{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Foundations of Computational Economics #44\n", "\n", "by Fedor Iskhakov, ANU\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "## Newton-Kantorovich method\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "\n", "\n", "[https://youtu.be/mRLxOWxqJbU](https://youtu.be/mRLxOWxqJbU)\n", "\n", "Description: Solving Bellman equation using Newton-Kantorovich iterations. Convergence rates. Polyalgorithm." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We have seen that different solution methods can differ drastically in their numerical performance:\n", "\n", "- VFI is simple to implement, global convergence, but the rate depends on the modulus of contraction \n", "- Time iterations though theoretically equivalent, converge faster \n", "- Policy iterations can converge much much faster \n", "\n", "\n", "Newton-Kantorovich iterations is one more solution method: it adopts Newton-Raphson algorithm\n", "to find the fixed point on Bellman operator, and is therefore very fast as well" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Leonid Vitalievich Kantorovich, 1912-1986\n", "\n", "\n", "\n", "- Russian mathematician and economist, Leningrad/St.Petersburg, Novosibirsk \n", "- Linear programming (see video 18) together with George Danzig \n", "- Functional analysis: theoretical and numerical results \n", "- 1975 Nobel prize for contributions to the theory of optimum allocation of resources, shared with Tjalling Koopmans \n", "\n", "\n", "[https://en.wikipedia.org/wiki/Leonid_Kantorovich](https://en.wikipedia.org/wiki/Leonid_Kantorovich)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Kantorovich contribution\n", "\n", "📖 L. V. Kantorovich 1948 “Functional analysis and applied mathematics”, Uspekhi Mat. Nauk\n", "\n", "- application of functional analysis in numerical applications (in multiple works from 1937) \n", "- built general approximation theory for solving functional equations \n", "- generalized gradient descend and Newton methods for functional equations \n", "- results on existence of solution to the approximated equation, convergence of approximated solutions to the true one, rates and error bounds of this approach " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Kantorovich theorem\n", "\n", "- operator $ F: X \\rightarrow X $ maps Banach space $ X $ to itself \n", "- to solve functional equation \n", "\n", "\n", "$$\n", "F(x) = 0\n", "$$\n", "\n", "- form the sequence of approximate solutions $ x_0, x_1, \\dots $ such that \n", "\n", "\n", "$$\n", "x_{k+1} = x_k - F'(x_k)^{-1} F(x_k)\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Kantorovich theorem\n", "\n", "Let $ F $ be twice continuously differentiable on a ball $ B = \\{x: ||x-x_0|| \\le r\\} $, linear operator $ F'(x_0) $ is invertible,\n", "$ ||F'(x_0)^{-1}F(x_0)|| \\le \\eta $, $ ||F'(x_0)^{-1}F''(x)|| \\le K, \\, x\\in B $, and\n", "\n", "$$\n", "h = K \\eta < \\tfrac{1}{2}, \\;\\; r \\ge \\frac{1-\\sqrt{1-2h}}{h} \\eta.\n", "$$\n", "\n", "Then the equation $ F(x)=0 $ has a solution $ x^\\star \\in B : F(x^\\star)=0 $, and the sequence given by the Newton step converges to\n", "$ x^\\star $ with the quadratic rate\n", "\n", "$$\n", "||x_k - x^\\star|| \\le \\frac{\\eta}{h 2^k}(2h)^{2^k}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### NK iterations in dynamic modeling\n", "\n", "- solution of a dynamic model *in infinite horizon* is given by the fixed point of the Bellman operator \n", "\n", "\n", "$$\n", "T(V)(x) = \\max_{a} \\big[ U(x,a) + \\beta \\mathbb{E}\\big\\{ V(x') \\big| x,a \\big\\} \\big]\n", "$$\n", "\n", "- we can apply Newton-Kantorovich method to solve the equation \n", "\n", "\n", "$$\n", "T(V)(x) - V(x) = 0\n", "$$\n", "\n", "- **quadratic convergence** as compared to the linear convergence of successive approximating VFI solver \n", "- requires to code the *(Fréchet) derivative of Bellman operator* (derivative defined on Banach spaces) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Rust model of bus engine replacement\n", "\n", "Application: Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher (📖 John Rust 1987, Econometrica)\n", "\n", "- Recall: video 28 for the setup, video 29 for implementation \n", "- Choice to *keep* or *replace* the engine on the bus, conditional on the observed mileage and unobserved (by econometrician) other information \n", "- Infinite horizon, discrete time \n", "- Mileage process is discretized, band diagonal transition probability matrix estimated from the data directly " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Transition matrix for mileage\n", "\n", "- If not replacing ($ d=0) $ \n", "\n", "\n", "$$\n", "\\Pi_{n \\times n} =\n", "\\begin{pmatrix}\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "0 & \\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & 0 \\\\\n", "0 & 0 &\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "0 & \\cdot & \\cdot & 0 & \\theta_{20} & \\theta_{21} & \\theta_{22} & 0 \\\\\n", "0 & \\cdot & \\cdot & \\cdot & 0 & \\theta_{20} & \\theta_{21} & \\theta_{22} \\\\\n", "0 & \\cdot & \\cdot & \\cdot & \\cdot & 0 & \\theta_{20} & 1-\\theta_{20} \\\\\n", "0 & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & 0 & 1\n", "\\end{pmatrix}\n", "$$\n", "\n", "- If replacing ($ d=1 $), transition probabilities are given by the first row " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Zurcher’s preferences\n", "\n", "Instantaneous payoffs are given by the cost function that depends on the choice\n", "\n", "$$\n", "u(x_{t},d_t,\\theta_1)=\\left \\{\n", "\\begin{array}{ll}\n", " -RC-c(0,\\theta_1) & \\text{if }d_{t}=\\text{replace}=1 \\\\\n", " -c(x_{t},\\theta_1) & \\text{if }d_{t}=\\text{keep}=0\n", "\\end{array} \\right.