automatically apply to a $ \\{T_t, G_t, B_t\\} $ process in the Barro model of tax smoothing\n", "\n", "See [consumption and tax smoothing models](https://lectures.quantecon.org/smoothing.html) for further exploitation of an isomorphism between consumption and tax smoothing models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A specification of the nonfinancial income process\n", "\n", "For the purposes of this lecture, let’s assume $ \\{y_t\\} $ is a second-order univariate autoregressive process:\n", "\n", "$$\n", "y_{t+1} = \\alpha + \\rho_1 y_t + \\rho_2 y_{t-1} + \\sigma w_{t+1}\n", "$$\n", "\n", "We can map this into the linear state space framework in [(4)](#equation-sprob15ab2), as\n", "discussed in our lecture on [linear models](https://lectures.quantecon.org/tools_and_techniques/linear_models.html)\n", "\n", "To do so we take\n", "\n", "$$\n", "z_t =\n", "\\begin{bmatrix}\n", " 1 \\\\\n", " y_t \\\\\n", " y_{t-1}\n", "\\end{bmatrix},\n", "\\quad\n", "A = \\begin{bmatrix}\n", " 1 & 0 & 0 \\\\\n", " \\alpha & \\rho_1 & \\rho_2 \\\\\n", " 0 & 1 & 0\n", " \\end{bmatrix},\n", "\\quad\n", "C= \\begin{bmatrix}\n", " 0 \\\\\n", " \\sigma \\\\\n", " 0\n", " \\end{bmatrix},\n", "\\quad \\text{and} \\quad\n", "U = \\begin{bmatrix} 0 & 1 & 0 \\end{bmatrix}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The LQ Approach\n", "\n", "[Previously](https://lectures.quantecon.org/perm_income.html#odr-pi) we solved the permanent income model by solving a system of linear expectational difference equations subject to two boundary conditions\n", "\n", "Here we solve the same model using [LQ methods](https://lectures.quantecon.org/lqcontrol.html) based on dynamic programming\n", "\n", "After confirming that answers produced by the two methods agree, we apply [QuantEcon](http://quantecon.org/julia_index.html)’s [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl)\n", "type to illustrate features of the model\n", "\n", "Why solve a model in two distinct ways?\n", "\n", "Because by doing so we gather insights about the structure of the model\n", "\n", "Our earlier approach based on solving a system of expectational difference equations brought to the fore the role of the consumer’s expectations about future nonfinancial income\n", "\n", "On the other hand, formulating the model in terms of an LQ dynamic programming problem reminds us that\n", "\n", "- finding the state (of a dynamic programming problem) is an art, and \n", "- iterations on a Bellman equation implicitly jointly solve both a forecasting problem and a control problem " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The LQ Problem\n", "\n", "Recall from our [lecture on LQ theory](https://lectures.quantecon.org/lqcontrol.html) that the optimal linear regulator problem is to choose\n", "a decision rule for $ u_t $ to minimize\n", "\n", "$$\n", "\\mathbb E\n", "\\sum_{t=0}^\\infty \\beta^t \\{x'_t R x_t+ u'_t Q u_t\\},\n", "$$\n", "\n", "subject to $ x_0 $ given and the law of motion\n", "\n", "\n", "\n", "$$\n", "x_{t+1} = \\tilde A x_t+ \\tilde B u_t+ \\tilde C w_{t+1},\n", "\\qquad t\\geq 0, \\tag{5}\n", "$$\n", "\n", "where $ w_{t+1} $ is iid with mean vector zero and $ \\mathbb E w_t w'_t= I $\n", "\n", "The tildes in $ \\tilde A, \\tilde B, \\tilde C $ are to avoid clashing with notation in [(4)](#equation-sprob15ab2)\n", "\n", "The value function for this problem is $ v(x) = - x'Px - d $, where\n", "\n", "- $ P $ is the unique positive semidefinite solution of the [corresponding matrix Riccati equation](https://lectures.quantecon.org/lqcontrol.html#riccati-equation) \n", "- The scalar $ d $ is given by $ d=\\beta (1-\\beta)^{-1} {\\rm trace} ( P \\tilde C \\tilde C') $ \n", "\n", "\n", "The optimal policy is $ u_t = -Fx_t $, where $ F := \\beta (Q+\\beta \\tilde B'P \\tilde B)^{-1} \\tilde B'P \\tilde A $\n", "\n", "Under an optimal decision rule $ F $, the state vector $ x_t $ evolves according to $ x_{t+1} = (\\tilde A-\\tilde BF) x_t + \\tilde C w_{t+1} $" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mapping into the LQ framework\n", "\n", "To map into the LQ framework, we’ll use\n", "\n", "$$\n", "x_t :=\n", " \\begin{bmatrix}\n", " z_t \\\\\n", " b_t\n", " \\end{bmatrix}\n", " =\n", " \\begin{bmatrix}\n", " 1 \\\\\n", " y_t \\\\\n", " y_{t-1} \\\\\n", " b_t\n", " \\end{bmatrix}\n", "$$\n", "\n", "as the state vector and $ u_t := c_t - \\gamma $ as the control\n", "\n", "With this notation and $ U_\\gamma := \\begin{bmatrix} \\gamma & 0 & 0\n", "\\end{bmatrix} $, we can write the state dynamics as in [(5)](#equation-pilqsd) when\n", "\n", "$$\n", "\\tilde A :=\n", " \\begin{bmatrix}\n", " A & 0 \\\\\n", " (1 + r)(U_\\gamma - U) & 1 + r\n", " \\end{bmatrix}\n", "\\quad\n", "\\tilde B :=\n", " \\begin{bmatrix}\n", " 0 \\\\\n", " 1 + r\n", " \\end{bmatrix}\n", "\\quad \\text{and} \\quad\n", "\\tilde C :=\n", " \\begin{bmatrix}\n", " C \\\\ 0\n", " \\end{bmatrix}\n", " w_{t+1}\n", "$$\n", "\n", "Please confirm for yourself that, with these definitions, the LQ dynamics [(5)](#equation-pilqsd) match the dynamics of $ z_t $ and $ b_t $ described above\n", "\n", "To map utility into the quadratic form $ x_t' R x_t + u_t'Q u_t $ we can set\n", "\n", "- $ Q := 1 $ (remember that we are minimizing) and \n", "- $ R := $ a $ 4 \\times 4 $ matrix of zeros \n", "\n", "\n", "However, there is one problem remaining\n", "\n", "We have no direct way to capture the non-recursive restriction [(3)](#equation-old42)\n", "on the debt sequence $ \\{b_t\\} $ from within the LQ framework\n", "\n", "To try to enforce it, we’re going to use a trick: put a small penalty on $ b_t^2 $ in the criterion function\n", "\n", "In the present setting, this means adding a small entry $ \\epsilon > 0 $ in the $ (4,4) $ position of $ R $\n", "\n", "That will induce a (hopefully) small approximation error in the decision rule\n", "\n", "We’ll check whether it really is small numerically soon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementation\n", "\n", "Let’s write some code to solve the model\n", "\n", "One comment before we start is that the bliss level of consumption $ \\gamma $ in the utility function has no effect on the optimal decision rule\n", "\n", "We saw this in the previous lecture [permanent income](https://lectures.quantecon.org/perm_income.html)\n", "\n", "The reason is that it drops out of the Euler equation for consumption\n", "\n", "In what follows we set it equal to unity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The exogenous noinfinancial income process\n", "\n", "First we create the objects for the optimal linear regulator" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 0.0 0.0 0.0 0.0\n", " 0.0 5.26316 4.73684 0.0\n", " 0.0 4.73684 5.26316 0.0\n", " 0.0 0.0 0.0 0.0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using QuantEcon, LinearAlgebra\n", "using Plots\n", "gr(fmt=:png);\n", "\n", "# Set parameters\n", "α, β, ρ1, ρ2, σ = 10.0, 0.95, 0.9, 0.0, 1.0\n", "\n", "R = 1 / β\n", "A = [1.0 0.0 0.0;\n", " α ρ1 ρ2;\n", " 0.0 1.0 0.0]\n", "C = [0.0; σ; 0.0]''\n", "G = [0.0 1.0 0.0]\n", "\n", "# Form LinearStateSpace system and pull off steady state moments\n", "μ_z0 = [1.0, 0.0, 0.0]\n", "Σ_z0 = zeros(3, 3)\n", "Lz = LSS(A, C, G, mu_0=μ_z0, Sigma_0=Σ_z0)\n", "μ_z, μ_y, Σ_z, Σ_y = stationary_distributions(Lz)\n", "\n", "# Mean vector of state for the savings problem\n", "mxo = [μ_z; 0.0]\n", "\n", "# Create stationary covariance matrix of x -- start everyone off at b=0\n", "a1 = zeros(3, 1)\n", "aa = hcat(Σ_z, a1)\n", "bb = zeros(1, 4)\n", "sxo = vcat(aa, bb)\n", "\n", "# These choices will initialize the state vector of an individual at zero debt\n", "# and the ergodic distribution of the endowment process. Use these to create\n", "# the Bewley economy.\n", "mxbewley = mxo\n", "sxbewley = sxo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The next step is to create the matrices for the LQ system" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "0.95" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "A12 = zeros(3,1)\n", "ALQ_l = hcat(A, A12)\n", "ALQ_r = [0 -R 0 R]\n", "ALQ = vcat(ALQ_l, ALQ_r)\n", "\n", "RLQ = [0.0 0.0 0.0 0.0;\n", " 0.0 0.0 0.0 0.0;\n", " 0.0 0.0 0.0 0.0;\n", " 0.0 0.0 0.0 1e-9]\n", "\n", "QLQ = 1.0\n", "BLQ = [0.0; 0.0; 0.0; R]\n", "CLQ = [0.0; σ; 0.0; 0.0]\n", "β_LQ = β" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s print these out and have a look at them" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "A = [1.0 0.0 0.0 0.0; 10.0 0.9 0.0 0.0; 0.0 1.0 0.0 0.0; 0.0 -1.0526315789473684 0.0 1.0526315789473684]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "B = [0.0, 0.0, 0.0, 1.0526315789473684]\n", "R = [0.0 0.0 0.0 0.0; 0.0 0.0 0.0 0.0; 0.0 0.0 0.0 0.0; 0.0 0.0 0.0 1.0e-9]\n", "Q = 1.0\n" ] } ], "source": [ "println(\"A = $ALQ\")\n", "println(\"B = $BLQ\")\n", "println(\"R = $RLQ\")\n", "println(\"Q = $QLQ\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now create the appropriate instance of an LQ model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide-output": false }, "outputs": [], "source": [ "LQPI = QuantEcon.LQ(QLQ, RLQ, ALQ, BLQ, CLQ, bet=β_LQ);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We’ll save the implied optimal policy function soon and compare with what we get by\n", "employing an alternative solution method" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 1.0 0.0 0.0 0.0\n", " 10.0 0.9 0.0 0.0\n", " 0.0 1.0 0.0 0.0\n", " 68.9655 -0.689655 0.0 1.0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "P, F, d = stationary_values(LQPI) # compute value function and decision rule\n", "ABF = ALQ - BLQ * F # form closed loop system" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison with the difference equation approach\n", "\n", "In our [first lecture](https://lectures.quantecon.org/perm_income.html) on the infinite horizon permanent\n", "income problem we used a different solution method\n", "\n", "The method was based around\n", "\n", "- deducing the Euler equations that are the first-order conditions with respect to consumption and savings \n", "- using the budget constraints and boundary condition to complete a system of expectational linear difference equations \n", "- solving those equations to obtain the solution \n", "\n", "\n", "Expressed in state space notation, the solution took the form\n", "\n", "$$\n", "\\begin{aligned}\n", " z_{t+1} & = A z_t + C w_{t+1} \\\\\n", " b_{t+1} & = b_t + U [ (I -\\beta A)^{-1} (A - I) ] z_t \\\\\n", " y_t & = U z_t \\\\\n", " c_t & = (1-\\beta) [ U (I-\\beta A)^{-1} z_t - b_t ]\n", "\\end{aligned}\n", "$$\n", "\n", "Now we’ll apply the formulas in this system" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0\n", " 0.0 0.0 0.0 0.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use the above formulas to create the optimal policies for b_{t+1} and c_t\n", "b_pol = G * (inv(I - β * A)) * (A - I)\n", "c_pol = (1 - β) * (G * inv(I - β * A))\n", "\n", "# Create the A matrix for a LinearStateSpace instance\n", "A_LSS1 = vcat(A, b_pol)\n", "A_LSS2 = [0, 0, 0, 1]\n", "A_LSS = hcat(A_LSS1, A_LSS2)\n", "\n", "# Create the C matrix for LSS methods\n", "C_LSS = vcat(C, 0)\n", "\n", "# Create the G matrix for LSS methods\n", "G_LSS1 = vcat(G, c_pol)\n", "G_LSS2 = vcat(0, -(1 - β))\n", "G_LSS = hcat(G_LSS1, G_LSS2)\n", "\n", "# Use the following values to start everyone off at b=0, initial incomes zero\n", "μ_0 = [1.0, 0.0, 0.0, 0.0]\n", "Σ_0 = zeros(4, 4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A_LSS calculated as we have here should equal ABF calculated above using the LQ model" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "4×4 Array{Float64,2}:\n", " 0.0 0.0 0.0 0.0 \n", " 0.0 0.0 0.0 0.0 \n", " 0.0 0.0 0.0 0.0 \n", " -9.51248e-6 9.51248e-8 0.0 -2.0e-8" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ABF - A_LSS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now compare pertinent elements of c_pol and F" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "hide-output": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[65.51724137931033 0.34482758620689685 0.0][65.51723234245394 0.344827676575457 -0.0 -0.050000018999992145]\n" ] } ], "source": [ "println(c_pol, -F)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have verified that the two methods give the same solution\n", "\n", "Now let’s create instances of the [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type and use it to do some interesting experiments\n", "\n", "To do this, we’ll use the outcomes from our second method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two Example Economies\n", "\n", "In the spirit of Bewley models [[Bew86]](https://lectures.quantecon.org/zreferences.html#bewley86), we’ll generate panels of consumers\n", "\n", "The examples differ only in the initial states with which we endow the consumers\n", "\n", "All other parameter values are kept the same in the two examples\n", "\n", "- In the first example, all consumers begin with zero nonfinancial income and zero debt \n", " \n", " - The consumers are thus *ex ante* identical \n", " \n", "- In the second example, while all begin with zero debt, we draw their initial income levels from the invariant distribution of financial income \n", " \n", " - Consumers are *ex ante* heterogeneous \n", " \n", "\n", "\n", "In the first example, consumers’ nonfinancial income paths display\n", "pronounced transients early in the sample\n", "\n", "- these will affect outcomes in striking ways \n", "\n", "\n", "Those transient effects will not be present in the second example\n", "\n", "We use methods affiliated with the [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type to simulate the model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First set of initial conditions\n", "\n", "We generate 25 paths of the exogenous non-financial income process and the associated optimal consumption and debt paths.\n", "\n", "In a first set of graphs, darker lines depict a particular sample path, while the lighter lines describe 24 other paths\n", "\n", "A second graph plots a collection of simulations against the population distribution that we extract from the LSS instance LSS\n", "\n", "Comparing sample paths with population distributions at each date $ t $ is a useful exercise—see [our discussion](https://lectures.quantecon.org/tools_and_techniques/lln_clt.html#lln-mr) of the laws of large numbers" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "hide-output": false }, "outputs": [], "source": [ "lss = LSS(A_LSS, C_LSS, G_LSS, mu_0=μ_0, Sigma_0=Σ_0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Population and sample panels\n", "\n", "In the code below, we use the [LSS](https://github.com/QuantEcon/QuantEcon.jl/blob/master/src/lss.jl) type to\n", "\n", "- compute and plot population quantiles of the distributions of\n", " consumption and debt for a population of consumers \n", "- simulate a group of 25 consumers and plot sample paths on the same\n", " graph as the population distribution " ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "hide-output": false }, "outputs": [ { "data": { "text/plain": [ "consumption_debt_fanchart (generic function with 1 method)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function income_consumption_debt_series(A, C, G, μ_0, Σ_0, T = 150, npaths = 25)\n", "\n", " lss = LSS(A, C, G, mu_0=μ_0, Sigma_0=Σ_0)\n", "\n", " # simulation/Moment Parameters\n", " moment_generator = moment_sequence(lss)\n", "\n", " # simulate various paths\n", " bsim = zeros(npaths, T)\n", " csim = zeros(npaths, T)\n", " ysim = zeros(npaths, T)\n", "\n", " for i in 1:npaths\n", " sims = simulate(lss,T)\n", " bsim[i, :] = sims[1][end, :]\n", " csim[i, :] = sims[2][2, :]\n", " ysim[i, :] = sims[2][1, :]\n", " end\n", "\n", " # get the moments\n", " cons_mean = zeros(T)\n", " cons_var = similar(cons_mean)\n", " debt_mean = similar(cons_mean)\n", " debt_var = similar(cons_mean)\n", " for (idx, t) = enumerate(moment_generator)\n", " (μ_x, μ_y, Σ_x, Σ_y) = t\n", " cons_mean[idx], cons_var[idx] = μ_y[2], Σ_y[2, 2]\n", " debt_mean[idx], debt_var[idx] = μ_x[4], Σ_x[4, 4]\n", " idx == T && break\n", " end\n", " return bsim, csim, ysim, cons_mean, cons_var, debt_mean, debt_var\n", "end\n", "\n", "function consumption_income_debt_figure(bsim, csim, ysim)\n", "\n", " # get T\n", " T = size(bsim, 2)\n", "\n", " # create first figure\n", " xvals = 1:T\n", "\n", " # plot consumption and income\n", " plt_1 = plot(csim[1,:], label=\"c\", color=:blue, lw=2)\n", " plot!(plt_1, ysim[1, :], label=\"y\", color=:green, lw=2)\n", " plot!(plt_1, csim', alpha=0.1, color=:blue, label=\"\")\n", " plot!(plt_1, ysim', alpha=0.1, color=:green, label=\"\")\n", " plot!(plt_1, title=\"Nonfinancial Income, Consumption, and Debt\",\n", " xlabel=\"t\", ylabel=\"y and c\",legend=:bottomright)\n", "\n", " # plot debt\n", " plt_2 = plot(bsim[1,: ], label=\"b\", color=:red, lw=2)\n", " plot!(plt_2, bsim', alpha=0.1, color=:red,label=\"\")\n", " plot!(plt_2, xlabel=\"t\", ylabel=\"debt\",legend=:bottomright)\n", "\n", " plot(plt_1, plt_2, layout=(2,1), size=(800,600))\n", "end\n", "\n", "function consumption_debt_fanchart(csim, cons_mean, cons_var,\n", " bsim, debt_mean, debt_var)\n", " # get T\n", " T = size(bsim, 2)\n", "\n", " # create percentiles of cross-section distributions\n", " cmean = mean(cons_mean)\n", " c90 = 1.65 * sqrt.(cons_var)\n", " c95 = 1.96 * sqrt.(cons_var)\n", " c_perc_95p, c_perc_95m = cons_mean + c95, cons_mean - c95\n", " c_perc_90p, c_perc_90m = cons_mean + c90, cons_mean - c90\n", "\n", " # create percentiles of cross-section distributions\n", " dmean = mean(debt_mean)\n", " d90 = 1.65 * sqrt.(debt_var)\n", " d95 = 1.96 * sqrt.(debt_var)\n", " d_perc_95p, d_perc_95m = debt_mean + d95, debt_mean - d95\n", " d_perc_90p, d_perc_90m = debt_mean + d90, debt_mean - d90\n", "\n", " xvals = 1:T\n", "\n", " # first fanchart\n", " plt_1=plot(xvals, cons_mean, color=:black, lw=2, label=\"\")\n", " plot!(plt_1, xvals, Array(csim'), color=:black, alpha=0.25, label=\"\")\n", " plot!(xvals, fill_between=(c_perc_95m, c_perc_95p), alpha=0.25, color=:blue, label=\"\")\n", " plot!(xvals, fill_between=(c_perc_90m, c_perc_90p), alpha=0.25, color=:red, label=\"\")\n", " plot!(plt_1, title=\"Consumption/Debt over time\",\n", " ylim=(cmean-15, cmean+15), ylabel=\"consumption\")\n", "\n", " # second fanchart\n", " plt_2=plot(xvals, debt_mean, color=:black, lw=2,label=\"\")\n", " plot!(plt_2, xvals, Array(bsim'), color=:black, alpha=0.25,label=\"\")\n", " plot!(xvals, fill_between=(d_perc_95m, d_perc_95p), alpha=0.25, color=:blue,label=\"\")\n", " plot!(xvals, fill_between=(d_perc_90m, d_perc_90p), alpha=0.25, color=:red,label=\"\")\n", " plot!(plt_2, ylabel=\"debt\", xlabel=\"t\")\n", "\n", " plot(plt_1, plt_2, layout=(2,1), size=(800,600))\n", "end" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let’s create figures with initial conditions of zero for $ y_0 $ and $ b_0 $" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out = income_consumption_debt_series(A_LSS, C_LSS, G_LSS, μ_0, Σ_0)\n", "bsim0, csim0, ysim0 = out[1:3]\n", "cons_mean0, cons_var0, debt_mean0, debt_var0 = out[4:end]\n", "\n", "consumption_income_debt_figure(bsim0, csim0, ysim0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "consumption_debt_fanchart(csim0, cons_mean0, cons_var0,\n", " bsim0, debt_mean0, debt_var0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is what is going on in the above graphs\n", "\n", "For our simulation, we have set initial conditions $ b_0 = y_{-1} = y_{-2} = 0 $\n", "\n", "Because $ y_{-1} = y_{-2} = 0 $, nonfinancial income $ y_t $ starts far below its stationary mean $ \\mu_{y, \\infty} $ and rises early in each simulation\n", "\n", "Recall from the [previous lecture](https://lectures.quantecon.org/perm_income.html) that we can represent the optimal decision rule for consumption in terms of the **co-integrating relationship**\n", "\n", "\n", "\n", "$$\n", "(1-\\beta) b_t + c_t = (1-\\beta) E_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} \\tag{6}\n", "$$\n", "\n", "So at time $ 0 $ we have\n", "\n", "$$\n", "c_0 = (1-\\beta) E_0 \\sum_{t=0}^\\infty \\beta^j y_{t}\n", "$$\n", "\n", "This tells us that consumption starts at the income that would be paid by an annuity whose value equals the expected discounted value of nonfinancial income at time $ t=0 $\n", "\n", "To support that level of consumption, the consumer borrows a lot early and consequently builds up substantial debt\n", "\n", "In fact, he or she incurs so much debt that eventually, in the stochastic steady state, he consumes less each period than his nonfinancial income\n", "\n", "He uses the gap between consumption and nonfinancial income mostly to service the interest payments due on his debt\n", "\n", "Thus, when we look at the panel of debt in the accompanying graph, we see that this is a group of *ex ante* identical people each of whom starts with zero debt\n", "\n", "All of them accumulate debt in anticipation of rising nonfinancial income\n", "\n", "They expect their nonfinancial income to rise toward the invariant distribution of income, a consequence of our having started them at $ y_{-1} = y_{-2} = 0 $" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Cointegration residual\n", "\n", "The following figure plots realizations of the left side of [(6)](#equation-old12), which,\n", "[as discussed in our last lecture](https://lectures.quantecon.org/perm_income.html#coint-pi), is called the **cointegrating residual**\n", "\n", "As mentioned above, the right side can be thought of as an\n", "annuity payment on the expected present value of future income\n", "$ E_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} $\n", "\n", "Early along a realization, $ c_t $ is approximately constant while\n", "$ (1-\\beta) b_t $ and\n", "$ (1-\\beta) E_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} $ both rise\n", "markedly as the household’s present value of income and borrowing rise\n", "pretty much together\n", "\n", "This example illustrates the following point: the definition\n", "of cointegration implies that the cointegrating residual is\n", "*asymptotically* covariance stationary, not *covariance stationary*\n", "\n", "The cointegrating residual for the specification with zero income and zero\n", "debt initially has a notable transient component that dominates its\n", "behavior early in the sample.\n", "\n", "By altering initial conditions, we shall remove this transient in our second example to be presented below" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "function cointegration_figure(bsim, csim)\n", " # create figure\n", " plot((1 - β) * bsim[1, :] + csim[1, :], color=:black,lw=2,label=\"\")\n", " plot!((1 - β) * bsim' + csim', color=:black, alpha=.1,label=\"\")\n", " plot!(title=\"Cointegration of Assets and Consumption\", xlabel=\"t\")\n", "end\n", "\n", "cointegration_figure(bsim0, csim0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A “borrowers and lenders” closed economy\n", "\n", "When we set $ y_{-1} = y_{-2} = 0 $ and $ b_0 =0 $ in the\n", "preceding exercise, we make debt “head north” early in the sample\n", "\n", "Average debt in the cross-section rises and approaches asymptote\n", "\n", "We can regard these as outcomes of a “small open economy” that\n", "borrows from abroad at the fixed gross interest rate $ R = r+1 $ in\n", "anticipation of rising incomes\n", "\n", "So with the economic primitives set as above, the economy converges to a\n", "steady state in which there is an excess aggregate supply of risk-free\n", "loans at a gross interest rate of $ R $\n", "\n", "This excess supply is filled by “foreigner lenders” willing to make those loans\n", "\n", "We can use virtually the same code to rig a “poor man’s Bewley [[Bew86]](https://lectures.quantecon.org/zreferences.html#bewley86) model” in the following way\n", "\n", "- as before, we start everyone at $ b_0 = 0 $ \n", "- But instead of starting everyone at $ y_{-1} = y_{-2} = 0 $, we\n", " draw $ \\begin{bmatrix} y_{-1} \\\\ y_{-2} \\end{bmatrix} $ from\n", " the invariant distribution of the $ \\{y_t\\} $ process \n", "\n", "\n", "This rigs a closed economy in which people are borrowing and lending\n", "with each other at a gross risk-free interest rate of\n", "$ R = \\beta^{-1} $\n", "\n", "Across the group of people being analyzed, risk-free loans are in zero excess supply\n", "\n", "We have arranged primitives so that $ R = \\beta^{-1} $ clears the market for risk-free loans at zero aggregate excess supply\n", "\n", "So the risk-free loans are being made from one person to another within our closed set of agent\n", "\n", "There is no need for foreigners to lend to our group\n", "\n", "Let’s have a look at the corresponding figures" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJYCAIAAAAVFBUnAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOy9e5RkVXn+/+xzP3XqXtWXudAwgzigiK6gooMICigXESUIkniJ3xUiEtTgAjRrqclPMURFMfEW0WDUEAVFvKGIKMaIBg0xIYCiAg7MMNNd96pzv+3fH/twuqa6urq6p6d7ZtifxWJNnzqXXbvO2efd737e9yWUUnA4HA6Hw+FwVg9hvRvA4XA4HA6Hc6jBDSwOh8PhcDicVYYbWBwOh8PhcDirDDewOAcHRx99NCHk0ksvHfHpKl5u586dr3jFK/L5fKFQ2B/n3xeW1ZjROxNCjj766FVq14HLT37yk4suumhmZkZV1enp6e3bt1977bW2ba93u/Y7nue5rpv+eUDdxvvCiPuWLKBarZ522mlf/vKXlyU4HqevBrqXwxmAG1icg4lPf/rT//Ef/7EGF7r88stvu+22o48++uKLL16Dy3H2E3Ecv+1tbzv55JO/8pWvtFqt5zznOZlM5p577rnyyiuPPfbYubm59W7g/uXZz362ruvr3Yq1Rtf1U59k+/btYRj+8Ic//JM/+ZPXvOY1vu+v4oWemt3LGR9uYHEOMi6++OI1mDXef//9AH7wgx9ce+21AO69995er7e/LzomB1RjDnA+9KEPffzjH9+wYcOdd97ZbrfvueeeRx555NFHH33Na17z6KOPXnjhhU+pMOqnyJ0zMzNz55PcfffdrVbrpz/96czMzC233PLud797vVvHeQrBDSzOwcSll1760EMPXX311fv7Quy9y9YHARiGkc1m9/dFx+SAasyBzBNPPPE3f/M3hULh3nvvPfXUU0VRZNtnZmb+7d/+7dnPfvaPf/zj//u//1vfRq4lT807hxBy4okn/uIXvzAM47rrrtu9e/d6t4jzVIEbWJyDiWuuuWbz5s0f/OAH77vvvhG7UUr/5V/+5aUvfWmlUtm8efOZZ575/e9/P/2UqSviOP7whz+8detWTdO2bdv2gQ98IF0+IIQ89NBDeFLPgb0FGUseDuC+++577Wtf+8xnPjOTyUxMTLzgBS+4/vrrU2fJOGcAcPPNN59++umVSmXLli3nn3/+v//7v/cfPua1xmcfWzVmtwdB8L73vW/Lli2Kohx++OFXX311FEX//d//ffrppxeLxZmZmauuusrzvP4r3nbbbWefffamTZvy+fwJJ5zwmc98Joqicb7RZz/7Wd/3r7jiig0bNgx8JEnSFVdcceqppz7wwAPjN35059x9993nn3/+li1bNE077LDDzj777Lvuuqv/8KEdvuLOYYd4nnfVVVdt2LChWCyeeuqpX/3qV9Pzj76NV+Urj2ZVnoJf/epX559//tOe9jRd14855pj3ve99juOM2YB+pqamLrnkkjAMv/a1r6Ubl7y1er3eX/7lX05OThYKhZNPPvmLX/xi+tHC7uVwBqEczsHAtm3b2O36rW99C8Bzn/vcIAgWfsp4wxveACCXy7385S8/+eSTVVUFcPXVV/fvfNVVV01NTb3xjW98/etfz4QUl19+Odvhuuuum5iYAHDdddddd911A+df8vAvfelLbMB91rOedeGFF55++umyLAO49tprxzwDpfTyyy8HUCwWzzrrrFNPPVUQBEEQvv71rw80ZsxrLdarALZt27YqrRqz288777wjjjji4osvvuCCCyRJAnDRRRfl8/kzzjjjz//8z5l/5f3vf396xSuvvBJAuVw+66yzzj777HK5DODcc88Nw3D0DUMp3b59O4BHH310yT3HbPyIzrnpppsIIZIknXLKKa997WtPOukkQoggCLfffvtiv8LCm2pZncMO+eM//mNVVU855ZTt27ezn/5v//Zv2Q6jb+N9/8qjWZWn4LOf/Szrh6OOOuqVr3zlscceC+BFL3pR/307wIiP2GTgsssuY3+OvrVY81i3vOQlL0m79x3veMdi3cvhDMANLM7BQf+74cILLwTwkY98ZOin3/ve99iwvnPnTrblvvvum56elmX5d7/7Xbrzs571rLm5ObbDL37xCwCTk5NDT0iHvQtHHP70pz8dwCWXXBLHMdvChPknnHDCmGe4++67ATznOc/Zs2cP2/LTn/5UkqSnP/3pA40Z81qL9epCA2vFrRqz21/2spdZlsV2uPnmm9k0L32pf/e73wVw4okn9n+Xs846q9PpsC3dbveCCy4A8KlPfWqxL5VSrVZlWR7HFNv3e+YZz3iGLMsPPPBAes5vf/vbAF75ylfSsQ2sZXUOO2R6evr+++9Pm1SpVCRJ+v3vf7/wEnQ/PCYj2PenYMeOHZlMRlXVr3zlK+lpv/Od7xiGsTID69FHHwVw5pln0jFurcW6lxDyv//7vwv7k8NZCL85OAcH/WPZnj17SqVSJpN5+OGHF3561llnAfjRj37Uf/gnPvEJAFdccUW68ze+8Y3+HQ477LDFXkV02LtwxOE33HDDZz/72cceeyz9lKnyB0yZEWc477zzANx11139O7zlLW85/vjjTdPsb8yY16KLsIqtGrPb77vvvvRTy7IAqKrqeR7bwlInpE0699xzAfz2t7/tP2en0xFF8aSTTlrsS6WIojgzM7PkbnQ17hmW0aPVaqWfRlH085//nL2MxzSwltU57JABQ5PFZFx55ZULL0H3w2Mygn1/Ct75zncCeO973ztw5ve9730rM7DY2uKzn/1sOsatNaJ73/a2t/V/hVG9wHlqI4HDOdiYmpr66Ec/+qY3venNb37zHXfcMSCAeOihh1RVPfnkk/s3vvzlLwfw29/+Nt3ywhe+sH+HTCazrDaMOPxNb3oT+0ev17v//vt/+ctffvOb31zWGR588EFFUV784hf37/CpT31q4UnGvNb4rLhVY3b7M57xjIGTH3bYYYqisC0DQe9MIPWKV7xiocblwQcfXPK75PP5PXv2RFGUytsXY9/vmde+9rXXX38906WdfvrpJ5xwwuGHH/6CF7xgyUb2s6zOYZxxxhn9f55zzjlXXHFFf5sXY38/Jvv+FLBf/6KLLho45Pzzz3/ve987ZjP6mZ2dBbBp0yaMfWutuHs5HHCRO+cg5Y1vfONpp5125513fuELXxj4aNeuXdPT04Kw173NRtXHHnss3cL0EytmxOG2bV9++eVHHnlkPp9nwli2XDL+Gf7whz9s2LBh4Cvsy7XGZ8WtGrPbF9o6I6yfnTt3Avjtb3/70N5EUTROuoGtW7f6vt9/9X5+//vfn3HGGSx17b7fM5/85Cevv/76ZzzjGZ///OcvvPDCI4444phjjvnEJz4xQo9PFwQiLKtzGAP6/c2bNwPYsWPH6KOw/x+TfX8Kdu3aBWBmZmZg+8ItY8K6ZevWrRj71hravXv27FlZAzhPNbiBxTkoIYR85jOf0XX9He94B5uYpmzatGnPnj1xHPdvZLHZ7P2RnmEfG7DYR295y1s+9rGPHXPMMd/4xjc6nc5//dd/ffrTn17WGTZs2FCr1QZewHEcMznRCq41Pitu1ZjdviwOP/xwAN1ud6HvfSDScCinnXYagM9//vNDP/3a1772/e9/n32dfb9nJEm6+OKL77777maz+YMf/OBd73pXu91+61vfes011yx2SK1WW/IrLMlA0gH258aNG5c8cH8/Jvv+FBxxxBEYZiwy22gFMFUcW9cb89Ya2r2sYRzOknADi3OwsnXr1ve///2tVuutb31r//Zt27Z5nveTn/ykf+Mdd9wBYG3Kwnz961+vVCrf/OY3zz33XLas0+12l3WGbdu22bbNNL8pr3vd62RZHnjf7Pu1VqtV+6PbjznmGAA///nP+zfu2rXrkksu+dznPrfk4W9+85slSfrIRz7yyCOPDHzk+/6//uu/4kkjbN8b/853vpNZcvl8/rTTTrvmmmt++MMfAmBBr4z+BLm/+93vWq3WOGceze23397/52233YYnbYjR7O/HZN/vTLZg+uUvf3lge3+ehfGZnZ399Kc/LUnS+eefj7FvraHdy47lcJZmfwq8OJxVY6ieNAiC448/HgCL5WYbWbDVcccd98QTT7AtLDxKkqSHHnposVONkAPTYXrkEYdv2rRJ1/V6vc7+NE2TxcMfeeSRY56BjePPf/7zmceIUnrPPfcoisLOsO/XSsFScvjxW7WybscCSXL/Fvb637JlSypGtiyLyWJuvPFGSumvfvWrBx98cLFvRyllYp1yuXzrrbemeT2eeOKJV73qVQBOOukk5n7b93vmuOOOK5fLv/71r9NPmb+EJYs/8cQTAdx0003sI8dxmMZ89E01unPSMLc0dPGXv/xltVoVRTFtBtvHcZyFV9n3rzy68/f9Kdi5c6dhGPseRRjHMcvkDuCqq65iG5e8tRbrXkVRduzY0d/atHs5nAG4gcU5OFjMUPjVr36V6lTYljiOX//61wNgCYROOeUUluDn7/7u70acahUNrL/+678GcPjhh1966aWvf/3rN27c+IIXvKBarQJ461vfWq/Xx2kAexuVSqWzzz77ZS97mSRJhJA777xzVa6VsiwDa3SrVtbto20ISulf/dVfAVBV9cUvfvGrX/1qJtl5zWteE0XR0MMHiKLokksuYbeHpmnPfe5zjzvuOCY8Ouqoo9IUWft+z3zpS18CIAjC9u3bL7zwwhe/+MWEEF3Xf/nLX1JKP/7xj7NpwAUXXPAXf/EXT3va004++WQmBlpx57BDTjzxRE3TXvrSl77oRS9iiZre8573pPuz6ccrXvGKt7/97QNX2fevPLrzV+Up+NznPsfmTtu2bUvzYLFmjzCw+msRnnjiicVikd0A5513XhqSSZe6tVhLzjjjjIHu/fCHP7xY93I4A3ADi3NwMMJQeNe73tVvYFFK4zi+4YYbTjnllHK5vGHDhpe//OV33HHH6FOtooHl+/4HPvCBo446Stf1448//uqrr/Z9/5Of/GQ+n69Wq2w1bckGxHH8z//8zy9+8YuLxeL09PSZZ575i1/8YrWulbJcA2tEq+iKun1JA4tSesstt5x++uksm/bznve866+/3vf9xXZeSBzHt99++0UXXcQqPW/atOmUU0659tpr+9+1K2v8wMZvfvObL3nJSzZs2KAoyhFHHHHRRRelaRfiOP7kJz957LHHapo2MTFx2WWX9Xq9JW+qcQwsx3He/va3b9u2rVAonHLKKTfffHP//rfddtvWrVtlWZ6amlp4lX38yqM7f1WeAkrpvffee9555x155JGKohx99NEf/ehHwzAcbWANUCqVXvKSl9x4441pRq6UEbcWa4lpmpdeemmlUimVSqeddtq3v/3tEd3L4QxA6FOp1imHwzmUcBznhBNOGF036VDl6KOPZmt569WAp3LnczjjwEXuHA7nYOVnP/vZkUceud6teIrCO5/DGQ1PNMrhcA5W/uzP/uyWW25Z71Y8ReGdz+GMhhtYHA7nYOXxxx9f7yY8deGdz+GMhmuwOBwO5+Bjz549YRiy3OIcDucAhBtYHA6Hw+FwOKsMF7lzOBwOh8PhrDLcwOJwOBwOh8NZZbiBxeFwOBwOh7PKcAOLw+FwOBwOZ5XhBhaHw+FwOBzOKnNwG1i7du265pprxt8/DEPLsvZfezicVSSO416vt96t4HDGpdvt8rB0zsGCaZpRFO3XSxzcBlatVrvpppvG3z+KIs/z9l97OJxVhFLqOM56t4LDGRfbtte7CRzOuLiuG8fxfr3EwW1gcTgcDofD4RyAcAOLw+FwOBwOZ5XhBhaHw+FwOBzOKsMNLM6BQhTvX70hh8PhcDhrBjewOAcKPb8X0/0rOeRwOBwOZ23gBhbnQMELPTd017sVHA6Hw+GsAtzA4hwQhHEY09gJeFYCDofD4RwKcAOLc0DghZ4u6WEcRpQrsTgcDodz0MMNLM4BgR/5qqTqss6dWBwOh8M5BOAGFueAwI98RVR0iRtYHA6HwzkU4AYWZ/0JokAggiiIsigD8CN/vVvE4XA4HM4+wQ0szvrD3Ffs33yVkMPhcDiHANzA4qw/Xuipksr+rUu6G7qU0vVtEofD4XA4+wI3sDjrT78HSxRESZC8yFvfJnE4HM6awfLUrHcrOKsMN7A460wQB5IoCWT+VswoGb5KyOFwnjr0vF7H7ax3KzirDDewOOuMF3qp+4qhSZof+Xw+x+FwngoEURDEQUQjO7DXuy2c1YQbWJx1pn99kEFAVEnlZXM4HM5TAdM3DdkoasWe1wuiYL2bw1k1uIHFWU8opX7opwr3FJ4Qi8PhPBVg7quMnJEEKafm2m6bh/gsiyiCf6Am9pHWuwEHN5TSIA4kYS8JEWd8WO8RkIHtiqgEURDTmHcsh8M5hOn5vaySJYQAyMgZP/K7XregFcY8PI4hHKJjJKUYMDUpRRwn/w9DBAF8H4SAUmSzMIx1aujicANrJQRR4Ee+F3l+6IOgpJUW+mA448Aq5CzcTghRJdWPfE3S1r5VHA6Hswb4kR/GoS7p6ZaCVqhbdSdwdHl+I6Ugg5NQOA4sC2EITYNhQJbXpslrQRTBNOE4g9+aEAgCCAEhkCToOvJ5iCKiCM1mYmYdUHADa9nYgW36piqqGTnDVs15feIV44VeVhn+TKiS6oUeN7A4HM6hiumbqfuKQUCKWrHpNDVJA4htw7IQx5AkqCoUBbIM14VlQRCQy0GW4ThotSCKMAxoY4yXngfbTkyTA40whGXBdZHJYHJyXOecKKJSQaMBSpHL7ecmLgduYC0bN3Tzaj598UuCFMbh+jbpIIVSGkSBIilDP1Ul1fTNNW4Sh8PhrA1+5IdRqGv6wHZZlAmVGu0g8hVVRakESUqWw0wTQQBFQaEA5cmB0zBgGHBdmCYsC6XScLuE0mQfQiDLaDZRrQ5xjK0LlMLz4DjwfRgGJiaWve4pCKhU0GwijlEYd311v8MNrOVBQf3QL+mldIsoiF7As2KuBD/yZVFeKMBiiEQkIGEcSgK/SzkczqFGz+vl1BxZYOOEIXptxTD8iaqSOpkUBYoyaglM06Bp6PVQr6NYnDe/AMQxmCdMlpHPQ1UBoNNBq4VyeZW/1HLxfdg2PA+yDF1Hsbhym49SZDLYswftNvJ5SBJkGbK8no46/upaHm7gqpLabxNIghTFfIlwJTihM3oFUBEVL/Qkhd+lHA7nkCKMw4hGqdDKj3yRiKIgAuh0UMorVDZFcdmSolwOioJWKxF9RxEsC44DVUWlAqlvKC0U0Gig20U+v0pfaTyYLJ0pxjwPnQ4MA/n8yqX6lKLbheeBUqgqpqfRbifqeNtGEICQxDxVlL16YA3gr67l4YbugChbJGJEI0rpwokIZwQxjb3QyxujHm5VUu3ANnDgBYccYIQh4nivOSuHwzmQCaJAFuZ16ZZvUdCyXrZtUIpyQZntBSt7ragqqlW0WnAcRBF0HdXqcC9OqYRGA44DvW+Vcr+GJVKKdnu+naaJiYl9HbgsC1GEcnneeFJVNBrQtESPFYbw/WSBNYoSjTwA0yT7ezGRG1jLgFLqR/5AAC0hhNlYEuGduQzswNYkbXQWBlVS206bgi62jMhhsElqqZQ4/w9YDuGQcg5nIUEAx5nPLEApdD3JJhDEgSwmBhYFZR6snmvZPaNcBgGRRCmkoUxWEhzIRN+OA00b9cQJQmJjseYFAYIAUYR8fj7lQRCsZnyibUOSUC4jCDA7C99Huw1RhChCECCKUNXlOZniGJY1aEGmmncAmQwkCZKETCb5NM3+IAj7Pd8YH+2WgR/7Q1NeiYLIde7LxQ7sjJwZvQ8BkUXZDw/ULHIHBky7Wiyi3YbrDn7U7WJuDuF6354sjrrVWudmcA58DkzFBbM8loXjoNmEIEBVoevI5ZDPJxvjeC8PlhM4iqiU9NLuhimrATNoFFHxo5UPfYQgk1l6PiNJKBYTK1DTUC5jYgKmiTgGANNEo7HsL74YlMKyEq9SFEFVsWULKhXkclDVJNvCci9nmtD1If45ZmMx1f8ALNcDS/ewv+FOl2XgBu5QzRCXYS0XJ3BEIqYTuBGokupFHk8zNgLbhqpC0yCKSTIY5vBns0MmjG00UCqt2xqi46DbhWHA99HrHVhx1JwDjZ7XK+rF9W7FXrgu2m1kMsuQK3W7cF2Uy4Pun2o10aF7UljS5w0sQzHCQMyIhVBqU1olhCii4gSOIe93gYSqDnq+dR29HiQJtk1jyex0cquihbesJM1EHKPTQakEQhL3VYokodFAtTqWqzuK4DiYmBj+KbOxWq3kuzDBO7Pk1gzuwVoGbuhq8nADi3uwloUd2IYy1sChiqoX8iDNUVhW4s+XZVQq6PVg2+h00G6jUECxiEwGpVKiyVh12MrCiE9bLVgWKhVksygWYdsHbl0LzroTxZETOhQHUK0Yy0K3O+/mWYjvJ6mbggBxjDhGo4EwRLU6fHEtl0MuH/V6pNcVHAeOG/lhqAhqp4PJsqZIctfrYp89WPtCNotWC+028sWQqKYbePs+dLC1PBYF2ekgkxk+38tkoGlotQZzuA+l11vCSyeKqFYxNZUEFfo+Go3hP+J+ghtY4+JHviiIIhli/YqELxEugyAKIhqNmUFUFuWYxuubynXOmlvHq4/GdSEI8+M40zeYJgBMTMxPTBUlsb3M1cgsxpIBttuYm0OthmYT7faQYcu2UatBkubDlwQhWcpcyzGOcxDBTIoDZ07V6cBxUKkkSRAWrjeZJlqtxJXS6aBWwxO7I0VBuTzkxe+FHqszSKRgsiqJIjwPcy3HbGuzs4TlES1oBS/03NAViCAQYVm1n1eriKHnJYF+MQlkUY6VdrsTL3xml3U1y4KmMa8YwnBUvgkWUdjp7HV+SueXDilFq4W5OdTrEEUEwRItYVGEhoFiEbq+pkIFbmCNixu6qjh8oUoSpIM3mbvpm2tcv30c9VU/LKX7/mvPktzwqxvG2Y3NX9cY2x6swCVJmJhAoTCoMJAkVKtwXXQ6K78cpej1kgm6qqJcxtRUknC5Vpv3kHle8me5jFxur5aw1cx9aQPnEMaPfEmQDgQDKwiwcydsG8VisqhkGGAhfow4RrMJz0O1inwepRLKlVgrdITcnJoZ7nnquJ2e3wMQRIEqycynaxTcwzfp09PJ+iMBKerFjtuJabxcJ5YTOjHd1zHIddHrYdMmCAJMO9QlvWgYvtAaeGbZ9GlMcSfLFsFGCdalo/VPxSK6XTz8MLwnbwTbxtwcOh0EAZpNEII4Rj4P30eng7m5QfnpYuRyifW2NnADa1xGlG0RBTGO4wPKrT0+TuCsZf32mMZu6C7PwFrXVcKaXbv1N7cuuRsTcXe7a9CieVi504XFMRYbvFiy4zCcj5ReFr6Peh1hmBhwup74pQhBPo9yGZaFZjPph1wOlcqiSyRRBNteSRs4hzZ+5OfUnBetp4FFKebm8NBDAKCqaDaxZw/qdZhmssYUBPA81OvJorwogoKavlmzaoSQol7oeb2Fp7UDWxREN3RZ/UGmQA2iII5jRVTS3AEAFFHRJM3yreUaWH7kO8E+LeZRmqijJAn5PFqdQBLkrJLNZknb7jEjJghQryfJHVJLJQhgmnv95ziJb4lS7NmTlE0sFJLVuuHt95OV1kYDug5VxY4d8H1QCtNEpQJBwMMPw7KgqhAETEygWES1inIZ3S56Q3p9CMViYpaZ5n5XuXOR+1iEcUgpHSHKlkQpjMJxVNsHFGEcUlBFVHp+L6+uRb65cbIzDKBKKhMlrCK7ert2dneesOmEJff87u+++0jzkdH7sLlsNgvLgu+vnZacqa+WFQtDCMpltFpotfaaR7JczyyZlqLstbpBKcIQjgPXRT6/aLEzWUa1mqyhjC5rTwiKRTQa65D3j3MgE9M4prEmaV23u48lHIZWRx6HTgdPPAFVxVFHza+ws0eAZZtjwf8dt1ssCFBo16UU1Is8RVSqRpVpSCzf8iKvf8WDUmr6ZkkvxXHcdtqU0LyYBzBQ1Dklq2Trdr2klZZrYAVRMFTeOjrZTdpdjpPo0AEoCiAEniOpOZT0ouvX6y0lb6iOg1wuyXrQaKDXQxzDdaHre/W55yV5p9i0c8uW5LQsK0SlMvgDMdeUbUPXUSggkwGlmJ3FI4+gXIaqQpbR62F6GpKU5EdNz8AGn3Ybjca8x3ExCIGmYceO+cQN+w/uwRqLxeTtKQepDMsNXU3SClrBDdy18RLZ/vLWBwEIRBAFcXX1nl994Ktn3XjWb+q/WXLP7zz0nYbdcMJF54WUotlMCtrncmvnxGKD2grGCGZjEZKEHAYB2m3UaogiiCIcB7UaajW022g2MTeH2dkkM3K1unQpWVYWbUkkCbncuFJWzlMEP/IVUcE+qwJMcyWpSXwfjz6KJ57Apk3YunWvwDomSNJ1lMuoVCBpniM/FgsOIUQQBFmUS1qpqBVThW5OzQ04sezAlgVZFmRVUmVR7jgdtrMbuUMNLFEQdVl3I5cQMuabJaYxW4gYOlRavtVyEvERW+hvNlGvY24u8c8xhZNpzj+/EY3yecGxhSiCQISJXNEjnTCKJybmhx1FwY4diCJMTCCfRy43/1+xiIkJaBpKpXnritmpijIoNmfWFYso1LTk/IRgehrFInbuhOeh0UiSSmSzmJzcKzkqAEFI7LB6fVQYDct06nnYsgVBsN89WNzAGgtmiIzY4SCVYbHvxVb9225739fvR8NmqCvw8+mSvrqFn7/6wFebdvOMfz1jt7l7xG5hHP7gkR9QQh/rPLbYPq0WZDlJPcDmcAuVsPsDVv5ixXk7i0VIEubm0GrNy7YMA6USpqaSnKWGgXIZ09PJp6ubI5SFEXExFifFC715A2tFq4Ts9em6yGbRbI5rY7ku6nXs2QNRxNFHL5GLwTCwu9nJKTmmCckq2YycGRjTNEkDhRu6T7aKWoGVVRJdty7rlFIv9LzQE4iwmKMuq2SdwBl/bslKu2bkjB0Mrr5TUMu3Yhq3nBZTiIchMhkUCqhUMDWFTCbxRYnivAM+iAJNljOZZBJSGjQAACAASURBVOlNEZWJkiZnLDYOsE7zfRx22KIJhHs9RNFe0ZS2nWS7UJQkHxiAMESziXwecYxNm5Ky1im6jnw+WTFME68v5p5ksrZWa16S1W6j1UKnk6wh1usgBJUKG9z2u2aWG1hLE0QB0xuO2OdgzNQQ0SiKI/a9FFHRJb3j7t/XXRiHkihRSsM49ELPDuwx56mGYjDx1qo0Y1dv13/u+k8Q7GjvOP2Lp7fdRRVJdz9+d8frgOLxzuNDd2D2QX+9hUJhPk3fODjO8hRRlCY1H/rnmiujUECphMlJZLOD46MkJSPafl3Cy+cRhgeWGMtxUK8nI3KvB8viPra1o9+D5Yf+clWtLE0lkLw+mY01Omslk05bFjIZqCo2bFh6YVFWYje0VZKv6BU3dBcTsPY7sezQlgU5NcIiGlWMSsfr2IGtS0PcVwyBCIZi+KE/ZhBSEAWKqOiy7oXewFTZ8i1VUst6mVI8vKtJCC2VoGlJIWRCEu/7rl17+e2CKJAEKZuF7yepWDRJ80LfspJOy2ZRqSRTr4XhybYN102SXaWkZXlYzelmE76fWFeUJpqBfH4+hJD56TduhOuOO9yx4JtuN6khHQTQ9flvmsvNBwCtQaJRbmAtjembS2Z7k8T1N7CW24ABt1xOzUU0Wjj7WUXCKGy77Vlrtmk3rcDyI7/ttsccRvNqvut1VyWS4JYHb4lpfOqWU7dVtz0w98B5N5232HT5u7/7LgAQ7OjsGPiIzZXDEKXSXtuZaTLmQiGbVEXRWI4c10WzidlZdLuIYxSLq1DCYn3LFxKCUgm93qhMWmtJECTyfDYiE5IUo+WsAf3u7RWUcGDyc12fVxZmMjCMeTfJAKlSu1RCpZIEi4zzQNmBnctKnqP0uiLsSq2GBx9tzNXiAUtOlVSBCHZgU1DTM3PqfHbdIAoM2dAkzQ2Hrw+msIml5Y/lEvcjXxZkgQiqpDKpOzOzmPsqq2QpJdQpyTKhWmuhUSgIiYqUPYyUwvXD0JeZP37nTrTb6LbkJ/YEfkBZp6WCgUJh/kCG68I0B3NVuG5StYbBErg3GshmoeuJcwtIsjkwi40las9koOuo15OMMCzV34hJLAs+sCzUajCMZM2R2dxLihxWF25gLUEYh37kZ5QlpC4iEcNonQ2sltNalv3h+E6/gUUIKWrFntfbf+GQVmApgjKdnZ7MTpb1clErqpJqemOt/SmioojKmDuP5qb7bwJw8fEX3/mGOzfnN9/1h7ve8PU3DF0e/c5D32GdMeDBYqp2IBEzDZDLJbVFR8DOwLIRsspcozNU2Ta6XWQymJpKwsIP8LKDYyKKKBTQaq1/ZiyWE7VQSBJJZDLIZlEqHXA+tkMVZh+kfy5rlTAIkt9uwMlhGND1JO4viuZrArJlI8NIAl1ZVOCYWdpt385l5JwhqSryebJ1Y3HzRjmWzHp9PqcAI6fmTN80PVOV1P51QOYZyik5QzFGh/sQkKJWNH1zsUohURylfrIgSoobslXCMA4bdgNPuq8ESM0mZBmHT5UISKrHSmHZgItFNJuo1TA7i3orCDyp00mmGbOzsCyiSLKW8QcsUVFEPp9INttttNuo11EqDYrNbRuKAtOcX7/L5VCtIpNJ4g3TMa1QSBxgjpNkzMrlUC7DMKAoycxndFEdUUwmb54Hz0MYro8reh0MrCiKjj76aPbvVqt1zjnnlMvlV77yla0n839t376dPMkll1yy9i3sx/KtjJxZstiwQARCyP7WMI2Ahf4OjdEN47Bm1QYW46I4img0sO4pCZIqqba/v94npm+mQgRGTsnZgT1moaG8mmcDx7604YneE/+56z91ST/7qLM35zff9qe35ZX8zQ/cfMUPrqAUnoduN3l0d3R2PFh7kB21oz3vwWJzX1VdNJsLc0R3OvNGgxu6pm+mlmsYJoJNNsNjqnPbXjTTOlurYlPGNXBrrzGaBl1fYeaIVaTdTpJJ9nOg+dgOYfzIV6T54Wj85CxMwVMsDp9yMO9Ip4NGI7Eb5uYgipiYmFdJdzpJtrYldbRe5LGhvpCTdB2KAlGEKqmKGpZKaLf30l8qoiJAqNv1/kGPUhrRSBIkQsg4gdsZOQMCK5g/b3+mez/yTd80fTOMQ1EQmbmmiEoUR7O92SiOgjjo2FbkZGs1aFpiRJb0Egj6ZfhBgDBMVAGVCkolTEzGpVJs6JKmYWICRx2FYhEzMyjl1d1z/sLHQdcxNYVyGaKIej1RMvSfv93Gnj2wbUQRTBOpPcpsNbZKmyIISRBMf6J2SYKqzs98mG5sxIPpeZiehijCstBqYXYWe/Yki5JrxlobWP/wD/+wffv2h1iOEeCDH/zg4Ycfvnv37pmZmQ996EMAKKUPPfTQ7t27e71er9f72Mc+tsYt7IfpfsYs6rK+Miw3dFVJXehMdkKnYTc0Set4nX77L5G3L3hdG7Ixpkd6ubDOzKp7GViiIGbkzJgCdoEIWSW7j0KxW359S0zjM552Bhv1jps67psXfVNB7h9/dOMvf/cYy4bHBJi3PfQ9EFSNKuj8EiFbp8vnR2UiBqDr0DTU68nzb/u2G7hz5pzpm6YVM694/4yZhcB0u4OTYABsBsnS7Ryq5HJJqpv1otcDpcN9GAeOj+3Qxo/8/pKjsihT0CUtHpZ/brRDN5tFtYrJSUxNYXoa09N7Jb9lj7yug1LatJujFeWWZ+mKHsdxf0kPFuGkKKhWE0ll6ixRJTWIAlGY3zmkIbOuRn+vFEJISSu1nfn5R8/t1a06E2Z5kZdTc07gNJ1mqvGioH7kg0Ck+qO7W1ZXVSRpYgK6Md+ZRa3ohE5qwqbltoBkFS+ioSzKlpVkZmGuI8tCKa9ohtdsDp8Nstz009PYuBGWlYxm3W6iOmc/QaGAahWGkUxlfR9xDM8bjApUFNj2qMAaw0ChgGZz0RSjjgPDSFL0TUxgehpTU/PW9sKRdn+w1gbWcccd9573vCf989Zbb73ssstUVb3sssu+/vWvA9i9e3cYhmefffaGDRte97rXddc4dePeWL41ftImUdjvmRooaMftDNVUuoGbV/MEJPWrU0o7bsf0zEqmklNzuqT3q7mZQbbwPLIos2x4q974xQo8Z9WsG7pjCjkNxaCg+5JMj60PXvDMC9JuPOWIU1699c8iufPVP3yiXEY2m4gDbv3VXYjJm57zJpBkidA00e2iXB5rIT+XS9zmlh37kV8xKkW1Um9EjzdqSranL5BeMIdWu50EvLA68O02CcMkw96hTbGYZBFbexyHMi3OYhwgPra1ZLQ2fCgsWdTKoKBhFPYvEQJQBGW0EyvNP7fwaRoT5k1hhjXzMY+YXjKHkCzIkrhX6IdIRGYIsurChMzPrAghuqT3CxuCKBj4mkuSU3Op14op1XJqruk0e16PmYNlvcwyhwGJmVjQCzSSel3RidtbNmVzOUQ06Ne0CUQoakU26w5DeN5gwpcgCkJfEsV5XVo+D8uCQGVBCssV2usNSezZ6UCSkM1CFJOiWMyEYsWb+4OBdB0s3QPzbMnyXkOc46DRwNQUbHvU3KZfzz4Aq6sxoDElZP663S7a7f2+HEDWLIX3XlclyXWz2WytVtN13XGcqampbrd77733XnnllR/96EdnZmYuv/xy3/e//OUvL3ae//mf/3npS18qj5Qm3nrrrUceeST7t+/7tm0Xi2OVaqegdbte1stD6w8uxAosSunAEtjq4kVex+vIglxQC/1mXxAFXb/LolrcyC2qxSiO2l5bEiRmdbHdWm5LldSMlIlp3HAaVb06dCLlRZ4d2CVt8RcOEESBEzrLyk1as2tBHGzMblz4kR3YfuwX1bF+lyAOOl6nqlfHv3TKnD33nC89Rxbk+994vyIqLBOg45BfPfHr835wSl7J/88b/icjZQB4kbft08/3Av9n/++7L/y3FyqCet+Fj1FKCoV4WbZOGGK26VHBrRhF0ySZDNX0sOt3FVEZGjkRBAhDwpQiYRh1Ou2ZmfKhtyw4FN8n3S4plwd7eMVJI8fBtkmtY2+s6ksKnFstQZZpNnvoRxV2OiQMSbkcL9ntYQjPI2FIwhBRhHq9fsQR5RXkZvNj3w7sgRHADV0v8gpqYeghYYhuV1BVahgr/0U6HSKKyGZpEAVtr13Wyk23WdJKQ1MnMAtMEiQ/8gdaVXfqJbWUeqpcl/R6xDBoKHYEIjihU9bK7NOu15VFeUTw4EKCKHy0+VhV3SRBc4Og41gzE0VJDltuq+W1ylq5oldqdi2Mw6JWZCZXQS3s2GOKquuRzpHFIwHYgR3TeOD1ZPpmSEM4ZUWhmcxe3dj1ulZPLec0VZ3f3mgIjkNitVnKZjKK3OkImjZ/oGUR3yfFYkwIPI9IEq3VBMsStmwJw5CYJhmaFoFSPPaYqCi0WKS6TilFr0eCgBQKsSSBUlgWcRySy1FNG/5DRxFaLSGXo/1N7XaJKGL0vVGrNYvF3Gj7YQSVSkVaKsp6nfMoU0rZO55SGkURgOOPP/5HP/oR+/Tv//7vn/nMZ44+w6ZNm26//fYRO0xMTKS94HmeZVnlcnmctlm+peSUojbWWx9ALsw5gVPSR9kl+0jLaZWlMstxUM7MW349r5dDjgWqzFlzzP2bQSY1gFj8czku1+16US8GcaDm1RFfjZ1ksYRVTD6ZI7kJY2LMlgdR4Cu+JmuVTGXoDjWrllfzQ51qC5EteUTzRnDTL2+KaXzGkWds3bS17bZZD9RqOPOPTtr+6+0/e/xnd+y+4+I/uhjA7Q/f7opzx5VOPnry+RVtstGKkI2Pmp5cwZtezjcDuyoTbePGJIJmIp6o2/VSZvg4nhJFUaNBJifH7eRDAFZFJ3UmMQcDC+1m0+JVxPfR7SKbpVIhnC5UlnRUVypJZtRCYVS4GQsvZQn92X/pzp4Hx0EUJSvIB6BXkjWehW6wZLAjYFLCchmyDFmGJGHnzkCSqvk8WW4ERtfrFkhh4PUf03jOnKtm95oHsmoqngdRxKZNS6zUj4ZlZp+cBCGo2/Ut8hZd1g3PiGlc0AatOkppbMWVTMX2bUEQBpoq2EJOzfVLWqMIrRa6gTBdNcLYj2jERhtikbyWH530px+mXsponprJTObLXmxNxkbs5KtV5KKc0BFiGlcnqlEvqhrVptPMCtmSVrJtsnm6SLU6aLFoFGVRZqr2gdfTBCZ2NhqxqM1sGJzsRV2iSYVN0/M3ehwjjlEoIBSUKI4JyVerSeFkSUIcI5PBzAwEAY6TlNzJ5bBxIwQBqpqophbieTjiCBSL86kZWOqH/pE2CBLf2FDfiO8jiuB5mJxMXFZsglqtJudfzOInhBQKhRUbWMIYD/A6G1gbN258/PHHjzrqqF27dm3atAnAvffe63ne9u3bASiKoi71pIqiyA4cB+FJxtnZiZySVhpzZwCyKFuBNf7+y4WChjQsKSUW/dt0muVMmXmb/dgvakV26ayadSPXj/2yXk4b4we+KqmyJJcypa7XFQTBUIwRTWUnUeUhnR/FUdttF/QCizfslxeMwAs8VVEVUVnsogW9YPqmrow1sdMVPaCBKiw7ju6rD3wVwIXPupCChnEoCILjQJKgaXjbC972s50/+8d7/vEvjv8LQshtv7sNoOc+5+QgEDZIxzbE/+ySx0VxesTJYxpT0AF/Z0xjSqKNk3r/S0IQhIJe6PrdambQD9d22xk5w8ZfSun4t+uhQaGARgOOg0wGpplEbrOVgmYzMbMEIRFtsCQ346wQUQrbBiFJSAEhsG34PvJ5EMkLHRLEweiAeSCpfcZENro+WMQ6vVC7DUHA5GQSSdrtwvehaYiiROsjinBdNBpJcvA1C1ywbZgmZBmKMjzDWdr4YhGUolZDJrOoKRlFaLdRLO7V+YoilMtCq0WY1bUYcbxXTF8cw43DspEfuNUFCKqsRogUQQkCOA4cJ8n0bRirkKOECYxEEaZvSoJkqAaAnJarWTUQDBjcTuAokqJIihmYmqQNNFUW5Rhx/0Z2D3R3R7UaqqW8S2sRjdhuqqwuGTXFYDqBfB6bDSOMPSNLQjfSRYXKQqcD0Qh1Re963SAOVFlVJKVqVEVBpDGxbUxWVDcuRHEU0lAV1JCGBGSg2VEEKSxTox5RbWC+atrxxrwiCPPt7HaTNAezdU3KdCfzgu9DFGGayOUgipCkRINlmslqKdNRmSYUBcXi8BkFywqrKMnDRekQe0hVMTGBRmNI7QpKE9mGaeLhh7F5M3I5eF6yPQwhCKB0+FRhWfbAyljnsfucc8654YYbKKU33HDDueeeC8CyrFe/+tW//vWvfd9///vf/6pXvWrNGtMvtXYCRxKkZflI9lMydz/y2XKqF3qyKLPHPiNninqRSTJZPcG0qRk5w8JDBgKD2Qq9JmmSIDWsRn+drIVk5IwbuguDImMaN52moRrMCBgzxTCl1Akcpu5abB9N0ppN7NrjtdswTXjeKE3xcmugMvaYe36+8+eapJ191NlhHEY0opSydHmmb56+9fRN+U0P1h/89x3/DuD2390O4OxtZ5bLOGK6CNUekcydUbfqXbc7sObOtG4Ll2IzckYgQv8tl2hsQ39VUlEcpLCoPVbqhM1B2didy2FiInnr1+uo1eC6UBTk8+j1ls46ZlmwbbCXtGWh10usJU2DF3qSII0vOmQaDtYSy9rrLmU5sgUhCVBnRpgsJ7P5VNuraSgWk1ofjoO5uaSa2/6DZaCwbRSL0LQk7G52Fq1WontjFXmbzaTxzBJlkbCLnbDZTJIgDCDLSUxAv4orjuE46HaTSP65OXQ6sKykHnAU01o9DL0hg60sqLW2zQo3CQKqVVSryGZXwboKAgQBMhmEcWj5VuqyEojACi0P7J+WqA+jUBKlWXO263VT0a0kSkNDoUXVlrIdx43cbnau02WxfuNYVyxpquehWoWuQxZlkYhu4DIJl2FAFLG7YWaUjCIqPa/Hxn9JkAhIr5cUYs8qWTZUhnFIQNgMkJ3fDmxKaaeDfE4sZ/M9fy85lesHoS8axl6OQ99Pen6qqjRboR/ErHZQsQjXhapCFBN/G3N/VirI5zE5iUoFrjtcXsnmOeldxFJeDYUVMO31BnV+nU5Sc2JqCps3JzfYY48l2VPZ1Vkd1XVhnQ2s9773vffdd99hhx32wAMPvPvd7wZw0kknvec97znnnHM2bdrUarU++MEPrk1L2GOWvh3d0F3WMjkAQohAhH4by/TNfS/wZ/qmGZimb86as7Zv1+06266KakErdN3uQL5QgQiU0oHXfBiH6VigSzoIRhTXw5OjzEDSUQratJuapDHxUL+V02+KxTSuW/V+vb8XeZIggWLEipjjQJd0LeuqKuI4yRHHYrsWkiR6XqZ88GsPfi2i0RlHnpFX8+xnMu0QgKqCne1Pj/1TUPzjPf/46/qvH2k/UjWqz9v4PFHEluomUIw2sHp+r2bVTM+cs+Y6biftGSdwFruRCmrB8q1EmgracluCIExkJ0IarnvS2mWxutlJmDy2XEahsNeaIBPJshxgrJgPy75drSYWw2I2Shhibi5J6FwqJeXk0kqxXuTltXw6jRkH1hKWIqtWA4uoYjYHazyQBEXWaslK1vQ0ut29bmamt2WNiWPUauh0RonEWe5+lsvD85YhQndd1GqQJFSrUJSkku7kZFJZktXiZckLBpZgMpnhdZ/6i28ORdPms6i7LlotzM3BdSGKSeqp6ekk/VuphEIBWsafqMiWRfoN5ThGrwe7Yzi+rxnexMQqrxH3eshmQQjaTjun5vrnfoZiMPujf38W5EgpjRHHcSwQgYA07EbDbjiBI0BYOLuOaexFXk7TqdacLKuWHT+6q0ejpVeNwhCP7bY0bT52mIUH2b4d0UgkEgA965uOL0aGJmumb6Zrjiynl6Ylmas8W3V8nzVeEiQWS+RHfsft7G614xjZLDRJG8jp2jXDnCGns0I2Q0gfGVnGZFWpNX0WiMeSsJtm8hhSClmeT2EjCMjnMTODbnfwXmJbFlZ9Xgy2Zt0fpOm6CIL54N9CIan0XChgejrxDbM5w8KHK47heYdoLcL03i0Wi7fddtvOnTu/9a1vFQoFAISQyy677Pe//32tVvvCF76QHzP72z7jR35M49Ts8EJvTD1QP5IgpUmkOm7HCZy2297HKsU1q9Z1u1EcUUqrRjWmcfr21SQtpnHP7w3USRQEIUacdnIUR/1HRTSqZqo9rzf6Lc5GmfQQO7AbVkMW5TQlcWpgWb5Vs2psShfEAXMONexGOgtkBZ7DOBxhYJkmKgUthMsqT5XLqFYRRajVhsQDExBJkIJ4ebmJbn7gZlBccOwFeDLrfacXMg1HSMOiXnz7C9+uSuq3fvOtj9/zcVCc+bQzmb9wJj+DBblG++l63ZbdKmfKOS03YUxIgtRxOzWrFsVRGIeL6S1EQcypuY7biWncsBoiEYtakYAslrciotGYsZZrzKrHnKrqoi6K/lppDJbhQpLQaAwxUCjFY49BklAq7VWhjMEeDVVUmXJ5WY1krhrmiLIs/OY3SYk3VmaHxZFVKslKIrMFW4PJHQFAklAoYGICopgsjy6EJTtllbnZEsyYIY2sVECpNGSJhPnY8nlUq4nBWligJmd1n/qNOfYSTYtvLkYmA0rx4IPYtQtBgGIRxSIMI/FzDOBHvqEplUoi6gpD9Hqo1RDHmKiSwyYKDu2sbvZj30+K8dmBTQgZKD8vCZIiKv1T0DAOBSIIRGCDGCtKk1NzU9kpQzEs33IiZ+Fw6oUeBS1oBUM2zKh52FRW1l2zK4/2plCKWiOkSlfR5h92SZAkUXJCRyBCu02CAAH18nnq27oMref1mFYkjjE7C99Huw1RRLkMURDaLeGJOcs25dCXk3HP7eTkommCqm2w4VScH04pRdcK8tn5sdqyEh1FEAXMjjQ0xcj7LKeo76NYTBbxo2hIgkAW0FepwLYTn2h/muXFZOIUdGHW60wGophEL7ICGAPXYn8axl4b2e3ab5l53hI1oVeLddZgHTgEUcA8wxk540e+JEpjZmcYOEnH7WiSZgVWFEdVoxpEQctplfXyChTZALzQcwN3KjulSmpey2uSxkqESkryw6mSOmvNbshu6D+EJbhK6zCENOwvyR7GoSZpmqS1nFY1MzyQEOyRFqSm00xeQpJqKEa/TkUWZS/05sw5URArmQohxAmcttNmq6tTuam203ZDN6fmgjgoyaWO1xGJmIY19OM4EARkdNG2xNS0Zc4ApmKxbahqop5hkxJVUtPSsCOIaXzf7H0//sOP73r0rrsfu1uTtbOPOpt1AiIliEJNS6rQi0TcmN14/jPOv/G+G//pF/8EAWcddRY7yUxhBsAf2n8Yeom22w6jUJEUlgeVVRAzFGPWnLUDe2iysZSMnHECp2bVMnImtVwNxZgz5xauOLTsliIpK7uR9ivp6skaEIYIw+Rm6CefT0K7S6V5CyyKsHs3KMVhhyXLFmyGnS5JeFFys2myNjRxiectkTGfkCQ59ebNMIxEWhTH0LTBA1nODrZWuBBWqETTkrfUgHbbcaBp8zYNpckS6mj1SK+XRMinfRUEwy1Xlqq7UBjMPyJJMIxErey6cN2k90ZbV+xClGLbtiThpGUleVyz2SEv1CAODNlghjJz++k6qtUnnTdQ1VDtut2FwvMV0+slX8EO7Jwy5MsYitF22uldnRZJTAysOEhHHja5HZpsPa2xllS8CaxsRtYMmZW6WmwtrN2Gj17OkOzALojJVxYF0Q98gQiuF6sBWi24SqeYyeYE4bG6tLvjTUKkFK6LKMJhh83fe7KMjZLyRKvl1UqWS4vlQFPNkIpE1qeLWii1Om6noBVkQfZDX1ZkALYNQQq1J2OcowiW9aRgPPJEKuqSrkqqG3YmJxObKX0KMpnExGGqc8+D7yd3qSyjXEanM2+HjXCeuKHb9bpxHKuSOjDIFwpJnmeWu2vgfmYag4XO6EwGvp/c5CzdYLEIQdjvEcHcwErwI7+oFZnDKX2clksQBYSQR1uPVo1qWS8TEEVUClqh6TQrmcrokLGh9PxeRsmwFO3sSVYl1Q5sA8ndLwgCAYniSBREO7AzcsYJHZa7KzWwgihQRTV1fgRRoMs68z91vVHDVlbJBlGgqurCllNKTd+0AiujZMp6Od0/q2SbTrPltAQiVDIVy7eaTlOX9CiOBAiEENbIgbOZZvLW0WV94D2Xpu9jIT9MLBIEoIJK1G5/ha+F/O1d7/vY3Z/qhLPplldtexWLrAzjMHQNLePjycoVbIe3nfC2G++7kRIqQXr5017ONs4UZkCGLBFSSltui4Dosu5Fni7pXW9+kUMURNM3085ZjIJWcEO3PyiJObGswDKk+TWYrtcFgRd6OMAq5PSvPo+GFb5gpWFXRhCg2YQkod1OlNr9Ym2mH2clUzQNQZDk4JmZmV/aqFT2smDYbASAKg5J0ssKsGSzo0LV0n3Y+3L0GlaphEZjfnFqIUy5wgRMqR3GFiKZ0ISdnxCoapJHcTFYpZH+9Rf2LlQU5HLzNihb/WHrLMy7MGBjZbOo1xPzaMzyl2nRIXYV9rKnFJaFRiNpQL+ZFUSBpErp5fqTdzPyWp7VougfGZhDd8B5PxQWucnU/azKShxD1xFEAXuFLzxEERWWDpCd3498JlplBpYTOP05ViRBiuMYQEzj/mm55VvpAJVTc9Sjtm/rWUlXEv/NQgvDNOGHoWYE5UylbtXzSJLsiEQM41AkYrMXbJ1AENDfz3b/aOtWTcIExC7B1FRiJVcqgyasLEpe6B8xLVEh3t2yMiqd0qqEQtcJSKlpN7teVxEVN3QNGEyeoWhBOpHrdOYXZ/3IF2NRl3RZkMMopIgNQzAMeB5sG4aRWFeUol5P6iKwMAJK0euh0UChkOQUXSwwJYzDrteNaVzUik7gMGdh/w4sCIO5UYc+mIs9gyyAZm4OLDf92kSWPIUClEYQ0ziKI1mUucHtPgAAIABJREFUWRUnL/RGa8CHwkTTiqAwAyL1W2iSllfzzBW02LH9yxMxjZ3A8SM/iqOe3yvr5SAK5t8Ee9eZ90KvqBXtwDZ9ky1KeqGny7osyv0WFVtMZEelS3UFreBH/oiknYqoGIox1C50Q9cLvens9MKkeQIRdEln4jNDMaqZqqEYURyx7HwLi0mzdL1sLGaOhIWXY5PmfD5ZZa9WIRG53gyjePgUhFJc++N/+v++94lOL5yRjv/To9/8L+d+ccflO758/pejCD2T1mqxLKiSEgII4vnR5Pmbnv/8Tc8H8LxNz0szgc0UZkDxWHfQwAriIKZxSS/ZgZ1VsoQQAUK/tRFEwZILzZIgLcydZiiGEziptskLPTd0y3qZUnqgybOCOGDr10vuyRz7TJ++kgsFaDZRKKBSwdQUMplkRWmv4iQKKpUkc3SzCUJQre5lEzALhvm6TBOWm2QPZ+rg/hVYZiXkcoNVbPvxvCSN+JiZn9j0mmnCTHO4aIyFX7EE5baNeh2zs0nxpf68jkwgvxiOM1hqlxXfTVM7NpsIAvg+arWkl5ggrNMZ8utUKpiYSAT7GCMHKYuyXFh0KJtNAukbjXn5vGnF9TrqNZEp7lnY12C/gRTUQsdNFgqjOOq4nZpZ67eJXXe4go3l7I1jmCaTmtHP/uzm1H01osgsW/tj/07L+DArh9W6SfeUBClGLBChf4T3I58S2m//5dW8Iil+6LOfmN3PzCnIYGaKqPeyiiESURGVdHCWRCmiURyJYQRViyXdlkQxdDUAgkBlSbTdsNNJ1spTmEaKRRjk8yjmJTNoKcQwdJEJ7AhIOVNmPgX2Dup0ICuRLEMgArsJKU3seEppuhsARVJYKWsgycLAwiPwZM3BQiGZ87BfP5+fz8WQ3htM1zv/I4Zuw26oolrNVBVRkUV56HCnKMhmh6dsGAGTyReLgzkg9ivcwAL6y2QqGTd03cBdgQfL9u2sls1r+c2FzZTSntfzQo/dH7qsG7LRdJqLHdt22+mdxKylntfbY+7Z3dttB3bDbtihHURBTGMCokhJguMojqI4KmfKTPBU1IoNuyEJkkAE9synFpUsypIohVEYxZEgCGyaxSqJdr3uCoIfvcjLKBld1hcqV8I4zKiZdDtbamRWXRRHaTxjCovyZYhEFAVxycgAQlAuE0NXnpj1Fr78fB9f/Pl33/n9dxO99YU/+ejD7/qvT575T2dsfH2ezjQaqNfh+WGpKE1NiMwmHsit/NYT3gqC0448Ld0ynZ1WJKVu1gciA6I4YgFozFUJQBLnyyWtIGVzSn8oU0xjlrJLIMJiBmgUR/so9VsxTB675C3kuonatFxGr7fsyjO+n9SbY0MzIdC0RPNu23tZHiyR9O7dyW5DtUcsEs0NfMsUa3MC004NVBdutaDrSamNNENPP7aNdhul0lhp/fuvXiolJlStBrZaNACrTSmK8H3kcklB3IEK4qqKKBpu67B6muwMDLY4UipBkpIoSFVFs4laIygU5t836SLOQBUR9imlcJwkhLPdXtTMYr/FYmuIaWwXMy9qNfSsoFKSmOKeKdjm5oaYSqqkqpLacTtdr1u36wIRKpmq7Yb9X7DR2CuSgInxmRIun0/E9Y/7//fXP7msGTxBQUdHMjGvfzqlYelXmAm+sNYN+7R/ZHMCRyHKQNy0KqrsOWXroaoK254P52y3YeSCmARsis5m+0m/gRCQVterFnQvcttue3O1YNvMGxfTSGm0wv7UGCyglckB292wYKgxAj/yjVwcOnp/97K3gBd6BKRnhWEIPRvKosyMe+b0ZQRxIBGJpZIHoAjKbnP3rDk7a8427EbH7bBxmwneh94ALBcDM3YZbaftRV7ab17o5dRcWptOFuTFhLYri3hg1QzXEm5gAX1L7AREgMBES8s9CVvOZ96IglbY09uzu7s7VSuzwulD346s2nH6LNm+XdSKlUwlr+anjKnp7LQsySykf86cq9t1Sim7ldlqYBiHfuTrsq7Luh/PO7ckQQqjMK0tKgkSC0/rn3vJoqzL+goqzzAnnyzIbAzq/yiMQl3UB4wkNvNjg0u/n8C2IUl7yZY1abgNsZByQVEzfrOJbhedTvJfs4kfPPjLt9zxp7HaeP+pf/uGZ78hFRHLcjK4G7kwo0mEEDYZZQZo+i0ueOYF08b0S7e8NL2QQIRNuU2U0AGde0QjkYimb+a0ZDjpr0fph74srVwvlVWzbILYdtuGYrD7U5M0NxjSOeweWPG19oUgCgaCZ4fS60E3Ij/yZTlRttZq41ZW8X20WsOr+TJnADMpGJ6HXg9bt0KS5uOeBmBLbGrG2zipTkwkPpXIm7/xOp0kTwGeXHkcqJPIYvpYpp8VwO7JajVZTBnqIWPOWlWF60LXEx9Af5ydpg1xYoVhYvalngxmtfSv7jErJ1dyciVvoEuZjdVug728WQ3gMEykUY6DXA5TU5Ak1Ot7lTNneB5xnCVcC0wqFIaYnUUmg3wxzGgyU9yz5zSXS5ZxB8hreTZ0TBgTWSXXbUudLo3iOI6TjFwsfcbcHGwbYYh6Pbk9+l1id+74nonalXdc6QQOWwdcrJ2EEFmU+xUjLISQgi6cOLFBNX0KKKVu6MqSPJAVrz/ymv0K5TImJ5MV7VwOHnrMFw6ABS2mFkYYIghRyRtMn1TM5Fktmp4Vho6uZZ30941jNBogBJOT8Dzs3O1PFLJe7HW9bjVb0rPh7Czq9XlXpSRIFJQQsdH2i0W4ftBtyY6ThGjM/7ihxxRR7CsQQuIons5OVzPVnJqTBKnttmMaM/eVIA6fPxGCXI6yiA0mXNPl+ZcFe03092oYh+tSbGa14AYWAPSLFpkzdrk/qhu6zIgB4EUeywKqymoahw9gMVOGZWFxAodZToIgMHdaz+vpki4JkiIoBbVQyVSmc9M5JedH/h5zT8/r2YEti3LbaW8qbLI9b3aOOj2l0wuCkAJgYszUomLBLwtD+VRJXe67OYgDgQiiIBIyGM0X05gQokpqTOP+ly4z8vzIFwWxP1xl4VyHybDGaYYqqkT6/9l782BbtrQu8FuZa62c97zPcId337uPKqoAKTCUFm0LKKgWwrJLS6UbIxgMFcdw6m4CkFDbEhAVpQ01FLsBxaCwEYjWkIpCyyK0EJCmUCihfPWG++54zp4yc+e8xv7jy7fPvvucd999IEh0+cX549xz8+TJvTJzrW9932/oxmOrrUQtacbgfvvCV33oyxrI/vBv/MN/7p1/bncwwjARHP3YmBiJ5Z/dH+Uuf/+73v+Z88/c34/eHN68rNSAJEFr7a6hvEuwtNGYwO2G5c0Osktcj3ppm+77L3GXa6sv95r/KyZYyiiPeko/KVfC8pVDJQ4yFpaeILME0DP80Q42TWE8ft2tp+P0DZcsg7a9qCpNp29QW0KEu+NAFMFsBlbx5Up3QqM2z36WMBz2MloY2Ed7AgHqKQP55Ah+v2ymhiFED88H6MXfd0de2SVEQPou7UO61pVeyI2qtb0is8Mcq+ugqiDP+2arUn31Ed+gOO5RLMtlfz3IXNtuyXh8kdAcKh0IyHNYLACTsFu3oGkeQ0DuPlcUXaG7QYDMo/nAGxBw0hQc1xro8kKlaU/SRPmMyaSvtKEZ8EH8yCd/BCx84OMf+MjLH8H+4BN67phMCPU4wl3Ly0QTzFF2L2arWuYwY8xBAtfWTCpzIGuC8rOjETBPKqM4CYSAvOyqRlEIyra/32Vp49jxqYdieyELOQcvkE3tns5C47yWo6ge/zQagTBtY7aWp2er9u7mged6rgm3pazrXgVjV5r1qJfnlnqi62CxkklEL2O5MNHcJVgWrOM4xhrXcRFM4lO/6EpUFtw0m3W9vnIm70xNmcmKrpb1OBj71N9Vjg96rziFvuaxCEpdrdrzazn+G8gdAEAosfONMdagzOYbKjvvB2K3LdisydATirscO32lKPHkAQuKrjgAQmKDCcs2+IX1Yaml0GIcjDvdBSzYvZMe9U6T06IrXk5fvj64XnTFyB951Hu4aAIvnwxCKZz751XEYuDMCRS8trtiLqtEZYk9mB2QP/KmhmsfbeoSvsmFo3gYQhxfbEGQ5bfDsyujqEtFJ0IW7lu4U3oIm8Uu4dPwDJjLjDUKGi+EkDEAWFSL9/7Ab9s06/e85Xd8x7v/DkLj8UtrcF0wBjwPOqKGUYAj08jGIU7RFdzluzv+B3/9H0S6A3WoEPCRj8Ct0S2ASwmW1Z3sRsEIAIyB7RYIpYrUACCN9Fxvl2Kiauub7TtHLDozZweORtjJCp3HsCO1rNM2ZQ5jLtsl+r8KIbV0HZe57An4QgAoChgMQGiJluT4wzDsVZ0O4K5Yg9G6N5lB6M+TC8rYU9ukdpWq49lTWV8g7HJ3R5DT3hHv0bILaHigzYNaPlgmKUuw9k2I97xh+H4P2xfiCnQIlq92MRjAet1nWpz3q85uIWwaEAI8r1f9QUrjlUr3Uku8d1deEmNPsr7GwDEJAnj4EFwXPA/CEKZTc1FHsaZVreeE2Nnsul6uYj5/DBmWFer67BCrH0UXQGnMgPc1mVDNlYZVIM2DR+ranO+DnbGrhe/7QRSi+Ml7PwkErLVf/+Gv/w9v/Q+IbryS6NPIppY1AhtiL4Y9CuHlpQFHcperNarxmS+02J/q0U5AABORuIzNryp4sCkYiYETS1QuMgAilc7q7TwkAfOL0l6/RgghjW4uoGO8Codt7EdZvRUcpOy9q4MAtNXLbd4I59a1yIfpgzVRdNiKxg+7o1l391E1i0dt6wgB4zGojotOKSVCB+KhGCWH8HsLFvHmjuPkbQ4AQomIRfsw08RLXl0uYzek1G2bdhpMK1Ftu23IQtRVxsOEFprK87T7tBtj13Edx8mazFoLBC6npMxliJEtil7nfScZv+N8/FqO/5Zg9YsE3n6cdkf+qBLV0ydYyiip5dgfd6oz1uy0D1CvAZFYuOZ5rtfIZtdjBqTyetGqXjngoLgDLtital3HZQ4ruzLxkqK9gJl0qiOEPDN6hhJKGfWoV9cQuJHrZSN/xId8Va1GXni+pNbpAg+woI3FFQPm4HNhLerKbdnrRae6mMfoXFG23NL6dNRXI1yvB7N7rrdLFq21iB4z1qCeluu4Rrnb3D2ZM4DDv4vp5tOkI6hi7DMfz/GdP/3ddx5t3jH/kr/1zn9Sbl1Ke9AJfgOv4T3P1sq0dBAD5bToCmXV0Bu2qt2XkOAul1oCg2/7NvjAB+D3/J1nkUiIZiNYD2hEQwgJWID8Hc+DuqSSKYhAahnwYCeK1qoWLMDrfCBsNV7+OXPZ2B8fzDgoAHvAxEzbFCzgk4Y6ZNNg+ssUdHiaRwJLvy5xhREAPScfZ8BdoAaH50HVSGR+7U6Lkt/7XjEIqEqSp4WN74IQoGFBnGbTAVecuxyVFV/v+Cs1PsaJX9B66IWXS1NBANstfPKTcHoKT+dl+iYCofeIItpHpgMAdmr2jwwCKIrXWLdB37YzBuoa7t/vv0cTHtd93RWoklXsxaUor5RNefooSwgC6DpIEvD9x8Bwq6zZVjLBQosHUXRFwW80ggevKjOiB68GpoY7ES/EaHveRXY1HNlFWSkJBtSV+bSUV3z2f/3KvxZG/IbT33BWnX188fHv/Jnv/D1v/z2Xs0xtdN7lOGVldRZ5PdEHp/FWtldXsIzVjsZfl1rGLMaZcBdtC5SCaXjdHSZYUkK6FVGsro1CQiBvq8iJYh5ro1e1Y02dpXJRnqtzn0FYddXU75+JvK6y3BQgi04k1jLamxRpDdtadLU3GTphEMTc7yx3XTGIxKPizGWz8QSs6lw3wDdOGS6hHMY2HLRGuJfHRGjBXEYIYQT5g1YaGfJQGum9Rmwm4ICMrF8IHRZtcRQdTcMpKniv6/XOuFZosek2IbthFQcXCPStWIc4ByMGCMPSstXQtn1qjhtmBGUe9H9/Dcav7av7FQ58E/b7gzjt+tR/U6KOqNZNCEHB3N2ERR3qgIOlLADImizk4T6NrlOdtVZpxRxmrHlYPGQuQ15uq1rHcdbNetNuirYoZYnVL6FF1mYnyYkxBuWstIaigOOp7xLXZ75L3IAFrSlHA7rJJFbghRYOOMYYaQ4L8vAmnWeMNVJL0fCqgjCE6yfcCwSyt5oG8uKigrU7JyYQQgvUwRr4A2LdPCd+1NWquPwnnh6G5VGvlKU0Uin7cFl9/0//CLjiT3/RV6FU9GjUawvhzJ5loBREEYwmejp22xaKnG67Ai/pQGqSOUxo8eKL8C3fAr/4i1Cf3QDrvPhggxCfxQKK0q6bdOxPEPuFYOHZ1CkKp2k18roJIYgJFUq8Hlpz223X9fr1KkD7N6uWNT5g+zRSAGhUU3alRz2f+eNgPI/mqOX2NAP4hLhS7PQgMFtywK1bnWW968sB1rgsezY16oPs31lMVXFVxmZWXcN0+qazKzx5q5rT4XwezRGYuK7Xlymru9gpYO2HRz0NgvGr+xCu+0u5sKcMpDgh9nzXGrucrQJAHPeSVKjnvlj0wHDsjV6/3rMaOX/d7MpYg9XlfcjgLyHQbWY+h5MTyPMLAL6UsFpBVjVhLHea+1e2Uw2o8dDNM4I22OhilKawWgEhcPt2rzbMOWy3vUsSDlTZVUZ6TeXOTySqMOxHUUCa2ctEig+++EGw8Dvf9jv/4hf8RQD4xg9/Y9qmByNQy3pVr5jDpsF0HIwLeTFBIR7gstcNErQtWFTUQ2isAXOwa+qFDBKe5o+9m9bCJjWW59NkQEhf+cMdlOu442BsrTv2p5/1/HSaRKtMtJVHwAUAC3axbkIyYlwT2jhUEsegzdRqBXkphjF3WN8KiAPewFoZFfFoGkwTL3K9djaD01MYjSCJ6NERxJFbdMUBgx6npv2uBae8FjUBsq/+gx9wGETWEfeL+4wyxMNQhw794Y4rgNT4iEdhSHb8X6zKX6lEzVzWSYUUDcylUPIUq3RP8G+4HIjV+9XRF93Fp3SCpaxKm7TT3W5HsutMBfRpkUDW2h3d93Jjy6c+0uJqWe9OuFtrS1EGNKhlPfAG83iujMraDH2IW93ez+5LI58dPTuP5xGLyq5cVstNvRn5o5jFUstGNZWssgwtosg4GOObH/O4kU0YgeNAVgjmsrzNF9UCqYiXBVTfVIIltHCB1zVBpIvr9AUwhMKUtW5rCrvCmJHw2s4PAVjUoSEL65JOk3g+HCh7xfyOnPmnuSTq0KprztbVf763fFC/+gvVR6PYfd9nvreS1YEuxnbbw3Q6qVzick4mE2Cu+9Kj1dCb7Lq0u+Ox7fVH/5hFKOhPfehZqMf3yzvTKcxmMB7Dukqr3NumPkBPywLEr4zoaqOaTqL3ojYa5yYC5PJiVokKl7pNs3lDwxmhxabZIMV1B3W31j7YPnAd1yUuelDCa9nhG47ek6NT3ZO18o2Bopbllq2WblEqpAjNZhdWfVjjxPIVfrqIRQevVZL0hy2XsMO//xIib/PES1BuO2DB0B+Og/ETXB2vlGLZp+geBKpR37rV6y6+qUABsK7rtdyeEEnyWI51uX8K0KPviwKqqodnUQpYt5jPn+p6UP8WucZv1g5hP8qyb95hSzFNQUqChoPcl6ORcah+sgK7MioKaBD09qNa9/zQoyNIkh5ThRKyKL2BLntlZe8+qlwdH88967ToC76LroOqNizOGDv0gfjRF38UAN713Lt+19t/17uff3fWZH/9x7+jbi4c+tImbWQzDaeJlyDIPaDBtt3urnbf9XUXrWpRAZEA0VY3sglYgNqEF59UgdagnSqOSN0qhMliFAVUOhvGHpa1dncH/5cSnudA/ZZROoj5yZzdHN7AJ3BbiaohSeQfRbPOtpUsKllYt0Edk2ggRgOGu3cACFk4j+bTcIrlA4RwWGsRcnd6CgHnxppSlvsbD2stavvh1g5/yF1eiQpFj/cBtVUFSUKstUVbzMP57k3H7HPbbi1YYYTW+iQ+MW4lpEWai+d6+32e/WAuW23kle6TaBGdpk8FzKrr3rcqigAF6J/ebOqXE5/SCZbneh711vX6ooL12r726XOOVrUIfLFgd0/zxZ+gntAi4hEKKJSiDFjfOUJ4tbIqZCHmKKfxqbFmXa+X1fKVzStDf/jc6DlswSReEnnRcXw8j+Ye9aSRQotX81dfOnuojUadkt2bj2LiZVcOErIttVakFTpypm1jH2abs3SbbzX6tNc11DW45E0kWJ3qROMFoWl1te22WZuVony4fdipznFgMFSic1F7XXc83XZ1DU2nEFbVz+kd66RKEnCJa8wh5BPjyVD3D7/yYfxGG7NJRdmVt67FP3n+YQsGrQZRRmVVr1DpoKqg6/rSyDpVaOZFCNCw8jxSZb6U4DN/n6UPAP/PD7N/9a/FeAyMwU9+8Hng9UPxif7vkpaH7e1rI7TM2++xRAFlQVtsXWscZCmiSCynh4Pcqa4U5SScxDz2qJc26ZOpFZ2UAz4qRKGM2l3qWXmmjLqWXJtG0029wTP80sywAS6Wf6mlBft6ehltC+s1nJ/bqlZxQMcjZzwmfmBwi7mz6kOUdF++MpK5jLkM9w+7U2G68PAhxPEF3QEVZZ8+KlFdNjxBjtiVtBLcZlyJQPKpf+Wv7JIJ9KJ+yk0wKglh9lCWkKawXMLZWf/DK8mDCFHHHKttr8bpI5IJn73ptCeLxPHTtkt2LeZfTgVrZ5aMgbpHmw0xBuZzsLQOebgzv3vdk2jJXJYkMJ3CaASDQY8Y271QWkPT9AzK4RDCEF58EVZ5dTT1jmY08j2pZBjZnQiW1pBl4ATbSm6j2E4mUFW9cOsnVp94JXvlKD66ObgZsvD9X/R+Rvh3/fgPfezOJzuBMGrbqW4STHbLvLUQ8QgnW6RjA8BlCmGrWsRrWrBYNOUuF0p3jbvZ9P5IdQ2eb0pRpu0mjOwm64dFCFhk28EAfDIQAqy1lah2GBLkA06SULk5kgpb3RyNw7JWSsFi3XncmY7oZMSvTcats9buVjpbcHpvtGW53LWAd9BMlEh0iMNchp39/g663FhzIFGEeoe9TuRrH5y7vJIVdzl1KMI/AGC7BcagMVuUkwQCO8EdZHot6+V5ef5y+jLOXR7lhNXIkEA0bW9Z+3gUW0Jd1wsunlLUiUybVGgxGAClkKbQXMWtxkC1vB0pEmVKXBdWK6jr/596Ef7aiZjHQgmcBXCuwXvMKb8sQICBTWXctSCoCGcrofou9f7B3OXaaJ/523aLPXWXuK1qLVhs6wgtYi/GMtjAG4z9sbHmTn7nRnLj5vDm7my9IALYbbdF1z/ucitdKbzCuXe5wcRdrozChP3ufVUVVHaUQ5K4E61hXa+tBa17scE8da0lT6mGta07x3qu1zaqcYnrud4kmGB7FAAs0UczimLrxHhV20kJq7UuC0dIBQBW065m0UD20juvIyVHwc/K5soc6+cXP/+e73vPS+lLALBKO+ayk2nkOuQHf+EHAeB9b3/f7s5Ow2mr2/ub5TpvENoSx2BANVWPSM3b/MZ4EiV6swHZuQTIbkO22cA3fQMDV37rt8KXfimo9BRoe397HycUrJdwSi/vq6hDCW2HCVuvQQoX+X0+83tQ12uB1cpJOME+wsAbuI6bd69Lq2s7u1jqMvOHbAYE0PM7a7OszU6TU+7ygAYe87I2AwDsYlwIRog33q6h5uSO1of93CuztKaBZdqGkZ3M5XRCKSXbLTjEPXgIsRy101bYqYJd7v9S2teHUAposYDF4jE9gieHNroU5ZU45cRLrmx0XtkfxAhogAvq/g8R87HTakd6/BsOKXLZ0IpgNOrlOo+P4egIwrBvWJyfXyHsORgA57BYPAlEtQvfh7oGrS9U3fG9xlcbVcsfuyrZoHMwADDn6rfvaWKXce5fyWxmRiMgpJeYwlnrCSe5XLQw5rEmTlH0cgPzORwdwWAAzz5nK1ElXmwtGOWCAwZUFPWN5iwDhzcamrIrhbrQBFmt4J/9/EfAOl/y7JekbWrBPjd+7g981v+iifjmj/6lh2dSCKg74QDTuu9XLhbw4ktmvaIgk7M0y8tWCHMZmNgDAJALaclqu7UiWq1gudJGu0HQlzybBiytAhZMwoml9brK0E3ofN14UevDKE0hy+B807iE4ZhgdhUEMB36layYw4CA1jrgXhDYh49s2dSjmHHmAkDMY5e4pSxd4qZ1ijrV0shWt2mT7r+bu6z6QPPFo14rW5e4+0XHUpRAoBLVftbFHFaLmpI+XeukXK/BGGBh1aluEk6w/2OtzdqsUU1ap5NgMg7Gs3BGCZ3H80pUMY8NrerXPLV96teiPmiqdh20LUzHFNfiWtabZrMoFziB4EZoOARj9f3FFVATAND6tTHcI0Uii3k2+9XAb32qJ1jSyGk43XZb5OrvHqMD/8v9wGZfI5u8yx8Vjx5uH2I59/WIbz71y7ZECVPucrRYwndAahnzmABZN+ta1h71qEuzOpuH88RPHnumXYZ67saaeTSfhTMOSVG6b79203HseXl+sCT0kHYDbQtVK5OIjscwGMBo6F6fDeIY/FDuhNGDAMqct0+xK5daFVuYjKg0ImQhuhPGXuwQB6/NWsuog4Ck+YQHkRwM7WiiLJgi59tSVQWdjJgBicDwpjrc46L3SJ5Sp5sst9vLC+Sf+uCfajv5zf/2m6sKsrq8cTQ0YO7l93787o9zl//2t/723ZGtaqUg0A1ZVKXdqheXT5RWtGlg22096sVeTLlC9cuu8uuun3G+7utgteC/8b8Tv/t3w5/5MwAydKrTRjbLepm3echCB/re6MHlUYfWqh7GbDCArnHvPqq04GDJflXJWLNpNmgBtvvFoTfURu/afPtRFLBO5WzCBgPIUicic2vt/ex+2qTXkmtofQ0A02CKrUYpAQtmCApG9PTZGSyXvXj0fuBKj41mpXqRScz7hRIHe4y2haIAFpXWbZQHnxA3AAAgAElEQVSRzGG4BIrWvXKp3hVgdivT5RJRUcC1a30HzfNgMoHjYxDiSUrl+4E0pSvx7NzlDnEuV6SUOaw074IQkvBk3/IIoHc92yUTyJjb9449CBxS1FK/7ObhOD2IZD6H8Rjy/IpcLUl6iuUbVvKwRbjTI0B9SMQFFkWvX7WvAVHLelcgecMK0+vFQflqF5gO4kSH9NIntyAvazSUJTgOZFk/LAifx5FHEiKwajL0Fmf0/BzKLbUWlFZR1DsjtarJzP1KVrnI1/Uaz4mr6Y9+8l9CNf0Nx+/0XP9e+qjJkj/w1m+Y+icfO/vpf/vS/3t+Dou1KHOOmp+o/x4PBXd5nUXnC/sL9+5lGXnwSG6zntGGnd/NtrXKrytntTYPz+WmaH03GAxgMtOTkYv6C6sVADGdqSMWMYddG54qN3u43m4y2Zht5E6a2sHeei2rJo9QRmGz6d0bXcdFKKfSilGmrY5Cuky7VsnZqL8Hnus1ojmOjxG5e2dzp9WtT/1ryTWs5Rddge/y7qYfqBYjVcVzvR2pvNMdIcRzvVrW+4uRBesQB3FoxLDzlWQMooGoVTUJJlhQiFnsEjdv81W5klaWovRcD9fZo+gI4SIeo5Y2+HCiBdz+w9B1PW/XY0waWYiikU3IwuPkeByMB/5gd/Esqjqpuu6KVwXtEfcf1N005brg+7/iqg+f8gmWlmjNm7XZAb6Pu/zK2QFpvZiPJ14yj+Y4g79ugsX8vMsnwWQHUZdGbtoNtksQj3w3vXsvv7eqVlLJTbcZe2O07tmdBMElmIQRcLZbyHIzH3vc07NwRh2aNumiXOwUvBzidB0s18b3yPWbSjQMS+j4vwdVhDiGJGTnK/Hk2byRzSbv4sDzvMc+LG6IW9Uqq/ZpIIT0iBYDKoz08YynuVot6OLcefFF8vIdnWWwWrD7D1WeQ1lCXfeiR54HR0dwPGdUzIqmRVYwxg9/4oc/8sJPQTP7x//uQz939xUe1tNochQf/cAv/IAy6l3PvWvoDfFjZm1WNu06VZOxczqcxTzOu7yRjTYqStSdxapp4M5L3oc/5P/1v6G+9mvhW78VPvbT/r1HbdfBRz8K3/VdwF32zX9FzmbwRV8En/EZYNafBgAvrF/QVideoq0GewUSHLXdmct8H+Yzl/o10cFyCUpciCCnTRqy8IBJRAgZB2Osye9+qHUvRDkYyShgKO/U1CTQJwZsQIPESy5kvWzYVO7L94vNBpqSd0pgewJ3/zu4MZKzMKqqhybM573SI0rjIEj/YI+BOXE0EMTRlaikkUYxY2A0gq6hT66A7pZS7vL9LmHbgjEwGMBs1ntrUNp34rbbN1YiRWws6oTlhb5/1h703WIeX75HV6I9+gERldCCANkB5FGR6yCZwH7cvlojBnbrlktwnEOXnisDTT+y7PDnaHsSx32D6ckxGvXCV0pBUQDCBGczmE5hOu11odZrkBKkltrq3YOHTdLLPXqsfl0ZCLXZbl/XThEAalkjVfnJFSxEhe/fCGwIomQoIXDvHgA8VmawYLOqclRsLRgDPqdNTYRSWoN26l98dbGFewNvMAkmJ/HJ/fz+xSey7U+sPuRE+dvGnyWL0aNz0dXeZ70l+UO/9b3g5x9Ov5tzCBNx/YSj0ikAXL9hnCCfztWtZ814KlO1tKSdz5wkJmhoiLi6ommI4dRxo8hEw/pozAcDwjkgBqtTXSFTIHbbVD71q9JdraDY+KaN7z2Qd1friA7BUHS2FrobDMjpkYf1M897zOJCW41soVrUTUVdXhFwfHbRtmt0E7FoEkyeGz+3btdlW1qwnHL0K8McBbBpYHtteoc4fefhtZl/n5xUdmXEIurQSlT7FV9pZMQjoUXXQZEzL5CDAaA/I+45LVihxcAfjIMxEHhm9Iy2OmDBqlmFLHSJi1TomMeWVlUFQoDruPtaemXZew9wDsxhjWwa2aBo1s6c0SUu7upb1QwSN9sezj/45u4qu9badbPed+b5VYhP9QRLaMEcFvPYgl1Vq4NC6GWBqB2QCACstXjXUeVIaol+VQfBHV6Jymf+NJzOo/mNwY3ESxKeKKNQE+i8PHdd99nxswjOnYUzS+zlUzGXVV3lWm+9Bq0hHnaTOG5VG/HIgh0Fo029OS/Oz6vzRbW4t1qnuYwTGQQGHDka0PUaOmFxMxTwQ4TTZMitI9B56sqw1q7L/CzLpyMPvecQyYSBr1/d1QfrFoo1IHzB55RSGwbucAi3b9Ebz8jr1+HWTdYpSWlv4YxK6+iTxRiMho7TTaXWm2ZjwXa6+7P//C+ADG7MY9ny/+Mn/nbb2YAFgRt85JWPAMDv+PTfAQCIYzMGVJ0wv910Z6j7N/SGm2azrJaatN//j+Jnjyef95vk13xl8L+/X33P98Df/Jvw3vew3/pO81Vfo3//7wdr4X/7X913vKNvtP3xPw6QPgOGvbB+AYWpED/X6e6gxkOAKN1TKR3iKNKczL3RCLZboA4TWiA84rL/IB6/7z7UtrDZOGgSp6FPUJDSH7Bgm9GQJg5xlFFK0MUCmpL7zAuSdjyTxPCX7wh0p+kvjPQEnNmsJzljNQuhCbhYcg6cQ7ZVBIjruDtnD3hNSXIyAWErhABXXdVWDNcAztyqvjrBMgbqxmS5Sdd0tQKt+6cC/xclsi4H6rC/IYJ1224H3oAQst1CXnbCSV9+tN5kan/BuFzEer0EqxIV1qcjHiFpFwCqCoLgim4CloQxnUJHOQTS7rxZnlL9AGtj+wIHZQlK9Tg2Qq5Ivw5i1/vIskMf5W27LdSGxwVh7XKtH60rosL9lrFLaCuklL1uOzJkswzS9IreJZrPFAWcnfXHXw4UCsEcjjpPEm2+XL4qit7pGUFXKDeA5EEEMz1c1HXBk4jeugVxDKKjd+/Bg0dqsZZZXdw89VwxOYqODZgbwxva6lW1wjP/2J0fq0X92Sef8dzxdDgyx8lsclz5Pnz1O74aCPzwJ/6p41XrVHKXa907VRvSZW1GgGijUvno9umkkHm5pegxPBrBeAyDoQljxYKG8NphutMtztsWLH7qvMulhNIsOtjWeSwlDIcwnTinx+yz3pKMg1ES+JNJ/6hUsop4hC/4ZHKRXVmwLriISHGJW9RCKzC09j1HiX4Ae3lFAjjsoRvOwtnIH/XpiONGLNp5/iDy1Riw0l+su/NzWC6hESKk4Q7sgRDhgAU4w+zfKaFEyMOiFlkG8ylzuQSAVrUIYz0vzytROcRJm9QYY8FSQtHqp2gKZIOFPEQlfY871G+yDFYrQ4m/K7rjvITbBuaytEmRwrL/tCBOFzkBSciEkgcWT1i+wjfXWLOoFmmTrpv1G9KJ/gvGp3qCtcuKuMMd5zHc65VIYQQs4/dYqPCoxxxWdAVy3y7/CW01dXu7dQAIeYiaItShHvUa1dzJ7twc3cTCadqkk2CSNdlBN1praBtnlYptxsIQRmNrQKHNMwDEPN6222EwDFhwEp8M6BREzKNakw5rSMOEDYZ6uwXZcuyPHGCNmcvixBDHbDaQZb3r+NkZPHoE+Po9WrZF4Qhn43PWKdFWfLm8mKZRChXhHfuX7VGvVa3rukora0hdUgTnxiEDR1IKo4T6oVIKkgSGw8cgvdaC54HHiSomSjqrbfH+f/H375yln370/Pe/90foYP1Dd//uWZ5uVm5eNx+9+1HHcd55651FV6zqlUd924y0Wx6PhsKISlSrepW1Wd7kruOevXT0V/6yrzU886z84i/wv+qr1V/9q/Bn/yy89a2Qrfz/+wfbF1+Et7wFvumbLrbgX/mVwPUcZPDxV5Y7WwypJVg4gMYrqzzWS4wimNQhDmpmasFRP/YJHoXc7VlsRQHbLYxGBndgUsu2M9u6V0Kfjuk48bsyUtpWlalKdzyGoyMyHvDI87ImJ0CUMVcaVqBEJFqVjUa9tAwazQoBgwHkpXCA718MmtWMx+C4eufLtNoWzGVoeGyUmxeHCVbbwmoFiwXkhQw8hs3o9Rpc2+f36PP9ehLtQQCcP1Ht3WpjjUe9LAMpIR6Kk/HwxnG4rtcv3c/rpv/sB0UsbbUDzmXxJ8yuhnzimqiRbS8LbKBprmjzYXgezGZ9moVoKrS8fbNEyNGoL4cAQNtCXcNu0R2NwJjHBkEI2G4fE8LAwObaQaUN+0SEEMIaJ1pL27omLApYreDsDM7PYbNi50uVZfDKK3B2BgAwHvcI+sumhGkKrgucw61bPYFrve4bkfjVNKTqmh3bAJ0elFUoiHPoqWXUfpEek7zdUHcdeB6cnsJ4DMMhhJHVbilJ+dz1BD/jYACnJ+T2LUZoy+Ls5knkJ+04HOXbnmx0Y3Dj/vY+vokfeulDAM7nn76z6xzbJSfjkXZqC/Zts7d93rXPK7vyg6/+IKesKMhmA0FomKcR9jQLZ7EfD7zB7fHtOAFg3Wp1UVhtZNPjmZh/XpxjdRYAlFau4267rU99z47DkCiozxYKs0ZKwWec+fJk5u92Fyim6Lv9DIi5hdRy220f5A9a3TaiUx1bp3qdKse1xmkmY9LW/QAqq3zq42RVdEXsx4mf7O+i99vBVrPzpVouAZRvnBatOR+etwGNUVAUsHzFIwDQVh+8LEILDtFqI8ZjCDzXWtvpThu9qTeo2HwtuYYc6qzLKKHW2h3BC/FdzGGYycU81m45n1vKlayjs1W3WvXeDDv0YataIHAZNInOKHid1KFeoPbJpEpdlK+00Q/yB6UoryfXucN/NYtYn9IJljSSun1W1Olu6A/3cw60gjlAluz7g+7g7SEP8za/snyFv4I6lvhPAiTikbV24A0a2Xxy/cnT+HTiTwiQcTBe1Suf+sxh6CuMHYfVClYrENIGgTOfQxj27u7UodggR+l5Qog0UmhZbN3Z2Iu9oJIVerw7xHGoOpoxJeg6VdYCI35Wtshswq0qc1mYiCDoS9PojXp6CvM5jEZAeDNO+GwYbZvyfCUo4VEEWEvbfa5CFgdKcZh0GmM45WWtwVDclu3AGYSQ0cCtGrU/lVsLm1S/dK9YLkEIKEvIF8nPvvTgOz76D4AX3/bbvuXXP/PW3/uO90ho/+md/zNJ4J9+7F91Lf38G5//9vnbW9UOvIFuYmm6MDJDfzgNptzlx/HxLJrdGN2QEr7yK0EI+No/on763zv/6kfdv/bXnD/5p/XXfR383M/Bf/wZ/8//pfY3/Sb4e38PfP8iyU4S+Ny3zkCxj/z7Zf/waKmNPpjFLFihROAG+NgILXzq44YpSaCrWafEPuH5cjCHCaVWayvlhWaBBZsX4uGyOl+3u5X12nQUhvDqPVVXdOfzyl2ulZunbmnWg1n+0vLeq6tF2jzWZ2pb2Gzg9BROT2G5hOWy95ptOr1YybYFLxRtxeE1qkdVWUzFOO+7PwQIJbRqoJNKKTg6giR2zxZikxpttAXbdbBa9T5IJycwGKlhwtALcjiEasvLSjeiRdXpJ8RgAEq9ro1Mpzrueki4m0xAWeFRL/KC50/nwyG8dHaGXC3UyNjdJjQVODgVZleemaQbF2T04KxrSz+v2jSXKCb+hMA0azaDfbfdNxWOA6NRn9DsS/4A9N1SpXpY1fk5bLfgOD0YfFdDkhKq6tAZppMqSwFkGPN4HIxPkqPbx8eTsYM0/uNjmM/hxjU6nskggGjQGbcmvGpNse22EurxuNeXRyLeSy/1LVEE1Pe2nhEQAtb2X1KSe2e1agNjQGixrtdZm93P76+bddZmi2pRinJXP9hVsGpZSy1RYHZfchYr2ZSChHqrlpSrm7MZ27t3rguTgbeqUqMotpxmE1q3QnaMEDIKRh717q7P0xT++c/+FNSTtw7fMeZH00E4GlDucqxrfs3nfg0Q+O6f/e7piD1IV6l8VNnFul6v6tXQH2qr0RzWguUuDwLN/G697luoCKhF69i8zV3XRcMcbbXSSmoZs6RprePYEb2RzPJH6z4FwIllfz+J07gxBDUp7p9XD7Nl2qRaESvCcsserVprqMPEeGKqrvNDwzlwSvHtkFp6rofTTtqk42A88AbYQevHCrXmtckyqArKfXV8DEcz5gfWEhWGwIKuLSKjHCC95B6ubsYaSug+8r0Vsin98cglrgQA5rKiLYw1AQtm4Qyxd6UokThMCEF6YNEVMYt3cHvUJ0I14G235b66eRKC2+EUsXsMjDVFV0yCyeVeM5bWAIA6lLmMecqYiy0BkjAcB6SWr6SvGGtujW4FLDhOjpfV8lfN3/BTOsEqu1LrXkWNEBLQ4CCdOihidaqjDt25IiijPNdrW+CO16jm9XwnELOFoiP4k5CFyqha1lmbGWNuDm/uDo55jA1vF9z1tkZD3OEQjo8hGRjfIzjz7nSoYy+uRIUJPgqsP1huUcc55KHUUlmFZTVllMfo0YxKLc/Pocr9tGit7YsEWvfa5WHYVw52GwjHAZcah8ogIAM2fbhotVMdTbkf6DiG9RqUAtRD39bbyzU8j3rGGO7y1UaNRxRPuw/OYC4NY4kiN8b0XlpZmw0mLU3W05l+/nkYDd1/8PN/swr/03vf8YXv/XVfHATwDb/1Gxxwvvdnv3cl7v/L8w+Apl98/OVg3Hk0V62vFLhhkXgJAEQ8qmVtrXWJSx36d/+O+3P/qXv2WfjL39JvoKlDgShcTt7+Vv7H/oT68X9n3vUuvLY+ETTWfNkXzoCpj995tN3CSy/b7/ne7vd/ZfDpt/1v/44OZ1u0H5FG+sxHTcJOdSEPcU6hFJKIZ1t5QIQ+CCFIkTPiiskElILl0slzWKzkKq+uHQXxsNPa4spKgFiLZQDal8ENtJW3SsWN2fj5k6Ob4+u3jkdUjh9uNhYsMh7yHLZbmEx67OfJSb/QTibg+Fsn2ry6Wpzna7BQ10CAtDXLCjGdoo62RYh02qQvLx5m2+5Rc6djj86rR62zZKPlC/eXL9xf3n1UIEZnNnuNQmjkrmjneTCdgu78F+5tXGqenJGgqmRRXA3GElpUW+44MJmAAQ0Au87sfDBMhiqva6z9JH6St3napFmbpU3aiHbblpWoG9m0qi1FuW1qU02UdGczmE3JrdNY2KrcJJ94ZYuNP9zkYIMMLZgO4pfpS8h5L5w4HB5maZhjWQuU9pkctqjQFBmte7IMhsPHKIdVBQ/Pu8j39kdv//UkBBwHmMM6qaoKnDAFRxaVRj2nsis5h/EYzs/7NCsM4fbt/mnZrX+IwkZnySQBL2qOZtQBulzCIq0p4cfR8SSYHEVHKMKkjV5Wy7zNcf5kLmtks22LxTZTyu7Kb8aAEBAEILVcVstWtWN/PPJHVxgeEOv6TVd7lah86hMCYSJEw5sGuprrarTIijvlf36p/alk1H3pZ/3mZ45G+FciHqGGy+/7db/Pd/1/8+q/uV++Oh27b712epKcTILJ2B8jJynmcchDZZQ2ehyMpZsPhiZNYbGS59vNPJqjBs0smtVtrbTSVgslSllxM1qtiLBVV3uns+D2yaxV7TJt4Kr2yLZU2Zqv19C2AMTUqtwuh1161JVRp+TzR6d+XA0ScJnsWmKgcV1LHToYQFFA3UkENnWqQ3dq7Jsf6OGJlp4tlOvC6TGjvJ9+UYNKG+35ZjxgdeEZ5WzqTchCLFx1qgu9cDddd1KWBY0jkoT9R2AOK2UJACHr5zqppVQya7LryXUUo0EAGaecOASPQY9nY80oGAktiq4IeeAHxvMfK4QXXRGwIKDBlWA+Y43jOPAaqQv14QD6knwUgbHmxc2LEYueGT+D2TzSLfdxvb+i8SmdYBEgne6MNX3z+5IqzAG1HiV68fta1gENt1uSplBV5ACjtwtttDYaZZB2fQqHOCELhRJgYRJOdvWMVrW46wLDTDNeZEUy1KNRP+FKLXe9J8SYWwsuoR71ehqtBSO8Thg/6gAAlYEqUeHeA/vozKVRoo6O4MYpHwx1GGncjGbZk8STsDGal6LZBieTWLq5tjrv8jCEJIHV2nRChyzciM1lwQjP9bTRjuV5oWaTfhXCZBQPJpZVjSqKXiJovQbLitGIHMVzj3rrZi2NuCv+ww+9/F3Mod/27m+rKjg/B9qcfMnpl3dl+Of+xbd/6Bd/DPz8yz7zC1crQAmuIGkJgR0QhLscK4I/9dPqO//W0PHL7/1e8AK5S7CUUZxDkkCWEeZcSE0yhymtUG3vt3zmbaC1Ysvbt+HT3qK/8Zvkj/6I/+C++5ff737mZ4sf+AGoRI2tkJCFUstOd5xy5rAd+juJSdc5rRJXWtBg1efuXWAON0SgVUgU2aKAT97deIzHbMApDROBKysiqE5O1TCh63UPV+cuG4ykH1hrwbG8EUI62/uP5N37YrGAuu4X6ctpDcpJnA6PnjsdApBtW7/w4Pw/vyiqLbeOqGsoS8iqhhKOj1+TD5+fPndtFp0OTk6T09Pk9Pbx8TPz2fFgZmkznz/W7T0gt1MK06H/cL1thHhDIWZKIY4vVBuwVoLfb/LOcz10Ze5Uxxy+q+gYawxRNCzQ2dBzvXEwDljguV5V2Tyjy6V98Ejee9S9fLd58WW5PZ943J1M+hyF2nBbyeMZ+7S32OGkG416xUusqbQtpCmcnT2mb/nLjyTpbaovB5a4DszXdnC6xQIY2yNsyr7UFI+66chLkicRHqlD80IxT3Lm3pgPHTkIaZx4CRDQViPhwBhwXTg56fkHT4hGNokfDocwndq669oi8qi/40mgqDdmJFjcUkZlzRaa6fkjZvkFDK2uewMlnHInweTKV8ZaW3XVfDBodKk6ZsAAQKdE6PF794A6fDQkN+fJB+/8IID5zTd/87Xk2u53kWGK7YUve8uXGWO+7+PfN4oifLpwP4wCBxGPuMtrUTPK0OejtfnREeT63BGjIvOrCvK6mvizgId5lwslH2apKAZasmRgy646mcSeBw5xrs+jtGib5lBIpesgL+TxnB4dwXgMhgjQ/GjKHQeUU8zGnsMlp3xZL9dFVdUGWO2CSwhhDIZDeLRoGPF96mOmwlyG+xncdQOAtbBeWymcwUglCTD3YqVDwhMKl4QhjAc8y2GxzQIaAkAta4c4vuvvHJcXaxH5LIou1guHOHmTG2t2qt34W+gqOw2ny3LZqQ5p1zt+lUMcj3qNbAiQSTjJ2kwbjZLuu3skjex0l3gJkugP7n6rWp/61loLFkkAnmcBIC2aZdrEMQCxi3LBXX46ON3fWszj+dl2lWY2Tf+bDtavZIyC0TgYb5oNNr8vk5b3dwBYkEB2jLW2aJoqD6yF+RzyQvokOsDiYOBDAADUoQ+Lh1mT9ZLWPBr5o02zOQqPAHpJxoeLpsz8JktEFSURfeYkrnUPcEU0j+d4ZS23hVlvVL7h5+ewWICq401RCS2Z46e5uj5PSlngRaIZ576cOupOYcFj96wj7qEpWdNJKa+YifO6KTJe1ebkiEWh6xL3rDgTSmirgwC8UFRbPuJHDnHOq/OD6iun3IKttowyFYcXsyRzWSNkmkKRMw3y9m2QEu7ehU63EhoEksc8HnrDTb35Ex/8owb0H/7cP+GL6ygZSqPim979Jx2/+Uf/6e8Xlf6c0895fn46mcBiAY4Dm7KIWLL7W7hbbRr42j+iVJ38kT+qP+/zBVawYU8YJgzB86AtLyiWCCIpRSmUeNvsbeBIGN1dr2EyVe/5H80//ofe930fPH/Lf/FO++Vfbr/wS9p/++8k5tPKKMxKUcwdz+a64Hm2urQqY41ks4GmgeNjGA+8vBSvvgppCl1HqNcdPVNcn8zyHLKVf+d+m6agFGw24LrQSTVMaBDs4OpEduzhmTg/hyJj91cpADmeBoUosEyFZfPLgfKGBIgFc+t4fDKYqXJcm3Q2A3CF64K1sMrrOg/vPKiyZdgJ9dzNMGD+zm+ROq4faJfQJKIHbVNt9D5IFjnwx9cEuN1+n+v1Iop6E0kAqEWN+uytUE1NJuM+4xBKiOa1AgBALWtOwlJUo7ExBtIUmMOt9MsssIo/czS6cZScjIdDbzQJxzdm45NjVyk4P4c8hzSFsiSn08jxy8QPhW0YA8aA875ggyilo6Pe3eW/YFyZXT0h0KMa8YsYCIkLQ5hMrLYCV03XfQxED68ZE61W0DRES9f1G+5y9ALCIxF+l+cwGMDR0QUm7AmhjJJG4nSniZiOqcedakuxmrs7zCFOzOOxP25kc2fzqqoGxNKED7KybWU/2WJ/EAAOyNQHUYgCFeYIL9uGblK1WMByLQOPzedgDfE9mgQJMmDe/fy78dp2UzqqMQPAV3z2VwCBf/Lxf4JrAR7TqW4na84p11ajfXvCE2112m4srT/95mw4hKZTy7XstoMi9TYr+gt3FlUjnzkeTCZQtW3A2SDuH/7Q88Oky7d2J6QCqEabmuEQUNFKCFil4mjKJxM4OtZl15yvxLpKIxYvN93DdMOSUjsdcUhfvOGK+m2V+y5hyLtKeILFJ8yB8F63poQgfVTde1Q8Wtfrh9uHOC+hYmItamTQjxIOrAAZPTyX5+t2UxbjYGw13ZYyy2C5BEPkdMRhrwhnrNm0G+SSn5fn1tpWtcQh82heiSrxEo96qKfFXMaI/+C8XS5huwVHh5WoAYAAGXrDbbcllrbyYhnN2zzhCQHCnCv0PipRDfwBc1ndtWVJ2totKq2hu3OWV60IArsq064D304Q4ChlL/yh6kGWm84Uo9GveKPwU93sOebxIl0MvWGPx3y8goV+KUjQwNwciQybbVtu2TNzikYWPBB1G/qe3DdswmhVi3wxay0CQZqyGfmjgAXLZhl7sc98FC1kngpCO4u564Lj+IQAQNSqFlc+LFl1rZNXMgogifg4AUpR7pluM+/l9Tqi4fFEJkHc1WWrWmUUd7m2GoHwmGDtPK0d4vjUL0Wpmqht0UaGQEBJJynhngf4pRSkucobczy28cijFOpOcNqrp9aiTrzEYd1szJcrNXFvVl29KNLYHUdRPx8rrUIers5hOL4w5xa+GxgAACAASURBVLIWuppljToew+mArhtZljCbwdGJfuFefsOZLFoH25SUet/zse//ybs/M+PP/bHP/kZg1XgSGWM6Xf/Gm5/7nrf/D//sE/8MpP+e2+/TVittRyMCtBG1s914pQNBAHEM3OWEkK/7xvbFl9XbP52+/8/HpSillqiVRx26yxIGAxDSW2d5wPrMGEuPuIdmLlPTF37sx9vPeEdTCP7c2AGA3/W7/b/9f22+/Vv4f/w58973tT/8Q+xLv8DVRre2HfrDRjb7+gVxBGdLovVFKWK1gvW6V73Dwo+1rAVJajudwmqtSJBFJhxHHnNhYv1VtTqOh/Aap/3RStouGcSQJL1iOHU9PxaT2Cu6ckLJySAcDOBss03T2XR69TKpjW5Vi26sQgvVcSPhxim3zmS9XfOwC6OJ1HLk2FnIXzrLqJpcv1FxSoFEeZsjGJY61PVVlfHID/a5IPtkMcx1CIFkJNomdGg14MPNBuJ4n00NOD77lzocwmYDngeVqCzYgAWLdTcdebthrFoBXTwd96oTqagTPsyL4qFpxnHUtrBYAABwDrpT24x6vNfc2i/mITAWpUQBwmVdhU7YdZ0Fe7n3ja3JzQYALi7+yrjy198walnvShGHJ7R9VQlj11mzFvK8F3ft0J0XCAAMh7Ba9W80vEYIRTfoV18FPqCNqAfBAADiGBYLCEPgLs9LwXQ4Gj0tHbIU5a6v1MrWp34YwHpNhKYqUAd5Uqtb6jAuj1vYWmOfuRkW9fCVh9lbbsy1Io7T3xdl1JU+6NC7T7aTcPLK5hXKqBNYS9RgKEnkjiIHADYbaCueumc/cf8niCVffPuLMSdY1+tJMPGo51O/6Aqhxeccfc40mL6SvvIzj37mi579Iu7yrMk63c2CWV9lB4KDiQTJkT9a1suYxTjbu0FxK45iziEjc4g6LRIv9rkLAEUtB8kFHoAAiXyPsDZNg2DAhRYBDdMU/FAZSgFAKUhTCOKus6aWRGgRxsKRw23uDP3Bc5PolernYxY0ohRGSC1X9aqVre+ziLB17oJPGGW7NYi5TGmzXOnAd63bDdlRp7ppODXWlKJEeV5CCHd5q9r+sziuw+T14diovO7AV5PlOTXECGhRZ3/TCU4TPBJFs8/rc2vtyeDEJW7Zlct66VN/7I9jHq/q1QAGx/Hxqlp1qrOKFaXHvHwwNEo6XceXOehaWgtlG3hOuFBbzskkBEBsOwBWNHZ6IjsiIdKxsYL1cNl4VHVSLLbrRnVGDLamefG+ASA+jxxGUG4XvxwH4si97Y1alfn6TW5o3nx8SlewAAAIcKcXbUdS8cH/7/YZuzWjqmC9ra8fhX5gO9UVXeF6rQvc0Y8ZOQOANqYVCjRvW8hLMaLXuOtrox8UDx4Vj9ImnUdHqIwwmYDD22HkY1axm9GG/hAb2J3uXPDamkUD6UdiEHHEfCBv6NqR70cVDVrX6wBgp5S4k/u7v8yNAXw6d4U67vKqUW1n5nO4cQM+7dMg8PhgLGYz4BzaFpZLyDIAVt84DnamoSgiPw/n2vSpW6e7QeRFibLN8O4dZ722D9L1K4/Sdb1Z1au8y1XHpVajQb/KYguDWDYYySgC6rplCZ0w47HVNL11Gkc+Q/wsY/CxB//xL/zot5J29O3v/hujsXaZrGS1qBatarfd9uv/+68nQICK33LtXY1s0lzGMVhW3jiKj497clZVwc/+LHzV/xz97e8sKTXf8w/B8+y6WUst8b09SKwnYycg40VaLqtlIxvmsJCFyPa/nly3xJ6+7V6n6oj1i6rP6Vd/Ffmpj22/4vf6rRK/73/in/gEIK4T/Vgea5s61vNgseh9irIM7t/vlaZHI/B9QAHb86zMzaPSnj/sXqxEhYrtuL1GwAcA+mrZycwME9o0kOe9G91szA3pvS+PoiNpZOIlwGrimNeTR69khXxsY2CxFqrjwyFYCz5j1yfTxaa58zDfFJVrorsPWy3Y0ZGJAoaPEIJYAcB1XAs6CGC7CR6cifOFWa9hs4HlWtYlQ4w2LvOTCQjTjrxRoxrsc+HDhsTV8/Oem7YfCCtcbBrXcWMeP1pvlRXDuF+6lNb51nJKMW8o24ZT9+ZpcO3YB1ahDZyUQAgAMUEAJ8fOdAqXDc6wHYkKT4QQBETu0NCXAwtIeCv3w1orjcQbtygXZ8XZUxqb7kcr2yuRIshjR+3sgygK4LzPonCzhxAI7DBmWS+XjzIEXiha1U4mQB12tmlcYPCayPV2C47lm1w8fXaljEJXzf7iFbIXYTyGrmZVKw8OXlYrKqbTaHRtPG11rZ16NvbGA++VBzmKNWAgBfvKvyiN9FyPOaxVrQNOFIEXKEMu9PnGY9CafMX3/aFKVF/w3BfcHt821mRtFvM4b3NsBXKX38vvnRVn7/v09wHABz7+AaFEI5vz+nwSTObxHBdyPBI3lgBAHRqxCPcVuJXF2SDggbRy5A9R5URr6KRMwosEK2sza6112yiCastb2WW5oRS8QFGHorFSMjAIHq9E9YuLX2yF5q63Wus44M/Mx1orhMOfFWd5m0cswupgHEPg0SJ3wLrstRHQGsqcO0zEiVFG7UDGDnEmwWTd9EKsPvWxYYpP1zaj+Va/sPlEENjJ1JycwOkxDSIZhkAcFOjpU96IR/e29/I6f27yHK4p1KWBG6RNilOfR71a1CELfebnpdjmzmRCRgk3pIsimEzg1vWQ+nUyUMdzevtmePPEL9uqqDQAlKLc17LZ7xJaa4uuwPHvar8SFQ2qINIlPJqP+bUbUgdnw7F6y81RPJSTERuNYDKB2QyOjmA2gyAAhOc+jZ/9LzM+pRMsTI9iLw7+P/beM9i27K4P/K+0czj7hHvuffelTlJLAgk3aQTlAsOg8YxFDlbZAsMYy4gZmHKRw1A2YIxhCDUlQg0IkcZgj41dxsBgg7CxDcZyg41A7la/0C/dcOLOYcX5sE6fd/t1I2AMn8Sq9+ne8+7Ze+219/6v3/8XHL8aKoQQQTtDaktJgZdoWNY5zaOeUrAuBvC2narOq/Oa11zxYiimmcNbb5D8oUZGwP2zvq3cqkJlLQduHIhENUrw8WF4qROdkLIrfetUhNDDZuLFQTG1gQZc8rZysoQZ9Co4GQBQgjHjFvF2qWsJ3XbbHNP05uJ+25D933ypoY6G1nXDftcx9CDyndWW205Blr1EaGW9JSS61JVabtvt1J8GTqC0tu0zwWG7pmWtjg/Cw0PiO14WRj7zhyqMWBrirN5GyUgyQo0BmwUbRTCbMI0EALQtKEHjVNSiIpjMxyHnIAS4LhjWfOkvfwF3Fv/rp7ztiz7+s+bxzGPe7c3te8W9S/Glg+jgzZff/BlPf+ZTs2tvmrxZDHjRngtU2e4+ADAGJyfwBV8AH/3R8Es/7wfx8PXfml97eiW0GLkjj+1mGyOMENqXQRjD4cz1zJSqpBXtRX3o1fQqGLhX3GtkYw1d7GCYCVL96A+Ff+HT+u2a/Q//ozw5Fbu9FyK2alcKykpvN0hyWlTK2kCfnOyqosuXoShACKh4hY3j6tEk8QInmIWzS8mlSTAZeSO74b5oEmv3954H4zHMZrv2n80/sSmHlpbBMCOIuGEnxKso8qy/RuREwwCLpQakDg/YXpKmBHvd1cPWrM9X/Oy+v6mb0AlXW5Gvne0W2hZctOuz2DNNErh0hC7NXS/q4hiCAKgjQ5/ZLttoBFG0s1fwaWjd4wiByWQXqzefw+EhzGbQdY/6m8cx5G3DTOSgoGoU9h+m0m5LrriD0C5tejxvYy/cbMAlHnVUEPP5HJJJe3AAYSxDn/4RIzICFkglDZg/qMACAHvwdf0y3/mKV3mXSy1d6o6D8TSYWlr3H+lbAQDAGPOI3+l+5DkgtGPEX+zGcw59/1CVadOs66FetSuhhONAEOzCj6dT0LjbtNvTTZmNzWyKFQzFltlerY3xKXMaRQD4VY751cMGhsqGUtivtvyb3fxkdLURF8vBaqj72o3cME2hb+ksjewMz7MkiEUrOtsZsPLni+Bf2+6cae1vra0lJdQa3yjz8jQOBN/129/47N3fPfZf80Nv/SGf+dY3IXRCrfX94v55fT7IoeLVNJz+1T/3VwHgn3/gn6+61b3iXuREB9EBAmR5QgDgUveiCsqaldjUrJE/sridRz2ttdDCGIMR7nvA9GVeX/fz+w+qB88vn+dki4gsN8FZsUlSI5TAQNdriCLAjCOEQNNV3rniyBGzRlSPX3OVAm105men5ak1U7C0QkKINQ4dj6jvsuVKbpbMxjasVjCKXeYPdloIJsZA26myBNVkRdPad5wF8wDAGFiuFaZKSDNBT4LG1VDdyV/kimOMlVFCi/30Kq062dm/nDqptekaxIARPk6OO9n1sg+YBR2QaINt1c6m2HFetqF1kH++7jsuLGAQOEGcmE3Om6G387mfOooemh7nfW55zE0DUqDxCBswYGAezQ/jQ4dhTFXshgihfZvikeExjxHWye5PW0744V1gqWHbbUMnTNykk53tZdjSat2u7X1laVi96BlmGOGiMDWcha4/8keH8eEkmIRO2Ive94jnYjns7sa6hs0GHL+/cuRNp+DH3eHEH41gOgWjUZMHwGPZRZhoS9G1EpVXFZdZzmDfUkpwHBFb6j3SOLB0Ipe4Fa+khKYB0SRlzurGSImGnjZmnTeVlbDu4//KEtLQ0/jh3nqaOd3Az9bNnkfM1YABAwAChAxZNsvYTcXg5Bu6WiuX+HcXeVe7SQJpJpOYHI1jJ6yMxqLzqtx97vfZds3u30PMlUrQ5RJsFqzvA0HEGNN2uq5hNmEKiU50qZda4Zj1E3/nL7zzg5sPvvHgjX//U78LADDC02Bq4xon4cQe4Vc987ffev1troNRPx3FzHb9AaDv4R3vgGeegV/8RfA8+Ft/C97/bPy/fel0Hs1H3mgaTu270/6RR0Asi0yI3g3QJPXSZtgRba6OrgKAjUF8JDsCEHgO/a7v6T/+Y9jd8/IdX5zlhQbYORRb56GO8yxhl4+c+REXAqSEyQSuXQM/EmEISQLnS8EHUH0wz2INsuVt4iRKK5/6jDAXB2CwMWafIPaqhpkIIZe6mZcRRKzPAuxS+aos27kWXaQ9NbwB6W3WuCzBC/kkc6xtpi2yMYahDjwSjoLo+mPy+FhfPnKTbDiaM88DIaAtvdXKlH19UecRuYGAzpKWiCOSkFnOsn2a9aJ3iVfmjPcPwx8vYrcYQxg+GkfI1RDHpm/cokDTkd/Lxr56hYC7D3gSOtY7RyihQR1OPUJg6KhDHJsc2qnqD5qxDzEm4URpte23H8Kn3q6WqtrRv2zBOgkmqZf61LfEx8RNtt3Wrrc/Sg4315wRlnrp3u/UDktXH40gig2lDz1IbXMwSXYEO6mlAUMwkVrGTrzpNr3s4xiiCMZj2Db1g2Wlm0kcOIOuASCOsW3CWj2szdBNo1dRvVjk+JHZsETPi/CV7/j730YBo67Ye8ZKLZebgRE2yailxYwiV2qpjUaAZknaswd2GVjj8v3fKYpdOP1iAcslbAslOWlFmziJ1NKhjlRS6Iduz//g/f/gB9/3Lifs3vXfvyeAsdUtRk60qBeMMm104iYjfxSwgFH2+unrn7n0TCWqn/29nxVG7OnwPvWtPsbBjmVcwEsUeKsx9Jl/MQXZGDOIwdZbdSvDgOy7WoMauOZvOHjDLJqdV+ccbzZly4U8z7dSy7Zmvr+z4Bl68mDR1rx5w9Wr14+jx+azS5NESmh76TEvdMPLo8uplza8aXhjN+HWg9AJh8M5vXSEbWzDZAJZ4lg+GdLuZgP5hhWVxBjiCKMhu7degxVdOYFdXdIMnK0nI3I8nm22SElqDb3qobYSRRtAYu0GGWapk2qjrWJdKCGMMGBSN828rOgLjPAwoAdng0vdZGQU4vCS/aydk7rCceCcb+umosYAw4wSxPzhwbJ+xIqZEWYJ+zZuNfOzYYCmgSwDRmknutiLKaHKKKll6qa96u2e+VXV/QgQQYRL/ko/vD/Z8WFdYGmjbUmOEU68pBgKgknN6223jZxoh2BRRyjR8tZn/jDAti1dT02D6f6m0kbbUKc4BsP9ou02GxgGmEwMorvt1L69SAikKQRpixE+SDIW7Lanrwpf2cEI2zaN4ju1FAK0dySxYua+h0VeYZkwObl7Vj5YdFJClrDDSWgM5Ft1817r4xC5bV4YY4BiKrQYBuAcpiOXX0DdCMZX50nby1tnC7vn7mS309MK9/lbzfMv8O1JVlUQBEYJen5KWt7MD4jrgiUyp356Wi4W5dZ1IcsgGYmTZTOd85MzeXZCk2TnbGkPXgx0vRVZBp7Dqr7aw9S2zfF//bt//FO/9S8CfvVdn/SPi7W399yK3TjzMzuxQsBr0jd9+cd8pRAwdCwO2EF04BDn9m34hE+AH/kRcBz4yq+E556Dr/s6yEZoP8kIkEOcfaXyysxpSmE8hrIEkJ59XQHAteQaILi9vc0I06BvbG78yq1fsT71Lnallq5n/sk/408+pT/wO8kXvE2+613wbd+Kv+Eb4K99sf7iL4bP/jz+F9/iPvMm57Wv5z/8w7v3MWK9RYA8D4JkqHKv62CUODZOBxlSt7Jr2GIBqxX0ZXS+7qVE+3jyVy0XRv7IUl4QIIJpx0XsxuVQ2lLAJuUtFlAUUDfm3lkLIooimM0AM06RU5YPSdOjEYBi5+dwNPMFtIETWBZU4Hg2Wmc+RwdJdrZurRLb/i+HOFprLkXfm20h8w212Ik1TRjUMLSu59C2JW3/KtWG1hAEu8C7/WhEM44ixwEDOgggYEEjGq3h9m1wA3504OztsO2bPklADJRihytue21c8T9ugUUQmQQTiulJcfIhNruU7lIFOYeG7/qtFz/gM9+lbt7lNpLrD/1ey2GimAYs2AcjliUoBaORKYZ83a6TVFtIGADq+mVCQgtf9bJH2kHKd/X4ZF2erOq+Nzfu5ZuynyfTgym9PEta0VqFF3P0aGR1FWBv3leVFddDXfFq277MWa3iVeRECCE7RY88zRhmXiA7VS2Wuu/hZFV5OIwTTTG1ZkVSIoqcvbhM6MFGaFy8WEUBUoJ0z4OkPzyE0QgAyarCLe8jJxJaYIM16H2IwvsX7/8bP/83wMB3vuU7PubxJ7qGbepy5I2sg+AkmMyjec3raqis3TlC6LNf+9mA4O+89+981f/7Vc+vnrff61LXRi8ghPaZgEVfJG4yqEEoETvxxTMFAECgtFIKOs5tJ313Cn3hUc+AuRRfyvxMcudghmdT+mBdfPD+WgzUio3WOa9qBf76tUfHLtutIoxwFMGyaBzqWOJR4iYvbl9sRWvZTjWvEUJKKbvwrH8YpWAnsB6arnY9Dw4PaDKSUQS+D08cZ5uyXm44ACBAtnZvyUlEI4RQljjUr5abTvVB7MQ+9c/qMxsmuGyWyqhpMMUyXuWd7qPVSp8uxOlSrPMBadchLiPMJ8mtk63mPgsax5NjPyu7EgD2rIm+BylNEEkWVATR1QqkRAELerMBADW87IVoDQXv5fe00SNvZNXBWQaEAAI08kYjb6SMKvvSIiYNb6R5lPm3H7aJT/8bvVX+COPDneS+f2j61OeSn1fnBpnHRo9ZqzSLQtv4zCwY3z/t3HAg1L/oKcoVH3mjhjeTwBun7u3z8mjMJyOHK2FJ8VxxhND+SmujW1kdTUbKqH2b2dpjvuoREqCLTfvGK0e2LrHg8z6hnVIrmiuvpFdiL7w8Gw3sXpI8hRACIEGoT6riiePHz9pSDFR6bVWFSeJobZbFcDBxMUYudauhsr4pBkwr62uHs9U67tqmk6tqqB7Pnrhxr6hL4oT1lUte5jtIw4MzcbocMt/HMdnkUntQ9NLRpGrQ3cXm6cu+9g1CKA6xoqRreTaSMaNVBYTs2NnDAINkriOkdDXQbVNdHSd7OvBS3fzqf/2/AG2/7zO+5xOffgrjneFqmgJCKPMy+zG7ax/T9OZN8BzWc4ED/Iu/CG9/O2y38MQT8HM/B298IwBA05r76+HywcNdkQ122IemvVIEamus9QYGagY5eNS7MroCAO/+7Xf/9H/56dPmVGoJBn7p7b/0zOEzsRtXQ+Ugh6P8Z39i8pf+J/KbvyV/870AABBQ6BVoDAGHPgUE4Hbf+Z3wiZ8ITz8NrXwIUXR8EF2EfGj6oW2hEk65lW4mplEQpVbT4N5f4yJXvO0PRqwepIO9Wuwoz3uq9a5TM0DfQ16wGvNrx+EgB6kkY3RHH5YwDJC3zWTkztOHWjzgiec9JCcJAQih2cQ5W/Uc+nma1Wo7i6YXJ2qUkp5n59sNdYQ2RnDEOXR1UGy62PMdStMUOQ4MA5yeQtuZouIRzkYjmEnvdNWOw9HFnp1N+967M0wmAABCCcsvxqEgSnDFJ+Gk6uvFA585KJ1qhzJ7cw1ySMIEYMdmLSvOPCO0GHmjQQ5SS5f9gS6vrzowwpeiS3eKO5tuk/nZI5XTfjAGWQbrjVZue5ROX/mBxE1ubW8xzBhmF+m6rzoGNViKSeRGy2bJFR9ah3MYT0zebxEgj3qrZjUeTbZrUhTQ9zCbXZjAciAmqLrOZ16ngBA2DaYl37aomc6cLJi81HfDkRudVWehE0otXdfJsh1Dy/PAPhkuHpU2uhXtyB2d1Wcuc21twRWXSvqeDwCVqMZqbOnP+/8ltSz6InCES+mDU7qoxEc+FfaGco62W4giaBoYlC+CNkgDm/jbytahjtTSwg9WBpSO1M1NjjGyT0vXV6oXcnAcb0eNMtpYwlYxFJ/zs5/TivaLPuqL3vmx7zypTogndZ+RlNaytsWfR72yLwtepG4asOCkPPnzV//8X37DX/653/+5X771y79885fffOXNX/0JX/05r/scn/otbxMvAQCCSN7nDnUYYat2NfJGFyEQCx4XFUcx6nsgTFxsNZR9iZXftDIKPN0Vnhlrb3GYHHgO+Tcf+H0sYuKHVTssmtMg1LEfWiR+P3wfVvc3T8bzE3Hn7vYuI8xjns/83VaKI5sG+0rABiO8zsX1jAYBgKAPRZSuN5s4ZVfh9YRSUAq8uM2X+RPjJ5RReZ87Lp7Gfls5q3yYjkZ4wOt27REv8zOGWVFAO3AF4vrkGtdd5sMgc8wREvH5OTAGUvpJyF2P55XYbGE0Gldio7SyPJzd3sArpJa96tKJkRw2G8BuuOnvv2ZyWJdAmXKd3ensbSNTL+06ZCO2GANjjAad+ZmleXS6sxVzWZc2IW3vB35x1LwOnXCgw0UD1T+N8WGNYIVOqLRa1AtrRIkR1kYrtaNVWoqoLdhb0a62fW/KLAwd4uxpAXb/l7qpRSbDEI4PAuw2cMELtJe9fYvbUfRFwIKa19a2tBOdUHKzVYo7r9whaw2braHUeO7uGwdu8sKsVmAZJ5MJ+HEfxeYgC5SCS8lRL/ttv7WF46bdIhVcmoZBpELm10PVtkYIMEMkUG3TGFIvNWAsUaMXvTKK6342xUjEZojrCj/7/qpsh4Pj7onLcRiaLHWSBBxXXX1sQMEm8WMgAyZaCHN6Cg/W28RPT1c1BpK5M9zPRl6WTQc/ktMxsebvbbsTvbvUFaYfBqgrdH9d3LhTLNfCwlRf/6tfV6vF57/xM97xsV9i3762u1GWsMll4qbwUjaIpWu4LlCCuhZ/87fIT/902G7hMz4Dnn12V11pozuzTkJW517XAedQVdBVXjsMdpK7hi3WPM93DgJtC8MAUgKlEMa8KKHjHCwHC2BRL+5V97TWmZ8BwPf+5vf6zHeJd7KuFmstBvL61zq/9AvkrW81f/1vqK/9Wvjb30Le/R75z/+F+rl/qt73W+x9/4F+3ufLgZuv+ArIm1YKghEehNhszSYXDDu3bpt7i3LsTb1QTKcqSmQa072mYZ5F6URSr+ccmk6CZsYAxrtcGov6lCUsFlBVQCkcHTgacT7g0A1t2qsdlEIQGuo3k3hXdGpj2l7Kge1D0KzoL03h6MBBXukx53RT9EWyPCcXnfcRgtmYIZ5s6vr0XNQ1IAQHYz/OuiQTaUztSqsqYAyevzG0tZONEEIwin2gw2b7sAVmXQaSBAiBtt3FtYKNaWMhQojrXoPgkgcs6KtgWVYHRw9pNzaYDCNsW2bI0NVG9IPECFuY+Y+LYNnhUMf6hqzb9Yd4IjsOUL/pa6/j/JXcKas5t4L/Palrzyi6OIQSCJA9TgQocZNlWXQdjDK96dYEkczPIieK3GjTreNUDMPD5mBZwmZjOs6TkEXpcHzo2szEJMbH4/EkjsdBdpHVFNCgF71lq9hTsCE5TQPIvMyryU4vQSRyo+PkeFEvir4wxtS8jtwIITTIoRNdzXcVTN9DUZh1VW26TeqmvuP3clCkeuJKdLJo75xWd++C68JoBAcHMBu7yzUva21dBqyq14Lilps/HkMnW9t+wggv2+WgBuL2IAJlDMHEEvts2frN7/3mG5sbHzX/qB9+6w87xNm0mzRyIjcoS7A7JXs6BBNjzHl1DggMmOP0+Gc+72fe81nv+cqP/8rMz37z3m9+7j/83C/6Z1+EEOrVDurWWtdDnbhJNVQucV9J6pC9n5eqbXXbaeI8tH9TWrW8l31QVHK5QNuVO8iBEcqVZBBcjq4W6MbN+0VTupezY4e4l+PLj3SvWtl4vjFDhBEueHEpuZS4yV4GETlR3uX2jB45pK4FpWAfobG/oBjhyAm9qDd4EALikdh2G5/5kRthjJfN8ig6Eno4nLp1N3QNlVraPAxbXUkJxM+nSThJQso0xqaSm3HsHh/4VqI0m8F8lHCpmhqMkw91AJo1oiGYGDBlZThUhKrQCY02nex8HyYTaFrTtsZh2PXFf757o2hrAFBGrds1wSR2R2erflU04/HuyS+NRIAsXb2TXeAEtsy1HmkU06IvrLbg4v3VijZxk8RN/n/Ie/9Y48MawWKYjYNx7Mad6DbtRhp5RrmswwAAIABJREFUKbn0YvHiaXlqZfnVUJWmxAgHNL67OX/6yoEyck+tLfrCGvgSRHzqN7xJvXQUBYu6VloNarCgVCe6abjb0Q5qkFpaVjVXPHbjhjdd7XnU7zqoKgjDnZkh7J5QgBg/mATSSAecplV1hcMQphNNXtr1F30R0uj8HJUl9NJvqdcwpVVOCPQDTIOxgM5nfhSycou5aVerkBA/jGrLW1cSO3rEh+52vukG7tN4q5vM9Y2B2ydt6l+OD7Y1OkuCxyihNlmoLMH1pe9Gm+6ultfjDHdDLQVOxtt56J43YVnr0zMwCY4iCEO0bIh9iFub+LqGpoEwhCxzN11NaV2h7XiEDmNipFitnDCE37r3HwHBt33Kt73sejGYzeDGqSy2FI+gaWA6BQCoazg4gLKEv/9d7Id/dE3wwXd8O/r6r99No9Jq021c4oV+XEm4fRscB2YzcBhebigaBmxc36e+byhTCIjWIMQuEkQpaAQ3Cp2vhtEVeNP8Td/9lu++HF9+bPTYRx19VMObK9935Vdu/srt9b0ZeU091JMJuZQGvgt/7s/BT7zbOzvtpknkJmSQFUIIGQY9MIa+/3ud9/+n/vkPeP/H/1n93W8e46A7zXngK4odxwE/rRzsHk68si+lkS52Lz5qXeq6xG1UEyWyp2ocEvtLy3p+4QVw3Z0zu43Q5sJBtGwaiLyo4pUtCu0o+9L2oQBAazhb8sWKvf4x9BJWunNU8jyQ2qvE3XEwPog8H/mnp3DjBly69DBamFKYpP7N53zveH08OQIAANJpVvPaCqxsQXbpEtx80GfM4xwoBUZYHCPBRV27UQRtC1UFngdnm9J3mcf8uoY8h+lMDXJIo1QpWBd9N0hsmMjR/TuRN1mervQs292SrWjH/thq3RGRvktrXprzaRgLR2lJldbqD0pc+NDDpi9Ykcc4GL/qZwwYTdr5ePpgkYexcFJnX8yVQym1nIbTTnQPigfVUCVu2jVUcnowirP0Zc9h6/r48IoTr6nbLC23/eBRL3bjYTBCoDAMMMJFv0lGme848FIfLR1zKhhxhAvsIk5mnYcfOWZl1MgbcckFeSlZgcFksuPqNdIFwUchNQakhPOy45KajkV+4OLB2gTYybHnSBCxp1YUUHW9QJWWLCAzoF0Pw6qoD6bOLPFX/K4ZhNTrg/mIUQIAnouODtxFscXImWT0pDwdUVjnMsDUc3YyICs3UUZFTiS1vFvdHQfjSTCpa8EQk1oaZOz5/tILvwQAP/jWH/Spr422+qQogAdnA/Z2VjU2SxRhVPXVNJoiQHVfN7w5To6/6fFv+o5P/Y4f+50f+4Zf/Yaf+i8/9dzyuXd/xrtTN3Wp26o2dmKl4HzdX5sd7K7XAFqD50Geg4OCOF2INqtUG4zkHsGqRW2k57gmGcnYgbz2uO7FljVYlJVquLicPaVwc3kMZY02ub7s+9gHx3n4ECv7cppEfSt8FitX2bDkXvbWxdejXiMaGxmiLixypaCqTZruHiEU04uG2B7zlFFAqsxn625r/442uue9T32bYyONmI5p3+gN768dxABQlrtE8xvbYh7OASB0wmWzbHn72OgxhBBC+241IiJzg/MemvnY/+ADt3K6yImMIquyDtMu86dccc/1yr6MnZhSFCQDrcJ7i4L4jcfojZNV7AjClCEkdaZ5Llyfu14tATPwAaDhTTmUBox1rrd3nDWXLodyHIxt0XkRfi6GInGTDw0h/0mND2sECwBs0PfYH1NCX1i/oI32iNfJ7m55d1Ev1u06YME0mLY19TwVuYElN2ijN91GGWWrKwCwaYAatI1ksu1Fa9ZH0A4wN2CKrrCdqZE3slX2Nte1KI9m/ngMWQZCwGIB2y2cnsJmA6MRaDQEOBRKaA2n6/pwEiQhE3oH8wotesG3i6hp4Pp1eOwa4z2ptu56Yx4sGt9M0oS2vI1ZDMbMxk7Nm6IwxkDixZumsom/QkDg+IfpGHtNmsnxRE0OeDbrnnoSP/2kmyTYGGNlTQ5xrLzLC1TkRqHHBt33DTvd1Cxs4pBqo0dsNvSwrqsgUrZpRTEVRgCAUrDnuVsxvEOcF7cvcsWvZdcYo24gplM4LVf3z7sQZsfeU3UNVbXjtxoDgEwca98jd+7sjK2l3OV4PPcc/Mi7Jfbyf/RPhq/5Gug6WK3g9FzeXa37Kmi2sU3tfe1rYT7f4SKg3NPl4PuQJBD5DnVFGO5sG60u7/AQ4tHgB5AXerNVk2DyuU9/7qc9/mmvnb7WJe7YH/+Vj/wrRrrf82s/rlkxT7MAj/Y7Ip/5Vdc7DhCMS15u26IsqOtCmsI49r//Bzo3qn/qPd5/+A3GO8cLB42GtnSTaTU+6Hgdg3a45EKJVzohWdJJzWuCiH1wNg2sVuA48PjjO9eDPIfzczg/