\n", "$$\n", "\n", "- $ RC $ = replacement cost \n", "- $ c(x,\\theta_1) $ = cost of maintenance with preference parameters $ \\theta_1 $ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Three independence assumptions for the error term\n", "\n", "1. Error terms are **independent across observations** due to random sampling \n", "1. Error terms come in pairs, one for each decision $ d=0 $ and $ d=1 $, and are **independent across choices** \n", "1. Conditional on mileage $ x $, there is no serial correlation in error terms **across time** " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Bellman equation\n", "\n", "$$\n", "V(x,\\varepsilon) = \\max_{d\\in \\{0,1\\}} \\big\\{ u(x,\\varepsilon_d,d) + \\beta \\mathbb{E}\\big[ V(x',\\varepsilon')\\big|x,\\varepsilon,d\\big] \\big\\}\n", "$$\n", "\n", "$$\n", "V(x,\\varepsilon) = \\max_{d\\in \\{0,1\\}} \\big\\{ u(x,\\varepsilon_d,d) + \\beta\n", "\\int_{X} \\int_{\\Omega} V(x',\\varepsilon') p(x',\\varepsilon'|x,\\varepsilon,d) dx'd\\varepsilon' \\big\\}\n", "$$\n", "\n", "where $ \\varepsilon_d $ is the component of vector $ \\varepsilon \\in \\mathbb{R}^2 $ which corresponds to $ d $" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Rust assumptions\n", "\n", "**(AS)** Additive separability in preferences\n", "\n", "$$\n", "u(x,\\varepsilon_d,d) = u(x,d) + \\varepsilon_d,\n", "$$\n", "\n", "**(CI)** Conditional independence\n", "\n", "$$\n", "p(x',\\varepsilon'|x,\\varepsilon,d) = q(\\varepsilon'|x')\\cdot \\pi(x'|x,d)\n", "$$\n", "\n", "**(EV)** Extreme value Type I (EV1) distribution of $ \\varepsilon $" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### What Rust assumptions allow:\n", "\n", "$$\n", "V(x,\\varepsilon) = \\max_{d\\in \\{0,1\\}} \\big\\{ u(x,d) + \\varepsilon_d + \\beta\n", "\\int_{X} \\int_{\\Omega} V(x',\\varepsilon') \\pi(x'|x,d) q(\\varepsilon'|x') dx' d\\varepsilon' \\big\\}\n", "$$\n", "\n", "1. Separate out the deterministic part of **choice specific value function** $ v(x,d) $ (SA) \n", "1. Compute the expectation by part (CI) \n", "1. Use max-stability of EV1 to compute expectation w.r.t. $ \\varepsilon' $ (EV) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "$$\n", "V(x,\\varepsilon) = \\max_{d\\in \\{0,1\\}} \\big\\{ \\underbrace{u(x,d) + \\beta\n", "\\int_{X} \\Big( \\int_{\\Omega} V(x',\\varepsilon') q(\\varepsilon'|x') d\\varepsilon'\\Big)\n", "\\pi(x'|x,d) dx'}_{v(x,d)}\n", "+ \\varepsilon_d \\big\\}\n", "$$\n", "\n", "$$\n", "V(x',\\varepsilon') = \\max_{d\\in \\{0,1\\}} \\big\\{ v(x',d) + \\varepsilon'_d \\big\\}\n", "$$\n", "\n", "$$\n", "\\mathbb{E}\\big[ V(x',\\varepsilon')\\big|x,d\\big] =\n", "\\int_{X} \\log \\big( \\exp[v(x',0)] + \\exp[v(x',1)] \\big) \\pi(x'|x,d) dx'\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Expected value function\n", "\n", "Let $ \\mathbb{E}\\big[ V(x',\\varepsilon')\\big|x,d\\big] = EV(x,d) $, then\n", "\n", "$$\n", "\\begin{eqnarray}\n", "EV(x,d) &=& \\int_{X} \\log \\big( \\exp[v(x',0)] + \\exp[v(x',1)] \\big) \\pi(x'|x,d) dx' \\\\\n", "v(x,d) &=& u(x,d) + \\beta EV(x,d)\n", "\\end{eqnarray}\n", "$$\n", "\n", "- this is Bellman equation *in expected value function space* \n", "- when the state space is discrete the integral is, of course, a simple sum over future values " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Bellman equation and Bellman operator in expected value function space\n", "\n", "$$\n", "EV(x,d) = \\sum_{X} \\log \\big( \\exp[u(x',0) + \\beta EV(x',0)] + \\exp[u(x',1) + \\beta EV(x',1)] \\big) \\pi(x'|x,d)\n", "$$\n", "\n", "$$\n", "T^*(EV)(x,d) \\equiv \\sum_{X} \\log \\big( \\exp[u(x',0) + \\beta EV(x',0)] + \\exp[u(x',1) + \\beta EV(x',1)] \\big) \\pi(x'|x,d)\n", "$$\n", "\n", "Solution to the Bellman functional equation $ EV(x,d) $ is also a fixed point of $ T^* $ operator, $ T^*(EV)(x,d)=EV(x,d) $" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Choice probabilities\n", "\n", "Once the fixed point is found, the policy function is given by the *optimal* choice probability $ P(d|x) $ which has the *logit* structure due to assumption EV:\n", "\n", "$$\n", "P(0|x) = \\frac{\\exp[ u(x,0) + \\beta EV(x,0) ]}{\\sum_{d\\in \\{0,1\\}} \\exp[u(x,d) + \\beta EV(x,d)]}\n", "$$\n", "\n", "$$\n", "P(0|x) = \\frac{1}{1 + \\exp[u(x,1) - u(x,0) + \\beta EV(x,1) - \\beta EV(x,0)]}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Possible solution methods for Rust’s model\n", "\n", "- infinite horizon \n", "- discretized mileage which is the only state (in EV formulation) = finite state space \n", "- discrete choice \n", "- idiosyncratic random components \n", "\n", "\n", "(see video 37 on DP theory)\n", "\n", "1. value function iterations (VFI) \n", "1. policy iterations (see video 43) \n", "1. Newton-Kantorovich method (NK iterations) " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### NK iterations method\n", "\n", "$$\n", "EV(x,d) = T^*(EV)(x,d) = \\Gamma(EV)(x,d) \\quad\\Leftrightarrow\\quad (I - \\Gamma)(EV)(x,d)=\\mathbb{0}\n", "$$\n", "\n", "The **NK iteration** is\n", "\n", "$$\n", "EV_{k+1} = EV_{k} - (I-\\Gamma')^{-1} (I-\\Gamma)(EV_k)\n", "$$\n", "\n", "- The new operator is the difference between the identity operator \\$I\\$ and Bellman operator $ \\Gamma = T^* $ \n", "- $ \\mathbb{0} $ is zero function \n", "- $ I-\\Gamma' $ is a Fréchet derivative of the operator $ I-\\Gamma $ " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Finite approximations\n", "\n", "- let $ n $ denote the number of state points (in mileage) \n", "- $ EV(x,d) $ is given by a vector of length $ n $, assuming that the first element is reused to describe the expected value of replacing \n", "- $ T^*(EV)(x,d) = \\Gamma(EV)(x,d) $ is a non-linear $ n $-valued multivariate function of $ EV $ \n", "- Fréchet derivative $ I-\\Gamma' $ is an $ n \\times n $ matrix of first order derivatives of each output of $ T^*(EV)(x,d) $ w.r.t. each input \n", "\n", "\n", "*NK iterations on finite approximations are similar to solving a system of* $ n $ *equations with* $ n $ *unknowns with Newton method!*" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Matrix expression for the finite approximation of the Bellman operator\n", "\n", "$$\n", "EV(x,d) = \\sum_{X} \\log \\big( \\exp[u(x',0) + \\beta EV(x',0)] + \\exp[u(x',1) + \\beta EV(x',1)] \\big) \\pi(x'|x,d)\n", "$$\n", "\n", "$$\n", "EV = \\Pi \\cdot L \\big( U(\\text{keep}) + \\beta EV, U(\\text{replace}) + \\beta EV[0] \\big)\n", "$$\n", "\n", "- $ EV $ is a $ n \\times 1 $ column vector \n", "- $ \\Pi $ is the $ n \\times n $ matrix of mileage transition probabilities \n", "- $ U(\\cdot) $ is a column-vector of costs for all points in the state space, conditional on decision \n", "- $ L(\\cdot,\\cdot) $ is the logsum function returning an $ n \\times 1 $ vector \n", "- notation $ \\bullet[i] $ denotes the $ i $-th element a vector " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Implementation of Fréchet derivative\n", "\n", "Finite approximation of the Bellman operator is\n", "\n", "$$\n", "\\Gamma(EV) = \\Pi \\cdot L \\big( U(\\text{keep}) + \\beta EV, U(\\text{replace}) + \\beta EV[0] \\big)\n", "$$\n", "\n", "Fréchet derivative w.r.t. $ EV $ is then given by $ n \\times n $ matrix\n", "\n", "$$\n", "\\frac{\\partial \\Gamma}{\\partial EV} = \\Pi \\cdot \\frac{\\partial L\\big( U(\\text{keep}) + \\beta EV, U(\\text{replace}) + \\beta EV[0] \\big)}{\\partial EV}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Differentiating the logsum function w.r.t. a scalar\n", "\n", "- the logsum function $ L(w_1,w_2) = \\log\\big[ \\exp(w_1) + \\exp(w_2) \\big] $ \n", "- ($ L(w_1,w_2) $ is the expectation of maximum of $ w_i + \\varepsilon_i $, where\n", " $ \\varepsilon_1, \\varepsilon_2 $ are distributed independently with type 1 extreme value distribution) \n", "- let $ p_i = {\\exp(w_i) \\over \\exp(w_1) + \\exp(w_2)} $ denote the corresponding *choice probabilities* \n", "\n", "\n", "$$\n", "\\frac{\\partial L(w_1,w_2)}{\\partial x} = p_1 \\frac{\\partial w_1}{\\partial x} + p_2 \\frac{\\partial w_2}{\\partial x}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Differentiating the logsum function w.r.t. $ EV[i],\\;i>0 $\n", "\n", "$$\n", "\\frac{\\partial L}{\\partial EV} = \\beta\n", "\\begin{pmatrix}\n", "\\bullet & 0 & 0 & 0 & \\cdot & 0 \\\\\n", "\\bullet & P[1] & 0 & 0 & \\cdot & 0 \\\\\n", "\\bullet & 0 & P[2] & 0 & \\cdot & 0 \\\\\n", "\\bullet & 0 & 0 & P[3] & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "\\bullet & 0 & 0 & 0 & \\cdot & P[n-1]\n", "\\end{pmatrix}\n", "$$\n", "\n", "where $ P[i] $ is a shortcut notation for *probability of keeping* $ P(0|x[i]) $ at state point $ i $" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Differentiating the logsum function w.r.t. $ EV[0] $\n", "\n", "$$\n", "\\frac{\\partial L}{\\partial EV[0]} = \\beta\n", "\\begin{pmatrix}\n", "P[0] + \\bar{P}[0] \\\\\n", "\\bar{P}[1] \\\\\n", "\\bar{P}[2] \\\\\n", "\\cdot \\\\\n", "\\bar{P}[n-1]\n", "\\end{pmatrix}\n", "$$\n", "\n", "where $ \\bar{P}[i] $ is a shortcut notation for *probability of replacing* $ P(1|x[i]) $ at state point $ i $" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Matrix notation for the Fréchet derivative\n", "\n", "$$\n", "\\frac{\\partial \\Gamma}{\\partial EV} = \\beta\n", "\\begin{pmatrix}\n", "\\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "0 & \\theta_{20} & \\theta_{21} & \\theta_{22} & 0 & \\cdot & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "0 & \\cdot & \\cdot & \\cdot & 0 & \\theta_{20} & \\theta_{21} & \\theta_{22} \\\\\n", "0 & \\cdot & \\cdot & \\cdot & \\cdot & 0 & \\theta_{20} & 1-\\theta_{20} \\\\\n", "0 & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & 0 & 1\n", "\\end{pmatrix}\n", "\\begin{pmatrix}\n", "P[0] + \\bar{P}[0] & 0 & 0 & 0 & \\cdot & 0 \\\\\n", "\\bar{P}[1] & P[1] & 0 & 0 & \\cdot & 0 \\\\\n", "\\bar{P}[2] & 0 & P[2] & 0 & \\cdot & 0 \\\\\n", "\\bar{P}[3] & 0 & 0 & P[3] & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "\\bar{P}[n-1] & 0 & 0 & 0 & \\cdot & P[n-1]\n", "\\end{pmatrix}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Matrix notation for the Fréchet derivative\n", "\n", "$$\n", "\\frac{\\partial \\Gamma}{\\partial EV} = \\beta\n", "\\begin{pmatrix}\n", "\\theta_{20} P[0] & \\theta_{21} P[1] & \\theta_{22} P[2] & 0 & \\cdot & \\cdot & \\cdot & 0 \\\\\n", "0 & \\theta_{20}P[1] & \\theta_{21}P[2] & \\theta_{22}P[3] & 0 & \\cdot & \\cdot & 0 \\\\\n", "0 & 0 &\\theta_{20}P[2] & \\theta_{21}P[3] & \\theta_{22}P[4] & 0 & \\cdot & 0 \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot \\\\\n", "\\cdot & \\cdot & \\cdot & \\cdot & \\cdot & \\cdot & 0 & P[n-1]\n", "\\end{pmatrix}\n", "+ \\beta\n", "\\begin{pmatrix}\n", "\\Pi \\bar{P}, 0, \\dots, 0\n", "\\end{pmatrix}\n", "$$" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### NK iterations algorithm\n", "\n", "1. Initialize value function at $ EV_0 $ (starting values matter!) \n", "1. Perform the Newton-Kantorovich step, computing the policy function along the way of applying the Bellman operator $ \\Gamma(\\cdot) $ \n", "\n", "\n", "$$\n", "EV_{k+1} = EV_{k} - (I-\\Gamma')^{-1} (I-\\Gamma)(EV_k)\n", "$$\n", "\n", "1. Repeat until convergence value function space " ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "class zurcher():\n", " '''Harold Zurcher bus engine replacement model class, VFI version'''\n", "\n", " def __init__(self,\n", " n = 175, # number of state points\n", " RC = 11.7257, # replacement cost\n", " c = 2.45569, # parameter of maintance cost (theta_1)\n", " p = [0.0937,0.4475,0.4459,0.0127], # probabilities of transitions (theta_2)\n", " beta = 0.9999): # discount factor\n", " '''Init for the Zurcher model object'''\n", " assert sum(p)<=1.0, 'Transition probability parameters must sum up to <1'\n", " self.RC, self.c, self.p, self.beta, self.n= RC, c, p, beta, n\n", "\n", " @property\n", " def n(self):\n", " '''Attrinute getter for n'''\n", " return self.__n\n", "\n", " @n.setter\n", " def n(self, value):\n", " '''Attribute n setter'''\n", " self.__n = value\n", " self.grid = np.arange(self.__n)\n", " self.trpr = self.__transition_probs()\n", "\n", " def __repr__(self):\n", " '''String representation of the Zurcher model'''\n", " return 'Rust model of bus engine replacement (id={})'.format(id(self))\n", "\n", " def __transition_probs(self):\n", " '''Computing the transision probability matrix'''\n", " trpr = np.zeros((self.__n,self.__n)) # init\n", " probs = self.p + [1-sum(self.p)] # ensure sum up to 1\n", " for i,p in enumerate(probs):\n", " trpr += np.diag([p]*(self.__n-i),k=i)\n", " trpr[:,-1] = 1.-np.sum(trpr[:,:-1],axis=1)\n", " return trpr\n", "\n", " def bellman(self,ev0,deriv=False):\n", " '''Bellman operator for the model\n", " Depending on deriv argument, returns 2 or 3 outputs (Fréchet derivative)\n", " '''\n", " x = self.grid # points in the next period state\n", " mcost = -0.001*x*self.c # 1-dim array of maintenance costs\n", " vx0 = mcost + self.beta * ev0 # 1-dim array v(x,0), keep\n", " vx1 = mcost[0] - self.RC + self.beta * ev0[0] # 1-dim array v(x,1), replace\n", " M = np.maximum(vx0,vx1) # de-max values to avoid exp(large number)\n", " logsum = M + np.log(np.exp(vx0-M) + np.exp(vx1-M))\n", " ev1 = self.trpr @ logsum # 1-dim array after matrix multiplication\n", " pk = 1/( np.exp(vx1-vx0)+1 ) # choice prob to keep\n", " if not deriv:\n", " return ev1, pk\n", " # Fréchet derivative\n", " dev1 = self.beta * self.trpr * pk[np.newaxis,:] # element-wise, pk in rows\n", " dev1[:,0] += self.beta * self.trpr @ (1-pk) # w.r.t. EV[0] special case\n", " return ev1, pk, dev1\n", "\n", " def solve_vfi(self,tol=1e-6,maxiter=100,callback=None):\n", " '''Solves the Rust model using value function iterations\n", " '''\n", " ev0 = np.zeros(self.n) # initial point for VFI\n", " err0 = 1.0 # initial lagged error\n", " for iter in range(maxiter): # main loop\n", " ev1, pk = self.bellman(ev0) # update approximation\n", " err = np.amax(np.abs(ev0-ev1))\n", " if callback:\n", " callback(iter=iter,model=self,ev1=ev1,ev0=ev0,err=err,err_prev=err0,pk=pk,method='vfi',itertype='sa')\n", " if err= sa_max else nk # have to switch to NK after sa_max\n", " nk = nk or (iter>=sa_min and abs(err/err0 - self.beta)1:\n", " if iter==0:\n", " print('Solver = %s'%solver)\n", " print('-'*42)\n", " print('%7s %16s %16s'%('iter','err','err(i)/err(i-1)'))\n", " print('-'*42)\n", " print('%4d %2s %16.4e %16.12f'%(iter,itertype[:2],err,err/derr))\n", " elif verbosity>0:\n", " if iter==0:\n", " print('Solver = %s'%solver)\n", " print('-'*22)\n", " print('%4s %16s'%('iter','err'))\n", " print('-'*22)\n", " print('%4d %16.4e'%(iter,err))\n", " if plot:\n", " ax1.plot(mod.grid,ev,color='k',alpha=0.25)\n", " ax2.plot(mod.grid,pk,color='k',alpha=0.25)\n", " callback.nriter = iter # save iter in function object attribute\n", " # run the chosen solver\n", " ev,pk = chosen_solver(callback=callback,**kvargs)\n", " if plot:\n", " # add solutions\n", " ax1.plot(self.grid,ev,color='r',linewidth=2.5)\n", " ax2.plot(self.grid,pk,color='r',linewidth=2.5)\n", " plt.show()\n", " print('{} solved with {} in {} iterations'.format(self,solver,callback.nriter))\n", " return ev,pk" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Rust model of bus engine replacement (id=140339543961744) solved with vfi in 123 iterations\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Rust model of bus engine replacement (id=140339543961744) solved with nk in 2 iterations\n", "\n", "Max diff between value functions is 8.95709148851509e-06\n", "Max diff between policy functions is 9.113154675333135e-12\n" ] } ], "source": [ "# compare SA, NK\n", "model = zurcher(beta=0.9) # try different value of beta\n", "ev1,pk1 = model.solve_show(maxiter=1500)\n", "ev2,pk2 = model.solve_show(solver='nk')\n", "print()\n", "print('Max diff between value functions is ' ,np.amax(np.abs(ev1-ev2)))\n", "print('Max diff between policy functions is',np.amax(np.abs(pk1-pk2)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Questions to think about\n", "\n", "- Does VFI algorithm always converge? \n", "- What determines the speed of convergence of the VFI algorithm? \n", "- Does NK algorithm always converge? " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Properties of VFI vs Newton-Kantorovich solution methods\n", "\n", "- VFI is **globally convergent** (Bellman is contraction mappint $ \\Rightarrow $ single fixed point) \n", "- VFI convergent rate is $ beta $, **very slow** in approaching the fixed point when \\$beta\\$ is close to one \n", "\n", "\n", "vs.