h8Va3N0sl2vpQVr1DxEsrvi+Q2qNMzo+ENjBqDZ9xfbpAMAu5qIvApLkORwdweXLUJawXu9YO1afeHmWSanW7VooYQw4yN82td3EVxVEERQFjCbDwdhtW9huQfRUcExdkedwegonJ6AU9IITr6+Gal3VjgNlCWebBqtgu0Gn50JIrXEzG7taw/Xr6KnHXInrqnDKSm27LcVUcrpeQxiCF/WuJ9Npd5AFsyxohibfkl48ihcZ89Ji+JDDZ34nO4qpZfi+6mdsyJXnaddXso0/eDc/P4fVCu6dV+u8IYgt62XDmyzIhIDNBoQSJCzWZfsI6NCL3ro+2lGWMIkShdvQCWM35hzO18O6LlcrwNrL/Kzk22qoNlutlLXAGKyF986kW76KAfLFZRC6oUvdi5YQllI2n8Nk5AxyKEtoGug4ZwziCGZjRjDmdVjmzAjfJxG8ZPntUKcb+IPzftEsvLi5NE2eOB4dzLDnsLbTLGhD1+1VX4htTMdxyDb9an94oeuBv038oFh761y1vSRMzSbEepwaMJt2QxE9rU6XzXKQwzyap17K6bqsOCNeL3ujDQJ0p7hzc3MzddOPO/44ALCdZa44QuBFfd+4FiOvh9r6S7/u8HUWYKt5nXd54iQKVMjCr/i4r/iN//k3rqfX3/fgfZ/205/263d/veENBUqALVaCEVrkyJoD5znkOZydAUJwNPUxVT4Na1FRQvdbo7wrsYyCwEgtOYfJyEuy4dIRTcZ8oKvXP548ffUAaMtN5/r8ymHIGNQ1LBaQ59D3UPQlw8xnHnJa4KFPfIrpoAaGmQVvDBgbq+wzvxEP3W+3W+P5KvJ2OdAI0D7CDwA86iFAgGDVLcFA3ued6Iq+mAQTS721MkDfcf247wbdtaiqgHMYj6GXXTM0tk0csEAbbSmDF1fXMIBR5Mpk4jKXMJGNSFu5RdsUpZZ0O43GNio3czNhhF2rGMFkQk+r0752XnPp+MphECW8lMuu01h7jx+nSUQJIeVQCiUa3iybpaVEr5pV5mX7U7NtIosEW87uqllZeTVG+GJP6U91fLgXWBYyFVos6sXb/+nb8yGfBtPj5HgWzoQSWZA1ogGeRE40HYVWiYoRXrdriunYH+8BRoKJQ5xqqFbNimKad7l9L3ai21/LaqgIJi1vbSntU/980xFwiNfYD1sde5pCnoOUwBgsFnDjNm+KUGq5ySXQPovCvTUXABRtc3rfpZg+/jg4DiQReeyqQ/0+8zI9RKCcwKOd7GI3lkpiYsYp21RtXcPzv+/dvAlFM9h09yAA6oor48PQ9QbVb7ttzetREBskNu3mNdPXWMbYngGttMKAGWHHk9Gdkw6xhlFwiVu3Urejx2ZzJ13eWay0NgBACTXGaKPzHIIA0nTXzqh53ct+FswAIKABGLCi/Vvds+CUHzl9RklsDCAESkFVwWIBq43UitrIDsvlWq9txA38tS9RCnef+XnD1cf6F16AW7fgfCl/7+Z6exarPjQGOAfOwZhdJolScO3YO7rSW99FDOyVlF4DRoHwAu7ExW/fuHe2roUSxVDAS1XI2x7/m0iE//jmDy+r3FUzxOOzc213eE3pZGPVc9XL3ihalZR53AL1LvWOLvdf97/XZoi+7MsAaQeIuHW3PzokhVxMkiCO8HqFENBOdq/kabrU9YlvFyHALg97Ot1RZ9IUsgzSFNIxd9KN8E7cqC7Q3fMTt21RJ3oAMMZYom4nOpv97DjQq/41j/t1DZzv/DP3VPdiKBziRDQ5WXRpCrZMjGPwPHBdyHP44AehbcFziGyTs/v+sx/YPvv727sv0udv1XfuiwcPYLOBsoR24IdzAobYACglaN9D2XDbEDw8hPncYL/wXJSk0NGTu9WtUi7+6wvtUAe+D8m4P5wE1FV9R4YBDg/BIY4hTTISJ/mqzCnh2T5pkSu+7bepH/uBwdr3Qj6KyWYr9w5b+0VVlo8qFl85rF9A1VeZn3Wie6VxgwHT8CZyola00zS4fhwezrEbV1GsVvy+EGi9QqbLIjzzzRQN2bXZ7DibidY72+aLxQ4xBQBttDKKIkdrsIt2GGA8orNwFrCAc9huIYi5EzbYbfIcutrJvMlmq1ftkgaVAb1nuDPCir54pQX2xSGUcIgzCSflUF6UK9oR+Y7jc5tjTf12FLmOg1wHxzFcPw6Z3xPtN4V/dm7unVcwJCfr4s557gfq+jybhhNbJhICo4TFI+F7lGByWp3GTgLSH8VO5mfFUNiCFWM8iGGSOVeO2cGEOGEbBpgxBABCi3v5vVrWoROGLJxHcysAnAbT0PFLc847OojBoU4v+1/84C8CwJuvvtlua4USIQttkIvC/ST1tlvQRi/bpcc8q881YCb+ZB7PGWHTcGplgwDwhoM3vO8d7/vk6598Xp2/9f9+64//5x/P/PF6qwiTk4wdHIDrwp07YK9U00AQACXEox4jpB34/u2gjV7lder7LqNSy6aBKEQudaWUd5dLz0WjIMWAAzfYttte9bETaVpNJmAtCbclPzkT1dbLc9z2oq0c3juBE2DAVtlncyMSL9HGEOPUfSeV1hq2ue44dxkTnbtY87IErV/WJdy1oRE6KU6klgyzg+jgIDywxg1WrGC9YIQZ0gTaFvU9jMeAMTyoHuydgADAp7uk54d3xEvKVo+5B+FBL/vQp5PUvX1aFH0xSyP77VLL2IsJkFrURV9wyV3iBJFKvLQtPW2MRuLadO6ELQ0qwMpSrJRWp9VpJ7rETSI36gYJAD57GFnoEEcbPajBLoPYjWM3Xrdr22j6Q+72P7nx4V5gWX1+3uXv/IV3LurFe2+/1/4k87Kj+KgTXV4PIN3HDscucauhsvt4n/mv5KSHTlh0BcGkGqpGNhq0McaCBFZ4Yk29Iyey5RTvXC50MlIE470Jk02gOzqCK1dgOgXXM9OZkn1wei7WVe3TcLXEoByuuFJQVur5G8MoYY9fpwBweqbXawDp+4FwfVmWUGxYXZJt2bskBO2cr5tqHUncSGmyDA7H0aauhgG6DpZLOFt1SHmRE83D+b3iXitayendxcYIH0Tgo7GRrKudIADGwMbF+8w3ioQspIRMo+nJusIinU7RpXF2fXxc69Xt8xVXXGkVsnCV9wjtEBEAsE6MY3/sOR7G2ICxcjxjzG+f/jYQ/t89+Tr7FreCMptNy4Vsa1qWcHwMiwUsFmCb8V/4hXBvkX/0G5LP+oJa4CoI9WQ+eNnm2nV9PPevXIFLl+DgACjdpfgBwGgEvkspQclIIARV7jw4FYsFrNeQ57tM37odqqHWRk9T77XX0/VJKnvfI559G7WdPk6uvOX1b25b8k9+759dmjvzA5qOFEJwegrrNWDt3Ttrbr7Y37/jaO72g6pbaQwMPQIq3vk38Vs+jazX8La/jH/kR9Wz/6U5WRfEeAQThOD8HH7/d53f/T0gr+bjMokm224LAErtgn4voiAG80puyiH3qBey8LXT14C7aeAsIPGtB2Wew8m6EgPTwl3lXVGYMISqHcYjHPrU8+DWrZ2ObNeqln0v+4ileDgApyZM2l4eQjspIgA8/jhcvQqjlIwyeXwQvOH67NoV5k+X8zlUfdny/ugIJhMIk95nru+DRRMnYzLNWBAPR0fwxBMQRdDK2qYNZn721Oz6lYNofoieuDRtGyIlDKp3qSs4rJbIRuMJJfI+H3Tz5PFkmsRaI5u0aIxpeNPKNnET15dDjxBQ6qhRpjk3qxXkOaxWYMwuPtlKvj/0wMa5uyz6QY6Dsd1AX/xty1vrRmvtfwBg5I0G3RZilYTOay4fPn45TmNm/c9Gsbst+dCxS5PMTaq23QGuZ2dw92TYrpzlElnn1ZMTSBJACAgitrrKMgDMR95IkSYadQjBnZM28ZInjqYG9LJZaqOtR0M1VK+M/3pkWM8XiqjHvLJ/tMwkmFjAw4AZ5EAJ3eOpGOE09FnYzOfgxXUWewibRnRPXzmapfEjuwILJIy9cT3Ui2YR6eMkcK0p6DSYcsVb0VqXlkEOCEHAgrIvCSJCiXW73rbblrdPZE/sG9x7B4eABQejqGqHcqjqod7221998VcB4JOuf5ItI7jiLnWnwVQZtW23Fva+dbZEgKbh1FYPVuVtvz124573ALAt+Y17uW+m//IL/9WXf9yXc8W/8b3fmBdgQPrhjsknBMznO8z7ypVdNyB1sk7VvofrdvdU70Q/9DhNqUMcIUBI7XngUW/VrrsOstiz0xWQwBorOsSped3JzloShml//XKQjKTrizT0g0hW6+iFW9zXh6fliiGnGqpWtNSEbRGcLoe29G7fb2/ehOdul4MaQLkudTEbAGC5hKGj4uVdwqIrjuIjl7qpl+4Jag+D1Jyok51UkmKcjtRkAhhDr/rT8nQSTOzq0kYbYybB5OJFr+uHtrchC3vRE0w833gBHyV4X4rZwi5yotvb22f1WeqnmZ9po6YjRimsN0obQzE9io8wwqtmVQyFlawKLcb+2IDJN+juPdOUDhiyFzJbp1P7pfYnPvMzP4vd+A/KBvjTGH9WYNFe9t/+69/+G/d+AxC899Z795ZIoROWbdvUKMuAEORSt+QlACij9i7eF4dDHK5k22BXT7cFv7vY3j3p25q1vF82S8u8Y5gFLLRhsX0PR1O/5EXmZ3tKrLWitg3ssgSD+GzCshH6wH/V67L1SIgxPLjLbtyUy5W5fb+9dOBPZ4pi2rYwQB5FgAwrc7at+slMHM2pNkYI2G4QiFAazhh6+il6+bHu6lV48rp3+TJQr1cKMFFSS966yyUw7HkmPVn0L5w9AACfRFKgoUeqHq9XOAjAwlGDGjwcFpV86nro6sn5aiDGPTrYWczPk3kQaGKCZZVXQ8VQuK066zQBAAbMtt2mXmrvgVkwa0WrjLIWEs+ePAsAzxw9Yz9cFBAEcHAAcQxCyWffRz//8+H7v39nt6gUfN/3wS/8qypN0U/+uHN0PNTODTI6caOG+b3r8ygC68GDMVgzAs+DogDr++BSl+shTeH4iI3GYjw2cQyOYwCg7+HW2arJfWgPqjwoa8G84Xc/0N25p2UX3F2uXlysAxZ+/hPvADr82HPf26vOGIOIiiLwPLhyBY7nfjTduDiMx9XREaR+dLYtz89hvRWRTwjBP/ETMJvBv//38C1/t/7Kr24/9iPGjz9Gw1hcuQLPPANv+VT/bW8b/cxPs1fyoF3ietQ7rxd3znPi8KaBzQaUAptLfV6f+8y3TokU08RNrowuDThXuEdOpZHgugtI0rRSSONHomnAjbok8K2RYxRB34NtztY1nG8rObCu8kKfBDS5cT/ve4MQuC7M5yAlJAn4PmAMgUf9UI1GEMdolkaHaTYfJV6gbq/vE7dHWA+696gXhi81fAEc4iil7B1nMX8rQWeYOcQ5iA6SwImmWyfJ3//C+ta9phdDXXjMlXEM2uhFu5gEk8iJKKZhuDPuAgDbQnWxywjTIIMAeOcMcggdPxpxu0k4ONix6W3ojZXlfojR1jRg3gdPlieryiPBtt9ayMcGwFlF8J5lD7YE8dLb67swjDYbsL6sNuUGa9cNhukU0tCNQ8LC1vNgPof5HJKsv3bsHR7CfL4LVy4KKMtdwnSWAWPGtr3G/rjipRsMftw6QUswSb10GkxTL+1FL6Sw8vUPYbuljd6H/U2D6bJbvhLEsjyHTnQudR9JBoycqBOd0GLQreehSp8ej5PYC161pPOZn/rpaXkqOjdiiW0+2lkKWNCJbpDDyB/Zl3rgBJZYs+k2AQsSL2GMxW6MEbaOl3uakdQydP0rkwM1eMfp8dSf/ts7/xYQfOr1T+WKGwPN0GHjAiDb01+3a3CL02I1cy+DAaEFl9yStFziWscyaeR6K86L3I/EMJjtmn73J//Amw4+qizg39z+9SjRQguKadOAlDvv3DAE14Ukge0WmM4Cn7gBL8rdPJxtysSPpFKCk76lri8BgGBS1EPoU0y0xbpc5loOuN2Wl/0OU7Qll0YCCE8jJ0rFm56OEe2JDoAH98+HB8vm7Fw0pTOf+GHaT5Jw0M14yq8+3sVZdzBxx6mDmUgSmE4BND1bSLvaqwqqgtw9L4sc9Vzu7KkB7OHZLuTObtcYTLBBuxzbF1YvzKN56IQWH62HetDDRT2ElNC2D21vMTB7p9RDPUviyPcbvtvQdKKrhmpQA5d8GkxDFlqhg9DCCwdGcVuzVnQBC2I3PogOGGEWUEcI3Vuf335QfeDuEnulFt6DM941xJaPSqvYjfMhv1hOOcTZNzGlhH74w6Lm/5vHnxVY9Oef//l3ve9d9pn4ay/+2n7PJ6XpGjeIOCEGADzqVX1lqeuv6k5mDDQVPSvP182CIOfuavXc8oV7J+1zNzpVj80QFXWP+MjGpLguTCbAKOGKJ25iZYxVtWtgAUDfwzBAEAvRO6sVGNzz1uUDchy4cgVlKdvk3I+7y3NfakkQrWpNvUHhdjyi8wNMvTZK1HRMuVBZRkYjmE88wIp5fBRG7UtN+sSLwKkPDgBoT4yHMTIGfu/5lurRfBy6UeMGYjJy0hTSFBwH2fC1qu+Krlh3a9EFXih8H0InACyvHsZ7vT3DLPFj6jaozzZ1IZowiKSB3fai6Is9Ck0xjZzI7iMxYKnlsyfPAtoVWH0PUu5wL8+DX/s38q99If13/w6+8Rvhda+DL/xC+Ht/D77hmzly2vf80Gh2qbk2Po5czz5MfepTQv1AXwy7RQiCYFdmrVYAcrdRQ4AYpRoJx4EetnEMhtWatAfRzHecgwNzMIfR0eYjng5O1yWIaNvW56sODPpLH/nmNxw9ebLJf+Bf/8NtIZVWViYZBOAy2qkaybAYymXeh66fpGo04cgrj7KxNnoyk//o/9Ff9Dc3b/mL8mNenx0fI0IACI9jmM/h8pEDmn3TN6F79+DsDFYrqC9EOyRewlTmELaui0KsmDecLfl5tbJ1qlXNtKINnZBiSjB53dH1vOLPn9493W6YTinBXiDDEJabIR0Zg4em8O/fBymBEFivgXNACFreDYNpG4y023XgEX82IdJZEq/zfG0f2VW1M6yyYq6HdwSYzM+m3qWrB+nvvHhjUS860THCCAHHgWVRGzCMMIyxzaqyBs0OcbD2bKnHOYQ0jVg6itzZkawK5z/+J9UVsevLpoHTTSl6OgsPXmmx0cnOch8ppkqrMARsnNNl69GwF30QQBi+LATGOoSVJezVkdYJZbXa/Ts5geVaxm782FFCwLl5t7170j3YbIq+WDSLTnapl1JMH9GE9x3Oc8OYCUPY/xuP4XDmAtnVPYmbSFy8hJ8ZoblluHMOSu2QbAAoCsgycBywb3ebnZr52Vl1hrDav64IJtbxX4Me+SNbhbwsrOnCsPzo/WEgQNZz67ce/NaD6oH9uXXDakXrU3+fj26HrY1ubm7WQ20bPbYyftWSLnIiLvmirEKSTcbYocx6StmvKIbCo17AAuvh6VPf+hHa2NZWtAwxK9mjiFrPjl0HUAuG2Th1QzQdav/ZO7cWa3mIPuIAPuLug+H8HM6XfGi99Ro60Wd+lvlZOeRPHB50tTsIqbVuRGP9dAgmPvMxIkPjnZTnl2Z+4NF4JLMM+h4+/cpfB01/4f5PE4R70RvF6vohymuHdQrdrpiP47pvEbAHZ/z+ffPcrYqZeJurtqbbNWWuBACpVIgOkDPsr53WmgDpRa+0StzEZ341VAaMVJJhZv3VOtGFThi47nQKlCKXukE89D2qG6M1VJXJt0RIdThzFMsNqL1FNsFEaGGN9cNY2NYzAGAmogD1qOiroKheprH1mW+fjbEbN6JBsJOabvtt0RWPjx9nmFnazGl1RnWYV9xyMOxyjWOQEspyF37lUs/yK1I/HfvjvM+t8/622/rMnwbTaTDtZFfz2mNe4iZ5lxdDcW2eEcCL9dBU9OwMVks0VKErZ3oIhjJclYOLkseuEidsphnjuleCni1kUcCmkGQYnW3qpqJtC1LaGd5JxxYLWK31ebX5Myf3P91xt7z7Nf/qa7TR3/4p3z4LZw+qB7fz28ooY+DBor06mWCq7CJTWimjbHjCq/6psgQAHSVgEMnY0Sc+9cY3PDb+6DdMnrg0Ac16LsXAGEXTKUwmEASAMQglfOJbNXLV8q6DLAMA0HrXvV7n/MZN3YvhiSdRElFKwQ14EEDkOwo3UqKuQ8jgvkeISNch1bBjVmKqOlP6PhokrzfeaiPzDcvXrkKNQxyllVWbW0B4UD1yuitHfhgCpYYG9TgcISoSN6n5LpCkKMDzIJsoSbe3TjdNJ843pUd86ggAYGF1afKoLmPiT1qTU2bOTlnH+R5z7kQnlNhLLC1HLXaSTS63TbdslneKOwELnp4+bRum+0C07/1e+NJ3yKGjb387fPqnA8bwL/8lfOu3GY7yL/uS9DM/E3rRj/3xcXp8Wp1KI60HOlc8TaHvoWlf9pqxr7q+cfJC7YPlByHyalhuh+fvbM43TciiaeYgQweuLUD9+NH4+lV8Lz9xxHSWxsirqBr99dd+PWj6U8/9YDeIbW7K0tgquewO+JmTAAAgAElEQVRrLEZe0iyWPKTeqqj7Mr55fg5g9BC0pf/cjX48G77ma/V7fnD08z9PXrgpzu67p2eqKM2tW/DsfzJveA07OYGf/EmYzyFJTNOLe2ftui5Oq9PT7eY0X2kN02h8OA628gHHW9nG2FBLB+SKK6PsJWaEOQ5M8ZNbvsbh5mDsaQ3LtWxK1w0HQ/pi46xX+PgYDg/h6AiuXQMpQQhYlTUyTuS7abqDfMZhuu7WZV8um+W6XQtolFHrNdQ1IEAI0B4FUVr1PWCEn746u5Zev32+3O9x/UAvi7oTHcUUAeKKV0OllOl6U63SF14ASx+uKthuoSkdzX2C8Me+fvYRT46evJIiKgbJezlg4/ZFVHePFlh5l2dBtnczxxgOZ0yToSvCvH510rdlduc51DWs17Ba7cC5NIUkAa0hm8ihCe49EESHl9KDph/e99z9u3cI5dPMG9vlTRCxJYhSsF7DeZ4/dXnu+ZowuQ9Qp3TXv7CFSOIlEjdK62EAa8yNER6GnUEGxkAIJMn/x96bRuuWleWh71xzztU3X7+7U2efc6qlFbjRohWkJIHcIJcbgYu5qASH0cEYGgd2UUQD8SqiiUMlamwSMIlGSxRpLiDFVSjLaqyip/rT7LO7r199M9v7Y252HQr8cceQ+4fMf2fvPb7zfetba873fd6ngY0NMG4XxirTvGcbn9iLK61OA5SYZBnLxsH4xLYX238fDeva5BNs4diOzajurXe89fx/OP+6219319W7TgMNHeJ8teTCZMkbtMPMer6mPalZ0zRjnbUzDs3jfPqX2MJMMOMzbFATZCHDNzfxXCaK2Jz9hkJkECyzk1BMKSZRolwXPTC/E2jx7U/9RzubTn/ERhMxGOnNMVFWN112nWANb1zqjuNeEMBizSXIghXmGSEWEUItl6BBOmEdu5GlKROMUhgM4Hue+0rkZX/xyPsb0XAGWYp6vSfyts0yYeGuC5hoogMu5BceatZFRx0deZ4CQTHuJWS5FlrDYt1p1G2Eg5rXJSs16Fa0oROmberbvoWs0A472VWsOk0BMgWNmZ/4jhvEnUud40Xb68HuLhpvCI7XNCiVvY69YFkvKaanJ/xppCaxiEVknMheD4JQWbSLA6/Wy62J3XTiNDEJAIxB/LpZU0zNkaFANaK5vL58rnfORBRUDXvo4KDMHFeNlLRWKZ9OYW8P1msoS8hzsCwYDoEQ0NwteQkIbGy7xHWpmzbpql4N/IGh0m/FW1zykpWRHWnQR+VRZEcOcaIIrVd6tdLjie73IQiAEORgb2fUJ1Ru9kONZJXTMESO34HCtisI0QiL0I7Lpm1aPZvBo4/CF74Ajz124rE3GEDYr/uR/T+d3L+Oiyv+mv/xmqzNXn79y3/o1h96wc4LAOCvLv8VRnix4gLVG/04siPjzd+K1mSqf82XqipgXBOHkXYjrdOzm/4o8SmmLrX7fej1oOmE7xKtwaSmmKyorGoHwaARDUHObNWdupxPp8A5ZBnMFpy6XW9nfsNOvzcQeSmuzFYXp8dZU+JkOuhZVcOzNT08BIS5S1wTXCiU+MLsC6/+o1fXta4aLrnXH4okgdiNpmmxWoGW1HglA0BkR+tmrbSyse264EbN5oRIqXjtEEyEEghQ04AQAHaxqBZRQHcnvT/69Id+/o5fHQwsODHEZ09yotcaCPisw2mTbg5i7Fa8cfcOm8VKrOvc+MIZBbVHPa2hzGnfHa7z9uMP3as1PGPyDIxwnoMxvdQafuIn4C1v0RrJn/0Z/Ad/AH/xFzCdwnveA//kn1XPeKr9K+90G95gC9vEHngDhNBxfkwsYgQBJvBxumrq9ivs2imF0QgIuIeztiyhSOnhlK3KyrEt7kzPboajvus4KAiAtbQVrUFcHE+GkXKJP456Vtd3bfJ9L3rVoE8+t7zvC/mdbW1VjbIskErOVs1GNLqymFkydKwkbxoEaFWUZeasVqC550XNdbtyMlEe9YwAwrUpxZQJ5nkgBLz9bRIA3vlOOD6GWmaWl1KH5xlZr/UE3xQ7PQENJ4t5Pa9ZvdGPQo8ezuvE6bnEnRWzUzTFxnZRs8B1zg/OHRfHlOo4ht5ATPoeoeLSflnn3oULJ8JMMMGUIWhSj0d4OFKbI/dayIdiGtjBJJi4VjhbiIwtzCOwXAKokzRPziErxOWjIgg1AOxMQh/3p2l2EjaiC4rJ5f1mtaCrFA4XzZf2Do6OIZ1FBFs7OyfEYaPlHI8h7okw1ElENzfhuh3seUrSdBDb44HTS0iR47R44lDXWudt3nN7xCJKKfM/atBJSAcDaGqYLYT8WpiObUOSnCCmGxsGtQVKgTFwHN0yGfggNB+NYHMTnb2O3nK9uzXylwv80ENwdASXD6pi5R8ewv4+HByA42rLzybRwMHOV0v5bMs+TTtFCGGnyQpxXB0TTEwKeL9/wl958q4ln6iKlFaWZY2CEZNsVs7MD6fltO/2T/+G4q8BKXEOV6/CoxdZWz9xoHrUc7E7Lad3XrmTK/7HX/jjF/zeC77ld77lfQ++z7hvI4Se1EStm/W53rmzvbPGUFCBOk1nOnmHCpQCKSEtm6NVfmFzbFn69J40l6XhjU1sU5d71KtYlTWZcWMCOCk6T9taYpFOdMa4qxWtAdUwwphK19V/c/gJsPjLbvw2gi0LWTWrEUI1qyvrECy5WAmMSM/tUYuGIUgt8kLWrHawwznUJZktJCLMD6VjOVkG+dpOC24wjhvGu7ee+eaKVR/80h15YcXxE9+OYSAZwY3vw9aO9AK+uzGgVI+3K+rX58/akyF1fRlH5Mw2USD29sVBNotiyFgW23HDm3W9lloO3EHe5KbntJAV2dGiXpzWRsbZx9QEDnY60W4MPDssI59ETjSvZr6Hz/Q21+16Va8M9KXVydU2LKia18Zwf1pNhRQmEW5RLaquAiQHAysM0Gp1oqs1LtkNb2blzMSGSiUX1QIUbMabWsN6Sa7M1rUsn352ZzRCo74d9dhkAhjDZHKSrxyGJ2LkrqYGiTSWCiYrZVpOYyc27UFkR4mbaK3X7Roj3PN65llYp2h7C2OvfPjqoVTaccAEiznELmvmOOhwXoHwF1kd+iROVFaIvBR1ibWkGIPj881NuOEGuPlmOHPmxOmaEDCg7Nd4wP5B1zd0gfWTH//J+w7v24l3fuGlv9DJ7lvPvRg03HHxDiXIuioGPUosMggGaZtq0ItmMQkmXxNs7zooS4hiUdZq0ovCSEngxm35hFLgQ9wToIjWJwqsyQQcv2tr0mRBXnVVblO3IwSqCi5ehKKAwQD8UCgtgqTrVBG7sRcI6ogqc6x2Y3ezX7KCqVbbeS8mtg1lw1cL0hXhdNne8fC9//t/fcOXrh48sPfQ1iYZ9mhZyaaBs5uhHze2I+vCrruTTdAhDpPMIKUadMnK2ImwX/jWgLU4dMKWszwHcFOh+TgYh3ZYq+wvrrznowd/8p8/+7vEIjWrDRnWvKBSsFjAdApVgT0cYZvtbgWuJ8cjqzeQGVt2RSg5MWbBDnFAo/UaLAt2JsH22H/g6AGoB8/ZuNWE+UQRFAW89rXwS78Etiv/42/gn/u5E6S614Pv/m74b3/U3X2n53lgpo3EIoaf1Iq2k53J6gYASsEJmvmK5flX8MFNtLPGnZTQT+yw3wQRd13d9+Ka1+aU8n1QAq/LglhkWS19x79hc/N4VcQxigMnDIHJ9vuf/f2g4Xc+/TuYyjiRyyUcr0rR+MuFpVB18/nE8/SFM1GJrl6YbFh2Mxzq82dpkoCEVmrpEMchTiMaDJRalCtuSE7PebZ81augquCn36o62Q394WY/QZjVWUCRPwii8cDZCDcIIkaejZwy9vwsxT4N0i594lhC9nLNNjZ1z9rM6vbR42PjYVGX9PgQT1fNU250nnSce54WVhl7AROMIOeUNcUkC2nIJBMCVbmzPUxGQ+xHDACkhCwl84U8OICrV2HvsEWWOloURqPgh7wo5bxYSi1b0d6wMxiOxWSC4hAqdfzo6tFKrba2ZdKTRdP6oVgs4PJlmM8hy6BmzbXK6lMMo61sx4HNkZMWXZqCEJpzmKW54m6VU8mpYUMbCyuXutpi2xuuxq2Zt371fMB1odf7isrGyAiaTjiu9JI6idFyLYQSWGPXscOEnb+ej7frrEuZkC7xMAbHAduGtKw51z7xvyaoY5wUAIBalAJVpG4Yqxo2XVZlpYfDE7zqq9e1UaSGGuVTfyfeaUV7VBxVrGpEM/BOnLpMlOEpE3lZL4XUaQqHh6AUIMyRsk9zk6jlKK0+Pf10K9tbRrf89Lf+9CgY3X94/5s/9Obvuv27zDDu2ndiyGehHZpZ4dAfXV3P0kyUBT6a8ukUjo5gPof5HJZLOF5Vjs92kg1D/IJrEKxVs/KJfxI8jB1jux85USc6c/QaWyPzn1JMO9kZopJpJgkiCCEu+Kpd3XnpTgC47cJt5gobbitXPCDBzdtbiZvwOjh9KKhX17WUnXc8k2kKNiFxT0qaTsJJmgshYHNCq4YtFsAYtKJ97dNeB13y51/4aL//RCoRAFSsvjrLy/JkNLGslmmbtqUzjGI/bjrI+n6ILOnYKPARxRiR5mC19Ii3EU1c7GZtFjrhqVGqT/zT7tfI4oQWRVdQTEHD6VPgEEdqaRMbLGlj26Oe4au5xN0IN7jigGBRZR71TmHCYTA0g9eiK9bN+mp6ddWsfNsPyagqrbwpiUU878Rp1mRLm8jFnteLnbjl7ayclV058AcIoWXWVXLtxfXZ0dCxyekXmucQxydxlqfLtoHpmqrIiG211hhhBIgr3oimYpVhLoZ2uGpWRswoOZotWFHJOJHD2F/wxxb88Mp0NV9oY0GcZRB4eLHuAKnQ9Y8XDUGORUTc437EtzfpcKR2RrEmpenSDW1jNAIp4WDagsJ/H1zyD7i+oQssalGHOL/5T39zK96KyODW3ndAl9zx6F1lbjG6dIkDAB7xMMKrZlV11Ua8YXKprn2R01Cksu1AW8TpBv6gYpVU8nQPBQCwxLBPogg8DygFywKFmzObXhxZsyN7vhR1o46nMs/BceDGG8H3YbHmCMsgUj2v18kOY+SGne8SgpEWOHZi1UWHs+b4kLguuD7fGNFegj+3uO9NH3hjxWuw+N2rDznU6idklYqugySiNrElLt2gmy7b09PFoO5a67TO29JpmMAW2hy5svUdHc5WLbPWhOi+2zciqTuv3Pnw6kHA7If/7x9+fP14LeprHY1NgM/GBoxGMOl7kW/bhAR2UPFKg7Q9tj32D+bFldnCxnZsJ2kKJuDZxjax8JXm80DKm/znpin0enDvvfCsZ8Htt0Mcw/s/IF73GtKKdlpO0zY1aikuuWfbUkkTrKG1ppi62FWglFJSScPvEUqYZ08pmM/hWiNyAk5RsbZTNsE1P5nRDIJB2qU2tjvZpe1akrystRlm9Zwe1UHU4xevsKaB/Wktpf6h5/2QZVl3PHiPwGUUS0DqgYePQickfnH+urCX4LwUXYswVf3Y7fct2xMIgUvckpdCCoc4NraLtspT2lR2xxkA+D6kBX/728G24b1/WD/6oIPAOpxXjMtnPzUeDmEydIxO2yb2OJjMy3nJyu1xSAgcTrvI7puUQwBoSoqpAKvrx96Wc34/u0K8uj+UZc0PjvTZ65DjoIY31/qP17wmiCilHOJkKTIhu2UJLWeBHVQNM5brvg8OdhDpRiPAGGxs522hEBuNYLRV33A2JF4zX8p1zltZbvdGl+fzrM0COzBuNEy2FlaH+TGAvrDdB0t+/urFQ/ElTubXX3/CHdYajhetg0/ONKVVK1uPeGnRyc5JUwhcJ0g6DerqcZNlMCuy2E5sG3hHj6acdycFljnFHewQpxuNTty/uq+ElqoK0vQk8xgANGjzN1EiqCOUVp6vuGLLrFVI5XW+l+2lbUoc5iTr4ZgbcrpxUGsh43VYldjGzlcXWKb0N9184ARcMo5S2YQUAstb/30haaeheGYXakRjunBs4Z1kByF0XB5jhE0NobVOq3q2rhfruixhui7Xmbh4kAoBjgMbW2LQR6AtY0sLAGVmcyn/6spfgYbbzt329m97+9Ufufq7r/pdBOjOq3eaWdW1b6YVLUKIWnbbwmzJlnNrlueX08sKN4ws3Ljw+9lkQ29swHis3agkRCVeYmaOZtsxNKySlZZlndYBI39ELBLYQcWqdbM2U8JrESzGGbZwJzrDdkcINbxpZPO3V/+2FOWF3gWzY9vYrnhlEjU0aBvbvd6Jd8DJ+1e1GwouhRM0xpnPodglrsV6Vct6feXaJOnpIFRpCtNl88LRqyxAn5r+Raue4ELWNRxOu062flITAhq00mqWlnlTbgx8zyHU7XzbN8xIAGBCXJmvnnZ94jk0W2Pe2QnZOEqXFlCXuI1stuKta+WcHvFa3hZdgQCZuJ7T5RDHAgsUaNBlVw79oennXeJ2stt0LtS5o7l7egZhhD3qHRaH5jI61Bn7Y9nZbY23481HDmaSEwCgFMIQ0hRKVva8nlDCOBbdOLqx4c1+sV/z+otHDz149HgFUzM2Ob2ly4Yx9oRU/HRp0GCXrhoZRwkmmQZdi3rgDabl1AC3RVc0ojmb7GYlWy2tpnQEqoO4RZZsRNPqJvCs4Qg4WTatms1AIwEikLhECK7bCKREZYmEEpXMOdQ2plLLyImuja8AADPNULhqcr/rvr7zQfgGL7B+7iU/9zf/8m9efuPLLWTlOXzT2QtbyWi5UH/z2OdWRcHlCZWk5/YW5aLv9i2wXOJei/YrBasVhJGWqH3s6BBoPa2mPvV96hesuJb9wBXnkpsbCwC0Pom36zroR55EjWSO7XeWBZubgBBUFazzzg4qn7hDf1h2JbWottqdbTKZwHTZAo+01m7YJRHxPJ2XMlvTDz/+wf/zA9/ZwnK7HwOt7z+6vxGN6+CWcaUAIYideFEvsC3W7PjKdN2Kdl7P8zZvRXtxfenRg0WRW5ePV6qNAcAJ2sMZ288OghDMUM/Eit3+0O0AMPAHDW++9/3fu27WTyqwqMvNOMkhzrJdHhQHR+XRg/MHL64vHuaHy+4o6cvQGrEyzDIEcMI8AwDf9r80+xLY3bPOnfE8+KVfghe9CC5ehGc/G+65B174rcJC1rpZSyWzJjvID9ImtYmNEDLWNfNqnrYplzz24rRJB8Gg4hXBhCveitbGttDMOI1lGazXAABCwGqFepFD3W6+UHWtTYnmYKfjHWhoeatBa1IvivVRNjMYe9eh2Ik4yjGRFS9E1Rs5W980fk7b6s/O750vZd5mmzuy1WnSUwH1qWV5UXO4zMfOmaIrLLAMqOAQZ17NKaGGkb3OuetYGOh8xZUCiRrlrP3R/A1vbCSqf+rHguM5K1l5YbuPMUII2oquUnnlsCpWfp1GxzN+NGWLORICyq6S+bioecObVVELgfoJrXg17NnX74wGsffY4vLjj/PD/Oi6cy3vrKIrClacFmQGy4ycqBUtq13LAsMdlBKOZqyr3CLHQcRNH29SaDCG4RBGiT9OYhKutZ0J3YV2OIgCO8yP01VTubYrpcB7q0MTtGfyD2pRV63c7Pc7zvZn+fmNcex603KKLDUYQNMAdQTGOk9P1JRFV0R2xKXKC7U5oVoDa2ylpe03ybDtDyX16u1h4vswGREv4Kwj07ksa0GRZ7g+XHJkKZMhk+ewWp2MscxwhFLIMpjPoargcFYvFnDmDBBbSC1jJ+5Ep2j6+OwAa6fn9xI3GQfj2Ik94hnzaHMBhRKKlNfv9LSG5cIS3HqStg4hZJOTGZkZctVoOQijc1uJheH0dZ60DGvKDG6EEoYaZX7lEQ8BCu3w1Gi+aNq6oInTK3hZtGXNmkk4jmKVt2W/r5mu49A2KZ+EnMxDq9z+yMMfBQTP230el9wl7pue/aZbxrfUvL738N4nIVhlVwIPZjMoSlnIufZnO8MwjCAJHNsGptq0TWflLG3SWtQFKwb+AAG6dmBqY7vsyo53Brwxl8hIiYUSWZdp0IZydK0WDFnIcKttbGulmWR5l28EG3979W8B4MUXXjwOxgbnq1jV8Y4Saq4SQidmzk0DUsmWtxjLM6NkxaaGae5RD7pYctzvI6mF+WosykYjzWS3M0pedPM3dbL96OMfBQDGYLGAqlZBJM5vDktWcMm55FJYmMfjob1qln2/X8nCXIeSlWmT7U2znd7QdnQ/wdSRFmCKQkvE86UoMiKk2og3CnaST8oVd6lr1JqhEz4pmcfBDpPMpW7e5K1oJ+HEFJ3UonnVsMY5t9lrG7LKT8h5RVc0rLkuua5ghUe8vMuBB0er7OxGvLsx6vCiLokRAwUBKC0XaRM7McW0YpUByWIv3gw2z/XP7bi3POvMU0dhH66RUFgIl4Xlh/yreU1lV8a+61O/67SxfelEZ1osalEEaFWtLq+uppmczbQSVNv57nagSXVYHCALTcIJtahne1zw0LO1u7KDqu66cc9fFvlk6IYe7fes2VxoRTreHRfHxl4ktEOl1ZOcgYUSjie3Jx77e/W1/2DrG7rAcol7rndOKFG3UkodBPBtNz4fCL+oPpmz9HDamA09dMLD8tB0D6ftl5SwXsNnPwuffyT70uXpway2qLp+fEZIgQCFTmj83wyVtWTlrJgxyfI2nxbTWTlbNSuKaV1Z6zVEnru5LZLYuniFGeKkQVk0zV0X+n7f0D+FEo1oHEpsG4jb5vPI82VWdYMedgMxHpKP7f/pa//gTZ3o3vicN/7iy34RAO69em9gB1ldVnIttRQCAjvYS/fyNt8YBlzIi9PDRbXYCDc2wo3H9teo6ytSWnZT8NVnLl1Jq6YowCKcS2bgYiP9+ODDH7SQ9dE3fPTGwY0Pzh586x1vPWXdcg6dYKU4UWe0on3h77/wpl+76cZfu/H5v/f8F/3nFz3395/7m/f/5jDoTcbYtOmn3g0AwCW/kl5xsRvLG1/xqvJnfgakhLe8Be6+G265BYQSNauJRUInnIQTgsjjq8fn1Txv8/1sXyjhU9+M9k/98YyAwBRYkROZjtlxYDCA4+MT2lAUwSB2gTZuVGEZzVYdRpQrHjtJ3tZF3QmOtqLNfuyOnfNKKyFlmoJve9s7kHZLxwokJxcvwreErwFF7vjiAxJ4JXNdDVM+DVzHIQ7BpBTZeGCz2ifgtaItumLVrNbNWilljpCskNSy/ZCPhphSdDzjWVNsxL3rJvGP/NQ62Vh/6i7+oTvS3Y0ewbhpDIEURQFFbj4ZeEHMbtgZ0KCMe9L2uzC0fMc+2nPv+uKVo2XhhczG1Aw9qUxWCzKdqgLtXXdOYa9c1eW6rEf+SIM2bA9jSk4skledFo5xHCUEoljFiXAonQxtRJhQwsRxns59whBGPXcjGlddlXZpU1uuFZQ886IGcLs/KxGp8+JkaEUxzbtcS4tJSQikaxWFVhCQ2I6FFhWrDB31eNFEnmvbsFpBx3kr2p7bO15WvcimFJIE1msoUmfvuNo/6vZnhWCYINu8vkXEZEQ8X5S1aAp3OtPTmaoLe5l2XXcSmkQp7O/D0RHYNgyHJzFqSQKrFVy62m7tcMeBilUudhGgghcZX06SwBEbLnVBgWnKXeoO/WEnOuOsXbEKI+zbbpJArwdNaa/zr5oSfrnUsLGtQJW82Bi6CIHJpf7qNEMAYIJRixpTA+PedPorC1lGP5g4CQAoBYfzatCjSWxt9eO5uLg5DAPfUk3ckdms2TfudEkCxm4AAOIYCrV45HAa0eSbd77ZfBAAePG5F4OGO6/c+SQEa5HViPtuXEpnjkg39Ad9tx/RyLIsy7KUVpETjYMxxfSoOErr1LhYGU6CeQVjKxg4gckkMD9veDMtp7ZlGwPua5n4J58UrJa3LnERQkwzIzb0bf8Tlz8BCF5y9iVKKYyw1FIIARZorU8vVNtC28LeHszXXVo1FNFRMAppnNft/nLZVR5jMBljgrHRM5pynKlu0KMWYa972usA4M8ffP96DWkKYQhB0oaeQyySuMm6WTeM5RmMh/YgSExhdDY6uxFseNTzqd/UeOgPhz2vFS3FxHZFLyajPk0SefPZIaW6zh0HhQBgbgzzdbvU1VpfG3J1cn5RN21Tn/qzemaE2D71a1bXHVNt7IWt75JBH6pa5YXM2qwT3cAftKK9vn/9ol5kJWctwX4xCJKBN2h1MRhqzmE2l4wB9krNfMEtm9gVr6hFhQDdJmP7PAFPChyEmkueuEnWnUCCZQm+YyPy5PvcZISHdhhFSPOgYEXFKyGFMe8FBJIj1rgjdIuNbTsqdjcTwB1CiGtOLboZbAopCHjA/LwrXeLxxnnwcK/Bx6zDji8oRlmX+YHUuC1Tt5Od1rpghXFqTJxk2SxPJSDm2fSI1+myRIdf/Yj9w65v6AILAHzqN6JpKhxEEgCeN3o5kOr+47tD38rV8eeuXD0upsfF8Rv+7A2H5SEAOMQpKnbpsn74Ybh0CZCTXXfTahINDx4bVKWmyDPjNhPRmrWZVPIgP6h4NQpGA38wCkab0ebAHwR2QFR0fHwyFe55SV7XXtQaXkieAxdaOAtTXQFAaIed6FreGkIJ43p7FOwtli3Tjidb0f7q3b/6Lz/8Oi7lj9761nd9+7ueMn5KYAcXs4sNb6brurOWlpNfnWXren2QHRBE8i6r8fGyaCPSc4m7d8A8uXnuLOn3rCE534vsyQh7xN3dinajm7ng82o+LafEIn/yxT9pRXvbhduePn7673zH73jYu/2h2//4C39srmfTgMD5KaT0rrvetapXkRvt9nbP9s6eTc5a2nrnne/8u8O/A4A4frLO+XOzzylQNw1v+sHvHt91b7O5m3/0o/DLv3zCRym6AiywsW0Kha14azvaphZdNIvIiUb+KLAD098bApw5opRSDW9M2MuphrxpQGt49FHo9cDzwIRp1DK/sNPrVJWt6NXDrsuTw3m1yBL3oH0AACAASURBVOr9WQGSYspDa2BpOy8UYzAcQs+Lohh2t4J+HzCGZ/VfAtK/7/DeS9N5lTtxRCygV49a1tgEXGKRwKVJAqKOOFdFV3jEG/iDjXCDS951kJdicxger0rOYdizJcmyNQFJHeJsjd2f+uFNIO2/+1lvNXeM+LnfhzAEaivG9Ctebp27qfjld4yWB71lM+VQTfpBb9Red6EJaVSmziN76fSYXtqvFjOap9S2nJ1tbMdN1ZVSCd+Xqg3LrsYIV7xSWp2YkrOure3hwLIsMFRxrrjn2NitO1XuZ/vrZs0kq9iJec/p92ghy7VdwgYH68WDV2f78/RqfogpGydh1UqM8NE6NV6gDna6FlkgHDXaHoy2B/3D/HDgD2zLzrpMa02o9qKW1R6l4DiwP62JDvK1PU8bpGzD77Ft4I0DtBgP8ZpNbR3P52ixgK5FxqcAUxFGYmuT7GzaYcJHSZh3eVbI6RTmc2DsRFxyKgozJu9+oHYvMDfgAGCg0JKVZ5OzWuk4tAm2msoimHSiq1hlWZYJ3apZXfM6bVLj2wQAtg3bG05RMwOVna5TEpKN7Zo3mtPFEroOEFh9r290oKd/fEpzNgl0pgB9Ekv39ObvRPf44SITU0Q7g01Oi8Wl6dHjByuGV+M4xhhHTmQsM0wQgll3Tz8OmL1w4zt6dHA6W3nJuZcAgruu3nUtwz0tuqpWlp/N6iOm2Lpbc8lLXgKAVnpVrxAgc4iacXDf77ei1VqfWgaY7XTdrkM7dIkrpTR+ECY9ehyOT/2xrg0OMsvoCpVWeZdHTmSKtvsP7seAv/Xct5p5XCtajTRFlAnmEMekP5UlbGxAvw+LrK4q2ZXxemEvF0DEwFJuxhZB0iIEhtGYd7nZMYzY2cb2yy+8nFr0U498etHMjdVLK1qp5Xs++x6XuDZ2Hz9cegEELgUAj3oDbxA4gaGoeji0RDjsE8PTN35ARovHJRdS2B7fHIbZGgP3DOjCJFNazcrZwB98tT2m1lqDNt2jgeg86lWsOV60Z4aJtBqKqUZiY+RcXc6zQgyDYdEVFFzP6q2zTnUUvJVn2za2DXW14sVgABKX02V7NG9DJ5jPdcdZ3lT78+LxgxXXVdeiw0MIQ2hFY7JoLq8vH+QH03y1zOtR/2vQDbM286mPLey64GF/VZbGcqLlbd40ZW7NU973k42JFYa6VRUC1PN6DW8M1V1rNF8xVrugyGJKv/hogZQ9GdlNyyuRW4RzzWteN7Jy4rwsIS1b0FCycj/fF1IM/aGN7aPiyEzVpZaLelF05cXptKtc+Dqvb/QCy8FuXnILAaaibeH5Oy8Cu/7U3qf6fv+W7bN9PyRs/J7PvucgP/i1e34NAOoK7e/ZiDZhv/LHx3S0H/secdjTni4UiMceRSxPanYyCMcWNkV0ZEce9UxqXttC15Cuco8PaBzDeAyMwd5Ft6u8hleLNb90CWYzcKNCoW7onXjjmnF7xSsLWVnVYu0Gg0KDpJQ/tHrw29/z7T//yZ9XWv3bf/yjP/a/vENK1XN6xkfqYw/fiRQOA5ypI6543egbRzeGThjTeF0vNnvxYi3ufvBKXsjnPn2zVZljWxI1ZS3P9LZ3NwbndyKKXAT20B8uqoVL3N9+4LcB4Lue/l0lK28e3fyL//gXQcO/+uC/emz1mNawLhrXgZ7bK7vyuDz+93f9e4TQ77/y9z/4+g8+8P0P3PN997z5uW/mir/hfW84zaO4dj1w9AAAhO0t996DN/vJJ+8Uz3nBynCtjOH+yB9VrEKAls3SyAa3422KaOREQglDhmWScckH/mBZL02mTdGdKLGNqJBzODoC228BTso7hBDSSCrpEZc43caYxH22u+NORljSpeO3F49WsT0IAtTk/v6hGg4BY7CQJaVep7ppYHcX3vCyZ7pR+Wj6aEn2brreCZLmKWc3tbMmiDaF56oxV9x1IQqRI7apjhzsKaUiNxJS702zIOIe8Y/S9XzFMSItWp+ZxGlqlbXgkv/rH4yf85TBlUejl74UHnkEoggoBQAoSvW934vvvLtdrfWv/wfvtudNXvGds997b/On75P/16/kP//WwbvePv7xn+rajreQAVIWsnwfzp0JUja9qX/TolpsRpuDMOxQerQsjW5rWS1d4mJEjhftIHYphYpV63oNAB3vLGQdzIuA9GM3HgfjntsL7EBK2fInekSt4cpsTRDVzkq4xy6l+RrpLlKo2Uk2CTgHy/WyXpes3Ag251ldM3m2t+P6JzY8UsvYi6uuOi6PZ+XMc8jmhBYFWBZYtOsqN01REErfs0xk3sYGnNly5mllE6JxvT0JjEvn8THMpyTL9CprBMcIkENthVgc2FvDCHmrjU3d64Hvg/GnMMLyroPFAhwH/KjTiHPJlVI1rzFgn/qxE0stueJJAl2LQZG8y0tWtrydV3Ou+MAfFF0htDAxbWa51A4TRiksFtC2wDlICcSiSqumk0VuXT2qgPVny7YoYDqFIiNYRnnzBNcnbdNpOW15q7QyZ61Q4kmQkgbtYOdKeuVoWTDFbzlzJiYjiw1YGY3xjQ4O3YCfm0xG/qjn9ox9F8CJZYyxWPvIYx8BWr/0xhfwKi6ayvAZXrz7YgC49+DeU8JD28IibYdD0qhyK9pysbsVbe32d0M7bGXrEKdoC5/6ChQANLypusoE3q/btQZtWyez0S/nAhGXuIb+XHRF3+tbYGGEPeI1rDE15bUf01AhMcKLejHyRsal81NXPsUVf9bWs4be0GwFDWsUKNOSCY4WC0AIjNH/aASVSOOInN+JxmPY3qRxj22Pg+tGg4Llxi02b/Oa14Dg1InUpa5L3Rds38Y5/OXB7SYh8YOPfPA5v/2cN3/wzUJJUcUWZRZpTxF9imloh+aW7hpiLjWxSCtbY2xhdDlmIm9jO/DIcAhYxUfLkgluUhc96vX9J8NXAFCxquf2DDfc1N8YkfVaA20m/ZhLbgpZoTo7rFwY7B3WR8eSV3GaC4f4UaJStjR2OVLJvtdPm1QqiewGB6vtceC5VlGJzzyYHVyFtoE4JLEXAGYmjjZt0sRJtqKtGwY3lKVmZYC9ElnaFFgmABsAjIN05Jw8C8PES/MOAElOjxft40dH/SB8xu42cVtASmghpDDNcOImFatYS+Zz6FS1M/aJZQeeTZ1uWaVUJB2DUd9uRZs3OQAMvaHjoJYc5ms68EcJ7S/K9JHZpS8cPly17bpef/7o89NyupfuSW7nayci/etGX+Oq/sOub+gCi3OYTtHswK86Pl/y1Qqefva63d5u1mWXs8s2tt2AHZT7v/SJ3waA93zmDy4fZ/v7cP46R5KcKx7F6lzvnI/6VddSv949422fbZEIHn8MX9nvGIO+19+KtziDdSYWM2J8OPb24OAAFgvo92E0giyDxx6D0Qie/bS4P0DJODMuiA0+HnrDazfQwAmYZELK6aomXg2gb9zeuPPo48/93efee3Dvdrz94f/jjp956U9SqrNCxk78rI1ngcQfe+hvzm0OziRnEEJBqBCPJv7WcZquizohG0przlHJqhuuJzbFBJOKV9hpqBigL98bSUSqEoQSkRP99eW/fnD24Mgf/W9PeTVjSin1L57xL/7Zja8qCv2df/j6VVl1UMRu0tW2hfDb/p+31bx+xY2vePrk6ef7513icsn/+c3//JbRLQ8tH/rJj//kk74OocT9R/cDwJf++hngpT/xtvzGMwNikWW9XNWrw+wwciNikZKVPbdnTgizQ1W88qh3ct5ojAA1ouk5vZa3ZlBr+kUAsLQ9X7HDQ6AuD4apFc0uHZSG7qBAWciSWlJMFeJKCxvboGHdrQPPbVSWzeLZkonWbxslBBwfw2whVytIu2WvL7sOytR93tnnKnf+xdV9QjELLJ/4jm3ZfrezaWMZFvUJdb2XWF0HR8dyvpRFSrLpwPFEIZay9RtYSlQv18yyrMAjvZ6armrgvm2jj30MnvlMeOghePWrT3xT01y8/vVw313u1rn0fX8U/sAPQBySz30Ofvxt6ze8sX3Hvxn9x9+gf/rH9ic/MvqtXw8YPQh6zWDETHWokOr5vXEw9m1/HIzn/LKNgsWKi8bdW64Qj9IUJHSD2DHmNBp0JzsmWdk0VEdd6YM+oVqbo9TgE1LLvC0eOZguy/lk5Pi2l7jRs8/dMhiiTuZZAYEP/TBeFOvPXnnExnaWkqxiYYjGA5crXvFqO9quWNWyNmc5E2wcjPtenxAYDiEvhQZwKNnYkoM+cVx9SgZ3PenZ7jrngABpvF6DEDAYgE3ofKEWWW1Sfg0gobX2qe8QZ92sKQXPA4ROxOTLJeztnaCDneyklo1oGtk42BHmlgDwbK8WNcaQRLgqyWF+SBEdB+Oe1yu6Iu/y0AkxYJee9MfrZs0Vt5Dl+jyOwdjuHx3BxYuwd8k5OO4sS/sR73mRG3QmtMB1wZLedMHrRgKAkUwaUPaoOELaTjPZdZjzrxBCMskopk0rmlZTv0KKzJeC6XJ7FGyO6fVbE9sxJRP41GeCHWQHZpRvBoWLNf/rx+8GZP2TW54fB3aRk7KrAWAz3Lyhf0PNa9P/GKtGP+4UMAw4tMOsywbuAAAMSavsytiNW9mCsoQSeZtrpGM77nt9jPCyWlJMTW5YwxsPewoUxRQhtKpXPvVPKw+b2GABAnRtwh0AdLozY8SABgN/YKDTOy7dAQAv3n2xUQAQi2RdFtKQCaaEs1qdBNqYhsqygFlLzQKXOJYFFFNTO1JMh/6wYhUXvOgKEx8klFAKVksrW7qXDqqX9N8Alvqjz/z5Xrb3yv/+yu/5s+/ZS/cqXt/1yEOUwqQXEExO922ttcHRGResw0EAYHj6kp04h2FqflJ2JUGEWIQQ2Jm4DW8/femyFmQj3JBKPskEBwA06JrXsd2HLua1dzCrFwuYzYBS5HnKQpYRB6ybtWVZoePHCcdeedNufzKBMOlu2triqlvWy8iNzN7b83ud6pb10sgOekEQx7B7Xo7G8Mwbt3oJQYCxiPaPmOvCwYF++HJGZE9KkHXSMNkfqM1ev+gKqdTxorlynB5NRVGJoit6bu80u9PzAAMRRW+VN5WejUb0wsZWYPsNb1rROtjB6AQLD+1QNUlZi6QvHE82lQNIbI6tzQ2q7BW2qOdzjNDIHy3qhQbd8a7v9odDDJrsHXbLFbh6gkWvZ13XVb7Lz3a1P1+xtggcHceJ3N3sCej+p9Ho13FRClEE53b8uCc6zttOEgIvPPtCALj/4H5TR//bu36kZcxi/Sqj/+lv//tkAr3QC2AyGmCXusCDpnS8QFSs9LCHMLvpeuepN3o1ay9ehP2raDG36oq0omkqYtgYUQSbm7C7C1EEx8cwm8G5czAaAQK0FU1SthiN5WAkFvViM9r8ineLqUvcq4tVKVeJ7/W9/ve+/3t++hP/pmHNK2965QNv+sKzkm+bzYAr3jUUaXrrzq0gws8s7nQoXtbLaTkdRYntqGbdIyo+G98UkP7E3x4l9lPPj6RmxlFGKDGJB75nnZqGex5Y2knL0qXub9z7GwDw3c94oyiTpvAPp/xg1rz9ub9xPrn+s3uXv/sP3wyS5mvKGDy8P/svn34PweRnX/yzCJBHvcAOIjdKnOStL3wrRfTX7/n1jzz2kWvv76zNHjh4AADSh77p+mcevea1QmkVOzFG+DA/zHkeO7Ehtxq4PrRDQwszTsdciqYisxl0tV2zOrADpVUtaqGFkLptrPUa8jUFJGyPI3/ZimZr7OSl2F/Nl/XSpCgUXeFTv2KVTWyt9bJOCe8XaztxkyjmmMjrtrxzu3g0ERsb4Idic+RFrv/owbJlYjSClz3luQDqvsP7iq7wqMcVT9yEScalSGKrKnHLGQC4LowGdDgWmIosxQSjkPbqlqdVYdldbU2rlgFzvzwgazTzswyGQ/jwh+GWW+CRR+ClL4WLF+EVr6zvudPb2kL/40/bV77Cfec74VP35r/wM5Nbn9+84jb/B3/Aesc74N3vBsfG//X3elcf3Op4d1Duz6s5RtizvLROzakmlPCp5wYNYM4Vcwhlgs+bozgCC1lpm8ZOHDlR3uVlV7YNiUMSRVDltvk4RqUvlGCSZU2+WMrA9s9vj43nDUGk5W3PTZ6yc4FSfbDMegna6W3ZYnvvqHlw/zBMKs+xEEItb42PYuL0t+PtxE3M6MeUcRhDmHQgHAAgTheQoGTlqlmdRs5tDcO6UVj4s4U0KEUcw5ltMt7qtCVBOtMpKE47JgpWlKw0vXvW5kKcpD5XFcT9znIL03yf5CU3mRHJm8JdaeVjv+Pdsl5SR+RdmpbdMBgiQDa2x8HYwU7RFomXGGTFsNHzNq95s8qbpjkJ1jRxAmd3bG2xhjHBsWeTXoKzQlgWeB4MBmgycKerJs9BamWBZSFrM9xUoC4fLRfNQjKUZTCdwmwGiwUslzBddGWBI9gdJDiwvWXKazRrYDkIY4qpkMIwk8CYaRG7E928nmutMYbRCO47visr2S75Rw7bwhhGcXTlKDeX4vlnnw8Af3Xpr4sCsgzChGGsi7YYesOa14ZuBQC2ZTes6VS3EWxdOlpVJc7bXIEyNiIAYL7TkpUOdublPO9y85wCgBnkmSmkMdewsf0kY2ep5Lpdz6u5R73QCfte/1Sp/fHHPw4AL9x9IbGIkIJgkrapRz0EqK7Qk4wVOtEJVMdOzFoKANSiTPCqgtkMmgoP/aHUct2uPeJhCxddVRbEtmE8srSG13zLtzo2uuvRzz7l1575oUc+FDrhzeOboUs+M70/ihW28Dgcn47zKl41vFFa1TUKfAMQA7GIycg7lRYqrSRIjbT5J7Ys12dhhBDrr1KptH4Shgdfzr5sSnvoj8LABlIlCUQ9liQnlAsTPaK17nk9G9tpt+oHIbEwAHSyi93Yd/y8zQn6cuIyjSxtLeoFsQjBxNy9Uoso0uM4JE7nBjwO3PEI7VwnNs40CKF85V26BKFPt0deJXIECCT+4t7BcXXkJ5Vy55fmx6KOhIDTeYXWemMYnttKautAY7Yd7HQtwogQi5iQX496NasBoK5hK9wJE8Z1UxWIqYZ6HSDoeOe51HKKwHPW7Tp24r7fb1hj0gktS99647nd/pnz2/GFrd5Tz276SfuUs+ONiXV23OOoQLRyw3YS9xFCWZvB13n9fy6w3vve9952223r9RoAPvnJT77kJS+5/fbbvw5v7P+P1XKWFWI4wDby1k0q7WWWq+edeR4A3H1wt1DivsP7/uzh9/m+9Y7nvRss+C+ff7cb8CK3wlisiprlPcPFiXxn3a5N44IAJYE7mLTnzwPGQAhsTexVUVNMd3dhextGI0AIVitIU1AKzpx5QtQa2AHFNO3WGVs4xDHY8ukSSvhoeHlxtDNMEje57/C+Dzz8gYhG7/6n737ny96puiBJYDQChRhS9HCfngu+yUb0oezTBo2zqd3JTgHXPNwZ9sYDe9infiDOb04C24mcKG3SlrU+8THCYQjGawQAEIJB4k6z8qg4+svH/9JS7qt3vw8hcLFXNSwtujP98X/7rt+KnPDDf/f53//0fxqPYTiEd93zC7zyX/vU1+8muwN/wCRrRcslf+rkqbeeufUtz3+L1vpN73/TY6vHDEU6b/PHlo89snwEugTWF37sLZbn2MaLnCt+/fD6gAZSSzPsO40h24q2bGx7ttcxNVsIUGQ8Bq3IbNVSTB3LP5hn+8d1kztVyzRuw0HNIJ+WU0x43+sTqmyvqzKXWDS0w8AJ8i73bZ9JRi17nraH83q3d92FM/HWyO/3keOLroXQp1xyhEBpWZfEksGZcSTtpQR26/atAHDP/j1ZW/LWLZvOI56DwsuHRZ4DCOfq4QlRiViESV6U8uwZcu4ctJ2UxRjZNefsKD9Ebl6WqGG8Fa1n2xsTbDRuhMDHPw5Pexp86Utwyy1w9/3NdVven/+5GI/IcgmtbDa25A+8yf/d3/J+873zn/+V9Zvfsn79G9f/+scLreFH34KH5EJRikW5bkVrWdZesTf2x6t6tagX5/vnj8uDSs81Lc+ORpnet5xKI5V3OcXUox5GmAm2bnIX9RBtHFdGvj1f8tNbV4Jcl9XxnA3CJIqVpa20S3tur+/1j8qj0A57Xu/CxsbQ20DCv367PwyjqsCDyAsDIqWc5tNOdg5xlEKrFcoz1LCmZOWl1aVFvTCFONfd1sRJejpt0oY1WZtRi5oaiyse2pGSuCsTJ2ijL0/nqEU7XW5P/F5P1TWUJSoyeuWw2juqHruat2l//6g7mNVaQ78PvYFYyb2Feuzi8WxeLpuucSxHKnlcHBscdFEt8i7nmteszrs8bdMWz0Zkt+VPWLcEdhC7sSH9NI2+Oi2yWbLaHx1e8b+4d1R0ZRhq1wWtoWmgbbC22qyp8rnvuCrwqAR+6hzRC3wvrpWC2VwqiY25EREJdSzqtnEP+gO5uQnDISQJ+IHETtcL3cmQWlQGaBLbvTBARiJj7EZPg1bTNmWSebZXs3rVrsquXLazO/Y/AG76vz7rm71AlpVyUKBxM5vLhnXfsn0rcP9jn/u0lDAagUQtRrgWdeIlaZuGNDyJX7QsoYRocZfHGvGqYesm11qbCb75UJETedTrZOfbfs3rVrZSyZKVFFOf+uaRt5CFEKKYIo2urS0W9UJIkdjJJJgUXYERtsD6/Ozzb/vE2z43/ZxHvOdsPOc0r6nqKgtZNoRSiyeZiq3btWu7GwO/LIExaGv7aMY5hySBroN0bQUkohZdVIuARgeLAmMVx1AUEAd4c+i/7Jb/l7z3jrYtLct83y/OPFdeO59Upw4UFJQEAcmggERRsEsQMKG0LYqCqFds1BatBgliwNSGgiIpCijaIlJFkqqygELKyifVOTuuvGaeX+w/5qldNHfc0Zd7u3rc8P25xx57z7HWnN98v/d9nt/zJM3SorAvesiLbv/xO1916nVg4bblF5rO2aHXstEySi1rJeX97SsAMGAaYP1hLo0xRiiR1VnT0CpV2fE7jJluz1SqzBfeN8BErLW5zLEKjIF+h0UeE5BRarNSTOcCpL/Mamwcink/6CutGGGZzJoa11rb1LIMM21181k1IIymRlFa+czXVltrZ+XMIU4D0yprIUrebXNpRGkWp460O50mEIwBAo9527PJckmP9lfiGDhjjCI3LAhTO3ty90BobQFAW90NokwtalPHpJulPMtgPAZdu8syaf5XIQtjIE2h0yIe8/bmi1KoKLIBCzKZJXXS9/upSB3qLOoFwaTltABBwIN5OccIO56NQzqeagzEoU7TVu/53cD1qA5HizR2YoqpUKKJnPofVAn/99Y3V2B9+MMf/oEf+AFjDGMMADY3Nx3H+d7v/d7rrrvuwbm8B3ftTJbnRgfjMZSLOEf7UWz3F7MnbTwdDL/xzN17s/xn//6XoGz/5Lf8wqsf/33H6RP25L3vu/lvELYXDhYebvV7uNMBSoET3rh8m0ZuExwBpF5dBa1hOmajWX3iGEHIwv1ts2ZM09yghwsh1PE6QomD7GDoD78RmrxUTLe2VuJB2AOA6752HQD88GN++Pmnnu+j9rJeOK4hBLgnLjvOmaOWY++Raw83xnx176uxE7d5+/xkR9b82BFc564xD2hsG5e4BbsUy4bFQAh43gPJd+2Qz7LkL7/2ibpwv7X3rKPto9bCcECObNL+QBHEInX8mqf+Dommv3njOz5+98du2b3lb85d57no6st+DMnw7D3eRz5a//rblz/3uvbzn8v/5Hfbz1v599+68a276e4v3/DLu+nu6dnpUpUX04vaGDh4xFMfefQZz0QAILRYlIuQhz7zferXsk5F2tg5pZaNWjbiMZbxwVgGAfS6mFLodbGxdjSCMvMiL5B8srbCvVAs9V5Wpy50V9stSqixJuThZWt9rdB4XmqrHeLUumaYVRUkc2eazVb77mqvxZGvre4HfcJr6hWhz6SRSsF0rkOf9HoQ+17Lbc3K2besfssgHOzOp186dy9FfDwT0xFPpr4XyFa3XhvyeSLOn4c0BQJsPFWOp0OfIATclUowl7nKKEDQ8SPmVffu7ueiCHiAEHS7AEh7vtnYgOuvhyuuAGmr9VX66U9DtwdakE5PWZa0vahW9bHOMQy4OQ7q2vu+V5bHLy/PnEZ/9nv9SpiYrA7CQezFB/lBIQtGmNW2VnUq0/uW902KSSELbTSnvFRlKcuW22rMccKIooRWyAwooUW3xZQVDVUIWary4Mz+qNd22i1UqarSFUKoyZJLq5Rjbg3GxmuFaJ4Il/q9oVzvR6NsSjA/2T+ZynRRLsq6vnv7YLu4e14tROlyyjtep1HgNS8GbdW0HGUyW2uthSxyUIREdHZvdmGvyJde4LJeFBKqD1/nBJO8ziMeOp4aDoFz2FjlTlhctt5vd5XXXjzkaMeN0yDSGlXTYmqMCTxmSDFZVrnME5EUuthZ7pSi1KB30p1zs3OxEx/rHmOYZSJDYI4M+pP5f/cCrIUezarRCCbLAlkaenxjA111qru1ElokD9IpwjYModvXPFpMs2SczS7b7MzmuioI5eL+XEJghFGCvbB2PZ0sSZIJobSuXcJLl7rGGGEEABACjAGiEhPVCX2La61RXbBWyzaod7gfu9WMz0pZjovx0B92ve6kmEzyybgcG2M+c+4zAPCck88OPR62apdxKYhCxZm92Tq9ErRzy/yTUUsTApWsGoeXBYsABc6l2mGe5Ui0k1x3unaj187tRAuWyzx24qRODr+UgAXLaqmM2og3tNWLcpHWaeM3zEXedNoAAAFyuXs4HxRaEEwc6jTYhZu2b3rNJ16z/s71Z733Wb/2uV8z1jzxyBMj91Ill1SJ7/iFKhzoUOcbZdeTbBLyMHAd34f5HCgmnY6NW+ZSRCyD8cy0+UBodXpnuh73NVvkOShtum0ujfy+K7/v2HD1vS/6y99/7p+weu1R648Ed/kvI1H61QAAIABJREFUOzc3Bdbhf2n4mZzyyaIIfHpooVBaOcxpHB6XfmJVA7tq9uFSlrETgwVlJfPLYdf9ejYbAJSqxEDLnAWRmhZTAyars0mW7M9ThxOOvXlWJgnSWdcqrowyxgBA80Jp5shCCU55xKJGWym1dKgjlKCIWrBNIsisnAklBuEAI4wRni7rOKS+w4UWi2rRDdtN0EKeEimtrQPfrpxYb182XM/rfFbMKlUd75wQUk3Kg2WiTp+vl0uoau1QxxokS7eunDjE/T50OiCEnc9QkhqX+KUss+xShgezwe50QbysF3R7fi+rMm21z3yppTVWKCG1DJ2wiehGgGpZa6vDEBBRWUJKWaYiLWVpDMgs7gW9gPuqbgLi6v+j1Lv/ieubK7De+c53/uiP/uj1118fhiEAnDhx4pOf/ORrXvOa3/zN33xwLu/BXeuDsNXPk6IMI1sWkC/83fl8cWFrUz85S9Dr//Jdt5092Br0X/e0H7AW/cyzroZ85d2ffW8uskGXr/ZddqiPsmDASCMPv7CGJF6qnHBx/izudAzn0ETuAIAQcHAAjMHhmWZZLWflbFpMszrLZe5ytxmNX/rztjGoq/WhF7lekz724ds/DACveOQrLFhZub2Wu6yWDbUZAQra+SNPDh7ZfyzI4KadmzjhHbe3M1kEkQ4CcF1YLIDTS5iuptLimCd1ggA1O1QYwn+55bpf+8w17/va+75w8fPb6cVrP30zLLeesfpirfGdd8If/RGM95mEqtvB3S56xuWP+08veK1B9Ss+8FM/9vHXWLA/8rjv3znde8TD+BO+lb3yxyZv+WX/z/+E/dM/wX9+S/jUb/OKj/w2B/+D//bBd9/87r7fz0R28+l7QLloeuodb/Upok2SA0KoYSY1GYvzfN7QFg4fj8UCrKZxtw59evhtxBGdzBSydNiOrFHNrp2JLHQiaiNgZSOlnFdzgZI48JjuLoscmiAOYaqCdtrIOIuWF1YZn82t0tqlbs/v5WbMKS1rOZuB4yrXIc2Q06Vu1+tGTuspwxeC9u9Y3NTtEMolMpwxRFRrb74AZNY2JKGmKGAyohZJx1XN+2OZyaNb9GCeGo0RQhjj44M1h9OyIA+kxXlZDgejbKTo4r0fzJ/2HfmH3udTL2cQrgycRT1rwu0d4oQ85JQzzJB2RUV7A/nm3zqHWP3u36uWc6aFY4zxqLfqr6Z1ijCKvGgv26OIrgQrSZVMsgnBZFJMGkUaWEjqpFRlUdU+dDEvlVG1rhlhUWxqYeZzmEygG7SQPw891kCMFtViJVhpyLSRE6VVNZ1CXZLFAhe1HO1TZGkmUjcotkfzobeyKBenZ+e+fO70XO0GPuq2Sc9dWS5toxaSRgotal2XsnRRzHWnTPzpFM+XyiFeJ/TBna+uok5Pu8wh1qtU1QyeKlVxypvOTRBAWQJYDFg7jPT8S2MCl7r76X5SJR2vY6w52joahDBNEmvZerS+GW263G17bYroMBg2Y1+XuoywgT9QoDqxY6xJMv3A0z0RGkTcFcAzn8ZNYIjv4U7srA/CQZcLPKNcL6pZy4ti37lnb3utF66t8LIEbaWUl7gJANDEtGGqlTLLBd7Zk2GIGMMxi6WRX8/ka7CfLnNzUcjCj2PQSLjURYAaNlLTwRJaXEwuDvwBQqhWtcvcgAUdtzMpJv+6/6+c8Gccf4ZDHWHqXoe1YzZK5hjDo46ePLbaSuX81r1bG8RGUiVdr9vQjDjhjUfvzjMiZr12x1osAidArC5LBPerjg59ptJIA6YZcnW9buzGPvcJJs0N3KDbm9/khB+WZZWqXOqWovSpPykmP/6JH//AbR/YT/c3W5s/+Kgf/NjLPvahl35IGbUsl0KJeTWPWFRWgpmQcX2YjwkA2upEJB7zHOqEIQyHEEXgcnYo4Y8i8AJhyjibM4WyftuvhBwvijBWDXD8BQ95wQ2v+vSJ9tF7zieKTa/cPMIQvWN8R1IlDzSl7mcTUMRnSRmHD8jIlFEucUtRNo92rWqwwClnhFWqKmXZ+J0BoOEkhz7rdGA+h8NQo1zkpgp9HywWCCGf+giT8wcz4qaRT4ddzwvrXs92OpCnNCulssolrjJKKVhkVZ7hiwd5uuCu3rh7e3RwAOOpUlp7zNNWG2PAwl62xwmPnKi5EimwlCYMgRO+LJcYYZe4AMAYxDEs52yZql4XUQoEE4c5Qglq/fmUxrzb78NgrUK0Vgqmc6XyeDRVg6AfRKKJTGAM3LA6ttqeFvODkR5PzWiifB+0htnC+KGyWAU8IJgwwiyys2KmtJqUk+YI5BI3duPGfFqqUippwYaRrnS9O0l96i/LfDIB14X1QXBkpbNIhBDwvzdPPBjrmyuw7rjjjuc85znf0FX7ju/4jtOnT/9Pvar/RatInOl+gNxlaWZHuuuTZVbXUCvxuCOPBFp8cuc60PRNj/mt2cK2WvCKR/27Nt66Y3T7TZN/ch0CAMZAWcJyCUUtOeFKKYJIs/u41M1FMUnS+3bKI0cNAWdepA1gLctgexu0hrqGNL2kUS1lGbCgwcb41B/6w8M+s1IwmQChNo6Ny3iTLvfps58+SA9O9U49dv2xRW4xhn4UAcBusjvJJxeTiy0/cAPxnCufAJpff+dXGOF17vou01Boo+MYAKDMWHO1TaWVVMlatFbrutnR9vKdN33up9789+961Yf+/dN+/8Wvev/rdsS/razplz3l2772b+J5z4PXvhYe/zj+PS8xP/8L+pabqIejX3zGz77icS8qVPrV+8610WZ6w0+89gdXR4t8Y0s/7dvrN/xk+Ad/AB/+MHz/1a7vwe2fPyX+7u1Q9t/9+T98yi/92t9+1PvQDV8D6V959OhjHoN85i/r5bS4ZHIBgOZ0KKxgmC2qRa1qhzrNHLPXJdI80G/PCimyYLBWtCKazV1ZO0LCpJgqpbJc+Q4rVW7ABDwY+AOXOYrOK5POFjqvC496s6UYdoLKJggQh0gphKksMgYAsRMDgkqog0nNvCqVy4v7WWP1n89hvpTjsX3miacDX9w6umV3XBjFtrbQ2hr02k5EuweLdDQTRS0mE5iOKXMlAGCEyxK0VUEAgk6I7lpFjTHW2nZMPOge7qq1qvt+n5uurp0TJ/Xv/6H0I/Uvt48XWXlme3F6Z6o1ZCJr6lGHOqUUiwX4kfC5+9hHm+99Kakq+yu/bHO1TIrSWuTj9u5iWtTF2dlZgsioGKV1Grph5Ebzcr6X7rV4SxmVihQDXRRLWbPNXj+TiQV7P8CJBbEAgH4fWjFhhDYBJrnIOebNd1fIwoE4Syn3q2GfDobQ7Vqp9HS7K3LXIf5etjeamrVg61GtZ/g+esTmZUfaR0pdDHtMa5TnuIlk2UvGWQp10t6bpqWoBJnxcFGQi14go4D2/Pa0mCqtWiEz4lJIbVqnuchjJ25Q/k2ITV5cEno3DTZO+P4sS8q8F/S01U1KWuxE7RbJlrAol9JIAsSCTepkJVxpEMFNynIjiyxl2e84o2k9GsHBAezsAOVy2A53FwdV5g779FCJ36TvNROKc/NznHCP+tSG/R7aGacE4TC086XyPCjuZ2B5zMsrMZpIPzR1bcucVbLGlhvlcOwtywdEJEmdhDysZHV+PA4cz/OggUVxwoUSTR1vjNlL9jjm/aBfqSp24pOdk4UqGGG37N6ijHr81uMjHjWALoqp72LqZ2CRh+OnH386AHzqzKcaKMCsmPX8nlDCWostn04hzfWgDxx7RqGGotwN4kIvjWC1FkXqjGdVI0GrZH3JRWgMxbTn95oWi0tdY00TAX74iR3a/psCq9CFx7zXf/L103L2xM0nf/aHPnvXa++65pnXPGHjCQ2yMhOZASOUoJTWEqKAOfcDXZu1KBeN8w4BQuiS7J1hJpRo6C21qn2Xbqx4cYt6vgEEVnoVmmkrKKYudTFg36zHTvuywdHNznCztfnQ4UOVVV/e+/KhvL1RYRJMdO0YWjiMwv1MzkbbXqpLBVZzGIiduOW2MpHlIg940NyjBJFmOM45tNswm4FSUKlKCIQMD0NoYLAtr0VlJ/TpMO4wwpqJcKUqzmHQZQfTsqoNVtE9Fxand8fnptvKVnGE2y182WrfjxQPl4yh3XEZOTFCqClPXeI2OwlG2FoochJEBiGgmC7F8tAVCACuC6pm0khCwFqoha1K5JrVIrskO/a54zHHb1VKQRjpMMRuWK334tAJalMDQDOp7EcdRWdhp6xkDbSazWA8BmBZ4HFO+KXPgXKl1cXk4jAcOtTput2sypI6adoKVltOeCKScTaeltMglBHt2zraGeVhZBspjscdLxSzuZFKfwM498FY31yBdfnll99yyy3f8MNbbrnl1KlT//Mu6X/dCnyMDJPSTtP8vX/ceeFL8kqowbG9K7eOgT+BYPSkh526ynv+co7Tot676L76qc+H9oXf+/y1e5NiNLbjMVQVYAx7kwJbFzAILXbm04NZMZ+R8zvpPRdnqR73h6rf9s/vzznyzm6nu7sQx7C+DoMBKAXTKQhpEEJNWIrHPEbZYXFdVTCdQhCAHyhKKAA0N30zH3z5I15uDOQ5RNGl8WLH71BCF/vxG95gXvg89owjz6F+dvvotr19hRCOQuwxb1kvtdHtNkiBRY2VUQyzSlaJSNbDdbDQMNne9s9vq/H80cdOvWD9NQ8n3z3sU9ref/UTv+dr/xJf/Yoyy+CKh1nfN2fvCN/27uzFL/Af9Qjv6qvhmdkfP2rrFJDK/bdXX/u7a1i0X/f6+iN/k/7+u9rXvFW95jXwXd8F110HZ+523/WH0+dsvdT5p98GGd9B3v8zf/2W7WQbaP3jL31YUiWlqnenC6NIUqUA0BxAtdYe8xpLfFZnyPA0hU4HMJC8rqymUkJRwHQuN4a+wWWnRXs97HIHq+j0zjTNYLaUUYi11Q1zGSHkM/9of8gwB6y2x0srHYYdymVapQ71qtxptcALJLI0zwEjzLB358VdRec1WsiaOkG1ugqdDjBH76Y7C3v+eQ9/MiD7le1/m2bz1YHTyFoXeV6p6uRGb9hHvHMwGNp+H21vw2xus8yO56UXqGW51LZ62NoxUdEmBtuCEXjSGAaNNfNied9eliak1/JkFs2TGnvLq64I+1HrEcc2j7WPn9/JJ+myVGUtNUX8YFJzDmlRq9KPnPhX30z6cXTj9YMP/3V225mxSOKiNFqxIscUUYLIlYMrfeY3kp2DdFKm7MJesX+gb777zO5BPRqbOvd6LddYo7VuuNsU8+lCVBXMZjCaFz2+Ni/ny2pZqWoQXOqRiBqnKTq20knVOK1TbVTk87VN2e3CyprthvHx9tZsIXbv86grVzvthsFtjCEYd9s4LWqoWv96/vz+pOgHA+TNnbAYdv1uGAyjYSazXOZCi5bXCnnYhKlZxSshKlVlIlvWy9iNAQEA1KoOQ0gz7VLvkKuOVRTiAamH02WZVIlHPWkkQcTiuuv1t7dRURpKqNKqeSr7fn9aTBs3K8a45/UW5cIIrqFmDOoavEBqRRZj97795Urv6/rc/325QBDRxiyXYHG92W/FXrA7zQwpPZdUQjZvegCQApWpS/1ckQQR3Ws5u+P8/L3e+IDt3Rfcfk9x973qrrtgb99uH6TLObnr4qiuod1CcH9FcvhPKaaNXq0f9JsYOE65y9yYx4tq8amznwIE33782+F+kUMjjnQdSr1M1fyJw+cAghvO3XCQH9S6brwmAFDXaDmnvg+YqE6LtFtIFH5a5Zzwjt8RsNTCubAtRNJeJLKszHIJF/eq2UJfqnoRcZlbq7pJUueYj7PxoTqiKfWstdLIxk5Y1uUn7v3E39z9N57t/OaTr31o8MTJMpNaKaNabqvr9rXgs7k5GEttjJHc9/+7jx0AFtWCIfYNCldGWFbKxQLS9BJky2HUd5G1NqDtqjaUV43XwaXuPC3H+WR1hQQeqSpAgB678Viw8KXdL1FMC1kooypVhTw0BkTFKLt0syV1UqlKGYURxhg3rYpMZJTQyIlCHgolmrCBBsbRAO4bmVQTYjubwSRbmCpsHJHNw1LljBHG3Loh1EATsKMqAPBc4gTlYuLIIji6Fh7fiE+sDk6srA3jNsKqE0Y+c2blxAuU59DFHDHCS102m0DDwgCANAVKrcNwUyAWqjhMkQeA5RJWBgywHI/h4ABGs9JFoe+hdlc7DkgtKaE+9xFSfijnS2NQ7XGGEIqduBCF1nCIzDVgXBRTilB4sLICvR7kdtzxOh71SlUKLbDFGLAxJuBBkw3gM381WpVaEiC5yn3u17I+Oz973+w+n3vdLsLWjWNL2ANsWyA1ZqLKH/T2FXyzBdab3vSmd7zjHW95y1vOnj1bVdWFCxfe+ta3vuMd73jjG9/4IF3fg7pcF04cJ7feJn7g6t7b3lmND/jrfmgrUEcet/UYJH1q3V94/K9+y7fAat+/b7cYDuH1z/whTtCN438YVTvUyxpgnR9oP5J1xpUgo3mRZqYy+Vieye2C6DbCZj89CD1ayOrCve0sRf3Vsklta0KRfB9GY12V5NBO5xDHgqWYJQkkCXS74PtwON3HCBey+OidH0WAXnHVK5apCn2OyaUG+Oe+NPrffqb1bVcN//Q93Zs+23rjT0VXrj5csuk96a1xbAg4SrDpXJ7ZnzSq3jJneSUwwrnMKaKccgMmr/OD/OC/fOW/IBm+/al//J7veufHXnvN9T/0qS+/6uza+Tf8yA96VW2+/5Xqn28UN9/IPvje+NX/IT11wl0u4S/+An74Ve7X/uOH8fiq/Rtecmw9+txn0a+92d9aDYplkORSSpjNoCgtcevveiH9u490Z198yVuf+h7mp/DYP4a1r2BeP/2Kh98xuuvCwTKkHSSj287tXtgrTt+XpwlkMhv6w2k5xQhXqp5NESEwncJ8RkaTusjocglFadod2/L9QhUYYYT1sf7Ajcp2B4y1o1mFsRVKFKLYSXaauo0Q6AShz5xxNptO8ErXb2L4shR1IpdzUFb2uyzLoKqAVoNh2z82WKPW9Unse0QZRSnUsGi3WOAxC/ZofDQvzNfmN7nMkVruLibLvBZKnz+YttyWAZWSs2vrOo6w40BeidomBtVJnfiOv9KJI95a5kWt60pVAieFqJrG6n07Ym9SFHa8SMVkLolXDvvk8o0BRXz7Ps6xqyRZ3HfkjtvR1+6dfOWr6sx5UZYgtECW5onDOX7Tm2tQ/O3/2fvqvaOtdccJ6o1e1HaGe/OEEXaid+Jo66hLXSXskJza7A0TdD5olxurzqkjnUHURQgtFsCxV+mKE77MRDLnBonVVWi3oZSlq4dntue3b19YLHRZ4FlSHcxzVXpxW7cDX1qZijQRCSNMWdHpAHVq7qiNQecxD+tzT2IZe7aXZzBelEYjC5YR4ke1NAJYtdJnwFOi4nzpBqTjUMchTlqn82JeyaqZqmCEMQbXhbKyDV2JIFKKUmoZOVFap5QCEAHSO8xjyDJY6fOtlWCWFjujHIDMy/nucrQ9TqfVVFkxmtWgXLAgJd7Zr0PSV1ZVqipF6VDHIW6W4mVqpgtx33221QLqyFbIFkUes36lS2vtOB9Pi2lap033KxOZNHLVOzaZ2GW9IG4RuVG/w2PWvTAdSTLfSfaX9eyOM8tzF+T+Pqz2PQHZzmThBZpQ2NshvsNbLXvZcdprO0mVYAxnt/O0KoPIbAyilT4HZBrFEsHksLxorPJNPkkjYW5en5ETUUxvOHsDWHjKkadc2huZ2wjprLWEoNUBe+zwyVCHt+zcAgB7yV4zBV6mWpT8EvgDtMOQ68KgHe5OcmvBGouIPn1e6No7eRkOPK5BdHq605MedReparY1BA+kBvmOPy7Hs3LWaLYIJgRRoUUpyiambF7Pf/qTPw2AXvvon7vq2GYUUGbi8/vJMrHTKWzvV/M8a4eu65CDkXSo0xS4l5jD1jRNTU75N4APsOXTuex2oaogq2qXupRQbXXX7x5Mi2ODYSGLWTVruKDzVGqyRABBAI1g7gkbTwCAr+x9BSOci3xeLJEKFnM8GoHngeOQBgnWwPxKWSJAzYdfq7pWdWMCyEWeyzyTWZOO0DTkIidqBL7NC4u59cX9PPQ452DBaqONYnWFey3e0Eqb+UNTszbxG8oohzGKKSi3qjXHDgBIIymhBJGu313IRSnLtV5oST2ZyZi3YicudVmqkhLaJAu5vgycoNZ1LnIXu4cVcNOS7LVZEMs4hpUV8ONyYxAzbgzopjJu2r0YY0OLMMCTmSpykyQgs/jifjmZwMW9UhTeLC3avDuZ16fWNps46kqn2uiAB223nYt8US0MmJ7fI4gUohBSNDnfDDNGGCVUG90cwi/vX97xO6lIp+UoateuQw45EQwzZRTzKgK8KP4flkX4kpe85KMf/ejHPvaxkydPep539OjR9773ve9///tf/vKXP0jX96Cu5RLe9Ob6Va+gd93a2Vg3px6RbJ93X/I9bMXdOuE97ruPvuaKtaPGwN5F942/UN92u6ll/eKHvdig+n13/qGEoinnhRaMQhxDOg1vvnPnd27+g7o2u5OcVr31NXOsv3r72cWZ7YQjGgSw0omSKvt69IbvQ6ujq4Ls7cF8DlUFDHNs2XQKWl/K8QCAr5dP/u09f5vJ7HGbjzsWX5Zkstdy81J+7GPw7Bcmz3+R/OgH+gjBy14GfiivvRbai6cAwBfO3XQw0rLwsrJu++GsHB2MtVIw6PLxVCptK1mFbqitBgt7+d7b//mdRcK/8/iLH7F6RRQB4rnPgs/8Y/i6NwhRkR/7Ie+n31gsUjHs8cc92vulXzK33SFOn4Z3vxue9WxLKTJ//64XPaf71Vvxt30bBDzYGIS9DrtvW8zn4HlwcTTHhve8Xi5z3+E/94KXfORlH/Y5B1qe6p1cCzeI6PouXR8Ewx5f6v3bD+4Z56MLB/lookLaS6sUNJscuJNFyRhELdUfmLAtVoes34eoJV1OG82H0MKhTsfvpFWqlPJJGEZyb1ynda60smD3s/2mFR/HwKFdCJFVNSfcoU5eGY78OMLNh+9xFkVw7hx0W24vDpVRi7wOfdqYsxqvUMjCrdYWRfTKlatAky/u3ZCLfJzNZB4cW+keW2270F5kIhd5paqDbC8MQdTgRbXgk1KWjLKmB7PZ7ezPU2NMrWuMMfA0TWFvJPKqeshlzrG1VqYWJN5HPNFWJwuCEEQR1Ep4nn3IZd5qN+p6vaBVbRytDC7rCkutipSrIvp3r0z/3feSXORv/Y+r//zVPQz4SHur04K8FqJiGOHYjedpcu/++OTq2pVrJxkjHnM34o2srJWym+uIc5jPsKr5fGHnaT3sMddTFhmD6lZE1lf56sDrxZHrYkZYWpZK2ZUBcznVRhNEGGJSycZPiojECFe68h0f6mi13VGlrwTzWCC1Gs/qXBQOc7SVfqiG7dZevkdV2xrc7dBkiZMEhJaNZmVZL5uZizBCG+14uijAgBFaXJJR1wuHOICg0pXraRBxVpXNDhAEQCl4Duu0UaaW8zHPpq06aR3vbqz26WWbsdAlktHetLQiJE6FZCSzcG8xsdhqDXu7ZLzn7U0Kl2PuCa2hrGVd46BVPezYYDStx8uUYNL0SwpZzMv5rFhC2clSdHSl4wRVLrO225ZGrPX9Dj5CdOxTb++if+YMvvfCvKzscsbvPJuMZ5UUJMnrkyfJcIgqKU+f1b2g01qdnTipaO+cKSOV9KSujVWLcjEv542ekmKqjW7wvBTT2I210U2bpNlPPObdOb5zP9/v+t2H9B5yqV9CnCa6zqFOx+tIW191fHPLO7lI5bScIoSOdY4VtSoqszrklEKeA3dVoYq0Tv3AIqRHs/JPvvze3X3Ever4RsAYrA3cZV5NFxUC3IviLDdZdWmy34hWAYBh5hCn5/cQoGkxPb07mc91I65ofudXPvMrs3z21PXnvfyqlyKiPA/Whm4cq0m9W6GJ18ouX19pBU4nZvOk5oQCQC7yi8uLO8udUTa64cbp1d8dvunn3Xe+nf7DP8DODgCAMbCY4zhGlGs/lMkSEUSb9B4f9aSWccjaXnuST0pVliVQjCSUTeiWtSAEPHHriWDh1t1bi1rsT8qdg5LawPdhZQXCyDDEmsj5Brm5rJdNN7TRaTV9dG110zi8lP1HOcKIENLg7C9NtQEMzXpt7ocKAKSWVrPFAtpt8B1XGGGQQQhpoxu8RaWqvK7rwu317GAAUsJ4Vi9nzmgEo4nAlgFA5ES1rH3mY4QtS7teq8wcjl2O+SSbEESXSwhCA8gELKhV3dCem5L9MFKCEoKQpUwb0Mqoht1vjGlmBYywZnKa13kUEMAlAgcTvdLzh30C/kGrbT2HLbJKZV2N6rbvucS11p5fnu94HaWVQ5yGfLbZ2uSUu9ydV3NCCMb4ftM3I4ggQEVdtL121+sOgkGTGZXVmUOdXF4qUpsM0ELmK32negCN/GCtbxrT8IIXvOBLX/pSWZbnzp3L8/z222+/+uqrH4wr+1+wrnmbfN/7LUH8R38U3fK5wZ/+MT95St1+p3rdT3hXxU/93stfOU2yX/8N+8xn4M9cz77ju/Z+/hflTz3qTQjQdV+7TiiRicxamCdiNJV1HmhFrz/36b+66QvnzzBPr3f4xsE8K4Xstom