\n", "\n", "- Newton-Kantorovich has **quadratic convergence** rate \n", "- Newton-Kantorovich is **sensitive to starting point** " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false, "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solver = vfi\n", "----------------------\n", "iter err\n", "----------------------\n", " 0 4.2728e-01\n", " 1 4.1659e-01\n", " 2 4.0617e-01\n", " 3 3.9600e-01\n", " 4 3.8608e-01\n", " 5 3.7640e-01\n", " 6 3.6696e-01\n", " 7 3.5773e-01\n", " 8 3.4873e-01\n", " 9 3.3992e-01\n", " 10 3.3131e-01\n", " 11 3.2289e-01\n", " 12 3.1464e-01\n", " 13 3.0655e-01\n", " 14 2.9862e-01\n", " 15 2.9082e-01\n", " 16 2.8316e-01\n", " 17 2.7562e-01\n", " 18 2.6820e-01\n", " 19 2.6088e-01\n", " 20 2.5366e-01\n", " 21 2.4654e-01\n", " 22 2.3952e-01\n", " 23 2.3258e-01\n", " 24 2.2576e-01\n", " 25 2.1904e-01\n", " 26 2.1242e-01\n", " 27 2.0592e-01\n", " 28 1.9954e-01\n", " 29 1.9331e-01\n", " 30 1.8722e-01\n", " 31 1.8127e-01\n", " 32 1.7549e-01\n", " 33 1.6987e-01\n", " 34 1.6443e-01\n", " 35 1.5916e-01\n", " 36 1.5408e-01\n", " 37 1.4919e-01\n", " 38 1.4448e-01\n", " 39 1.3995e-01\n", " 40 1.3560e-01\n", " 41 1.3143e-01\n", " 42 1.2743e-01\n", " 43 1.2360e-01\n", " 44 1.1992e-01\n", " 45 1.1639e-01\n", " 46 1.1300e-01\n", " 47 1.0975e-01\n", " 48 1.0662e-01\n", " 49 1.0361e-01\n", " 50 1.0072e-01\n", " 51 9.7925e-02\n", " 52 9.5235e-02\n", " 53 9.2641e-02\n", " 54 9.0134e-02\n", " 55 8.7710e-02\n", " 56 8.5366e-02\n", " 57 8.3101e-02\n", " 58 8.0904e-02\n", " 59 7.8777e-02\n", " 60 7.6716e-02\n", " 61 7.4714e-02\n", " 62 7.2777e-02\n", " 63 7.0891e-02\n", " 64 6.9065e-02\n", " 65 6.7287e-02\n", " 66 6.5563e-02\n", " 67 6.3884e-02\n", " 68 6.2255e-02\n", " 69 6.0666e-02\n", " 70 5.9125e-02\n", " 71 5.7622e-02\n", " 72 5.6162e-02\n", " 73 5.4739e-02\n", " 74 5.3355e-02\n", " 75 5.2007e-02\n", " 76 5.0692e-02\n", " 77 4.9415e-02\n", " 78 4.8168e-02\n", " 79 4.6956e-02\n", " 80 4.5773e-02\n", " 81 4.4621e-02\n", " 82 4.3499e-02\n", " 83 4.2404e-02\n", " 84 4.1339e-02\n", " 85 4.0300e-02\n", " 86 3.9287e-02\n", " 87 3.8302e-02\n", " 88 3.7338e-02\n", " 89 3.6402e-02\n", " 90 3.5488e-02\n", " 91 3.4596e-02\n", " 92 3.3729e-02\n", " 93 3.2882e-02\n", " 94 3.2057e-02\n", " 95 3.1253e-02\n", " 96 3.0468e-02\n", " 97 2.9704e-02\n", " 98 2.8958e-02\n", " 99 2.8232e-02\n", " 100 2.7524e-02\n", " 101 2.6832e-02\n", " 102 2.6160e-02\n", " 103 2.5504e-02\n", " 104 2.4864e-02\n", " 105 2.4241e-02\n", " 106 2.3632e-02\n", " 107 2.3040e-02\n", " 108 2.2461e-02\n", " 109 2.1898e-02\n", " 110 2.1349e-02\n", " 111 2.0813e-02\n", " 112 2.0291e-02\n", " 113 1.9782e-02\n", " 114 1.9276e-02\n", " 115 1.8768e-02\n", " 116 1.8258e-02\n", " 117 1.7745e-02\n", " 118 1.7229e-02\n", " 119 1.6711e-02\n", " 120 1.6191e-02\n", " 121 1.5669e-02\n", " 122 1.5172e-02\n", " 123 1.4790e-02\n", " 124 1.4409e-02\n", " 125 1.4027e-02\n", " 126 1.3648e-02\n", " 127 1.3272e-02\n", " 128 1.2902e-02\n", " 129 1.2538e-02\n", " 130 1.2183e-02\n", " 131 1.1836e-02\n", " 132 1.1498e-02\n", " 133 1.1171e-02\n", " 134 1.0854e-02\n", " 135 1.0546e-02\n", " 136 1.0249e-02\n", " 137 9.9619e-03\n", " 138 9.6842e-03\n", " 139 9.4159e-03\n", " 140 9.1565e-03\n", " 141 8.9057e-03\n", " 142 8.6634e-03\n", " 143 8.4290e-03\n", " 144 8.2021e-03\n", " 145 7.9827e-03\n", " 146 7.7703e-03\n", " 147 7.5645e-03\n", " 148 7.3651e-03\n", " 149 7.1718e-03\n", " 150 6.9844e-03\n", " 151 6.8026e-03\n", " 152 6.6262e-03\n", " 153 6.4550e-03\n", " 154 6.2886e-03\n", " 155 6.1270e-03\n", " 156 5.9700e-03\n", " 157 5.8173e-03\n", " 158 5.6690e-03\n", " 159 5.5246e-03\n", " 160 5.3843e-03\n", " 161 5.2477e-03\n", " 162 5.1147e-03\n", " 163 4.9853e-03\n", " 164 4.8594e-03\n", " 165 4.7367e-03\n", " 166 4.6173e-03\n", " 167 4.5009e-03\n", " 168 4.3877e-03\n", " 169 4.2772e-03\n", " 170 4.1697e-03\n", " 171 4.0650e-03\n", " 172 3.9629e-03\n", " 173 3.8634e-03\n", " 174 3.7664e-03\n", " 175 3.6720e-03\n", " 176 3.5798e-03\n", " 177 3.4901e-03\n", " 178 3.4026e-03\n", " 179 3.3173e-03\n", " 180 3.2342e-03\n", " 181 3.1532e-03\n", " 182 3.0742e-03\n", " 183 2.9972e-03\n", " 184 2.9221e-03\n", " 185 2.8489e-03\n", " 186 2.7776e-03\n", " 187 2.7080e-03\n", " 188 2.6402e-03\n", " 189 2.5741e-03\n", " 190 2.5096e-03\n", " 191 2.4468e-03\n", " 192 2.3855e-03\n", " 193 2.3258e-03\n", " 194 2.2676e-03\n", " 195 2.2108e-03\n", " 196 2.1555e-03\n", " 197 2.1015e-03\n", " 198 2.0489e-03\n", " 199 1.9976e-03\n", " 200 1.9475e-03\n", " 201 1.8988e-03\n", " 202 1.8513e-03\n", " 203 1.8049e-03\n", " 204 1.7598e-03\n", " 205 1.7157e-03\n", " 206 1.6727e-03\n", " 207 1.6309e-03\n", " 208 1.5900e-03\n", " 209 1.5498e-03\n", " 210 1.5101e-03\n", " 211 1.4710e-03\n", " 212 1.4325e-03\n", " 213 1.3946e-03\n", " 214 1.3573e-03\n", " 215 1.3207e-03\n", " 216 1.2847e-03\n", " 217 1.2493e-03\n", " 218 1.2147e-03\n", " 219 1.1814e-03\n", " 220 1.1518e-03\n", " 221 1.1227e-03\n", " 222 1.0941e-03\n", " 223 1.0660e-03\n", " 224 1.0384e-03\n", " 225 1.0114e-03\n", " 226 9.8509e-04\n", " 227 9.5936e-04\n", " 228 9.3426e-04\n", " 229 9.0979e-04\n", " 230 8.8595e-04\n", " 231 8.6275e-04\n", " 232 8.4016e-04\n", " 233 8.1818e-04\n", " 234 7.9681e-04\n", " 235 7.7602e-04\n", " 236 7.5580e-04\n", " 237 7.3614e-04\n", " 238 7.1703e-04\n", " 239 6.9845e-04\n", " 240 6.8038e-04\n", " 241 6.6281e-04\n", " 242 6.4573e-04\n", " 243 6.2911e-04\n", " 244 6.1296e-04\n", " 245 5.9724e-04\n", " 246 5.8196e-04\n", " 247 5.6709e-04\n", " 248 