2QoNdWReba47R+OJ+WRQgJWQZTKcwnmiHE4SgqmCxgMXUSRfc8y7FyDSPVrNRWgt5Dn9+819D1X7+yo/fdRf8843q597gPPKR+LtfKj/1mdRF8U+9lp4+DX/+PvF7f1QiBJ+/7ulg+OfO39juySNrYRgb7qpu25H8IElAC0YdsX2QY8waAVnsxsuieM9nPwBYL//hDQ99KGxswMkr8hNb4et+wtMo+6U3kd/4T15vpTJIEOAup7JmhSwuuwx+4rX6ur+a/uMN1bW/c+TtbyNBaACg4alsrPKiEqdPwzhJqhqScctUwf6knM62LqOfAAAgAElEQVRsXcPjNx7/X7//v0Z08K0bT1B5HAce5YromJRrJ7unHrLVXltD1F9w6s4WUmWtcxdFP+gONjIvFImcLuvlvJwfxqM2k/Um2syhDgVnvpRlzgOfh22Rm+lsIXwnaLttBGhWzCxYQmDQZbJ0kbucz62Lo0UiV3s+QpDV2V66l1TZLCmj2AgBxHpZpnf3KylInvBSlpnIPO41FJ/QCR/dexLw8ubtmxbVgslBv+1xDhjD6oC7pi8lUUYVulA4lcZMk7SUpUe9JhsOAHpxJGw1SbNLbnaPzLP83gvp5iY1oIzkIe4najROkzM7s1Knvb4ZDoG4+bGNYDCAo0eh36UPP9HlXm3c8drQYa546OV80HHzHH73D6vHPzmb7fZ+5EfwwVwAgLD1idV+VsjZsuYQnz+YxRF0Is+lbiUqY5Auw71JGYYGYwhDiNvKQREmOmoJxoBiOs7GhSx87gNAywvXWt2Vdnur3z260jmx1gOkKaaTYtKMoXtBr5RlVmfNICarM6JCKdHmqru1BQSY5+ujw27se3fubCutmoN4LWpug2mag7uIPKffB2Nge7/wcZzLvGl+lLJ0iJPLXNi87bXSQmCEG4mPNXZWzkIezvIZp6zK+Zkz8JV/FefOQYOS2t+H2RSVtWTcYgSOY2XtmrKrJDGkYohOprrvd+OQDQd4pd3aHmWjbf/zNxaLBWxukoc/lG9smc6gBmSoV2T1EqTHCFkbeHdvH6STKE8cmUdQ9ly5IdLIdUi/D46DrLEWbMCDWtXWArXBHXeps+csse7qgF1+CvEwnS+0gardIQibMJarQ2yRrKUarOfGwLnR3n6677j6SY/clMrcfUYoRYQWiUi01bNylomMEDItpoNwQDCJnEgb/fUKX4zwZ89/FgCesvUUsJcaXRTTSTlhhPnUbyobhOwTH3oFKOcf7/iisabltKuMXb66FjlBo8rHtM4Lk+ewSGRukp/6+Jt+/eMfdLz68uNcCmIteNzxo3qyqLd3LTWh1ujOe6tkSbMMGHKbUSAAtJxWQ3Zw1AoGnFTpwTxpLunar177T2f/KWbta578rn7LL2U5K2a7ya7DOGVK4mwQ9gMeGDAIkOcjLXEuqnExbrmtUpbMhm98vXfX7c7ffjT8+Z+H5z4XNjfh+HH4sz8D14XIZ1JLS6rYd5MEKKYcO3mG1/txQ5Ho+/1ZMdudLgnX6ZJWtdVGN02sKwZXBCy4OJ3edt+OQsX6itPtINcFhEAb7Tt+E8NMEKGYhjycl/NGv9+QnDDCxhqCSc/vrYVrGOGW29JaE0Qa42SDhqpVLbWMAqqMKgrYPRBVwZqUbo951tj5QqVLmmRKa/CYl9fl7qhY7USYSc6h1bJhq95a570eABHZkisFIQ+llh2/M8kngRN024w7cM/2lNS9i+PF/khRCsyRjLAGSresl/2gfxjJGkXQSAwbWGshimZwHPCg0lXDT2GYHc4cAYD7atBxmKMClzmMn5ufczixNFvpOxtrtNdhFlnA4DFPSFHJalJMlvXSoc7QHzYmg5CGUksHO9bakIe1rptq1SKrrAIETQRtx+sEPCh1qbRqaG3NDU8QaVJ9u90HlzIK/5dBo47jHDt2zP96xsD/C9ePv7Z+1tP8j3xE//qv21ZEv+XExgc/kvQ2x1+8SeKv/AeZdl75mvFvvK2UEp757Ip6yV/82fClT3nkQ4InFqL4wsUvLPNq70Dlde0Fuhv57V751eQfZ+6t5/FnTBn3224/7CZVZrTteL35BN81vZ0Q2BxGxE2Lws7nYAyEIfQGmnjLsJtFsSEECMa9ln9oMCxE0bR5KaZVBffu711/901UdJ66+ryXvhS+/1Xy2j9lyxl9xKOL//hmdNutzrvfDUeOQC7yF36X/NmfBb39GCi7t46/aEA7xMGAS1kOgkGuFnGnppjlhc5Fvhj5i4VtZNofvPGGQqX8/HO/+PGHTqdQiApZ3I741gZ90y/Z179BKUF9Fzu+kDWPAioqmle1NHJ3Mc0WbhjAdz+37TJne78qCihUUamqLqnSVkGloDq60kkSOH0vKTNnkRX3bcuzZ8iweuq1z/zUifqlkwmIilSpV1RydcjWemE/6BJEqF87hAItI9ajhJw8Eioj9pK9ttvuul2f+eN83IjfOeUN3zKr8yrj0ymiBHfbxNR8d5LvZdurwVqWYk65Qx2C6P5iliR2Z1evtFpFAaNFdva8cFwTeS4ALKtlx+2WmWNwRaLROJuUOc1ypHHejgkBdnE6jZxIadW4GrU2jxg8mjJ92/5tWYqUFZIs7hjf8eW9L9+484UbJ39/y9m7v7Z7106yo7QyZL4zW/b9fqUraWXohgDAKeeuKnNijK1V7ZJgZ5LUaBZAdzZhd95bV7WazMWqd9lq1ythdG5xdje9WNllk0yHELRa4HK6Gq7u5/sIG6C1w3inA5ET3Tfa/63fIg+/Ul885/7sT0b3bs8IuFutDTcUd55N7r7bYq4p5kLqTBTMtnZHJaV40HEJcqwFYw1gtTEIuHspiMOCnZWzxpEOAKUoK11RRA/d9U1vf1kvj3aPNqDLkIXzej4rZwSTopa68puzhONA6LPpXFqwW8Oui4N5Vo2KkTSyCQcEvuwHnciJMIZ2GwxNSL1qDFZWzYpZE7ibizwXeb8V7OxKIzkAYIQH4SCtU4ppXsvZzAxX5cljnHrF1hYQAkqB40DQUsM+a7XlYFX1emhzjQ9a4Wi5LAq0u2s7XfBpUKfheAx17lYCdvb0iS3v5EPLVlu1vLBW9URc2FmM7riwncsSUXXuHOzsAOMWLEEIggCiCIZdN2rXYXhJWz0tp0KLpErv3jm4+bbRvBo/9iq3PcwGA0t4PR/zWVIF/ZnLCVK8NIt+hy8zucizRI41zteGfOCtT2fgEC90vbVN0euhyU6IDG077WEwbECgucibMU3sxM17/RssVNefvx4sPPvyZzfk+lrV5+fnK1kNg6GxpoF5JnXylKNPAm9x/el/ttIrckKo5Y6RWuY5+D4si9oIN2BR2+l+5tznPnLmz3Ln3p3qds4oY1BVQBBRCuUyRwD9Vri2alvdyihSKzmbIaupMEIo0Q/70sgGE9huo06H7cznWqHT89NvvuHNYOHNT3rb0eEw9DyCic/9lttai9YGwUBrjQAxzJRWoqKeC62Y3XHhwsAfbMQbvbD3q29b3HOuOn6q/O23+z/5k/C0p0GnA+fPw6tfDc9/Ptx+G2usjv2OU9egBNG1yznEvosAVboKeYi1r4zamU4in1U5O5gVngdCQF2Sh4VPAUvuLW6MQsrpA8o7ZRTHHCPciPeVUQ5xIifKRJbVmVAidmJjjTGmVrXPfI952uikSgInaLqJTWAuAKR16lAnz2HvQDVqv7UhbwCqDLNaaFGD50FZq8kE0rkznevMTvqtoKGc5CJXRmUiW9RT4tSdFptOQUjb5AKNi3HEo4NsbIyVEnZGlawYcdIwvlQkYYQt2CZRgADfGwnOH8AMMcykls1ZsblmsJDWqdKKYtqAHqy1lapqWRNEGle4kWZWz5IyubC4kNXZrJzWqtxP95fV8vz8fGWqRCQU0dVwdSVc6fpdAAALmGCPewQTDTpyolrVjLBm/EIoEUocDnxCHg794aJcNHlHzaVasA82/upw0f/xr/x/d60N+fs+UBQZyStZFDzsgNsf/+Y72WtfvvqRa/Ff/zWYINm8Yu+P3r525ePMrXfY//yz4Y1fhP2/eDl85y1/8aXPPPE7X2i9WZuhi/M6sGy7vPcr990FiP7VV65//ku+x1pY7QXb2X4ksanJ0cHqqz7wix979R9vDkLPpS4tD3WCi7QEBMbqyo7dyGUQ5CnN80sQh8Zc3Zx+zu7Vf3nbXwkyedrJp7365YPTp2H1Mvn9382ufgXbOpEbCy2XA4C2uskDueYauPGr4RcuPrHavPHm03c/58rHV6rK6qzttTteZ5yPNlubhWVCWIScNIG0nIwW+Yfu/HPIN8Rn3/iEpyVv/TWzdbzAbnC0DQBwYcGzSgYMXM8vZOFzlBfUD0yawDTZadOVQRcXqQwdn1OxKLKy9GezWmrpWra5zjCfzfc6c402NqAsIYjCWTkta+wxlzG4cnDVYzavIsTOJaz1PYeXlLYd60gtW15rlI+CSC8T1aLelSdpqTMAaIqkQhYtr9Xze0KL5mFrlJWzpRi0Sa9vXIHqLJZ+YkhaC1h3Ojvz2QhYLauus1KjZYrnVnsrfben+IXRiOgwdlwwdFllWV04etj2/Hbbt9b6PMGoCIVX0tpxAHCVzwxDbqITaSQGvDdfbLXWrlx72Fe373jmnzwvpecrXTxwz1kAw6GOXnLVs695zq8eyAOPrJrarcwSIdR0sCxYRhCjUJVgrLm4WwcBTuuFKo4M+7RwSico1h1/EHCHRrWsIzfaTXZLWR7rHPv629ujHgOW1mlW58NgCABBJHCK0ky+6/eSH3pZ945/5W/4Gfrvf5hvdPoLOu34teCnq5TfI3Yd3SfAB+66JnlaltiEGOXLueRWaGQYYc17ujmXT8pJc7LMRFaqEjAENGhUGkmdzKpZy2kFLHCJ63P/ID0IndBn/vntwnTrPMMPOcIOfXadFp1uy0mSMm76XV6mbkQ7HvOYwsf6fhRhbTUDBgDKKGVlhAf37o/X1vWkmGy1ti5xwI2u9KWAlGELEIJ/+AT/gz93Xvqi/BGPs1FvXxC7SDXy6v4gxgg3duC93YThztJIZKqyRtQ4oUMpM1lhWq6ZjkmwhZt05LySVIUPOYU8x0znGrXLltvaam25bJwb98JB9NDuiUzOO/1qkpYD1vfDTJRxc9bn4IiCZCJrOgeLatGiw8luZEp1xcm4gqmqADN55Ii6+3ydZWi1G19Y3nZ0tR3RwVRsnxuNlcDdLkHLGOsgcoPL1vpnRweyCBBgoUWnDa71zu1NHnasBwAEE220NDJkIQB4zCtlWahCG33od0vq5KaLN1FMv/3YtzPCGhrTQX7QclqzahY7cVZnlayUVs899Vz4r+bW+Q117s6FWVllucgRkLpmYQjTvarf5lEEf3fvJ95y0y8A1wBw5+zOF8ILgwDSFISAIkdRq+x4/SLDacYwqzAGBYXjO/OFC6YEqtpue3eStx1od+x+UjuEO57anWav+dTLkzp51vHnvviy73M84bOoqRGnxTR0QoJIJrNa1QQTpXVW6ihgEi+EUR70ONH/8uXq93/HIzz71d/IX/YdxygGAFgu4U//FK65Br7wBXjak9nVr1o+/Eqb7vMLF+DcOZTnXhiC70MYxzpYPOOp/LnPxtjSTuwpknRaw9micGYR55Bl8K0nrrhl8Q9f3r3lGcef1qhHmtXg2psCq0n0MtY0zbBz83MBCypV1aouddlyWpfKAidcVsu2207qxFjDCddGN8GIeYaNcDtd1Q5gey6qPBYI4hgYYUVp1tueRClhxSDiVjPLggjJZbVsArNH2ahRJbqO21wSp7A/kSHt7qV71iBVeqQa8sA5sgaI6HpPqTo8vz9zPD2IOtZarXXLaUkJ2ZI7nojjB7LGXeoeZAfGmsP7quN19rP9vt9vqhmGGSA4yA8G/gBjzCwDgBrqvtP3uR+5UdfrKqM85k3z6Uq4UopyxV/pBb1JMbn0F8il0YTRBgCa2bdL3WW1bAajjDBQUMiibdqHB7yAByvRyr2Te/th/1B4hwHfcO6Gj9/+8Vc9+lWPXn/0N106/J9e/7+OypEVn08YYsoP5fae+Nc7itHZ9Y01+P33EEKQreLnfyd777XoskftWGMfejn9/Ofxe94D/t4LYP+Rf3fbZzm3mUjHyfTs9uLM4p4PfubW2uSgvE/vfIz46coKqMLfX0wjHhKm/m30tS8nf//+G/5lNIKQRZnIDlNiClU4KAhZq+8PCCaZnmF/keeXrNpNQBsGPB6jaZp8au9DwIs7P/zK06f/G3nvHXVLVeWLzrWqVuWqXTt++Ts5cAiSEQRRQFEU1DZcWyWYW5sWIw0qBkQRRRTb0GK8gKlVRERAab0ico8kCYd0Did9+dt5V65aVWut90fRR9q2vdrv9XhvjDf/2rVG7Vq7atSummvOX4DDj2C/+hW8771462Y5LmIAKE1GIxoZxMBICqLi4g/kZroVEHvjxY+86wJy222oO8xkLNf0WsazkIa2odQqykRLqdST/31/8JYrbslSGfkTH3vb0XfcVluzKehHgYafqqcRiQRhoetCkzUFK4YBpWVhzguCycyEngjPUZ2SFAm4cGuMqLTuGBkaOg5HcnbEIfrkJGgaqCqsLMkKqwmtt2EjbNgA69fD7Cw0xqhrKzSyhl5W8KJktpeoAoS4oqAsQxGN0zydcCYUSSmtSFSslsKhTbMpIangBXA5p5Lt8JgmaaQ4jraUPFm1rFh01k1bE2NYQsI0ZN3KW44rS0i2B65N1o7Xa82M6908snfujR9ZWICs5uoV1wUAKNESfpyoko5wnlDa8+IJt7rSi4hEYhp3o+7SsLe2MX7y1KlA7S7fnRaxIRtb6luOHD/y2Mljn7322SesORrU4L59O+d6XVVWLQuNwjRJUUneFkKMktFUZYrLfhpLaUS6o3hsnAPiSMg811LcBQSqpGqyVtfrsiSXDsREJk/nogMAE7zI5V6fDfp4MIC+Hyd5etiadU5FMHn0sU/7lUay/Z7s3Nepp52GXvGi+ovPyt/1j9G0djApKojadauiEbU3TCI2sKtps06adeLFiTeSkwR0ogsQaZH2g+DeB4M8R2EWjpJRqatULhbjPKaMOqpDJGIoRkhDLniap4MV5/KLZk4/uXb+RW1ZYbb5h2UekWTNyFb7cZxwzhAVPo9rSag0zLpucEu1giwo9xyEQZEZ69eoqqT3+ijIIgAQQgghGEPtob91XSVOi717YXUV3nuJ95vf8Hd8YOkFZ0aXvLdy+802D5u6yVb8FS44xqBouV0pphp2EqO5hcLzBALZT4NhEE+N4+lpsHTtoR3U92F1Fe57MGnaNVVWiUYVIu9b9SgVCCEo1CcWl3XkOpa8ZsKO8epkS21YlcXVRJLFaPQUMbAssxW8WPSW8tAOOg3bhkO2mIqaC0bCmFUcERXexCSsWSskCfpBFIWSpSukaMiggTaMi6DuGl5IhQCNaI4tVTRzOISMZQjQ9JgRJFEaaQBQcsoMyaCMlmCD0qfl6Sanv9jzC8rpsdPHuporYYkLvhKs6ETf3NjMOFvyl+ZH81ERqbK63l0/aU96dLjoz2FJlL3IvpeoqvBDJhNuaOT+lftf/aNXM8GOnjgaAB5cfTAtUlUFzkEIqNYEw7mlqc0mVB0ljIqMit0Lnp8GNUebb4e+JyeRmuW5YUCnnwWeMhyKplW57H9/+P75ndPOzAeOv7xe0ZgoDpjMlFTElKWjZLR7sHuYDMOIm5rCEWWCTdbt3ihdHXh/976lQl963TnREYdLT9H3QqAULrgAnnwS3vtekDH57vfZBy/SrrgCvvtd+N3vYMcO2L4dfvlL+MmPyc03OO95j3j/hXpYeK6taFgb0UG9KoGcpilYFhwxtQ0AHmg/UJoAHri8JVRfldWoiMoKVlkUrBv1QhRVo4oQYoJpWDvgDq7LuoxljWjlWhEAVFntx32eWh3fG/jpwkqyvMKiCGRJSlOgFIoCeEFsQxq3xwWIYTL0ix6QqGk1q3o1yqPVaJVg0rJbpmKWDTuA0tGcSlkNUcfm6yzFnhxTHQeBVDiao2jcrTJXr8x3/F2LnT29RSITS6oPBlB3lT+SbyUSKWtXw2RY3mmmYhZFUbCnLoUiK37m05xW1EopdpoWKWd8qjo1SkY60UtBNYMYlmopWOmn/YpeUSSlJGY+fa6SZHNgs2Q/AAAg0DU9Z3lapAfcigCgqlcbVmPVWw1pCCWbWLWu33H91fddffPOm/9UavD/WPz/uoKlKCBze37Rl1haHyu8oaES2cPsiCP5Zz6DZ2a0TUc5u5e7rtcyalJV17OCvvKV6uGHz550LeQQve79d334XZMr/dBQDTmdvO7nD8FaAhwznh7/hhvu/sq59ToKFniqqjf/WPrIXdfA5ORVP/3Fi7adkudEcUiURyX0deBHkjzRT4FzjJAlhDmg/bFaEoY6F7xEpBaJ0V2N2nTuvn07EZvt3Pnio46Cm2/LFZOoHIJAinikm3qprRzTxIDGoM80NZmZli5+w8EfvMcfbrjmmh+cds11VckSR67lZ79GPe0l1giPxuyxJE9270su/QTc+kvETvkNKNEFLzzr7S8dEKlatfS54RyNJgoDsMRZgSRQQE4x0i3VAgDXhd6SbNtUU0jOaUhDC9V8HzAGKPSu5ytElpntWMUw69iKjTGoKqgqWBaoet4bZQqyBn5EKopGVABIi7Rqaw2H7Jjr+RGt2QYTrNQdxkjKCzHVZCv9bNNkCyNkq7aXehKWFFkpV405xYoCBS98n7VcKyvo3pWhpgGSEld3aUG7UTfn1LU17FCCiSJTS1Hcqvtkv8uFhQDVDTfM5ybdpD+MxlV3w3j96fcMkUiaoorOcYQXOp6tuAiBl0aYEE3H/TASwAk2Xr7+zaesO63hOBtqGxCg0vS+H/ebZjNjWf2K+jx96JGVxw5pHD4xZRRiMOhFmRfPVgYYIxnLDbPRDnu84MHInNoaxpRbSs1wUkkBmUO5Viv9cQ1i9OO+RjSb237mN+UmABQFxDEsD4OUsk1Nh0sZQmnPDwxUD3LZ99Gm8dlta4qPX07/5XuQrODVeeh5dkK9h+6xz3tV69P/swOqt281QghhLUKqSbmR57mlWLkdW1zreTFDWQz9+ZXkXe8fPLETv58Ot2yiJxxpH3qkevQ2N0IrBmdMCVzNHSSDnOUl7qS7d/Kjn41u/1nKvBro6JafaqecMXjGdPhU8R8AAJiU1V03SVlIC5oXFjIXOsNjtk4kjGLAAsQoHcmgzbWHk3Vbktn6WePJ+XQ45L4dgw6arAUew2o4UW9gpStCuPpqWFZ+ZZ+x/ZDBB+++L7n1R2O33uxD3MRk2plcrto918Ef/pB8yDGqQLyiuqQaJSwiGphYj/PaauwbLtmwVvLa+d69OiDhNtIt65p+gkZRYljFIIsWO5FrWLv3F4oRHja9Ns/BtJSYJgY0gUoaUeaXUlXSMYZaDSQsWYq9a2n18fn+utraNRsVolBFUgbRaDSCqabdp0Ev7I3b45qBukWnplcTmi+tZjXHjdGqjl2EUZgNGTLTFDRNIZg06moS8O6AjtcNReWqioochSGk2Kvq1Zzng2TgBZTnqluVE5aUdghl3LTzJhBw5tYzBYgkS8M42z+aP6R+eBxJmFlZmiAEFcWJUzYQ4ZGto5d7d9w898OTDjp4OBR118gzyo0sjpBpis6wc9ZNZ0VZdO4R555/9PnHfvXYB9sPpnla8KJWk2UZ2qFgBSvXgZqKGnVZ1TzmhQ/t9jY3bAnz4VCoDAkhjfxCkHR6XFsdpT988Nc37v6uImoXH/YFAoZtYZogjDDjjHKqSEr54pyypyijjtzIME3MRQ05HLgkCaFFn/2k++Rj4dppfNkHTMdUYhqj3E4SqNcBY6hU4NOfhte/Hn/ok7KjaTMTsG4djI9DqfOOECQJLC7XPvCJ1Rt/oD/ZHX3xs9qGNbWVaKWhN0ZJdPutotNlx73wKMj1h9oPS1hijJUKCwDAOJOJLGM5oYlkSUmeKLKCERZIVLTKmDUGADnLdU1/WtaL5KKaU0QwyXmugsoFn+8NXCIneSIxMys8t5EZTLF0kCTwfZAkUbXVguclR6dltbIiS4unEpGm2dzd220oxiyeLSdIiqd6eUjOZ8ad1VEx0zAUGUIqc8ELVnDOx8yxUTqYqZiNAklcymLcTyCW8skmURQSh/zAOQKAAFGIYsqZCmnYi3pVvSpjWZZlymm5W0nhbBpNLnjOc5OYo3RkaIYMMkKohOqWUbrleLFnT9ppntb0WumQVs6VFVnBC1WoJfoKAEqMGsZYMFGarJcelwcOWC5HJZDKdnmQBbZq37brNgA4fePp/3fTiD8b/+9UsBhjW7duLT8Ph8MzzzyzVqudddZZpcXhfxz57wsJySax6lNDxUg3rtXHxrkhmwzHL30pHHwwkGzcZ13EZSkbY5m+3M50HY4/Hl513MmgjX715PbrvqVLetAwa2efA0l9OyD+2iNfCZq3X73xhBPgyb2UpuTNb4FLruiw2f8FlcUOuu+L1yTDIURDpz2IvJC2+1kYYrOStVrQaICiAGNIyivzq37BWKef81xd7dKVNu9ny7ftvVGovth5xmGHwU03gWFTgolpAuMiyQoFK5xDd5gMukp7VZIRyXhcc8k/nP7ikzYcC81HlLeeuP7UX2OQ730wfsc74PBtzlvfir7/4+Ddl3RPOlG6+Qd1OOjHMP7Aoc5zXnHk84Mk68cDIhNZLSwLDQaQUVbksmvqB/jeACDLYBjIj7gmWfPdwaCHaKoiBEKAxPWVgTfqK50OyEhhjB8QHwIAxlmGh9jsW6qqQf3JhVG7l5UyepqsaUSpuqTTTxiDghdl6TjLkEKQamZELQYDlKagSIqEJT/1CVL9kHU64PvQ7UJvSPNCVE1rbtUfFYuzjaaru7POrCzLhmLcv3Q/59xSrIhGfuoDgBBCk7Q4jwUIUzM1WbNUc7yhKcI94FtSBueAmcGlEDPHo/2Zcd02iJcEvT7jDPJMUpA+9NOD10ycuumk46aOI5jkRd6P+17qWYqFEfZT/7CxwwRiK/RJJsdzcyzuNwyoGWxqbo/WbyuIOnFA/JGk6fl0y+Sy1/Giabdh2kyQsGW2+km/tBIDAEMxhslQl3VLtSIaMc6SBPp9KETO1O7WqSlVQwhBxHtrx6uT47JECt3IWlVDltBxh7vf/srED36UP/QQeAPljjvgmG2t+Tn8ptfadz7Q2bRBfsbGFikaCq+U+oqU0ZjGkswUKxstQEwAACAASURBVFSQ9uj9tbPPpU88WDGDw3Ol//Bj8T9/0//7N1WPOw6d8myjuW51vG40mrB1W7p5i2iubW/aDMceT2/7iYNN7zWvlt/4RgFSduXHxsMQ9eN+RjkAUEZBQM3WXRcZNq3XpelpYTpZMFKyhGR5rkpqmCaLnTAQKzmKr/7GsswN25ZlCbV7WT8IBLUkCek6AgCMYTDkn/scwNTdwdYvHf++K+/4bXHFJ5RDDsZOLeG5Oupa+/bBA7tX3vSu5dgz+gMuYakfRCh3NNbyOk5KaZHJc/ullSWim7nrgqymjkl8D6vIhrSSJYqfRF260OnTeiuv1+SKLRcFLPdCiOteFFersGZanV2fWRY89hisrEAUQXvReGKxMzFOtm0ybUOhjCqSutpLVI1XTN2QjXbULr1NR3lnzXjVlA1ZKcbrRpzHCJAhGYyzUb7sBxwQlABew6aMQZaQjKV125RI0ffjnCKd6DK3ul02DFIACHzEODvQQOGC37bnNkBwYuv0+VV/YTXRUZNSbihGXIRFzg1Uy0etXofsncvveHjP/5j4sBRNfPeR/7nH22k5BY0MW9f7XqLoWVokZ//87NVw9ZR1p3z1zK+ucddsrG+Mafxo91HKqCwDZZQLrit/ECGTsNTPVjfP1I7e1hRmN+NpxeWqCs06cVyKSaYRdXew46N3XQipff7x51u4ASB6cU9CUpInfuaneapKai/utcyWpVoSlhe6XqOmaLLiam6e5yENO/PuFz+vYCQu/WTaqjgGMXpeciC7KiOKoF6HL39B+fpXlI9+FM47D17wAnj2s+HMM+E5z4HnPAde/Srpmi8rs+uyRx/Ff/M/irvvaNzyE+2sv21vObL71ncOP/yJYLjSaGiTo6G0Y2GfhOQDRayywIYRBgEMGOW0bFQxzizJLfc5QM0pnzCDAQgm+z6MBmQwyoMk3b26ynPJVnUbj62fMQgRoyguEzJNE0UBgxGrO2aSJ+VjuSySVbTKHx5cgh/omZQWZCWMpGCFJPGKIymyDP/Wd5OwlBZpKTnbjbuGom9oTR68ZmK2VdXtxC96T/ntPA3V5Kc+wUTCUkWrmIrZj/vljKZiBllQ8CLMQpOYiqTkPGecYYTDPKxptTAPHdV5evVdldQ4jxFGCFAhCkMxdKL7mQ8AOcszlpXe4TrRaUE55+UxESDOOQZsEMNLvKd7FpWaWxnLbMUmmFiKtX+0fzlcrmrVw8cO/+syhr8y/qIEi3Oe53mapmEYep43GAw6nc7Kysri4uL+/fv37Nmza9euv3zKq6+++oQTTti5c2e5ecUVV6xZs2ZlZWV2dvZTn/rUnxz5bwrGQJahaVc7vqcbQGSc0iKPnJ4XaZoYHwdFJtHI2PFkEEe4u6oYNi1xUW86+UWghmjtHV/7p+pvbp4571WthfwhcFY3TNb+6ZXv11QJNt+6pz/3rFO8t51bu+/3qXrMt8HdBySEiQeu+e78I4/AaCAVofvY3uETez3EjZ3z3uIK7feBEJiYgJpLKoYpVI8JurxAfB/7YnF2SvnuXfdB5myUTv7+DbGQkpVuqmITAFQjj2OcxFK3Cz0vMog5McU0VVrtRhWLOKrzr+fcft4R51FpsP+Qt77u8h987Mr+aacBS/Vbf0bOeUP2jW8Wudd64StXyAlfAjW4/GVvF9QcdOVBX9q52LblKsOBZUFvwJJIqlW0nOdPt54wDJEmMOzobW/omHLFJr4PRQHASZpTx0Fr14IXR0Yx2w+ikowthBimQ0MxCJaApK2GvGmmGvPRwmpEU6l8+lcNi8l+f8DK/qAsyVkqNSqGl3iCRLUa+D4EAajYWO1H/kihOatWQeDMsmD/Ugy57g9VwxSTtZqruVxwUzU550dNHTXMhlEehTSsmbVhMhwlo17U81IvLuJlbznKoi3NLZqscSgmmloUge9DkkCWQVFAkkDF1EdRhAsNSEQkYlvYcJIsZ/sXimikN8ya4aQIs5J3XdNrru52wk47bJuKmbO8F/Weu+a5ALActQdBEKO2ZQmVSOOVumHyIED79yMklEYDES2bHTM7YZ8VuOaojmZVdVeRlIxlpVhzeSVLek4pit0ZxkEATjWnUt9WjZpeS4s0oMFTfQEMueRVTUeAyHimqQgyJ0qp64IsydUG/dUvzFe+EoKhfcF7wm9fjzQNJluGHxSdQWIpFmU0yqKQhlXdvf1W/exXm714eOwzanfcyX7xo4lPfhK99q3tU5+tbd7CxhqaWfWASyGs+MXAj2M/YEHP0p3kDW8UP7kp/9q3ko9/TNp2RLg6r1/2wSrPlX0rAyEgyAJMq689J7/4H+V77s8MYsY0qlakekNIQFY6eRAK38M1Rx+zG5dcMPOe96BnnZQ9/rCBBdENNhpK7VWs6ayiVuI8lrH8wQ/laQrVbQ8AwFV3XfWL1evPfkNy0w36fQ8lgwE88hC55ZejEw6d6EUrb/l7GngyyFnDcsYqlaJAhgFmJZmZNDZvRjNTUsHzahWqrViTjVLcwdRUG49NOzMpCwbSw9UqlmU5LRLNzJM82ThVr9ekHGJN1hhka9bAtm2wuAhLSyAUf+M6xTIBIVS6Qvk+IEmoelEKgcZFXCK+OXBFxpNjuiFV8oyUJjMCxLrauhzF7Xi5PfJ0Wc+KLOfUrQDPlf4ordtmmORYC1js9HoQR3iqWUHGsFqFLIMsE6V8Zc7ye5fv7YbdNfoWAubaZnPjtFuv4oolp7gvqem6sRYX4DSisZmwNj44bKv1ulOP/NuTj6eZdMktV6my2mxImqxzRJkUXfzLi3f2d25rbrvh1TcQTBzVOWbyGAC4d+nessVTesJU1EpJGCxRz4N00DAbFd1pVgzbpYNk2G4LUZAwD2UsLwfLb/nJWxIY/M0hZz7TPWPDjDVlzaR50U/6w3SYsSwrspJpUdWrQgiJ1gLW1VRkqibjLGPZ6pJ67uuUnNNXvybfuokgrvRGSRQzs5LmOQyHMBjAaARJAo0G1Gzrj+DPGINtg6JAlsHzTiX/emd00jO1wSh5xcvxR95v/faRfTxxNswaHCcXXpQds3YraKN7Fn4fBXKZRAoQJTCcCaYpWkxjxpmC1SiCpdWMx9UwfCr1+TepfRgMgBBwq7zRgFaDFCLf3xkYkru+NenFmW2oVUfRdN4bpYqkxHm8Gq4O0k4/7gkQYR6W+O6n9ygBIC/yhCUgQAjBBR+lI4JJTONSDStlaVnNAoDyu2X/TpVVneiWYrmaW14WUyNjTr0sPiV5Uq600yLtRl0AcPWn8kWD/BvzFJClWEmRdKOuqZimapYSykQicRHnRQ4CStvTUmm2/DpCqGBFeYTydGzVpgUta3KlhwdCqKQ4hDQsb+bSsdRUTAlJBRQHjI/KcBQny7OMZQihila5c+FOADh+8vj/T5g9S5KkKIqu67Ztu65br9fHxsYmJydnZmbWrVu3cePGLVu2/OVTHnbYYZdccsmBzR//+Mfnn3++qqrnn3/+DTfc8CdH/ptC02BiAgwd91aVvftTIUA3i+lx7dCDSS5SIWB6DX32US29EuzemyOuzC8UC4t8504Yz060021i7EFkL//TVdquJ5l76HYQ/NSxV+zak50y9VIolDUv/N5wKPyue/izl8Sh35IKc6YyA/qQT9xz/rti0wSeq1lgBbCMSBIVg3bQazTg17+GF74Qtm0Dr2ulKTeq/uwaMGsDkPIfXzvt4ydBDb9z9eGtOknJct10ux2cZQASzakcBpLAmSSh6QlFIjTnWZSlLCdpCnmqXHniN/9x25dhNPnN+6/7dfbp676TPfYYuvi95vq1cMLhzTvvROSMi9M8f9kznveig5+zea2OSFy3rYSPJFr3POA4wXIRhZLgSJXVA7ptUBZ1EDIsRiQcp2x1WS6lvVVVtJqSZTMhx426PNUydajuXOgmNBsmQxnJEkgpT0tEp0YUXRdM64pcL/mVjuYAiQPqy6ySFmmRSRLGrmkM0+EoGQHOGw2gFOb2Y4JJpZobVhFFMIz9pZUcpEzBhowUSSgEE0mSSv6ajGRHcSxiMcFMxQyz0FEdL/U6UWfMGpt2plOe9uO+n/rL4TLBRJZRrQYIQZZBGMJwCEEAuobDCOtmbqhaWqRMMCzzsclcEpplibGGUjdrIQ3LJ2z5QHF0p1xZtsO2q7nPnH0mFMrdO5+YrY7Lhm9XirExadOs7dSTSiOx3JQXkmBSVmQYoaGfqgpTZELAkEDlggsQXPByiRbncU2vDdMh4zz0JT9J3Frh04FBDEuzSnPfUoivRGbENK7q1ZKor2uYYLVWxYXI0zw1FENW8u9/H979DjVnxQXv5scdB1d/2vz9QzQO5XYvp7F296O9X/5cP/9tynnnQQbhaaegj3yUOYYx3bJe8Hz09rfJ3/xe787t2T33pffe6fzu0ZWHf2/86y2V7b8xFx6bHrTN9v76Rz+Cqg0aZIEkwcUfzFRZ+9rX4I7bLQ5Fb5Q++hg/7STnJz8ffuM73rmvU084Hj7xmai3UItyv14ljpvHWSZjea7TfvubrOuvw0iQ5UHwlnOqH/+o9uS+xNYMoxJnocEzexQHv71T/slPC9NmsbwIXMWAL/vNJ766/dsZZVwOicKJnk60tE9+QnZM7Xfb4cbbPMMqNB2VhNBaMxcod3ULIaFpYqwl6XZqOcV4Q01TyHMokXkTdefotQcrKoRZiAF3ok4Go/G6oRDJVuyQhqUAVVZktRps2AC2DYW2Mm61XNXtBB0OvKAkTqlbwRx4+Wqsa/V20A6ywFXdtEg1oq4Zd5Z7vgp2adVnq/a4NU7RcE9nyVItxlmUR1iCZl1OKUtDc2U4ZJlWc4ltQ6MBLccN0oCJwrDzLFEKxnKWF7z42c6fASMnTZxhWtw2tELk3bCLJbwarGYF3d8eAqa58OI8VohSKnF88OR/NCv0V/M/u3Pno2kKRY4aVfXzv/v8bbtvsxX7p6/5aak/JGP5tA2nAYI75++MsggA0iIFDI7mZEW2Gq6WwG1N0sr6aFZkuqjLSFbrKytLZBSGOcvPveHceX/+oPpBn33eFyfHzKoyphM9DmTOORc8pjEXPKShrdgSkopc1iRL01kpUzlMRjffUHnxC/THdxYbtoYXXyQ3XHXnnqTdT2XCHto/v9z3Qcr7fRiNoNRKfTpwp4w8h14PEIJ168AxCTGir30Nvf4NSKkMTj2h+aF3TW6/J/31ndnmg7O5eeQ9ejxAsTd+oODFYFQAwAHj6oIVBjFimoWBGPUVSoVh5ZPjSppCp5/LmMC/uaJpGjgO9OM+40wlElEz1QpnGm6eaCn3KqZCZMk2lLgIswyCLKiqzYpaq1XlgpKCF/2o/x8TrH7c1yVdIUrBCy/1AIAyGtKQFpRgkhVZqa0ApcGAYASTtEhlSS5Tn6cj9gBAJ3rTbGqythKsDJJBkAWu5la0yoF2IQCoshpkgUY0LjjBpDRYVCW1NO31Mm9fb1+apxKWppyp0oY8zZ+SpSqtqAxihFlYqlshQKXb4CgZleKoJfbfUZyABgJEkAY5y3VFf0rwAp46GuOs9FRVZMVUzWEyLBPHm5+4GQCOmzxOiP9epYa/CIP1+OOPlx+WlpZe/vKXn3766WefffbU1NTy8vK111573333/eY3v/nLp3zuc5/79M2lpaU1a9YAQFm1+pMjfybm5uYajcaf2eGmm27asGFD+ZlSGsdxnv+73DbNmMjp3rm+S0hAvZpRQcAC2o79hrcwMm0+VosyvHP//snFfjKYaM9MyMMhPgSfud3/8bF/+/O7r39Ra6xdrL0DcnebfVjqFxuT58NoB5u54/QzXnnQtmxx7fUPPpE8d+zFG8erXx19ZfLoe5d/cOqr/1b61jf9tbPZ75eX960WE9LBX7q+/Ysf2ov7bEAcSPSKV+jfvJa28YMb6lOdvtdvO5d+YTecO6iqriHY/MLKIEobxCpyad8+FKKl3ihP5YGs5nVHfWzYDbJwpZ9Qubfj4WqrIYchcI5e/4y/aTbSD9x50S9Xf3TOt9k3XvGxf/g78byXLeiosiv52U0P/0rXxeu3nPfE3BNMsCAZLmfyUr9TnzGL2Pj9SleRiK4ou3ZlmpnlKKjpT+Fm9reHOSRenOoSHUYjBZv1OqcU7d6XCzWNlHkAqKm1XMp1KRt5/vaHe8QMm0YzyqOIRmbVHGbDBbGAAO0e7j68eUS/Hy0vI8cRg2BAcGwMZhfzOQtN2oa0vMoX+4tJnlR4xVVd30dekGaCPRYuZRmrG4ypneV5v5cMpreYGAe7FtqarIp4gfGinbU58IAGg8HAZKY39DRZW41Wc5bXtBoLmbAEy1iURC53O2EnUqMVsaJgTUGGqvxhobN/P2bcW8o6juLsWdxDMOkHfUpozRQxD0ZDCSc4zuKlZCmyo4AGmqRpRFsYLmhU2zfa19AbzWw9Kdy9yQOU+mEc9lAPCWRScxB3cpYLaoaj6nIYESNejtpJxjp4oS030zBFCJjWybKsk3aUVBFC9JJeTa8tDJayyNAV2bHhkblFi1gBCjDCOck7QQcByryMAyeYgACOuMe9pXBp3JgQvFPEQeQFTBSFKBajRVux3/b2QFThC1ck99xX3HO/CbUVORirtoJeRxaTOSzqQIGo9M3vnTvtVD3IFhPfHhVdmQgq8nbW7kQdS7F0SUdc7g2Gslq0XEwkoBQoBWDgDbxH/EdaRstx+m//u/Szn4R3vpPf+HPv89/3rvr4bOzLm07wjj6K/eJXbH4VvvgF+YuXuUeftPzG16Xbjl4RXFGK6ps+sPLYbw+pVtnnvz68+8H465+H239a/d39i+95c//FL/EnKrXRIHlidemC9zUAV1/2pgeup7yFjn7FYc/+0r3XfuzWa/KkOGHNUV051VUZYSab+//uLcWnP6hd9el069alow7Ruwl2HP61L/j//FX9hc8v3vR3A0NVMGAuOqqsggJCgO8jSlGng7E+MnU5LeQVpd2waglLLMOKIY4hBgAv88JhCABDMbQVWwjY3xllMJJrMgCsRqt+Pw192XWHYeBxzkMSYoRZyuaH847muIo7H86vq6zjCh/Gy54vkOZJFqEEJWmS5EkeOQ+lj7dsd5gOa1qNqxzxVKDUTxZW5rYEZtc0hWkKAKAh3ZXt0iWdRtGTe1YrDuKC//jRGyGzDh/fON/ZOxx1S4kgEGCb9mhZEIyqFlkOaMQjgxg84ixgnPJzDjrnyw9++dK7L9hm30IIPLZyz2e2fwYBuvSoS43MaLfbABDl0UZ1oySkHas7dsztKMIipKGEJWzgG3fdeN0T11150pUlWnkJLclYnu/1aYYm6vowWRR5/q+/u/fa+csf7j/kEOeTJ3x2td2RNR8xuT9k9+7Zv3ViiptiIdqvK3pdrxIJcx8ttINWLRKCP9x/+JH5ztc+u/G+X0+AEr3kZcHb/nGXyuqd1SBM+hVS1wRRIMmy9qOrzNJljVX27BG2/cfv2jhGUYRsW2ia6HSAcjo/nJeR/Pqz2TteP5xw0CBR5oMndW/qHe9Zfdebtm7/0XHwGrhn8e5w21IcaJmfYS0seMFDHtHYD1kn8E0dc6UTJjTKo36OhIDVQZTnKHTzMMSmKYQQfsB6Sa8n9apqddlfZkxQXlE0urzamdIrbQqjcOQF/Yd3ipkxcz4cyDIUyAt9lVhkx/4d6931HPgByDxldK4719Jbw2S4M9yZsMSQDAlLw3Q4IINSgBeeBoQYJINETpbDZTmRc577mS90caCn/PQYjUYoQVW1Ogz/GMnDBZ/35zVJYyHLWR4XMU6wT/2IRjKWNUljgpnETL0UAJIiGSZDUzHL1NzLvLRI0zh9Mnhy0prkIQcAIUQ7bg/ToaM4VmEN02GpHTjKRjSgS94SkUiFVLphNymSMAvnk/nYiL3Mk7Hc4Z2qVuUxfzx4vKk1O3Lnd4u/Q4A2q5u7nS4h/0VHwnq9/gef0f8k/qIE6wBe6sILLzzrrLOuvfbacvOII44444wzzjnnnLe+9a033/xfROML8ZQoRckC/ZMjfyamp6dvv/32P7NDvV6XpKdujizLoiiq1f6AqM0yCHvRMYfiUUTzjCRZZXbzmKKgTthxNBO6hSFVQdZ9lB+ySdvoy/v2cyGcdevgVc/bvP2HaAB7X3qGufHYfVfu3lWvGtsmD6YZOWPbi6/f+9VFfu+HL7j/sJlNp1z/fcD43c+6cNHfB/EN7pZH2Bj6/SPZhRfW5fr8YmdmtUcHT7Yo0kEEazcor39L9L0fFI8/DO/7kPjYlbOmWTci6cNXjNP6L4HEJ0w/z6ekqlW3NmRDx45m94f5w/ucZx2jSRgRRWmZLYTQvlXUnFBDnNaEbWuGacLYGGAMZzVeZNrau2993+3zt3zsjumrXnqJHab1qnT2t64EEO87+YLjNx5f2jxFUqTpaRO1JLm6drpWT/TeKJlt1iRQh0OIoF2tV2UsRxFUXDBtU5bkcWU8nl+dmaqoKjDBwPS6A3tAV2bqjcnaJJSSMJbie7jl1BU9WxwtuVLdsR0pl/pxf9qZFprgKlszUS1yKQhABD1ZlhvVyv4Fq1Ktr5nUMcJqrFadKrGIqTTTFOrjPV1qLvf8OEtdU4+CMasRrGlUHTwuq9matYmc16I0m27ZJG0bxDCIsZAtNGoNBmy9u74RNBa8hTW1NQDQtJokJWZuYoQ3Vzfbqk2LfKEdxZwRXldV0DTIMmi1wJFoJ86n7elhNiSYmGA2zIatGLbQiExcza3x2r7RPq/wxhvjNaOGAPnIH7JhvV4f19a2THPb7NRDnc6+dN+W5hbLsGparWE2WMAKURBMeKrno0kvGfi8M9UyMk5lqb5pk5bn8OiyN9NaK6Bo1ppJnsi2rOOK4iWNSck0cVZkjuwYspEVWdNqyliO5TguYg58TXWNLuudsONoTj/u68LU5WnXsNPcHkYBkoqWUwuLka41Y4Ff8bLk7JeQXTtHD26v33ofeuwuqTsoSGUw1ZicPWi0bcY66fTRzCHSuDtFOa0TnXsVFTurXscgDcPMZ6rjpmr2435EVjc2Nk/YE0//S2ZqFqQBSNCUmhddZNx+MzzyiHTOObXH90bg6687p3j3ZWSqOhlk0U/u2H/nba3bb+zdt9297/5odl3tvLPVG77jPtZZmpwSt9xYNGbt555qv/bl2UXvrN+xg3zk09EVV0yddmLlhWfwHXPJXNtfu1k58dUPX3/L0qGtZ73+GRfEifmtnZ/91BPvvGzqslMnT9taPyzO8h3zc6edaO5/bfQv15sfvXDTjTeKB+93Lv+k2NkbwGj6mrnggR3Nb37FqI8VOcsbRuPpC/rJSfASguS08KIkJopSrRjCNdwDkJoqr/bjflWvjpJR02oyzlZZZ1wcolqRoSqFIoJA2rJxPOGjCrYw4CiPmGDjzrhGtSAJqtVqh3fGW+Mylj3Jq7pGZ6gDqklSwzBGJjG1WrUTeLKFTdVsOS1FUipQKXix2Rw3s1qlgsIQFAUcB4hNOkGHYjoz7fo+0U3SzZYeXV4wdOXg2S05BSybs/XpXtLGGBpkbZTm6yZcAIEMNEgGDaNRlspwgd947Btv3H3jQ93fb49vOX3D6f9w0z/kPH/7MW9/1aGvajabCCEBYtAbVOvVba1tOzo7+qKfqqlt2q7mupr7zZ9+857le27Yf8Obj3qzIisVoyKoYRp8fKKYsFvCYzvZw5++51NtujI1MXXtS69bpxzD1YGjr/NSz1TQUda4C9OmBXv27akqdVmqy0gTQl87qxkGEKl5243eJR+X4/31uqtedpX3ojPCkLouWs9QtzWVrnEnAKAfKr4nHbpRj6HXNOr9PhgGHFAfTFMIQzBNmJp6SkgzZznltAKV0mvIUZ2G0XCZS3tUU7SN29jf/z3+3GcPBa4+Pny8Xq9VXE6omwBbN97IqeR1vWadWE1c0ey6UQ+ywAGHSETCkmxJLDPaS9rk5FPi0lmREUrKqiehlpSZM61myqIZlNWaFUVSQIe+6E9ok65lRwhaLRgkqGrbAuqx9ACxiK7oBxbAS97SeGN8xpnpxJ1ROtrc3Fwzap2gk0ZpwpOxypilWAcqWACgpAotqIGMibGJghdqrJZI/P8YmqNxwUukF6XAOWj/5j/EBQ/l0FZsWZKTPImjWLXVBjRIQlRJNTWTFrRu1GXQggCmamBkhp/6jVqDc85jXkGVKqsuBotOxWlazfKY0TAKpXBDa4Ot2mqqmsTMeW6kRiGKhtQYJsPZ8VkueFZkNrMJJoyzSXfSUZ2QhmmRrqutm9s7h018f+f+jGWHtQ6bbc02m83/coKF8f+5AfjXgdx/+9vfnn76v0PdI4ROP/30u+6666/7aU+LycnJhYUFAFhaWpqamvqTI38mJEka/7NBCMH/SRQF9n2sWWmr6jaqCuU552huTvI8PBjixxZXHcOAQu12lKqrJCKwdH1ypsAYyzLepJ0kcW1/eu/rz9MG2r2gBifPnL6muvaIbe7pz2m85uQTQOBf7L7j2/fdGBXh8RsPPnH9kcdOP5No2a747qu/lBA9ue2O/s230gfvsVZ3TeUoPOEEdOWV+Pu/ePLVb+xd+sWdYxP0d3e413xmetcu9L1v1R+4TzfXPQSp84zW0Y4Da6fthuP0vNQPIM4K00CysIjKLdWSJIlSTAs+1rAIJkLKdu7EQuB+H68O4vnByqnrTv3ns75InOE193z7kh9/faymf/fRb+9ur2wcm7zoxIsYMF3RG2ajprVEXNElhxbg+7hquG5FUghRVdxsYsTMvkc5x1GELEfoqm4oRhQL13B91h2mw6RIchRbDjWkehBBecEVWZFlef1ko6CEUiznLSltLXltGcuz7qyXhrO1WYTRKBupGtQafKKlKroIC09DtZxizHUv9bCMK/LkvmVvz15AhBoGdgy9ZjsTs1QxUxU5sh5XTKPZxP0g7vVFzSWqLuJAZ4VU0SuKrNia3U275G95ggAAIABJREFU7bAd5ZFM5JnqTFIkK+FKN+72kp5K1JSntmZjjJNIbdq1WkPUGlzTcBjixUWsqjjhSdNqykRO8mRPfw+WMJJQLnIGjEgEY0xk0jSbW1tbiUz6ST9lacayBW9hU32zoHa1io+cPBwA7lm8p2W1UpZqivbUTYmwoRiSHlUti0gKAtlSa3Em9EqsqljVmW6ILNIBJAEiZSlmVqdPp5sV25K9zNNkjWCSFEnGM1VWQxpSoIN04OiOqZgZy4hMDMUI4iLwpZqr1ut4ckyzqknVVTWicSZljArEG5ZrO+jII9EllyY3/sB4ct7bvh12PCz9+jb7y98IPv3Z9JiT/Kqju4ZryiaT4jVjDdflUxOapKWo0PViVhamq7vT7nTLav3R/85UTddwVaLaqp1k/CtfAULg8ScpQerll8Pn/onWHdtSLUs1nvNM96L3kW//bO+HLgtm1mXz3dGll6JHdsbrpqyf3UY3bWVccFdzN20kt/6cXf6RyoaD/DTBP/0pevs7si9/zoHUffcl7R2d3wPiR29aY6r6edv+/jXHvZByeuHtFx719SOnPt94wbdP/8y9l7HK3gsvSg86CO/f5Tz7mZXzzkM754YzU8oVH9fHx8S996CTT9R+/b+QSlSVqP/uXEzMC5Ii3zCFXS0o496QeCE9sIMiK7qiF6LAGHPgc4OVLC+aVW044lHCggBjJdUNnLK0tHUyVdNSrOnKdE2tjdljIEFYhGEeJixRZVXThQx6mHCtEnoBQ9SoOQZwqesPFUkRIDhwQMCBV9SKZvA8x40GZgz7PiZYAQyarBm6Xij9/Z3+9x+4RaTG4c1jRGrWtHpVbwyCbK437A8AccN0ciwhSZJURW1YjVzkcREvB8sII13RL3/+5QD4kp9//Lwb3jLnzW1rbPvocz964Ky9zPMyDwE6df2pAHDn3J0AENJQkZQ7F+68Z/Fe4NI/3f3lJ9pzSUTmF1mvhxs1WZaQIis7+ztf+6PXtqUd26yTvv78722rHGcbGhWRrVb2rPbTPB+rOooigUwrFTwxprv1Ys201mrhiq0IJNqr0kcuzeLV2RecRu69n534vGA1aKv5uKJIllPoioYxZgxnoUX0tOIQIhEGeaOBkwSnKc4y3O/jOMaVCm61sKKUf0rkU3+QDJBAOc+bZhMAMpapRG2ZrTiPW1br3LeODt6sQ+fQmKaL4WImEtnygOkL7TiOsV3hzbqiSLKlWhhjyumNu2486EsH/X7195Qxnqtr12JJwr0eDkNMGfvZ7p8ZkrvUjeOYN+uK42AvLCbrLuUUY5zxTCAxXrdXV3GlgiUJc+DVCvFjahHn0f6jAQ0QRqWfdDtuTzlTClG8xLMUq2W1KKO6oq+vrW/77XbULj1nDkTVqEqylPGMASvv3v/sBWooRiEKxvBohH0fBwEuClyIwqf+r+d+nbJUluWsyHpxb89wz35//6K32E27IzoaJIOkSDKKun0uy3gwwKZU48CTIklZaqqmANGwGoZsMGBe5gECJhgDhjBydAdjrBNdJaoiK4qspEWqEa1EZRW8KJViIhoVULi6izF2NKc0DhJcjNLR3Ut3A8Bp608ryYv/2dn9H+MvSW/+ugRrbGxs+/btfzR41113TU9P/1XHeXqceeaZ3/jGN4QQ3/jGN17ykpf8yZH/piAE7EpOiNBkTXDJ0NC6jfn4OKyuQr8rzfUXVpflXg8RTDrz7lJ/aLvZ2HgxMclHAR2r2Fsnp/LaY333lu39nwDglx1yxsZ1SqOqAsAbj30tmP1f7v/5tx/4CVDjDYe/oeKKda3Goa1nFJk6UO//1Mf1C/9RfPmq+nXfy+6/lzyyM/zW9eGJz40GA9Txu1c8+O4f/YuuG/wH3yffusa+/psm4urYEfcDl2eNrbbUanfy4UDSiTYM43aPKgrwzBgOsCaZeQ79ATcMkaYCpY25zrDVAtNikjUYpl2VNXHWPGnq+R95zocwyT73u89+7q5rPv7Lz4FErzzj8lKMJOd5muA4UEFJxusm40UQCm+ELcUu8QSSBFMtPUjifftA1YvS+0+XzWFAdasIadgwGq7mZnnWchqHr10T07TbY5wDANT0miLLlgW79qa2rilm0hsWOq6o2Ix9LY8sm1QAoHR7HbdbHCdCHR21rTk2BmEg7W63ceb2V+1eV0Kqn/KQCCtNYd20rijcT4ODt2q04EEAPh32s+XOMHlo72oBmWIkoSchrhS8cAxnf39BZPYjS3M8NbvDGKimIgsjrEu6Lusa1gpe+D5wDpUK6LKe8dgwgBCYnYUoEn0vqev1ghVj1hhH/JCxQ3RZl7AUFdEBZk3pQupqblWrpkU6TIfTzjSNVVUFmfAjJ44EAQ+sPGASM8qi0qdIwpJOdATIz/zJhlkwEUVYAqvq4GHWKx3ZdB10DeWx2RlFq50iDTXNSmu2GRWR4KK064nzuBTl6id9UzIbRqO0QgtpaBLL9yGIcqeCKpZS/k6BuaaiUmecE69e0eqOIetJRaus9AMk0CBbPGxLpWnXGDAEaN7bR1mmSIqrubZmM8Zc3U1ZWlGdTARbpseF6nWHiUxbM/a6st7DBPNSr6QCabLGgVe0CkFaHPNnPhMuvJg2m+iHP0DvepfojzJDNnWip3mehoZGNIbTN7zO+c0vKu//WPcZz+wffJR/6w212WnZT30mmCZrpmKGWfS3L6398HvG3Q8GV18Nzzo5UbD+7OMqzzpBfrjzMAAc1DyIpophs0tO+Og7j3/nYWOHVdTKKMjvX3jsZ4vf+d6j30Vqet23NMPJ/MyfmYFLr+w+eFfrwgvhl7+Ck0+Gfkd99WvEFZcZxb8Dt4AkgUKkjjcyFAMwH6trhp09ujP7zndgNII4hqIAk5heHNNE3TU/fGxlH03I3k47itHCUlGrqJJCoywqWerlcl+Rlaygi/2Bjqq0oJPWZCntAwLSFFUtO4ClhxZ3TTfNJIMoxNPNytBnfpqU/ptJkdiqTSSiaEWaAkJQq4EQMByJrKBRHtX1+phTU4nyqx2Pgxo9d+sxs5P2TLNWr6gzLcutCN2JNDvUlaeglnmRRzQKaIAA1c16njNFVF40ffbB5slLXvf2nXdV2NqrnvfFA+qafuZTTimjruYeO30sANy//BD17XBkzC2nl9z0JYhrNTSbpfidN787YX7OqWXBYMgk0P75/n9++fdfHtDgxVtP/8EbrqJhFXLDcaDgvN0tWGyudpifhpYlVgdB3agXrMgLEfjSUjvxfciL4ry3hIGnnPLM1vXXSamygDhOI7Vm28SIVVlFgCiFwQCadWIYOCsyjWgZyyQJajUIAoj/L+reNNy2orr3HjWrZt+sNVe7+9NwzqEHURpBiYgYUTGA0aixjSiE5DURJbao0ahRkxu9aWyIhlwN2MTYQyQ2ARUIndIc4BxOu/u92tm3VTXrfphw4k3yxfu85Hnf8Wk/69l7rnrmrllz1Kj/+P1TcBzodEBWqmPQtTAPa913zOLanqVltMIiLHnpGm7tE9Uw9Q9/coBGp0Jp/88vP7i8kac8NuwCK0WnAxJhRCIYY5Wo3374R+d+9nlv+OYbVvyV2w/e7fvQcLDjgOuC2+IlLw+te++7+ZPjKWs1NLtRVVBkGQipbFlOTvOc5QlN+lY/zjOEgIlSgBBCKDJWddqGE6TCOTI5uhluboQbG+HGOBkLJMIiXGwumopZiapGnipEmWnMIEBREQ3iwS/PakuxDNkYxSMBoqYf/5eBhOz51XjCNQ26XaGY6aHN8TQJ7t+4/+J/uPjV//Tqnxz9yVaytZVs6USfs+d6Vs8gRlRGMpKBGqNpDto0xwPXhSQiqnCHyTClad0bXsPAXM3FEh6nYy/3mGAGeYLOXZfcasVYfXzZ0lsZyyqoaqq7AGEQ45gWraE1WMWITDDG/7r8r4DgrIWzLNn6Zd3YUxG/2tWvueaav/mbv3nPe95z6NChPM8PHTr0rne967Of/ew111zzfz2C97///Q899NDi4uIjjzxy3XXX/ZefPEVRFLA5zgTVx2PIEtm0UAWlaQrbBqyn+bQ9jEdz87zTkrttGeL+vftXhyOYxkkqbcawdebuXSBn1//8+scmjxls4aVPf+6xpHZPa88Jnd1TcWhSrO9Rn3XO7LMKWriOesGeM0HzHkt/esUb8ZuvUC65BHad7C8s8Tm36xqu3aDz1rZ3fO/P7tu8D/f3ffzPqSTkr/9TlafkN38TVqcjlHbnpaePNvRpUBIChqLnLO/NJ/2O1mxINLHX16SjRyGMaZ6SMKGzjRaXYrMzWvfGZU4sQz5uvuk6clmgpxmXvOs51whn8y9+9Pfp1HnJnpec239eGEIS6AeOZL4P/Y5KFKqpaKanKHoxncLGoDiWPaiyrCoYSB4mVHBiyEYUQcSHDc2sUU9b0ZYma02tqRC511ZLiCcTYAyIRBiDMKoshxaU6Zq0e7a/Ocq3tmC+3VQIzkKDUaRilVXMUqwaJMg4A6k0m2mYZIM1u+tqx21TFXdkmsLWtVprnMWaYhREZqCFo3i6MY5lsE/bOWMRi6fWKAxL7HthEWQBY5XCmoqCU+bFLHB0RydOldsrg9AgjqmYtmZ7UV4UT1Tsa7/VohCUguOA0UwFVWimCyEm+cRRHQy4oIWEJEdxcprXgM3aoxAAaqd3V3ct2Q2T0rYhY9k5i+dISHpo+BATjBASFEFaphrR6lU4LYo4lDGGuVYTAeJUe3x0cJSMhslQBrUSVZXbB5cTnhuYVOMp3doSUYh6Vi8tUwEipWlVVYZsmLJpKmZdyoqKJMtQ5Kucg+GUqiLVi0sN56x/1ojm574u66Zq5jRXzWwUhUenG2VVHvOJ2ww2h9nQz/yW1pIlWSc6FRQBAgSVqBBCURFZurxnsWNoOPDIxhZbHvjLw3FeiDSnAKATPWe5TvQyU1WDSRK89dr8e7eU551LJJkhUmLaTHMWeJJjkKiMm46M9aDbMF/87B3v/5PgfR8dysjQJGuaT3OWI4Q0ovkBt0yyu7vDdIM3/W56w/9i992Dr3un9ui+/LH1DeDyDD4RSdX8vNB4/w/PuuarL/vq919x+52v/flfXHodQPWT5Z8QTE44XvrkXycf/lj2k19svuIVUsu0AaDVEjfdKH34TySM4c8/rjzvefAfdKGqWnlx6qiOLMmcww1fkF98eXzlVXxzE+p3+XQsJxERohrx/Z2m0nVcL8z9bGzpGgJJkZSgCOreBQSo4OXQi1e3MhlpUVwNJplGDBnLruYWtEpiRIzEbaCsyLNY1swiKwtNtLtN8+jGqGKyl3uyJNcTiVY0SeDAAfA80DRgFaeJFQSwOoi3BmKwJT04vgNhdnb/vKpQFOEwisOkUIVtSO6aN/DTaD1cj8t4mk5d3XVVFwk5j9SHl1c1cCxT+sSlfwRqiJTgE5e8f0Hb409JkNCkTAtWJGXiai5G+OJdF8uVvXd5FWnJznlro/rFTydfM5zsH1/7+Z297pF87wd/+sFcjK1mZtno/bd88ve+8UdU0N8963f/7tK/I1o+27YAIKM5TewNfzzfNyWuT0fqhj/x4wSouTmkwwEqClHJ0XhSfezPy5/cHbha6z3X0aKAlt6qSpMBNXVp5MdQNLypNBxT1wVVBUM2plEWedrmKPc8SBLQNNB1QAgo44N4sBasCSHqXkVTMR3FmWQTHeu1K7Oru17mxWWsEAUh5Gru4q7wwtNOAEa+cvjTL3jNA7/+G/6nPtb8/q3iLz5FP/hBeNWr4Ndf/Zj++t+87MuXHxqtQDQHWevvbt5rm7JhQFREW/GWX06QGh0q7l7L9z8Q/8DUyKwzm9BkZTwGOYmKaBgPJ8nEki2TNIZepLXG6xO/pIxgUolK1ar5WeX4zvHjKc1TeRhNNuKN+cZ8z+wtOAtts40QqrFkKlYpp021WaFKxWqtfD8WrGJdsyuEmCST/6C+4hyyDIIARiMYjJipqU6rMAyIy7iSshnXziPjyu/8Lhf84dHDL/vay6699dpRPNKI9vj48YxlGtE0SY8jbErtXQvuvNtDgCTC2m0wUGc0zSWEhRB1B4+jOlxwR3VsxR7Eg2888o2O2amBDnnBhYC6ZGUoBpawrdgSkgpWBHkghOiYHSzhX27GUrFqK3ZRFQfGByzZunD7hcfaHp+6+NUSrCuvvPKLX/ziN77xjV27dum6vmvXrltuueWmm2564xvf+Kt+8TH1frPZvPnmm9fW1r7zne80Go3/8pOnKBCCwSTzx4ZlwUxXKVlZlfryeo4JL1l+3mkLnQ6U2Jvrk7kF9synub1GgxOvMjYMp9CxfcnJFwDAvx15AARcuPs8FavHrpzS9LVPey0gAcbkirPfMBnj2s27Lpj/bPlnBc+EOt2/tZIXvCyraZSuTaZFIX1v9ca7HlmDYP6GH96x4zh67dtkkOhMj7z+2kdpa++OPcmzn96Zn1U6PWoYAlWKrBUUZY5uNBpwyvEGxmAYsLiN9XtY1uNJHJk2ZBDtWehKgMOApKEmgUyI1G5ql538ot8/4w+BUMMgv3/6ewcb8mAAgmoc5YoCoU9GU1oUoMuqbhXdGTr22PIgqKdvlgFiZrObaAaLAzmOYXW61XfthtbQiV4/rh3jieYDW7ErEhqGmEwgSWAyAVnPF2bVIMnCsaViPedZloEkIceBrqt5vmCF2tJbKU0t1ar7QQSI5ckGAXW2h11HmWmZG8Em5lYYQhDAdAquIxOZL/vLKpZ7bXV1PDWlRr9pm7boWC1btQzRe2R5c3noUb/VMftcJLqBFZUttF3VKHfONSI+jgPF96EqtbGft1pPYHKwhBWsjPzMtgEhSGk837MohSLVxsl4d2t3QhMqaM3069m9uIi9zDNkIykTyimv+Kq/2tbbaSwpRi5JkBRJW2/vbu/Oef7wYC/mel7y9WAgIx0EGUxSmloCZ92O1G3DroXmztZOlffvPvLQg6sHfU8qGJtf4K1+ctIe3XGLhVnV7VBDclgpl1XpZZ6ru4vuYs5yLGGBhIXdwSQ5vB6oyGo0wHWh4Pkx1UXJS4MYdc9jDZWukcoqUb1i0nN1o5pJiyKj2Va0tRFtEJXYil2wol6ekIRKXm5Gm4yziEau5naMjobNIC69OBklo2E0iQJCg9543Tl8lB46BN5YSZOKlhiDYhm19bVfqms5zaM8ati4LPD6MFnoNkCQlPmzDTdmQZznPds9dU9n+xKZBKk/kdcH0bo38nO/LEEGEymxqZhNzd27ulJQ2lmanHFOUqBg7HGTLVrVktWKbcUBrj5yIEo9R+LWroXOb5x4iaM5R7wjYRFmZX7Bhex3XtlZmazUEGBWMUmSiITf9o7829/Cs0vpT34CZ5wBt93278sIlUIZTBDS0QPmcy9KP/BuKyvKhEVXXc0cB2q+3dKMMeHLZZVFW/0/fpfb6Rfzc5iheGtDLqLGxiZbXkvWNvjDB6ePHB4LRmY6ar9tGE4OWEw9wRlOaRYGolJ8IdFtzW2nbd+eiXA4LQyzkqTKlvoYaQ8emBzdiAWtN/fyaMLabeh2IQxhOoW0KBSwG5Y6CaPhiO6P7s1Kelxz95y9JCoiVUaSVUWO8hLkylaqVpU2vaH2yP7sF/ung2EVRXhzmAd0rFhJs4k0DZ65eM6L9rzo6nOuPn/HM2e7Wr+te0lyZD0Shb3lDxcaCxLCZWyc3jmXqdO7Vu4uGP3Lu/8SAF516qvmGnOffPEnVax+5+Ef/GDt2/tH+6/659d/fv/HZGR8/Fmf/8D5H+GCh2W4fc6SJNh3MEdMJ0bUdVW3V/TtlqVpg3TTGxp5zk0DOE6qSmwO6V9/NkGY/flHrbNP6cmsVQQtP0mFgNVBXHFiakq3pbidUlEAAKRKm/hFsyFZJiIKlWXAGCgFL2CPr00mIymM0PJ4OImDhtYcT0taYoIIB15bBNYGw9Nsur2xHSPMOMOAP/Hmi7c1dkL3Ubjk/zko/+OffRz/7puVt78r/cxXDn0tv+LRk19ezv8IMaN/5Jpzp58Fph+MfjHYkAEgY1nH6PTMXktv/eDhhwBVn/nxNyQk2aptoHbMgoZh2Kq90FzQZM1UzTASvlhrO4aqoI1RKgGu8QqSBIs9d2HGOTDdN5hk43Cy6CxihKMiqilZURlpREMI1azRhtIYpIOyKn+58ZBXXJM1XdEVokzTKQAIAWUJW1uwuQl5DoRAoymIPXFsXPJCgKgP8kBO3/2Taw4PRye1Tn7LmW/RZO225dve9O03fXnvl1nFWnqra/QQbVFRzHTVenWtafUYQ6eN2lrH80RSpnVWp8lanSHVtuW3r9xuK3bOciFgZegvT7Ym6SQqIsaYghRTMQkiw3jIKta3+xrREKBjCZYQIud5z+rdt34fADx3x3OxhP9z0+j/6/Er18de+9rX7tu3L47jI0eOZFn20EMPvepVr3oqRvbfEElRtF3S7+IwhNCTgyQFZgRpSitaccmQjdmOGYXCTxPKKSGw1LeDhO7dOLgxCSRAfWXHLJwOVAMtuvz052dP5sqU06qq3vC0N2AJ73C3XXXBSxjFy+tJJarn7niuQpSHth66f23vweGa4LgYL0h5l6b6YBptjMM/+eEnAJcQbrtz7fb5efb+96FXv5b+3eeVNbgLEDu5f3LDVB0bZSnBCpX0kKJwkkxylkdFNMlGg2RrK14/4h1ZD9ejlFqqdWJ/BwEiEJW0ZGFGtU0smFIU1bY5m+jJ2y644nfOeuU7n3v1yTtaJ58o79oFSwtkdkZy3HKuTwRJPJ9LQi14ASTdtc3gUTdOxIH1sReWs11NABckbbno0Git2zSaugMAGtFs1VaJWiccUQRFohcUJCV3XUgSaDYBSJYliAOLi/Txx2E8rjSDbmxAGIKmwULfmIRJ4EtREXeMTprR8bQkZffR1VVbM3WjkmXwPZKkAiTaaoHvAwAoKpcleT1ct1TLIFbLcLqOO/Fpp6lJEpS87LShYZGtYSFJuGN0ykxvVseN/YKWuGRUJxqRaavNCYEsIW4TVejfu00lbqQ01XUQQmQ0s1Sj1YKCFzw1Xb2d0QwE1BwXWZLbRnuSTHjFEUKHpoeWg+WtaGscpmWVI7kAgIxlGOFnb3s2CHT7Yw+wTAkD8INqc5SFPi5Yvn3WqUgMEgACXjHbRH1XTYt8LVhJ5XXdpBKumqYeFmHNZaVV2W/rSSx5SUA5nXPmbNUOi1DFqh9SnjpI4qod99ta/WopaKHhJ/SoOctt1a49AzKaNdRGznIJSZZidY3uzs7Crt4CzRQACMswy8sWno8i6JtLx+BGXbOLAPmZ76VelLK1YbpvZTiNI1mlVjM9ZVf7lD3W8XvQSSdKS0uS2+aMIW+sPbo/1RSiEiWl6VqwJmM5KZMVf0UAN21mOoWhGJRKWMm7Zjcv+MD3+x3V1ZrzbrfbwamY5BAUGVrdzA4tZ+2GQauy5Iym1qHpAachumYnoWGpr4KUnOiehkFhhVKkCjGinTMzUVYIIWUs65v985fOB4C7Vu9+fG1oqYZpF0gY3kTy4nQj2PBSLyiCYTQ8+fT469/ffN7zYDCAiy6Cj34UqgpGI3jgsXD58ca7risuf5H98F5pcTu9/i9bnYXJT+8ffviTg2k2TVkUldE4HRde96ortK/epD74WNax3X5X0huhSlRbtdIq9sqtabkuYYpBC9K0Z/aJhJEcd13N96uj61EOoaqAScyW0Zqz5nSjqkjs+0hIZdtFzzpxj9oYhnkyGqLNTVhfISVjtXFCrwcSoViSqgrGq25e4NZs+ED2XTCmz5g7o+0oXVfrtZVGQzRdZFnVh/9EesYzs+NO3zznPPbMCyeve2PxiisPH96YrmWPDctlGZEgD1jFKKefefFnPn7Rx4Mi0GTNMTTDLHfONcPCT2Mlj4zJRBSMXrD92ZC5P33k4E8eXL350R9pWH/1qa8uWXlq99SPXvA/ANjH7/zIpV+59NZDt7b05ldf87mXnv7rIne2xhmqZM6gZDxJOcHIMABLuEKZocmKpG6bMxZ35u1+aTc41pJ+w/2Dt+WlFL/0N9SXvFC3da3RgDKTY1/Oy1JvxAtd2zDAUJW6DM85hIHUbamVlDmGBiQ3DLAs0K0S9MnOebvTQdvb/cOTVX+CDx9Q1kbh0c2oSWYs1ardYPzcV4k6Y84UvLAUq6xKLOHdnR3ffOPnfueM1yIlgfP/dOm9LzrnZXctve2V6Ipnw9P+XtazV5z28of/6Ef3XX/FFz50JpG5aCy/5R1+yWnN8gCA4Zj9ww/uh7z5z/tu3/soo5kKpdVqyE29WcMLUpoOvQgj7Nq6IRu9lp5XaRoTyml9BQlJi878hK6qGvhJiSVcHzFXVcU5D4qgxm1ERWSpVktv+ZkvgXTsPDTPoWRMwxrl1JKdqSfWt+hgAJMJRBHIMjQaYJpARYoQSp8sWCJAEki3L9/+1f2fV5H5ntOu//BzP3HXFXc9Z9tzOPAbHrjh1gO3ZmUWBGCpmuMg/ORxD0ZyzaxCCJZmmqosrwynQR4c8Y4Mk2GdQiVl8rOVn92/fr8pmwUr4liwimlVx1KsGumnKzqr2DSfzjvzNdlVIxoHzgTzc1+AqF2kZEm+Y/UOALh418X1rz1lycWTL47/uz8zTXP79u3asZ6B/3+GqnGdGISA5wEScsORc5rb3SBjyewcqhjWZaPVlOMIbwbDVX91kk7yyovG9qHDZcS8luW84LQzQfcVgn7jlIvSJ+2SojwFZuhs7jz3sjef9oeOZm1bxKuj4MDGgNLq6a3zed748eN3duz2TFdbWOBhGRwYrqs6vP+uazJl7SXnHq84433xXXLDk2T67neSs85E96zdCwCn9U5LaWoYoBJl5GXTdCqBVImqFqwcWIkIBpnIoa/YUseCuV5Lq315vcwjEkGALJO4Lsz2FCJhzrkg5ed/6+PvvOgqWQYJSQgBxqARLaMZF4zIlaRFUUAYE3EZt2z6FNsSAAAgAElEQVQDS2jjcLNl2dj0Eu7XtmUeHVpOmSNPAgkAatNiyqlClCyDLANDlctMXtlKKIVOBzDhE48lWeU0aacDkh7KVpThod0sl1f4xmalEcNqlKPIm2wZkyHJUpxm/PBRVobNA8sZryDLueXwvuOOwtDzYHYWSkYFx4AAYzznzNFcMS2p3RZhFuex1myCn6ZxUfbMPsa4P8O7rnbC7GLL1iUga8NoNJC3ppmru1EZWhb0+2Dr2rHdD6tYmamGUdXrFEJIxjJCUClez2mPx0ApkiW5xroAQCWqltGqfWyaanMz2py15jXRFko4jIZJmZS8RICeu+O5UNh3rd+5OGu77WrHXMNq5o5bYD1zNCtneUlLjPAknVRQuWbj+PmFc7afFpZeQ204qjPfmAcBo3QkY7kSla3rilaOw8xUTBWrNckmS6U8h34PN22NiidYyQJEyctjvqd1iqYSteBFRrOm1qxhsG2jXdtNuA25bXR+dmDvymZkiHnBCRe5yO2NUcyrqmBFU2tKkiRLSp6oBwZHZ1v2qTtnds62VQ0MVa8ZSACAEBgaMW22sAAn7dZ7CzFnmObKIBlkNOsYnSfcLRAMixWCpTBAukkVWYZKppmR46GuKApWLNVa6DQPjA8SLM11LUNRsiqMomo4ov/2+GMJ806cXxRQIYRkIi9n+wHwzvYOYW7umHMaLaro9LjZ1um7OwxNj2xMFWSev+18qMjdBw/G1di0uU9He+Z7S932Yxurg0k+Y83N2XOu4c7as6BPvncLfd/7QAh473uBEOjN5Re/kF/5BvPzf8dEaV11pXT7nembfrv96T+bAYE/9mFt7bARFdEjg0dIOvuWq7XllQpw8ZUb1ZppPtM2jEY8O0OazapSx7vmW6dsn/fhSFmiyNOkSk+KxLXMhksTNNJMbqmWpVoSkiRJ6lm9XPiGXY68LMuhZbYsQ2k0aYn91VXQVKxpQkBFKWQZZDSPMxpGVcd2j9uJJKX8/oHvg5Kc3j1LEqpGtMkEOJUZZ1//Rn7T18o4QlA0iYStZqIg9ZH99B9uxEEalbFBKYnyaBgPVaIuNZZUrFJKa/NgV3MJQYU02TPfBYlRXuUlffa25wCIR9IffuXA50TcuXzpSh114yKTQHrBtkuffdxZMYtXgpVt9rabX33zM2aeoSmo2yYF5etrZHmtSop8905F0XgcSVEZJ2XSbEheWGjYMGQ953lEI0G1d79D2XegWNrG3ncdSWM5KwvPA8OAxRmjAhZM5TiUowgqqqRFKQR4HpgmtCwzoUmtgAaAghde5jW1JpGIQJyiRFcIR7QzUxTKxpgeLf1+MDY9Dx3eGvKqcjXX0RxN1gbxIMiDcTrejDZX/dUPX/Th7/72d13dXcE/uHvXi1eU72tEe9Mz3rT3LQ9d/9JPZmWGmQNCOmP7TiDJvx39+ZduyurnsargNa8rM3M/qEElT19+5cHDh6R+l9Aqq9lsClb8NAJq7ZmbRYDSnNJMw3oMFQkidqy/lQvu6E7bMXra4kYw8jLPVm1HczKaZWUmS7IX0KygpmJKkmTIBgDUxw5hCL4PU5/VXxfF3FB03U5nZkCWYWaO6bqo3VVSmja1poKVhCZ+5qtETWl69feuFgK/69z39u3u+irWJPut57z1nee/EwC+/sjXN7ywEtVcx1KxWiv20hT8iZxkT2xlFaws9Zo6dghrGooxa81ihLfirUkyufXQrV7hHfYPI0EmQdZsAkYEVaou602tCQIqUTmKU7tEe5nnZd4oGmVlNk2no2TkpZ4syVTQu9buAoCTOifVHpFPQVrxf8SvlmDt27fvmc98JsYY/ad4isb3lIapGCrWNzZg+3aQCCtja0e/J5i8Gh1RiHBszHMdSNFy9M1JOp3gMjFtND/jNOf7uqbiCieXnfwSADhv6byO1ZAkCEMYjsTGMCfC0DR4x0VXXbz00qoSLdvWXG+4SZbX8zNnzwQSbdH9bVN3DbPTsIKpTIrWjfd+8+frD/fwzo8963Pn7T6R4fh7j9w2mhbtpkoI3HXoUQA4bea0YegNo4nbwOveWHC5kipHbbBMX1sTrjxz3MzMtk4XM0dhvX7LJARq+wKCiaVYta87AGiyVh/RlrSUkCRA/HLnuS7rOcvLqgQARChWc98XFYe1razTFc0mVKXWNbsKVnRZj8qIMlbk0tHB+Mhg/Pj64NDG5OhgipHMGQpDcF1oOnKnJVlWlRZ0awv27ssjX4lpIEoTisapx3VO2bYQREXCQtWdPL42uuOBrQf3hZM4QNTyfeCUeFHZmU2P39mYm8ETj64Moq0NoklNjiPLTZAaq2aRJ2pcJE25KVVKlledhhEWgdB8gpSJx0AJUN6iTKhE9cbaxijPC5Tllau1Yz6xdOXIWoTSrpf59U3QiFYfTcZlPApijKFpGSlNc5YrkkIkktEszmPXUVQzj0KJlQp70oA2Z7khG67uypKcsKRimMethVa7Z3cYsH2DI+NxlefS05sXAoIH/NtVonLGBYim1kxpGmdxbXGtyzqlUktv1Y14GtZ6ds9Src1ks6B0NAKJGwjQNJvWKNEMTZpaK4w5ALCK8VLx47zblrmgtmYfM0wtWYkEqndvJS+xhOsz0LiMEUKmYvKK114Wx6bEcbO9xXbnWXtOPXFb96SFhZMWdi729YylDx1ZFZwQibCCrA9T29B3zfU4ymqQacnLtt6uccz1dQh6gnCtKzrIZbeN/Thf3fJFaRZRI42VICk0bBBEkggjTDmveK4FvtRv6YWIAUAhiizJfuFZJsLMoUyklB63ZBbaittQ9vQXdZPbqk0retQ/WpTFo6srgOju7kK/rSOpCvPQUiyJcEvTG5ZKtHxjmJ3cOBuyxt2DH+7uL4yTcVImbaMtSLZ9xqZQRJEgEqGcMsFUWZ3mow99CG6+GdptEAKa/XDXdv3ss6Rff750+4/UD35QOBaJ8uzyS8zXvayT5eL1V3njxGe5dfUbm0c3ih07KTGDW7/Z9MZKXMRtoy1L8lqw1jAaOc8FCFM1bc1wmwg0L41JUUiMMQUriGRNtYERPmayZqmWn/vjfHNpxs5SVMSaIittvT3NRs35zZhPBMmEHNlO5TQp0zYX56VzT+/2e4hw+2t7vzaIBzsbO85YPClLMS1kAChS+fs/HX7qUxKk7es/1dnaEvv3oxu/kv7VJ22Ft778tezn99gnLs7vME/ZDMejfFTbOZS8VMkT70sZy+PYy1LgWTPJqa5zwy6e3jtb1ele/95b125UnOB5u58TpP7WOJsENCvZF37zMz2zd/bc2R+/6ON72ns62kLoy2uDpG1b8/NVq82JHhlm1WupVVV5HovzvKhSoufLh/Uv3qB96IPVJZcVi/PK3/wNyHrysY+orVYlIXxwLUhToRu828E7+m6jWdXiqrLAvodW1xkhYJpQ7z9rjHjNsWzpLZWoGcvSMtuYRIjqbhO2iscVhXN1espuW1dkTYWEpjx2OUcA4GrujDPTMTqO6pS83N3ZjQC9eM+Lf/y6H5+7eK4pm68//fX3vPmeT1z0iSVniQueFbTIpJaLz9t+Fsg5zP78PR/IikQDgA98AH744D5wNgCXgKqxecdv/zZMvQoAare+krE8lefbriJLgsmbo5wWJEsrp8nDhLJSBoCMZkywWXO2qTd2z8x5AZ1mU41oGtFAggqqIOJelEYBLlKlZNRRnabeXAs2JhPBGHS6VVWJNJGIJB8YbMhaQUWeJAIhqHDCZR8hGE0LhJCClYbWyGhWP9R/8M9/sBVOzmm98A9+7Xe6sxmX0vVBmiX45Se8csFeWPent+z7F7cpyZJcExbCEJIEOi15PKX5E5BREFBpZu7FmQHtuqmWcdazevcsPwBUu2vtLpproMaaIpsmxLEQlQjzUCFKz+rV0HyZu6GHZe7OWksNvfHt/d8eJsONeGOcje9du9fP/O3u9qba9DIvY/+u0HqK4ldLsK6++mrf93/wgx889p/iKRrfUxqjEYzHYNsgSSDpoaNZtokdaU7VeSEKkFNGJcYgFaNTF3Yuzli6jpbcBcNCWGGI6VWpvuC4F5jEfOHuFwIAQrC1BbKezc8oLVfSdbjkxOc3TduLcpWoklLMzxLXMp6x4wQg9M6VO2VJJ8IOJyZRONeGX3rgRsTIh158ba9fvfQZzwMt/v4jd/pR4ToK1uMD40My7cyTU6vcTkL1sZXBNI7XV8nKZsRjdxxFRK727DBsGwyLLS1ghJCqAgDIWOYVb2gNBSu17QAAqFitUeAlL2unv2PYHgDACIOAaTJ1VMeUzVLyJLlaWed+FmViMjNbBQGkiWTIhgQYc7MI7YbcmWv0XdNeaHW7DTssPX8qb26C44AsA5FIXWKhkBACTiubm+dELbt203VBlkEjattyitDWq94Ji/3ds7Nn7trRaRiLiwgwk4SxMC81HEClpcny9gVNbQ1n27Yp60Tm43SclEkixhhDmWNDM4KYtRzNUoxBPEAIDKeYZhNeGIqkgRp3XHWu2Wm5XDNzu8G2zTiWw1od7nQjUTQHW1KUJ/V9QwiFeeil/shPbRsM2ah5KgQTjPA0ndY+ElO6OdtVSWWNPcpKnOcQJDmn8tCPVseeN1aL8XxGyzDmVdzJvMba0GdMBGOjjK2ldjsu472DvXX/fK2iAAnq/0tV6iyxiTDrclRDa1iq1df7lNKjgynCbOwXppiJy4RWNC1Tyulx/V6S8iQrvbDAzCFmrMokLuO+2aeU1tv0jGUKVpCEACCjT2ydVazWjqpQJ5cs/+UnxdbMnd15RzMxwljCsiTrinby4lKKRmvDaGtUhhFvt+QKR02taSpmUARBHjiqwxk2ZLMW+9d3tU62NKLxinNBK5RFIaG50mhyCfMo5Q8fGhbT/taITqNUUM1Q9UajElJhKVaQB0QiGcuiIppttbtmZ20rL9FYIMYq5lrmTKtpKmZDb3iZt+qtrY2Dx4dHwPRmG31DaoZFKEAYskE5LXkJEiy2+5LuO7jjtuS19GBKUwlJru5STnOaK0TpNvQ0q6CSWcWiIkIVqh1aLr4YVlchzdkvHk7v+Zn9rW9V139O2rkT0VwNfLw2SCYT+OMP4Pl284EH0Kf+OvujN5y474H20vb877+cX/gir4yaX/qC5ec+RtjRnGE6NGWzpbUG8YBRVjOWFAXpTsoZTmO5YGXbaFNOXd1FgHjFvcybpJN5e55VrMxJy8UVR4EPqHBnW/ZivznTsvNYnSb+IBpM0okiKX27LyHJsmAcZNf//HpA8NZz39qy9ZLyyFechihEfN2Hw2Ky7dWvo296g2ZJ3enAWo+2FreXv/e2CaiTv/rgrgd/Ic21G1rVjpLIz/yMZWERWqpV8EII2ByVG4NMlY1+W3Pc0rbksUcdUz5j2wlVVXHELznpolP6uzDoe+b6LDWzvJox5v72N/72Sy//0rbmrgePLnth2XMNpm0udJqyInI0ruSIC24oumVXMpE03r/vkfEffzS49EXate+gt3xHO3hAgERPOCW/5u3wtJMsL84IFnHC9UaimaWClY7dYaLQNLAscF1wTHUaFMdqAo7qpDRlnI3SUdto11vNUez5HuqbszvmmqNsczVcLVjhKE5WBaD5oyBpWYZu8skEamWIitWUpfX0bmiNqIyEEIuNxVtfe+sdV9zxpqe/aUdrB6sYAjQIJw5sZ+rUUNQzZ8+ECpon3z308g/9sfyd78BHPgLS9jtA4vPyyYC4es4/PPYYvPxVJS9lAKAUNgZF13JtS4pj4IWp2anrQp4RypnlsDQiacbDIjSI0dAatKJtx0IARNhe5tWOq3nBh5MiptFiv8G42BgUGjSJ0KNACtiw1QKBeMslSQJZLN/0yN+f+rkTv/zwV4deajsiZzmvONYjL04lbgAAAmTIRkKTrz781W88+j2rWvxfr/yrAnwVWRkaqBjrqppF6muO/wOo1H86dAMXTJd1lWijCWUM2m0wdKnlShOP1TlWmIcUip2zrTQmtEQEtFGQ/POD9xeZDNS67bGHpEqtSEIQ0XVIC1owVgvhiUS44IwJiVuWhSUgWSy/5kvXvO27f3z6p592xbeu+NSdn7rxgRsB4AXHvcBUTU3+7zh/+9USrHvuuecjH/nIhRdeeMJ/iqdofE9p6BatgBYFrG5mnl9p2BwOAaBqGoYt2znLVJ15YalISrfhbEz9IACWazRTMLNnnBlR6nHCn7/7+RfvujiMOGNgmlCKtK64AoAQwnXkSZAVtGgqbo78UTQ9d/Y5uqQfHm7ed2Dl6DLnHMVl/O7brynk6WUnXfb8pUv8zL9g2wUg4N7BnVEZAFfuW/85B7pNfsZCY95uFrM9Mj+jzM5IXB34Pm/b1iQdL81YNRCPCWZosmWB50HdSCBjubagOtYsJiEJIaQQhVI0nGZBRKX/EzmLEMp45qiOitUsL/OCHl1LdGzTQlmfTktaHTwIq6ti38rYlWeJGbZc3G4Yug6SXDqmYpgCS1CfTXAOQgAtZH9K4qywGtS0eSbCfsM1NJJlMBiA74OlGa1+1moBIcA5+FMiY9mL8k6P9jqEF8p4JMuS1mnjxU5bUarFGV2W9DhGQRa0jXZWZilsTaJElGqclp2GoRFtlI66RneSjLEeyWWnqoChqOvYcSSpVW996lHGAaDuBgKc7z4OO0rzF/v82nYwjtCjy6PNdWk9XqmkogZYSALX5Zmc56qsqeBUohKILc6YACyM6fp0sjYdj8IwKzjLNFO2Ttit7FqyJnRtGAZpAkEIiJsEyXYrO6t9MZT6nat3YsCmbNadEJIkTbOpJtllRiJpbeSVIDDl1FRMRVIc3YFKFwIqdao5sSIZZWzmJYvL2FAMVZa7TX1tGE/DfNuMw0RRj9ZRHUuz/NQHgLRMDc2oS5hh/kRShSV8rGqlyf8xwcISPqYRAQAVqznLCVLaVrPtan4xVey4bTYYZ1jClmLFRVzyUlDt8OYk8vSJXxSUwZNOZwAgCSVJq9VBigAfv9Mier41KtcnE01WTBM1bXVhXjKaYadNZlyHSzkVtGW0agc0yqgpm1jghm4VGTng7ctpvr25PS7jlKZ5mfOKl5z5gdBk/XD2cwxoqd2NYzSKpjXeuuSll3q2aqtYbZhmv6v82vZzAOCO9TuSMqnlawpWEKA71+/AehJHkgAxTadNrRnkgZ/6QghdBwpprfZgVZXGKIqAF5phVt0uuJ1ydhb+519WSAtv+IvjHrjX3L4dvvXFbaaTvuZ1DKj5t9dLwNSUpkmZ2LI9iAamYh6aHqKC1kcEDa2R0GimrSOQloeeRgyMcb22REUkQFiKtdRYGkyiYRBksSKbMeZ2lqJCxGEeGgaYBhlMMi+JMGvQ1B5sofEYkgQ+eedf+kl65tyZ5yye09E7Bc+TSD64Nn3L7ymbq+Tknc2rfq84dEhsbkhzbXvPfFtS/QsuYL992WwZuW++EjaHZUNzUWUIEIcnh5Myqe0F/YBnVdTrSS1H8Sb4E58QV7/JUBRR4ump3VPrWfSeX3vP8fOLWGEsaU6jCBA9cDTbqZydBLLG+oaBErJiGk+UOZ/wHaLFk9oDSVfVH97iXP4S/YavTspCOv/C6J1/6H7pC8Z9D/tf+WZw8YWWN5HyklfAdy6aSElqh5baUAUAOAfPA1SpswsFY+D7IMQTi+E0m+pYr2f4NMw3hknPtbotRVf11WCVIFIrvqMycgxttm1lsYpI2WpBHEMYAhd8K9ra0dpRsKKuDRe8qAufDaWBEeacc8GjIk5CvL3b4SgDgKfPPR0kEDP3EsI//Wl4zWtACNj9nF8ANa48+w2NplQ4e2dOffTue8u3v9WIYj6dgmoW/Zbl+5DnMNfVqcgwqVqOtjVJVBm3Wmh1FABTiUSaejPO45Sm/bbFMx2EtBauTYL8yGqxGh/KhM9TW9byjquI0hpN6VK3zUiQ0IRxpsqk2YTxUP7x6s2jeHTNd697yT9e9LO1f1Ww0jJaKYslPSwTnTHIWGarjR8evP3t33sfpI0/v+T9Xb2/NS4l5oRlOPUrzJqVgHMblzYtbd94/w8P/ytnUhTIXNBjXUSGJtsNGgTgx4VXeB2joynEdWE6BW8KClbvmtwM+hTU4M7HDpo6qQQHBAiBIEma/jtIgkjEC1jbMZgUW3b1p/dfe+vGTRrRZNp+cPjgZ+7/zC1HbgGAX9v2awiQEGIz2vxlU92nIn61BGvHjh2O4zxFQ/nvD1aVOU+CUNxxXzTddKoKJhMoOdVlvdapZDC2cYdScuhQtbye81KWCJubJTtnuusbrGO1tqbxO855ny3m45Q7bsGIl2WiPr3OMth31I8jlJTJ5oAqdG4axwhIOpw5rfH8qmj92+B2qzu8f/rDN/34koej25fMXe95ztvzDMlgtfTW8fYZaTV+PLvL99Ftj+4FVJ5zyqyGHBnMlWAFANqG67qwuKCurwtECtt4ooeRcipLsqyVeRWHIcCTbRpccIKfeEFmGYQBhL5a5iSmUVYwfyoHARxj/OQ050zIYPlBNfErL8pOOAGrMqaxE/vqJJ0EYXV0M6wqtNB2JQybo7xISUNrhHlYiSpLkCTB9u0gyzAew3AIgst2g/fbWsy8+voGak8mgDF0OtDtQqepCakwTNHpwPw8WBbEvl5CLCvQbsqabJSlWFrAjm5UouqZvZxnMx21YCyMRUpTENjPIwWj6cgwdaIQuWCFhCRN1lKeJplou4rTqMZhqiIbY0BcUyVjeSsMIt7S2zXJpkL0pOMcoieP7ed7H6VrW0la5CWO01B+YP/o0Go0HMCBdS/JeEpTVlUstofTgscNSlHBi9m2Y9il7fBds93dc30d23XZErgyGDIFmURhYI6O36mpTqA5oUUaLzjlLODKbY8/IGNZxnJWZkmR8IoXlD68svKn97/7xd+5cF94/9QTIJCCFYQQErJR9YQSqESNyrDZFKpakaIvCxtLWEJSx7GpFFoO0xUFI+znvqVYCKGm0pwWUwBIWGLKpgAxTierw0hCGJ60T6iXG0VSWMX+w9JzrPwJAEmoHl3L1rcKkTtFhpI8jxNWnzOWrKxEJSGJUtgYR4ZFZSswZWt5M/I8yFMynrLBAAIPB1k809bcJhbADENsnzdTZfWM7TsUI2t3Kk0TtKIIkK3YdSW/RmD4mV+DLimHICk/+uDvlwWZBpRyZinWRrjBgftJNodPP2lm15H0QSrKbc1te/rbPLp+dOh7IS1YmbI0pnFDayBAaZHOWDPPWnoWILj14K2u5o6TsU70ghcEk7f/y9u//vg/MM7jlHPBt7nbQEDEoriM63YHjLGClSCsNA3v3AkqUSsoCSK3Hb1N0+D8F4xf+VsE8sbCAnz3lnL3Nmu7uz1q/ewZ5wWTfPzt76CVYKX2He+Ynabe7Nt9L/PSPK2rHfUtJWbc0K2NUergNkKIcroZbZa83Iq2/JCnZTlFBxjKD676iirsJt0c5w8dXb3v8MGteJjmvMyMlCathtrvQ78Pw3Llhvu/iMK5d513HaO8KpyJJ0xT/P2Xih9+r2k57Cs3yrt2ylQUGIPTynVVO75z/EKvdeWb0QXny5Op+M3fKisOErNsxQlpeNg7jBBKc7o82bINdOcd5Ko3Gjt3l//jE8q3vq7+1eeSQ9NDFx9/MQBcevylp/RO4Zx3bAPkxGowp4Hm3NZg3ci8Zq+tGBrGgFf8lRl7xs99r/CAK0mCAx8fOpp/+UvKxc9XrnunNvXZGSc0v3DT9MOfyK56XfsZpzrjyKuUydNPdE0DM85Ug7Yc3ZCNaT6tlQxCwHCajccgyzDbU4RU1mywwQCGXiIq0TE7lFPG+WRaHZ1sznVMjpNRMjowPtAyWpqseanXMlstvSWEEDh3TGXqU1kGp0n9NBqMM1VSLcUyZTMvc0VS4iLOaDaOPRP1ZOEe3hr6gTi0MTU02TKleoLNWDMdsxOw6eWvnnCURRFcelkVtn8Aqv+0xT0v3PVCqODy677aMMzv3yx//194qyW4KONABYB2G3RF4YJnNHNtlVdVnIpCRI2GSGIsmIYQUmRlkk7mGz1EaBE6aWDK+eJJi/O6nfacVruhbwwzW9d7XbRjroEJl5CUlElK0yf8E6Vo79Z+VTL7yvZHgnsu+uJFV3/v6vVoXSUqSFS32GQCK5vJDXd+99rvvr/g5RvOfPVlO143DsNuU7OccrZjaC3/uO4sIZWhKy+aexWUjU/fftNgXNiGrFv/3kIkYxkwbbdhaxrxzGCZniRQVWA7wnHZUqf9o6O3AgJg6qHi30ZhzEvMK16JKhEjW+qBkJ5YrCqS5sxtyLqsv/dH7/30vZ9WMPnCyz552xt+8o+Xff+3Tv6teWtekZSn9Z9W8EJC0jSb/n+Lg3X55Zd/85vffIqG8t8ftq412kVehc9+pjo/o0ynkOVVWsZBUAV5UCNAsNAP7dML5C/2TbfFO/1CUcB0WG+Gxr5uEEvNtvlxnsubQRbpisrj9qOPwj33wH0Ph14Sr22VK2t0NFAWug2nIZotrhAyL84Gjh7afOjaH1772q+/8WCwd1fruH983fU27lU4TSKcpOL8hYuApD9YuaXZhL3JbSCnz935bNeFwJdE5hLmjuOIcm5JXWL7FmlnTzpl1lyASeIhOS1LSFOQJZlWlHFGJFInkb4Pqir12rjfUYUSaWYx2yeSBJMJjMewvlVuDCkUrSLDCFdCCXQVXMOgVdHrwfE77J1LOmluhmk62tR/fr+072F9bYMvH5EfeUjZXJd/sW8aTk1FZ7URfasF7TZ0WzJI1JANXvEgCxXeSROp1QLLgtrHqEYD1LInQqDfhxN26RTSIKhGW9pgyECiiizpsl7wwtbsuIglCbmuREB56PCW76M59XhTs7g8RdxIEvBzv2/1B/HAkTtekLeaEtHSTot0W3LtGrRrtg+an+alNyGKcFjFBvEg57nuJO7CpjF3ZH4bn+urFjFO2Da+8xkAACAASURBVOYSUh1NHm20C6vBHt9aGwX+1rBwLdN0k07DhLy5OggtudmzenVndRRBxqOmaW4NKWdI4MLA1kkLC7YDrunIKrNsIbj8tP6ZoAf3rd0/8uO1YA0QKFj56fJPX3Hjm1/6Ty/82r4v0Yo+4t3DRVmVer3VTiN5oeMiVHmp19Jag2hgmbjXIWEIJjFZxWzNruTQUBUAQIAKVtRlD8dwirIoeJGUiaVYjLHDwzUeN7bGOQDQih7j8tXqiv9QxDqWYCUJlLycnZXURrA4Y8z1dNMug6QoU9I1uznPJ+nEkhsibyRoExWtyQTSjAOmaU7zHFkGbrZYp1s1bZLwgAv+v5l7z6hLrvLO99mxcjj5vLG71d2i1ZJQFiCSQCRJNgYsRDCMsTHh2gbbCDNgxsYwAwbbwHABkxmDGBtd4AK2BUISyQqgiEILqSV1fPOJdSpX7V2158Npy75r3Q+Xu5bWmufzu9a7z6k6Vc/+7+f/+++kO4ywVCQGNXSqa0ybt+kAwDAzmRlkQVIms2KWiGQ9WueYI4UnU3HH+KYHJ3fdvvMDirQTW1EpaovZItX0qrvcNTu+dWRyBBSc2T3T0zzP4R2fbEeDe44cu3/94biIq7pCgKIywghfsnoJKLj15K0mNwkiRVW4mvupOz41TsefvPOTtTYdBolGdILJordY1dV2vH0KcoZZliuoCNEySsE0kMi1m47c9OV7vyxrOYgHn/jg4jOegW68EfqLJSecE/7dw9992x8wqPFXP9fomF2Xu67hLjgLGtGaZnPBXdhOt4MsUKAoUI1pUR51GoZhVFA0dkbFiWDN1/2+3cfC6+mr5+w+jSNTkfjukw85unlgaWW1b690/LOX9p3VPdBrOGVVxnLiWtr8UOy/3vaewjx+xYErT+NPl5mTRnRpAR59XHz8EwIRcc07uOepaKpn9SzDO/etHSlEYWv2gtflVvrJT+Jdq+j+h5PnXFrf/C/+YJp6zKvqSlbVA8c2/vHb4Utf5r/2NfT6f9IULp//XE5Y9fl/2Dx0V/sZC88wsfv6M9+oJB/FIa61Ikf9ttm1W7IW55/DljveyROYgkUJrerK4tYwHk+mwlCdujQ+93l16YvSD73fOX6E79ttfPaL6Xe+qT//Obxped2GlWWgKn2SzUxudFq0BjUYlQSoyc20KOYx7SJxg2zWboNtA8GYEirq0jRhFOQPPjorgnYe+OvbxQPHNreTjQQ2FBFb0VYs4rbRtjVbJ/oZ3TMWzIVxOi7rcjvc1nQxCCcb0+GsmHq+smkbFFVKWdzK61yj2lq4Vpagcr+uUM/uZnWU1zPdFI6Niqpwdbeu62EyPK9zEWTeJVcc760kZ5wBf/l/HtmKN1zdPdA6cMXpVwCGW0ff/j9+zwJFvvEtGedlHDLLRL4PCAEjDCOciQwQUCM5PtzOy6rj+oaTy1xPklrVimIWxTWqjK1xEiWibbsY2CxAkyCfRULUZRrpSoHJtYbZmOUzm9uiFvMMtF9EN1Syfnrr8gf/5Gd/cskfccSve+i6vR/f+8bvvnEz2Uyq6SSd/Y+HPvnu2363MiZvPf8P3/PMP+N20mmxHKI5BKEiWTbzGdYXl+qXnfcSyyruCL53tLzDdU6ZgQCgqiuGmahEjUrfV5xhRpiUkGUwjbJ4xtc2y8fWRla1dKZ/UaWPHkvvSGOa5jLIA85o03GkoPMRwDylmiEQgmsfuPbDt32YIPLJKz95Vu+shbb5jP7z3/W0Pz/2x8d+8dZf+LofF3GQBcvu/39A+v/H+tUarNe85jWPPPLIm9/85h/96EcPP/zwI/+hnqT1PaklBZFSUXvWaziE1iUd5nhwdCuYTmF7zRlsaY8dpuvr4OhmEEqUtZJcHN2IgjGbTpHlVO0WpspKYhxHePOoG2y1w7GZJlhK4FbCjSLL4GSw1nANxuvRpplO3TLRY7S1d8UBf+2Gk9++4YGfM8zff9lf3Po7t53dP7jQMdOsMnR04mT1/P2XAFY/OfITyqo7N34GGJ62/DRMpe6Fy23f1ixTtcdDsxbcbZZN09sZnXodJmWSiIRVzSBAiJZRBKpiohKylqoiW1swmUBZAkIKY6hUtTXbmmZThJTjQLcLjgPcSrodvH+5YbpFx7c2x9O250Qx0p3c88BxYLlr796NTj9DLq/Unl+5hsXNfHUVOh1IA/fo5sTWrMePlkeOwHgMGAOlp1Q0RlhdoeFE+LzVbEKew2gEYQhpCmUJHOv/ceqQM8QoLmTh21qvSyxdS9La4lYpS4opJXQYD9tGq9PiSz2+a8Hqtum+fnd1wVjq6kUBx7dnOnGSIitjY7HtZnUclZHFrPl0Wl0DA9PT7ZIMfB9s6JGsn8QEhOFybyM5WciCY204zQQPuF5Jc8fnHVT4HcunBHZ2ONXyEk+CLGg4+kKP+qa9th2vb5bHN6Oja+mDR3fSXJLaMp2yghIravuFriOHOyv+iqM5cRmVbMeDla61OFUnz/30Jbs+vvfApw7s/9T+P/nnP7tz4+eWA8/d/VwAuGvjLssVuDaSrApmklNqmtB1ukenR5tmEyOciIQypUgGwpkjBBlhCJBUUippMrOGGgAooiY3R/FofpA3SkdUNttOc3OQxTGUVWnyfwcfPzHjP69CFlVVIYSkhDgG3SoIkCAPdKrb3HZ1G+mhkgZXPkIoKmOR2raFARDj1f4VX7Nzx2QVjWqowqgeBNEwmhjU4JgnIuGEN/UmRXTJXQqywNf8ST6hhBJMaqg55aIWBjUYYQ2tYRDDN/y1YZCq2R3b/woAX73/K2vlgyvt9vawWNuJNWKt9E3GQKPakeAIKDhv4bwaaoJJ3+3t7jUPLi/vMc82oZeJbJgMR/EoE9mZnTM7VmeQDB4bP1bUBSOsrMuP/uyjoGAj3PjiLz5T1glIGwA83aOYakQ7MjlCMGFYmwSi4bFhMgAA2waQ+ufu+tKtJ29dn62buKGEfv310Gio6UxSxG5fv/2hwUO/dbW52KePHnLuubUNACYzMca1qjtWpxTlqrd6PDg+zaaEEIMaUsmojPa0lyw/jUQQB9xEnfFUVBIv9DiqeBTi8abzlIXFSqA4FQtOv2E5mApGCcN603SODoZ5QgHg5+s//8dD/6gR/qFf/2PM86Vm27LVyZPk6teUoqp+9y3pMy4wCil922jbzaVGm9S8Rfe0rXbf7hNaWY3gS581nv7MchrHf/GB8hVXF/ffp21uVe/7gHz95Qf++gPe8cfdbgfe/U7tph+Jr16LfveaY/Vk9zXvgHvvq958zjWLxr771x49Ptz6/nedv/nzXUcetmYBMp3Sd/TVFbzSdbfX+c4k7tidk5Odw4+K+2/vf+RD9LLnan/zUTGcRWc/xfriZ4xfHmLPfl4hlNCZvq+3sLGOXRdWl0kp6mBWIwSWWVGKRiO0vilU7m9Pw7qGpY7DrAzhU6KsRrQgKoIA/P5sYbFu+GT3sr66aChjaNmVbViiFp7m980l3/AtYnHCF5yFrt3t2b220cYEj7ORaVV15nasrqe7rgsi05Mi5ZSHWbidbIM0qswxLWnasuHwtmdP5CZhNYAqZKERjWAaRuo04zygxZr6+V//tbrum8Xdw58CwDndc/Y091y25zKDGoe2H33OlZsE0X/65+roiXyho5unJlCAYjqXqMMi1BhbanqQ+3WtCFX9Do+TejgtSNafJvFS11RagBXvtAk38mYTuJNE+CQhOInRYABKQctsSSVzmbuaqyoqJfzgxHdBT56795kdz3rvs957w+tveNmBlymsvvPId577pcuu+NJr//hHv/fXP/40RuS/PesTb73w931fxXJaQy2k8DRPyDoLadNjvmUxrXKw/8qzXgUAH/vZx2pVM8JELRKRDJJBIpJc5kmZOLrJ9arh0TmuT3fSXYvmL7OfKCN8xu5zLz14LkB959ZtvbYxDkSSCotZrk3ylMhaCgGqokyX1z103du//3ak0Aef/8GrDl4lpKhBSjYYBfkgmvq8bXFL1CIqMqj+HV35JNWv1mCdeeaZP/7xj7/whS9cdtllBw8ePOM/1JO0vie1NA0cTzRcHkd4OM2SiLWMXj5zR1uuT3tl6MVZ+ZSnqFaTNCznzAP6Yk8DY7xn2SEYRZHCGOIYLn5q4/yD/plnwr59YFnQ6cDy7qyzlDxlr37WGXx1X9psYN2sEKkW7WUd+VmKnr/vmaZcAFw8deGpX7zi2rcc/LMksDa2hcw1ztFgAIabHWxc0KarW8nWNx76xnq0bjFrX3PfJJt4umsZzLbBsqDn2RgpXPNuS89FGcUqLuOojDzWrgVb6OhxnlUVTMe0FFWUihPH6HQKGMPWKL7/0XFaCIZZw2wopMbZuFY1QsA1lciZp7sWtwpZhLGwND3NVMPRJKSTdCIqUauaYqLr4PtKQtHoJBUdr882cwiWduV7doNlV/v2kvmx+iOPwNGjMNyhW9v15la9NSx6XpMzMhjAZAJSnoL7RRFEgb6xJba26+EQxmM4uZmJghA9W+ixTost9rQglEoyTvlclZnmU9/wa6jzOjOYMU+hMpjBGNKdFFg2myI560kS9Xw/EUkmsyccWJTC2hpwsfjw+s5oXEPN245vaqwWfDZlvOid0T7bVks9p9O0jK7dJQidttBsGu1j20FWStvAq42VptXUiKZAIQQd3/J9VPKdRoNwrJ+9t71/qe14Is2rskSeD6IusjKzma2U6tm9ptn0DGu57f/66utWvSXP5qT0U5ElmVzQ9v/xc3/vyNuOfOaKzwCCuzfvlrXot8zpTIaxaDRwWIRpmWZlth6uZ1WGAW9H21wXqjTqGlWqahrNsirDPKSIerp3ShfE1NGdaT6lmM6KGSVUJu6uJc1yxPpGHWelyc2qruY0L53pcxj9fJeZiCQRiaxlEIBl1xWUlapkJREgjLCt2QpVzSaShWajXhIRTCpFYw8vShLmMuu4PqJFhoeCb+l2EZfx+iBGZSuOKClakNu66gaRaPDunC2UlzkCRBCZo7lMaipQVVV5pqcz/eRoMEnCfd3+jY/fCABFXbznpvfoRt1q4rZnrvbc+WAHJ/yB7QcAwRmdMwpZtI22b/gIEKF1v6PTyrZow6DGPHe2rMpL91wKAD889sO8zE1mfvxnH5/m03nM7Sd+/gluFbKg89wbWcmW2UplOskmcYRSNY6qcVzG03SKMcRo+6eP37kRbf782AN61fN9aDTAbwmK2WiEvv/wjzfCjbQK3/gmATX92McgyIOm3ozzmBPe0BpFXRjM6Nv9Y9NjQR7MspkUcnO2GYu4rIqFtr3YNStB46xsejxN8HRKTab7TeXqbkvvb+4UkyTOM7q+nScJWAZFwHzb2A7Ho3H9jhveqZR64/lv6tiNqjCyqff4UfGG1+mxjC57Pn77O+P9u5x2V3Q7aKnPihzndWwzdzoFjHDf7odqe/9e7e+/xL766dXljvXYxs5vvQa9+S3y77/Mo7F38YXkv380velGdM01eO8+WaLZG17tPu/C5TBL//N7qqvPvXL/YsdAnfe9X/zp25rf+ga9/EX8bW9X994v5v64pT53NOtfrsdvf2d42cvWX/mSlff9aeu7NyQFGb/oBfjTX57ed5f1xt82KFNVVY3TMUFkOIsoBY3jSol+0wqTvCwQYHAd1GiA3yr3Lnl+Q3Ezt3VOEHli/yZyPg3LRrOeFSPgSRCWcZ5hhAfpziPbR5Cw6tTl+bKIvEkc5VW+4C4UVQEAOtWlkqveKsKo6/uaDlEEAEC5NBg/NtqapBOJqjxmVcFtr2RMlVVJMS1EkZd5DTVCqJAFpzxKREdfvPSMc4Dnt5y85aVXsu5q8IMjPwCAF+59ISOsbbQvWXymyq0Hin96zrNIIeT1NxSW/u89AUaYEWZQo2/1bW57to6pWN/OldAJAdMtOKHLPdMw62lQca3atVtpugzF2NXdttHmDJlO7jSy2QxOnABV0bbR3g63DWqUOeOG+OGxHwKunnvgqUopWcszumd87RVfu+n1N/3Rxe/w1J77J7fduPZNjZPPXPqdq/a/ttnAVV2FeVjKsm23o6zcGec93221K5C6KKVt8N/c/1qO+PWPXv/gzoMMs2k6TcvUYAbDbJSMBsmAIPLEHIKs5TSdcspvOnYjIHnJaRc8e8/TAOD2tdsREVRLowiVGWcMNEaTrApD8F22GW+84TtvqOv6Qy/40MvPeHkpyqIqBumgUMlp3X68052O2aNHipPrVbBjPHhi5wng+ZNUv1qDpf7f6vrrr280Gk/S+p7UmqZhGrNwhh5+WNU437VotLvlM56OzjuH2Ia+sqs+fR9d3yoNAzqePZlAGpNZkpFa9xwYjVSawsIC5DlwSitVVRVQCo12KXDYdRtFnWYiM7C+1NMwzyRk3TbNVej4oqV3n6X//p+e8cX3PeNvDvb3H9+auTZzvFLXsCrNSZgHAVQSXeT/OoRL/+2GT4Ng5/fPn9uy5gDuWqlgVvWapu/SKjerWnaafGM8PrY99VgnjRkzckSl4eS+D0kCx49ot/9ighBeXQXDLsz2yGb+9MQyU7bOdIc5GtVG6WjOeZJK2tzGCGOgg1ns827TdrkuNaJxyqf5dHO2iTFGFVsfzXhzS+J8l7eP124Wc+CR7dWzanscCMMuTjsNTj8dPA8Yg26bmX6MWK6pRpaBUjC/a0wTPA9aLej30FKf237eaIBuCmokzQYmtEKAOOGWptmuDANClFbIQlRijssryiIuYp3pohY61YOwmkzg0IkNkXOHtnTsTOKAY40CVXAqgSHPT8GI+02n1+bEHvV6UJZg6Vqtj/td0vXdjQ1IU+U4YGkWQggpJOqSmpHBSdPHtTmEwitKmad0Y5AMBrCzA3Vu5bFRR92WZ7gOoRSmYRGnZa/NGSUU0zAPLW6JStjcbpmtTGaGof72xR+5+/XHH3vr5k+ufvD+V4UPvvHEoWtuv+qMVzSN5v7mfpe7m9HmWrjmGgY38opNwyJAgFzd3dfaxwjDCru6m4hEQG5ZqEiZqETTaCKEduKdhtF4whI4d/8ppVKRMsyI9Dkjpon6HY2b+dHjJQFGyakh9DxDKveDOB/Eg0k22Yw2TWaujSYKKsxzgkkiEl/352+suIybejOXSa/NiHQaWjtBW3P/YM9tilpM02ku8yRPDGYset2Wr/W77Ka1//vh4F7HYqauWZoWl3Gdu/GMj2dFKWtRiXkrP7+4laoSkXCsWbQRRqrbMI5Ej29Gmz2n17bad63f9dm7PmsZ2p7OwhPIGIrp4dFhUHCwc3DeYs4N+aIWOuftJh+NRYXqttmefzMvPO2FoOBfj/9r22rvxDsf/9nHoYavvuKrFyxeMM7H33z4G5ougwBqwSim03y6ZC09Pjh+crbJDeEbfttoD9NhpaqvPvTZqgLIvPu3DnXaaE52lapsN7jvw42P3A6F9+DOodf9FrZMfPOPxC8fLRtGY1bM5qFGOtHTMjW56eu+UopR1rJbJjdn6axpNjOR2dwCgKwso4BvbIClk5qkSA/6Ha3dZC5rHj8hgykuhJCVKlIuUNTVVsJy/N3Hvvmzxx5p1Ke/bNfvZAlt6M2ywL//B2q0ZVzw9Nln/44FWczBmA+YEwKOL9K89Ew7imB7GwzUzAuhGTkC/KLnaT+8UX/Tb/U0aJBs+YrL6x/+EL76P/iFzxr32prjlbpGBtPkwB7v85/hS6vlQ4/HH/urxrVfaFxykX7Hv3puN3jlqwuDazf/SLzo16LnvST8nd8rDxyAi85x/uv7tK9/Kz35SMPU6Qsuo//lP5vf+xfyN5/ZOv98NT8O24l2hsmwkEWeskzkS0sQRhVG2GA6MeM0oRRxUQnGQFQlJ9zV3DAP52JPWqYAEIZKFtx2RSJnsYiDfBLIwdpWPp0qU+7q8727nL2ew3Yvm5qdbYwimzV8w59T8QxmFLI4Jb6WiWaUSVZFWTGMh0hLNyYTqly/3oMRMZ1CQj4Pl4zKaBAP2lZ7yVnKq7xWdS5zWWjdhnn+8rkI0EPDh/IqHyfjO9buAIDn7XkeAGQyu/K0V4GCbz/4/be+mQItrv0aEPT/cCPN7cDzQSKTmczINCuvCn0wrEtR91v22mQYzrBiYdNlpSzWo3VXc5tmExCIWiw4CxWJeiuRpsGjj0IVtwopxklQFHDP4JYgDXa5u5acpbiMGWEOdxKR7PNOf9PBd/3yj+749G989PyF8//x1V99du9KTCUnbJpPCSEmN8uUb41j05ar7a6EomnbcVa5hmaR1tVPvVoqedX/ddUlX7zkvM+dt/rfVxsfaVz/2PWu7lJEgyKYP6PiMt4Kt2pVJ0Vy89GbAcHTlp52wcIFAHDHxh2lLPd0lpgTqYqOx2AZdDSRUoJjkS/c/YVc5L9xxm+84xnvcDV3nI07dsemdlXXGvJsGxqWU7CdPd1OWZddz3myCVO/WoN1+PDh888/f57R/URdeeWVF1100ZO0vie3kDKZySnbtS91PLmyqGmmIAR1WmShjxDCqmammxMCmgaMgazqIsfTKTpxAuumohRME4oCyoIIKcMQLLsK8qmv+1mZjfNxKlKDGbZmLXWsQbZ1fK0sVUYwatrO1//gvZfuevZsYE1HWqMl0lxmhSQEfNNZ3RvtXbZLSC4753Sg2UODw1B4B1vn+rr/BBxyEghDY47Jew2HIj6LBeCK2NOu60YTYzKBVKRxVoRRPQ0L14Wm2di1qnqrU6aJMI+xnlxwlttra7+4r0ojhDFmmLmaO04nk3iqYU2jmpQQhxwB8g2/6TGTm4NkUErh0EZWVkFUnhgETM9tU1vt+A2j0e3Q3as0j7UO27XSbtYof/DE5sYwOnqsmgb1OEzvfyS6/rYT4dBWQiMEOh1wXdA0eIKAIgQYzBAqpxQEShQplFI600UldKpjjClVvkfSSEtFnoq0Z/cm6aRClUa0tEyVUiLX8kLWNEph5/zT9qws4wP7eQVyNFa1Ape7FNM0hTCETgf6fUgi4rLmKB0qqFwXwlDNilnP7mFSV6oqZAk1YZidCE5EMjo6PRrl0WLb6zudRAQaRyc3SpO6iqZ+o/bbeSQnQTGAihYFBAHEMewEUafFMQaDGnMmlq3Z8w6GYsoJz2TmeTDPed2/l/se3dXqeYZZqnI+cXV2+2wAuH/7fkpoRVLP1rt219EcUYm21Z4VM1u3fd1fcpYqVSke1ZKmuZgPZ6QitbjFKZ+/MufN5dzSjBSSiet6FQAYTDe80DTo2klMgE1nYjCANAXP0lnVIHmvkriQRV0jKK2KTzKR2dyO89jX/bRMU5EihAxm1FBTippNWGgbeZUVOTJNYIT5uu9pnlRSZ/rh4eH1cH0tWIvL+G/v/KsHxncBzRuObpjKsXG7rXb1G0E2jWKUBs76IFkfRMcGwzo381g7uR2NhpiWTdOqGYfvP/p9ALhy35V/8ey/AAzv/+n74yIO8mAeCSIq8dj4sbAMm2azb/U3o81RNqKYKlBz0KJtMMzEJCgLUURl5One83Y/DwDu2LzD1dyP/exjYRFeuufS5+x6zgcv+yAAfPmeL5ck4LqMY1RE9iNbx8u6Mure6b2FpIyFFE2riRHeiXa++IsvgpYByx6L703kKTp2WZWc8km5/cj0Xsjtux5/rN1kb3gDKB598mOGEFCrep580LJaURnlIjeZOVdqLW41jEYs46RMkkRFgcY5OH5pcG3PHmi1wDBUhYRGNcOA1VW0b5fhNrNeh9tesdjVB7Nwqd0goP/zo/8EevCGS37t9JXWaUteq0He8lZ19HF28CD87SeytmcpGithP6FiZjJuuHQ84FUFaQpK6DIzt4dCCkQIUiT/g9/1v/K1/Aufo+/7UHD2hUG7UxNj5llaWZVRIjmhOqe7dqG/eC/V7OCbX+n+0R9BUqSXP6958/ecP//osZ/dN3rT28eWU/7k1uzvry0PHwbLoM++sPX7v2dd+7nuPfflX/xK+p4/XDz7dG9aTAtZDJNhIhIEyNbtrr7MlWc7FddUjao8B5e7RR3ZJkljIpRQoOb0GU74PKeZICKkWt/Od8JxqwWEwjgbh2mJ8o6GLFY1LIOfs2t5ZcFxXMU5AKid9CTRc1p0UcVlLec2W4ppDTXFNC7jxyaHJRtvjRIpFVV2likUL/QaTqepSRBlVeYin2STSlYNo+Fojqu589SHcRjb3K5x3rf6ext70yI9PDl8fHZ8PVrXqX5u/9yqrqIsv6x/NSf87slNl7xg3FtMH39Eu+UW+I8GFIppkucKKUaYTvVMZoRWiz3O9DKaAcq6Fm60WzishnEZj/NxWqarjVUEqFb13BfcttpSlUYj2LcPZMFnQ+/41gyx/HuPXQ8ILtt7GcV0ls80bBDgW8FIZt5Sq0G08pVnvvL7r7n5DOeildWqLHFWVDa3e+bS8c1Q1QSZ06btOrpTytK2gVZuLkVdwzsueBdS6PHp44eGh7aT7XmE+btuelcms5bVmqerDdOhqISjOx27c8fGHcN4uOKunNU5SyNaz+4FWRCWocEMhJTrV5oGeUaSVBYFDMPoK/d9BQDe86z3ZCKbP2w1rDHCtkYJJ2xpCdxm3m8ZHGvcCRda/w4nepLqV2uwrrnmGozxXXfddfXVV7/+9a//5S9/ee211/b7/euuu+5JWt+TWqhmWVEvdnVizZTQlQJRCUIIJdR1oUhpGmPLK9ptwBiUgkRGTbNRqrgmicGp41WzGTgOJDEejRAmtSL5PObpyPQIAbKvuQ9hJCrRczrdNhzd2c5TYnC20OWcQxCLM8+iTznNHA/ZxjCaTPDOUPTaWkWEbaukHl7cfoHhlMAywNW5/vOeODAuS4hT0fSZwQyNau0m25zMSlFZzCK0MnXaW6jiVKC8UdYFNZN+H55yoF7tu57uHR8MJ2JNVCWndN9evGc3eeiwvPfwzi8eP7m5VWUzd30nK0J/bQ0OPyZnSdrS290WX2C6EAAAIABJREFUr5Q0sDsL8N1Hjz6ytjWcxUqShsfajpOVmW94jQY0XaPCqekUstDqzGNgi8Q+dlxJPkph6DbKPX1/97K+p9ebi7LznQPnMJnAdHoK1hBOtDAWohKFLGpVV6qyuZ1XeSrSpEgooaY536+Uda00osVljBW2NTsVqRCQpdh1Ia2nXbfpaBYAyFr2mmaJZlHAbeoXGYtjaDaBMeAcmg1cJAZDxjgdc70qqqzODQRkOC2FvpbSk2vDKEgSULDirizaiwY3GkYDYdS1ujkEoyBtuoZratN8tDEKq9xUecPuTOd5O0laIW3WsZu5zHGt54VCCM2d2/PraHErKROEgHNFKVg6p1p58iSMp9IgxlwcOq97HgAc2jlUqxoUeJo3fzjOkUhZkYECACiqQif6yeBEzaLhNJ8nZM8Ds+dmNFEJgsi8k+CMU2XUpWa7FcyZC1W2soSlhLUTtBCi0YBWC0wT2m2wbTSaCC7beaI7DrI0fTvaRoAooXNU2CSd6FSn/7axJgSKOvO1ZpJLwksAqFUdFuGSs3Sgc2C1sWpRq5DFNx/+5lqw9tMTP81FblAjE5mruYUsXMOketFpEmKPXRdF9cDUeM/puZbm+8RuJAs9xrWqlOUNj90ACC477bK3XvTWCxcvHKWjd938rnlXWlTFrJjdsnYLAOxt7C1kYVIzyqJ5zOL85YQxFnQyjKYYDIc7ohL7mvsW7IVpNr19/fbP3/N5QPDuZ72bYvr05adfuHBhUASfufMzXJettgI+K0RdhFbLdk2D2txORFLXdSKSf3jwHybppGXZQIs71u8oq3J+uUtZKsm+fe8tSnLg6aGNY3HI/vBttWYnN3/PufKleRLy+UGMSU2K6SgfccyrukrKhBNuUKMS6OG1HVJbrRZQLsIZbvhY06BWtamZc3bd/GfVsE2JElvXpCoIUb5LZjPV8MnmdAcKa4+7v6W3774brrgC3X2vWF3i3/oWmI40qAE4x0qr5albdCcMVO71++A4wDlojHY7bKmneX7tuLXpFHuXGwfOmV18geG7WqkShNC8pylkEcZSo1o0o0DEOU/V3vy2BEpjaQk+++X0bz9iLO1OOra/0rc++N7ufXf4/+W95K8+XN15JwQB/OQHzl/8mXX55SiqpsGEhLFgiIGCST6Z5tOW0cqr3Na8JCKNBnBGC1k4lgqTytRMWUvdlDozp2ExHJcEsbk+4eleKrJZWIUBCap1x5MViFzk02TGhL+r7xpu3O1XeSEB1zrVy6pkmK8NJ49sbrmm1mnyIEAEtPkpocEMUQnP8Pa29mpU67iuRZ0Tm4nNvdOWbM/FnHANaxrRcpHHRexqHsIIYeRwJ8iCqq5CEZYZ9106p9BdvHIxILjtxG072Y6q1flL5ydlMs2C2djwDfc5B86pUH790e++4uoSava5z9fjdDyIB8NkGORBEBfjaSWrao4axgifoq7wst3BTZ/2OqxtNxbdxbAM56h9hhlCiGBiM1vUAiPcNJqiEjXJ9u5mnRatJB0mo+sP3QJZ85ne1SeOo8fXonCiHd+aQelwXXgO83V/Y7qTRYZhCcxKz0NRiHy6lIdWTWPblYXM5jqfRjWpipWePUtKrNiite9rv/m1r//m13/82z/+0X/60ezds/MWzlsL175y31fm8wCiFr7uN4xGrWqTmbecuAUAXrj3hS2zlYjkwoULAeCerXuUUhrWyqq0bei0mONV7a74zG1fCyP1zJVnXbx4cS5zpBDF1KBGGFWZTBs+LqsyKRMTdVKZth0rq/43A43+/Oc/f+1rX3vBBRe86U1v2t7ePuOMM173utddddVVH/jAB56k9T2pZWrMa0jX1ONyZutalkFalFmCohkdDKDXYZ0OBFNUSuG6YDnCtMWuvheTk2Bv6ZyHcUkpPPhYMM2m26M8KuK4SBBCj48fZ4jtbe7llOtEn7uNHNy3LFqWiiAWzdjJjXL3KiGKtDxz92nStdn6mpqGwtQpUSSV6e52b1e3/bTW5UALAPrsvRcEAZQlKAVBAIYtNMpOWUyxLGCq1R2NaqNZZpsM8WSxYy4vaMutxqwczTdzFFOGdCEQ0cQT48xeK7/goL/AzhiGCTVS049WF822Zylcmq3xat/ZteBqjIWxHI3r5VbzzNW+3Sj2L3ZPW2jXOCurcv6iBQCDGbNsZulap40dQ2NMNTy0a9FcbnZ7djce+d02b7frXSt01y4wTdjchJMnIY4hTYEx6HSg0ZLNJlJSe3RtAtIABbKSBjVqVU/T6Tgdy0oCgOsCQjAN1CyLDGpwynWqY6CDSe55YOvG/JExv8SiFq7ulnjaaRizKRMFabfhFDBMgqZB06e0bG9Hw3EyXun6stCOrAeuyV1L63jewaWVYGQ0YH9Tb/uGX6taI1pWZha3ZW7arXgwkmubxR2Hj61tSKHyjt2yNCMoJqZVgzkydIYAFRkdDsjGlqwLoxAVQviJsFgEKBXpvJeiiIdJ2WrBYCQ17MyPJM7tngsA9+3cl4nMYhanHAAKWWhUe8J3qZSaZTODGnsae4Cmg2RnK5hQTBtGY05v54SLWtSqzkTWNJqFKKrMcx2CcAUACCGMsIJ6zx5oNZhCkv2HfR1mhesLR7d83a1IRAl1NGdWzBzuzBPEpJLz5BaKaKWqubzPldd2vLAIFKggC+azcRjhltHSqGYw49N3fxoA7li/IyxCTnlZla7uFlUxD9DVma5TbU9rZXdrEdPSMCtDR23bD4sQABhhx6bHDg0PmdS8fN/ljLCPvOAjHPFr77v2gcEDNrd93W+b7cdGjwGC8/rnaUxb8BakklvR1jAZDuLB0enR48HxGlX7+wsiNTzdD4twlI4uWLwAAH77O7+divTyvZef0z+HIDJNp3956V+Cgi/e8/cPrR8fJSPKYV+/x5zZUseLi5gQsugs6kwvZPE/H/ifAPCnl/ypr/vr4fogHURllAuRxDSc4du2bgRjCkZwLD0kCmZ5+Te+gftdfPsd8mVXWHfelwyTYViEvuGP47GspcY0WcuiKnytBcKfya2lrkEpDKeF73Bdh3lPphHtCQcoAJjcnE/5FFVRVEXLdoCmYai2xWHAVbpx2steSi++GG67DVrd8p+/w9o9gRTCGFNKHEdlCSuliGPYmoQrfd91odUCXYedHdCQLZXQOM3q0DY022CU1S2j4eouo6xpNLtWNxbxaBYzZNY1opgMxrlvk2c/E335S/jOu8UFF9S6nZsa67k9UQuMsefD29+u3vQWedFFQCnMm4BcpglsN5oQJuLkThzn+Z7GnnEyHibDWRaizDdtYAwYZlERWbpGiKoKrUKVqKQG1kMP1UfX0mOP840NmE4hiqCM3FkegzExTWwwY5pOK1WNgmy103V0Q4GSOKwqHGeFwYw4K8dj2JrttPQGLr0SQseBaEbnLDed6oUsKOhVrjPRfuTkaJgOWo7b9rhrmaYt0phWklrUTspsbTgLJriQgmKaV3lURpzyrelYJyZhQoHihD996ekAcPfG3fds3gMILuhdZCB/a6eitb20BFed/XIA+PoDX7/0igE2J9/64fHtcd622g2jgWqexkhjZBKcSiE8hWsHKKsSAzI0VhSQJFAkGimbWt2c/9hlJTWiObpTyGL+BGgYjTAPKcVNn1BrOsjWHg0OaVR77p5nNRuI0pras16XnL17yTLRMBlGaVlnHjZCx+RJmQAu2q5d5qTTxpZBgjyIY2CEzx/OucwBV/2WTik6uZG98uDVrzrrVZfuuXTZXZaV/PiLPw4KPnXXp04GJ1OROcxHNS8KiFNRlfynJ/8VELx474tNZu5v7b9o6SIAuH39dqmkwQ2CSCYyjaPlrhPK8Rd++VcA8J/2v2M8K4qMbgchAzeOyOZsJ8M7m9Od41vhbGhvbwHXwDW8eT7jk9Nc/Nvz81f66yRJlpaWAODcc8+977775gNiL3nJS2644YYnZXVPcjFCFZIKFMbYsmESVLMZElI5Fu31oOFRzZANV9saFlJCLvNa1XEeU0w1qnEjj9JyNK5NJw9GOsFkkoSH13eG0aSU5b72vvkdP1cpRiMIRmazLXyHxYmKZ1Sz8rbPu21jNBGcaLpeN9pVnIqNDdCoxjEnhKRq8pynnAOF07Tsrrbq+zCdwnQKmgaYinlbk4ksl/lC05MCypyPZ6nOyXCa5bEZBODpHsJokk7mwZbb09A00Z7GaXrdGYzzzWGSRJRi9tQDzkqju75d5DMX5920KJkzXWz6TcfEGKIZjVPZaFWupWGEDWbUqk7KRFayqAuLWXNJgCAilECA6hqkRETpjaZqdYUoEULINKEGOT+jSVNIEtB14BwQAl2fuxphls8Ai35Hq/kUCWsyVaIWjDAhBSXUNdxEJEVVFLLotw2Mq7WdiBHd5S5BZDITjslrkopaBFng6d78EpeyxIAJIppet1rQap0SI4MAhkNIEjAN4jpUJHYhpaObGOhmMN3VbQFAVoppWJoGySJ9Z4tmmSKITLMpJbQuTErr1U6j1E9gY7biL555urHa6hGlxxO7KozD28cf2T5SpOSRI+lgU2e8YppMJu7mTj4d040tMU+utDU7yIJ5LxXPGGWy21NUE3lkZ2UO/9Zg3bt9byYz13DnF72oCgJaEECeapvDbH27WN8ptgaiyi2Ptxsu29wWBHSLW6Agl/ncwhkWoUGNVKRMGaLgDZ/Mvc0AgAFXdUUpdNo4SsQTqZoAEJexRnnDZd0206g2Tacts2Uycw7vrlQ1VyyUUrZuF7LIZEYxlQVrOJpGtWE8VKBc7RQ8T2d6VETX/fK67XAbEGQiu2vzLgCYw4rmsiWn3OZ2UATTbOrpnqM5x4PjFrM8zUuKZP4z/OmJn6paPX/38+dzeOf2z33tU1+rQL3ln99yeHwYAApZHNo5BArO6p8V57GOdU/3mkbT0z0Jck7Qtahl6xphUmRGx+oY1Dindw4g2Iw2EaB3PetdBBFZy0xmL9r/osv2vDiNyEdv/VSZ6S53lVIIgcXNObPb4lbLbB2dHL1vcJ+neS8/+PJLd18KCG56/KYoy05sRgZn7bb60fr1gABAHU3vNXQYR/He3eT7N4rzzzbXTrDnXx7cenNjrgMNo2FQBpRQTrmsZJFqXdeqcIIQyjLIRKEZFQDM5w4NalBC515RAJh7bGUlS1HO8plv+CWZcKxvBgGi8j1v7/3wh8g04Z3vhB/+WJx1kGUic7gzS1MltCSr4pA9fkykmWRG2rZdAEAI2m1wHBhtmWERa0Sb5TODGUJWaa7KUgEARrisSpvZYRHuTBMKesPHzSaK8yLN5WKr+bwXJ7ksTEdQouYEMoc7eZnXdT0XXJ+45TjhjLJhMqQYlrtmjsaGWrBRnyJ2z+Y9ldAJRq5F55vGqIgooQ1HC2ZVNINHHk+LRH/Kfq45cb/D4xi2htnhneNpPXUcnJSZgfw4lYNkoIReKdXxzfleJSpDouVQOuEMj6Yl0mLbVUtdz6f9MC0qEtsmnYVy/kmRYps7uZTQsE3Pk7obm8xOcmESE0hp2yAKNh2Zx46LoqgrVAwnRVkJX/eJIjXUSmhMz+MynhMyL166GBDce+Lxn9x7DCZ79lSXH3o01uvO3tMwIfDyAy8nQG5fu/2MvY1Ln2kXCf/+t72oiDDQIjZ399oLbStM8kqc2uVqVFOgClnUko9HKI5BSgAs+75PpMuxkYlsnj84jx994p6xuR1kAcFE09DNx25WpXbR6tlHNoaf/Fx034Pi5GZhIB8j7Oker/0Tg7Hr15oGgCAuY1nLXtNqtQCwfOhe+3fftvnCS+0DT0FXvIR8+IP6935QbA3zltVsNGqB0sE2nQMX21Y7KILz+ue99MBL0zJ9/48/OBmr2ZTOZjCLZJ6haVj87NFHsKLP3vVshBBB5Ll7ngsAt564NRMZw8zm9ly/MJn57Ye/vR6vHVhe+rWzn52JjBEe5UmRVxjD3n4PV06Z2j2vYWmG7Re1JGXoOrD0v9cM1u7du3/xi18AQLvdJoQ8+OCDACClPHHixJOyuie55tcsKiJP8yqUeY1yoctMW9omnVNGRCUajk71fDKB4SwJs0ghtewue4aXFjIWIdUKS+fLfWOp5cmMe2Rxa1g22NITw1IWc05spsMh7N9LqZ4u9mkak2YTeQ1hGqRhWVTPx1tWKauVlcptlqNxHU50AGxxa9ldvursl2ItPqv91CiCLINGA6oKbKeu6opimss8yCITNVVp5kI8dAjnpZolOafMtUldw2wGfas/SkaFLMqqDJPSt4001Hy9UaqkgGil1cVMTGdy14K70DJjEUocUitsGi2otDSF0Qg0Rl2/qpWgmFZ1RRHtWJ1KVWVdGsxwtFNai6xUnuDxBCYTIAQWu7pCUlRlswmdDjQaMJxmTDmb26IowPOg24V+H+YorNEItnfUaComSVhVlcZxu40wQVFSiUroTJ9rdR2zE2TBNJvq1NAtSVgZB9zX22Ek1oP1jm8eGR25f/P++dN//v3PM2daZisVKWOAEFQVjMcgq3pa7ozHEAZU06vTugvBBJ/cKGtUOjYuc5qlZDiSFYl39d1WCyrBjh6X04F1YjjSsFMLDWmxwQwDu0287ynLC2FSVpXq90EpqGqZ5RUIW2WNqdw4/XTltYrlvrZrSa9Qvthjri/TFCYTYEjPZJaUyWRaEYIaHhNV2WhJLK3RtFBKrTgrDaMxSkZrszWTmhRRpWAcFMlMByw7rm3YlWBjRzcwIqIuZeJtbqm14fj+RwfBhJDKCfOIYZaUSZiHspYYYyQtRpFpoCe+H41qgCAqo0wmzSaeRdV8MK6syqqu5iKllOBoziSbcMpdzbW4NctnOtUtbgV5wAnXiV7IIhMZB0sp4Bxc3SWYNIx/d8AgQLGIP3fP5wDBvJu57eRtVV0ZzCCIYISjInK4c9Oxm+bNzXzcZJJNRC0sbnHGp9m0rMpbTt4CCF564KXTbJrL3ODGKw6+Yn9z/8PDhw9+6uDLv/7yW07e8svRLwHgvP55UklGmU5OJfJ2rW7LaNnMToqEUWZYUkrY2YHBuHj+yhWgMNRwxelXLDvLBJGwCHWmQ8X++JwPIJ59+8iXTkw2ilQDAEdzSlmGecgJn6fGXvfQdaDg1We/umt1L1m5BAB+duKu0aTKyaDh8odGh7birbbRpkDXZidLth2rnc1wR6LkJzeZr7iqTHP1qt/U3/0nLipdxtjJ4CQFqhNdSiwlWCaxuDVJp2GoEI/nzrt5YCVGmCCCAM2VUQAwqDFOx/MTEIJJWqY52akKU22fpWHzT64Rx4/Dhz4sFhcIApSWKVPuxk5sUAdTsWeVMU1wO+WUzMfC5tXvg60bW9tSCjwOkzjQjq2nG1vZI0eTySybp3NihGVOh7O026KGRmtV6XYexvWC28urhFtJhfKW2Zq/1QxmcMpTkSql5tzI+T+q6mqcjrtWV9Qilaln6Usd3aF+Futr4+F4FpmOmLuGMcZlVWKEDWYOxmI61jS72L+PNJtQ0mGjgY3GNMzj7XV+y0OPphOLSG8a5uNZtjVIq8JsunxuoKGEDuKBbRKdmDVI08sUzgkiDcNvtwgumlGWMr1M82qud6jSkJBTCpWgO+Oyipu1pNOZMDVT1MIwwNS4znCnixuukZTFyeFEL1Y8zS9UEadF21gM1UDUYg6oO7d/Llfm+nb0aHon9Xd+57JLDhxAvZVoLrR3re6B7oGyKteD9atfH0LevPYLnqjEzqjQdTAMpFHOzSyJaF2fmrMsZVkUqEj5fEvpecB00XLtjm/KzJpzREUlOOGykrWqpYQoAotbUqKdaZRFxp0nHgAjPrfxrFe/Zf3L39x42zXRs59uvvjF8OEPw223QZ7wlZ7TMO2kTGb5bCfZsbiVxPhLX4LzLhCveJn249vCOtfCKb/xRvjA+9HrXsMvfJq47lrb4pbpJgrJOYuRgW4QYyve+uvL/kav2/90/08fjx/sdqHdBscTnRa/d3xLoeKznOcQdWo85qzOWZzwR0eP7iQ7nHCNaghQLnOl1N/d9Xeg4JqnX/O/yHvTaFuKKl10RmRERvaZq9/d2fs0nMOhRzoBAUFp7bhaNohlQ6no9Voqj2uvBWVbVVqCVCmWlqCldcUqbFALVFAUEAUblJ7D6c/uVr9W9hmRmXF/5PEU5a33xqjxHm/Ue3f+2mOtsUbmjsjImPHNb34fIkLVuabniEWtmlaAGE8Qwcp6+VAvHKS4n+Fup64dvtTA9N9I/T0d8R9LsM4///zPfvazX/7ylwHgtNNOu/7666fT6de+9rWjjjrq6bm9pz0IJmEWerrHC14iXr0oq+1cQUp1QFdZYTp8ebQW+BRxx2V1TXpFYiJtYtUjLLVGAzbME+b643iSRTTotp54AsZjiCLorVPBlYWNKVFzBSl+lNdcWpbAc16J3ERpRjBVqaKpVLMi08mKzIinuqfVLNWaMWeeMX/MSVu2WF66vAxJAs0m5OVB+Ko3SrPA4ikhmGY5n5tFnoOoGbY8QwhACDiHMrMYYX7mD6dpy66NJsLSVccGUBPPYoaOgSTT8oDvI8spFxqNMAQxbUzHJIpACKgo2AQrlfNDdWrECBvUMFSjOj0neTKZwMp6ahCHGVmrJW0bNMoqnjXGgBAgwv2pEvua5YhaDdTfv7cJgVoNPA8sh5saHY3l6nhUM2oRj1wLTcIsSJKaXlMVNUxDjWqe5q37g+X1xKCOpHGnbvhjymRTN4sD/v60SCuR7upYU52MC1lUFX1RCM5hMADK8m6yPObdVOlOx+TxHTkUasuprU4GPC+YQkcjmQugls+wHkyJqsLcDCGqkEJbWcv7+13PVpMiynOchKzmYSRJwVVmxaYpo2KsauViqzljznWa+vbFJpdpN+wqWKl7FJAMApBINJugqjAYQCmoH3E/STwPGGG84IDF4qw2GKIoFaIQx88cDwCP9h9VsJKmaLXLQSqdNlZ1bmlmGuGd62tztYalaX6cKhi1PIad7nJwoJ+t5EIZDfFaP35w/y6eUVuZyWLqT4mUUJaQZnJ13OMFr1rH94z2TLMpI8R2xWQCwyEEaWgxK0r4dKSORlCUpaEaVT6NEQ7SwFRNnepVplVpk2Yij3wVY0hTyFJkoEYc4ekURiPo92E6hS/+5ouTZHLq/KkffPYHQcKvV38tCsEUBgCMMJ/7hSxe+83XPudLz7ln/z0dqzPnzFUPHi94da2Qh/cfuJ8AefbGZ+tED7KgLEuLWje99KY3nfwmVVG//cS3z/uH83aPdzPCjukcU+0iKlFX/JWqgFhRzgFV6qmKW8tbLeDI32hvWyIn4qz1vlM/Moqmq8HqKBkZyBuN4JztJ7zoqAtSmX7i1+/LeIGFa6pmkidhFlY+nv24f9sTtylIeespbzWpefLcySDJ3TsePnxuTuJ0nIy//di3QcKFWy/cWN9YQLEWrx42226bNZ7nk0B88tPpVe/VCYHrr4dnnBLveWATVSjGuKbX00hFLFAwnrFm9vR6mApMD9KcsyIzVKNShnyqdFkpy0E8mLFngiwYRANXc3/2xA5ABY42/PBW44NX82YTeMErCeIwKlFuqVY0U7Mw5bZJVK1Y6QcM64d65gEAIdgwRxHgtWEsC1pCMRGDpTl7YVbbs18cWE8rreN9a+lCsyaUaaXXmstsrmkXsTNNp8vDgQYuFMz3DzIvIfX64zSMIUjjUTLyUz/Igv3T/RrRtrW2RSIaJ2OGGVGUTkNruKqKTGokfjatFO3zMscITwIejnWkJjWHOXbppxOEEUboifU9IiOb553ZTdOjNiwgmiNczjR1Zkc6ak+D2NWcg8ZNCIdZaDO70QBmZomIMcKUUFM1KQXXUVBWT/M4x1Ecy6KAyVCL0izPJZCs5ilHbGzWbG044aQ08iIfDCSWqtfI6y5revp8S9u+2MhTY/8+ZbXvS27Mel4/7FdsXQBgCtuqP7OgsSCDo+a2eobtaV4ikkMA8+GNwwFgr7/32efwTt149FH0q3udgPuVqQrBBJHcMGA6PThTQcyjAGcJef7zYTgEAKi4caYJSJJCkLzMB/GgkEXVVzsew/o6rK1BETu9qC/o8L7+DwDn//ih5493HnHM3GHbtkKG+z/9qXzve+GMM+Dw7fKVrxLXf6r+u3sW/uEf5Ps+0nvW2XGtE77x8vLhx0Rzhr/u1dZ99yk7Hqff/Ca8611w+im6EOX/8Q7y3ivtNM9yyVstIAQmI7I+jgqhmMXiW058mzRGH7r3vWVZSgmTgE9H9NZH7oKCnn/4mf1hHqd5tSkf0zmmkOWjK3t5qkYR4MIa+OGtT9zxcP/hGWvmRdtflOUZxrgbdnHJ/KnqJ8lixzpqflNTa/EUzTdqvvBjEVOFNEz3PxeC9YEPfGBhYeHGG28EgGuuueaOO+7wPO/OO++89tprn57be9oDY5wVmUY0immSJ1WTSPVVhW9V5/u1eL/hFBs6tqd7gwFg4bleWTedXrQ+12aaBnkp/GLt8E3O1sVauw0IwZNPwt69kOewcc5MioAXnII1DpKFWcpzkWZAEIlCRRbK3AauSBZHGCm54UYqUfxAxiEBAEu1Lth6wbGdY5EaLC5CpR3FC0EVKgTEaT7XoZ4HMldVnc8tCAxqd5SEE41zUBTIc5hOECk8PwmYrJUFBpQ3a2rAA4taCKFJMnGZ61g0R/H+7tg05WELtblZpd2Geh1cFyrHaIIJz3klc1A9kbGIPeaBBEZYmpZxKqxaMts0dUZ4yasBdDQnyZNSllEEy+vJXEs3GJX4Xx0SeMHHyRgANA2CJPNs1m6owyCRmR1kIWMU0ZjHOsHEVE0/8wkmSZaroqOqMpwSW3URzQw7C2C5YzdnrdmaUdMVfYO7Ye94byxiXvCqOavKCAfTeDwG1YzDYphl6JgNm0t13FwYe/V8OoVhl1GWW3apq6qQXMgsDtWyoJX6c83Di4vYdnnD1SkYZj0FAAAgAElEQVSY/kRZ7/HxuKx7VFHA92FDx0qKaJKNGQNFOL0hn280qJ44mtM0mlVjNgC06yzlhR/mAJX1rExjIhLGzAQhUBW1Sl+aNea6+PEn+Vqv3K6dBXHj54/vWluTYSiZmTY9LU2hN+RxoDKGdTNpuoZjaCvdlBAgZnjE/IZN7dn1QbQzeACbk5V4d8tuNvQmLtXeQIDEABAncuAHe1fS3+4+MA7iCm1KREIVKoq8LGF5Vew9kA+7rD+QnkNUFYaTtKE3EpEUsgiz0GJWWZZSSkJIVmYYKdMgH4/RZIKkhCSBJIFxGEkJlIJpgufBgVHv73/1JZDw7jPeXTmCPdR/SJQCACUJYIxFLn6090eiEAeCA6/79uvOvOHM+1bus2ktzuMkTyiieZHfufdOXvLjZo/zmOdqLkZ4FI9aRstl7uee/7m9V+x917Pe5TK3UsAyqclznhVZWZZ1vc5LXjVvZnnmai7PeUVjAlQWON7Qcc897tiXHX/RkfXj0lDrjfg4yOKA1mpg6uT9Z76fKew7T9yyK/mVqdTG09xmtpAiy7OigM/+/IsZiGfOP3NbYxtV6FbviBpsXM92dNN9oQh97v9s+WcAcMGWC7Y2tgLAw92HpSzrdWXOnluPV5JAe8tb4De/gdNOK7v+4Mo3LF31Pv3O29lf/4Xx/neaz32ev3kjueWmRt+fYhaBPNhKVpSFpmgAQBWqKmwSpoMBfON704rsXBQFRniSTjzN+9J3ngRAm2Zc3eT9Ec8LGYnIUI3uMIaCdVpUyNRkZlEWgMBzSJCPitjxfXgqR0XXUc02sJo4qjuMR6bNW6610HK2bqHDUbZjd7zSzYI0PG7jQsWWy/IsE1nLcVVk9Mcpzq3VZXX/XiWOgTHQdbAMWjPtNMsgNxEgjHEFg3WsjqZolNCKaFiVTRnDh3e2SFSmebrqr/qJn4osidTdq2MOsVUP6rY6iZJIxCLSsljzdMupcUEHszV3qTHXdI1MZKMh6GVrvlHH9gTxRphkABBmoWM4ohAIwTgeY4wrLdkKwDNNUAlRiyaQZH/XP3AADB3Nz1KixwoVrmFKKOs1RVXReERyQXIp2k2aiMhjXilLV3cdg207jJQkiBPggYlZyhSWiYPluSiCbd7xoE4AwZlLZwIARvip9bsqwXqo+5CjGX/yJwAAL7hQO+tMfOqZ8aV/nH/k40mWIt0oKvXzLIPBmCcJvOgF9Ic/hBe+EKK4lFJW2IHrQpGYk3SaFVkiEkbYaMqHQ9D0kkMIZq/p6I8MfhfkARkePX78qPPPbPzwnw678fraN77nX/N3o0svlUtL4EfZj+9QP/hB9OIX0auvxj/+7syTj9hYKU45e/A3n4tv/0nwltfVHFNzTPXcc+Hqq+FHP2TXXAMGo1//qnHZa9Qn90+HQ4hiGXB/MCji3tw4jN500pvaZOlXex+6/t6v9HoQZ6LVpD/p3Qwke9bc+U3XWO6Fu3ZBGOcn1Z8LUfP+/b/DoBQFKFLLMvjYDz4LBX3bM99WyjIS0SSZpjFOYxVIzDDTFMNSLQ2aKR6N02FTbzqq8+3b/Ftvf3oJWPAfTbBardZDDz108803A8DS0tKOHTtWV1dXVlZOP/30p+f2nvYQxUF6oE71mMdVn9ehbyt3dILJIB4gieacjmOjdhvaLawzShQiSiFkFot4lIw83TM1VvdIuw3btsEJJxwkh4Kw9q1GB1YzERlUjxmlhi2SSIlChXOYbWu8TGfbLC/QZFIKFHuNlCn6vn2QZaBT/cItFz5r4VmjdGRaRa0GnMNwLCimvg9MyxGQwQBsg+pGzguuKKi7rjAGrguEHDSiWV/Wej0suVEi3qipldhV22qPk3Ehi4bR0Kk+27AUxHasrwiZ5qWogJ80T0MelrJUsBLlkZ/6ClZGyWgQD/phP8kTqtCiLPJUV/RIFJwgTQp9fZD0+9DrgT/Sur18/wpPUzCcdLal6YxOg39NsAIeVAKnug5+xCuLq00zXprxncvDJ9b2axroVAtDIJgoWImzbH2YzDedjZ1GiRPK2zGPR9m6pqFZe3acjltGa7N3ZF1vzlgze8d7u2EXSWRQoygg8fVJmCrmuMAxcLvhaI5mbaxtHKdjqY07HdiwKWvXdMn1VOSSTld7qV60QUkqJx8AoAphdtRxPc9DE78oBaN6rDMyHoPrgs4oxRQDnvFq+1YTx9BMA7I804hWiU1UkINONdspgqjwfSklgCJm22y2ZRSQVafMVKQKVhAojCpjn4tCnLi0HZTyd70HY55FqVjvZ8GYcQ5I4XMdlaicUTaelDwlG5dQ1++XpeLp7sYZ+/iZE9V0AQH8cN93NrU6JQiRKabD6zVlZgaQNrEMhmiaZiWK5uOxIwTEWRwEaHk9UdTMaQVpYEZpbup0PCmTTAwmqYoNgxrTdJrkSV2vi1LEIraJl2Wwfy0WQho6qkB+z5NInyDN1wxhGAeFTj7/4DVBVJy96exndJ7R0Btb61uzPPv12q/DEKZTGI0LBPibj3wTEFx02EVNs3nP/nvP/twL3/8vn+qOAllKjHFapN/f9X1AcMFhF1RLVSVqJcrFS84L3jE77zr9XU++/clPnv/J5x32PAUrWMGVshQjjCAS8Wg9WO9H/ZpWE1JUCVbEI4IJxfScpXPeffY7cnXYbpGFWt3ArmHzCnDd1tz2hhPfUMry6p9cNdtm04Dv3BsZ+cKu1fGBbvz5e78KSf2C+Uv8iRKGkEXG6ZuPB5rduuNWkJDn+V377kIInbV41qKzCAAP9x9O81RTWaepyRJhLHsDceSRcMsPx3/+QWarzl0/9P7rZbWrroKbv84efCSP4vJdV5j33q2uh6s60QEg5rECqhAoS3EU0FGPfe3r4tSzgpdfkj9wzwxCKMiCulGv6bXVNfmbXcugZM8/feNMUxUy2bk8LjKWhOo0jmabRsh9neoa0X7vuECAREuzjpTQ70MYQpJANUcUjD178yIz4nJUFmCptqValsaWNqIS87t3Pjg/Q3VV07AW8SjmsShFmdi2STbN2xs7tcO34cMOQ4YBYQhhCGUJs15d0VKc6wrQquq34CxUtvRSyobRUFXVIMYknRSCNMlGlNVIXnfVxpOjXU8sd/vjSNfltg31huXkdBpH6lo/UzA5YkPHc9R+3LVUy2JWs6b5QbGx0yhIkHPVdUBlRdvTpxPUmwQlKj3mZSIfTvi6PzCowQt+iMcJAJ4HaUyUtNmfBlHut9ugKuogHlR+4TznecnnZ+hkAtORqhkCARJSmKp5EPVXSCFFoqx7eJ4Q2vNHHXNuEAZBWE6nsLwMh9e3AVAo1CrBAgBVUXlx8KS6wd0ACPZP9ocivOwyubgIhEB3v3vfw92v3dL/q+umr3iZ9sSu1PPA92E8ln4oXvEKvHc3QQh+/nN41asFhoObmqqCpbPRNK0Or1CwnfsSuxEQp5/xnGFjY23j7Y/8CjjLH3nxueewL3wBbBttaLQWFsjFL+Gf+NvR40/Ihx/Lbvg8e/Ob4ZnPhItfzN91hflP/1zuetT99k3ukSf11qYDT2s0bNM2KEKQZRD46Kwz1HvvIVs2K48/aL/s1ZPPf6H45m3DJ5+gmmzOdki9UVCav/vM90ChXvH9K5799aPeeser33fHO3cMdhiGPHvrSVlo3vDl7Nzz8h07iyPMswDBr1bvUxTQdXBd6OVP3tu/zZLzbzzxcgQoyYreIM+KXLIxLo2a3hhPJORaIWjHtdeCNY1q+3bab3xV681vaP7yl/+ZECwAUBSl2WxWfyOEZmdnCSH/1z/5zxwVmQkAFKxkRZaXeZXpV1EtDwlS5KJltioXZ4SgUjaKeOSpnp/6EY8czakE+KviHQAQAjMzMDsLCzNavVkYXrQ4a+aQUIWWkFEmy1xpNECnWipSRlTXLQ1qPLZvRdeVo7faigIPPgicw3Gd42acGVVRh/HQdQEAVtbEnl10OM5liUdDZNtg20gWZKWXEKxsXMRxDMMhZBkUBRgG1Fz80I5pGBeGzTXK0jytWvPSPDVVEyFkMSvJ461zbSnYOIxG8XR9MtrbXX9g75O7e6v9qD9JJt2gO4yHGtUYYVmeVQInTGGTgBMwJmHij9l4hHCpSZx5nmw0YK6jtpvU8kLDSTSVKFipeySIih0rvT3d/sp4sLO/J8zCbtiVmJey4BzyIjdVs5sc6Pr+g7vXy4Ikynp/EiVcWMTZszbW9dK1WCziZo3pKpv4xSSb5GVOCc3LHEqFR0YwZiLRDeL0oz4hpBRsMABdUzpNyihxSDPOeMMxAEAj2pK71I/6GUwy6bdd57CFGlGLnWuDxTn9yC1eEItev0wS4BywpINpgiVrNsGt87mm1R0lwZQaBmgaAICruZ7uhaFMi7jpmlmRVY3TohRMYRjhvMxVRZUobzWUhPN+H4KYqwq1dQ0BSkRSCcvxTI6GWFfJYYdnk6DooGMhtR9cfTSXKS+jvJA6owrNNR0klKLIZeIkIm02wTFZgJbNcj7JuErJ7CxySOfTd3716p98+P5dO6ehaLcI1YQsMYewlGU01RTJLBO1myRI0mnffnxX9uCe5XHaD3mkIOXYIwxV450mrTWzoOz5cToZUotZohAVSTZMkr0rYX/ZRmkDa77KRJKAZYEEOU7HB63Zfu9puBqs/v3D16FCu/qsj4hS5GV+wvwJIOGXyw+M/KTVAp5ng7G8feePFVA++4LPPvrmnZcf8V6iKDfv+buX/OOr7tn926rofM+eewDg1ce9umqNFIVwmAMIyqLM8qwoi7zMm3rzytOu/OhzP1rdKi95ZWXNCOtFPZTraVZKkBXrXxQiyIKKiX/BYRdUkhM13StJuqHtgCIqbhMj7C0nv6Whde7f9/CNP7uFEhIWY102anr9W3v+fjV/ZOt87TmHn0hZXpbQrGlnbD4RAL6/8/sNs/HE6InKkMdmdoVgPTl40s/8RCRTPtjcaWPJchyurGcrw9F/u6z12KPKxRdZZ5+lvu1t8PnPwy3fYFe+Kytz+rGrtZu+t6ZIczqme1ejcMqCAARXvn8rOfdc9M4r6a7VUZm4b34jXesnRCEGNVpm69OfjQu1Byw6fvNSy2oqLC3UPintogBihAUcZMpneZbmaS/qTZMpIcRgmutCswlFAVkGFRI52zS2bSWmF2OkTMM8GBndLoRj8+F9B2qGpRkwTeI4FYwyBSupSEnhlIVSq8Fs3bVtShWFUnAc6HTAtkEICMZaFqkB9w+MegDQ0BsKVgpZ5GVuUassSwzYZvYonMYRWWhbCx0zlwnlHT3bbMnZDa3mhratEmUQDZNYZqm0dXNDy+VlpmBlwV2YpBOKqUqRY2hRJNuebXoxlzGW2NCVmRbrT8NkYiaBNhnhh/bvPbBfjtbN8aTMY/NQabvXA84h52zzghslIi7HRVlkRWZQo8qERCl0Rl0XRn0qsZBSSpAKVjzdkwXuT6N9a6HMjFmv44f8tw+nZVRLExSkke9DXooTNm0DCSizTmwehCqYwqoWPz/zN9U2gYS1aE1KiczhQw/LIMp/+9j0ppvgM9dpm5f0xx6XZ56T3HknWBaEibjkEmXv3vLEZ5B77gHPg1u+m//ZB2iap1VPMdESJr1U5CkvH35yjM0hMzNHs+Ya3mSa332n9q37fgm5/Qz33BtugNlZME2o2aajM0oLXcM5itqz/NWXsuuvh5/ck17zKXr5n7Cznl10ZkrPIRtmDaJHliXrtmEYyLLA88Cti5qlLy6i+36uXHCuOp3gD/zV8lsu1y6+0DnrDLphSVz9Z3RlOnjJkReftvHkAvgT3X3ff/ye6352o0zdk2oXBoH87nfQJz6u7+0Nv3FL9pxjDwPNv793rx+l6z1x5+92/vGX3gPCvuSYlw1GyfJwmEYE0ZCwZJ4d3jTrMy1VN/NhVwMsaoanUW3/SnrJy2kYoIvOh5NO+s+k5P7/sxjGwzRPCSalLCtNvyAJ/gDBEqWYJtOW2fJ0r/qwOvJWXiKKoria2zAaohAmM1ORPvXnVRBMpJR5KQhBlFA/9dejdcuE+baB0EFaYkU51Cye4aCM6hijI48E04SHH4YsYVnOZ+3ZftRHSt6ZKZc2SpER3cwJJp4Hug5JApOxRDSea5mORfxQcA61GuimiIpJUPYO30omydSPMhWraZ6qijpJJ22rLQohJTCFSSkJQY4NMqlD3KRFvSzJlsYWLNyW0Zm1Zxlhi95iTat5mpcWKQLksloQlrv2cgyKwdT5jt5uQ72GHYsWKFMUKKTAGPZO9g6j4UF1FgWOWOzM1xqeVpOZEfqkjOprw2jH+oG4nO7urk6iZK3HW/qc4frtujYdGBSruiV2rK6vjRK/7KZoPIgHYRZaquW45SQO84zynI/DSC3qT+yJs4TUXSYgDSZEE7PDvlIJX1kWVFp/k2mp6pnJDhp6mao5Z8/t9/djjBlhZYEN2bTs3IBWFKJWjSksyTIYj2HPLrJ7f0SQqqpg2ELmzLRyjSHLOjjRGOHJBLIinZ+lIiNpnlb/tShEJXiY5RlCiBGGsNSs1HVhOOFJpFKsAYIkT8oS4gSPJqXrQqOmMiZnF6KTjqzPLHCfPTYmj2tusGkDM02YhGkw1natDouo7ujGHWs3rwTLaZFKhc94znQKZSkJkZ9+9D2f+fHNMF24e/mORFkO8/EojCROkzzmvhdFYqalKgpKUsmMbNtC44St88dv97Yt1jfP1RY7rm0hTEUSqlmR2SauNdPuMBn0kcMcg5rBhD6yM4jiYnHW0lTFZPowyDVDICWvnExqek2nepVgiVJc+cMrExFfdOTZx9ZPrxqdjmkdAxh+tuNBUMMShG6Ke9d/mEX6Mztn1/GSTNyrLnjHA3969+mLp3TLxy/9+muvu+uGHYMdgQi21rZub27XiOZnfl7mTaNZQpnLnBc8yZND7BYAyMvcpKbIBQCEWejHmS42RHGpla2Qh5ZqVaXkSEQ2s/My70f9OXtOFCIVKUa4ylEiHgEAliz1jSuf8REA/KH7/3uzJYk9OWKLc+fyre/+zsdAWG844XJXtyVJHAcck56+eDoA3L96f12v/2L/L0DCqRtOzYpse2M7AOwZ7Zl3521mBzxo2OZs3cu4zNU+UQiPDUrhk3+pfuVLyrXXwhvfCCc+g7zmNei9H0yK3PjLvyq++c2i7hHDjXHJbrwRnn+R8vrL6OOPw9Km/JOfhLPOIN1+8WcfBJDIoEYcqF++gUJjJ8hi0VtUFVUlaoGyWr103HyQ9E3VNFUzEpGUkimMYNKyWoZiVNwyRQHXBc8D2wbDANtQFaWMilFJfKIFbiPF5rDW5EcuzszO0Gdsadcsc8/6aLk/dWhtmmRUuvU6IAQ60Q8VqqpgDDwPZjq46drjZLK6XhjYqyauKIsKQ6r4BhSrq4PQtbBKiEE1ppdeg2uKPtMwHbtMynicjBXeKEp51OaajpxClpZq1fSardpVrysAtGq6HwmRFzrVAh6oVC1lqSrMZEYSoyKxRF4Oi72z86VCRcl1BVFKQdOAUqjAEijJYFA2zXpRQJzHuqJLKSuvTFEIilVVhbpHV7t8HPA81vuDIhjpa/1MiHyuabVrpmXgpU2i3dCyDHk2FSgK8hE2pkdvmHNMZeNMM4moHwoAULCCEfZTP+ThorMICHYOd5pKo8ghRYNJNty6SX/Z+Ut/9DL+/VvJhc8xx3HwvOcXH/0onH8R37MbH3M0+cEP4PTT4ZZbgBnic39X/MU105CHiUiSItzY7oymfN9aqDB+xIaZmMdBFqQifd8Hihe9sp8bKyS3v3XdqfPzUCm2UEyrBxUjnObpIUuMMAsNYlTLJIcU01wUvKk3NaoNk2HIw4hHEY/6Ub/mqHkhNabc+KXimo82L7sMveyPlLPOgq1bCGHi77/qv/ayfGVn42svvvmByx/63iv/5bqLrr3yjLe99Njnv/bUF91zf3DFFVCmFkLohi8o3d2zbbxlMhUPrD5yx97v/5dvPHd3+LuN1pGXH3vFoKfZcmHLTGOh1rbRLFNM14VSloRI22BJVuBS02Xz9W9OVlfxaafBZz8bPs0UrP+9EyxRCIJIBVOledo0moH4NwkWQUSUYpJOXM2teLiiEIN44Gd+WZYqUSXIqoxYuW3kRa4g5Q+uQhVatSKP4lHEoziPLWrNOh32e7khjWpZkWGMfe7XLd2y5WgEZQnbt4Ouw7BHJz7XiOZoTi/s8ZyXOZ2fhzjNZUGFOCga7tUl0NSgRhYzzcowyXetDneujAmihy00ti819dp0ZbUsCiRBhjzChY4yZ72fdbvQ64Hkph/HhkZrzazRypExWmg57ZphGng0ySsSdDUChSxG0Qi4JePGaJLbHp+bg5ZnGurBRg+NaCEPB/FglIxURQ2yYDlcPtTWRxRkGkrNJZoTb15wO011Y32BczDL9s4DEyJaM26dsiIvyuM3bNOp8tj+NcC5SY22VZvzPIMajurirOlPyN61CQYlHTW7XTzxC4u6OQ43LioiZVE+nm1rFp7xwxwrZVXmQwilKSR57Fla1YRVRV2v17V6wpO1yXDfWmBZ6Mj5xYUZRikkgeEnSQXRLi2ihSXRapDxRBZl7posSaHimUoJVRKW51I145plxLGs6oNQMUwVeohUUX2YFRlj4HhCo+p4qPTW1Cd35Q8/xscjaVoFY6AgpToZM8Iqj4j7dz+23E1Cn3IOiGSGhlcHkY49gzofue0z2/7ytA/c9nEsNaYXGlPW+vw1X3/rZ+75EhhjwPiBA08YuEFAC0IeyJ5MvNEI5hYAiGh7hlvnJeKQ67bqRCJ6qhoq0zmU1I8yopDFxmxjLljpReO+vvNJPBkrZi1cWlLmOxohsLICHbtWKNEgGmhEqyosFFMJ8vbdtx93/XE3PXQTBvzuc97KM8SwOUknR7WOQrn+q9UHmF70wl5apHev3A7a9PmbXpHnyKlxSuWR7SN/etlP33Pmu0pt/Bd3f+rK710FEi467CIAMKiRiMSghkpUi1pxHldtjJV2w6E1TglVQBn4E3+KFeEutNxOUy1lycARpZClHCZDKSXBpBf2DGo0jIbN7H7UN4nJc26qZsxjP4l2rw5bnvmuCy47am5pv7/ruvuuk6X8i599/B13XC703htPfOM5nRdrxEn4QfXC4zrH1fTaIJjs601+8PgvIK1t1U9c7YcNZQvKzD2jFRUZeZmrWAUA20JtuzkJhaXatklUFcqcaEYpJYzHMPHzrfPtt78zuPxNmcjUd7wz+dRfl5deWm7aqLzznfDk4+rGJfSFL+Z33V1e+gr1K1+Rbsu/+47GDV/Oi7L4zGcgmuq4/QQg2ORuikVsq7bDnHEyXg1WdarX9bqf+XW97ulezahhhBVQcpkfehM+1a9NgtSpvrWxVae6rdsA0mR6y2w5mkMx1RSt5Vgb521A5Z61aRyhDW27sobUqX6oXPDUQAg8Szt520aiim5PjkYgxMH2VYMalX5mf8QtXZMI9fuQJshQjWHgOxY1HT5JJzznat50NHvzbNMxDJ3h8ZTbzAYAQKAreszjrMgQLhVV7B8MwzSsPDTDqIh85hhsyya109SWJwMV6xRZQdFrOe5wCOvr4PuAELgudDqwuECW17KYp1GoIEA61UUpCCJ5kYtCiIxSCpuWSJrKdb+rM0q0ZLatznbIxk6LF5zHmmFnlq5uWlRzKbLIgNS1mB6W6/v9fUfPHH3m5lMXO+7utfHyat7vQ5bhA8EBKeXm+maPeX4aHehNZpumxcym2TSogRG2VMtzlO/8k/unb88liT7+cdiznx+5HX3pi1QI6PXgtNPg2s/EmEUffn/tB9+u96O+KETdYTPWnM2sVhPHPMIIP/Zb78Szuv/0NaYcfiug8nnHnrG0oOLfZweVebxFrSALQh5WT2yQBRWjxqSmLGWWZ9U4e4ZX02omNaWUhSzG8TjLs7wUmdLd3x9Ok+ANl7HPfXLmb78Q/NO34rvupN/6XrS0Jdn9m6XzLkq+/Q216bEj5xcvPvq8j19w1T9f+tVt8Wv/5PVSyPS978GvfZWWTWsf/oBzxhHbQR/+zYN/dvmPXuIr+y869vT/cenfjn0uS1AKRyGKhuoyVxWMbrkF3vv+/Es3kEcfBUZJf1D+yWvJk4+xzVvj734XNO3pha/gf/MEi1FWyfZUprZV0+yhrQUAFKyM47FKD3bzBlkwSkaVnVySJy5z8zKvDrsVCPTvXgUBAgwFFJNsMu/MK6A8dQMAAI1oiUhiHhMgdbOeo8A0YTwGhGDzZhAcr6+RaSjqeiMrsuXhZNijQkAJeRyStTXo98GyoEQCSuCJikumW5lmJTojRyy2ZxomoMJmNjUilaJd+9LBUPZ6EgmbKtQwZKOV1+vAFL074MGUjvy4F4ws1apSopqjxhmPklyCjCMlScv1aT+LDIbsmRZjqmLaWSnLp2IGGtEq+i0AVNtVZc76B8MySSd1vU4I8mzVcgq3FbebqoBoEgcrw9GMvrnMzK2dLSqhWWjUHNXzFNdwdaKPp4VKCNPzFA82ddrbN9uEgsGoipmqZ5qGbbvsDwt/TNtNZfthelqGgwGkKUgJvg9Ej03VLMt/teghmDia02DzeWy5LhRKkOZpKQvLgrmOWhRllIhmEzS9pISoqjRtHgWU0FIBdTQRkwn0ehAEMipGxAhKWdi6lktRCKVqR60Kx4ywilLNCKu44TGPFYw1hgkB19TaLVyfncx1tCQmPM8VrKR5qmBFp/op86dATh9aftKxwTAQwmWS5angSxvI5kW9O0p2dfuJSL7w6y8+/8aXf+L2LydCvOPb7//qff9iWPzal78T2OiXqz8XKdv1JDZVE7iRc+o2MksnYRYKKQI+dWyl08YgzGkUV0cOAMjLnCiKZRe+DyIvqDRN1MjKeLkXdDqwtJmrWm4QAwAQgiBJZ5yGrujVe78a22V/+U3fe9P5/3D+Y/3HltylWy695TrRDCcAACAASURBVOjWUSX1ETcH8WDWnttiHh+htZ3jndNs6jL39t23I1Rc+szz63VI8qgy5yaYfPy5H//2Jd9s1LCfxsCdczadI6WkClUVtVq2juZIKYM0kCAr6KUKUYiyQHlm+AHe0p6r1UvGoGW2dLOIIqQgRaVqmqeAoOqi8DSvWrOMMIlkzOOIR9M02L02atesDY2WgpRPXfgpALj2Z9d+6KcfuurOqzDgq8+66lMv/BA1sjRQ+5Pfy4hJcqR9CnD7tp3fe3T4a6bl5x1+xkis1B29bbczjh9f7q6u5UVqpoIDQKvGHF3TCJMSFAVsk673s927oaop64y4rPbCS7qvuNjlovz4NfF992FVhZe+FL75z9qOHfBHrwzqlq0qqtv2r/20hMz+yJ+Tn/8yu+46AGNUKlHTaBrUCHlY02umamKEIxHNWrNpnhZl0TAaAKAgRUoZ53EFqU6SST/qr4fr42Rc+edEPDKogTEuZWmrtqVa1fgTTCoRJld3oyxcajfnOlqrpursX+eikMX/ev4EAEu1HOa060zgiabBeAzL3QjlZlkijWoipUGaMGTEUem4RRQhE9fXxmPLINNsqlLVUupZhmquwhRGFerYeBryiptfOZbazA6zMBGJZ6lBnPWiEUXqdFqOg6zZQITxgqtFgZi3vthoz1mdpAxci87NgWUBxmCaoKoQ8WgYD4xWH9G0u44DHyuIVh24VKEKJlGIKpBvrlYvZGkaSliMx+lASgmAe8Os3dAyGTXMhoKl4WSWxoAmIQ9dW93e2v7M9jnH6ReN+5pJrQP9UZRme/qr/hQ32IxGtK2NrZC5fb4Pk8KgxqFhNFVTIxpVyFXvql/7hZ7jwFHHiO98Bx2+lczMgOtCty9OPmv44fc2S6G+5o/J8y8iX/lq0R1kbbvumHRvf/2272n/7b/S887R9h+QRx2bbnjubaCIy575kqdOEEZYwYpGNYLJMBpW1kOJSGp6LS9zi1kSJC94kAWylFVqWyn46ESnhC55S02zuVCbmau7WcyCNOAFV4vGOAwtlx93nLznB53XXuImefyO/6a/+GLy4U8f+PUvjCyhv/sdvOAFkPr2q18ffvSj8IE/E60GuesuoN3TAZW37bq1KIsrTrviWy//joNngAZbD1MA57ffUX7sY/DqS1m7DS9+MfzVJ4v3v49ceCEccTg57gTxk7t5zbT/x9dK2+P/7n79/2z8f5g+9X8/bNXuh/0K/zdVs7Jpi0R0CG4BgIhHTaOJMR4mQwy4ZbYwwlme+alfKWXHIi5l6WleVmQHpdX/l5BSKqAAAku1RsnokM54FZV6tau502xatZ1v8Lw8h8kEajXYvBkefEI9sMLrjtEfa8NofPQGt9MGmuaKMKkClMLEL7pBpqrONBQzLbUfC0qg4VnVEaQoCyL1KCppUYRhYjj5MZvrjECeQ1xow2nq6pbrIKQaYSKCONOQ4ydGTIBSKEDFNFvt50yxgig/0J+uj/DSbMuwRBTRhqNnOOEFP6T7BQAhD4fxcMaaqTq8gixABK0Gq0VZtMxWVSOoslKHOSIXaZ7azF7z1zbPz6qK0guXG3XV0xoMm+GEMOQUxJfpTIZGtqZzjgdRcPgGrRsNTF1t2naSJ9sW6qEvV4dIdbEoRCQSJj1R5IYBpbTSvG9TM/CVIIACpQpSQp/EMQTBQTNEXiqxyCwFzbQYpQwA/MyPROQwB2PoNHQJiaJQIYSmaHmZIyJadXUwEjVbjzNet6lplT4fpxM5jIYb2y0AIIyLXC0KyDI5muQlIZQiyigvOCNMRUaYT4SAPNWAgG2DU9OGUeTzyaw1h2XRH2WmU2KEmcKYwk6aOwm49Yj/C898CyacKGDbsigTDKY/UR737yudPduc4w3U/m3/5++/901/cX8tKMaON3PTxbeff/RJH73rY/3+5Im1leM3zYWJZ2osLxKmJQpWLGa5mrt3tHdzfTPG0KiRPXsJz3OEEFDgBacKlTjTdOmPmWohXVeOP7yxa3WoMDXMIkYZJTRJIEz4xiUlDJR2fXacDYqy8Ln/1/f+9TW/uCbmsa7qbz/l7ZefePmm2qZSloNymMR6UnAD1c/Y/Mydj/78rr13XXbcZXftvysW8UmzJ7O8FcYFL3mV7lTxgm0v+PHrfvTWf/nTxw6sHeGcWjkteppXLTqCiau561G37bSfurj8MM9S4uqWYYCjGZV+h0a1Oa/x5PLIslyikDzJ/cKfs+cqiXwAqKRbalptJVgxStMsNhBjWrMPYrTnbzn/vM3n3b779lt33mpQ46aX3bS9sZ2XvOPUuMjXRrzbKzSmrE+z42aO/ln/h9c98LGCJKdvOLNu20zFJUq2dGa7Ys9y/sBZi2fnKVteT+cajDJiGNAwNAVBmgKRBpC+aZhRklOdSAnBlFq6euV/L1mp7Njrv+SF2uWvANcFAKXy5KmGK8iCV76k/qMf8K/ehC94XhaPjG3n7doBMGfP8YLX9Frlg1kJj5mq6ae+rbrDAcYYGAPOYTXdm4ikGg0Tm0QhfupXcg+JSFpmq/ILr8jg1YhVqKerujrR+1G/RmoKghm3+dS5KMpCof9OglXZAXU8b2U9nG/ZrbayKmKGNgwGAJhNwkTI0jQ1wlKF5o0aEaHlR6varFRKQ8PmYFjWWiKXnGIKCApU6Bqe+KLu0eoBNlXToAZCyNGctekoj/R+XBKC3VoBOA9DXiZOqQ2Yqi61OilPF+vtkoSazgwDJwkMh+A4EJexDs1tC5hwt27gKc/GI0y1zGxYqqIGYWmwgxYRXr1Ih3YZNRyk8Aj1oq6UYc00dQ35ofA0z2KWLwNauEEWNl07QykU2mZ47imbttg2IGQoVPxu/45tG5qaiiZjbBiw0Tzml3LnutiVlyf+4S7GbACwlPrxJ67f+fOpaWOvVlZUYKIWBevhiff2t2p5Btf+bfrw79h7ful8+M9Hz3uuc6Cb//IRVkQSSoXQ9Io/1Z598Z7/cvPdLqs/b+vz/uAqVaFGJWpWZjGPSyirXUxKqRPdT32M8DSdAgJbtQ/9appNHeYcqgu7NrUDu+BolHEDWVvmGpNsRBVas8wv3UCefR694m3p/Xe7968GN/4VJgJUFeIYXvpS7ROfCNM80az02k/VXnUp3PZ3z4KXg070ay+89rLjLwt9QrT0sLnGjl3ib66dfuOfdYkz4BbFcMaZ8qhTJqOevvtReHwXnfg587Kvfsk67gizanR9uuM/hmCdd955N9xww3g8fpru5v/lIJjYzFawshqs5mXeDboGNaSUlfpiKcusyAooJMiQhwY16ka9eptrRAt4wAhzNGeSTapC4f/ZVSoKTiELpjCDGv8uT8vTPKYwiqlO9SpjcxwoSwgCME3YtkUdTXkSI9cwPA/V6gXGkJe55xLLAsbA9jJKIZ26mKYYI5WoYXpQnkcIGIyK0CcqUU03KUkgM2PnE3R1FcZjgFxLRRrH0O8DLgyFirmWtTRndjrgOEAIoFIN4qw7jrv73XV/oLLihO0tW2drPc45NFy9kMVTMb9EJCv+SiUSGPJQSulozow54zAnzuNdo139qF/KcpyMHc1JeDJJJ4lImMIqnkRe5jWj1ot6NrMtTWs0QJVOFEupTnsDIYWWRcxxwM+m03TaMTsIIV5wT3cRLmsNIVJ9rZ/0R9mx2xpA0iCAagvJZFCrgZQwjSMRm4QApdBsHnTLsQyisqLRgEMWMSY1E5FUR3ad6pW8UJZnlcUQL7ipU8vNJbeQmgiI1qb9lf1qNq0td6OVfVq3C7nkeaYOhxAluaaSWg2VJfCEJSKbTCCZOv2uumN13TbUVgs0DSqDsDQT4zHWqBZl6dhPTdXUiY4QOtw5AbB8sP8bUppBkk2iJEp5KdQk0C0L7h18HyS8+NgLfvaWW268+Muz5MiAh02rfutlXz9j88mjEXrWzLkA8ODgvrgIF2ctWzMyGSIlR4Ac1WnoDQw44EGap4xB3TIHE1EhWBU1MM1TomadltJsgmkCU3GrzvoD0fPHDa05mQrfB91OHUMzTQh8pZTlB378gY3XbPzoXR+NRfzSI19652vufOMJb6wwEoxw3agBjdJYUUv3vO2nAsAdu35skfrNj90MQjt/9lW8yNaHkYqMp6rUIIQ21zZ/85JvXP/Sj9f15ko/LJ/C6RECcNrcvTYY9ZXRCHwf4hjWe7kQyHbymboNSGpUQwhV/J5CFnN1b2009ZhXwYQGNQ4pcgUiqMRUXealoWbrWt1VK0cjAAh5ePVzriYKaZrNW1916wu3vVDBSspTgxqubit6SJiQqKCmf9bWk0HKUTICCce1jyvKYltrW8jDbY1tIOGR3iM6Za2aZjhplsF4SHiqhD7t9SDLwLbwxjmL2b5h5XFIBgPIIZltuDXTe/cHJzfcIC9+Ca/cJAHAz3yb2QghjWiMMEbYNX9NNm8iccYB4LkvfxIQLDqLjLIKXFQVNeThNJkijKhC04ipKpim9NOgOwr3rvt5avJYL1JDZJRnyGGupVrL/jJIqLhBNrMrbsOhd2le5pUTi4KUVKSxiA8BmVVUfhJ/8OqrvJX8zGdErTn6+niaiERntFmn7TYoiJRl2WloplkyoiZ5YmhEYwrKrYiHRCFJqLo2zWSQFZlGNYKIKETNUf2Ij8cQJEkq0m7YrXZTJBXOiyCgcVxKofaHojfKhqPcc6Ebr8w78yDBT/0ZZ4YRNk2nAKDrUK/D1C/6g5IRVdeIYRVlCYySRgPHqej1ZM5VntJDXMwwTXWqJwkMe3SaBElWiMjUdbQWrIlCVJIxuRSWXTqkaZtKnisrB8jFJ590yrbFeh08T7q1/JhNs9KfZZTqFo9jaPGToVQf3rcymRZxDIeKJZUPd5rCYIDmay2j0e801arzXUo5ikemzhZn7MkEXvUq+M3DwY1/Z51xGo2GtX/+7vQX95hKsOnUs4cf+XP80/smr38D/HjtO6ANz918/nQK/N/iOxRTjHDM47pW3zfdZzP7UIt9xSsFBEVZVI/foWWCAT8VrQCAek3hKQkiXqtJSpSG0VAVtZLDuPRl5v0PxH//D+Ernzd39IljwHkcw7nnwj/+I+hU3TXcNUknF/9Rct554O94hi223HLJLa87/nVFTkbRVEr5+eu1C892b/5BlxH28kvEP35FXevmX//O4PWXJ395rf+je6b9nvI/2XvzYHuyuk7we/bc8+5v+61Vv6qiqAUYKAENKQqQTQRaiZhARtQwHAId7YiB1m6n549pNMZxomMiJqIXdCZsg9BuozHAUhwlEFRgAGURZKlfVf32935vuVve3DNPnnPmj3Pr/h4FTAczQBih568X7+XLmzfz5Dnf5bP8zefrP/xD/YPfzx3qIECbN/q7N769ClbXdT/7sz/7zne+83Wve91b3/rWN7zhDb7vf5eu7HszrALyYXY4DsZgQBnlc99GBrZS5RL3uDh+cPKgrYTbgRCyDcGQhfvJvvUAN8Z8U9WyVrUUUUOMy1yCiQb9jYcJKipZBTwwYBBGVqC534f5HCgFQTlmq66D4cB1kWfjPwx4AySar4q2oRf3wkWRnpyEtcEVUp3E1ieBso4hUKlIZc1csx2c813QGkYjAOBHWdcPtGxxnpMk51fy2YPnnShgnAPn4PtEcmhxbm6PHD8ZDdyB53W6q2QdcZ8SaktuNosqZTkrZn2nP/SG1uJ3Vs461WGMAxaEIrTCjKt6lTTJVrB1XByv6hUllBNuE+uABxo0MkhqyQlnDM6fpU897YZ+vTV09vdRHMMgCA6zw0hE9tWtW4mQXxc8GJTDyF1l6sJO5HLai3GaS2OY0v7t5CTmUgjkh+rswCkKwBiGQ3BdKEsYDMiiraSpCazrcAQTQUXZlpZojRCqZW3AONSxgFYqKCF6Z+TeOm6/cvUgmdNJD49HzYUgGodtldJbh+0k6CEBQKQAapHCT14RT+ers0PgHMbe5Gj5NOYtwHoBUh2UOe/1atX0OqiLzAxj6jOhNaA23PV3bqfTp04OJv44qU5iMWhBn584rgMfvfpRQPDouUc94fzUi//JSy48+L7PffC1F948RLFtlLxw+MoPOv/5S9mfP5p8/1602zWMiNoYrkBFIlJa+cLviV7apMaYcd+7eZivMjT0YKPt6VGvg2YzXX2XljI9uNWJwfBz8489mX1+Xp0QRBBG05n64BMfWJobgNSr7nrVe17xnpececm15TWp5KbMSTHdGcS35tNxP3hZ/2XQBn/99JXjqfqjL3wapP/2l/yI47UGQ1uMjAen3xWPeXmTv/zCoyOflkfO/nF+dis0BrIM6hr6oRj0Sc1u+34kJbQtCLeLXWP7s12OCSIU01a1J/mJx71xOE7zsKizgTewQmucchuyN21HXT/LzVPX89Bvn3fxTKv8Vb3ymFfKspLVS/Ze8uuv+vU33POGkTfqdOcxL63TntNzmYsASZxQ5nayfWTnkYEzWNQLQPC8nedRTEtZIkD3j+4HBF+dflVQQTARnASi1ZJPV67jQK+3/tbGeGVRGCS3J5GRkOksMIHL3Gkx1aDBQNZkVpTSQoLsvY1FDABxRN/7m/r1ryfn72vj81fgAO4Z3yOIsIsPxfR2etsYU7WVj0dVB2GvSZuVF/BLwfD21a8Owp0OSoQcKaEsgXMIQ0cQoUEv62Wt6qE7dKizKBeWfckIs9VBAGCUzav5hfjCaUi7gTWx7llLXylLTrilDUY+P5m3i2LhM19rSBJACHqjJvTCrKld5uZtHomoAzi/1bt+fLgVEZdE1KmW9fJi7yJBBBEkley5fhdnaVndmJ9cGOxtDfxlvWzLpm2Ix/3x2dbnrjaQV9VKTkeDaNkeU0x3g91FtQAEFt40L+d5m/ssUAo0aouUKwcEppx1QrAio0WphgPqIFnmLPSILV+VlZ4umnOjyB/AqCVfvJUSClHYcHmR0FXWndRd7TAHAIDWo2GU1dXtA7Q9Ime31oWftElVh5tlfzqFm0f8nnvaYShe/HD/316b3SovG9RZe0HXhfUkF5Dn0LbgBr15mrqK8ABhhCtZEUQooUYRjIE6tezQT/434qd+Ar7yFf6ffn/8/OeRV78aljroVDadNa4bffDp3wME/+T5j7amSFOuFDgOeB4wBpzyqqtqVVt5Uutanbe5fakFFWVZAlqX0wBAKmmbP8963IyQKFYBUAWSAMcIb5weBBW93uqlr5r9yJv2mq7R7fLqV0YvfKEpdbqqVwgjWxz9F79+9PHXePm//fAnxO4nAa4fzvKUffrjWwezFLXoVa9zfuM96ZkzFNrm1mzloGh3DKMwaromqZfRJOtvE1sNiUQ0ldNvBez5To1vL8D62Mc+dnJy8oEPfOD973//2972NiHEm970pre+9a2vec1rOOf/5f//ezakkkmTEETuGd7jUjcpE0bY0B1O86lgQhs9z+cYY496FguyGa1qAx7UXe0xj2BiDSMNGBt4PSt+smYODFjAA2UUI2xjCvF1F6OlNS5kiGVt5lAHY2RjLIzxhfNYlxJprpo4lTWF1hrXaAPZCh8vs/Pb/WHIO6oGjpqu0MnCJAiCAFwX9hNdl+r8tn9rNR8GQ89Qx4G6hjSFKIJKVUfZ0U60MxSoqMWyKK8eznd6o0GPris6Bsq22xqjTAIh2ApMZ+3aySES0f5q3xhTyrJoC0aYbcxbOEspy6dmT438ESe8VnXf7VtTvKJdiyU6zDnOjof+cOAMem4PI3yYHe5Fe0VbUEQFFYHHJltdPo/cIQ1DQAjaSmjQQ29U11CUZpqoEDNBRVanDnN6ngPSAwCXCxU1pmOOQGe3gg4yjLCD3K6DPLfBJXgetC0cL6qkSyyaYfM4fOYv66V97lYKX1DBMLueXFdadaorZKE7mtdqxzv7A89xhdvVsp3NnUZVO3uMhEQoXJYwO5EEsdUJKAWUMMpU3FP9HlHGzPT46sHiuWc9VzBbaHRctdIHdw3cg/3OpW6Syi0fTaeQ5PXz915wW/6na83nL2w/Nu1mvUEvFrHL6H66/9T8qVCElrMGAL7j/NNHf3LsTW4nU41axvhLz74Y/rr71MEnfuUHdbrCngsC4VrWsRtbTlAoQgMmFnHWZD73hT+rSq9spJU86HTH2Vo+zaGOlFCX5MZ0PomHnNDf+fJ7//jqH4CGZ6J9BI3/osmrf+nR/+4tL3g9QmCz9k5p1fJcgVX2x9jZ6Y2wFnXuX+zfdS29/G8+9Zt5rl5w3/n7JncdpAdx4EFN0tS2wNYDI+xxz66JZybBlcPZrSMsO81ER916Xs3Ox+enxdF2NB4EAwQoa2TVaE5EmtAqcxYAyKHTYtqopqmbsT8e97yTRHU8DXhwUpxM/EmWwe1FUUlRM5LLzKVB2a4Ol8vtXg8BWtWrRjVDb4gRftdL32WMOc6PW9VyzAFB3dUe9yb+ZFbPhjDUWod++KK9F334yof7Tv+RvUdG/uhGcmPkje4d3QsAl+eXNx69laxih+8JH59aPGxX60ZyY+gNKYeD2Wo73EaAMOCkTu7u322naNqkA+8O6uCpxVPPGT2HIPLgQ92/+GeB45ZfWF4BA88dP7fu6sPs0B62KBeMMYG9LEXUT9KmjZ2YEXZzdTN0gt3eKGmSIBgAgNYwm4GhlUvdntu7trxGEWWY2Yu3L7v1vbCPpus6K0F8en1T+psAsIwxhSz6Tt+AOc6OPe713Dhpsr7ozWbguuD4MqkQAFjb4LzNkaFdB+e2/eMrKi2awU5TyDbkob0Y6ztOMOGUBX0u3LFneskCpIoLvOrH/C4yvr643ukWIaSQUqB6wdbnb3/tgfEDDnO6ogt4YNsUEe9dO555yHEFRay5927R5KAk7VAXx5BX9NZBHYc88NtQcGNwkkBdw8G0CEJHcIwxdNAM+wQBBtRFHjqYYeHFFlAR8jBvckqjw2MZBnh7st6IK1m1qm2zURjC+fPwxS+Lk0U6DMO7e/dAx5+eX9XaEGryHM1mMBrBZAJaQ9PAzg4QwsH1TaOyFR06YIVki6ZqMjHsQaELVQeLBfT78MAD8J5/tX4WqN764o2rO73+7frpm6ubZ6Izr7nnh7Im2e33tEJVBcslBAE4DlmUi7qrCSIMs7IrtWSLVFOeRjuxQ51GNwiQrVkqo5I6sdrFACAlpCkQApSCNESb1uGi6ZrTRkyWyK+NtmZZhSxcqu95wcFRW2KJB+7A7h2ccP+++hd/sfuN/2nvX/1qC6yEJobOATAPvVT9L79aPufeiQiqVrUAuu8MGKFJuhr7PHKEpcpumBaMsIEz+G4ruX/bGKzJZPKOd7zjHe94x2w2+8M//MP3v//9P/qjPxqG4Y/92I+99a1vffTRRwn5Jl32v5+DYjpyR9Z0M2DBEpaVrKSWGmmKadM1R8XRA5MHsiZ71j82XROJyAZYLnPtZNJa21TM6uicPhhjjADZZdSjXqva0/UwO9qujZxIEqmoMmCW1XLgDSiFwQAohbThpZZCsC0vmmXm2lFitPbcFis39p2oryLPAwBBhTSN55sxJsOesqteXeHAlZzzsivP0rOhY5ZLNBzCcgknSe5SN2/yWTHzSQ8QunTeQy0v9LybDQOP+j7ITlWluXgO2rmDlQcAdqG0kFXbNZuW0w2thhG2qBY2dyGYBE5gU3+XucYYl7mLaqGUSps0dmLZyf3Vvs/8MA4xwtroqquGztDlblIlk2BCMfUjyVR/egyjEcQxHMxXGEbLljEGlMvxkKIa9kbi5qoYBIHPgtkMqgoc7qRd2o8DABDafXpxEIpw4m8t5hBFsJmk2MnSac1YlDWZ7WHZwQizVu1WgHFaTHfEji1qnonPUEy1dFbTaOCinS3KOQDQQFBnYp64VTisClweOwAAbiFd7CINhIDjwEnK06z1PVehdncYF6W+erjc7vXnaSHpLPQcjsOsXfV6pitI3ajbR4YzPdqS33/3c//kuv7UzU9djC5GItoKtmz98qPXPgoALzv3Mps7WpyE1tqAjjzHQB0J/l/B/T18dj+9mavkwkD6Dq5K3KhGG22roQEPqq6KRGQTAEAqitDRrKSc7RcLTuK86FwS7q/ykDoYAxCkyPLes5eUkn/55BfAiF96+T+1mAyXug9tPfSys49dO5rtH1Wjnrsoi6p0k6ItmeYMSwnWqCeiI4NkENevvP/7/o9P3PzNJ34NHPkj538BAKymaNSD6RTqei0zZofP/bZr7dQa9Zwnbh3cs7Mb+m5SN3f171qUi1KVTdfMipkN9JU2WcI9ARfP+E0F14/rmmR3jXaO8+NSlp7reXkIJlda5U0emjOdVF5c9pkfu2p+WN2zN1pJnRdwrZ5vDb28zYbecBMoIIQ45Xmb17Ie+2MLKIydeFkv7VfQWr/i4is+fPXDL959sUe9rMnu6t+FEZZGgoEriyv2PA515uU8hvgbQZyCCKVV27WIoaZrQhHmbb5slgSIAYMB30hu7Ia7G1z/vJq/80Pv/NhPfgwjjBD6H37ZeWp//vsfPAKA+0f3b6ZN3uZb4ZZSarUCQ2c+d0IxRoDm5RwBip04cIKD9GBtjYUhiuD6SXFxN7ZyboQQTjkAOMypuzrggfW9aEyjjU6aZDfcLWW5MfmGb9EftBwjW1FwmJO12XY4XB6HZcf2xsA5pE3lMte6+jDCCCZtQ10XMMJ7oyiti1bzrWBrWk43mS3DTGn1jPkSi1zwfUBIrBo2K6d3D+72hU+AbEfbaZPOi/n15HrEo57bM8Zo0LG7jujzjEROSMRqGAxPitZ3ApfC0YxAXIc+7G5T5HZdEXSmsIlo10Hd6P6k3ApHyyV4QVeb2roRhyw0tMRUHt30s7i+Zw+YCZ88uoXCXYPlaIjoM8jUtEl9PJxn6K67gHN4+AH++ctdK/VZ/xJodnVxCwHuVLe9zTCG5RKSBIwB318vaD73CygGPDiZSUm7933pN1935q07MaNc6kptDZ00hfkcBoP1Rqh0awAAIABJREFU8W0LxUrs9KPQJ7/3ud8DgB9/+McDHqzqVS1rl7lBAI4D84VZVAkAhCw8Nzh3kk2J7E+zZNgTTS2evDU/Oxp2qjNgAh60qk3qxGe+lcM1BpIEPG/tA9u1ZFmqUegbltq8Lm/yRjVKK054KMKz8dntcHtWzmwLbyvYCnl4+r0IRfg/vru9dTPhhPXc8dkzeDyG3V300IuJNHmP7B4tG+Fj2oy2JxjR1qxYkiDOIQzJwBk0XbOB6HwrzPR3cPx//ABjzHQ6nc/nWZZprfM8//SnP/3KV77yvvvu+8xnPvOdvcTv3rDN40pWFuHuc9+AuZ3e7oleLet5Od8L91rdOszZ2EIBgJUetUqbdnOy+C27JZ+2hQcAa5glqOCEd7qTWrrMPQ1assNqazHMBBXaaI96CKGkTgDAWhRzwqloigIQbZhbtexgZ+RshUMnqJlXUUIsddbK07VdG4jA6tQ1bde1GLG6klXf6TPCFKp9H1Yr8KN2mpR9Pum7fYLIjZOF4dkk6hHWeSSi4UJDN5+b6ze7poGy0pHjqWa911l5vU53aZ02qknrdOAOqq4KeVi0hVTS3jHbvBgH45PixL5IDnOSJmGU1V3tM59R1kFn13EAqLsaARJsbVLxjM6+1kb3+xBFcDyvNchhEEURMAZpLrMV931ghBgwWmuEoN+HNAVsuDLK8hkX9SISEUW0yDGl4LoAAF1nkjqRur24PWwLviqL008ZAAIeFLKwX9YKrHe6c6gjiDOdmpPb7taInd2jp0u3lKLJQOxPM2zWv1Wm813m++soIXCFE9TXjhZfu3U8naplVnWd+eJTR7Vst4O9kTt2qDPNp5EIwrhzOKlqvXOmCT3x/O3nA4JP73966A+H3hCeKWx/5OpHAOBVd7/KLhatagURDnNsaGjRY3GEv2/rUQD6hcMvECY7UzvUwYCLtrC1EFuos8V/C1smTAKrEOCkTAUKZYsF9oVj4kE7HgNyUs9lnPBP3/54hm9eCp/33z//Pe9+yS//8g/88i+++Bcfu/AYIXBuO0JOluZd1TaBD3fvRW5Yh+FaVGkwgNEIFF0N/f4P7LwCNClhBiJ99cU3NQ1wxpuuATD9PkynMJ2CeubJEEQc6igFqxUsl9hxkCzd2UJSED73e16PItqoxqHu1cP5wSyfzyH0eK8HjFDmNmHUtA20eeSR3qJYGGOCAFyYJPWqyGgjJfETlwuK6DxPOQRhQDyHndv2ORH7x4WLYyVpWVrJbFgsIFmSL9/YL1NX5X0H9Vb1imLqUrcxDUecIPLae14LBn7wwg8qo3puT1DBCLvQuxA7cdqmh/khwNqoYKPcfXooo2InzmW+qla+8LXWeZPbXmfVVmVbYoRP7xO//YXf/qsbf3WUH9nTAtJ7W87VxXWQ3r3DezeggkIWAgutvFW73B30IhEhQGmTYoQtY3pRLEIntEsQACDWUIrailvJe4OMjZZOGyBaGNayWtpCVyWr0/0X6xr+rG9nBe3sz323nzUZZZ3v0smI2NeqlrXty6+DMOq0NbHvb9/rOYIOvSHBZMN7tZexqlZJnWRtZpcRQgBjsGeQWkY8YoS51LUdtGk2vXt4d6e7eTUPeWhT36oCpWB76GEMFr9FMeUcAo8ukg4AOCOOA3s7NCtaSo0QUNcQ9Mth7PgeGQ7hcJ4hGdgm+8AbHpzkVSMvnvH2D7rPfs488WXvZKqnyzIMDWVgtRiX1TIS8XJO43jt1ur7MBmKedLsjaLRgJfoqCFzL1BWmms4BEJAKdjgdAIeZE3mOtiLyyeObv7G//UfAes4woVcE3KjCDwP5nOwvjrLJfT7MOnFAPD+r74fELztobeBEqCpXfoAABMNzrypCOpCwYSSJE0YAJzfCTCV57f7W0Nnf3GyWCKsXDsBYhFvej6rlYWagOdBGMJwQMJIyZo1slNGzYu5neFbwVbf7XPKOeUYYVuSPBefi8U3yToCl//ub43/t/+5/6vvwe96F7z97fCqVwGARoB8D0ulUTUa9LEQ0HRN5PPxGAiB2QzamjHyPW21fXsVLCnlJz/5yccff/zxxx+/cuVKFEWvf/3rf+EXfuF1r3tdFEXXr19/97vf/a53vesTn/jEd+lyv+NDaYUxZoRlTcYI87j3tenX9qK9Zb3sO32f+0f5UeREnekIEABoVbuqVy51LZE7rVNO+Nn47JePv3yud86hzrM2aQundZnbdI3UsumayImW5dKAOS3FZO1aEUKCCEt5HbiDZb1c1SurJ8QJ1yhFtD1aptv9XlInsRc4jMmCTItpLNamlYKKZbXECIcstBJBWaGY0yGEyrYc+2OrSTEI3LrRR0lyZhSvEhz2gnme9Z1hjq83MuhHIkt0JEJJFzSkNOkQSbI6QNrVpen3gFLghKd1CgA+9y/2L86qWdVVDDOCiQVVNKrxsJfUiUfCoTNuwubK8orL3IE3SKv07NbZZbWkmGqtDZjACSwpzOIGbDpuIbSMMN0xJjqKOMKahytfDcoSMQacg/DkcCg8BgCAEdagAYBSCENYLoH5PG9zK1jve/7Bcto27c6ESwmrlZnmC0fgM6MBY2jQo5cP62rUBMKra6gq28YSeZ0SVTNKTcfzouuMhM47OuDzonzuPV7wdfBNsM809t2D1WGRbvsClJEW5Lc5RhCx3+0P+hPRslCEaWMYhvGEqc5g5WdL05G2aEuHOQaqXl/rViJWO8x5eOthjPBXj79qRTEsRg0APnbtYwDwiouvsOe34lsU02W9tMwpqSQj7NF7XvTh6x/89MGnf/yhH7eGJB7zkioZ9AfLemnpirZ5YW9X0zWIGUL1iDqRbwItIgeY9Msud9hgXswn7kQZ9aGnPgSoe+2DL/YdPpuB79tqAdgZG7i8VYsh5lY0spTl6cLtql5ZqOwLhy8HUQDAc8f3P3LXPculUa52GC/aqqs8pSDLYLWC0QgYA4yhbVFdg+dBENcBihxaLNKa5KOVAtfzKfCiblWuBYm+evurZ4NzCIExoEElVeK5zmhQxR49XgYn5ZKqchj5oMnxIWUCt/zYxTEjrJTlKkV7fR8hYJhJ3Z6ZhNME709XLq897nhcuC7qtCSQhxG6OBmAgSzjTecrt7C33SVuIIKH3IdG7uiH7v6hrXBLaw0EAIBgcld81xeOv/DV6Vd3gh2wkUpX829Y/a0SPQDMylnEo2W9FEQwxFrdVl1VyOLu4d1JnQgqECBjzHs/+16t9Yee+tDPvOBnbErQmibD+745G+KxPWfd1V2njGZMuTvjdTJjaYOhE35t+rWJO8nazEY8A3dgvZB3hv58XhNVxCJO2zUDy9bslVY2yqm6ikjS9/oEEUvm32CcT4oTiqiNj23nqJKVxV/aAywEM2kSP0CMris6a0NY1dk1gRm/xWsyis/9s/TshkO6CcIIJkmTnO+dv7a85vfuQDvKttyNdpNqlaYaMQOw5nTbqt68nIdiHV0pBWkKgwEAQOzE+6v9jW1OL6ZHqSpL8DygmGKiBn06XUhOuB+YXBc9PgQAjdqoJ+uCN53Tj5xsKQxox5eLOZ6MGIf24jlxMwnyfB4bv1WlZaN7zNOtU9dw7tydCbA95jf32+Nj9y7/4VnxF9eW187GZ+2fEIIoAmPu4BSt5met6s50X5p/9ig7+atrn7pr8uama+IgBoA8zw8ODuoavvQloBQmE0gS0EZ/6KkPTW9MLw0vqdvi81eeTNukVtXZwcQVaNUmgggG/tduHhKCx0FCnap0sLXMSp0UAObF7CRbNiWd3Zxv93sJXsfldQ1lCf0+HB3d+UazYuai5bxYPu1cDkV4Gn5TyEIpNXfmVjZy6A2/VQuvbSHLwGrY2nGUHjHCVu7qeJV0/rDIAACSOrFq+/axLtOmauW9F5pz53a/6Wm/4+PbC7Amk0mSJHt7e2984xvf/OY3v/zlLz8Nvbpw4cIv/dIvve51r/tOX+R3cdi6ESOsklUoQmXUwBncym7FTgwGKKGxiOuutg3jrMnqro5EZME6DnWO8+NJMHGoM/SGh+mhzYQ2Jzdg0iYt27Li1apZ6VJbo9xFtbBdwp7bs5WbVrW25E4wEURYj+S+258XcwshJ5gghAzLoPJ169qlEwAYYWmdnonO2E+0y401v1vVq07pvFDYr7UWDLPQCcFApSptNDgJLF2HCeJBlohVkZ3fVlhFrWr7ol+6SVtNghj2lyeuIMblW32fIuf4sJrPg62tNcDCcty00QfpQVIl2+F2KUuHOpZ6JqhIimyM9+YN7AzOZG12eX75QnfBYx5FdOSNsjZLmzTikUvdvM1tWGZhvwAgiMiazGdBmdNhX3qM3zhOtideFN4hbNaF5GSdARO4Uz604Kq6clq+6rk9hzpaw/FtsbMls4zXNXC3HY2Mh/qLBQgBhACj5Mkb6ZmeZ1WbEQKtwaX+4WoOBhgOk7zudCerYODTM4POd75JOs4JJ5hwoYUDyyVw/451kh2NaowxoeMoqIdB5AlmvQT2m/37huNOwdUTXVfERlGpTB1X2ugEIfSy8y/7i+t/8b6/fd+/fPRf2gn55PzJ/Wx/5I8emjxkz9+q1vKirXm53bZtgAV/xv7v65+z1VOHOhRR27O20b99ZLET237ucX5MENFGD7xBLevIiezjztv8JD9BCMVerIz648t/DAjecN8PW7RfmsJsBpv8O+ThtJgSSgQSgoqkSrTRdopaULPHvKqCnWDn7vHelcWVtzz3LZwDE12aUT8Kb8yXZwfu+fOoaSDLwHo+YgyEwHgMnWmbBnHizorZ3mCPYZznkCyxqqPDpON0eff25PyuG3tVK01xApItI9+tZBXxiPB2MiE0Z1mVosTtJAZNGFdplZ6LzqVNmpaVT3c8DwCAU249RsY9fxi7dVdXsij1SoBodDOJBplcMoYwAiGgLIOb0ybpmiBEEY8c6jSqedvDb3tk95G8zaWWLrgA0HTN/Vv3f+H4C0/MnnjlxVfaJ7KoFqd7asoorbVVqXWoc5AegACKKUbY4c50NQ1E4FLX9lYsIeMj1z7y9PJpAHj8icd/5gU/Y2Ga15fXwegLW/3VCjAGY+AoKZMMgKBLW8NCLwBAabWoFgyzpEpc4p4bnDvIDpIqsbGmJflySg1f4GZARXF6SlsFXQ97jLCkTsZsbDESdgPOmoxTzjAr6uJM/0ynu1k5I5hYFf5ngaAjJyrb0rYCAcBi/lolMaJaI62hrtblKzs2jVGG2ebdr2RlrZp96udN7lCHIFJ3NUbYo/50pjqVtzUcaR34DhjkMidv84E72LyqqxX4/jqMs/Ay2w0AAIxQL8ZJqjhfl81Cj9eodSkHWnLF7XqeNVnkBhnORT2sc7U1BGqcv72c378Ne31elm1di51hdBWunWSSdXUs4qE3xED3jyEMQQgoChACKAXfEX5ccAJ39+796+t/97XbBy/ZU8ABAIz5uuhqvfJTJ6szgaKPP/03EN36wFO/+8rzPxSErk3z/vRP//Snf/qnd3buhBf236uu2lE7knT/9e+9ESEwYIwBBGCMFXJEYGkKxiCEECCAr4MaW2sgBMgiMTd/edblbQ4GhLTWGKFnxU/aaATrXz6rBvENJ3n2mW25FCF0+h+/ERKdZfnzn//IH/zBB92vT4+/S+PbC7B+7ud+7s1vfvMLX/hCjL95b/Hhhx/+yle+8p24sO/FsIoM1o7XBgQU071o74vHX9zb20vqhBMeiIB2dF7N664WRIy8EUbYPkKHOXmb7+JdAIhE1MhmUS4s68qaJWujj7Kjvte3xm1lW8ZOPPbHlqViiSoBD6xy6SbVc5jTNV3VVQEPBt5gXs454RZhvWpXZ7b7y6Rrcj8ldSAChFDbtafxpHY+2QLbIq01KRgGqWUkIkFE3uYU0+vJ9VjEZybhcgmjEeQ5mMYvu1wjHfBAaRW4otJFU/iqcbb7YlplRjpV5bd6+eSTgVIQBEQIz05djHAkola3GOGiLSwEeFWvZtlSln5/jxkD8zmcjS+Usry2unbv4N5Vuzofn8/aTCrZEz2jjSvcRbXAgDcZrU2OV6kOPIapVLgkTEMbPkP1AwNmg1jURnPKO9Vt3qg4hmYquB7pluY13LwJuqM39+X9d8F4DHnbMOz4HDwPslzPp9rHvWkxu7S9Hd3Z48Dz3ETfQgg5xK1LKSXfHYVB2K0a8qz31oApZWnLP6ETMrcyTXA87TyHBXQtkCO1nGeZoyfXDvI45gBg2eCUU5/7aZv2nN6ox/NqOM+yvf64M12t6h7uAcB+uv+ul77rL67/xW/97W/985f9c6VVCKEFYD124TF7MRZObjenQATLctl3+0mdhCJ87uj+wMPXj6bTcrob7kotFaiQDRdJtTXoWQCW7RBRQrMmK7tyL9ijmHLM824t+YEQcql7eXr5ntE9CKHLs8tPzp8ceIPHLj4GAIRAv79WtA8C8H0gmAy8gQXOI0CciKptfOHCM60fSwDs9eDRC49eWV75sef+GAA4viQF61o2GTIiSoR8xwHHgSBY56xrulZd2oCPYmrnfxRBFEHahRgvBwPNaBq1IhIewgljdLUgFKvA86WSy2qpjU6aOWc8Q4XwXKRnZe77EWpUs2pWunX7fb4pxSVVcmdKMM9jntKq7mrf9bXRFiRkky7Pg7vP9D7x1PV6Ti7eHQFA1mS/8rJfAQCG1zy7OzZBAF86/pI9LcUUwbrcaKG+NiZYVsuQhytYUUQJJrGIp+XUqqMZbfpuf1EuxsF4Va987v+7v/l3tnf8kWsf2UgoP714GgAu9s/EMczngKkySPpxPfDjwGNljjrd2Y/rBT2lVeAEnPBz8bknTp6ouooTLql0iLOsl9v9XrFiaa455xvVUIc6tvqyxjkQtkHuO4FjTTIO88NUpjY7jUQktVyWy7zNCSIWPmHZlwwzl7pSS3vmuqtJ15umrQYO5Zoe8U33RYpp3dbwTMfA536jGo97HvcW5WLkj0pZesxfLKDnhj5rMBICS9WIPBHUDyKvzwgyBqpqDRAMTulL2MBro5EmGMGoWy6JJrTGncM4oqUQ5jAtfNyfl1A0NXYMJ0pQ3htxrQFjuHUTMexEg4pg3oocN2DqUJkuChFqdnwWYgyrFSgFvR4kCXQdFAUQAp5HXReaontg7xxcXlxfXj+ZdW22Vmqw+3AcrxEI1u00r+uyUJ+Z/xkg9ZGbj6/wNa95rm3VpSm8+tWv+YM/eP83uYn/MMYHP/jB3/7t/2B5l99lBiHAt4vB+rVf+7VHHnnkW0VXAOA4zvb29v/vq/oejUY1nPI1OuoZ6ctGNXvB3nF+TDCRSgoq+k5fKhnxyGFO1mQnxYldcJVWnHLbE+x0d653Lqsz6zcX8GDoDofu0Of+lr9lgdKbFgDDzFb+R/6o7up5ObfCffaq7EpdtiUAYIQd6lhwhjbaIMMojnrduOclKz1fdmlVRF70degNA5al6FB3kVaKZjbrdZnLKZdKGmPyJneZa1vjVjL+/J57NGuk1A5zmq4JeIB4kdUlxVRBBW20yuXOFjtzBp+/q01TMAZWqzti6D23F/Fomk85EbKhWYoxsKdvz/ZGfc8D34cggCJx+mIcsCDk4apepU1ay9rlbs/tadAMi9UK0hUpUr5YwHIJaYraii+zuhfRuquzJjs77lUVyGcAbHY3sjIwthJpOwX2rwjBcIAxUCnh+BiaBs6fJb1BZwEZrW7ts0AIHK/bnrBLZ/vDSTdPCylP30vDCGtqKFfuNF/1embQJ8rIb1QyK9tSUGEjS0uACEPoDaTD2XwOyyUkK/3kjSWWcSg8P5JNycsSMMKMsEIWW/5Wp7tSlj73zo76yUqBWYORKabTYooMes2l17xo70XLcvm+L75PaaWN/vOrfw4Ar7rrVfYaNqqPdo5RQjvd2W1PafXSu14ASH386mc54UXdFCkzVYyBdmVoE3Tb3s3bXGs9EANbjQMATvgmmmy6poPO4x5B5E+e/BMAeO2l155ubAkBoxFUFaxWYMwal8OxKEvIV87BcV0UAM8UJ8oSKAXO4bELj13qX3p462H7WMdDOhxCzwusYIo9s+tCFMF8DlKuOUeWFXE6u0gScIjX61GOuW0321cskdPdiTdPpEC+1UoY++OtYOtcfC4UoeBMcLI7jqfL5uri2rLIfNzfbOQ2Zt28OPaXBBOf+1YKyGf+psIBAIyQvVFIKDT52odx4k/gGalGqaSFLT64/SAAfOXkTjpqI5WsyabFFCE09sdjfxw7sQHT6W7kj/pOv9MdAsQIu3d0b9IkLnWlkfZ9v5Hc+KMn/4hhdmlwqWzLj177qIWEXp5fBgR39e8CWm9tgRsWUUA1kpYVwQkv2iJtUivvXnWVz3wAIIic653TSid1MitmhSx85gsi4hiKSmZL93ja5jkUlcRA67ZV2kil7I3aYK1s4lq0RcCCB7Ye6Dv9WtYnxYnl/ZyPz4/9sTWPn+bTVrUW8L4xmDJguoaFPbm3zSYTGI1gOIRvuvnYewsA9u2jiB/OCqO4zWzn5bztZJk6lEKvhwbuQFChoXH85tyOvxUNVgm6eRNu3YIkgeNj6N1RtwWpJMGk7/ZX9cpORYopd7ogAIppWXdtxY+n7eGs6hoqGAsCYH6uKu9kWVrJTYwhz+F4Jh+4u1fI3MIcg1DVDQzYLsYGaDufr2ndngdNA0rBcAiTCfg+VBXkiaja9nzwHEDqRv13/aHa2oKdHdjZga0tGAzWPXRjQGrZKd2V/u328qw+BIDOdB+4/J+3J9QYsJ3N77b73t//gRCMRqA1JMl3/V78g7bKUVq51LV5XqtbhzpVVzHCduNdqaVFpXDCGWGRiJI6yZucYtp3+tYqq1VtxKO6q+0C53FvEkwwxnVXJ3WSNmnapBhjq3pCMbXOJwBg/UEBgCAy9IYUU9s9sVdlP1EqacMm+zNY1p4hYP1rXbq35TSqunmUkXpysqjrGrReV0TtrqYaoXHddKUlNFlpNevWea53Lm9zbbT1gggCCEPoh+J41hDgTdcQRLRRNTkahuHBtIidXq+vMdEec92otKtAHMNGjy4UYcj6N2bzZM6qCuoa9g804tUoWvfXPQ+iCDWZqxRa1IuIRxTTvXiv5/Q85oFmB0d134sDH8Uh831wXaAUkpmTFk2Zs8Pl0iUBpzSKYLUCADAGVplMFszu5VWjKKF2sd48X0ohjtdGgQ8+CIMeDWOV59ApbRsr9jCpJKdUUB5yV/GlJeaAZacntcyjtJBnJtGgR/Iu2aTppyeSZZv7zLcWbz73tdGd7jot+zGbTIBzSNtkd+LubTn9iHOOtkY8z6EswaEORlhQ0XN6WZNRTEOfc47mq8albtEV++n+frJPEJmm6X/7wLuhif71R//PVYIPp/XHrv8lnAZgqa9jPlsGk8Ocoi2UUY9dfAxE+fEn/zZNYbZUsedNJujCdg8jXBdrC/C0TkfeyOGOxzwNmhJqzRDtCVvVpm16JjxTtiXF9ENXPgQAj1147Dg/zppsM4Et/NaWLYumVi2fzVBdw2TA/aitazg+UVXTcSLyfG3m+OiFR9/ywFs2j8PadFonHNues8NqRC0WsEgrQYV1fQGATumigJMT0BpGAyoIJ4hYmxRbbBZElGq1PQiSBBmDLHnClkgJJkfZ0bn43NnB+IGt5xzNc9W4gx47vQ9xwqWWUkurq6mNrmSV1EmjGqmlx71n4dMFEVs9r+3U8TLfCFtjhAHBrJwnZQ4GHhw/CABPLZ6yQRg8E2Bpo0feKBIRRtgYk7ap9Vkf+SPrnmRF2GMRu9QtZGF1tF3q/vvP/vtOdW+6/00/8byfAIDHLz9OCVVGPTl7EhDcN7mvaAuETNVVNm+0U0VQMa/mBBMbV1luv70en/uucCMnOswOrSE0AChoR0N8ZtuhQmoNh/P8+u08W/GDo+b2cVMmwapobP1JKmmd70b+SFAhiBBUDLyBFcmzcx4j7FK37/ZjN15Wy0pWne4s4KnuaqQcjMGg9v9FxnlzbxFCaZva5mNd0Fq2bcWOj8HUUdeSJvcYQ1byg2DCCW9126iGE2EbbVb2r2gqAHOaB9/q1gq32m4pPIPld13oRdQPu/EIb29RHqRntoIgAMY1JirqS2q8LCXGgFJw44aZbHU9z8cIH+VHSZUcF4eaz2Xt6DJOi+pw2szn69hRyjvQIseBwQB2t0Srq6h5DgC+srhiQAPcqb1YzWRjYDozedUslt0gCL68+Cwg2Iv2AOB3v/S7AKbXg+FwXf39x2G5UFH0j16E383hc99lLiU0aRIr71TJykKs7B5JCbWvbt/pT4LJ0BvatNXqrVvEetM1NvcCAIvuDHk48kYOdaSSIQ/vNJLRuk9sDb82GxIjbOgNkzrZJOt2LatkBbbcpaXSyjq3W2kiiqnHXcPTwVCfn/Q7UxelOTmBwxNZlRQpp5ZNWSLudJ3uFKgN09VGYD2nZzEQANDrgcWa9CLueno6M8mSPLF/lK+obt2mJojVOyNPUG4ZMRo1rqctSVhKeOopODiA2RQdTpuhN3DCIoyM1tZlBZ3e710XohjxdjJdVh6Nmq5Z88+lV6SMe/WoLzDtApcJsa5470zEeLtBpKlrkyXi+BiqCsoSjo9hOoW8kqM+Gw6h14P5okOGbgyVN6Ms4fAQzp8HxoBggol2PTNbfl0gYgMmTrjDHEMqROVyCcslTKdQNFUY6rt3hqVOYidGgBb1wvpvnP6UWtU2+V6DTGXtUCdrMoJJp7pC5hXMfN/0/RAst59wl7PhEIoCVONYPrM1e1lWy6ZrgGVXZwfLMnOosxvuDoNRgHe72n3Lg2++NL5ws7z8V7f/9MvTL80X3dno7KXBJftk2649/b044Xb2JlViwDx6/lHA8nOzT7S6GQ3RqOciBIywfh8oePNV5VJ3HIwDHoABwYXtiW9MvrWGVb1imI39cd3VB+nBZ258hiL6hnvfYLfMaTFNm9TyDyFQAAAgAElEQVQWdBGCXg8cB/aPauhcSxt0BGEUxf2OiLrMxHy+RpkAwNno7M8/8vOnH4f92aoSmFPbiRAwHMI0KbPMEEyIccqcHh5LKaHfh8EAGKW2guIL3/rAuMzdCrYIIsPIEwKWibY1eKtmLpUcuINABAAwGYoQ7ywXdzT9N29oq9pa1lY79yQ/sVFRLetOdy51N+ab8AxdbjvaNmJelQDqToFtldfLOZot5HyOA3XOg/FJmhykB5tPsSWrjRrnsloaYwbeYLOG2L4hxZRiGjiBxVMywlrd/s7f/g4geOeL3vnG+94IAH90+Y+s6roVg3jO8DlKq7RJGWFZm/WdftNAVYHsVN7kNvoBgKqtNqBjjHAs4lrWW8HWpr5uJeMFY5i1ri+jvuwN260JDvplbyB3x840qbqW2CMDEViGstVZsGew8/y0JAoACCLG/lgbfZKf2Mddd7WRjnC0AfONBeNvHMigpEwiEUkJSrIogu0JH42AECBdL3L904JqFLGi7A5nVbZ0ug6GQ9jehq0t4/VTFmTFKYzZRq7JZa5dWyim1nbCKiAaMDYltoe1qm1blJb11iDoOpjP4eZN8CM56FOE0NAb7oQ7Z+IzPbe315885/xwPEHPOTca7CQGt20LGH8dcNsOXzijsTo/2EXZztX5TQQoa7PTMb0BTdysQieLpQGAycD91MGnwMDPP/LzZ8Iz11bXPnLlY6vVusr1j2MzvgeKUv+gAyw7KKYn2cl2sG2TJxuIhDxM69RuLQBgk63Nv1hBZ7v3eNybFbMNmWXoDbMmq7rKwtJthm2MscWJzVZhl2z7c6vayIkoplm7FtxyqYsxtluLXW3LrrQuBFYcwSboq3oV8MAVtBdxL6y3t8HxW4fxrhH7Rw3CGmNVqxoD3iyarV7HgiEPrXSkRTYAgNJqHIcsWGE3d11zfjIZhIERs9BnNt23iqmCCsxrjGEygd1duHABMIYwBDfKz42HoMS1g5UbNKOxUa0n1R3If6c7xvW9ZyYjbyiL4Nrt5PrxtEhFU7P+AHyX5k1OCbXdKKUgz6Hfw4Kx0swvbPeH485atcTxupYeRNJ3GQAIAcLt0oQwzDvV3YG7VrC/v660b56143Z51YK6E4hY/hHBa6kLLHKMwXFgMOwknQtOtsItq/IyDsaNbKwI6ukptGGbt6odOAPLo0zrdFkvkzrRRociPG1AudYNIjAYQFMT066vz0b2FNNA+JOe76u9oTN0cXQ0bXq8d3bb60finz3680Ca//1z/+unZ38GBj268/rNt7D5wOkLs2odLnMb2dwzuMdj3tPpF2byWuQEmyMRgu2RSPOuadAaVcMcDLhTnUUKYkSSBJ7cn9VtZ3suoQg/eeuTEuT3n//+7WDbbpljf4wAzcqZTQwAwPdN1Gt3JmLDhOGUt6pFrD6z7TAG4R3XMrBEjU53BN/hXVp8lXUL3QyN2l5fF3WbHEfzOTic9YZdr7eOiuxXEFRQRC3I0r5cdkePIuiUqitiQbyzcjb0hpNgsrblltB3e3FPzeewWoF+Rg/YTv68zW1x11LKQxE2qrHZjqCi1XdeZwYuQ+6yme+NA4unkRJun9RFYSZDdzRCwyEEPr67fw800RdvXtmUXU9HEkVbWC3szd2wsE6EkKXrUkNd4qZNGvLw8cuPHxaHl/qXHrvw2PO3n3++d/4wO/zc4eeMMdeSa2Dg0uCSz/1SlhiRtGibNMoyqCpz87DMUyJrrhRYeMNpq+xYxMtq2ff6WZsZMJWswIBDHYZZp7q0TQMehDxsVZvVmaBCcBIEarVCaVkbMGtSnlEIoW/UcH/WwAjbjuFJfnKUHc3yRVY2mhT/xfLV+rbr1oIE0hT6MaMEE0QIgSCA8Qj1e3fei9UKplNUVUBZt7tNe711lF91lSsY4fUirW0gcjppoSAa2RowtvO+eV5W/XIjNlE1crpomAmKHFkJKClhNJGn76p9C+zPne5c7o7D3rJaatR+qx5oIILhWI2jQZ25T58cLKrF9eT616Zfu7K8cj25/vT86WW9DH02HKDdsY8R/vj1jwOCF+296O3P+ylown/zl79v13mL7vjH8T0b/xhgQa1q2cmBO3Cos9Hy9phXduW3YjFYpyfbnrfEH9txg2dirLROb65u9t0+J7zpmmkxVUbtRXub98rCsOzPthEZO3Hd1fYAi+KyQFp4hiroMteeLWuyZb2sZb0dbNsAzqVrtAcish/xnYmI+y33C0FFKctQhBuRJIvHsh8RO3HapJtCWqe72I0N6nbjse8yIWAcBys5d4gDz+wx9s5oUnYdWPCmjXhOFpVWJF0yZqKoL1u8Cj0WOcE8uVNPKmXpUrc15e4ovrgXjoNJlfRlHg/7BGHlMreQhV2GjIHlEsIQCAFlVKvbUIRN1xACQkAcw4ULkBemrNRmQxKucgVdLiF240W1aDt5fAy3bkEQrOnWdhBElOm42zTlnbpCp7s174l7DLOqK4OoE44+zG5bfqhVBrKPSRu9afWu509X26KUvcPW1c4aYmwFW2N/HIlIUHEaFL+pM9luWl3hDZrN534owkAEsc8VtFANDqd15JPRYI25fvvz3j4JJn93/Hfv/ex7Qay+b+sVFjS2KTUB3IkM1sUn0Hu9PUbYC3ZeYJD5zMFnnmUSRwhsj9zjeWUbvoIIu5FroxkWiwXUXd3iRZ5RBp6dAx+5+hHQ8MP3/PDmJBjhUIQ27NjcWM6+TqXCchU73blMxPE3ySAtru70bwIeFG2xeb8AoGxLpbVDXYIoQhD5TJmvE5az0GkDpmgLW3c8/VcvbKF1F1mV1mksYtswsjdtuYS9iT8Zit5AIgTTKeT5Gkmmjbb9U1sUXM8lrbTW9ulbHepKVsfF8cFsdfnWtKsFptrixqYz1aLVpTNDRCUGjJBxHHjo7AVwFlent2dp/o33IW/zUIT/D3tvHm1JVpeJfjti75gjTpzp3ps3pxopELCpAkHQekBTAlI+n4oo9qNthRZ5Dq0ItPp4uux+LW2rSPVClw/aoVHKxyBtK62ItnSXCiyweShzVVFTZlbd4cwn5mFHvD9+kXFPnnszySykirbqW7VqZZ48J05EnB17//bv9/2+bzUl2YhCERG+gqmRkGOdyez2T92OGv/ka/8JUaZe8oSXAHj/ne+PimgSTXSun/BOGNxKY3HuodRAx/fZYADNibY21Y6jMfDxGJNl3NYHCYYwGBhJKAdpEGQB9ZNSr1ZapCY3TWGqTA2KgO4JF3W3i3P7gcGa8Dkv89Xw4tLwDK9v9k1hGqyjaahQrvorXAw1aikl+Y7XNTyHr+nIt1guISUGA3S7zDQu6FSJi9gW9tDtpvViGUqcV89RmCIlplMWLbUkT6m7tuVjlVXZ5v8AjOcJ1/NjA6vfx3CI667D9dejrC8Y1UIRJJZLdQxWq9FS7zsdq7uYpuOkvEA/jGByk/H0VOc4jPmZ8ViNjnvy6h672qoHpuIe944PraHBDVMXjm5/cfrFnXCnb/ZP6U/+ztP/h8rUP33wdzN17HkXkPcfx1cdyf0fHmQl5/G87/bruvbNFXIjA6kGXOyDQhUSTVGA1tRJPKEyQVEViqLQwjBP56RlRXbOpSwbBrowKCSi2h89xh2jQ9UcALT5a/budROEaaoW5AGFgz2r5xkeEbyImU7C3EIRDEwXWlyGeZU7utNGA6StTPxoAJqqGdwgOSsApSw1VRtaQ0dzqORByjokLiVUQSevqVpdV0Iv5nMsFggCpEUR5MvdMy5jGPRZ3/FRQ1XU40N3GWe0Ztd1nRQJsZLrQh+PYQp9+2R26qSyXChVVdNCQv9fLCAELAtE76UmytWUuBDw/CKNRRBgMsFohMWy7HgqgDwy69T7+Ken00V24gSOHbsg305MOMOEUHkcA+cFpmmiJTa3UESQBZN4UrFq09mkD1aoOkYnL/P2F2wR5RHxV3A+Vqa8EWOMYtNLQ1HQ7WKxQLmiUKupmqIoup0xxsxO7NpaG0oa3PiRr/sRMOwEO1Dk11/zpPG0rM+PEOrL29/HeIwsAwBHc1SmcsZ9w3/e6eeB4WMPfoxu7Oo87pmm7iTzOaZTUHrP5OY0XEYLg6lFwnd8x7DtKl4axDH/wD0fgIIXX/fitctZ3Tm00kQtdK4HWbAWbq7i8EdoxyIrSSXIQhbTIJzNWN91T5+GriNP+ZpyLz1NqqK2EjgtyqrkqrI1NHZnSyX3W114ALMZTBOWqXTMTlFnnofBAFkGGieokZZpx+ysjkNqKKbrSsuUSodZqmw5xzVnaXH37G6sKOh0oHmLQce2uLVIF47uVHVV1dWTBk8Cq3bKO6ezah7kWdb8ZHVdz9O5p3tVXa3mtFrZgjgUiwV0rstaOprzt3t/+6F7P6Sr+jdd800UFr/kupcA+MM7//DM4kzN6pPOqcWyGo9YR/OZNbv6WE/TICsZ5RFX1YHrGVY+GGB/FtX5usOErdu0SZskE6zsDahQTr+jp3txEdeoqV6ZVIuur0ZLnUJ/GplH/tyHQeYTZVVqtb/hu12ze9j04jDSIrV0q5QyCBpvpSM/lSTIMnS7zc5t9Z9ymdd1TVyrza7z0HRWVTV1DlYVplPYNlzL2BllVYVWUJqyWe1gLkuMg4VulKsLB7lFrd4BIhIUVSFrWZXqeAzOsb1hHOsMXc1NimQ/2ic/MdLHSopkmS3zKjvdP4ZKzJV7TmyLni8c0zCVDpK+yW1agxzN4Qq/44E7UONZG8/ztY2vvWb7RV/znKxOfvdTvwtAVR8nuTeoKkwmylc6xnqsB1jLbMkV7gqX2nPa10l8iEKWIz/YKOBVJYCyKrtm1xQm+YOSvsumvUne8kNn2O5v2uQwbemIyd4+e7QToohHVVTP8IIsKKuyrM/r7KnCN/yhM6RFqKzKUpY4L8oQ5mGbitdVXePaNJmecE9QAUJWMiszS7Ool5C+0dXdXOZEhyI/n1awNJNZJjNHd8qqCSnaVh1LsyBiMgHNZTZPp5sd/4brtLJEEEAowjf8Upau7kDJ77m33tvDaJ6ksbIzCWXkhyHzPGwNjBKpZUHXEQa8rmtd1YUqoghl2XCfwyy0uCUUQTorq3NihcIyxJkzqCp4naqq2HSiUG9jMDNuON3tbc8VLV2bTSjA0lSt00EQIEkuSJloqkahYVZmhjBMbtIPV1YlaviGTzZKcRG3MsfU7kASG7RqClUwMFd3ZSUvs7ohBDodTKcHmSehClYzWee2l8k6X3Ok/+Fn/jCtHzcMbnjy9rWhnOxP00IWVaGR6PlwCMcB2WIolWEJq6qrMA+fvv101Pj4uY9HeTRLZnvR3igatd9o6EqnlxsGFgsWLjSlch7Ym6dskij7mqKVVek7ZrfLplN8+P6/GYWjqzpXXdu9dv1aVCErSWFHIYu11IXK1Exm/OKUmkIWa+VXnGftDKwBapwdT8bz7PRmx3UYAMdBnoqykqvBIuUVPN1rrWfpyDhPqTE1cc2xrgo9XGhpkQNYLsFYU7I0udm0VarwPEQR6hplVXLOKbfX0q0UKPRnlalds7vpbFrcLVPD8WTf7rpebTtyPMsnywioyfIhKRJb2JTxeuLgSUh7n7jnXl2x77wvDAIEAcZjjJYBV7gpzFU6GrVNKODTaUW9sbXkClM0rr3z795ZoXrpk1960j1Z17WlWc88/kxHOJ/a/dRHznwUhX1S3DiOJq6f6XbGOSPO3zJb0pX6pp/LXFWhOzErrHAlm1ajForgjK/2joD8VaG0P26N2jf8WTKTtTRUY5bMBq7reZhOMR5jHhQqu9wAi9y407xUa00/Ogl1BMgWIo6YKkqqFB8h2VpguUS3C8YgK6lAaeNj0DbpPI+iY9mWwffmy1zmQtFmMxgGbBvDrgE1m0zA6oaG1U6JhNmiKNT5WmWABszamOdMS7J8EZTBUiV5EYLO9Z7ZI6UbWctCFoUsMpkpTDndPf3ErdMozLsmdzHWyKP7PhSRhxcmQO+4/w5Aecbw+f0uV1W8+hmvRo3/8In/cLl387GBOIam1V/pcPMxHWBlZUZlPjLUW/2nJE90rpPzwOEPUm2e9m30IClMcTTH0Z04j6kxkLjk5EHRfrAttIEcXstkbXtHrHmazmxhU9GBzL/oDdQkSH8OsoAyZDVqU5gkdNkcXBhVVVVVNbAHlK4gCVASm2nPgYH5pr/IFpQMb09DV/W0SIMsMIXpai7p97R+FCY38yo1zZqJpOTzk8PeoKtbFgYDFAV29rNzi704Ukb7TIFw/SxNce+ZeDwvHd32PTEcQteBWs0zdRHmjlsVsrhvdxoX8TQMZ4uCJsG8kLR1Jkl3WpPo9PIcu6OCM3H99QAwX5ZcUW0bxJ06dQrDntYze4t00fKBCFzlURHpqk4mj2GIybxQGU9TZBlURaVUBNGJqDYhJZZRRiQ8V3dNbg6swX64P4knucyjPCJ+NM7v6enPlrCqXGeX/XyR1NP8vNySpmplXZLJNBnrrr65Z/ZeddOrUJg3H3tJEVuu6H7hzPjOe9LRpPR9+H7jezgcwrIwmhSjibx/f5Sk5Quve2Hf6t81vetzo88N7eGWs8UYaweDJax5OpNq0B/IrmvMlumpjZ6ipeRAEBWRJSxdh+/jP33iQ8i8W05+a5LJ6pBxedv3erjeV9UValxCP5A+sspqb6Eqqs48VXonN13PaiJOzpskVlkfPL+NNsTKY0VtnjivZmRrtqnpvR4cU9sd5UGAND1oztdUrZAFnQMZBkQREpm0Sdb2jimK0qqi6KrOGBvP8q6r51XcMTomN1UurU4cl6GMO4Us5+m8b/VrVtMwe4L9TI0rfzl+733VXw03yrIu+n1oZj5dpkXYSbO6qqvWv+/u6d1Kre2PS1MX3S4cB0nEFSi5zN/7ufcC+BfP+heO7pDUu6zkzadvrkv97X/9PtTKk67aOr3ZXeTTuyd3kzgwKR5TZwapwOcyL6r0+KaVJGgXbFKTYYzN4lnP7DHGKDcTZEHX7Lb3ISuzTXszK7Moj6q6YgoTqjBNbG7C9eosL+cTPh4jjo8oypTlBYIvJAdfFbplXWrpI7UqGnukK8aZUeaaYa27kBGo/tvpNHQr8uwSalOqo5bw1W3Mdr8zW+ZZWURLjZwhQKx/V+V6vpzzNC+xMiXShYyCuWZUm84miSS395CegrrGdIq9PezsYDnTdkd5ksqNATcOpblJ1N7TvY7RoeqHq7sKlCdvPQGs/sJuY2FZ1dU0mZZ8Fse1XMnH3XH/Hcidf/yEZ9PF3nr9rVvu1udHn//w2Q9f4pY+plDXiCJY1uNdhF9JqIpKWp0GN1YDLFnLTGZEL6hRt33ULSgccTSHzM/b0MQS1tAeHvY0bUHSD/RnU5j08dWVgIF1zA6x3YUqbGFP4omu6goUmsdb2z6quG04GwBG4YiBRUUUpmFSJDVqlanLfNkxOuS6Ralm2qIJVbRiUQA0VdNVfRbPLgiwuD5Np0IVQhGu7iZFQtUKWjhJKHyWzII86Fv9dvlXFLidIqnny7kaZpHnF8eGhutn2yeKjZNhv6OxwikKLBZNDYtJ/cHJ7J6dfdsrqkqx6s1wyZk1m6XTnf3s/p2gzi2Stk+LpqONclTzOQyrGPaFpqHfh9ClJjjNtkTkTNOmN3OZLVfzXuTgRnkpam8uZDmfiMmkoX+awqQSKrl8SInJBON5tpzpYQhDteiwru6awpwn81zmlA/ASimEOGRc+vv7DYnnckC72OUSON92TgUIMiFZe/Orn/x6XnnPu+q5QsBz+IltdbNnRnJ2//54sowo87rMloHc17y5bbGuPkDmh1P7VTf8BCrxKx/9FToOybPRny1h9cxBjXocjyES7iyYmp/snOzoHdK5JfaeruMv9t8LtXjh1S+ZL8v9fezvN2keQhtgHdazIGPg1eG3irJqaPWTZRSn5fq/lpjPIay4Z3dWX3cc5InIy4Njtj4HLWQt0yIlzvvq49btCNuRUVx1uwfkYrJwbqN5x0EQVlmWG4pRo16VAimr0tKs9q9JgiTPOm7DyyEDhnkyc5xKcOX+3Zmru7awC1kY3Jgu8uPOyX/94tfXqL//P3+/ZuVRHszm1SKbH+93bEuZzMr5jM9mCALsL5a3/Oatd50dC6Po+QKAZYHVvMjxB5//g0kyedrW0551/Fm+4ZdVGRXRudnujd1/jNJ4IP0UtOCEt0VNsqSUTduDjn5gXkQ6+4YwBFf6fSQJlktUFUjqAsAiW9CSv0gWZBNOMyfd57RMLc3qGb2oiGQtqVmkuZlq0e+KrS3musgy7O9juWyq4WmK6bQRNhuNMJsBAFd5Xdd1YRwWFK0q7O9jZwc7O00f8WiEnR3cfzZdzvTJmPmukDh6aFH9tw1lqNjaxspxEZPSaft+wdnA8cOFpihstf3QEIaqp56r7o/LPIfKmkZCAEFQL+XOtnuMMeYZXiYzOjhVvSm6IhOCY8dw4pjW6eVup9T4FXSyPWXzKeDJ3bvnaOxN4gln3BCaoifLhuiBBxYPnJnueWr/G699Gr3CFf7KG18J4Fc/9quXIL08ppAkEOKREK14TAdYxFXXVX11IwIgSANbs5t2Qt09nMSifTDRY8M8XF1FLkYuIVABpaXDM7C0SNd5KqouK0mlB9/08yo3hbm6aNFySxxYBtYxOp7hzdN5WqSFLB4KHrprdNd98/uyInMNl8y/ojxqFZZ1rudlvkok8gwvKqPVV8qqJGNjygQY3AizcDUfbmmWrGXf7K+u/WVVTpPpdr9zfEtcvTVYFlOFKZnMFukCrDo59Pt9VBUoe7S5iWMD65ptv6dvqtlg4Gt5yje7Tt8YxkszrZdOJ+O1M5mAM13WUqgiSvPRCHWNwbDmosm6KwqEVnZc7nnodjEcwnURhtjfR55ycoY/OENZqoralpMYg+UUqESWoSgQRdBUjTTZq7pSoU0msOza8/PNgS4lRiNUSYfXlqwkNZbTth4A9ViZwqSZlDFsbij9PsoSFGYdzvQchu8fkH6EIhQoNDbWRkgYYss89bJn3PLir/lGy0KK+YbvPPHU5pNOb2x1vXlQfP6B/QfHyzxTfKM3tIfDjtv11eEQwyFe8+xXafnmH33uA/fN78OKWS+ddhSonu5tOBtUrt32tqlks+ls9u0+jcm7p3d/Zv9vHUt9yVO/sePLrS10uyiKZu2UshEWWesHJKRFSlXpIy+f9vphiOkif3AUTqeNyhrOx6y6lQtRr/GXOYdl8GV4sLJyhWd5GUUHFtGUkQry4IhGS0vz+8WaLgNF8+3xmUiznNu6TT1l1DDYqt814lgVlksYdk7ap4wxymGHRVjWZa3PNVUvYosc+tKElYVqe/kbvuENN5++eSfY+fEP/LjtlYtsUhdGnuhRhLwsFHApEWfZv/zTnz03nv7mnW8WetE2gnQ7PE7Ut/3N21DhR5/1owBURe3q/b+++5OTeXbL9c9WzQBqAeDq7tWLdBFl0ZazdbxzvKiKoi6CPCBHJpBiRRFa3AKgKI2M2WiEeVAIRTM1k+iJRFGaxTNqkqBUH01oQhFdq1tUha/7ClNkJdMUQXCQ1tV1dLsYDMAYJhPs7TVuMJqGuoZlYX8fX/gCpmN1MmGWrh9e/JZLGEYjsLm1hc1NkN5mp58e3zSGQ/ieWGPjERaLg/ovgBo1uV8Qs7Ou6zWXTELPF13TXxUdbQeG53DHLWczRFFDwypLTMNQ0TNqVmVgnu6RNmkhC6Fo02kjy0dxPG0kLl0uP4zre9crojgz25tFIbmAeIa3G+5CREXRPCx33P+XyOyvv/Yp6ko74qtufBUDe9dn3vVP/9M/pXLEYxxR9Ajx/R/TARYAMr+7INNblZnM2nq8ruoKU9YqTe0+2BIWiRZe/jeuVuhURW2Z8qto8woGNyjplZf5MluSRgMpoyrswFXG4EbH6Fi6dbJ78mTn5KnuKU/zjnnHiL5NoVV7RUTYuoCGCWYLO8ojijxq1PNkPrAGNHtylbu6m5SJwpT2LlF73WozHbnBU98TCRP4hr/MllmR7UV7G9aGqqg0xdh2s3VQFdUQer/PDE2dzmWnQ6sU2+yZV28ON93BoM8MA+MxqkLfnURhoJpO7vsoL6RCE1G9/SuJiXc6SBKkgV3VVStWSQYabU5LVjKOYZnKyZNQVZw7B5lrDCwuYsGMyQSOA1VPhSo0wTodbGzAMcViwaKlvowzurd0KFJyZ7VKMynNy/SHNsza38d0iuXy6FoJ0KjghCGSBBrXZC1dzV3LA0URkgS9Ht7y4jf3zT5pnbdkI8/Wrj3uP+H41tAeKKUzHfPRCIsFoqiZf6/e2HzZTS+SiXvbR34V53UB8rKcTslHGVkGBmZr9rXda4UqSJiAK5yzhnfyI3/8IzXqlz35ZRZv7qQQ8H0MBgAwHqPIBHFH1uVYUecyd3Snrus1ijGhkGUcijSF7eZeN+NaSaT7PMd8Dk1DzQ+IMqvwPbEIChJ1jCLMpspsxuKkakuuFO0FWXCYmiMUsVwJwZshdGFTRc0DtbQ509pKOvFjyPOOQrHFAkIvdE0pqqJtfKNy5DSZMoZTm15RoEiMquRnRtNhTyuqTGHK73z777iG+77Pv+99n39vrk49r2LWlNkjvTO33Hye7//1Ax9/5ydvh5a98xPv+dv7759Pxe4uiBj08Yf+5rN7Xxy4g+940ncAkBKjcdGz+l971ekN379p+yZUAPDE3hPvmdwTFVHP6iVFYnDjqs5VXOHkf4rzoZKlW+047HQwGCDJiumIy8zwzxcEPcPjKqdqGk1lNIXSxXaNrmu4mqpFab5YIEkQRBekDFUVrouNDfT7ME2EIThvJNpvuAHHjqEslCI2y2J9m5qmKIoLdD0IVV3lMrN0Q1UPUqeroJHf7R68kpWZxjUiSxSyIHHpw3M45xj0lbX9clu/VnjZ79dJgijgRVnOl2WhzA2ut+OTPNfDPMxlESwETX2r0LjbsFYAACAASURBVFSNTLLXL+niMLhxwtsu1OnH7vlCFfWCSP7vv/+Kp7/96Z8bf1aYaRAAwH+986NQyudf95zVD17TveYnvuEnnrLxFGozuvxv/AeJqgKR2B4BPKYDLKJStRpXNPLCPCTrtPZtru4GeRAXMT29Neq2K0TnOi0/l/+lq3O3qqjkoHn4PW3hZtvdJtmbqIiCLBCKYIyFebjWaZ+X+Ya1QYJVJjf7Vt8Wdht2OJrT9vDjfHVy9ePkpUOlyWW61Lnu6V5SJGTtSY499JEDhu9KJqBGPU2m1MnS6omTOnlSJrZmt0SlI+F3VMuWjWbMAERupanHttHvg8tOUUrDjWs1xSFyD7FJ1u+hjn4fjEHJO63OeFZmljjg26V5maeCJJQ2N9Hv48FzahbraV7GS9NxwESyTJerFrx5DsOAKfTRNCNaSZYhy+pFEunMnk4bxvoqKMza2kK/D9uGqjbFkSNzWiSOtVxC5qKQBQNr80BJAto093pQFGzam0QC8w1/7SBlCctCr4etLdDVUf8BBXmvedqPQc1+6yN/MI2WAIRiPLSfCgHHKxN1d00pJykTWk1pan7XZ971Z/f8Wdfs/sItv0A9HG2oRJTwXg9pzEspSZdo9ayiNK1LvSwY5VDXzrmqsD8pVAjPLzSh2potlcj3ISXuvBOTCXRznSiT51gsMJ0iDsV0Xj7wAMZjFAUcB8c2eadbAiDRSDK0CbJgtXpFEKqYJtM11hdJ1rWXFpbLgefmqRbnjZVQmIeUm1EVVWHKMirKEsLMaI1ffdZsYWuK5uouY+j1kKaoE7/n81SGSZkAuMq/6q3f/FYw/PSf/zSZd9maTQovjqmd3Oz84idfL8WyIwZFnb/t7/79oMc3NyEl0hTv/NyvI7N+4Gk/kMs8y6t7HpxJHv6jk9due8dOeCdecv1LoIB4WrrQO2ZHYUqYh9QuTaOLTrJGXcqybYYlKGrtuHJrQ+jMCWY65QhVpraKbiRwT+IR9ArJWKjQ9id5pwPfx2ReqFhv9aBsXxyj14PrHvS1dTrodjH0bVXFKnG7qrBYoNM5ogOOwju6EHpYVmOsLGuel9UPUn0QAG2QlunyyKgdOLrhjrzLNK7lddLvgyt8b1RMwqVlgTToW3SMTpTHs1mtC3VtTsB5Gv4VrR0ArhtcB5FW5v65/PPPedvzf+/jf5aE2ve+54ceXJzLcwQB/vru/w9a1Lo7tPjlb/rlT//Qp29/6e1rC8djEGV5oIz4lcZjWjm/6TQGw3m6osKUrMw821t9G+nI5WUeVRHtOdr+ZACkDHn5X6qp2jydQweIwyEsovusvkdX9bmck6GEUAURUWvUlH+m9NVaoSST2dpC2xYTARw+/iJd0PFxPrL0DX8UjShxTSzv1S5xR3PG8ZiSWId3XaTxTY/u6oSrc/24d7z1JrsYVKZyTQ6PEkYCwDmGAzZEbxTJ3XDXFjYZGR1cqTzilAi+j/FYcNVapAvf8AtZUF8kgLrGaFp0PdF+6XCIusYiNeZxecO2gIiDPKSWBQBSYjaDEFBVCEXPykWS1FHEyhJhliQFn6qi328SOUdfpgqS8rJtkMBEt3sED4BKqJOJSJRCraSpmACKAru7iGNsbzd3qaqreTr3DX/t2oMAcdwobDEGIS7QJZcSN9pP/Ybt5334vk+85YPv+6kXfX+01FUtFJb67e/+rt1g949f+pEwFJQqIPqwZ3thiNlSLdXZj3/wx8Hwi9/0i+SvxxVeylJd4ZHQ12W5iFm8qtZdlnhoP3VMfT5HmGk1y/uOaRgQAkWBokAcg6nFxkAsoiSJNAlrFI02XKfMVWIZn9uLdN2sTKYojaB/XTfNAYrCTkBV8nJzs7mbacrLqvR9bTyGrqOsSkdz6ro+vKOUtSQzhtURhfPFIGrAzMrs6oE7HjPHcuu6JJqazW0ShRLMGE3SU1siKHMAqyIUtH3a9razMhOaoAxllsGyOkGmnFue6xpdoYp/9o/+2e9/7vf/y53/5Uc/8KP/7fv+G5mmMzDf8N/2ibd9/MGPH+8e/6Pv+YNnvv2Zf3D3//tQ/K9Od053Ovibe+/+0JkPmtrmy2/4/qrkn3no7LGB43GHql2O5txyzS3/6r//q2PesaIq+mbf5vYknnSMjsrUeTInRhqAtEwX6WJgDdamFErRcQ7bhqqJ3WnICngedL25iSTdAqDLmwSRytS6RrTUuB4bBsqqtCwWLNVVLbqyxHQKyzq6RmNZMAxOPkucN6ypxQKWdXTKISmS1eoexXy0+yoKzOfo9S6YVeq6zsqs9S+iNNLaT39p6KpO+9tltrSE1e/yM/tj0zIqJtvDEhSmKKWr8fRwdEVffQm27sVww+CGD937oTd/9M0fOfORVKZfe9XT1Nr65IOf+qH3//jvfMvvf+Hzy/vizzi2edOxm1Y/ReotigKVqWsl8ha33Ybd3Ss9na8gXvtabG4e8fp4PH7Na15zxx139Hq9N73pTS996Uuv9MhFASkfIcHVx3SA1Sa3cT7AymXesq9WYQmLHuO6rouqWM1vWZp1ia6owxCqoH5+xlgpSzIGXguAiO5AGtzt6ZEqHe1BV3MqOC/xvFaRuUT+mY6flildFIViJMQ1S2Y9s7HmWF0qGgMvmZdVqeOC+YgkBzfd5mkghYv2Xy+2O1w7H4UpYBK41IwzsAZBFoziEQNr92F0Jy82a1CxYz53YI3JJ4S8fgEEAWpWuPYFPTy+j3Sseb5e8TDO4r7db4zVCsxmB6uCbSvMFDrLVeiKgkkS+WZH5yDT1sNtQYfhuuAckwl8H4fb0YVAr8fuOscrGRlWbxJjNILnYXsbUdREZuT1u7YoLhYoCgyHCAJMp0fYbqgqbBs/+aJ//q23/8k7PvdrL732e6++Ststxre845UfOfcR1Ljtk//6x576f5MXJBEEo1BJU3Rc9Yf+6E17e/I519zyqhtf1RyNqYeLfY6D6Z7I2WLTaaaXosBkUutWvtXvKAy+1HbnYRRhZwdlCdeF48B2ZBxhMlbmad51ja6r6I41m4ddqzMcYjqrTTexlcF4DACa1ujQjseoKngeXJsnVZEknMjRxHO3BFwXs1ktTZkX0tGcrMjWxMniPLZ1e5EsqF+kBWmiWsIKssAQBlcV20KZmL4PMm9oNdKSUBfmknMnT3NVUdtCG0hjUxWmMJfZkkasqjbOVK7uupq7E+wc947HRfyWF73lfzz4P/7ygb+89fZbf/vbf5vVbGAPRvHop//rT6PGbS++7aZjN73syS9712fe9fN/9fNv/5a3axre9slfrQvzZTe9hBXuaJLbXuGYoqobUTdVUU93Tp/unD7tn95wNqbxdGgPAVjCivKorMu+3d8P92fxrKiKntk7PFc0HZ01ZjMYpuZ2CofXyyXj/KDiRnPO6gQ4n8PUBVNlVVeFLHodTUYIw+bByfNGQ/gSIO5Qt9uwwssSZQl/PUsLAPQVunnwCDRVQnHQNrjGriPaU3uxZCd1qbM5BE3V2qp9WqRREUkebPrDe6ejbXd79Z1Sos6trd7Rcxr1LF/RVwN4Qu8JAD5034cA/OAzfvC2F902jsc3vf2mv9r747d+/o1f43wDpHjWsWddQI0tMZ9DUVAUl4oqfuM38NnPXvRfH3m84hVHB1ivfe1rr7nmmne9610f/ehHv+3bvu1bvuVb9MvX8wAA6DqKAuMx8vwrrgn2mA6wXN1ty3Nc4WmRFlXRcY7abpxHq9l98MqVRFcEilQYmMY1UzOXwbJNJrUgGtZq4EVNfK1P6uqbV5NGLWQtdeWiI4+Y76sBFr3oG357cJ3rbUEQgCnMKI/W+rPo29ssPVF2rnTOwvmlWl0JsGQt13Z4jDHf9CnL2M4gq4m6I6HrME2WZJ0YE1d3iQE9z5DnsJz1NjdNg2Nqo2CuqBjYA7qQLMN8jk7ngshJ53pVZ46up2WqaczSNaysCmK9KnIETBOq2qw31iFZRE3DoCvuvLfY7HEAg0GTG9N1BAH2R1WpFSe6vdWPzOeQsklcdTqYzzGfX8A+aXHr9bde17/qi9NP/F3yATa56bv/5NvuHH/hmHdsP9j/xQ//2+ef+Oani+f0ekjKpIjNqka/j786+/H3fPH/0Wzzl//xr45GrNcD51i1DWkhBDTB5kkzpGlNtdxcsIZgLgu+WNYnenJzUwUQBJjN8OBeoeiivwFHz7uOl2dIA1vRRl7HURVV0ZI41o5vq5WDuoaqoq4xHsPzmrmSW0IziyAwDQOMgSs8zmMAloUokcu5GtVFr++lZdrBwQNOKZxNe3M33F3jFJJGBoAwC13h0i+ys0NVbJWBUaUpDKFzTdEkuQRWdbWaDimqgvSBZSUPj+e+1Z/G053ljqIq13Svec93vefb3/3tf/rFP73x1298x7e944XXvfD1f/b6WTJ70XUv+s6v+U4Ar3v26977mfe+45PveOPNb7SE9d67f0MpvFc/45/bOu+5JhfOXrR3wj1BBydm2Ddf/81hHp7wTozj8bng3OnOaVLc6Jt9WckwD01ubrlbRz6wdPJBACGQxKw2uKoVw6E2m2G5bJpe1wKUMGS+j24XVaqRyJ9QhOtjPIamQcpGiaossVxC0y7VxkWl9tkMdX3EPoGQlgczD8jAQIowiUSFOKZk2PpHqBOl/avGNVFfrso8oRHul5nBjXPBub7Z9y0/lzn1Vq++MwhgWbAuvvyv6eZfDq7vXw/A1d3f+F9/47ue/F0ATngn3v2d737hO174lo+85Slbfw6ePrP/IppVOEccIwiaGWY2O+gaOYzXvhaj0ZWezlcQW1tHv/6BD3zgzjvv5JzffPPNd999N7/yVkBVRbeLLMPOzpd7kl8Sj+kAq9XVBMAVvpRL6sv7Sn8vSToRS50o520yqYXOdWpCac+Q5BXIjnrtgJnMDnfBlFV5ieyRruqLakFZrosVE3VVz5Ct/hVAWqRrVIOkTFqpAhKYuYx7sA46jTZ4Tcs0yALac6+ddlmVA+ugDifrL00UdV3kE60uLW5oUcDH0+qqQT0YYj88grzld9RpaBVLbz9gigJFgZTodtcrFAY3pvHU070oj9p0WrsqDAZHe4qtQdMwGICknA9XQGxT9HpVxxGL+QWVR9dFrRY7Y7FfNCU5zkEmIatLke9jOsV8fsTuX2HKj339j/3oH77h393xlkU2fyh98InbT/zz7/3zt33ibf/mjn/zz//0ez70sk/psTuZF12t2++jrIsf/uMfrurqXz73tc9+wg1BgChCpwOVqa0H3wVnbuPcuVpKkCpHt4ukSg3FIJWNosBGX9OMPM/NOEZZoteDVRVVJZKsnIZMSVRFwXCgJNIK87BjdJgW6VlnNTtItHcKTNMUo6mAFrkaggCed+DIC8ByynvOcs/PsshTjCJKM6HonENRGnlJkoMK8mC1yK4whVyKgzw43T0dhogi+D5GI8zncAf6rJ7x2qqSznCIRaZRr/GaSH0uc3owicK4Rn+hTuS8ylFBVvLmUzf/7Q/+7Xe/97s/cvYjL7n9Jd/3tO/73b/7XYMbv3brr9H7T3VOvfypL7/907e/6a/edMw5llbxi59461BcdWroc5UXsiD/AABlVc7T+Ya98cJrX/jJvU+awjzuHb9rfNdeuEd6ZqNopCqqq7lrLqurKGShwU4SDIfIczw00TIj11TN9zEeI0lgmlCZUM8LwwYBJmFw/JTPmE7896IqLM1SleahYAz9PjjHYgHDwGKBfv/Ib25gGJASVXXR7QpNm3WNOG6EQlRVBIm0ldo02WGeDZW8V6ev1SXg8kG7U1lJ0saTqSRb2NVDUVvfcH0CuwCX7yDU4vre9U/ffvq7X/buVY3f51/1/H/7Tf/2DX/2hk/vfhoCtz7tWUJgMmlqo3TPATjOgd7YYbzqVVd6Lo8OpJTK+bl1d3dX13X7ChlV9CvpOhzncR2sRwrUv3059awvH5TBalsRD1POARD7arXXTyiCnHPW0ldt1/HaEWS1vmNeBal/EZW+rMojaVKkQbX6EVuzWxFzAmXp26Bq1RHvisAV3mbLZCUX6YIx1nb/taDK6WpElRTJlzTiYAy+D+TeYqoxho2BatpS1kdftaLgupOd7WOMaO/UTnU4+qHIjAQdVtOHhgHLwnR6uTV+VYXvYzaDPNRXp6kag0Jaz2vsNKbm25ui14NpghYY4vesLRbdLkjK6zD+6VO/z1NOfD74yEPBg183eN57vuM/H3eP/+xzf/brjn/dmfmZN374R3bHCWd6v8/iMnrdn77us6PPXuVf9cab3wjAspCmjUnfWgZrucTODsaTOo6U+x+oggC9HjQNaZmySh+NwBgGA2iq9tBenqawbWxsoNOBZpTdjnA6+fEtjahsnMPW7LRMaRhs9DUSZwIa2YuW2mIY2NoQUVKQ1kZRNAlRyk/PlpnTKUpZTkditGvujtMgwGiEMGpY80IVxLha60HTuR6kQVaU8cLMMgwG8H1cdx26XTx0Vrv7gWBnP1eMQFFgCEPWUtZyLZHcdsOs6o21oGe8a3QH9mCaTLMyO+Yee8/L3vPTN/90zerf/ORv1nX9U9/4U7SUEq/gZ5/3sypT/+Mn/+NbP/5WAP/y+T8kC7UgWaky7Zv9ZbasUVM/r871555+7nNOPIe+65R/apbMHOH4hr/hbAzt4apY6Bqo0zMKuOc1+r22oU3n5JSKbrdhqQdzPY05gPkcsyi03XyZzSfxBEAms1I2Lp+GAcdpVnqyA6KgP15/vtdh2xetJ1Z1lRWFzPTRqOkT3NzEYIBBj1tOceSaS7n2h5FfXwOl9n3DH1rDKI+4wouqWOvjWS7hOH//vjTXdK/90Cs+fHVn3UHhdc9+3cue/DLUMLn5dcef4TgYDmHbzXNEIP7o/+xmz7fccssv/dIvSSk/9rGPPfOZz8wvkZT7KsDjAVYDlamO5jwC6Sucp2G1RiKUlTncYGxwY9WhQqgiLuLDgVTbdbz6IrFrLz2VtI2BpbxolW0tOWQJK5f5Ku1mNUtfVmWN+jL9Yda/aIXNM0/nju509E6QBYfbu8DQLuokB9Dmzy4BztHrssEAngeNc7rhl95BMtYU+46k3uN8FelwUO444BzzOfL8iOmsrlGWF7xOtHeqhqxdbJ5oQuCw6GJRFRrXiAXsuuj11lsX20swDOzsNM10q5CJ8/1f990Q6a1f+423f/t7eD7IZC4U8Xsv/T1bt9/9+Xf+8dnbvU715o/+8tX//uq3fvzXUOq/+E2/SOEC3ZY0XedgVRWSBJub6A+L66+yDKscDCAEsrIIAyVc8k4HnQ6KAuFCM+y82wVV9HBej5EiEs6bFxWmWMJapAtbs4VoyqNpijheL30KrnS74EISh5qcrKIi2ltMz0x2e73q+pPdJzyBdV1Dt9N+H70exos4Dc1KMgZG1jRUE2x/I1bp52bTInIMA/1+MwwoQLz+OpbL0qj7lZLGRayreo2agV3Qe1GV1IGL80vyEXw13XF11+BG1+zO0/k0nvqm/6YXvOmDr/jg0B5e41/z+m94ffOLy0Ko4gn9J7z8qS/PZT6Npzcdu+n5Vz/P9/h0XlYVkiIh9uQ4GmuqRpkz3/RfdO2L6AiWsK7qXrXhbBjcoLNq+aCHR05Zl1nCVZW1Y6/va2FS0HJGAvr33QfbYkmC8RiFLDU76pqdDWfDElZSJnvBHhla0MepfxZAHDc9XGRXdXhfcZnYGUfn7jeShHW76HYPslyrVmBraFtiv0woTBnaQ9LgoNKwwpTVySRNUVVH1P0fNqREHGM6xXhfzWOdtFdW3UsZY7/1v/3Wkzae9Kzjz6KHVFGOmDeukK301Yi3vvWtn/70pzc2Nr7ne77nt3/7t7tHciC+avCYLhGu4ZFJXxFILIpmH8ZYx+jM0/nAHqzGSQY3xvG4pYwQS+xwTHAkAauUR6dnVqFzfZ7OC1lUqC6zn4UqIOT8Ra8kRdLet4edvgJJghUSAOng0fF1rq8W4JpzUPVWPZ/aeS4zyd9moagcedgg7ErR8OSOCu9o8QgCFEUTjjCGsmxKHqoKKaHrzX+qCsdpvNLaOIksRBRpe+sFYeAom78jUVUIQ2xt4exZXHPNwR2IY1QVfuK5r87UyVu/+a1JxM/syP1JempTv6533W0vvu0H/vAH3viXr/s3H/2/RsEYpfn0wYt/8hvf8LyrniwrqagKANOkIhEjVUkKxOOYevpQyMKzzSgo4lhTVTw0Tk3DGPbBGNIUiwU2BmKWV6t9rHVdU0lu7TG0NbutQXseRiOkaSNUsQahCtModE09exZCgJs8K/M8Nk8Muxtuj37rbkc9M1YzN9e4MNzYqAejEXQdRc3rTCySLAsztdaJ5qUo2iSYf8321YfTIYyXV50wfCbrrBcqEwbGGde4tlYfbIWmcH60rEkhtM+Lpmp9qx9kAb3hBde84C++9y8W2SLMQlLbapvjfua5P/OuT79LQv7Ec34CgGPxeV4+tJfPE1bbQtZeLJfbXa+uwRgOMzvXb5oicpkffj3JijwRneMHr3BV8TvKeFr2u5zE2AaDRpVN06B3555wl9ESgClMU5iFLA5PQVIiz+H7qGtQf+JigV4PV4okkw88FJ/sD4B1IpdQRJxnurL+esOIN/5+Qgy6sQpTNMWYLfOkUDTv4LemOvXfC4i4lufQdVgWfB+Kgqpq4i3qWaG6uaM57/uu933w3g9e4miXww39KsfW1tb73//+R/ssLhePB1iPDijAav9Kyap5Mu+aB/G4qqiqoq4YsNQ4Sik+k5lrrKfRM5ldTsxkcCPMwyuKM2xhh1lIywAZ0LaLRFqmDztIJefsoiqiPGopVq7ujqOxJazVdaJt76KuTxL1uSJQu0Ahiy9zO6uppG90RHjH2MEMSzIEpCnA+XmRhYoEtBAEjcRzS23RNIRh0414bIO3kUSeN7ILq6mRS2O5hGnC85Dn2N3F1lbDNQ4C9PsY8FO/fuuvA3BdDDP9vt2oZwNqfuu13/qtN7z/j+78ozAqb+y/8P/8X97wbf/oBZMJUE/bQWsYjW57251A9l79PsqqVBRFV/XCyBbLSnBFt9Oh5zOGOEYYoteDEDAqIy7iRtqjTOmJWFUGIShMaeXy6a5ejJQjFFFWpWPh5Encey9On+4yBsVAJhbts2CacAxjNEt7fgkpGFOpx0p3BTOKoefFcjn0hmBVXMRxHttuZepHfFlWZp7umFqeBrYqe8tsgkPhy1oQbHCjjZ+OBFd4+/inRXrcPf7UzacWspilMxI0puPf0L/h5U99+X9/4L8Tx5kr3O1kDNLvmxZHVYmi6KUpCwIYBkzzSwgq6kI/MsCazAp/RcGE4JjaLM7vvptrWrPSkwVNVodaxSxhLbFs3+zq7uEhGsdNaE5DxXEO6FyXDylx77nloGOfOK4ul5hO4ftNaVhK5KVYZEFpYTi8IApPioT8Iq/gmy55DmmKNEWS2edGo7rSfUU1DOg6pGzUWL58EEWd4qrVE1cUOA4cB2QcGQRwHJgmnjR80hMHT7z0Mb/S9saPYxWPB1iPDtYCLACe7o3j8ZppA+16KcDKZW5q5hrlpagKYuO2rxA9XGEKifRcGqYwJ/HkiuIM13BH0WgTm6A56zyrl/RXv5wMFnFHOkanrUuSz8+aLAUV5mQliaH8MKq6JIV/2CnvSsEYO9xbcBhrSlQESuDTuhLHmEzguuh2G76UZTWiXNn5EjHZwykK+ScWq6mRiyHPD2i2gwFGo0a4gaZj2t+3BZqezx+asp1JIJXYVv1/9+x3JMsfeeWN3/cdT7uFVmhdR1qoUpfnrx2GgSQB542zMoWGnCMtS6EIoYqaBYq58F13ltZCFcslsuyg1mZr9iSe0C8Y5VHH6FDT2eELWQ25LiGBIVRBJW/LwsmTePBBmCa2tssyV1eX1Y2e8YUHpstI6Riu6uDYMWQZlpHQrMg3vSpRp+lYVtLghq3bJ9wTh9skaah3jE5SJr5vj8fc9rqRnK0N/pbhTqCE8WWKd7cdxEIVfbM/S2eFLFq9/p957s/ceOdNdK9ILryqq4E1oJ4MzplpNuXaxaIh+V2s5UJTtUWxLmQfRSiqwnfXxzZXRC7zY8eslu3X62F3v4yTqF8NgAuKVpqqraWfiSxoGIgiaBqm04bjSOYHbV24RSHLIEk1rjqGuXqQvXFeVsXpTZ8McB58EOMxtrYa5Q5F4SKqtbKKImWVv5WUyZpO1cNGWWI8hmmS9gQ/vqXXFTPNpm6e51+CvH+ZX7FYoK4PKOpHguaQLFsNsx4PoL6K8HiA9eigtVxowRjrmt1JPKHFiV7UVX2WzCi8yGVOTrGrn1qtD2ZlFmQBGDzDu8xAR1O1I72ELwGLW6UsqfGQvHvbMyHDsss/1BpUpupcX9tMu7o7ika2sNtliXg5s2Qma3m4zfByQAHWaoP3owsSUZzPkabodKBpzXLYRj9BgCRBv99Mo9Avqz5IvfT0g1DDHRkOCtGQYEiStP3FTGGM58kzntIXKq9r/U9e9c7VmV3XEQbqqmyHZWE+h9lpXqS+QpxnCxHzF0oR5uDQJ5Omiaxd6bnCda7HeUxMHU3VltnycgLHi0FTNdLPZIx1Oo3I/mEVD65whTFFqY9vNc+IaWK+4ElWwISne8R8Z2BBFpBJVBsVUXKCWI/U56ua8H0sFprrDlYHf41aVpIe5Dxv0khNlfBLZXnJq7tNzaqK2rf6i3RBF1IUGOCGV1x3fVmC86bPgB7k1YMoCmy7kbQdjy9gKa1CKKKU5apMTJYhDGvbLVXGqwp13ZTzAJSZBiVcjR4UBcxYmLkbR6rCMJko5IGDC/uU6c1JgixrJHAV5UBGxHEahRFVBeeoUERZGmWprGpL07MyPrFZuUZz0xYLBPmy53iGwWgAex4ooGxzdUIVuiiCuW7bzXgrq5I8Ii995y8TJOvlOI3L4bG+neZlGhytt/IwUBSYTuE4lys4CagQcAAAIABJREFUTkyDomie6CML6I/jUcHjAdajhsOrO1e4p3urZKxGklgW1FFoa3aQBatSLpnMPN2TtVymy7IqiTB7RadBnlmX/36ucK5yElBeFVZ42AINLXRVP7zFpHBqrYXe0ZxRPHKEs1aDID9EUHWVqaRMczhNpTAlLdNLu/c8wiBHtiA4EK2m5ZBkHquq0X3wPIzHKKt84H6J9GQUNc1fLeiz5JxTVSCfvtUySlea9RftcKl0u2Bsfd+s6ygmiqwO4ns6w6rkkiVpemDvVVQFxRBlVbKajdOlKbd89wjlbkdzJvGEK5wyPbnMD0uQXD6oKS+XTUftxgaSBNN56fsXXEkQwLMMWSpZ1tRxGIPrqLsBpCe5wlXG6cnMyswzvBp1WqaWsOdzZBkYQywzU9czKArjucx1XQNw/33q8eMHFDqSGKWvC0MQnb+pEn6pAIuS1qvzA6m6VxWCAFlG7WnKZELabExl6iWS0K4LIS61YGtcy8q8TI2yRJ5jMoHlllHM1YQxBsZQ1022Jo257dSrMdMyW2oabN+65x4Mh+h268Wi0Q1p+pRlaivNt+7uwjQPln+SESEPHDqxskSal6Nw6pjWRt83hAAwm8ud8ZRt1I7mRBEmyzhJmGUZkwkMA4NB0xk3nTbaVwCEIipWGIYeRU0TIjkwXvq2XyakRJbB8xCGKAqSndO5wlmJMPx7oF6RY8Sa6t7lQIjGyfQS8fTjwPleHMZQHN0L8feJxwPdry6YwhSKWKYXUBlmyayQRSlLS1hdsxsX8SgaJUUiK1nKMiuzcTTmCh9Yg4cxiZjcvKIAizFmqmaQBSS02O7avxyGO8EzvCMTYI7uZGW22uVeo9YUjfTrV1+cJlPiRRHZIpf5PJ0fPiAuYl/4qIP6ARlDFGF/n4p6Cukv0JqkKPC8ejorObvU9CnlEXO9qjbVhKpqlLfWdrpC5ce3ld3dixpRG5qaZE2yirJrpok8VQtZBGHVxk8t96isS1nqu9N40NWO9EUh/4AgC0xukh3ew1AGWsWqiSe1DmRFkacHP3SSIE2x2Te3Btaq66JtoypFLktSPcV5fqFQhCnMZZKMx1AUbG5iOIRm5obQ4xhpqOUypzLuxgb29rCz0whJFFXBmUZO1b4PMuLVuS5ruZoFPBKHrR3qGmGI0QiKguEQltVEKssllksIVVz6wacuyCRpOlvXwJm2N87LEpqGssTJk3B6wenjxtYWNjexsYGNDWQZRiMYBixdI2WHQhbjeLwMSl52KeYrCmha7boH/bCtAE1dY28PZYmtrQuGXLeLojiwHeQclRoPOtaw4xrnA4Sur3aN/miWPrC7vO/+KsgCS/U2N7G5iU7noLXTcQ5aZSnOdpymmQOkL3oZvcbE4ro0whCWhTxvWllpxlIVlRhR5Xo9+cpAkWLLW38YcBx4HqbTS0lePcZB/NckeSSU3B/lAGt/f/8Vr3jFsWPHTpw48epXvzqgeQh4znOew87jNa95zaN7ko8wOmYnLdN2FjaFaWnWXrhHLTnUbUT6lg8GDwZFIGs5sAYXY1t/SRzpJH9pWJpV1VWYh+20TkLGV+QMf/mg7XuYhXvh3jJbFrKI8sjVXUdzFmlDH6nrehpPhSJc3dVUzRSmozmU9Dqs9EMs7K/Q2V4O1qrDqxACjnPg0+w49ZrHraqVlsmXy0v91sslLOsI6obrNj7Trnv0VpuyHUfqZgEwDTVJJXVHLpcAYJooc84qYxSNKjUGQEoEClNymctMD8N62FOFdpSvNQCAMUbttJTy+TI5yAY3VqXjANhumUScVk0SEO92oXFu6IzzgyVZUWAbfHe/IH2vIGh6ABljMtems0o3S/ohaia5qHyP93pQoY9nGUm5DgY4dQpxjAceQFEgSvPlXFA5zDRB/ok4JIi1upxHEe69F7t71SIolKrZqxBvaTRqkiWr1shCYDBAWSILnTBQ5nNMpxiPMRqBxNajCFnWxDqcN2ye5RJ7e1gsmn8qSwRzDWru+0hTeB5UIwarVrlT1FtA7Zak4RdkwTSZysRmWe/sGUXTcM011LGhkDDb2bMYjTAdafuj6sy58u67EYbY3l5nWZGkVhw3glh1Xa95CxI8V4nG/bMPFs7G2HeME9viMHOfkpEUPlK7wyTdz9h8vIjTMiVf50sPniRpbuD+PhaLRmphDcRt1/VGPne1CYCI5+dXsIeJ2awRbflyYBgHwfel7XEem+Ac5Ddg2//QhUZf+cpXXn311Q888MAXv/jFbrf7cz/3cwDqur7zzjt3dnaCIAiC4Lbbbnt0T/IRBgOzhLWq50mTXZInrbGPUAVXuQJl29k+bPf7lQYpX2NF8vTLT19dGjrXB/agb/UZ2CyZRUXk6I6jOWVV0nI1S2eqoq5JzOMiIq5pmTrCIZ/aRwWzZPYl0xgAhICur08BeZn3OqIoLrpDnc9RVUc76ZKFDsmTXgzb29jbO2JpAWCZ6v5IZhk2NlCWDZ9GCMxn7HivlxTJOBrHeUxZqFkYhxM3z2tkXphmRxwOqOpKVtIzvKRM2m7ZLwdc4QxslafIVOl7fD5viq0UQRI8D1F0kHIwNLGzV9DMmyRYhJmm6IsFwhDHhgYTzSjKysbAlDH0fe2Bs4Xj1g3FysDVV8Mw8NnP4sy5ou9rbcXQcZo8TSs+h/PpCtI02t/HmTOwbSyiZDbWz51jZ89ibw/7+0hTkNTT4YiZspueLRQFmgbbbtpRyYWpLJtUKIUvlOYhzyXOEYY4exZf+ALqUsvycjypFAW2UwVZ0NHXn6MkwbFjWC6hMi0u4rIqRTGsC1NRcPp004qxvY2dHWVvD4rS0LY2N9GxzDhPNjZw7NhB3JAk2N9vcrRUAR+PEcdIyuQwmSwMMZ3Csdkxv6dzzVDci41e224iZlVRN+yNntnzXW0e5It02WYEyVR0Pm/oSmnaxLjUr9fvY3MTZAOVJE1cu4oogmk27MbDNTjLagTcLxNrlsOLBYC/H30HCr7JOGFvr7Ef+OqW5PyHiUe5SnLHHXfcfvvtmqYB+Kmf+qkbb7zxzW9+887OTlmWt95661133fWCF7zg7W9/u/GwE6b/c8LW7FE0crQDjhHN6bNk1rN6SZEss6UpzOOd448KTZvcUtvlUFYyLuKeeeVqNlf+va7uurpbViU1TpJ+WFIklOU6/BGTm+N47NUXFB+JaHy4O+yRAVmaLLB4eHesqApd6LaP6RQ41FVH0dXFvNsOv/8wLAu2jdFo3Wm1rhGFTEp0/FpRmOdhucRggKIqd6fhqW1DF30amYZqzeb1nfdkTzw1lHqqwdubJFVmkTnaKuIiFoquSOvs7qKulOMbV8aKI1GlteVW53omM9oA0DhxbJZljR3eKgeZaojLJXo9FAWyRPi9sCggBLpdfP6B3Dcsz8FggLIySRsdQFZmlLita4Qh2xiIIMptq9ldEE9uGZbzGdPEwfZV15sklmnqi2xB1PsoatIkZCOztYVuFzxOTyhOVTSSFqb5JfrI6Cdbw+raT/pqUQTPa9I8dU3NhtB1XHstVBXjSFOVwvf0ebqwhLWW7GldX6IIwZx7np9FppSNQQIpn81m6Pfh+5XnwbabftjJBBxmZzD1vQNuJTWTdruNnlNdoygwn2M2g9TjTf/gnVI2TEGKI4Vg87nvdS46tk2zUS6lxBJXuGfyyrM44GhNYjJJ4DiN/xUVBMuyUY6guApoWhptu0n3kqoIznN3SLjuyCCPuhqXy8YP9BJIU4ThQYClqs37v/z2wxbkc4/zqrl5DtpmPI5HEo9ygPWMZzzjF37hF37yJ38yz/Of//mf39nZAbCzs/P0pz/9V37lV06dOvXa/5+9d4txLC3vvf/vOq/l5UNVuaqnp08MI5hBQ7I/MYoUTcInIXJB2GkGCFGigFCEFECoBRklA1wEFG1yYIiEGEVCuRoRIYK0FRgRBIqiiDAXIRfJZJPoI0MnATLTu+nproPPy17n7+J56/Uql8vlqnLZrurnJ6tUB3t5reVVfv9+Dv/nqac+9rGPffWrXz1oCy+//HJt7KT1Xb797W8//LAcLBBFURAE8Rxq205MO2z3mj1yzUmzdGews+6t7wx27uR3NKGVzTJ09DEam5kPcRq3o3bNrvW1PoBm2DQ1E/u8wudDJ+qkeVq1qnfbd8feoRk2B61hryWdzJpda0ftyF3AZ7pO1BEQrazV0luTXR7SNG00GvneN8Xt/nbVrhqaEcfiJz8RQqBczmhhaLVEnotqNbt370R7qGn44Q+NNE1UBiTL0G5rQkDXGq/cynxPB7Czo926JWD2NPT++f9rX1tfMc28F+Svdru9fst1gzxDv90TZj6INhvN+PZtzTCgabkQIEOBO+1tF9WSG/XRiLPox/+5Ua0Ix5m0COQ54liEIaJIZBmEQKmUu+7wIXEWd6LOqrMKIEzDQTLIulmaot3WarVsf9hvZ0drtfIgEOVyHkb3fvyTfL2ed3vZq3ebiSssI6XwzHZ/O2pHpm5uBptr7tpm1On1hGHkltO9dacVBj7tdrcrwlDYfs/Qkv/zf7TLl1NVchTH4tVXRb2edaNuG21HlF95xahWs5WVLMvE1pY2GOTbO0lfbG/s9sb6Pvp98cMfinI5n3xaDiUMxeamEAIkjEwzp/gopXoHca+fNzpdI0iCFXslEIE62/2+CALh+/m9ezmAVku8+qowzU6WCdfNgZziLu222NkRaXrvJz9BvZ4LgTgWUYRSKW82dpJuNOhZaSrabaFpqFSyVgtpKpIEWQZNQxiKIIxjrZluZJ6XA+j3RbcrPC+PY6FpOZD3+xgMhKblE9JwnY7odvfMmEsSNBpauZx3u8Kyct/PVckXsbWlNRraa16TjM2MR5G4eVPUarlp5p2OiGORZVhdze6Of7MBgFZLe/VVOE7uOPlIlCvPMRiIIBCaBs/LbTunHoIoQp4LXc9P+J87mXZbvPpqKz9AZP3vH/zv7f4BxQGL4Ncf+/WxH0E/+MEPvuENb3jqqacAfOhDH3r44Yc//vGPH2nLURTdvXsXwM7OzmAwMI/bDrC2tnboqOkFC6wvfelLH/nIR65cubKxsfHRj350dXUVwOOPP/6d73yH7vDZz372sccem7CFK1euqDuPpVqt6rsLRRiGvV5v9RjOwXNnNV/d6m3V/bqA6Cd9J3FqTq2e1/vJmBqFOZPnudbTLpQuCCF6UU9LtDVvdp+8jkgddYxryVT4sd9P+up/tRf13MytOlUrsHzLn1Vv0fRk3axeqgPY6m2teCsTCuBorOl6YWBslmdpN32gPBw0T6kNsjdcXR1W3c5gPzNcuIDBAP0+skz6DN1pChGX1tftbhflMmwblQ3NNevNXhD2nHRQKnmoVbHV27l8YdUxnDrqAsLwDc/0bN2JImSZjFv048GVsnhwZU0IhEm5E3VqVr3RgGUN3SVGCEO023AcVKuwbZimzPjU63vuf7d7d9Vb1TW9G3XzPKfI0wMPjNkgIP1d63WUSnB6iHsVISzdDv6fn7HNtEYTD4WAEzk5clt3+kKIrO66qNfhOIjSiltui36dGrjKZVy7hp1BfmGjfOeWTXN11L45DhwHq/XVe52t7t361avi4kXQbJ//8T8A4NWdbjpwLKvqecMoVJKg0aB88Xi/qOkJw6HVbZFqWm0NWlmePeA+QOGrNJUu7dUqHnxwuDPk3h6GMM09yax6nUKqydrammGIogGVG3pbO0m5XKXAVak0DNvQ4QCIY/zodrPTvJznJdOUDXr0Pl2rjZlWfhCrq/LVLJ4i10Uc48KFMZ6rlDylV2Ek7JTnSFMYBtbX0WjA92Wsa23tEO/W9XU52YZa1eh/k26Uuye/3/lTr8N1xzcSAfhfL/yvH2z+YM67NIE3X33zWIH1nve85w//8A+feuqpKIq+/vWv/8u//MtRt2yaJr2pCiGq1eqxBZamHV5htWCBVSqVnn/+eUoRvvDCC4888giAF198MQzDJ554AoBlWfZET1xN0+r1+pRPp+1y4h0/dTRojildc+IsdkyHdtvXl8JcwNTNXOQ58iAJ1ry1ZT6lnuV14y52x4ZEWeRbvqZpNbfW7Ddd0z1SYXU36o44yyt6Uc/UzcmFRINkYBkWrWFVt9qO2sq2fj95no9crnESO5ZT/I3vw/PQ6UDTRu2eT8LFi7h5E4MBajXZ00Rbdm3jXiM3NU3XcfEiggC3d5K1UmW9av+ou20mngM9jNJyNS2eWNd04yz2LK+YWImCYN0q6zR4x3JzkVumtrEh7ZHK5T2LUJbJgSG12h6PbNuWfqfFmjPXcuM8NjUzQ2Yb9uSL07ZRr8tt2qZtlDI908xyYhuOa2iNBra3kedIslIz3HYN3bbdtTVNvSc7mqMbLdfH9rZmWVhfxyDp65ruO+7Fi9je3jMKplpFowHH0bY3LUuPL1928hztNmo1ebBeJVpfraSR1mpB02Q2Stexuirdz6NIZhUNQwpcXQcVYB00MbPISGKLxukAsIWdi9y3fNu0AYQhmk24LjY2xmyWnn2/6Flbw717epZpQSB8Xz4wzxEFpTjfFEJsbIiDyqdMK1vbiDeqtZ1t7d49VCqgKZZHVZNkTRKGe9KmB/msRhF6PWn00GrJunUh5CAaKufSNHgeVlbQbCJJsLo6VX8fpeeqVYQhNVfKl0mlAhdFqSQOyhL++ht//aedn853dyZx0If2t7zlLe9973vv3r37z//8z2984xuvXLly1C0LIeg9YQ56YMEC6+Mf/3ie588++2yv1/vkJz/59NNPA+j1er/2a7/23e9+9+GHH/7MZz7zzne+c7E7uSh8y6cpGVEaKRPnJYFsJHtRr2JXltDvoAj58dDMROq9Jw1k6ZZlWL14dNbhBII46EbdOI2LE42IJEs6UcfSrcmVVUUPM8/0yBt2+hc3zsZYjKpiixlimnjtaxFFCMNhGXgYot3SB2FmWfIZTSu7t5lXDOO/f4xyzSuttz1tJUgGmu4UZatjOlu94VRNAN2oqwmtGD6kuCy1lfV6aLeRJDBNabtK1Ujr62PWp3IZW1vwvOEiaus2DVOK03jCaBqFUmymbgJx1cHdblixy0IMtVGeG1ZPT7NgrbRi7tUclm6ZRugLl0ReN+pSs0WphCCQBUaOI0N3YYhXXoElvJWNIMucZhOWJXVPlEZZnrmWBQu+jzCUXvxZNhxh6ftSLtCQpTCU85fabei6nI0zjdIC0Oshy6RNlBDCNVz1j9DpjPFhynM5mMUwRidtE5qG1dWMBnJvbeHCBdlYoGuaa5vQQtc9UJuQ8W/N1wwdaXqiUiT6vFEUWGMXULKbUp2ApH2bTWianFJFpW9RJI+aRl2Vj/g2TBagy8OEYM2n/t9PzXFHjo9pmtevX//rv/7rF1544X3ve9+id+cQFhx4+NM//dOdnZ0rV6689a1v/cAHPvDud78bwJvf/OZPfepT169fv3TpUqPReOaZZxa7k4vC1E1d6DT8eMphzHPD1M32oD3Z4XB5cE03iAMAg2SgZvsAKFvlXtQjZ4FDoe70uldP83R/Z2Kz3yxb5SRN9rtCKMihu3jGaNzKhIfs34cTjveZHpqAVq8jy3DvHra20G6jUtY3LqR0/qII97ajK5dMqu11dT9OExhhgmDkqtCFrgkt3jUpJaONsU0JBCXgLlyQcakowurqgXlDqjguFtY4phMmYY78qG5n9LEhTmNNjLp4CIGS7QqR7xe45FxAuxrEger/oNNCq3u/Lxvmy2WEIUq20w/jV++mhiETbXmetwatPSOhbJTLqNWwuor1dVy4gHqdnDtkTOXKFayuSvlVraJcRppia0t2P0yGpoAHwdAnoupU6f+CRmT2emi1ZDYwSdDt4t49WZw+oYWCDvnyZezs4O5dWbxfqSCPXN2eVDAaxAH5r1aryLITeTjZtqxqGiFJ0O+DfM5IXfn+nigpxeR0HevrqFZl7pI+S2xsoFabZQX6AjkHswjf8573fOUrX/mbv/mbX/3VX130vhzCgmMPa2tr3/jGN0Z+KYS4cePGjRs3FrJLS4Vv+Tv9nYUXXe2Hxpvst0VYTizdyvM8TmMKbKjf65peskrtQXt/RGqEJEsa/caKu2JoRtWukqOpWoO7UVfTtJJVEkJ0o+5BQSw5brZQLqYJrWJX2uGkRGGROI0tZ67lG7oujbbjGK6LMNXjbEBrcLOJUjm2bcsCjfoRUVBp5E1NCEu3qIhnMJDDBx3DGcQD0zbzPG8OmlWnOmFYdaMhJ+hNGQDwfWxuDq2/BISpm0Ec6EI/Uv7X1M0kS8I0VP4jqiUNgKM7kRHt36Bt2M1WL+mhWs27Ubd4LbkuggC2DXKHIuupSgVRJLbuONeu9isVGTRqh21TO8QvdAQh4HnwPJk9TFN4Hup1aYA0udu/04HrQgh0u6PhT5KqlNWKYymwLOvwZkaFZeHaNdy7B9tGrYZGA6tVJ0CbHOr3v+5hEgohSLmSk0izCds+vhSgAUE0sYAEqJrDY5oQArduyWqwIhQ9HYsQRxtHzZwqb33rW3/zN3/zl37plyb3ty0DS53cYWzDPrSsZyEYmlFzahPWyGXDNd1e3IuSaMXZ8yZaMkub0eZkEyaawEMWpgBM3SxZpVYofRaSLOlFPVJInul1w+5BWwviYL8kpWnWZIs/+RDSPBVCLOScq2JkDZpuZlmIZhOrq2jHkan5lgFQAKBpN3t2ydV3dhDH0nCcipBoRHcZ5U7Umew83unI8Sw7O9PW7NPcvU5nuEA6htOLekf1hRcQutCDOChbFSpSjiKUd4f86Jo+Nps8CIxGM39wJb19b+BXzZEnJVttMtwyDOmrtLGB+ob3yr2Gq/u+jygNwzScUmQT1HxH0MTfOEYQYGsLug46/6WSNCobgUzUqHdicxOl0lA5UY2XaR45FzaC58H3YduIIsQxajWhJ+UgDpr9pq7pZG6cZmmap0maZMiKoTvLAuUZJ2hE6r3Ic4xtWHJdJIk8dqp8KhY/dTqIoqkmyRRPMrM82Lb92GOPLX9+ECywlp+SWZrVjNIZsuR1V/txTXezt1mc7UMIISpOpTVo0dxomtFLE3gEZC1ka9CyDbsY+vItf6u3FcSBZ3rNQbNsl1U0y7f9sUGsOI3zPB8rvHzL74bdQwVWlEQnnCRzcnRNT7PUc+E4ME3Eg7iYsqzVkO5Ukij3/aE22toi/yeL/NIGyWCCkqCSFxq8SNbkZJh0KOTdRS5WABzTaYft4nSUOEaSDPu5LGu8Fysyo9EeZIZtWyiVUKthexuWJXNJI/lZGumY57i4YdvmoDHoxr213NsjClW3HYX9aACzrgMw19e1YBD1B2Zstur+pJDe/ifdH24xTVSrqFRkq+DWFvIcWSZtvYq028PcpXICI7pd6Ud6cqpVmayk3K5nevQflGRJlEY0CdsRjm7r+wON5TI2N+G6ozIojtHvo9+HYUjzql5vjO855SXHQjNSrl2TQbKx9Wrknk/5UxrCOGVZ21FRlyszPXEc/+AHP/jRj370y7/8yyfZTpKg1RIzr14d4Ywtk/chZ6LIafkxNMPSrbEixjGcIA7u9e5leYYcuqbTUpcjz7IMAqZm7h9CXHNr28F2nMYatKL2OiiIFcSBZ41P9dIMYGURfhAz8To/IZrQcuS+nwsh4jRW50qxtjqqEmihtW3Yut0atNa8tYOUBEmHanU4DLjdlk6PB2msNIWmgWYS+76MlmkadKEbmqE+BpDDJHWlmSYcRzpSjry9DgbotEzPyTZWhXrGWg3Npkx0FiHnRtdFuYx+Yrf6rbWaI0KDSqeVYKBGAeprK47WBlCy3NgIwoEI2nZi2vYUb8ZkS0GNk8X0pUIIaQZhmuj3sbGBRkNWcxMU+FE14J4nmxMtS8oX0xzjXHoMKHrUaIw61hZfl4PQNJTLaLWgGsTJJnQwkGlQOnDblv6xU8oUci5dWZGu98UGT4K872kYDpVh9XrY2oLjTCuzKCM5zf50OrKHccrEK0N885vf/PCHP/zFL35xsr3AZOIYOzvHH/g4PfzaMvcLnuUdFCWqObUsz45UsmNohm/53ai7Xlof+dP+IFae55MjN7SpCQLr0C3MDQ1amqeGMMa2NO7HNOV0Ecd3NE2boBFJrxTfNisVdLvY2oLvy5ohRZrKNro8H5bXaNpQkDmGQwt5t4vBQEbFFJaFRmNPFpJE2MaamWv5yD09T2osQi32ZMcFwNKsHLlv+YYjm9EqFRlrAeB5qI7zH3dNt9PtaIb20KX1VlNukA6NbpoG05RlQ9j1PFP9fUEwKZFXKiGKpAcE+aSvrMg9LxauKPPxel1WX80kfEVnKc9RraLbPc42qbYsCOT8mWYThjH6Iuo6KhU0m6PGVwftD81KomCk72N7exgAiyJpvlUUcADKZTmBZ2sLtg3fH9VD1FwZRTI+SlQqh9Rs0TXp+3Lnmel597vfTc1wxybLsLNDI9hP3dieBRZzv1BMGI2gCe0YtU0lq2QZY4p2XcMtBrHiNO4nfVM3J4yMdE23Gx1YvAUgTEOaUHTUnZw5uqZTCjVOY8uYKqJGGR8ntcvWgQqy15NNdiNQq1e3i24XpRI8j2bUoN+Xo/eEQJLIDGAcwzCwvY21NdiGTeNo+n2srY3GwMiCodXC9ja91SLLUK8jh5Hmo2u178uBM5XK+MVe13TlV0Jl3ZThqtUmBTM0oTmm45meoYu1NfR62N4e1gzpOtIU/b4s3qLBMqrSvFSSunOCsKhWsbUF0xxqLMMYpjsVroteT87mo9TbTGi1YFnSRGP/k05DtYrtbWSZnPMzdsdcVzpWHDrCr9WCYYz6Y21tAbtRPZrws/98UjiNTDcoX1wqyYAfTTO0LDiO7LHQNBkdoeFIYylekyTsjidqadoPpph/RSQJgoCn5SBJZBTzhJO5p4EFFsMcn7EhHCGEb/vtsK0LPUojTWi2YZetQ8qGS1ZpcgcTo11hAAAgAElEQVTikiSLqQwLOqI0mrK/lVrDWi2xPhrsk711YSiDTGOxLDkukEYXA3CcPek2VYNv2yAv+O1trK5aVEkzIcNI8RXqQNxNouk6xqhYEitkZDV2sSeXARSa0aYJhladquoqpfKs/dC0PrIRV9ukCu5+f1I6T9OwsoKdHTk08NVX0engoYfG3LNSkX6q5fJs2vg7naE3Osm7sR5mkyE9FIZ7Qkr7qVSkhpugM6jJYMRnQddRLmMwkJatk9E0+D5KJfT7ckIiMBruIlQOemx9D1mYKsVP1xWNJZiSble2dgoBwwCNG9p/GSQJWi0pp2h2O/nKngObhhNC7nrzgQUWw8we13CTLDE1c7IfwchDyMV0v9MVGWjV3KXoSdaFnuZplmdUpzzlo2wbloWdHdnPRasLTRGmrrHJiyggIzE0H/egshVyLWq14DjY2oIQY2qnCGVi7vvSq3MyJFa63cP3E0exGppmWLsQ4yNA1Dg5uV7KNLG2JuMupPx2dlAuw/MQBNL3HJBlTJo2m/CVsueQNvE2bFsWPx2VySE6gmYYvPIKrlwZr5MoSjQ2jUg+F9OjrDEm16dXKtjclNd2EfIsXV0dXkKU5Wy1Dp8PTbRaSBL4vny9ADlqSb2UBEXRymW5k3TPWb2+Z515SkwWWAwze4QQ++viD31IySyNGCkR0h91isV4DmhCS/N0rBCcTKVCQ21ldxsg40ZHer87VNw4jqw0ooWQ7p9le9KISQLPGyaVpqwy3t+Ot1hsW44PmvxxnLJ+t27h6lWUy4hjbG7i1i2ZXSWzKDLrL4avxlbQTwN19o3kZClC1migUjnaZqe8Nih/evcurl4d89d2G9Xqgc+rpPYEKE1JlrZ058kBp2JlW3E3BgOsro5eb66LwUAOspxMu404HpViZKxPcUrSl1GERmOMFz8zf1hgMcyy4Jne2CAWzflZ1F6NoGt6FEexiI/a0jjyIfv0cF05Tg677gzkVkCF8DRUh6brnPUGLgpETRZYVE/98MNotyGErBm6cAFRhE5HdtIZhhyzQ1CR0DTF10GAKJIpWsNAFAlSFSNqhkKJ1K9AmdDZRhE6HTzwAF55RU65KUKm8GMvPBoESVPSD4IS0zTcmuzsHUeaoFarSFOZ3aZAFGlKUmxFF4ksk6b2I0X6imoVm5sylDvhGGmkwf5TR9Kf+hiyTA5VXMg8aWaEM/4GwzDnCIp7NQfNuldX/YxpniZZciSP71OFUoR5mi/hgAEFLeFZJl0090cvyAXgrA8/8Tzcu7cn2kRGYtgtuyErc1rXDQOtFkolKaTIpZMSScV1nRJqui47+CZAEo1G9FAxfrMpHnlkvGyloI7nodVCv49KZWZD+na9TLG+jrt3ce3anr+SZ/3+jB41K1iWjE7tr34jTwdlAR/HcBxYFsIQrZbUTKUSbFs2bG5tyZ6GrS2srMAwZH2Vpsl46oRKdspytlrS4nX/CaSG2QnVhJaFWg137sCy5JxsZhlggcUwS4RrumEatsO28nzvx/3lUVegFGGWpkjnPLTnqEwWBxT72R/wOFuQ6xX5NZDcoXpnVeVGSUD63jD2CEoqka5WZSaL9LwagSyENAo6aEVXpmXFE5im2eTAia5jdRWDAdptWTY+IrNILU1vbQVIkUfxoZdekq8pCaPBYOgaahjD4YO9Hrpd2axAAxxHnjHLsL0tv6cGQ8cZho5Ik5FBK4khCms1m1LJkfmCrqNUkk4Zh6pJ28b6umxUpKnSWYY4lnWKeT6mE3b/FnT9kFN38eLFf/qnf/q5n/u5g+5Q7DEshsro9+o3I62I03hkHHo3Kh6g+8wkwKmetJgFbjabjz32GH0fRadedMECi2GWi6pT3ept9eO+pVkA+nF/ScrbCbJpoPnNi96XE0EWSieZebcMlErY3paZUJoDfSRsG4YhC4DIKUqpEMeRKmQs1ElwPHlKDxwM0Omg05GhHZVrM02Z3lWOqRMIQ2TZMCbn+7h5U1qbkpNWlkmThX5fRp6oSULlMWnaZqOxp89xcxO9HlZXUSqN2QEybtC0PUFQcsm6fRu1GrJMyj6KF05ZdiaEvD/lIulU0CQA5YU2+VTYtrTjOugZf+EXfuHb3/52QOf3AKhrdTCQMyg1TVp2jUhnmsk9QYKPbLPZhOcdKDSDAGGIalUOGg8CqbNp4gIdu65PG/UkCzq1z60WbHt4ra6srEA2HIzpa54tLLAYZrkQEDWnttPfWXFW4jS2YC18Qs4IuqYv3FP+5NDb9zTFxcuMYcgOzREj1umhAiBa1w1jmCw7aF4NIGdLn3DSrpJZNJ/HcfYUb9EaT2O/J4xLorE/USQtCcg6q1yG6+LePfzf/4srV6SAs22ZFqRoUFGCOI4cXk5NDHfvotXC5cuHqNVSCYPBMJFKzreveY18For/meYkdTV21qGmoVI53NZrP70efB9JMmaAdxEVvzkUyvzG8ZFbE8ZCjY1jm3ApFev76HSQ57LtVNNkNjZJUKtJg7EkkWZ4Yy910nzkaraysidvPmIUkmV05WQnParDYIHFMEuHqZu+5Tf6jX7Sr5qnPC7r6OhCXzbNdzzIBlM1G55RTih0KB6zvQ1d35NDpN+326OVanF8oOvBMTgoDEbBm3JZlsYr0/wiVG02GCCKUKnI7Vy5gs1NKXRoz1stCCE9w65cAYCdHWTZHhVCfY5BgHYbzSZe+9qpisRJz1EUp9mU7gl0e/VVvPIKHnpovDSMY1m0rusyvXjCmnTllJZl2NyczfxEXZ+ZrT8A04Tvo9HY0zxBiWZAFgiSMh55CE1NIG8Luva6XXjeaEp3MEAcy5K4kbC0ZcEw9pjGtdtwXUTRzI7uIM52kJ9hzislq6QLvZ8si79oEU1oU3q4LzmqSuY+x/NgWWMsM8g3n3QMgCxDvy8tAOYmSX1fFoCP+G5nGe7dQxhC17G+PlRp9bo0pO31cOUKNjbk79fXZV5P07C2JqvNVC0RGaLeu4dWCw8/PK3cISvUVksG4VTwzzRx+TJ0HS+/LMdLd7totbCzIzOVFN+6cEGK43Ybd++i3ZatCcdA1elrGjxPTj1aNkolWfJPRBHu3pXSEEC9Pt6mi3ojtrdl1pLagXd20GzKVCCNKvI8bGygVttTLVfcSLcrX+4wRBzPKW7NESyGWVKqTnVH39HF0kVXDM0wxDl566AaJqqYuZ85yOKLKtXSVC5vto1yed6dAdQZ12jIMBuVGdHom0uXRnvuNA3r6/jpT/Ha18o/7c+X0aAkSuSRPRvdbBuXLh2tBc/3sbWFKBp1tRACV6/i1i25z7TkJwlefRWXL2NjY+inRYG6LJNDBY5hY0FuESqrWCrNLIg1c2g8EU3J7PVQrcLzhgMiD4KUGVmRkRuZ56HTkSGuaaDzTPncVgu12pwqL8/JuyTDnD80odWcJSpvV9iGPf1U7CWH1tqdHQCHaKw0PWS+8lkkyxBF8jN9pTJmnaPqriybttR6SiY7oe+Hwk5BIL3UqRz+IPfz9XUkyeFlTLUa2m00GrICulqdql57BDLEyrIxakbT8MADaLeh63LEpKZJS/2xEw8rFRlP3dwcTZZNpteD6w53XgWxJlRiLQpNk3nVUglXrx5BArru6Amhee1JMn6SOpHncsgp8eqrso2AR+UwDLOknIMK9yKadrjGimOZUTp5ucySQNXl1ClGB3WQ/ffMNSUNli5OkxzZMZIgmgYh9qzBVEND/hoTisCEwMWLU+3J8crJR5hwPZD5QhHXxebmgd2RVNFPZfJ050OhHO5I/GyZg1g0mfvk1V2ksGlee7GkXdHvo92WfbLYnRHZbMrpBccQ08eABRbDMPc7SmPl+ZgVV80eAdBqjS6ZZxFKsY34MxkGGo3xk4NnCMkj2x7vAdHvo9OBYUg/BYo9FBvHwhCdzuGmUEsbYKVIFRllHbSTNHZzZweWNUY3jMz2CQLpgDXyLNQWelAQq9+X3rNzVmBxjCybWe08Vc71etjclB8SSE7FMdptaaVbFLKOg9VVJIlsm5gDLLAYhmGGGqvRkEkEWsKpgV9pkSBAtzvL7qqFQJbuI315ajL0lEsgTWWhpM+UUNiMUnv7PSDSVDYtFsuqaFjNvXtw3eHQ6DM942ia4YOmiVJJDjJSRJGUp8CwXbHXG18/R8VhpDxIfAiBJJGm82RhRQKLQjunqqoVY03zTwhl/cIQUTRMCFJp/Ag00AmQF1KvJ05bZp3l65RhGGZ2UKFPv48gkKkE00S/v+dzMM0/md49cg4cOu95BFqExkooXUe9Ll0MJufOKGfqOEgS7OxMNbQ7jqVioFO33wOCZN+IeKJwTpqi15Pe8ecgRUveY5NtVMkclQwF4hhBgDwfDiknk3eaLDl2I5qGjQ3EMcIQ3S7iGACEQK8Hx8HVq3KqEmVj2215tZ8qVIx/GpqGInaUUU0S2Ss6AcuShXqnDQsshmEYCdVQkz0BVX+PBFSUs8NBbXdzhvwbx5osjIWMKCcMcqZIXqOBRuPAZqsgQKczLNiiOphirIUKg5JExkgMA3mOnR05rY+gaUX9vlwXg2BS5IymKdNInHMAJQobDWnRRM1xeY4kkcopSeQwzXv3sLYmmzeLEUeKSx0KySbfl/7srRbqdSnRaCAPuUgMBrh7F5cvjz48SRCGM4s5BcHx7XCnZ8rophCwrPzw+50MFlgMwzCjCHHgGlYqDZMsi4XMnGo1hKGUOJM/uNPEknL5kPAbaSwlm4rbTBJ0OkjTPZbc1aq0A6X1eDBAGMrIihq6kqZjzEKrVekIRbNlDp29fT7UFUFB0DSVJ40UlWnCsmQYjw62VkMQzEDNU8SRxi8qyEDfceD7+O//xq1buHhRChQS4mEouw2mb2kE5Libkek6NBRygrI/l7DAYhiGOQLUmb/wOYY0OtDz5BrZ6Ug9NEE8dbvQ9amqbah8mGQTbZMcHZMEnjcmskUNa//5nxpZaVcqU3VpUfVPpyNHoJzpyqpjME2u0/MQhmi3T9TtSMJ6wsxp08RrX4tbt3D3LsplpCmiCL6PalWmgMeW2++HWhDyHK6LRmNP9Lffn3Yj54n77IpmGIY5Mcswx5CcNlVOjeJS29tS/aguPIqR0G1kGM6hkGza3gYgIysTgnaui3o9O+oIHZp4ONupLOcMivOdxAu305EddhMgQ3yq9LKsoYamDGOzeciVQ9IKgO/Li0TXsbMzHPtItqL3GyywGIZhjswx5hhSkQ0wg2pisrAaWfM8D5omR+8VfaQoqqSyTkfCdWWR0DQRqWN4C9HEw3NQt356UMaWZO4xNFYco9+fyluEyupNczTGWSpJ/TT22ZME7TbSdNTin/xpSWPFMdU8HXnnzzossBiGYY7M9NXunY4sW84yGMZoAdMxGAxkOct+wXTQ7OSTcNrNZfMxCDjTUH/r9jaEOHKor9WaNmOL3WgZ1czRjVoXy2Xs7Iy67FLl3GAA3x9fCF8qSY1F5vL3ISywGIZhjgP5ZU92SWi1kKYygESiqtMZ9Tc6EmEoHz4fK2pmSVAaCziCxur1jlaibpqoVJBlsl6Keht7PezsQAhsbaFe39Pq6HkHOvITVNEVhsvSdTtnWGAxDMMcByFQqUzydm+3EcejI/Mot0hzZ48KDVFZWTn1qBKzhJDGonossnoiN/aDapvSVNq6Hon9aowm2/R6uHsXd+/KqZRkEjtN0pm6XM9TB+j0sMBiGIY5Jo6DIBivlqjLfexA4loN29tjJpxMhvq5arX7sZaFITRNOh1kmbx1u7JDcD9jjVuP/bw0f3p7G5XKkdXSNJZd5xKOMjMMwxyfSgWdDrJszy/JQvOgkXmGgVJJDvSdElJX+62kmPsTil2RwSyNGCpClU8H+fUfG8OAbaPXm+U2zzccwWIYhjk+hiHNnGwbWSZLg6PokIHEvi/9GEeqg7NMlhhTUTy5LdBmK5XFW5syy4YQssdQjchUU4xOYp11EL6P7W3Zr8ocCgsshmGYE1Euo9FAlkHTpC3CoW7pAKpVbG8jjveoKDJWUFN4yWqBvt5vPpzMlCiNRZdKuz2cYjRz6ONEr7dIB7gzBP/LMgzDnAiqPj4qhoFaDVkm10V1Y5ijoryyhBidnjlzfB9bWyiV+Fo9HBZYDMMwi4ELqphZQTb9FOw87SdyXXS7p5KCPGewBGUYhmGYM4+uz8kNwffR7yNN5/FcZxoWWAzDMAzDTAs5s3e7i96PpYcFFsMwDMMwR6BUwmCAdht5vuhdWWJYYDEMwzAMcwQ0TQ4wuHePnbEOhAUWwzAMwzBHQ9NQqWB1FYMBtrYQRYveoeWDuwgZhmEYhjkOpom1NfT7aDah6yiXeZTTEBZYDMMwDMMcH9eF66LfR6sFTYPvswUJwAKLYRiGYZiTo2RWuw3DQLV6uBkpTS84r56lLLAYhmEYhpkNrgvHQbeLzc1DhvYMBmg2IYScZyAEbBuVyvnRWyywGIZhGIaZGUKgXIbjoNnEYDBeM8UxWi2srcE0ASDPkefodrG1hVrtnBRynRehyDAMwzDM0mCaqNehaWN6DNMUjQaqVamuAJkorFRQraLZPCcOWxzBYhiGYRhm9giBSgW2jWYTrotyGQDyHI0GPG989tC2Ua+j1cL29h4FNj1JgjiWX6nGS9eh69A0mOZcq+9ZYDEMwzAMc1qQZmo2sbWFlRVZAu/7B95f07Cygn4fOztSlk05YzGO0WwCgGHANOF5MAzkOdIUaYosQ7crpZ7rzubQJsMCi2EYhmGYU0TTsLqKXg+bmzBNrK4e/hDXhW2j08HmJiqVScXygKzfCgJUKmPEUzEMlqbStavVEtXq0Y/kKLDAYhiGYRjm1CmVYFnQ9WkjUpqGahVRhHYbQYByeXzGkAJXhoH19cM7EHUdvg/fR376RV4ssBiGYRiGmQfHqKmyLNTrCAI0GjBN+L7cSJZhMMBggDgeH7iazBzMIFhgMQzDMAyz1HgeXBdBgJ0dWBbyHFEE24bnwbanDYnNGRZYDMMwDMMsO0KgVILnIQig61hZWVJdpWCBxTAMwzDM2YBk1pmAjUYZhmEYhmFmzOIF1r179973vvddvHjx8uXLH/zgBzudDoBGo3H9+vXV1dV3vOMdjUZjVs/1j//4j08//fSstsYwp8qdO3d+4zd+Y9F7wTDT8va3v30wGCx6LxhmKj74wQ++9NJLp/oUixdYH/jABx566KGXX375v/7rv1ZWVv7gD/4AwDPPPHPt2rU7d+5cvXr1c5/73Kyeq91uv/zyy7PaGsOcKlEU/cd//Mei94JhpuWll17KsmzRe8EwU/HjH/84CIJTfYrFC6wXXnjh937v9yzLchznk5/85Ne+9jUAzz///I0bN2zbvnHjxte//vVF7yPDMAzDMMwREHPw2prMW97ylp//+Z//xCc+EUXRH/3RH/35n/95GIa+729ubrqu2+/3L1y40G63xz72Jz/5yeOPP37QX4nXv/71zq4FbK/Xa7VaDz744OwPg2FmTRzHt2/ffs1rXrPoHWGYqfjRj3700EMPaXPwF2KYE3Pr1q319XVnskP8wXzlK195wxveMPk+i+8i/NKXvvSRj3zkypUrGxsbH/3oR1dXVwHkeS6EoG/SND3osQ899NALL7ywtbU1Yfue5/E/PMMwDMMws2Kaj76LF1ilUun555+3LAvACy+88MgjjwB48MEHb9269brXve727duXLl2a8PCf+ZmfmdOOMgzDMAzDTMfiQzsf//jHP/ShD7Xb7Tt37nzyk5/86Ec/CuD69evPPfdcnufPPffck08+ueh9ZBiGYRiGOQKLr8Ha3t7+wAc+8N3vfvfSpUtPPfXUb//2bwNoNpvvfe97//Vf//VNb3rTl7/85eppz7xmGIZhGIaZHYsXWAzDMAzDMOeMxacIGYZhGIZhzhn3i8A6JWt4hpkhTzzxhNjlwx/+MPi6ZZaSNE0fffRR+n7/JcoXLbM8FK9VzP099n4RWKdkDc8wsyLP85s3b965c6fT6XQ6nS984Qvg65ZZPp599tknnnji5s2b9OP+S5QvWmZJGLlWF/Aem98fvP71r3/ppZfyPH/ppZde//rXL3p3GGaU27dvVyqVN73pTb7vP/nkk3fv3s35umWWj+985zvf/OY31dqx/xLli5ZZEkau1fm/x94vRe5TWsMzzKJ48cUXn3766c9//vNXr1596qmnoij66le/ytcts5wIIdeO/ZcoX7TMUqGu1fm/x94vAqtUKm1vbzuOEwTB+vp6r9db9B4xzIHcuXPnscce29nZ4euWWU7UorX/EuWLllkq1LVaZD7vsfdLDRZZwwM41BqeYRbCiy+++L3vfY++tyzLtm3wdcssPfsvUb5omeVk/u+x94vAYmt4Zsnp9Xrvete7XnrppSiKPvOZz7zzne8EX7fM0rP/EuWLlllOFvAeO9uSrqWl0Wi8/e1vv3Tp0vXr15vN5qJ3h2FGybLsz/7szx5++OF6vf7+97+/1WrlfN0yy4paO/ZfonzRMkuFulbn/x57v9RgMQzDMAzDzI37JUXIMAzDMAwzN1hgMQzDMAzDzBgWWAzDMAzDMDOGBRbDMAzDMMyMYYHFMAzDMAwzY1hgMQzDMAzDzBgWWAzDMAzDMDOGBRbDMAzDMMyMYYHFMMx9x5e+9KVWq7XovWAY5jzDTu4Mw9x3CCFeeumlRx99dNE7wjDMuYUjWAzDMAzDMDOGI1gMw9xfCCHU9/wGyDDMKcERLIZh7i9+8pOfAPi7v/s7+oZhGOY04AgWwzD3HVyDxTDMacMRLIZhGIZhmBnDAothGIZhGGbGsMBiGIZhGIaZMSywGIZhGIZhZgwLLIZh7jtM0/za1772ve99b9E7wjDMuYW7CBmGue/4xCc+8cUvftE0zZ2dnUXvC8Mw5xMWWAzDMAzDMDOGU4QMwzAMwzAzhgUWwzAMwzDMjGGBxTAMwzAMM2NYYDEMwzAMw8wYFlgMwzAMwzAzhgUWwzAMwzDMjGGBxTAMwzAMM2NYYDEMwzAMw8wYFlgMwzAMwzAzhgUWwzAMwzDMjGGBxTAMwzAMM2NYYDEMwzAMw8wYFlgMwzAMwzAzhgUWwzAMwzDMjGGBxTAMwzAMM2NYYDEMwzAMw8wYFlgMwzAMwzAzhgUWwzAMwzDMjGGBxTAMwzAMM2POtsD693//97e97W3T3z+KolardXr7wzAzJE3T7e3tRe8Fw0zL5uZmnueL3guGmYpGo5Ekyak+xdkWWFEUvfrqq9PfP8/zNE1Pb38YZrbw5cqcIfhyZc4QaZqe9ueBsy2wGIZhGIZhlhAWWAzDMAzDMDOGBRbDMAzDMMyMYYHFMAzDMAwzY1hgMQzDMAxzH5DniGP0++h0RBCc9rMZp/0EDMMwDMMwCyBNkSSIY/k1TaHrMAyYZm6cuv5hgcUwDMMwzLmAYlRxjChCHCPPYZowDNg2SiUYBoSQ9xwMTntfWGAxDMMwDHOWyXOEIQYDhCF0HZYFx0GlAl1f4E6xwGIYhmEY5mwSRQgChCEMA66LSgXashSXs8BiGIZhGOZMkecIAlChuuctla5SsMBiGIZhGOaMEMcIAgwGsG1Uq7CsRe/QgbDAYhiGYRhmucky9Pvo95Fl8Dysry9hyGoEFlgMwzAMwywrg4GsXrdtVCrLHLIagQUWwzAMwzBLRhSh38dgsITV61PCAothGIZhmCWA3BbIcEHX4Tio1xdrtXASWGAxDMMwDLM48nyYB7Qs2PaZ1lUKFlgMwzAMwywCSgJSfZXjoFYbOq2ffVhgMQzDMAwzX/p9dDqyvup86SrFAkrG0jR99NFH1Y9PPPGE2OXDH/4wgEajcf369dXV1Xe84x2NRmP+e8gwDMMwzKkQhtjaQhCgVsPqKlz3XKorzF9gPfvss0888cTNmzfpxzzPb968eefOnU6n0+l0vvCFLwB45plnrl27dufOnatXr37uc5+b8x4yDMMwDDN7BgNsbaHTQbmMtbUzZLhwPOYtsH72Z3/2U5/6lPrxzp07SZL8z//5Py9evPi+972v3W4DeP7552/cuGHb9o0bN77+9a/PeQ8ZhmEYhpklJK26Xfg+6nXY9qJ3aB7MuwbrLW95S/HHO3fuPP7445///OevXr361FNPfexjH/vqV796+/bta9euAaA41uQNvvzyy+vr6xPu8I1vfOPhhx+m76MoCoIgjuOTHQTDzIM0TRuNRp7ni94RhpmKzc1NAOKcpnuY45DnYjAQQQBNy0ul3LLQaqHVWvRuAcDOzs5gMDBN83gPX1tbM4xDFNSCi9wff/zx73znO/T9Zz/72cceewxAnuf0L5rneZqmk7dw+fLlv/3bv51wh3q9ru92e4Zh2Ov1VldXZ7DrDHPKpGmqadrkzw8Mszykabq+vs4CiwGALEMQoNeD7+OBB5YwGyiEqFarxxZY2hSupwsWWC+++GIYhk888QQAy7Js2wbw4IMP3rp163Wve93t27cvXbo0eQu6rl+8eHHKp9N2OeFuM8wcyPOcL1fmDEGXKwus+50kQa+HwQCOg/V1HBbmWRRz0AMLfu/u9Xrvete7XnrppSiKPvOZz7zzne8EcP369eeeey7P8+eee+7JJ59c7B4yDMMwDHM4YYidHWxvQ9Owvo5qdWnV1XxYsMB685vf/KlPfer69euXLl1qNBrPPPMMgE9/+tP/9m//duXKlR/84Ae///u/v9g9ZBiGYRjmQPIcQYDNTXQ6cBxsbKBcPnNzA0+DxahLVbcrhLhx48aNGzeKf63Vat/61rcWsV8MwzDnhSxDliFN93yT58OvQkDXoWnQdXkzjEPmk9ADs0x+T+/kmgYhIIR8FnW34qOK3+f5nqemlKLacpZB0+SfmCVHZQMtC9XqEhZaLZb7OnzHMAxzJklTJIn8miR7/pTnUksJIWUK6RVNg2FIMUQ/0j3pFsfo9+UD1f0VSvoAwz+RqKK/5tCitREAACAASURBVDnyXNvelk9HT6EoVmXRo9ROpulQYKnnVYpQ/YZu6hnVV8M4XBQys4WuljhGFCFN4XnTzg1MEsSxvFzVlUnK/pzCAothGOaMEEVyJm6eS21hGKOWQio4NE2x+dgSGRX0OuI2syzDxsaRXbmVbhv7p5EbCpGzNEUYIkmQZdB1OcyOgyizJc+liFfyKM9hmrAs+P7otVeU7PR6UWCSPgloGkwT1LWXpoiiYWDVMGCa8qtpnhtjdxZYDMMwy00Yot9HGELX4ThYXT3d2uE5BxUmFOuMBNIOgkRAGKLVQp7DdWHbR1CZTBE6mcUYlZLyngfT3HNt5Lm8G92fwp8UU1T5X3oRJ8gm9YxJgn4fSQLLgmXBtnFcD4UlgQUWwzDMUkLxqn4fug7XRbl8jpMpJ0IIGfnwfblIt9t7cpqGAceRquv+RKkllZkdcTBWcUFKvNL5JEU1AomqMJThQ7qn66JSOebpVS8fkWWIIkQRmk3kORwHrntGlRYLLIZhmGUiy9DvIwgAwHWnLXBhCMNAuYxyWf5IKao4xmCATkdmEj3vfjmlVFo3GEAIWJZUThShHIknqfq2/aisH+X1okimCCuVU0nnaRocB44DQMrlZhMAHOfMvXAssBiGYZaDOEavhzCEbXNP1myg6jFKrWI3KLi1BdNEqXRuJ+KRb0KvByHgukfLKVOASt2o1UD1mXoearX5WTAouUxKcWsLlgXPOysvHAsshmGYRROG6HaRpiiVUKmwh9BpQcU95bIMaLVaKJXgeeenVCvL0OshCGDbWFmZlFkrNnIWm1Kpf4JiVKXSsuTmKIdYLqPfly+c58Hzlvw/hQUWwzDM4uj30e1CCPi+jLIwpw3FdVwXcYxuV87Lc92zLbOiCJ0OBgOUSlhb2xOyKqooulENVtEogRKIS26aIITUVXEsrU1te4lU4D5YYDEMw8ydMJSGC6aJSuWspDzOG6aJlRXEMToddLsol+G6i96n6VCCKYqkRoxjKRMHA9lwSo5iSTLMkxqGTLGRI9rZxTRRrcqAVqMxLNtassk8y7U3DMMw55kokkXHVBXEBezLgGlidVVGgHo9VCrLWP1GRgZkiECaiYr3kwSlEq5cgecN76z8pZSf57lE01AqoVSSpXU7OwCk0jr0FRwZNnA6sMBiGIY5ZdJUNgZSjoN11RJiWVhbw2CAZlOGFRf+GpEbAokqagMkQwSq+NY0VCpw3TH6aUr/sHMDldZVKkgSDAbSpIP8HXR9WGG216VC9HpYWTnV/WKBxTAMc2pQ+imO4TiHFB0zywDZZfV62NqC56FUmrdSSVOZ44uiYUbPsiCETCt3u7JOn9PK+zEMlEqwLPT7aLVw+7ZUWhTTUl5oug5Ny7e2Tn13TvsJGIZh7keyTBYdl8tYWTnbBdT3FdRw4LrodrG5OSeZRUmuMJSCgNwQhJCZwXYbYQjThONwk+koFJEasZ63LNTruHgRwNBygnwrqJbfMEQUnfauscBiGIaZKXmOXg+9Hlz3OLP5mGVA11GtwveHMmvmLpd5Lv3QBwNpN0/5PnLX7HSkVlCunqyrRhoh6UYl/BOs5+nEqi0UPSlOGRZYDMMwsyOK0GrBMLjQ6jygZBYlDWlmkeMc55VVU5PJVp5umib9EWhMDVknKNOEJeuJO13U+VGDvclLgqrR6Rs16JBmH421pJ+MOr1AHoandSy73E+vH8MwzOlBOcEwRLXK9THnCl1HpYJKRUabSGlNroJS9dQkGoIAg4EUCkLIJCC5VZ3vRr8JUBck3SikRJpSDYe2bTmumyZGTxjms6ywwGIYhjkx1Ltk21hfP3PLADMeUkgUQVFBFF1HqYR+H7dvA0CpJONPdKNpfWkK7J3uZ1lYXYVtwzTPeVyKvA/UJGllhVA8kxTGS1OZ/XSceZ+WPEcUCY5gMQzDLDXU2AWgVltG/yRmetQYPhppDMgMFMVUioKJQlBUKUXWCYCs6SmXZRhGPZB6AM8BarqOUkvFOdCkpSgUp45XRebUCSG/Cd+ft6Ki3SbnC+oYYB8shmGYJUVJK55yc6ZJU7nohqFsQHPdoQ+Wqqqm0EuxPIiMLsMQ29sol2WM6txAh6nqxujYKZuptCPVM+0aHyx6j3dRO6ySj2qHqXirWoWm5SrMdmqwwGIYhjkKVKRMTo8src4otPqqxn7bVususkzOn6E/qSEzJCZonR5x8qS+0WYTjgPfX4rmBqoZp8QldnN2xYSdCjUJMQzwKPlIWU46cMOQ3XnLcFwHoeKOUQQh9jQVkiJcBCywGIZhpiBNEQTo92WRMruGjpAkIorQ6w074dXSTt/Qmkc3w5jrmke5PxWLiiKZuaORduSMkKbo9RCGSBJYlpwiPGWTGllneZ5sNjQM2La0Fz+NYynWhKmRL/RVxZzyXObgijm7YsIujuXWqO6eYjyU3CQ1uTwRqYPIsmHokV5QpZKXAxZYDMMwE0kS9HoYDOB5rKuGkF2TSh5pmggCVKsyC6MklCpdUi1jQTAUMbZ9irU4NKGo3x8aSpH0KZelzAoCdDoy1UWqolKBaR5T/GkaymX4PqIIYYh2Wx4mPfWx67hVZRjd0nRPPRN9g93zTGakdCznkjyXYaowRJrKq6hcXs7jZYHFMAxzAEmCbhdhiFIJ6+vL88l4kSgbpzyH68owj2EAyLIMlcqB6oREBqE8Nns9YHeWHI0xOSGqSW0wQJLIkAZFkuiXNKiOnnGsL+UJEUIKRxScCKhcTzkRkNii7NVYlIygQYR06iwLpdL9qO+LoipJpIPDcs7k3gsLLIZhmH0UpVW1ek66wKaEqnBUmITIczmvOsvguqjVTrTSU5qVytcomERlT4Csc6IUFT17cUYvMNr8pSJkJK1oFophwPelyqFxkCq3e8I9PxKaNhRb2K2Lopgf6T9qqSOxpQbj0B1IUZXLx4+onXWSRKrwKBqKqjN1NlhgMQzDFJiPtFIqYRnsE6msW63u5PakWvFJDUSRjKDYtky9UeGLEgfHRpVRY7f2XE2Xo7NEZeaU/AJGoz6qxot2RomtMESziTCErsO2sbq6FAZUxZJzAFS1Rom/PIdtw/PgOCiXz4+5w5GgF46CVYA8IbXaGQ0eL8EFxzAMswzQahdFM5BWpEtUuXexRUupAYJ+VG3kxTLwU4WkDIWOqJaF/Jxo5l0xP2XbqFbhONC0oZ2mchWiMixdh2UJVe10bE44HybLZNGVqvFahuocisQMBjLZR5LUdaUcVJdZcZZOtyvPPLU3nk15cTh0LY04QagOg2UQxCfjzB8AwzDMichzDAbo9ZDn8uPyodKKslpFi0W6KYp10zTxQ932b1z1gikjxE5HdoGpeh3lP3RUitqOtk+LGYm5kTok6pTsdGQhkeuiWp2qky6OEccijuUYGVIG84zBkHFGGMq12bYXE/4hkVS036RmPduG7x9yQpS5ANmWqha5Tkf2DdAo6KVFhTxVe2OxyVEF7YoOpeQWQVc4Kc6zL6qKnKuDYRiGmRZV+kO2zvtHy42YA6lBKBSwUS1pIwVDx6DYC6bqdotiiEIyWbZnLtuIj5Ha56JcIzPM4o1WMtMceh1lmcwAttsIAug6HAeWhSxDtztMwNExUraOxFMR04RpZpUKLlyQARuKwQgxfKASizNUCVQZ1utBCJRKU4nj2UJXEeX4lBUnCWLyzSJj92OgaXBdKbbCEP0+ul358i1PTEs1KwwGAIaXpepwLN4IUlR0fhYeXDxlFiOw0jR97LHHfvjDHwJoNBrvf//7/+Ef/uEXf/EX/+Iv/mJlZWX/bxaykwzDnDeoHWkwkBUeI1kkSpnRYqk+XhcjT7oO35/U/DVDRuqj1f6rCIEKDJCPEaHsjvZHy1QrFllo6rqMr1BnlmGgXMaVK9KYewSVFqQz025Lc066jZwNCsP4PoA9sQpqplPBM1Jpx45Y5DmCAL0eDGPYJzgH6KQpk1KS2qdtjkDnmdRMv492W9rNO84CAnVkG6GSyPRPVK+fe7V0DBYgsJ599tm//Mu/vHnzJv34zDPPXLt27a/+6q9+93d/93Of+9yf/Mmf7P/N/HeSYZjzAyUBSVfRWkjmAhR16PflUkFjUsgsYDk/XpPIOypRhH4fg4E8QGrTo7EwnjdVLo9a8xS+L+NegwFareF52z97RBWWFaFAoGobpBHIKtA1jXgNAnS7MM3TtSVTFULFOiFV108Bs3lGklTrJV3P/T5arWE29vSSa8XmR2qGUJ4RKyv3YyX+1Ig5jOMZ4e///u97vd7169fpqR955JFvfOMbjz766A9/+MMnn3zy5s2b+39z0Ka+//3v/9Zv/db3v//9KZ86DMNer7e6ujqbI2GY0yRN0+3t7Y2NjUXvyFmGPvGHoSzipkEoakKZmgSi/nqeyDJpPQ/IAheKIdGPFHGZCbuZ1nu3b69fvixItE257lI+UdUtqSaAsQuTENJv3TRRq8mDmtJsfUqK0amROTmTnasWgqrTotHUpJ5P0tepmhhGCs+L3l1nyihhAltbW9Vq1TxNz44FCCz5xEI+te/7m5ubruv2+/0LFy602+39vzloI9///vd/5Vd+5W1ve9uEJ3r66acfeOAB+j4MwyAIOOfInAnSNN3Z2VlfX1/0jpw18hxRJCgVqEqjqNbYNGGaOYmq81VOu4coEkEgw3WGIV0YNA22nTvO6YV87t65c6FaFWFIHXC54xxn+HEx41kkDEW3iyTJPU8YxjCwRJZdhiFf2WOMzMsyebXQWTJNWJbc1MiOUcYzy0SeQ4i8OPN44SSJUOowSYZzb1SymHYYsm5PUKOrkrbFmTm7Hzxy9QnkPLK9vV2pVI4tsHzf1w973Rd/4vI8F0LQN2majv3NBCzLeuMb3zjhDuVyWZ3BLMtM0zxVxcows0LTNL5cj0AcIwwFxR4MIxdCOA6SBLqeU2JlGVbBmaN6GGnh7/VEt4ssy1Wu0zDk96cfejFt26hUhBCUQCSRl5Ox00liHmEoej1kWV6tyqLvEXaHDAqy7MpzqaRVLwKhOgB2xZmgurQ0hWXlNAeJ4jdpKiiPOdIZV2xoGGnPLCq8OU9aJFT7YfGcZBnyXIz0PdCp0PW8WDq2DH5s88Xc5XgPF1OcrsULrAcffPDWrVuve93rbt++fenSpbG/mUClUvmd3/mdKZ9L1/U8zz1ytGOY5SZN036/z5frJFSKhHy6qa3PtofzNFz3POgqVSquYjZKV6n1nhwWDAPXrsmjnnsyy3Vdz/PkwkNF7jQMp9eT/pkHxUKKzY/Fgvp+H50OskyOUqbao2LPQXH8jkINqFEDc6gyXZ06Fd2hLVBCkzy0VJskfVOc+jfhfBbHBVLFmxqZTCJmqRKLDAAgCALP8071E+ziBdb169efe+65P/7jP37uueeefPLJsb9hGOZ+p1g7RUsvdcOpHi4SUhStOSsu2Gr8i/qxeFOiisSEqgeigyWdQZ1l3S50HQ8+eJyU3KlCejeK0Gxie3vP0OViEEh18ivlRM0HAOr1YWCGDCnUo8gYNk3lNTCih1RIhjy9aMrKKYWXaOJNsZNRlTHR1OcFNv0xi2PxAuvTn/70e9/73itXrrzpTW/68pe/PPY3DMPcX6gCEVVsC8j4BzkLWBYuXoTnHdN+c4GoOEcUyaxT0SJIGUcp1Ti2iDuOQVVWcQzLgu/LMTJLgvLYpCOlnF2tJlUjJfI0DZ4n2xiL0OjALMPaGqYJ3yrXAHpGZWBB4UzfX0wJkYqElUrDJtZWS3awct7//mBhAksV19dqtW9961vFP+3/DcMw5xAVpKG41Iirpwp1UAaHMi8AfB/r62cs8adSmTS/j6Idx1j7qTEwCGRU5lBz8OlRhqJjGclwjWQqd7egtVrS/EJNXJ4gcSh/124jz6Wjpqah05FTIKfv/98fPVo2hJAHSC9fowFdh+eNrydjTgK9dUzO586RxUewGIY55xRzXsXmL1JRxQb44g27wapuF0kCx5mrn+T0qKLpIiNpPhqNR0N8jycNwxBBgCiC45zI/KlQ4r1nogswSdAUpwABw2Ql1RgRQuT0Gk3Zxk8Ju3JZZgN/+lP0eqjVsLFxxtTz9GgafB++L0czdTpwXXjeuT3e0yBNpS1F0XFX1fCRtCp2JKhkuirdK07aPmVYYDEMMzuKnoSqj6nYzU55E8+bNDJFmVeRm7nvL1dpkRqYQ4epZGIRdbzk6nkSXyIVsppyTiKwJxyoCsbVV9V7PzkLeYydJcvQY2wqiuB5WFsDTTOkOjPbPq8GAdIvNEkQBNjakg2AXKF1EGogD+kqKrJUnY/F4TzFhxSnCFAFp4pvAQBEkpz2jp/Ty5dhmHlCHyvJSUgt3rRAHqlGajCQ7t6ed/xgz2mgqqaoyodyUnSAp7STSYJeD4MBbHsYuivqJIK+KVbEF1sLlaglnbds9vR5jm4XQYByeVhupcYZ0YRBcs5UAbPzJEEMA5UKymUZnmy3USrJskIGuwFsVWhIH8ymjN2qvpCDyQ8zgTo5LLAYhjkiRX9CVY1Oizp9CqcVglZ9NW94MtQVKMSYoctzZmTuHkkrKpxyHFQqp65R4hjdLsJQRu/SVCZJyVh8ZJ4MfUMSSiVEzgRhiFYLpon19T37TOVldA2oMCFNaKGGQfrruakTVwNwSFJvbspC+PMavStSKOCTX9UYpTiWIxZmWGg4d+6Dl5BhmJNTHO+qPH4oG0hJQEBW5JClEEmTYq6KlEFx5gYtq1GEdhtCoFJZmLSinn/KQRR1jK7DdVGtzkO1xDF6PbRaskeS3LyoWpyW26UKPp0EGhedJKhWD3nFR2yuKLgVhmg0gF0PCArOnQNoanW5jCDAzo4sUDujMkvVCahqP0Wxnk+9cMpQg95DzrKoKnI2XzyGYeaAStZQUz15+VQq8pfkylgqyUzZoe+GSnVRlz697fb7yDK5rgBymO6pOi/QQVFxWLH0/qg5iJlAciGO0W7L6cuVCi5cOMfzSdDroduVk5KP+iqr4FalIi2mggDNppw9fOwKsKWCCuFLJQQBtrdh28uVK5+AqpQKQwDDFmAarK44H2p4Os7p/zDDMBNQ81zp06QyZgT2ZMeooMpxUK/LeFUQyLQO9Ysd6b2SlBPJlzyXXVQrK3AcWcJVtGkoWmuq+puREpzi9LTJUB5TqRmKi9DOqLjaPBdm6psj1wmycSqV8MADy+VlNXOiCK0WNA1razOQjxTboxAjWXhQVEyVx7nuHrvRs4UQsh6r28XW1jImDYszodWNzvyy7eri4LPAMOcUSntRtAaFyDzVRSntgl3zGCqDUNkx05QSKs+lGkhTuK4UWyeBFlrDmNSQPzIcJgyHQ04oBUl7q5qulYv3yEZoO6qhb7GpBzqTQSDr0Emz2jZWV89PRdFYkkTa7lcqJxKRKkVImdxiIyqFr+gO3S62t6W1BxUFqqGEyvP9TEAliRTN2tmRAeN5qnD1MWz/gAF6D6FQq2VJUXUWtexpwgKLYc4X5PFN/cyUOimVAAw/ypPamAZll0DS5OQFUtQ11u+jXD7EZbEY7iqiquaLkQlVlj5ilTlFJ9GcoOCfGnUHIE1B04XPd8aEpFUYwvOwvn60BZhie6qjoljkTm5bk6F/BGrDJFEVxzLQRalGx1lGW7X9jLhntdvSw+I0PipQ7ZTqLQBkmFD9PxbNpZjDYIHFMOcCGlUbBADguqjVjhwUIQsrVZ1KXTxUdDWTN1Ma3GvbqNePv8GxaomyRUsIvSjtNoJARlAA6PriOyXnANXsky17tTqtfZda4ElOUcyJoo9HtWmgEGylIqVtmsJx5GQe6v9vt+Uvqa5r+aMvqtmQ3EyUeYFlHT8CWjR1i+Ph/GxSpayiTsZSvisxDDMlVFja7yOK9hgmTYl6Y6UljQL+1LY2w7dXsmDQNNRqR44ZFLOBOCMVslRi1W6j1wOAchkbG2csOXVsKIU3GMj5MPulFV2xNKBQQd0P2K2MdpyhHj0hVMxUKiFNpS5pNqV/OllgUFio2ZQxreV3+zQMGdBSra9BgDSVxWdFS5Si0bmqEKC/CiH7goWQcW4650t+7GcNFlgMcwYp9vdRnOlIPVlUFKx6A01TWqvP/O11MECnA00bY8Gg5g8qK4eRwRf0jaqsovWY7B6Ulyl9XYZVgaYNUgEQ6apKBZcvw3HOhig8KkXL/t3qHG1zU1adr66OyqMsk5drFA2lgMJxTt2HggqYSGlRgx5d9vRL2r1+H62WLJBf/pgW2c5RSZYquCya0Cqjc1JRBP01z+dk6nZ/wwKLYc4I1Aenok3Uyje25HxkcK8aP0cpmCiCrsNxZtPMNWFvWy3k+VBakShUflqkk1RJB+kktR6ob/ajrE2ppEYZEu5ftmfOyETqkVl+2LWZuHQJnrfsy/OUUAqJDlBpXBXvLFqaaVoWRajX9xy4Ei5Uzk9lZ4s9M5SiVSVNrZaUKZ4Hz5M7TL9XASHlib8kan4/RbHFLA0ssBhmuSGzqMFADuGij93K7IAMDoorPU3HKy4DVOtNEYI5fGxV80/IzgeFYnlSQjRT79hKiKJuKtVIpdBRJC2RyHqH7nDCtZC2rBRtkoyOo6baIMq2DAbIc6yuSneAMw2JDNLBNBdIzX0DJsU7i8mpwQBBIHUVmaUt1WmhDKbryv+vTgfNpix7J7FFMSGlpNU1oKqU1IRNOjNq3jBw6tE45ozAAothlpI0Ra+n7ewMLRUMQ4Zt1Ft5cWI8CYui+cJCGAzQbsOysL6OPEe7jX5fVtXMqlh+BBpXp/QWyQIqAT5GrkeFCSlsQ0vp2C50UiFBIJ/I989D/EBVppNI9f0jxziVxZdpLqOu2o+uy5ImqseiC1iJ+P1yWQluVdtU9GOjO9OHHLp4KMi3nE0Y84f+v5T93gikVkeGQU0JvRbq5SjegNH/XAB5Lvp9VKvHP5Yp4FedYZYJlVIZDJBlguQUdsM2KpCgRtMsD2RHTrbsliWDWJ43A9+sI0Hrou8PgygqB3RQTIve9KlemBr4i2HCEWizlJqknNd+DTESQVx+6KB6PeQ5PO84UjhJEIYaTbApleb9os8EVaSF3UuCOhUooKUuhpHpPQdBiVTKYquOSIrgnteyvLFQYYAaL0jxP7o2qK2hCMkjZbmi7CFUsHBky8XI/UhAsXjDbnabUGX+p/8qsMBimCWA+sZp5VaJGMvKhMCFC8u+WtM04jCE78PzEAS4d0/aMSxwlS3mgFRbO/Wf6/qeGm2KgR06kySKhtEd15W1RKq2nWYyFr24VHBRmaCqt3uVeCo66Y/9ShSL6ughqkxNOa8WJ3Cr+5MnftECTSU36asQCAIEAQzjaOYRasQQCVMAtp17HjY2zoN6IDHkeTKB2GhA0+B5R8j/atpwZDUKPQFkD0Eyiy7FcwkdqRqcQCHeIzUmK6Wl/q2KQwyxOzfpBDH7fDA4xqOOBAsshlkEtD6RESKlmeiznevKcItpIk3zOF52daVGy62vIwxBfWRLZU1O9b+WhTBEt4tGYzhEmZZAwxi61aNgT6osFuMY3S6yDKUSymWpZtptqc8oZlYu7/kADQxL4oqiR8UjlW0jMFxC6G7F3BNRdFWlh6hGS7XqKIsNiqgpRVV8XiXsSBF2OggCuK5UljScuzgLUnWcFev66fDzfNjLuTsaJVcfD84NKoFIdYRk5OZ5R3YboT4+ioySUQU12Oq6tIdYnv+Xk0Ciikw6Tlh7t7TmdkfhzB8AwywdKpZQXNjUKkWm3rQ205t1rQbXPXuFGlmGZhNZhnodSYLtbQBj7BjmQ7FTUt2U/lDDUqpVrK/Lz7vFj8goVGmoIWu0ppIdpe/DddHpABgKi8mToUmlzcEr/KgZSSq0ynNsbEg/fTURZSQOV0ymqKJ+1f55X0FanJxjWy3gBJe6EMOOPzJbof8jyp2pwOcCZzodCRXFpNGlNPrpbL2VnRp8FhjmBCj3c3VL02Hwo9h4RbUItIytrJwNo50JRJFs2fM8uTyUy3Ot8lbV6MpPqzgTmurVisGY/Uz+iJxlslH/oYfgOMM40BLmdI7kf9btIklG3dVpXWQORdNknVYYysvjhK0bqj+DGhVJ3VJTaqOxvN6nKjNO2WHKeB51+vt9AAsshjmMsbNOVYxEpWbGRqFGaqJrtbOtqyiV1m6j3Zb1KHEsa1NO+3mLY3zIyotyLqfhURkE6HRkcJFerGKS7sxBrxrZn5ZK58FIYuHYNtbX0elgcxOVygyu//2FRCRilPcp1WwtVsGQogpDGX2nJODZClaR90oYIgxFs8ldhAwzd5S1En1FoTqYAviHFleqMovBQDZ7L9xf8dioaTydjpx4U6ng0iU4zmmFc1RcSpUxFYVsqXQiG61Dn7rdBnC6LqxzQw08tqz/n70vj7KsrO79nTvUPM/d1QNz0xCgkXkQg6A8EwGTyDPoAuFpxMdSfKCZNLKS+BRNFkkMUREDChh5EVEUw8KBIKDQNlMDQjdTN01T3dU137rzcM55f/y+s893z52nqltN7VWrV3V19b3nnvN9+/vtvX/7tyseo7Rqxc0wFLQKhRCLobe3zgvG51NdGkRaiYTKmTGntZRIS6Q3WNzs6Vl5C0k6GaWO2dNjl/5vtdrK9yCrtmq5phNyPQ26nlHwpEbJQc4cCfkQpJyXL8sp0ypYCpT/vnLT5uxUD4eRTCq279hYo3yr7gGll5sJKtb+GmqiU2BZqhdyRZtIVJgmOjowPLyCF2GTWzCIoSFEo5idVe0CdY+jBGnp7Pj2dnR2NrBgLUFmIgHTVCHiymLik0Yp5LDaJY4rt1WAtWor1gQSebp5RRNF2uPFBEtRolOa5KVrjC6y/ONcVF4op05Ryp6e5h2pUdykBkcJH95Ynw8jI+jqqv8nYmjOLxKnltwDwrIQjSIWQzBYmU5BcxpbU/lxOjsPBu3TFWEsvC4uYnoa3d2NqpgLO55PeWZGFenqiHtY5/IVfAAAIABJREFUPtMzPStuUxCDOtIhy+BSNFsFWKu2coxohvufc0tYM2KqQxjNZJeXfClCh+pAgx4bUeVlJabNafrcaN5SZu84bI7dc40YAh2Lqbm/bW0lBKgaZAKtGj2WcWlMRNjb2w+Gj7PizOdDXx9SKYTDWFx0WVONCLRknGIshvl5pRJSxQ6SRlp9QmiTjIys1GxbhRYUwGsOctjyX8GqrVox0ze/aNbVniIiDqvUhNFClZdljY1qNeaoCFg5yoa6oDwh2BVY90DcspQT9PuX04nbNqJRRKMFp2WvIGMWkNVAT2/gqi29tbRgcFBNCOVwTBmYw5k5dTTDQGcnOjoQiWBmBh0d3jSz3osjfAlR7GQin2l+eoDmbwP0jLHn1VL4Jh5vQqLhKsBateYzjouhCrCM9OrqWjZhGDZhxWKwrGWY/VIvE6jKP1mS0/vMUymEQshkGkJCsiyEw0gk0Na2nGQOgcitrSs7zaP3c3FU4sFXDRQCEC1XbZUSsk24GRk/UFOUO44it6ZZf5a6YaC7W8GsqSmlzZbJqFsnYrlM8+sDZKqY97eUxiqBp2VbXwO8t5xExNCCfdzNZM11Nav2ljaGfYkEUimVYK+IDtWgSxJGy4rjIpCjJroGAlU9XXimiXAY8bgaBlJ3aCXpovb2ZWNbS/kAWM7LqNH0Yi5bWVcu26+QeT4jJfjln5i9kG8yGczMqOxLcyItprr1gTnCUq/vZbMHxbYxM6PU+Xt7V2QIIVrwgJqyQE07Dxyk7AiHRlCmjmArFFJVTn3lLJ+ttLu/ageZsfOOZCbLaqLyv85oWSkpK5F4YdAsHDUOAssr0BWLIZNpVIsQM3+RCFpalvMeMjMXCDRb+aBck1PZU8w9aMwzD5ito2V+xt5edXOItDo6mlGWU0xY6oIjZ2ZqnZYj4+EzGbS1YXwcLS1qyPTcnMqlNVqmrnaTMh9RdSF3xEgpGs0zOpOhIxyePgcwkAa3fNKDTQGwzjzzzMcff5zfX3XVVTfffPP8/Pzll1/+m9/85uyzz7799tv7+/uX9wpXrc7GDHYioQocxFVF/Iun9F6R6iMlkpnI8ag2MH8uAkuGobJo8bjqb29mkQXPMHkW/qTxp0hiI5VCLIZkUpWWGuF9eA+TSQSDy1kQZF0ymURPz8qroPHgZEKXdaVmXo1VmOircZ2QqV1FQo4naE+Poj1RArejo6mTN5LZ6u1VEebCAmwbra3KH5Z80AyQCLtzp/4xV93To8RHqJrb3t50uFz3t8WbM6SY0NpawqUIpYRT3qNRhEJoa0N7+9LHV8u/BG3bfumll/bv39/V1QUgEAgA+MpXvrJx48Yf/OAHn/70p//hH/7hhhtuWO7LXLV6GEdAJBKwLFUBLFR0E+6CaE7qbpfcTOl3yxXyZv2eMTEnolCVytM2SJUHXlIkAk5W7uhAZ6fqCizi5vTp7kJraJwx1UfpBNb+eBPkqyTj3jQVk4yyOo04rZmlTySU4MXyAgIqzrMg2LQpjVzTExLNk9Cto4lsJiF+vbjVHgkDSd40c0KLJsPChSPBhCul4IREpVPU5e61t7vDBvIa70kmg2gUMzNKCWV5qQ46E5SYsqur4CURJAkCqyh36/eruUZ0faEQbFuB76UCmoZtL4GcaTHbt2/f5s2bjzjiiJdffvm888675ZZbRkZGNm3a9OMf//joo4/euXPnxRdf/NJLL+X9v9u3b//ABz7w1a9+tcjrn3rqqZ3MHALJZDIajQ4MDNT/Y6xaIaM7SKWMVAp+v834rEgkkUohHjeSSQQCtg6hPKYpNhn8xjC4lA3LQjBoswZfMhZMpxGJGJmM+n0mseRl/X6bmS1nFJ0hM5sB95VlUJ3PB7/fFgIp5bigDc2lyfTcvNfmuFEznZ6fmRnq6THSaViWuhuSdSv/TEokEIsZmYxdMlNYnckj8/vtZmDDxONGNAqfz2ZGpBzzSKkJXNZJwXxqjTit2X+QThupFDIZm7BjBY5UOnDgwMjIiJH3sh30YKTT7gdsKP6WZd/W1uwJLY+x1s/AMpMxuCx9PuXifD4FTCu9e7aNeNyIx2FZyt3VfcZUXnPaawwGzH6/zYRlXsfOoVjcDpkMTNNuba1b8imdRjxuJBJ2IID29tlotKe3N1itP2xpacm/1DVbfoD11FNP/fmf//k//dM/bdiw4dprr02lUnfddVdXV9f09HR7e3s8Hh8dHV3k8Ioc2759+wUXXLBp06Yir3/TTTetX7+e3yeTyVgstlpwXAqzbSOVUg6upQWtrXbxhBARGLmN7e128UPattX2S6WMTAa2bRsGAMO2+b1h2/D5bJm4DAfcOHDHBmBZRjxuZDJ2Z6fd0eEeZpYFyzK4yWMxXzJps3sFMAzDDgbVxyHy83wipx3akKOaUIx/yl6zbViW4dHi0gm8Pp9tGBawsLg4MDam3qtSM00jHjficdvvR0eHXfcDO5UykkkjkbB9PrS32xwftFxG+BuPY3HRAGz2E2kTJA3CJsCGWgyGwGLnhruw2MOn5osDfF42G7ICAfVNdVfLBUwcb9tEz+rgWWm4Smxqamp4eDjr1CFqTCQMyyKuspf4A3IXJBI2ynAsbxFLpYxo1EgmjXQapmkzx9/SYgvi8fttNh5WjUod/4x02rAserD8PhOAaapfTqUM03T3FxnudTfnbJqfn+9cv75qgNXb2+svtZaWH2Dptn///mOPPXZubq6zs3N2dratrS0Wiw0PD0c5pjTHtm/ffsUVV2zfvr3M11/NYDXc9CYgVuWKpOiZ/tVHGbS3FzyxTNNNLFMDkzEQe0zy/j6jQLkwOEBH+uYYGEmeSRAP6eF8fQ8pRBhd/DIMleFnPh+VTwUWWljOUGHTNGdnZ0dGRip4NRrZ6+l0/ckoovVKMTA+37q8vk6Pk35sHX16RH30bxIJ9TjIO2FwT7Skf3l60PjilT4vWVeE4OyE58mUu1p0k62RSinR/wbJIy2fTU5Ojo6MGPpWJdmoGVq6pH4tvO+VCGT1qEB8mkCW3MXMAENWLLeMbSu3KX6P2yeZVA6NrAP+X5mqTi+X1yzL3RF8L5l2xXCFb4rsIFOun9eT19820mamp3v7+qoGWOXY8m/sp556KplMnnnmmQBaWlpaW1sBrF27du/evUceeeTExMT4+PhyX+OqlTJ95knJRidP20sh8pCwjgTKVDSIptAk5mQSoRB6e7F+fRauYoGveNZdznVAgTDyainZBajqJ3N1niv0nO66eZCEjO4BFAAVMMHPJTOnpdRIk5msdZfxJFONH5Nar3WhrnPZELHp5wTBkDwXfgpp1eYHFzzq86G/fylKTjTPutIqGmpJy4EkZVweXaRyt7U1icZ0PY13IJXyzc25aiAtLXl6V5fRuDHZdcgJm6yYLzvyE9OV6uhPdOOO8NSsAXfkl/wOX4caafQ20scjroMwSGgMwaDiZunTMujJ+QRleUtZwDCktK1wmLim1la1tem02XmjVxKArOtfrpxi45Hc8q/+aDR6ySWX/OpXvzr88MO/8IUvvO997wNw4YUX3nbbbV/60pduu+22iy++eLmvcdVyTIIeGVpXTqMT4QhlrvISGz38R3pq0oZq34SmicVFZDLo68vyqnlV3QloGJY5ZAjFl2fmnBUxMkz5kYWPSXoyfYogKkEJ/EayL6JWRfxEt+U0BgZmZ1XjDKFbMOiKMjMolAiV1dWuLnR3K7dYu/vwSDnURevVKRwoYQ7y5IpgDmaM9HyVxNlMQC7vAFoeIfJcJCm7uKiSVTxvurrc1NpBYNKDwj/5OIJBq7sbo6PN/hm5myxLtUHYtpokuCwJLWb7+EUvSrmB3FVdPNUqKJ/bqrMTAwNZaapckwCGS5fNxdySfj/a25FKqWVsWW60IC6OsQS789ifqAtWVcoTPUht+QHW29/+9s9//vMXXnhhKBT6gz/4g5tuugnA9ddf/6EPfWj9+vVve9vb7rzzzuW+xlUDABdO0RewiJZXY8lj1ENinZcqlx5PId3ajP7Lec2KTKbOMVuW10/ZthfeSdhHvFISskjTCvM9sVgWXVquhCZpKobRuXOpAZhmZmAAQ0Ou95S4k3cpEFBZq0AAAwPqr5mMEmSXREJx9lteE1mauswMlr4necTsZpJTRIoI4vTlIxNny71qBsctl0dwTFwFLcdGXWmuGf4yswLhsDqHmqFkJsb6Dm+1xzwFKXlAUuL0BD/h8Iqpu/ExdXYilUIkgnBYjZ1p3NLyhAq87VIdqzSvKcosDnPclWYoc2l5AktqZbFuwIVNNj3z9IRZBKP9/S43QKdMMPKRzkemu5Z9ty6rFeRgGYaxe/fuQw45RP/hY4899t73vndubm4pLq0MW+VgLYUJp8qJU1Em55p7VTqKOzu9O5//ypIWw6C6b0XbkRGnOpTuUHShczo+nWrQBEzYghwsHtihEBYXYRjqnJDnIqVGfYYjtDIB3V/ekdi2NhSoxn5muQCWKpg2CAa98l1y2AgjSiZ2N8ODEF0MZgq5ZhjQy52URvoyX5DHlWm6icml/4yyMFjf0QuaunkKUvKACkCBycnJ0dHRkq1VzWgUMqDCiFR4a0mO5mrUAe591tM85b+gOCuiYSGh1oW3RFkyfukrXL6gFS7EczKXz63N7LuEHJL7hxN7yBfgJs8YhbK2KNtfb8FukFnWzNRU7+DgknKwQqHQ/v37+f1rr72WYN3BsYceeiidWxtetYPSWHQnrmprUwmSckzn63DveZCN/sqN00m3bcRiiESyps6JE2EiXfgBDB9XysGQTiMSQUcHRkZUpEgPLiQJUXMg40ccn+h+8emQS86+HiYnqH1MxFaF0avK4U2cxMtgfdbO1u6S1FQTwNksEzabFIWZNWTUXsvV6iqIMjWFFBa96VU3nWEjUA/IOof080k/v+UV5Mzj05GekmWfRtUkRqH/7m6FG/TRgcK/LpT5FgqB3GQGDH5njjI14fIuGz5TYaB7COx61hDO4iEToy5bRniu/LNkvV56euTiRTadQRQzW7nvosNNYk0dSPEmEDXqwIsOyrO26VXEt+TdMrkmcZ3k2yzLiMUwOFj1zSvHvPfxRz/60ZVXXsnvzz//fM+/BoPB6667rqEXtGrLbNRki8cBVIarWAaKxZQinIevo9OZK0VsVRihVTCooJVpqvC0HCfSzEaYYppZHHPGl8zwS/VKH5UqDXQ0Ft3a25VzDIVUtxf9VziMqSkv4UxAhl7xlMNeupOE06o7Pr5O7dCk0SaHTSIB2274UGq/3538KIe0NFvpJtfgwVLCwJNvdH4e/2QvmH4alRSkfSsbCXP66EDiUQIIaSvhLhC9X1nwAsGL66XpQQifkWwxD4Fdvik/RVrIpPKu59UYZBLxV0GvFLzV3a38P2XTWY6QdcsVW91W8uAtfZELbjMMN6KQG6VJtCgHxX+lL+ruRiBgz8xUc0mVmPeMueKKK6644goUKBGu2sFp0jnC5HBbG/r6KtgPOnXdI85OVWXW76ujGlRq7A8KBNDTA8NQqTJ+qLpwtJfRolFEIooDUciEc62baXo/NeuAhoH+foyN5X/WHqYRzxI9q8+uPcbogqj4T3kpZctlUrbQnbVuDMQlXbH0IwvzPrVyrCRg5aNfhVPVmWG4OXihCcoqkmVfpsmIKsEl9WKa6roYVo7kni5KIonSuvNcfc6oePr8+Xn1kxq7B7h0i99kj24Li2ySQZyawtwcZmcxM4OZGUxPY2ICU1M4cKBzyxZ84xvVX1sZVvD+CjcrFotNT0+vWbOmpXlYmatWi/Hg1JvjSIhuba0MV1mWGg7FjeQhjyeTiEaVFFNFL1udsSA4N6cy1TxTWSzzvLvOpPHoJDUJIMg1y0IoBNOsspwqZUThT3A+SfEdXfWpv4wmDzeXAsISsKg8eCxv39ZBYM2cMlxZxkRsEZNeAWZ/9RIYU8W2jY4OL1+iChMYISxSYcpL6TBXDWHJzO9Hdze6u1XgHQ43fA6gZMhCITz5JJ54Ajt24PXX8cYbmJjII3jhWKDxI4OKrZjbb7/9hhtu4Jgan8930kknXX/99e9973sbfU2rVn+TjDSPHMlIy+yU8jehcEcoicQah0z9A9Rcv0AAHR3o6lIbnuloml5Tr8VY05EJr7aN/n5VE2RZkEcsKdvS/aSn9HlVVs6MFLkbEgh6aC56pcBDm5Bkdb1AWzqN+XmVVizz1fQuPNH9I9xc6Wm8XJOCC8N3KWuyUfFgamLSa4IorPS2ag0ynRHl4RVR0Fjng5MUwRCUpIj2dkWTEDMcbb9CKWS92itRsd7g3MwsOl0Og3MAeRPqG8ns3IlHHsGvf40nnsDLL7unDM0wsGYNhocxMoKREQwOYngYa9ZgdBQjI+HOzu56XkoeK/hgbrnllquuuuq666679957N2zY8Oabb37zm9+88MIL77777ve///0NvqpVq5+RrWlZSk+5atloEqtlIjIpCLbtwghqJkWjMAx0dCj0Mz+vnJFfTT9wEwlwNIh16ZSSPVl0MfG46iVmboapnfZ2pQhF3SZ5R8JHnfxbxHSoBC0Q1EEY/xRZAQ9tgqAtl4ysoy6/phHquR7eUud9jWgUto3e3vzUUf1L9/V0wfz47M2UX5OGJjG6+HqhED4OHXTy9as2Ke0J7deTpmIzebPJWtZucqDKF5CF2nlnhP3Dm3AwQeflMh056V+yN2Xnih6eDnYJKUi36OvDmjUq3mMM4BG84EgJZlmE9SjBnvhMSns0P5Ex10QOg357YUFl8ipVxAiH8dprWFjA/DwWFjA7i9/+Fo88gqkp93fa2nDCCTj9dBx3HDZuxCGHYMOGIs7HajwHq6BMw7HHHnvWWWfdcsst+g8/8pGPPPPMM08//XSjL6tMW5VpKGbU3bFtdHUpBnSlJj13CwtK4UbajLnb2QXG8zsahWUplcvc19HPCTkXhbUjQTnBAX0Z/YgcqyJP5XcU7Xht7e2qvqP3pjVPS6An5NW/kZ/rxo4/w4BhmKHQwuLi4KGHqh/KjRJg5wFtUvzyVIF92XNj9DsjNzbgjAbSf7kcY6Qu2TK5DB1xZjKQId+58SuXGc8YYZBI4C5NQ0L7LROLrzhjjUnvwZTztZAMm/RGyf/ic9T1I5bQlk2mQYTLPbGNbkY+yQnZLzq5ShaYfPm0kQ96ElFemX+yPzqVchVGhBsk28rz7tyAlO0gF5ZEe04mkHekY5RBESs6kGAMnEiUmGqQTuP557FtG377WzzxBHbuVOV+j42O4h3vwDnn4PTTcfzxFaXHZmZmemsY9lyOFXxOExMTv//7v+/54Tvf+c577rmncVezavUxgVZ54U5Jo7OORBQlk9owg4Po6sozOs22VRDW3a3KhblWiHlNh6hDB6aUAfdwze1EI/crkUB/Pzo7m/18NRzpoIosGsX8PLq7LX5qT5eyp4jJuoP4aDlcy9RHpfGhM+wW/KfjGDke+CcrxSLGEQyiu7tgrZktjYmE243FVST4QNrgebU6imoSoFx3ExCc1ubEiXpnmTlF3jHmUZA9XyEeV89RB1ueoMWD++U19RY2fuWijWU3wkouQun+K5KotnMUUyUtKkuOaUJBRSw6m9kjqnKjFGmgsyx0dCgiVPE7RrWUeFwVzrq73UQLNws5rAxLKCnMHUfPzJojQ9wVZ8GgUsQgazYQULyFhQXs2qVA1RNP4PnnoatEtbTgmGPQ34++PgwMoL8fxxyDt78dmzYt3ycpbQUB1qmnnrp169YPfvCD+g+3bt16+umnN/6qVq1aS6WUrE6lWSu65oUFJQLOVAS1YTZsKKiKxCOzpQXDwxW73UoZJHRJ5Fq1t1fzjivCyGfPZDhyxJ6dzQ9b5Whhcoj81lr4Rrq8Dc12FHpEP0kqsKSVdHejqwv9/aqowYNB5Hz0ZJvgQuIqHhXhsDoLW1rU7/sd3aDmOcXraLpQpE6FDARUHF97tskwvM/R1lSaZJ6SngskNNETlno1Vr6IZqRSpudNddiRyaBxJmkqfvmceQZl0sYL0b1FZ5/ZI11zQagLhVA+e2sYgq5dm2f2V96PILgqb/ePLAkpIAjvgpNb+TqJhCq3MQ+0suqGExN47TW8+ipeew0vvYTXXsOePZifz/odw8BRR+HUU3HaaTj1VGzZUitNnm5HS4MZ8Th6e2t6zVJWEGB97WtfO+ecc3p6eq688srx8fGJiYnbbrvtJz/5yUMPPdTQC1q1Ki2dRjiMTAbd3eVCK30yzOKiGzBRxYo56kKehUiOvPJGRFHSJiNnvGXVoSFRrz15Es650bwevou+c0MdGZtupCUz9wpFapkNCmXOva7OJDsCbT63YWBoCK2tSlosHMaBAyoFRY1BWTa5ybZCZmoijczDSVXFkzMwcqQ1yy9lLotJNoIFUC6h9nb3xjba8iaPazRb0zvlN06ziC8UUuk0epLaP6O+5iVNVbsssPTHJJMAVEmut7eCtWQ507eCwRI+kGuAGWJ+hDKdmKSpACUjPDOj1g+p4t3ditg0M1N/2YWKLBbD669jYgIHDmB6GpOTmJxUXFgeE+GwovCGw1hYyP8iHR3YuBFHH60Q1dveVh/0o8vT87Zn1DhUIxbD2Fgd3qKweTlY5ZTPC9G2lt5WOVgAYJoIh5FMFivS6b9MIe9USkVmVFdi2razU5V7CpkoXPt8rkxiXUyqG8R8JEdLNFn1gWQ7U2nT2tR3KT/p5onIgazwXdrxdP64jrc8m8Jy1B3LPAbSaYRCMAw1ww6APipHFHSkZFAjzpPbIg2GeYuJtq10xTjukF/sQpfJPCRWp7XJ39KmLu3TVfDo7RwVTTtH5VmgsGhtNw5ulm/CiJLDm3tqZeUYqrLJycnR4WFDb+oUsFXpx690zeuwLy8HS1YRAb1efSvfCPhISyf7s9BVeSaM8av2bUsxZ8tCT0+WICrRXiCgKvWNsHBYIae9e7F/P/buxZtvYs8e7NmD6enKXmp4GIcdhiOOwBFH4PDDcfjhOOwwjI2pT0fWAZUdqt7OloVIBAsLqttd+AYSKgeDMwsLS83B2rFjR+PebNXqbFxD8bgaLltkLbIiE42q5AeAVArRKFIp9Pair08NVKFGnG7EPTKMBUBXl1ITrf3AkJeVsVZslqllEIQOhnSp4iLTKkoaBZppjNcZA1G2nua5+T6fcuUsOkgrUK43ZydRIoGeHm/q0TSNWEw5L3I7aszWCAmXymc8Y5g552AQ+RTyAf1+dHWht9fFu3mTB57KlH6YsapI+Cj6IPJnIRPeT0kTlUWyjlhGWUpuihTguJgNp/d+hU4LqNF8PpVigVOUYbZb8k9FTk3TdBcMSq15O0eLxFOy9BirfoT+lQJx0aahnHJ7O/r7878CM7sMQdvb6zyvwjDUvSVZgnLKxA1dXejsRDyOuTmlj1Njhu+FF7B1Kx57DM89hwMHMDubxYjyWGsrNmzAunVYs0YJIoyNqWvo6wOg6ARdXejpKZYpZMaO+fJIRLkpCWjLSVvy/i8uqvvT34+hIZd1sOTRl/fZH3300fL9q6++ev311z/yyCOzs7PPPPPM9773vQsvvPCUU05Z2itctXwmCeq8bCTxO5mMSszy4OFhL11dGzcqhWI7n7C1PqedpwWTK8x4E1vo6EFavXzaHA9ofWHy4k6GVrk8snpr7/sTyEgc0yCFGF/2MI2SJgI2ZKfajiQgHwcHUesP0damJfL+1y4szr7xeFyVWYmW8l4qs5tE4X19GB+v8q3lhNOxqa6OKGwtHWxVrWaun+jxuKsizZtcFxNOup4/4yeSXVALiF8uC4VU3/v8PHp6MDiIgQH09NTnxf3aOCDSj6jzoueNbG1+i0DwvGteuk2lPVbWTCMgtZQRJRVXBFcBME1EIkgk0NHhDj9tkLEQH41iZsaFU8LTCoUwM1ON35idxQ9/iHvuwWOPIRz2/mtnJ0ZGMDqKdevU1/i4UkMYG6sndpHyCKNZrpxo1NWOFrYGPzXRWDyupK0Zoh9+eAVeumFWcBG88sorp556aiaTOffcc++77z4A27Ztu/HGGx955JGTTjppCa9w1bKN2WDypXRdb56Oco4ylc2Yg9UTSpx3dmYNipI2Ll3Ojs3eXKbFKztCOKUP0rudhX/D/y7bjz6UDYn1OvzYwmOa6OqqQI1zaYxpGNnqPJKTSUxMIJFAdzeGhxVsZUFEpiV2dCiSe9Xoim9EKCNPM/d3hIdH8EcySiNQQm5GyrazACgfonSqBiocRcK3YKDMOk447JLDKjW5MLp44aT7tJEj8pMVYQsLuP9+vPoqXn0Vu3bhtddw4IA3uKIFAlizBiefjDPPxGmn4aSTaiIDWJoyajDotnEAii/PtBapaUIJ0I1PM5lsOInNsx1Ioi+J3iRr1dFR5+Ybve6pu1AGMOxkikQwNeXyQ3w+9PcrCjzng5W8nlAI99yD//xPPPSQq3u+cSPOOANnnIGTT8b69UpocInNlzMakvsxmcTsLBYXFa4KBBQgo++iMdiW7NcyWUEdrEsvvfTRRx997LHHNmzYYBjGjh07NmzYcNZZZx166KE//OEPl/gqC9lbi4NFwJRIuHxGxlhcZ0J8NgzFiGRIzS+yQHw+N2kvoEoaiaWpmF1dmXwD3ovwdZbrnjDSIit/RRjpVgB8PhV18UnRQWgFFJeDVabpYmM6KTi3KGNqI72FwNQM9Syh4uXVrZavMk24+YSYetu8nDr8RldoE1VPnWzXJAu+OtuxA//6r7jzTkSj3n/q6UF/P3p70d+vsllzc97sRSCAY47BSSfh5JNx0kk4/vhCZ+3k5OTo0JAhal58fNKXIOkHn899CzYv88jku4dCql9HMuV0SsSyHMPS04POTgwMYO1a1b5nO6LHlbagSs44kYDPV9l2kDGsbAyqBVoxW2NqI5488hB6EUBK8Py8/AgABgbcR2M5KqYcCGhrqshwcsyGMfMTAAAgAElEQVTPPIOvfx133aVqssEgzj0XH/gA3vMerFlT/Wepu4nYGxnDPN1YFSX81eU2DMPNFAj1Nl978uzCQs/Y2PLoYD344IOf/exnN2zYID/p6Oj44Ac/+M///M+Nu5pV8xohFAs3bM9h1ioaxdSUclJMXLe3I5VCKKRSIMPDrkoKOciLi4qkIilW6iRBy2Oxi5UkZandSNUPTp6M+9/v6Ecvy8Q6dk2aZpbWFzehzoOGVqMUfyRfS3ZqWs684VBIDWz2+WBZ6OxUrUDk9VfKEuDykMNM4G+h3nXLGd9BwLEEMyIrtUJCAxlHwZ+gv0zis08bQMuZ31zhOgma38itkwTJSslLFbFYDD/7Gb7+dTz4oDpc3/lOnHqqSytevz7/x0ynsWsXfvtbbN2KrVvx/PN47jk89xy+/W31C9KNQY7B4iJME4uLYwICRKVJ0FtPDyIRTExgehrT0/lFI6u2kRGMj2PdOqxfr74OPxxHHpm103N5VzywhUdf5qBPOezZVJs7hrVSE+FND1mzZIuMrU01CAYRjWLXLrU7ePMJNSYnYZqK4kk3mEzihz/Et7+NZ54BAMPAO96BP/1TvO99KgO3jLGEHupIiZbiIAA6OzE0VJrd6KkbAC5m1bsfGl/NL3iV6XR6TQ6GHR8fj0QiDb6kt7wxiNdVjsjb5a6enMTionJw69ejrQ2GgcVF7NsH01TJLb9f5bp4rjA6YSpLVCsFUUEjFLPPpcwQUKhUrOyQo1BE2aFepndNtrUhk1GldylySVd/QBvLw8hGBBq4aQklpTDh18TBa/8U0k3G9yJtrrUVo6N5FB8oqDM/r2grfKyFjH6Hz1dEsIrwdtl8RJjOMvESPKZ6Wa7QgLTui5KWT1NAlTOeVRV9MdRFa6qZjXHF66/jgQdw3314+GFFEujowOWX45prsHlzWa8TDGLTJmzahMsvB4BYDM8+i6eewpNP4umnsWMHMhnVbF9o2AjXG1Cwv0xKOT6fknDr6VHtFCzyMu9C5WE9ecMQJR5XMpVvvon9+zE1hakpBRfE1qzBu96F887DOeeguzuL9CmRmMAj0fry9K4iewSheIxAoA6SMaQWmWaVtUXdb/OWrl3rivoy0g4GMTSkiCW2jclJ/Pu/4/bblehUXx8uuwxXXolDD1Wfd2YmK+/I/aJXwxsRl/K8EyULITgCrhgNIXLVli/zbReh7dfJCgKsM8444/777//ABz6g//BnP/vZCSec0OhrequYrrqkN9OJhh6XlGlicRGAyna2t+OQQ1Qe2LYxN4fpaSSTyh/J5OaWFlVNZ+28EYkKfcnaziDCUKim2el29jCK3O+jUUUjbW3F4iLC4RI5m5ImuSXiRSb5uLd19ph+hAcLz2eVW8EsESuz7e2KQUJAnNcMQ03s4v9dXFQxKKsGvBIpZNDF8/jx5ehKy+cSNgldLVXEVgquKmJ6n5popOnkPxrpPgxXJEdrWW6SoL195d0NLlcp3+tf0Sjuuw/f/S6eekr9ss+HE0/E+9+PK6/E0FD1TqCjQ9FxWFlmDjseh9+vmAnsJunrmzxwYHR42OBxzjW/sICFBczNIRJBaysGBjA0hLExNSKT2qRc2Lat9gtriLrgmSeXI0U9PtlMBgcOYGICExPYuxdvvIE33sCOHdi/H3fcgTvugN+PU07BRRfhggvQ1YWFhaxEqd+vyscSm8lbSwVA6KR16cVhgET5gM7OOnMbAppOKd+Lncg//znuugtbtyq0umULrrgCf/RHrs4WdxD9GxywTrDFzDHTSPz43D4y/EqgoaHNAChi0ust853ouunx6M/54vUy6f7mJ7Jt2LYRDi+b0Oi//Mu/nHbaaVdfffWll14K4He/+92dd9753e9+d1VotHoTCMWWcp6d0k7F9URZXr1Lgr/DbjJ22wGwLMzOYs8eVSMbHVWNOcw2k0lAFLI0R4j0D9MFs2QgspO66QwDwZcSIOopB3F23HuxGOJxtLVhaKiegRTvVV7T+x/1I5w+i4+MEoW8DObSEgk1eJgfnGcMA3Q2vMBJrhiaDqeZM1l2ehrxeIACfVwzMu2VsFuSWGQYyK0QsgWBIMdQrDgkUaZVSnaWgiMp8IxJmoF8VtzIJBPZEalmcoM8+yy+9S3cdZfiDHR3493vxh/+IS64AEND6iRbWHB5+nrbr6WNCdc5TIY230naSy1LdUsQvHpW7MyMj5N3+QpMabNLny8lVCpuIsYSbAKtSK/Y0BQ4aWvW4IQTvIjzd7/Dgw/i5z/H44+rWuff/A1OPBHvex/e/37lrEhLjUSU82T6v3xRgHJMmrL5RXC/BLvSMPD66/jJT3DffXjsMRU0dnXhj/8Yl12Gs87y+j2jjIleQjNnhnJuTq0unWAntBMPE0NfKnBmzLNmwvtDd8qgsXbz9MKLXg8TEIYBw7A9Y+8bYAVJ7gAmJia+8pWv/Pd///fu3bt7enq2bNnyt3/7t6eddlqjr6l8Wxkkd+ZFEgkFFNgRI+kQyffYmsg4DwApEfb0qGFVfj9ME/v2YfduxGIYHVVcKyFCVqHo2CDLZNQmZG8tSZqiVRPQxtv5NJHuXDNNNZuFHTHNU+IxnWF8lGwl9mKTpjTHLSwgElGP2K9NLObdsLVpaP7syWWmCdM04/GFN98c5CwaOJIHeW+CXkaRt1i14iZLKxhUB16zGa+QuSIOKPQ8+ocfxhe+gAcfVH896yx87GO45JL8JHQ7e+Y6ifw6K1FKM1xOugQ2Yz+hpuXSGf1++P2T09OjY2NetWpJHzKwpFsg2CJGZKuNnH91r0DNzODuu/GTn+Dhh1VjR2cnPvYxfPrTGB8HNG4ih9IEnTnNvuyx4v7CIlse85AjRWt3aZyzbeOBB/DlL+ORR9RPWlrwjnfg/e/HpZeiu9sdcVa7tB5NGoF1jT3ADUoBr38TwWqJwz1XovdX6UG4xLr6UcLXlOidyQtZUQVaFpZg2LMXYFmWZZqmaZqZTKbQN0cddVTjLqgia2qAxRCNzjEQQDKJxUVXpYO1PHm0tiaax29E/JdJqXAYi4uYncXMDNrbcdhhWLeOnfxZpUZo5yvx1tIgEkkgy+qXYIVrnfuB1ApqRpjOsGc7e/aZbLN0GpGI0rXq6HABCr8kiF/e9q5kEnNzKj0gzUdU71xcREcHurvVJ2LcpoMqvQSpuxIn2DJ9vtlweESokDyf4nHFo2o2fvoKNZZ0w2EEg02kYqW3p+XNsf3sZ/i//xe//jUA9PTgIx/Bn/1ZuRSrXLMdPWHJK5OxxASthwCHgvB9cnJydHTUMBzJYrYU0LmxyYB1JWkjkES11IxEpY+HbtWPg0mySARzc0illLhXJoOf/xy33oqf/1xVJC+7DH/5lzjiCPd/MQBmQoX5ttyMu+SMJTiUmyMbWRBVpaKmtVgmg7vvxpe/jOeeA4DeXlx4IS6+GBdcgO5u7/2JRBCLqV68Oprk+Im35LHqbYyUAdK7rOSuQjsI9OKsfCN3XtgdptMOH3AU9cojbC0DwFodlVOriZgCQzRScRcX0dmp+ji4MmxNb1PvI5XWDx6lpAQBMAzFN6JCbsYZGWs7Yi3cyUQhbNylzxKOMJMo9TIPxcfvdwEQoDJVQBbSopMl456N1sKukOIgYxFyOMj91E8XHYWYzuhcBuJ67V8CGh4GUhDJhWKVdnSLMTs1PY1EQnkov1890ERCCV0ODblCYn5Hz0kvC+olSN2VOI8pv0wD6fDRKHw+ReA4WMt/S2m27Yq+1thvX+NlyCxtsio9Dzccxve+h298A88+CwADA/jUp3DNNaoSV6np5OJg0E0GyFlVoU1OTo729hoySaatTcWHhlGBkApRDouSfmfosiQ/SEjXWxnELehFKOl66e/PQz3cvh033IB77lFpqvPPx8c/jgsvdF2Nla3NS0Som84ZEOggOGDpYfrMDG67DV//OvbsAYA1a3DddbjqKi+u8lgmo+gc+uCdqi2TPXWRD06vR5f0VJY2BLbxtgwAa+fOnfxmYmLiT/7kTy644ILLLrtsfHx83759d9xxx5NPPvnII4+MM63aBNYsAEuvFtE9JZMIhTA353bH0DtI7Y8D1T0JTCFZM2fDelMggKkpRCIYGkJfn5ujlky1nvMXOC9HtQ5HqMNWdSmEjk/ywBKfCVOVyJI3gR6HhAOBfbwJTE2R8UB8IIEL83yMqyhPLGkeD+ddN9mW/IbwToJvw5FFkV5f/cHpXAFBeLo7kAwTMWU4jJkZJeLX14e+PrdwQDZoOq3quVwSEqvlrevJl56cc97atO1iOlhsQeJJtiKIRM1vljO2aInn7eiQgsqWuZv06afxzW/ie98D+7hHR3Hddbj6anR1VfZepqOEJ0ppFCmonbsdj0+98cbwmjUG21Spr+33u3zE6l6W8ad4NtvOOoD1PIe4F5Y1GfkU+VyvvIJ/+Ad873sq6lu7Fh/9KD70IeglGioAU3ip7oR0vSejatu2Df/2b7j7bsXvPOoo/MVf4LLLKvDzzOCyWaHMNS8Mej23x5wCl9NKoCgsA8ASu+iii/r6+u644w75iW3bl19++fz8/E9/+tPGXVBFtswAiwfqwoI7OJmyn6SacsCf5Ksk7SntfrIBmMpmUpqHMXddMonpaSwsYGAAIyOVnaB63VASSBybw43EoptOgaJ5srLcJ+Sts2QuP0xnD2ZmVl8S+5LTKmQUsmIrjZQJUinVTMd4VK8e6rT3kl5JThEWKHV4h+zaHJDlvvV8G38i3AJ67fZ2DA1hZMSb5+AtamtTIaPcf8bBQualJp6H0e+hZDmf2kyn5xcWhkZGstjH8pjgcLlEJq27O4t8o38umvx3vTqzmgDzmGWpNJK/DMmMGt9IVO5IsMs724d8mocfBgDDwDnn4OMfxx//cbknqGm6CW+ClaoHMOeaTjBta5sMhUbHxgzK55LKvQQgVTYsQxqPFy1pCwu44w7cfDNkDu8RR+Cii/CHf4i3v929fuJFQE1irchsZxyQXm0UzoDucssX1M1kcM89uPFGPPEEAPh8eM978IlP4N3vrhLcxGKIRBAMFpsw5kl5il6Xf3km/dVoywmwBgYGbrrppg996EP6D7/73e9+8pOfnKeERhPYsgGsTAZzc5ibg2kq0TO21icSisnBDhF6MX0Vep4lh3Mx2BKPQP8+O4toFH19GB6u2EnpxED5U0APGV30RAw19JS71BbpOjkimmEo8aKk3IQlVh0LSjhqTNqREkHnVXdVcQ/U0Gtz+meHlp2mk2ITH2ugTCg6DHRV1eVfKXnK48TTjSVfTFsCiohWHH0CYIlwZmZkaMhLs0MOZ4tIjuO6+Pp03Dqs1D+4vjAMwy2h6pm8ip6prekgWNnCRR7sjnwlAP5+3Z97jcaKNlO/VSuPeMzU1NEsRzE1L64yTfzgB/jyl0H/1tuL//W/cNVV2LSp9LvoUQGcG1u7mJAYY0vqwhOD+v0wzQO7do10dxvt7Q0ZdC0kfU8IJCV4vaW3CnvkEdx6K/7rvzA7q37S04PzzsN73oMLLgA1t+NxN0Ytfif1zkHb9m4xPf7U97LUIhi46ieIWCiEf/93/Ou/4o03AGBwEB/9KK66CoceWuUHF7O1OWwyYMq23TDAMOqW8mwCWwKAVXAPjI6OPv744x6A9Zvf/GbdunWNu5qmNqYKZmdx4ADCYTVis6VFTaphXW/NGvT0qIEnRbpwbUc1ivisrU39hIAjFFJF8fXrVQurzIei6Twe284KjPR6k4eGKSDD51M7hBqhDERYTNR7i5hsGxlRBS/UI6HtYVe0tWFgwPVTdElkrYlL8tAvymnhyTWh/Jc0UcNaWEA8rsZxFHKmhFaJBAYH3YRWoaxARwf6+1Vdb3ZWpfpK+ikBSWV6AeYFKRWWt9KUa+LWTUfK33JU/vSyqc/ngic9KQtNDF3Picr1e+gyyAG18mvhsNtN7fNl/Y5hZMHWpeG4MBFimqrriiIFlfaCSUMZc0iGI59RpAQZDuPb38ZXv4pduwBgbAzXXouPfzz/DGYPP9105HO5x6sThytikrJqaXH5BpalMtwAhofr9o62M92ZH9CyXJgSdAZR1PHTnXMOzjkHpomtW/HTn+K++/DCC/jRj/CjHwHA5s04/3z8/u/j7W9HWxvm5tQ4eX3/6v6Nbrac+d/izPVtbpqYn8fsrOIkTE3h5Zexcyd27MArr6hq4KZNuPZaXH553aYEkirX2alw5NSUujBi6EaA5oPdCt6va6+99qqrrurp6fnIRz4yPj4+MTHxrW996+abb7711luX8vqW30jLWFhQo7LoZFtbVUkIgN+Pvj7097v1fq5OD1mKHpmlB7YWMt4KhzE7q1hNPNu6u1UuRM9Y6KafbTyA6W7keCtuxFUEc+z0ISZj3Mkj3+9XCqW6+6gaXYkwvUwyzuv39bZK9jEJe4wtSFIFYJlDypE6mtSLnmUWE+m+CXklcBwcLNHDzHKwYWBsrAK/Q1CVceasLSy4sqXlDMcoacEgBgZUQisUgm2renQRF+9z5q95zNZ0Q7gUudJ01C7ZvnqFs5blnqaeo0tUtqXhyK+10Ae8g8bqZkxedna6XRoLC2r/SnCSa6ajHcXSP3eo4agBEXKJyep94w1861u47TblWw4/HH/xF/jwh/PUpCQaobQSPz4vphGC9aKw4POhrc2VHZdmtPZ2DA/btl3rI7Bttw4lzdSkGC7N6e7346yzcNZZuOEGvPEGfvYzPPAAfvlL7NiBHTtw000wDGzejLPPxmGHYXwcxxyDo45CMKjItVQArgLXptPYuRPbtuHxx7FtG158UQU5uWYYOPtsfOITeO97VU69jsaNRmaFZLAYdtJWMVYlVkwH68477/ziF7/40ksv8a/HHXfcX//1X1N3tEmsgSVC9oKFQti3D6GQyvRwqBYFPKmdQ/6mZ4nzTJKwVTgQZPCQvc51zISB31GgYQdTg6JzSxt8K/x0vWmRk1YppMv8B0dpVieIJwcAZegKTR0u83X0STjMHwihXtqh9ZKZfA+4aXait4w2BJRPx3YEuphNpGRrEWPiKpXycp6qMOGKSg5JAw0mMLuwMDI87OZydBCpv4jeiui5eyzCBpzJ3ys/sQ9kT2GTijbvoeTMSA0MBPLcK6mfesBZ+RBNLwAZTqOuznekGhCfJn/ic8Yz5JbUk0ncfz9uvx2//KU6Vs88E1dfjYsvVlIscKCn9B1LHrpx0kp0YsQ6hqPYp7f0krWjabO5Mg3lmwRRkqkSIe+lFDgobpkMtm7Ff/83HnoI27YpUrxuw8M46igccww2b1Z4i2NhiT6pZT8/j/l5xTrgGGbyQwimPebzqa5zNtMMDOC443DssTjuOBxzDDo7XZUyfz41jUpN+rR0OqCcRJblNkawtiDl5pUsFrOcHCyxaDQ6PT09NjbWVt8GiqI2Pz9/+eWX/+Y3vzn77LNvv/32/v7+vL9WZ4BFl7GwgH37cOCAIhm0tWFsDGvWoKNDnc3c/9QjlmheZAt0pX+he8uhqBezxSMzzUCGU93Nzp7cQgAhbotBOXP7PICJ9vjZo1EVuDCCL0lZ5S7liU7Oe5F6iodUJFerk81JfiI28hARaNz5QhMWyKj/AiNvIktCPZ4HRFfinsqppglHgQXiunv/7IKvmUrNz8wMDQ+7b6STruTc1evFcECYADWiB7avilxys7Gd8pquDEfTmx7kGyHDSSJN/hQNESnZ6/BUbwGRVcccjJSndV5aISMQoaau4HvBUvKVu1oWF7FzJ/7f/8Odd6qhfi0tuOQSfPKTOOYYdyvB0ZiVnFkw2ChQpRNuSIsUnqVuZGfmEKKLASzPfdaJ3rzPkset47bSE6LyE8D1yUUertRehRTFlZbJYPt2PP009uzBG2+oP2ufatfSgnXrcNppOO00nHoqTjyx3I5FmUzK51UmWVBArfC9yhRSl1sqAkN5iWIrwZoCYC2L/dVf/VUkErnxxhs//elPd3d333DDDXl/rW4AK5nE5CT27MH0tNIF6ezE8DBGR9Hbq5y4HPPQFhmPW73hWfSofM7cutZW120ZhutBWG2skTxraeLLVvaoGTgs3WDQOzZHZh2U3JPETNEoIhFEo25ySySYodEyJPqU3LKHLq0nmXIzMXAqnuL4ioSw+j7nn8yWyYYXT6FTuEwTkQgWFmDb6O9Hf38FNz+VQiikdDeWhAOUXwdLzMon+Sh3WE+l6PwVOdiYAtFxwLJnCySfR2AkHRXiAXNp8tLTWsT0dlf9SzKdHmTmaSaVdJee99UPZsJ33UXIzfQ0IrzwAn7+czz5JHbvxp49mJtzL3LzZlx6KS65RE2C0glncpjxGqrLBJe885ISli2ce14KeRRQrTzZ5gVYwrXXid7yuWqs6sqN1emn0JKUpK4GAll41Oeo/ur/V3KQfLKELKz36Ruk0K63bezahaefxmuvYfduvP46LAu9vcpXtLdjYEB5G7aW9/aq4gApXNVpmOWaRMuGkV8hT09EQWt9qEWPWn9NwxFvaxD6r7e9dQHWpk2bfvzjHx999NE7d+68+OKLpUzpsVoBViqF73wHlqXGswcC6O3F4KDaD1LVCjoD2EmdIfan2yWNkTjAdsTuZH9KbMHWwr4+pedWjtQsAQSREHMtLILkRtg6DZkXwI5ipitYxJRYXCSVmQRuaXGpx+JuRDch9/DmK3PcoTTH+f0qlc2ssifdYmrqU0KNqnQ/S15HRwy6iph4am54XYOKG176nuh9pMjInrvixxX514lEHWqClVgJgFWRSTjOtWQ6CvuS9ALcpV6jzy3fdP02Xl5Q079eGjetMxpz2feAu+qEcM2T23SkQFjZ53nmyZ7Oz2NiArt349FH8eCD2L8/65Xb27FxI97xDlx5JU45pSykKFxGyWnVmDaQ6CgYdMeHF/81Up7zmQJYEr8BWb3G1ZmdPeVCb1P19D34HPkVw5ELL3MNm6Yqd7K9mjLIPT0VXzMDUSb7l9FEIY/BsGG4syylB7AR2SYKuBfRcmsye+sCrK6urunp6fb29ng8Pjo6upi3Sg1s37793HPPtfIywR27//77j3AmIaRSqVgs1udEDIF//MfBG28EYLW0ZNaswZFHpo89NnP88SaDSNs20mmkUoZlwbbtQMBubUVrq93WhtZWOxi0/a4cpSFuOpMxUikjmYRp2n6/Adh+v5HJGIkEGaBWX5/d12dLY7Y4Bfm/dKOmaRiGDXAzWE65x4jF7LY2WJbhUHZsJwqxASMWMxIJBAJ2W5tNX2lZhmUhmTQiEV84bNu20dJit7ToKXpDonm/n1frhvKBgB1wB5AZDggzUinbttHaag4MoLvbbkBIbWQySKcNGbMQCNjOTbD9/tKuk48vkTCiUcM04fPZnZ12e7utb/tMxheNIp22u7rsAmeGkUwa4bDd0mJ7OoYab6Zpzs/PDw0NNe4NDLYOpNNGJoNk0l3GlgXDsLmuNK6SnZtyyN19uSc017bDmlJvainpEPexNkMWrQwzUinEYkY8jkDADgbVxwkEkE4Hd+4MPPdc8Omn/a++6n/zTYMFPseskZHkueemzjrLPPRQc+NGq2roLGs7lYJh2C0t9EgV3D3LMuJxIx6HYdjt7a478rxLKoVkUr1LoV8TS6dn9+4d6uoyAgG7tdUW1mP5ZlmwLMNW7czqxpqmWnhcjXqPRY1mWXS26gO2ttqtrfD7lQNPJhEM2j535KIt0K1I3tQ0feEwLMsqX7SzQZZO+0IhXygE07R6euz+frt2rfZyzLKMREItrY4Ou4kFHebm5rq7u6sGWIODg4FSOLVJi6a2bTPPbNu2WaiZAgCwfv36X/3qV0V+oaenx+dsBm8G66KL7IcfNnbu9EUiLXv2YM+ell/+EoaBdevs447DUUdheNgeHcXatVi7Fq2tavoy5WvZUs5ZNH5nSjzDu7ExFSggW80ynVbzBA8cQDCoeg99Pjd8J8+aKWvDIAXSmJrC7t14/nm88ILx4ouYnnY/W1cX+vqwYYM9Po61azE+bm/ahM2bFT1IeoZ5kZ2dGBx0C4V6Asww3GwTg0V+Rlubt8NPxGKi35lFQ0mtaBTxuIprmXgQ9k8VlHYRshOhwkKNWsWNmbx4XAkoMJDIO/WC+uyZjFc6wTQRCqG1FSMjyxKNmabp8/mGh4eX8i3dhn/JGbB9j50QpEPJsoFDZ8ktvXFRGYZKu4rchjxQvoje/rk0abO8JlU8ehs9K6z/DmvuLS3o61O5gdlZ49FH8dBDxsMPY8cOly5G6+3Fxo32hg04+2z73e/G8ce3GkadTzlPWkuS7oW2HokNiQT6+zE+ngcEMDPHcmF7u8rlFz9IWDcMBKzh4cENG4wiv5xLestlv9EN6i0IdTyhpWrJNCTFU/J+QCZ9dbqYlT2Wh3ebxDjdxsaUY2Rqc4lN1oPPh9FRHHIIALf4Kxy+JQA9TKRlMqq1q/nqhoZh1JLB8pXxiZoUYK1du3bv3r1HHnnkxMRE8ck8Pp+vfOFQn2Pq7+eco2RwX3sN99+PRx/Fs89i927s3Wvs3Yv77wfgLsPhYWzciCOPxNFHY+NGDA+jv1/VE8NhTE9jZsYdojIwgIEBBWiIPziOgJmeYBAzM9i5E6+/jnBYyUDwFfbvV0LwhayjQ9X4AKXM/uabcpEGAJ8P69bhiCNw+OHYsgUnnIDDD3cDL+mtI+CDw4wWX8YeY49T03umWF4kUaOjA0NDbqsam2sIrYjA/M4oMU8yX2dp6D19pJyzrFmdC9CbJdmAI9iIRO+FBfh8Cg5yJbC4KdN+OGeeNZHubgwMNKr/v5TZtp21XJfAfAXUwixNO1TyCkAWnNK/bE0yzdPHJ6+mozHiuUhE0cOXoEzJmru0HxrZGh/C0dEFuG1brfzXX8cLL2D7dvz61/jd79wcXjCIt70Np5+OU07B5s0YHWXRzWhrQ2trZb115RvPeDgMNkJzX3IAACAASURBVGoXS7FVevFY3+e+6OhAb6/3oZA8kEjANMvdgzzLSfrp6kJ7uzE56QsGsz6p3k/N++zXxO0kWsslJNTLnByt2/LJ/ptyKoBFlp/cbQqkefqHurrQ3q6mpfX21pTKkkVoaSp0nnYNnTtBFypi17TOTtWGlUqp6qHQVIrTy2oxRrNUBZqZqVhhv/HmxQMNsCYtEV533XWtra1f+tKXPvvZz2YymX/8x3/M+2t17iKkPvsrr2DbNjz/PPbvV0oN8/NYWFDEwCWw1lYMDKClRbmAri6Mj+Poo7FpEzZuRG+vUpcmiygWw7592LsXExN44w28+ir27vUKkw4M4MQTlbsnCdFjzJYlk4r9DUdxjlIUGzZgzRqsW4fxcaxZoyr6bDIiw0l3H3RkhIBdXQgEsryDp0OQCIxUMG6/Kva5UDREFIO0/SLHAzWoyFHL5QqkUpiehm2rFAWdV6FotZFWTw7WSjG9Y5/LWO8s89D7ANUt4c8ROBVaof5lZ+vXe8RK5D/Ku+/ahRdfxMQEZmZUZ/GuXdizJ6sq2t6OU07Buefi3HNx6qnezUW4z/zBUh4wersAy5SGoQ48zxVKlzF1jwSuFTJmgGTuanYH7uTk5OjIiCFRky6tUvXIh0pN6KppTZ5U+g8agSSke5qd2nQ+NH2CVsnuPDt7XrXIPksaT0CV3jnB7oFKW1UkPy1dhEa2PHVuO0ItJl0UyaTbYL7cXYdvXQ7WwsLChz70oWefffZtb3vbnXfe2dvbm/fXGqWDtbCAqSlEowr4U7xkagr792NiAnv2YGpKzRzkn8yU9Pairw9tbe4/RSKqNscpK1TIJafeNBEIYP16bNyIDRswPq7gSHs7xsYUapFWOzhtLyTLy2wKXz6Bx3Qar76KF1/Es8/iySfx5JNZVcXabWgIY2NYvx7j4zj+eCX9QvK+vlIpyI7s0V3pNGIx1b0oB6cOvADXiehJLyk7ionoqKS+PR1nJc2y3KwbcadhKH0a9v6I2Y74oeiW5ebkhLkvH0ccX7X2VgRYHpNeUSGh04QE4/NlddHqvwBnLS0u4rnn8PrrsG01nJvBPQGcZSlFVkrfmSb278eOHfjd7/ILFLW04OijlSjRySdjyxYEAupEtDWJIKlwCZ1R9ESky7WhBwy7OhiMMYMl/HRxKdQ9LspbB3JEv6STkQteEzKY2rdveGDA0LslluAQ5faUPJneEtig3EwhsxxRGNNUBHOuT5Ya+NBlrVqaYh8csVk9vSelgCUwT0bZEwybzkiigKOhXzUo4UYTSS3ZC8vBDXjrAqwyrYFCo7aNSAQHDiCdxtAQenoUz4Ay4iw2SRDc36/G5nhMJ3bwTwaLLJCz804PTej05+dVlWpgAD6fikGl1sZorKJW7b178eyzmJtz3z3XeDG63hjlKtgG9eabKk82Pe1NjwFobcUxx2DTJhx2GDZtAnlgHOshovaSyiKUKdLw7Mk66MUaYYmRr8Z8AHd7LX6czS/UDhViXCHztIV7qCTQOpv4NPVux5IaM9m2CrCqMcvCrl147jm88AKeeQbPPIPXX6/ypYaHccIJOPRQjI9j3TqMjeGQQ5SMZKG3FrQhVDYuBsniAG6XK5wCX33FQiWMoQa6hDdM3PJ9SXhiSrsQ/UhAlScDZFnuv7I538G7U9PTw+Pjhl7189Uw4cpj0r4taFvynUItqntZWR4l/Y9AEGihYO47shLHR8D7T+zl86GvT/U1y81pmpJZCeN9kAIFfW8txHm9457+XLjLS2LLOYvwrW6Gge5udHerkUzT0xgYQG+v619IGWGm6vXXldjJ6Cj6+twNk+tWCDtsbWSVYWTJ5hKCDA5iehq7d6uUFQcCMgyla+MEYuZaS8pzr1+P9evrc1tsGwcOqEzeq6+qDNkrr6iTTLfeXoyNYXQUa9ZgdBSHHYYtW3DKKejoKPb6EsN5LOVMhvY7I0oYGjJMZ0aQ7lWkTaV1QA8WAf08UMaWBco6zM2pzCWTiLl7T+jY5d8xkdtYXKxGykjnjxvlzf95i1gyie3b8cYbqj7ONbljB7J799DRofSvAwFVBGcimcssEEB/v3ou7A4ZHMSWLTj+eIyOVnY9vnxDh3g2y54lzm5vR2+vysKSF0hSo85JqtREBonVbZlmI8adJdXVXOaT0BA5EoeVUyrUhMOKasnaOhyqpdPc5+474YAzutCLsx7l1eL1LL3tRpS0uPGlXuzzqTmhntchbcDz2cu8pabpwkcGckJX8vmyNqCnMUI37nGpi5H05vcrmZtIxCPQujKM94GDzpgs4PFHwlkVRn0f/l/xkORjLGUGtJG2msEqz2IxzM7CthVgF0ojXUkshrk5TE6q4XQjI6rGJCJV/nx6wdKZRbclhAZZx8GgmijH0n5vbxY6IUqjPDfrj8vVgRUOY/t27NyJl1/GSy/h5Zexe3fWqDWxlhYceSR+7/dwwgn4vd/DMceoJhdDG2ynE1wMQ4lXAW7CL6/xTnLOI6t+5FdxDJ94Rmjaj3CU2WMxNReIEJY/cUQEVIZM0gxCjzAdFUpJ5pdTj5C4n4x+IZnKhcHVvDZTqfnZ2aHBQTfSFf6QXkqQ+mnz9enU38JhbN2KRx/Fr36FJ57Ir6C9fj2OPRbHH48TTsCJJ+Koo9Rz0WG6jBlYShNqFPuRdVEiWRWmNvlRN52CwyfOwgqL1x5xO48xGkyl3B0Bp52QWJNOTAhtXGmm6QIs6bljMVGU53yO9p5pwjSn9u0b7u83yH9gMklvfZCKWNqZTm04A4sAF5kJa5MOQYRPJazSq/CyBYTMLuROD9eed0zPkUgBWs9Ds25Vx247WxvXyI5mQhOiw6YXiyphbKowTQWz6nK7hMBHjC4Olg+lfl5utURYwpYOYMFRm6QeAWMRSgnQqfkcKUsOnLKcsYOsCvmccTq6eUg84mEJ6oPa2ONoFAsLav4MJQ11SoplqYoAYwvu4eUy01ReOxRSzZWTk9ixA88/jxdfxBtvwLPe2toUd37tWqxfr1ovBwbQ06MAJSedMaluaBI4evhI/6j3xUiqj90A/px5c6TqLy6qhimaXBvBK0sqrPJYzvDplhalkqzLVejypwKp5XoKoS79PICmTu4gJxOYnZ8fyc2j5O1yZ4uWXis5OBJdySSefx7btmHbNjzxBHbudPeRz4fNm7FpE9atw/r1WLsWhx6KY46BTtm0tdkvJHoXgelLaVb2fLfcoTSevIhUz7lseEin02qDeFiDYiQ2mKaSDpclYVlYWEAohFBIoYrubjeWCDp69Dw+y9aNVEKjcNY2X1nn9wibx+fIAkuHJnefzkDifpf/S0Slu1PmUahE4/Nl5dJyyZH8Tept8vXlY+phcIPCVMtSYsWM5Xw+NW6I/PeVvlWZoM1kvMusdrPtLC1ijkSrU7/RKsAqYUsKsGjUsgLQ1wefz630UTSclb5EQuEh5uqDzsxBnnl6ktnO1o+m1yBTiocBE2Y8R6UBu7MTAwNul5zALHasJBLo7ERPj2LNeyK5xhlpB8XTaZEIXnwRzz2HZ57Bc8/h5ZcxNVXsNTdvxv/4Hzj/fJx5JlpaXAKE+Nm8/HeP6TknEto4955QqcUZUQetSU0nRrBCwcZmnYMiZDhdc9zTByQEbUFa4srLqPRVzMHyaF7IYVN3GdiGmmli61b89rd45hls346XXsqi/QWD2LIF55yDc87B2WejSEew9EDUS/S8cWY6ovCUQdH1n2R3S3ZHmickg6XPnCa8Fk59IOBtHE4kMDOD2Vm0tqr1zxeUncWFzRvI47/s+za5f//o2FhpQQohLNI8XlE3nYWp40tSGwPaBEPABWG55Fdkl0QlU9iaM561oWaaiERcmAUogNvX17yLs3yTRCn7uhpxS21HHYNk6Np4YKsAq4QtA8CicTBfX1+WAg0jJL8jpci9RPqexJd6pwa0E12vXtH4goxQ2aMHZxz13JySaBoczBNWZjKqNM5mPTiEAIEC9GU88uuyB9gwaNuKulR+n3AopAgo+/bh9dexezcOHEAohNlZLCxg1y5EIuqXOzpw3nn4n/8TF12keGzlmy4tyD2pq4mWb1KLITNDh3rCRMl7iuuVCD3z5CECS+Obg+RqIrnn8pQlR9KcYCsWwy9+gXvvxU9/qiYf0/x+HHkkTj4Zp52GU07B8cd7JXyRPZZOmNetrVU+6OU1CdmFRSTgo3ghmFVy6uql02rUHVOtLEtR4jiVUq6DafJcOmAkgpkZpQ+pZ2H15WplS246Fzx14MDw8LDh6YPzJHElCEF2ztiT6JKkrOetpRxfuzEBJih8yXRYdJjV1oZ0GuEwurtL8FNXimUy6uAr1EJRxzcS5ba2NpXLqMRWAVYJWzaABSCVwsKCkuXUTW8YprMgLdTvV5Wvioru0krNQoD4KXLColH09KC/P7+4Dj01g2MiA9P0jlaUVHnxYlYho2swTeXKqzD2EADo7vbis3Qajz2GBx7AAw/g2WeVL25rw7vfjQ98AH/0R/lrItLJlXZG7wnkrUjEobjJEUjhBladiMAAl1tTvFab260tDJVUCoZhBgJz4fDw6KgLwvTT1zSzQn9PCRU5h5bIUkslRX/ihKF6T4ClDZOWDJ/8VX9xmv6bRYx41LYVXY+8vZdewgsvKPIcgCOPxDvfiRNPxHHHYdMmFa6Iuqkn+6vfBOkhWC4+YnXmkTPV1wM0VqKOM3yOGBKcbiwREeVqpAtiABMKwbIwOIh169DfX4zIuLiIdBo9PWo7e1hK8iXLjHfeoRJOTk2NjowYAnZ1MapgUEErIU4hJ2csL6hXCZfAPHkRaUNpaFaJvp0NGcEgEgnV+rCy4oFCZpYtAlKX9xIeswjulGGrAKuELSfAgsNjsB1xnVyT2C4aVXQHy0JXFwYHlaxDmR6EzOto1CtYx6iUi5hz2ouvFdMZgsEAt6vLLWPpfpDEsuIvJQM3urpUrrsiE1mpTEbVI2zbdeu5tn8/fvhDfP/7+PWv1aHS14cPfxgf/ziOPhqW5YofEkDofKxGM9KEf8C50boSY1sbOjurdNOZjBmPz01ODg8NuSDMcEbY8gPqCVH9T1vrlzScsT96tUX+Kiclk+2BQNYRDud0l5yr/FU/EWnyT4UsHMbjj2PbNjz+OJ56SvUuiPl82LIFf/AHeM97cNRR6iTWuwcC2kjvlW6m6SYX+RT0sqChTVxgipTfC2NP6E2mI6opWWpowJr/CqidRXTO3e1B/yR6xmI1FncUBytvpU9PRzWzSRKUty7vcK36Ghl1hMJ+P0ZHm3OwTDVmOzK2hP7SYNEgkynXrCSUSnauAqwStswAi+YpFxYxghLKXDHtQca60C2LJ7csS3Wj0JOKYCBH6YVCirZFGm/xSpDkqIkJ5Ddt2y2EkaCQm/jRR7Wzrb0co3OXQ4Utk3p5IpVCKKTKqUVW/P79+MEP8N3vYts2ADAMnH46PvhBXHghhobU1S6LEWZJNw2cem40ikAgv0xaKWuIDhbPXanCsGwKqHQmVT/q6AQXF/HII3j4YTz0ELZvzyJuH3oojj8emzbhqKNwxBHYvBmDg+oKpfB60JiezpFuCZE2EPKcZOmkm08Kx3AI4KR+xuMqlsit8RGfMXHuIUSS4kn0wK46n09teU+OvCorCLBWqDEFSNEKMmIbndOam8P8vFvwKr89ucktk1HpumDQZb42yCTqkL2mB6VanLYKsEpYUwAsFC4XFrKMMxQvHEYgoKJG+lYhjhSKYGxt5oB0wXDbx2KIRFQSopxEN9la6TS6u/OU24R4y3DZ50hmkxteThrW1uZ1kBUeDJaonfEjBIMlqLW2ja1bcfPNuOcelQhpacF55+FP/gQXX4yhoRIX1jhLpVQPhOjX6zCrnPFnmi210KioGAQCCqZXF0ZnMnj8cfziF/jZz/DUUy6oamnBySfjzDNx5pk44wyMjdXx2pvI2IJKz25qCrRSiCcVUm8hFMkf/lOR2y57vLMzf0SXTis9ZOlWK3SRHALGylR/v5rjXpsdbABLjBXYQv2edX+v+XnlJz18AJ0qoKer9RZI/avZHoTtTBeQdKYH+jSIF58r/2vbCARmI5Ge8fFVgFXQmgVgAbAszM/DMFR3YZlmmgiHMT+PaFT1WhuOmmjJ1mjx46Ymbs4GIkrsBIOKJAS4dYHcFZxOK53Dnp48cZLtzIiNRtW/Sp6j0LXxnGYMUUUjm14PzeUtSiRExYpEAnfdhbvuwqOPqoM8EMDFF+Mzn8Hpp5f1do2wvDo30SgiEYXCy7sVy6bkzidOFRI+aN038cvI1uKybbzyCn75S/zyl3j0Ubf819KCU07BO9+Jd7wDZ5xxkNB485pUvakATH6b5JwYn+hlwUqHhAi0ypsN5T6NRmFZJVrldcRPlMYSFdmEslurOnUOWoAlJrVd+tVCwmO1v8v8PPz+rJnculYF4IItw8jamJ5NWtsDbaDp1ynoR7qvGiHKr5tlwTRnZmZ6h4ZWAVZBayKARQuHq+QxZDKKiypbgjGTz4euLkUhL4nbmBijPAQA21YcIMNwQY8gLU9fD4uP0ski1Hj21zCfIWwevguQVQ7T+yjpdGrpUmRzQCwGv19xJKlKxdJkbi1/ehr33ot77sFDDynyxBln4DOfwfvet2xsBrZ0BQJKbBqOFk4ymT9lmGPLOSqHRHu2pLHdidfMiJOIip7xwQdx99146CFMTLj/fdMmBaqorwG4cWouTVvP8eiaF81v+rLPrXrT9HhDTrvyj+QihWbbdmuLiYQqvhQhKgjvmAINueeKh8uoq4qIYARNJ6TzUPT58FYAWLoJm4J8j6rZlnnNttXW6++vHhvpmD6TcTevrhDWJIkuaQEm1me+kCWdFm12p7iRemCv1RJhCWs6gAWtSbV4ij6vSfKGzrqlRUWl/AlPuJLj7uEMHRONZgo9kO2hj+gRX8/FGo9jdlataTkt8pbzGHbEYgiFkEy6OXN95k9dzDRVc0A0iu5uDAyUZn1NTuLf/g3f+Abm5gDg8MPx2c/issuWJ4CznUk+bKUheqCUGkn9RQ/apQBYusCBpWlhsx1P4kgyUZgZJf9vbg7f+Q5uvhmvvqpeangY55+Pd78b73oXxsez3kVaOz3NaHJCc83wrUXPqWmVq0RlivoXucueSWjeNMYbVfT/M8aIRlWylv/ddiRw2e8mnRzF9x0dQkUjH0RMgWuDDRb6v+qSCk7u4cDs7Mj4uFHHdt0VYYw5o9H6d8wlEgiFqmwk8pg0lev9Lno2WpqLG7HpLG0QuywtPS8uGXG94QNwAxiRjCYilFZWidZ0RbTiV+LYzOxsb1/fKsAqaM0IsGhmtqBcpTCLKSJK0TDbH42qOTxcgjKqvfjr8Bhg1kR4A1y+TFGIvCHLeYGAWu79/ejtVUVxvfWM+8HncyMJaskAii9fu+kNViTaM9/GQ4L0oJIMsGgU3/kO/vmf8dprAHDIIfjc5/DhDy8bzKLUvq43TVJ8MIjeXu9VORzM+gMsaRo1tYEkAnH0/Hze20uK9NNP46tfxX33qSrJ+vX46Edx0UU44YT6hMIEeVKFEfi+7DxfvQgoApV67U9OL0Ifacyswjh9XPIi0prKjSwBfXGrtn29GjNNZDIHJiZG+vsNLi1ZS3WU3Gtm06u0Moip9nSsaWJhAYZRKYOzApPskT5oSM916QlLvXdYbyKGhuFykZxPU5EVIUY5jMrJoulSGrbthn9y/XQaZDTqDSLIHn2hvdFsJNKzYcMqwCpozQuwaAKzqmt+lpKfz5k0TrV0wixSPdiRUdJEC5Q9Yqbp7hNDGwfGOIOc/XhcvbiQSIqI07CcRBGKKgZ/ChbkDinCGyDM4jGTW+v0mGniP/8TX/gCdu4EgA0b8LnP4cor6wCzpCnMdGai6YpQevOXLpAYDLoQh8cw05N8juKLSSbz+02fby4UGh4ZcZ+UR5dBT/Xnbbvj28kXoEC20EsrQi2/+Q1uuAH336+6/M49F1dcgYsuauB0Jl3zQs+5LllmS78AvQjIFSthAEN/f7XjVmxnOjL/jERUO63P56q0C64q51ZLyqoqAcaqzS0R6uVLLnhdcq9eSqHNaXrsSpxdu6y5MDiXYBKant+S/KVHns3OnkFC8/DWdddUXyO3WBrS6RP0aEdXqwHcK8lGcqslwhLW7ACLxqIhBwhUN6dJ0qT0s8QiRD/MHpXZ1sdslt9flmqA6CaUP5GUMA5Q8hMlTe+ILAcw6f9Rap0swRTJ51kW7r4bf//3ePFFANi4EZ//PC6/vJqSjSSrAfeo8ER10PyOlTPigyrtusgn1Tc441JglmUhkzGTybnp6eGhoSynJuRW6eu0csaJSMQW1EbLie5aFf7ugQfwxS/i178GgI4OfOQjuO46HHKI6llLJCp7fNWZLvPBOLVSPlNF70Wmv3SNsUFEkljCUq8a7Xm6dHkGEBV1dalB8nJ4lHlXea4zJGt0yiqfFeNgeeR/GUdVRPNfiZZKqWdaHu2ymFnONEO+1EGfESzT9HkVfmeed3kZ01WAVcJWBsCiMTBNp2sah0n/znSujB1sb3eFOssZTUBih1Xe0Bhhapev5JRIqBE3IlXgMVJY2Keml1qqM7owTmYowi+xLNxzD/7u7/DCCwBw6KG4/npcfnnp99VRYGur6qqr7mptbXwNk1gSzUvfvgazSpcIBUsxoyZyGJJHsXKU4sl8EiX34t2dto3/+i/8/d/jiScAoK8Pn/gErrkGw8PeX9PxrqR5Gmc6e9dyBqvXfk6TLc4ZUyzwAW4ahmWvWj6dMKik/C34iaPHK9KWo3E38Ys3v6RKcMOsApK757KXAw4unXEsGJCHD1DFS4XDql2pzEqxZt///vdrevcmN0HwHlKXFGEAAOPj42eddRZWAVZJW0kAiyYqNYRZNeZOqbDA/AEJ8paFjg709ZXGcGb2HK7c2Sm6SYu4NMSVNIFZzGbZ2aPxeAzknfBTnUmHFFMphYJ+ZrP+9m9V0fCUU3DLLdiyJf9rCnQT/n59DwApo0hwT+hsWRgYQG+vaVl5ABZBtlSOBEsxN1aOtxW+AnGDzirlMgBgWfjxj/GFL+CZZwBgZASf+Qw+/vHSSm/CkxB58Ua3iOsahuTnVWp6hpiLR9JLQv5lwrK6BWA6ExRSzuRp/Z6wk8Oyyj19pZ4o+LJpUkFVdhGmsmchHKxGXl0lQi0FTe91ALLa64r24RqGcckll9T01ivLcuDNvn37hgYG7r37bgQCMwsLqwCrmK08gEWTTkNmRKodBq5MCnOdnUo/kHT43t6yBoiSdCUnrtTR9U1LExVQ6WkqbqaJxUXMzSm6GJGWVFsaYewPkCpSIS6XZeGuu/BXf4U330QggE99Cn/3d26fDhFMLAbDUIH1kgkHMBEVibCd0+zrm7WsEXbkSTFOiox1odDKmwrIW1jAPffglluwaxcAjI3hL/8SH/tYxSefp+dffxYNkhPkjAHTLCtJnJt18/kUSZnUmVy0qsup67i2iOIU64wkxecyqNj9EImgsxNdXeqHnnSjJCAlT2lZCvYtMR2tDKtJpkEGm1bH41wRxq7AVAq9va58SY0sJX3/lpq+ahgr+8Sv3e69997v3HrrvXfcgUxmNhTq2bixoQCriTbnW8gCAfT1KU4Pp9zUUuOg4+ZLUel0ZATxOBYXsWcPLAvd3Wo/51XLNYws6QfpASGRUCpZ3Ku9vUilMDeHlpYssXU5APRyFRljFOwmqSWdbmw/ESGRSHkRacVi7mQS+jLDwJ/+KS68EJ//PL72Ndx4I+6+G//0Tzj/fCVg0dpak/xM1UZv29qKwUFEIjhwIDA5qSSO/H709Snic4PedPdu3HQTbr1VidGvX4+rr8ZVV6G/v5qXZWeGzAzms1hcVHo89P61lIY9ZjjjFIlEp6YKlox5kFP6JBBQInCcOE5kNjiY1Z0gJr0FXOSs87IYIZReUtzYvsfV3tmZNcFXMBPnk5IslUphelr9XKf0MdqRriv2JC53mqpRFgxiYEAtkngcvb0HySfVNQWpfmLbmJxEayu6u10WOTdFe3vFbkf2r5iwBRhviPduaNV+BZnfT59mN74kvQqwls9EbYE1jpmZggKA5RhPFwbx4TA6OjA2hrVrFbdjdhZwMsl6I09u4SO3B4rVPcZGFI9gnuzNN1VRhgcPq358CypveV6np0dlhqLROnARSprf7xaMPJQd6Yj57Gfx3vfiM5/Bc8/h/e/Hu96Ff/kXHHNMYy+sTGtrw/CwzYIyyXacddgI5ejnn8eXv4zvfx+ZDAC8/e34P/8HF1+MdBqxGKamypIFKWI62OJyItspFHKTuPVydsEg+vpUA++BA2qJsnOWym1CdOOVkLy4Zk3pRHKh817iCi4zkWZlipELXjfeVZ8PfX1KvyqHJvLWtZYWDA0hEsHMTFkJ+KY1y1I94FQWbGvLkmUfGcHiIlIpNYebMCuZxMIC4EyYrhpf6mUH2W6sw67a0toqwGoC45ia7m7EYmpCQmdnlWp1zEVxqvT0tJKHGBnB8LCKokjgZfIM2mBdz2BR3dFLezy08lkggP5+NSm9uxtdXYoXwlxRXl0TyTEkEpifR2urGg20BKYf8B5717vw9NP42tdw/fX4xS+wZQuuuQaf/zx6e5fiwnSznZlZIgEVCFgDA1i3TgWj0ajS0xIKdnGKejmmKy8Eg7jsMlx7LU48Uf0rsbIsp7oQ2GU5EeJwCRFpCeIvs5NUpLz0PwU98/rjcczPq+QQ69Tt7aosHgyq402/hyIrzz89pTo4EYi+TfgTTvZMpTA4mL9AKTpJPh+GhuopR3nwGfsoFxaQTGbhkuY3T124UKMP4TU7tWMxNeGe7AvO8Kgx3hbTvfeqLbmtAqymMcNQeIiiwGwpqi5tEAigtxednQiHMT2t2np5JLPGJ9UNZiwYeVN9ABrq8mmDRXnM8Ijt63N3rJwrnZ3o0YpAWAAAIABJREFU71cwK5nE4mLB85jIgNfW21srBa128/txzTW49FL8zd/g1ltx442480587nP4sz9rOBeEYS5vvjQVEnwEAjBNmw+IWZnubiWrxrlJbEqtYtojgNlZ/Md/4NvfBvmLVF74zGewYUOeX+Zy4srhkyWBXXgeVZ9/hqGCdQn32RtL2SShluvhOOBWVQh0mP4heVyKdBK4A+4oG59Plbw5TBOORoaegpI0Ev/0DISh7i6no8jvU69OhqYL9VjXOWRsQ0kkbmr+31UrZMGgSmVJoNjkPYa2NtSoo6OspCzTddEoZmfdz8i93NOj4u1A4cHeq9b0tgqwms945LCOMD1deupzIWOSiZwGvSrnCWh0SUB+w4SWLo+py/gWehfSdVnx6esD4J7HTJLrJF+fTx3YCwtoa6tDW03tNjyMb34T//t/45pr8Oij+NSn8MUv4tOfxtVXuwTkehkziKy38o7phLZC5vejtxddXe7IS9bCmPyX+TZFRkYcOIDHHsN//Ad++lMFAgYHcfXV+OQnMTSkgAscZJB7/PPFSRxh0YGUcJ82d5b/V5AQstUIZaIF05y8eNJTCJg49JA0Ji5IZkxFJ1AYJ7pYsyweGVPNqhxFK3p6MDSk/hqLYf9+wKFb8XW4LHN0CEsb6+9+P4aH82SkiBplxNDAgMJVlOQVxpWHNS/lwmXfEctuhqGqhCTJNS3MklE5LS0VczcNQ2VVFxcxM4O+PvXf9XibTUtU5Fm1FWWrAKtZjYxyxjEcAl3dBmOQxEIJAyPPwUlVJN0pyNkmslvC3Co0jpdHr07bJ5zq7FTnMbMIoZDbn8WX+v/tnWuMZGWZx5+3bl1dXVV9YXquDB3EwYnjJgibuE6GbMAFI9AMJl6SHWV1v3hZowHW+EXHBBJwMEskGOKa7ARExawQJYIhXsbLBnTjjjtGk2F0XRdmmp6mb3WvOlV1ztkP/7eeeutUdXV1dV27nl86pKfprjp16q3z/s9z+T+zs5RM1lxZ+st119EvfkHPP08PPEC/+Q197nN06hTdey/98z9v6yaSG3xwYlGyBmuxrW4YqHZHs+HKCoVC2jyJDAtpbOHYpP/wB/rP/6T/+i/6zW/otdeqD/Lud9Pf/z3dcgsFAuQ4tLRUfVtZHpn2/SxriKqe5qDezp4lmqmx3MqEvrU1PXCGBx+xs0ZDP3q0UHB1OT+UWxk4jcxpPl/1rUBdFx4ZR4I7hNnZaswJUgzGZlutd2EbXiQZPeBg0CY8M9MsmGE6mbFJB6cpzVp7lrBUGTbib8s1fujAfUUkou8rIEf6LrO4sAn3BuEwXXFF+x2dKLsuFGhtraallCr322Zx7WCqTKERIrAGG76PQfUGPmBt5A2x0yDevunoUM9Vm2uDUItjjuP1zK0zy/YReEgkqi1jsRhNTVVtG3O5aiZIKVpaoqmpzseK2kApmp+n+Xn60Y/o/vvppZfo85+nJ5+kf/1Xuummlh4BAR42uMIoXChUzC3Z/qaIRlS3MkwajahYKrZN587Rz39OZ87Qf/yHtvAAExP01rfSjTfSe99LBw5oeYesBHerme4DbECPyrBEojoFDNXZSulcs+vWTPJhxUBUIw6wQswGCP5NNHty3s0zyc7culy3qiOxipC23ru32i3VfAeCo1ssVq13gdRDkrE5tq1z4vXSCvIxn9eP1krxEE5Ow1sLt3YON0tVqiwwiEtE/lhBqtpBbztmJ+Yew0xGG1u0bdfcHh4nP44WR6Mdc8qAQ2wioX0czKsE7mc27ZAVBgwRWEOC2YK+vFydAts6iLcjFo3K9BbLbOtDXByMQZLLDGu5xjw+VLpgG4AjPIa3YIvFxZGTkrZNr71G4+O0e/dW7Ym7xa230q230pkz9KlP0fnz9K530Yc/TP/yLzrfBOr9KRBZwTlBDK/5PucpzUb1m9+/yRnAdmvbun4/kaCf/IR+/Ws6e5Z+97uatrU3vYne+U76m7+hd7yD3vY2LWc9Y8X4y3Qf4BfIY3moYuHGY2Q4VgR1xSZqeO3oOW/DWYCtfSxLj5mCyofgg6ogookJ2rNHTy9ob6/FHjk5qSOsqVSzrka2rYpEaHa2ZgEj1uu6ND5Ou3Z1ZufjaFzzyC6H9/g9hUl6NquVPYutHTB0ORSimRk9FQMyqwfhHHayhaiCk3OX6uf8frriCkqnaWWFJie9l2jukEXXeajlWbRCnxiAbUxoHXzAHIdyOVpba6ffMBCgmRl995/JbNjksumD4B6djBs7MzfEPzdvwXGtL5dpbY2IKB7X4gMPFY/T7CwtLdHysvb2hD7ru9K6+WY6d45OnaIHH6RvfINeeIH+6Z/ollvobW/Tm71ZQIMX0tDnwhwXaNfOmTcDPBw3sm1yHF8qpUu2XWO6KkQYEfn99N//Td/6Fj37bE0P9tVX07FjdPPNdPPNjevWW2zTo8r0GNiDwadnelqrKMRRUMuFiAJR9QVyR6RnKFD9rF9TpJqDFDmEg3MbiehiF2RkoOnLZUoktBw0S5c4R+kxQdiotgk3MNzoxzluKEvYVmUy5PdTNErlMq2va83H0dx+5bjhwrUR/EZwzHgHSK5gkKantdaHh4g5K71TIDyMwGoHdXMr4O43kdB+YJ6X5vfrxu18XleP9MD1ZidRKtHKCjmOSqe73S3e791LaAOfj6JR/QHLZCid3rL3MXuTokS39QE49bTeBsx9iwh9LS5q1+bpaZ309Plo3z5KJnVDlmXR6qreWVvJ3XQc3vgdh+69l+68kz7zGfrFL+j+++n++2l6mv7u7+i22+g97/HO5iPSeQQejMX9btjs4ZC0aQFNsei4rrapZN2Ar1dfpWefpX/7Nz3Bmoj++q/pb/+Wjh2jd76TYjHKZnV+ub0X7pmlvZF6wKrjxA1GnWALN4W7mWVGwx0kF84wGfboyJeZ/YB43xHKIqLZ2cZL3TQ9p9p+Q2hE8xe4PZYqmlXVjuvmAe3cORiJ0PS0Tj6yIMZ7OsjUu1A2lFwccB2ifRpZchieLS/roQvbvx9za2ePNrwFdSszPc01syk487yqm68c1KfipTX0A1MVU2XU1+JQB3w1bpvOONH7/ahFHhWj0aNHj/7qV7/C9x/72Me+9rWvra+v33333S+99NKxY8eefPLJ6fa8pHc8XP/IMmtLvny4a+dm4NbHObcH7phxtULFjGVRMkkLC0RE0ai+lsXjOoQwM6O9SdFHgw0Af25aE/Geaj5RG/PvuLQfX2wEwPGPN72JXniBzpyhF1+kH/2I/ud/6Lvfpe9+l5Sit7+dbr+d3v1u+qu/0mEbvFI4r3ICyzS8QFjLsnTqrWHlEFsV8BH++tf0gx/Q88/TH/6gf7h7N/3DP9A//iMdPlzzt5FIdWGgXW7TE4LaJlRnI6wYi7V0147EDcss5OzMUrP6LDOHf5o37iErl8sRVYZabsSWXDpx/k3NalboE5HfX114SPzhBPYxec0HvE0aGn9Db62v620bBXZDAbfWZjK0tqbbR9obIoTmUyx+XA+529fMoXP/gSecTEbDrK92EgCkla8yOcAj9E3Jbn6Pe5tQSHuXxOONXxFqB+F6s2l9rUCVXmaiznygmtJ/geW67oULFxYXF6PRKBEFAgEiOnXq1Nzc3DPPPHPfffc9/PDDDz30UL8Pc4Dh+kcMAOEpVy3Ct0GINsPirwdZA1XxHcVgn0SC1tf1z1FXsbhI0ahu5nddPaEP9n24prAHkpmXRIEC0kacBGFPSNM+wJRoyEOxBEQBacMNG/XvRPTnP9OLL9Lzz9Mvf0m//S399rf0wAM0Pk5vfSu9/e103XV05Ij2j8VV0rzlNcMzeBb2WQgEaG2NXn+dLl1S//d/sT/9iVZX6fJlWligN96oepXF43TrrXTiBN1++4bKiRcGTq/j6J/ghCAXadpz2Lb2PW9vIA/LLPQ34FDNKnWzUgqSqwmIr2CQeXuJ7CbUvzqWWTz4GaNprryyGkJDkxdVTmxXPyYohsObwmFUMtohudbNk29tAzwC3FK46h8roeMDzrsEZBYZA7KyWW0tC73V5BTh2oLScnR7cJobK1bVTi6qzzLjraHKKiLy3v41bDgwyy6d2gGUXEiHt97n02svFtM2EJ6HUoricYpEdH1tPC6+WQNC/wXW4uJiuVy+/fbb//jHP77rXe/6+te/Hg6Hv/e97z333HNjY2Of+tSnjh8/LgJrc9BlUyhQIqEtqrd0D4pgGBeghEIUDndyVFwTONbNZuULC9o9qFCgWExnheD4oJTeeBKJ6tUTSRyeg+vzabduBJOQB8GODmHBFkq8V3GNNl/RGG6L4/Ig7qo7doxuuomUonPn6Gc/o5/+lP73f+nsWTp71vsa0c+PygnE6jCKG98rRRcv0quv0muv0eIiqygfkTcZdugQ3XEH3XEH3XhjjUDBTmyWq5tgJ3Yqg1wQm8Gz8O0+3nEIPu7+awMzX2x6WZk116xlG1p+lEraOy0S6VHhC0KJcI7Aoqp/Xo6emh2y3Eu71cHbbu0gZ/PnUKiIxCAW6zfmAfOf4NxyvtWjAxAv3MgOrQnsconXaFb9DwV+Y0AWu6xlMjWeI1AnMIzFFW9sjCYnaWZGS7Gtasr6t76VeCouRK2AgDoG6fz5z1oK10985/paFG7CHb5FvvUt+uY3W/3lHvChD9GJEw3/zxe/+MXHH3/80KFD3/jGN9785jf3+Li2ykAIrBtuuOGRRx656qqr7rnnns985jNPP/30wsLC3NwcEc3NzS3CGHADlpeXP/zhDzf5hc9//vN7MW+YyLKsXC7nH5bod3uEQgo9JhMTbhudzIEA+XwKn1LLQlrE7WpmpFRSPMMnFKJQyN2zh1xXEVGxqFZX6Y033GhU37f5fEopF4VfxaKqFMq48biLRJjntXBSybapXFbmPSJV0i54QNfVv2DbCpsWuy7VukE6uLnH5gf276fbbiMilUj4z53z/+53/nPnfOfPq1xOJZMKfkuJhB401hyl3D17nIMHnf377X37MrHYxNycs3+/MzfnHDhQLT/KZJRZ5gXVYm6xJp77Y7+fYjEX8T/HIcdRVInQmA4LfOcdDLpIVrattnnLx7uAW3OEzSo1fG4gQEQql6NikaJRF/2nTaanlcsKuS3P2QtUxj01wXGoVFJsZeT309iYC4mplC7Aag7SN6WSgmUDHsRXO1LQ1LtmrMLjcWW+WUpRMOhyxIWtLjbC56OxsfpWUAWxyA2tY2OuJ0XbCn4/KaXgW2aM6HY3jpmlUqlwOKxwo+KxliBSnuP0+cjvd/kmp0v3ckrpU2TbVCyqUkkVi1QquXD3CIfdvXv1B7l+OQ0ak5MUiah0mlZWVCjk+nw67B2JuGasMRRS+Ty9+iqFQi6SAJvypz/Riy929di3xjvesdH/cRxncXHx5MmTn/70p3/4wx+28djlcjmZTBJRKpUiomC7dYfRaHRTLdEfgXX48OELFy4Qkeu6N9xww5kzZ/DzL33pS0eOHMHPlVL4xm56iQmHw0ePHm3yC/F4nM+g4zjBYLDtEzo0hEIUi6lMhhIJtz1jOi51KhYV1xdjE9rqzXpDKhc73Z4WDmsJVc+uXSqToWzWnZggv1+xGwLsISIRNxAgx1GIzUQirjkkFXd+tq1MtcQReKq99eSrfDjscjV6o+t+s4/U7Czdcotzyy2O5+flsspkKJlU2SxlMiqbpfV1lc1SNquyWSqX3YMH3YMHnQMH3AMHWCbatp1dW4tccYWyrEAl7KQ/GOUyhUIu7mW71Ajmaot/hUgAZoCEQu5Wx/KY1L/F5bJeCSsrKpNxw2HdppfLkd/v8pviOPp9ZGsun4+CQbf2ARVVcot4Lp9Pl7IqRUopXjmwCwmFXNiStb2ezVw8Hta2yXGgJFxVG1Uy88I9y7s5DhWLCnFcpMzMc8IWsk1AdMfVo4dUuUypFBFRKOQiQgaN7rpk22OZTCgUUmzY4auMGwKVkwDBpcwwXqXW3uW45vZPVCUDrriqEq83HHZbMUsbTGBzUyziVsSdnKRAQOXz+lLPFonBIMViKpulVKqlLeBDH2qiafrAoUMb/Z+PfvSjgUDg3nvvveaaa9p7bJ/PBw0QrNDe46gW1k9/BNYrr7zC3589e9ayLIikUCg0NjZGRPv377948eKhQ4cWFhYOHDjQ5KFisdgnPvGJFp/X7/e7rhsZ3gntWyIW0/fiMIxpbzw7l0wiM4KNFkWCKOJuHVQV4HYf1/p4vKVaVNRrwwV+erq6HZr1QzhC5Dc5ZeOr+FWyVOKrdu/bbeJx2r9/S39h23Y+n4+gdwHFtvASQ/9UewOUtgPeO3h8NPGL2hKuS9ks2Tbt3VsdkuPxNzfHN3F6sfk7iM3VLIUh0nHHNny5dga27T0njkP5vF5R/AFhRWjas5mnEU7C8OQjqq6EcDhs2+P79qn2ot2egV38dGz3v+lntqICdWQXIVg4euww21V4ceGKl8/rqzEKJyCncJM2MUEQxJsWZr35zTTw6TYTFknt/S00QC6Xi0QiXQ249D9FmM1m3//+9//85z+/5pprHnjggbvuuouI5ufnT58+/eCDD54+ffr48eP9PsahBTsxj1XxVSactHH3hisU9BbPoWs4kZrLRMzbUxZVcOrb6poeG2vQtOzJemBPReUWWoGa9531Cw6imJk7j/5ztKunTtAUi3ok5cyMLhRDUwKf0ja6JtuAravRyo4hTrAra0PqwVwql6OxsZoxIx1JRmOpCyYb2YKwiQbLKS7CQ27XbMjwRJVQG4QLQqGg8IZiNW5VxbIlHtuj4KgKBVpaokJB+5ugMLShPwKUIlK9Wy1CHUYClSnskKS4+UkmaXFRF7ZippDPR8Uivfpq/z0FO8ETTzxx8uTJRx555KYW52rU43gTDN2j/2f8xhtv/MIXvjA/P59MJm+77bbHHnuMiE6ePHnixImDBw9ef/31Tz31VL+PcciBzKJKMS8a1jzlxs1v69k60iyhCAbJdWl1lS5dqs5O4d5j84ocDG7Zd74epXRHXjLZuGmZ5SNUYKFAmQylUjp610eHGMgRy6oak7InFsfSzIgLN36jLB0OTOZ2ArtLtJEjqoSuSTOzyV1m3XjhSumgAkIgqRTBjLEVIyIEMnFCeuzfKDSk3kSjdWBTBxzHhessekiV0lcV/uI7B9PyoN6GXqmaNRyP6/UPAYE+YsSlPPQy9zpQmM7PAMX7+IiFwzQ5SbZdM+BhaAkGg/v27Tty5Ej7wsC2tXFa95VWJ2y7+se5c+c+8pGPnDt3rsXftywrm83OzMx09aiGA75BZP9PzhQAdjRgv6L6pmWuLMnnqVAgn69Ho1hhq40KpOYCAokMy6JwuJ3I2TZB0zu8BjyeWC1g2/bq6uru3btbfTozucZvLpH2nmjRD7Y9eHwyWjg9RkrsBwE5iA1yWCwAhJa5fPnynj17FLfp8bXFHExJFTsDT1sAX0+aA02PMjuEz2UVbQQ8azDkJxKhcFj5fEO942+f73//+0888cT3//3fKZ9fXV6Oz83t8BSh0B/q/QaRKeCWAlU7bKQ5eBy0dqfTuiaje2WkCEohY9h8Hpk5XGh9nXy+auS8e8A6vFAgIj23rjfxM3+j0XUQN8UipVIoja+mFDt4EgJ145OpMruGi8pRn+uJxgk7lU0HFbSHz6c/8jL5eFMwpSMW0y6sUKUC6WoHl20Fu4YILKHCdjIFABk6VAghEQnz645v51RxlpqYoFRKX2RhIL7RLyOnxhKwGwEtZL4QyWsyXqbHcOY0FqumFNNpKpVqXFjNPoAWqa+A5pI7fAPrjUhEDwmQqbRCB+HJx9ksraxU84aitAA+gMirKqUt94TeIgJL6DRcIcSuiYidsCtjBy+Cfj9NT+tI+OqqjpE0KWyH1EBAK5HQdo5wWm9b/0FQ5nI6OzbIRUVQfnx+kLbjaX08YnmjsKVHUXFOx/xCWJTPp2cNhMM0MTEQulPYGWCuHAazwlIY5aFcz0CG/b1qbQ7gUIOKT3jv8Z3VwF6RdjoisISuAYs/ttRCogoXQdhdsg0PF8O2p3L8lfHy7ESPguuNNnIOaKFHKZPR+s+c69IKfCELh/UIi4Gl3t6dKg7v9b/JpccePLtUK5hrANUzGHzJneSCsH04b0hGNzGveVg2eKKtrLTwKWhjduGgAas8uEOPj0sufhAY8iUlDAsVw279T/QQcQ0sT90yS19N+dXKlYJb2xDQ4sm1TVoIYeXA7Xist7gjj6My3GsJp2+UjqJzZ2qqpxeyhvPLzJ2DA1Hm2JyGbe2GoXb1nENfbpTO48eESuanNpsiYYtvwv8LuyAMvVCr198Gz03xqMyGp1EYKDgn3hzHmH+FOeUIfSHYgzUJ+TXgxmmYnolK9rYHiQrdQQSW0A/Qwl1/y8hNcPgmn9ciDPu3KRdMWWA2H2F3R9eMZdHaGpVKugwWJgINN0jkzhhPXRGOhHMQmCwbj9f0RXcQHlhbKPjeeMM7LMW0gvR8D3nE82hVo7E59ZjnHNaF3FJKtfNeKpOFGriTm+Zn+DXG/FufMau4VKLVVe1vBCct9oRsfT+DtwU/EVFVEzcUlPxKWR2SMfyb/8mvxbNXYQ+GG1OXDPSF3mBGYeE0wUasVFkScPkyO6zNzkeqTgHymrJ6/svguoeyhG2KNu7bxY3lIFcmjDAisIRBgn2zPGBTZLng1g5g5tE3RDUbOW5kEXC6fFk7OyOmhY2c71OJvJsl1IbpdzA+TpOTFAjouiKYbLFJNJd9tA3uRNF7iF18ctIhoj172n/MVmh4zhGjIvIqqu3AshXfjI1RNEpEukgrm6VEopq+gdcDOz6YYggCFAVkZqsaDs/Mb3p0HlF1jzTNKvHaeRk0SYPireeWTNMe1tdoLIwZBN0B8LtgioYd4z7VpO2RO6yxtCzLu8B42bDLnWo0FgmVEpalbZ8xcIILxXwbjueqghnV8N8f/MqEkUcEljAMbLPlGz6rUDCZDKXTNarCqRlJW31G3LOGQg3qshG7Mu2dOLiFQv4WSzrwCGg/xJ3ozEz1D5Ez7QtoKe34YzZ8H9mpknUz+4etr+tuRwSN2KA1FNp8CKOn7Kwj2T1W7bFY1SrTHCNjhjQ8c2k4623ab3bq/fWYdprajvf+LQEpieWNTggyzqH5aHhpWPbd73vvD9vvsGb8fu38ieuGWSjmGCNT6+PQPAEiEtFDxoSBRwSWMDKgCCwer/pU4S4QXYRtUF/twXork9EbjyfCQZXNCb/JKSdTV40srMAwkAdwwtSy9MaDDMumhSbdrpdCuqdFzKJD7tmEgDZzmpxsxV5LVBVJyH17Ek8cuPWYdnq0nZk8ZczyMs/dBaLFkBQo62l+e1NZ9r5UipaWqq62ElxpQhPFxoF519XOMrmcfkf8foJdfru3QJcvX97GQQ89CQy9WFujclmlUjQ52dWnG/lrujCC4NKGYdiFAqVSZNt6SOo260PZTpOoZofjCAdwXW1DL6JqU1ChhZAhxBbesuGyg29edMjBMAhuM/jkKQjzJJ5aF5Gcn2XMpe55kK1+CirL3ikUaHZW32Mkk2Tbm/TzCg1BvSlKrIgoGqXZ2arGRUloIkFEmzTx1PHBD37wuuuu29axccitx6X0DQ3oN138jf7qPbfeitFtbvdfglzfhRGGuwhtuyVf+C2xs+12+gKLLTb7SSZ19hAJxKFj00XSqeKtjfKzHcdneK2ZUgBv3M6oResecAdFc89GZsVsNIjKBBQ8QOPia+MV9Z3vfKcDB1ku0+XLlEzS7Gx/isAQBoYZB4K1CADz/QYqaFEay2Wy/bgaD+ElSRA6DhoDJyYonablZYpGq4VBwgDClhzIoaBGnohCoRqDD9nO+4spBTBACTnHYYk79gzcMGACOsbVj41tforY+AY6Ay3AxaKen4Hhp90gEKArr6Rdu2hxkdbXKRKhqanG47e7BD7a3PfNHTlmdG2bLUcdQgSWIFQIBGh6mkolSqcpk6FYrFtGDEKnUKomXlIsVmvkcc01Zy8K/YLLH1FRlErpd23EzWYRr8JAG9iUtGeqZ2af0Z1QKNDaGhHRxES35mGHw3T11VQoUCJBy8vVzl+81728t+lGR06HEIElCLUEgzQzowvV02mJZg0NSCCacIF8LqeNIbCpD8Ct7SjCahie/uk0JZPajGNQN8gOYLaXotiOezMxqquzE9DN2QmlEmUylMl0psC0IeEw7d2rr5a5nK61INJ6sZdhrYFEBJYgNAKdfZalr1A7fhvYkZgF8ogWYAYlx7QG3KR7p8Ke/nDLxFRQxD+G6yNmWtd6nDLYydZjkIbCoPHxXvS4BIN6VCsKTDEJtBtPiqvl1BRZlm74hcdHKkWh0CiX34nAEoSNwb0g+uqxDYjSGlJ8PopEKBLRZVvFYo1nvelNZbqGymycrhIIUCxGsZj3I8a1yX3H42ns+S98Q8xJU/AObdt+rBugwDQWo2yWVle1B0o3rmDIEuJ+ho3mYaKWTldry0aJAVjBgjDgeGwd1tf1bt2KG5MwaJhlW2RY9rNDlekaisEA3Ihk3oUjOOExORPaw/MRKxQondamFTCKC4W6K1ZMozLzyzOsE9Z3puXYsODzUSxG0aie04oG6u65lbJ0RoIewWOMvpia6lZZ2OAhAksQWoZtHTC4nm/LJKA1vMAXvgk8LqlYrPGRYpMqNmrniUkDEn0ZRvARA3DDR32Paei/fbGFkTXc6s/m6RzI5HbUIZJQraCUTs4iVw5R29W1yq2OSB2m07SwQI5DExMUjer5sDv3w7JjX5ggdBGkDlGru76u29FHLPo9KmCj3fTNhQ5DDAw+/mzQNZLVJx3AnJQASYTE7vp6qyO32V4V4SieLuo4WgSHQhSJ9MskqZ/AoTSXo9VVPfqp26sUSisWI8fR0zzR58izxbgycgcFt0RgCUK7cK0uolmplL4nE0YQjw7DSGDcsiPVcSUnAAASV0lEQVRI1vqESgYGPxxo4VGGG930Q4XAn4KMGrLOzj3sC0pVYyGoostkKJEgy9IhQ5wcDjfCf5KomsPltwA1XjgzA1Im1RcQzYpEKJOhlRUKhyka7akV7e7dOnUIo4pSSQ+xRuP2jnhfRGAJwrZBaWexWDXQ4hIfYTQxC34RekGqy3V1vIR3d89GYnai2Tb5/boOCe4GqB1GJAZuihBPKCBj92qAGjKoNEza4UfrYxKTZymycwEK3cwvz++bRVHQT0QUCFA8Tkppm9lkkkolGh+naFSnvUxNyaEsRJ1zuephQLqNbKxRKV2blc3SyooOMvVsbbBtBwbeWxYpRWtrtLJCk5MUjw97ZFEEliB0iFCIrriCLItSKcpmKRaTifcCUe1YX4gkHi/Ik5gZsxOtediJK7Khq5DqavL7ZhIzna6myTgw1tkoF5SQqY349daPU2QtyMKL4QgcBsIg/sRFVJZFjkNTU7RnD/l8ukAe1fEt+sXDLA2xRqV0q+mQ7+tbRimKRmliQncaBgLaNaM354HvRvhtzeVoeZkuXaLpaZqeHt52IhFYgtBRxsZodlaPyWNzS2yZgrBpTX3rbLU6uD6JCQ1kRsX416DzWg902TY5joJMgYxD96VpXgCRtFUNZ0o0bL3lso7eBYM0OVnTYjI2VuMXD7XUPC5lmqXx1j6azSsssxBPSqcpENBBpt7E9jgRPDFBs7NkWbS2RpcuUTCoi1y5g2RIEogisAShC+CSbdv6Wp9I1FTP7OjGGWE4gNTzqD1OTZbLus6pVCK/v6ZavD7CBPdwv18VCkSkpUnbdxTc34ekJ1tMIb8JF7om+yvbcJTLlMvptNf4eEsO/lBssVi1eWViYuTS/XwCUeuGpg3M/uvefMOGjI3Rvn00O0vptM7q+v1aYddHW81L68BUHMpVXhC6ht9fNbc0owWYkoGSW/x3MC4Hwo6FV6Apj0zPcZSEe4qWbJuUqqocRKTqa6TMvKf5h62sahwAgl6odMYe2YqWag6KtKCW+CYHtVbNH5abVwoFymYpnaaJCRofH7kPqekYx/MNeRRPz65aGBELB69CQb87nntUtjHjWCxqHE0PM1N4YbWXSl0/9m4/gSAIOl1iZhzQq4xhYaWSLrPtWShe2PGY7YemYb25KfLGw0VRbPSF/WlLkQDbdvN58vl01Xm5XKOx8I1H3qEeSyntmADry85u21xWhfoeJDHZVQtfGwXbIC/gDZFOa2uD0Yw987hunENctaC0elMgheDi5KQuIsxmybarvmj1yVy+eeA6Rcuqxl99PiJSltXtox7JtSIIfYd7lanSdm5ZtLKiK3n5Zst0thSE5phj4LCQgkF9u98D4e73u2NjFI1WFZJZwo9vPPKulzEhj9EDAmaolURp2kaRLfwVEo4oAMcUh1ELaAEsqmi02vrX41ItNv1nJxRuzvWEqaiy6jaYhOjW/6jTiMAShH7DoXjcn2F6l2WRZflWV4mMumOkTnaWF5+wLSpLRTtCQeJspwSqgwzCMTTEFFtkmIxzVKbesoETjlxBPzamS7tGE7P1DwnElZWeth+aTiimkaxlVWU9rpOpVNW0trf1GCKwBGGQMDOJtu0oRbOzNSZAhYJOcPCYttHMWYw4PLPPtvVOPzk5uIJmwGGxZdrDNizr5nsh29bV34mE/snAKi2OI5oWa5w+4yI8c94iUm8tChGuypqcrM4Qg01Gz+wVuFl1I8zMZjColZbb9RhWfy7Ntm0fOXLklVdeIaL19fW77777pZdeOnbs2JNPPjk9PV3/k74cpCAMBKhQ8agoBLpQHcK1CDvF/liogf3cTVsp7PTxuHitdRIzKMJl3ZzNNz+DaDCcmNBKK52mZFIXaXUqTWaapQGuaWNHVsgXz4BqVk7w3eBULJvac0smj6xWquYPczlKJnV9VetKiyozxFy3OrG7x0YPG8GZTcTbikVKpVQySVNTXX3aPgisRx999Nvf/vaFCxfwz1OnTs3NzT3zzDP33Xffww8//NBDD9X/pPcHKQgDDa4XkQhRZSZuPk9vvEGRCE1MSCRjWEEzlFmZi3wxT4PZqUOIBxAu64bS2qj6ipUWPLRWVnT/YxtFWmh8wRe3CEAAAXZhheTi3k8uIYBs4kDUlqrcTPk4MUGOo2vJk0kaH6eJiS0oJKUaZA85MNZfU0COt8ViPajBUm73o2Qefvazn2Wz2fn5eTz1W97ylueee+7w4cOvvPLK8ePHL1y4UP+TjR7q3LlzH/jAB7785S83ebpjx45FK+PZLcvKZrMzMzOdfUWC0A1s215bW5udnW39DyiTUZblhsO6xV3oL+wpZbohGGbliozRMY6jXct9PtcMMwyPreLS0tLu3bvVkBztlikUKJdT5bL+fDV8XyrBG1Usuph72ERpITZZLFKppEolcl2XexsHp87StimXU/m8GwjQxET7mVD08VmWKpVcBJP6HXxdXV2Nx+PBdq+ToVBo06XehwjWTTfdZP5zYWFhbm6OiObm5hYXFxv+pAmpVOqrX/1qk1+4+uqrr7zySnxvWVYulxsb2GS5IBjYtp3L5bLZ7Bb+JhAgn0/lcrS+rojcUMjteV3n8IFMCuseqJytnjHXJdtWXGlbLivbJtd1PT4IPh8pVb2pxU+wm9bf1nM6Y0jAct2xAosIZuIqn6f1deU4pFRVCvv95Pe7huWSsixaWVHlshsMuqEQBQKKPcNsm2xbOY4LDR0KuWYxJQoABgefjyIRVSjQ0pJyHLdSAOq20Z06NkahkCoUaHERxvFu/7bjbDbr9/vbFliBQMC/2cvvkcA6fPgwAlH1ATPXdfGBdF3Xtu2GP2nC3r17f/zjH7d4GJZljY2NSQRLGAps23Zdt/3lijpoy6JymXDP3e9bxn6CMJKnTgW+OFA2LHHQw88j8DglB9XFXpqeIcSOo8uiebQfdNUoUSwWZ2ZmdrLA8mAuJPMLIPqIxF8upwfRIHLD62rozhUKErgG1HV11g8vqsVHQPYTKchyucO1ay3jOM7k5GTbAqsVeiSwUM/ekP3791+8ePHQoUMLCwsHDhxo+BNBELZMIKAv6KjDTaXIcXRj+eAkILoNqtMwwqW+TqVJMZNn40QtlOtWK2OgwNDPjy9h1ODl1AqQWTARgJ4Yxs8g+x0ApDhxeSEyw7T6n4xHfeIOBEaA+TylUnoE4c4yGOt/g/f8/Pzp06cffPDB06dPHz9+vOFPBEFoH67DxSgJdrJGpTzXw/bY+LF7cLFwoaC77aant1yRhhMidWxCp0CYB0Va3KaH8M/wqnPoJO62MQsNqVKMT6QDXewCyo2x6I0l0kMGl5epXNYXK9i5ccyYKv3UQxUV7r/AOnny5IkTJw4ePHj99dc/9dRTDX8iCEIHCAQoFiMyqmuLxRpHHHNol+mLM+Daiwftwe2GfStmZsQkTBgsuMMObXrw3CKqjiUdnp4GL2bDY3PqR4cxmB6WzdLCgvaD5YQ7/i9ChrgzxMVqgE9X364+XIw1NTX1wgsvmP+r/ieCIHSSjS5wRgWuToqxJyFRjeTqb5kRyqRQBYID5gnBU1MSdhKGAJ9PD0mkyuBIjO4pl/VKHmTz0u4RDNL0NE1P6wFiPEwT058CAbJtyuf1eBxcfHBDWO9VNgAM1tEIgtBP4FXTENOiiZ23EN5ncdM9yWXGqPCFhvZwWD+vIAwv+ODA4JRIi610mhIJHe4awXsGNs1ncOVh81W+IOCfGHERCmkvQM+FiG8U+c8dR+XzNDnZ1RchFyZBEFoABRD14EoH0QPJhTtL0zOa045b0l4wKcD04nK5mhqAqBrgvIAgbAue0o2iyfV1Ukq32g1VBVKH2aiVBPd7cEjB6Xr9dR2k55E4pk+KeXXqMiKwBEHYBgh6mXEvjnVxdRdG5qGByByh6LnAmSMXcROPS+Tk5IBXWghCV0DRZCymOxAzGQqFdCOwfBwYNDaCeFx/gx6XQoFcV6cOEeo2rjkumou7iQgsQRA6ykaxLiJd2lUqUTarY/v8J/yHuE+NRGh6WnYRQSAyOhDzeT2+Bh2IO8vUoJPwpCNUcfE1x3X1RSYQUJbV7aMQgSUIQq+AeDLrKgC3YQuCsBFIFEYiuuQon6dkknggz0BlDz2zyflWCph2WZz679LHHw/O9W3moE/PUXUBEViCIPQbkVaC0DrcgYhWOzbqRPawX0oLB4MvlEBBPNWLP7PYHCUE3LaCr+69BMPfTlKEgiAIgiA0glvtKkOmKZXSNUndVioMP7VlaTmFJr6tPgjKLmHB2uOX0DVEYAmCIAjCMMP+pUQ1SoWo2sbLXx0JGHPwzLJ08Gxysn0xBE9R7pXhl5BI6E4XDPgaNkRgCYIgCMJOgV0eqFJyhHIoy9LDlaG30My71eIn1lVo8g2Ht6WrNn0J7NWSTOoJDfgaErElAksQBEEQdiINR2qycR3GkkJvoeTcnGXO3lHQZ/hvsajL6ruhq+pRqjpb2nG0K14uR45TVVoD7IonAksQBEEQRoZ643g2SccXLFR4bDNHvMJhmprqW1GUz1dNg/JAd5gbIxqHr0ESWyKwBEEQBGFU2Wju8iDj81UH6SCNWCxSJqO7EXluBM+q5/hcbxGBJQiCIAjCcGKmEanWgqtYrI6UcByd98SfKKXSaZlFKAiCIAiC0AJNAnJIeuIb13Uxq76biMASBEEQBGGnA+N4ZqtmXVtniC282iCfz6+srPT7KAShJWzbfv311/t9FILQKgsLCy6mHgnCwLO0tFQsFrv6FKMlsH75y19+8pOf7PdRCEJLXLp06Y477uj3UQhCqxw7diyfz/f7KAShJU6cOPH73/++q08xWgJLEARBEAShBwx9DZZt25cvX27xlxOJRLFYbP33BaGPLC8vO44jy1UYFlzXXVpaikQi/T4QQdiccrm8urra9gV2165dgc2quNRQp8xXV1ff9773nT9/vsXft227XC6PcT+nIAwwrusWCoVx9gMUhMEml8uJuhKGhUKhEAqFfO36pv70pz89cuRI898ZboElCIIgCIIwgEgNliAIgiAIQocRgSUIgiAIgtBhRGAJgiAIgiB0GBFYgiAIgiAIHUYEliAIgiAIQocZFYG1vr4+Pz8/MzNz5513rq+v9/twBKEBR48eVRU+/vGPk6xbYSCxbfvw4cP4vn6JyqIVBgdzrVLPr7GjIrBOnTo1Nze3uLh41VVXPfzww/0+HEHw4rruhQsXFhcX0+l0Op3+yle+QrJuhcHj0UcfPXr06IULF/DP+iUqi1YYEDxrtQ/XWHc0uPbaa8+fP++67vnz56+99tp+H44geFlYWIjH49dff300Gj1+/PjS0pIr61YYPM6cOfODH/yA9476JSqLVhgQPGu199fYUTEajUajy8vL4+Pj+Xx+z549qVSq30ckCDWcPXv2s5/97COPPHLVVVfdc889xWLx6aeflnUrDCZK6b2jfonKohUGCl6rvb/GjorAmpiYWF1dDYfDuVxudnY2m832+4gEYUMWFxePHDmytrYm61YYTHjTql+ismiFgYLXqklvrrGjUoO1f//+ixcvEtHCwsKBAwf6fTiC4OXs2bMvv/wyvg+FQpiYKetWGHDql6gsWmEw6f01dlQE1vz8/OnTp13XPX369PHjx/t9OILgJZvNvve97z1//nyxWHzggQfuuusuknUrDDz1S1QWrTCY9OEa29mSroFlfX39tttuO3DgwPz8fCKR6PfhCIIXx3Eee+yxa665ZteuXXfffXcymXRl3QqDCu8d9UtUFq0wUPBa7f01dlRqsARBEARBEHrGqKQIBUEQBEEQeoYILEEQBEEQhA4jAksQBEEQBKHDiMASBEEQBEHoMCKwBEEQBEEQOowILEEQBEEQhA4jAksQBEEQBKHDiMASBEEQBEHoMCKwBEEYOZ544olkMtnvoxAEYScjTu6CIIwcSqnz588fPny43wciCMKORSJYgiAIgiAIHUYiWIIgjBZKKf5eLoCCIHQJiWAJgjBa/OUvfyGin/zkJ/hGEAShG0gESxCEkUNqsARB6DYSwRIEQRAEQegwIrAEQRAEQRA6jAgsQRAEQRCEDiMCSxAEQRAEocOIwBIEYeQIBoPPPvvsyy+/3O8DEQRhxyJdhIIgjByf+9znHn/88WAwuLa21u9jEQRhZyICSxAEQRAEocNIilAQBEEQBKHDiMASBEEQBEHoMCKwBEEQBEEQOowILEEQBEEQhA4jAksQBEEQBKHDiMASBEEQBEHoMCKwBEEQBEEQOsz/A9bwk61dygHhAAAAAElFTkSuQmCC" }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "out = income_consumption_debt_series(A_LSS, C_LSS, G_LSS, mxbewley, sxbewley)\n", "bsimb, csimb, ysimb = out[1:3]\n", "cons_meanb, cons_varb, debt_meanb, debt_varb = out[4:end]\n", "\n", "consumption_income_debt_figure(bsimb, csimb, ysimb)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "consumption_debt_fanchart(csimb, cons_meanb, cons_varb,\n", " bsimb, debt_meanb, debt_varb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graphs confirm the following outcomes:\n", "\n", "- As before, the consumption distribution spreads out over time \n", "\n", "\n", "But now there is some initial dispersion because there is *ex ante* heterogeneity in the initial draws of $ \\begin{bmatrix} y_{-1} \\\\ y_{-2} \\end{bmatrix} $\n", "\n", "- As before, the cross-section distribution of debt spreads out over time \n", "- Unlike before, the average level of debt stays at zero, confirming that this is a closed borrower-and-lender economy \n", "- Now the cointegrating residual seems stationary, and not just asymptotically stationary \n", "\n", "\n", "Let’s have a look at the cointegration figure" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": "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" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cointegration_figure(bsimb, csimb)" ] } ], "metadata": { "filename": "perm_income_cons.rst", "kernelspec": { "display_name": "Julia 1.2", "language": "julia", "name": "julia-1.2" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.2.0" }, "title": "Optimal Savings II: LQ Techniques" }, "nbformat": 4, "nbformat_minor": 2 }