5.5262e-04\n", " 249 5.3854e-04\n", " 250 5.2485e-04\n", " 251 5.1151e-04\n", " 252 4.9853e-04\n", " 253 4.8590e-04\n", " 254 4.7360e-04\n", " 255 4.6163e-04\n", " 256 4.4997e-04\n", " 257 4.3861e-04\n", " 258 4.2755e-04\n", " 259 4.1678e-04\n", " 260 4.0628e-04\n", " 261 3.9606e-04\n", " 262 3.8610e-04\n", " 263 3.7640e-04\n", " 264 3.6694e-04\n", " 265 3.5773e-04\n", " 266 3.4875e-04\n", " 267 3.4000e-04\n", " 268 3.3147e-04\n", " 269 3.2316e-04\n", " 270 3.1506e-04\n", " 271 3.0717e-04\n", " 272 2.9947e-04\n", " 273 2.9197e-04\n", " 274 2.8466e-04\n", " 275 2.7753e-04\n", " 276 2.7058e-04\n", " 277 2.6381e-04\n", " 278 2.5720e-04\n", " 279 2.5077e-04\n", " 280 2.4449e-04\n", " 281 2.3837e-04\n", " 282 2.3241e-04\n", " 283 2.2659e-04\n", " 284 2.2092e-04\n", " 285 2.1539e-04\n", " 286 2.1001e-04\n", " 287 2.0475e-04\n", " 288 1.9963e-04\n", " 289 1.9463e-04\n", " 290 1.8976e-04\n", " 291 1.8502e-04\n", " 292 1.8039e-04\n", " 293 1.7588e-04\n", " 294 1.7148e-04\n", " 295 1.6719e-04\n", " 296 1.6300e-04\n", " 297 1.5893e-04\n", " 298 1.5495e-04\n", " 299 1.5107e-04\n", " 300 1.4729e-04\n", " 301 1.4361e-04\n", " 302 1.4002e-04\n", " 303 1.3651e-04\n", " 304 1.3310e-04\n", " 305 1.2977e-04\n", " 306 1.2652e-04\n", " 307 1.2336e-04\n", " 308 1.2027e-04\n", " 309 1.1725e-04\n", " 310 1.1429e-04\n", " 311 1.1139e-04\n", " 312 1.0855e-04\n", " 313 1.0576e-04\n", " 314 1.0304e-04\n", " 315 1.0038e-04\n", " 316 9.7771e-05\n", " 317 9.5223e-05\n", " 318 9.2731e-05\n", " 319 9.0297e-05\n", " 320 8.8017e-05\n", " 321 8.5809e-05\n", " 322 8.3648e-05\n", " 323 8.1535e-05\n", " 324 7.9470e-05\n", " 325 7.7452e-05\n", " 326 7.5482e-05\n", " 327 7.3560e-05\n", " 328 7.1686e-05\n", " 329 6.9858e-05\n", " 330 6.8077e-05\n", " 331 6.6341e-05\n", " 332 6.4649e-05\n", " 333 6.3001e-05\n", " 334 6.1396e-05\n", " 335 5.9833e-05\n", " 336 5.8310e-05\n", " 337 5.6828e-05\n", " 338 5.5384e-05\n", " 339 5.3977e-05\n", " 340 5.2608e-05\n", " 341 5.1274e-05\n", " 342 4.9975e-05\n", " 343 4.8710e-05\n", " 344 4.7478e-05\n", " 345 4.6278e-05\n", " 346 4.5109e-05\n", " 347 4.3971e-05\n", " 348 4.2862e-05\n", " 349 4.1781e-05\n", " 350 4.0729e-05\n", " 351 3.9703e-05\n", " 352 3.8704e-05\n", " 353 3.7731e-05\n", " 354 3.6783e-05\n", " 355 3.5858e-05\n", " 356 3.4958e-05\n", " 357 3.4080e-05\n", " 358 3.3225e-05\n", " 359 3.2391e-05\n", " 360 3.1579e-05\n", " 361 3.0787e-05\n", " 362 3.0015e-05\n", " 363 2.9263e-05\n", " 364 2.8530e-05\n", " 365 2.7815e-05\n", " 366 2.7119e-05\n", " 367 2.6440e-05\n", " 368 2.5778e-05\n", " 369 2.5132e-05\n", " 370 2.4503e-05\n", " 371 2.3890e-05\n", " 372 2.3292e-05\n", " 373 2.2709e-05\n", " 374 2.2141e-05\n", " 375 2.1587e-05\n", " 376 2.1047e-05\n", " 377 2.0521e-05\n", " 378 2.0007e-05\n", " 379 1.9507e-05\n", " 380 1.9019e-05\n", " 381 1.8543e-05\n", " 382 1.8080e-05\n", " 383 1.7627e-05\n", " 384 1.7187e-05\n", " 385 1.6757e-05\n", " 386 1.6338e-05\n", " 387 1.5929e-05\n", " 388 1.5531e-05\n", " 389 1.5142e-05\n", " 390 1.4764e-05\n", " 391 1.4394e-05\n", " 392 1.4034e-05\n", " 393 1.3684e-05\n", " 394 1.3341e-05\n", " 395 1.3008e-05\n", " 396 1.2682e-05\n", " 397 1.2365e-05\n", " 398 1.2056e-05\n", " 399 1.1755e-05\n", " 400 1.1461e-05\n", " 401 1.1174e-05\n", " 402 1.0895e-05\n", " 403 1.0622e-05\n", " 404 1.0357e-05\n", " 405 1.0098e-05\n", " 406 9.8451e-06\n", " 407 9.5988e-06\n", " 408 9.3588e-06\n", " 409 9.1248e-06\n", " 410 8.8962e-06\n", " 411 8.6729e-06\n", " 412 8.4547e-06\n", " 413 8.2416e-06\n", " 414 8.0334e-06\n", " 415 7.8301e-06\n", " 416 7.6316e-06\n", " 417 7.4378e-06\n", " 418 7.2486e-06\n", " 419 7.0639e-06\n", " 420 6.8837e-06\n", " 421 6.7106e-06\n", " 422 6.5426e-06\n", " 423 6.3786e-06\n", " 424 6.2185e-06\n", " 425 6.0622e-06\n", " 426 5.9097e-06\n", " 427 5.7609e-06\n", " 428 5.6158e-06\n", " 429 5.4743e-06\n", " 430 5.3363e-06\n", " 431 5.2018e-06\n", " 432 5.0707e-06\n", " 433 4.9429e-06\n", " 434 4.8183e-06\n", " 435 4.6969e-06\n", " 436 4.5786e-06\n", " 437 4.4633e-06\n", " 438 4.3509e-06\n", " 439 4.2414e-06\n", " 440 4.1347e-06\n", " 441 4.0307e-06\n", " 442 3.9294e-06\n", " 443 3.8306e-06\n", " 444 3.7344e-06\n", " 445 3.6406e-06\n", " 446 3.5491e-06\n", " 447 3.4600e-06\n", " 448 3.3732e-06\n", " 449 3.2886e-06\n", " 450 3.2061e-06\n", " 451 3.1257e-06\n", " 452 3.0473e-06\n", " 453 2.9709e-06\n", " 454 2.8965e-06\n", " 455 2.8239e-06\n", " 456 2.7531e-06\n", " 457 2.6842e-06\n", " 458 2.6170e-06\n", " 459 2.5514e-06\n", " 460 2.4876e-06\n", " 461 2.4253e-06\n", " 462 2.3646e-06\n", " 463 2.3054e-06\n", " 464 2.2477e-06\n", " 465 2.1915e-06\n", " 466 2.1366e-06\n", " 467 2.0832e-06\n", " 468 2.0311e-06\n", " 469 1.9803e-06\n", " 470 1.9307e-06\n", " 471 1.8824e-06\n", " 472 1.8354e-06\n", " 473 1.7895e-06\n", " 474 1.7447e-06\n", " 475 1.7011e-06\n", " 476 1.6585e-06\n", " 477 1.6171e-06\n", " 478 1.5766e-06\n", " 479 1.5372e-06\n", " 480 1.4988e-06\n", " 481 1.4613e-06\n", " 482 1.4247e-06\n", " 483 1.3891e-06\n", " 484 1.3544e-06\n", " 485 1.3205e-06\n", " 486 1.2875e-06\n", " 487 1.2553e-06\n", " 488 1.2239e-06\n", " 489 1.1933e-06\n", " 490 1.1635e-06\n", " 491 1.1344e-06\n", " 492 1.1060e-06\n", " 493 1.0784e-06\n", " 494 1.0514e-06\n", " 495 1.0251e-06\n", " 496 9.9949e-07\n", "Rust model of bus engine replacement (id=140337923920784) solved with vfi in 496 iterations\n", "Solver = nk\n", "----------------------\n", "iter err\n", "----------------------\n", " 0 1.7085e+01\n", " 1 1.6466e+00\n", " 2 1.0015e+00\n", " 3 4.7225e-01\n", " 4 8.3180e-02\n", " 5 2.1647e-03\n", " 6 1.4257e-06\n", " 7 6.2528e-13\n", "Rust model of bus engine replacement (id=140337923920784) solved with nk in 7 iterations\n", "\n", "Max diff between value functions is 3.8841093765284995e-05\n", "Max diff between policy functions is 2.4160656808547287e-09\n" ] } ], "source": [ "# compare SA, NK\n", "model = zurcher(beta=0.975)\n", "ev1,pk1 = model.solve_show(maxiter=1500,verbosity=1,plot=False)\n", "ev2,pk2 = model.solve_show(solver='nk',verbosity=1,plot=False)\n", "print()\n", "print('Max diff between value functions is ' ,np.amax(np.abs(ev1-ev2)))\n", "print('Max diff between policy functions is',np.amax(np.abs(pk1-pk2)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Poly-algorithm\n", "\n", "- NK method may not be convergent at the initial point \n", "- Successive apprizimataion (SA) iterations, however, are always convergent \n", "\n", "\n", "**Poly algorithm** is combination of SA and NK:\n", "\n", "1. Start with SA iterations \n", "1. At approximately optimal time switch to NK iterations " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### When to switch to NK iterations?\n", "\n", "Suppose $ EV_{k-1} = {EV}^\\star + C $ (where $ {EV}^\\star $ is the fixed point)\n", "\n", "$$\n", "err_{k} = ||EV_{k-1}-EV_{k}|| = ||{EV}^\\star+C - T^*({EV}^\\star+C)|| = ||{EV}^\\star + C - {EV}^\\star - \\beta C|| = C (1-\\beta)\n", "$$\n", "\n", "$$\n", "err_{k+1} = ||EV_{k}-EV_{k+1}|| = ||T^*({EV}^\\star+C) - T^*(T^*({EV}^\\star+C))|| = ||{EV}^\\star + \\beta C - {EV}^\\star - \\beta^2 C|| = \\beta C (1-\\beta)\n", "$$\n", "\n", "- Then the ration of two errors $ \\frac{err_{k+1}}{err_{k}} = \\beta $ when the current approximation is a constant away from the fixed point. \n", "- NK iteration will immediately “strip away” the constant \n", "\n", "\n", "**Thus, switch to NK iteration when** $ \\frac{err_{k+1}}{err_{k}} $ **is close to** $ \\beta $" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false, "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solver = vfi\n", "------------------------------------------\n", " iter err err(i)/err(i-1)\n", "------------------------------------------\n", " 0 sa 4.2728e-01 0.427277667463\n", " 1 sa 4.1659e-01 0.974985156037\n", " 2 sa 4.0617e-01 0.974977898685\n", " 3 sa 3.9600e-01 0.974967530759\n", " 4 sa 3.8608e-01 0.974952914413\n", " 5 sa 3.7640e-01 0.974932594839\n", " 6 sa 3.6696e-01 0.974905009462\n", " 7 sa 3.5773e-01 0.974867836074\n", " 8 sa 3.4873e-01 0.974819168371\n", " 9 sa 3.3992e-01 0.974756037945\n", " 10 sa 3.3131e-01 0.974674240553\n", " 11 sa 3.2289e-01 0.974575376329\n", " 12 sa 3.1464e-01 0.974446349105\n", " 13 sa 3.0655e-01 0.974300520436\n", " 14 sa 2.9862e-01 0.974112724869\n", " 15 sa 2.9082e-01 0.973904920662\n", " 16 sa 2.8316e-01 0.973656096106\n", " 17 sa 2.7562e-01 0.973365083189\n", " 18 sa 2.6820e-01 0.973069628117\n", " 19 sa 2.6088e-01 0.972704596040\n", " 20 sa 2.5366e-01 0.972323312563\n", " 21 sa 2.4654e-01 0.971949651340\n", " 22 sa 2.3952e-01 0.971507821865\n", " 23 sa 2.3258e-01 0.971044307238\n", " 24 sa 2.2576e-01 0.970670088415\n", " 25 sa 2.1904e-01 0.970230588772\n", " 26 sa 2.1242e-01 0.969791221048\n", " 27 sa 2.0592e-01 0.969373726567\n", " 28 sa 1.9954e-01 0.969042250559\n", " 29 sa 1.9331e-01 0.968766942633\n", " 30 sa 1.8722e-01 0.968482332963\n", " 31 sa 1.8127e-01 0.968253922437\n", " 32 sa 1.7549e-01 0.968087699003\n", " 33 sa 1.6987e-01 0.967987211283\n", " 34 sa 1.6443e-01 0.967953475795\n", " 35 sa 1.5916e-01 0.967985087030\n", " 36 sa 1.5408e-01 0.968078487981\n", " 37 sa 1.4919e-01 0.968228349290\n", " 38 sa 1.4448e-01 0.968428005047\n", " 39 sa 1.3995e-01 0.968669899577\n", " 40 sa 1.3560e-01 0.968946009560\n", " 41 sa 1.3143e-01 0.969248216930\n", " 42 sa 1.2743e-01 0.969568618533\n", " 43 sa 1.2360e-01 0.969899767409\n", " 44 sa 1.1992e-01 0.970234847204\n", " 45 sa 1.1639e-01 0.970567785770\n", " 46 sa 1.1300e-01 0.970893316552\n", " 47 sa 1.0975e-01 0.971206997381\n", " 48 sa 1.0662e-01 0.971505196210\n", " 49 sa 1.0361e-01 0.971785052539\n", " 50 sa 1.0072e-01 0.972044422082\n", " 51 sa 9.7925e-02 0.972281810899\n", " 52 sa 9.5235e-02 0.972524397195\n", " 53 sa 9.2641e-02 0.972764776593\n", " 54 sa 9.0134e-02 0.972944023297\n", " 55 sa 8.7710e-02 0.973099593423\n", " 56 sa 8.5366e-02 0.973277772047\n", " 57 sa 8.3101e-02 0.973464140669\n", " 58 sa 8.0904e-02 0.973561203087\n", " 59 sa 7.8777e-02 0.973712319965\n", " 60 sa 7.6716e-02 0.973842234165\n", " 61 sa 7.4714e-02 0.973898288277\n", " 62 sa 7.2777e-02 0.974076641242\n", " 63 sa 7.0891e-02 0.974091073911\n", " 64 sa 6.9065e-02 0.974242653413\n", " 65 sa 6.7287e-02 0.974255178775\n", " 66 sa 6.5563e-02 0.974379430258\n", " 67 sa 6.3884e-02 0.974382651720\n", " 68 sa 6.2255e-02 0.974499936526\n", " 69 sa 6.0666e-02 0.974477863212\n", " 70 sa 5.9125e-02 0.974605561245\n", " 71 sa 5.7622e-02 0.974567831503\n", " 72 sa 5.6162e-02 0.974675310244\n", " 73 sa 5.4739e-02 0.974656991615\n", " 74 sa 5.3355e-02 0.974710686210\n", " 75 sa 5.2007e-02 0.974735044237\n", " 76 sa 5.0692e-02 0.974727589394\n", " 77 sa 4.9415e-02 0.974803664879\n", " 78 sa 4.8168e-02 0.974755914814\n", " 79 sa 4.6956e-02 0.974837929159\n", " 80 sa 4.5773e-02 0.974814952630\n", " 81 sa 4.4621e-02 0.974822906957\n", " 82 sa 4.3499e-02 0.974867882447\n", " 83 sa 4.2404e-02 0.974815613596\n", " 84 sa 4.1339e-02 0.974899405624\n", " 85 sa 4.0300e-02 0.974862755710\n", " 86 sa 3.9287e-02 0.974865780117\n", " 87 sa 3.8302e-02 0.974906196811\n", " 88 sa 3.7338e-02 0.974851231802\n", " 89 sa 3.6402e-02 0.974923045769\n", " 90 sa 3.5488e-02 0.974891499082\n", " 91 sa 3.4596e-02 0.974879387597\n", " 92 sa 3.3729e-02 0.974929612245\n", " 93 sa 3.2882e-02 0.974873189754\n", " 94 sa 3.2057e-02 0.974926474993\n", " 95 sa 3.1253e-02 0.974909746507\n", " 96 sa 3.0468e-02 0.974877825399\n", " 97 sa 2.9704e-02 0.974945056120\n", " 98 sa 2.8958e-02 0.974887934600\n", " 99 sa 2.8232e-02 0.974919890745\n", " 100 sa 2.7524e-02 0.974922606917\n", " 101 sa 2.6832e-02 0.974868989623\n", " 102 sa 2.6160e-02 0.974956523865\n", " 103 sa 2.5504e-02 0.974899132392\n", " 104 sa 2.4864e-02 0.974908750625\n", " 105 sa 2.4241e-02 0.974932896779\n", " 106 sa 2.3632e-02 0.974874944979\n", " 107 sa 2.3040e-02 0.974948184810\n", " 108 sa 2.2461e-02 0.974908720068\n", " 109 sa 2.1898e-02 0.974895759242\n", " 110 sa 2.1349e-02 0.974942061979\n", " 111 sa 2.0813e-02 0.974884147136\n", " 112 sa 2.0291e-02 0.974934615992\n", " 113 sa 1.9782e-02 0.974917651285\n", " 114 sa 1.9276e-02 0.974442324579\n", " 115 sa 1.8768e-02 0.973647615683\n", " 116 sa 1.8258e-02 0.972800995844\n", " 117 sa 1.7745e-02 0.971899500846\n", " 118 sa 1.7229e-02 0.970941912168\n", " 119 sa 1.6711e-02 0.969929803275\n", " 120 sa 1.6191e-02 0.968868531423\n", " 121 sa 1.5669e-02 0.967767969539\n", " 122 sa 1.5172e-02 0.968243679247\n", " 123 sa 1.4790e-02 0.974879134735\n", " 124 sa 1.4409e-02 0.974190667297\n", " 125 sa 1.4027e-02 0.973536217403\n", " 126 sa 1.3648e-02 0.972954555652\n", " 127 sa 1.3272e-02 0.972469171130\n", " 128 sa 1.2902e-02 0.972092733821\n", " 129 sa 1.2538e-02 0.971814669992\n", " 130 sa 1.2183e-02 0.971631827049\n", " 131 sa 1.1836e-02 0.971530682589\n", " 132 sa 1.1498e-02 0.971501938002\n", " 133 sa 1.1171e-02 0.971523275622\n", " 134 sa 1.0854e-02 0.971593960299\n", " 135 sa 1.0546e-02 0.971696642006\n", " 136 sa 1.0249e-02 0.971822242955\n", " 137 sa 9.9619e-03 0.971964481885\n", " 138 sa 9.6842e-03 0.972123123013\n", " 139 sa 9.4159e-03 0.972288457325\n", " 140 sa 9.1565e-03 0.972451170140\n", " 141 sa 8.9057e-03 0.972614931055\n", " 142 sa 8.6634e-03 0.972787714695\n", " 143 sa 8.4290e-03 0.972942421442\n", " 144 sa 8.2021e-03 0.973087799203\n", " 145 sa 7.9827e-03 0.973248816148\n", " 146 sa 7.7703e-03 0.973388631869\n", " 147 sa 7.5645e-03 0.973518934386\n", " 148 sa 7.3651e-03 0.973642278530\n", " 149 sa 7.1718e-03 0.973757211092\n", " 150 sa 6.9844e-03 0.973862620202\n", " 151 sa 6.8026e-03 0.973975204398\n", " 152 sa 6.6262e-03 0.974072553480\n", " 153 sa 6.4550e-03 0.974152310416\n", " 154 sa 6.2886e-03 0.974220630046\n", " 155 sa 6.1270e-03 0.974313921035\n", " 156 sa 5.9700e-03 0.974376033104\n", " 157 sa 5.8173e-03 0.974418139010\n", " 158 sa 5.6690e-03 0.974507447965\n", " 159 sa 5.5246e-03 0.974532451652\n", " 160 sa 5.3843e-03 0.974594759405\n", " 161 sa 5.2477e-03 0.974625994713\n", " 162 sa 5.1147e-03 0.974670050756\n", " 163 sa 4.9853e-03 0.974699222395\n", " 164 sa 4.8594e-03 0.974735343939\n", " 165 sa 4.7367e-03 0.974754402472\n", " 166 sa 4.6173e-03 0.974791571132\n", " 167 sa 4.5009e-03 0.974793950852\n", " 168 sa 4.3877e-03 0.974839827553\n", " 169 sa 4.2772e-03 0.974827574343\n", " 170 sa 4.1697e-03 0.974873930177\n", " 171 sa 4.0650e-03 0.974866852220\n", " 172 sa 3.9629e-03 0.974885637003\n", " 173 sa 3.8634e-03 0.974900748083\n", " 174 sa 3.7664e-03 0.974889016101\n", " 175 sa 3.6720e-03 0.974930246334\n", " 176 sa 3.5798e-03 0.974912175141\n", " 177 sa 3.4901e-03 0.974929779093\n", " 178 sa 3.4026e-03 0.974937031453\n", " 179 sa 3.3173e-03 0.974919583096\n", " 180 sa 3.2342e-03 0.974959317818\n", " 181 sa 3.1532e-03 0.974939050706\n", " 182 sa 3.0742e-03 0.974946267103\n", " 183 sa 2.9972e-03 0.974958716208\n", " 184 sa 2.9221e-03 0.974937686756\n", " 185 sa 2.8489e-03 0.974968002465\n", " 186 sa 2.7776e-03 0.974955531852\n", " 187 sa 2.7080e-03 0.974947950285\n", " 188 sa 2.6402e-03 0.974972440676\n", " 189 sa 2.5741e-03 0.974950600775\n", " 190 sa 2.5096e-03 0.974964742320\n", " 191 sa 2.4468e-03 0.974966597119\n", " 192 sa 2.3855e-03 0.974944523624\n", " 193 sa 2.3258e-03 0.974979946654\n", " 194 sa 2.2676e-03 0.974959927591\n", " 195 sa 2.2108e-03 0.974956824710\n", " 196 sa 2.1555e-03 0.974975050782\n", " 197 sa 2.1015e-03 0.974952748670\n", " 198 sa 2.0489e-03 0.974970626298\n", " 199 sa 1.9976e-03 0.974967607221\n", " 200 sa 1.9475e-03 0.974946933934\n", " 201 sa 1.8988e-03 0.974982348121\n", " 202 sa 1.8513e-03 0.974959968761\n", " 203 sa 1.8049e-03 0.974960184441\n", " 204 sa 1.7598e-03 0.974974599124\n", " 205 sa 1.7157e-03 0.974952232589\n", " 206 sa 1.6727e-03 0.974973271839\n", " 207 sa 1.6309e-03 0.974966797135\n", " 208 sa 1.5900e-03 0.974944457876\n", " 209 sa 1.5498e-03 0.974701813459\n", " 210 sa 1.5101e-03 0.974407167329\n", " 211 sa 1.4710e-03 0.974115684454\n", " 212 sa 1.4325e-03 0.973828205858\n", " 213 sa 1.3946e-03 0.973545598479\n", " 214 sa 1.3573e-03 0.973268752638\n", " 215 sa 1.3207e-03 0.972998579031\n", " 216 sa 1.2847e-03 0.972736005190\n", " 217 sa 1.2493e-03 0.972481971468\n", " 218 sa 1.2147e-03 0.972237426465\n", " 219 sa 1.1814e-03 0.972637892569\n", " 220 sa 1.1518e-03 0.974951217353\n", " 221 sa 1.1227e-03 0.974712685541\n", " 222 sa 1.0941e-03 0.974495690995\n", " 223 sa 1.0660e-03 0.974309379417\n", " 224 sa 1.0384e-03 0.974155843924\n", " 225 sa 1.0114e-03 0.974034584399\n", " 226 sa 9.8509e-04 0.973943128625\n", " 227 sa 9.5936e-04 0.973878016456\n", " 228 sa 9.3426e-04 0.973835249669\n", " 229 sa 9.0979e-04 0.973810313466\n", " 230 sa 8.8595e-04 0.973799322793\n", " 231 sa 8.6275e-04 0.973806306190\n", " 232 sa 8.4016e-04 0.973819901438\n", " 233 sa 8.1818e-04 0.973842632944\n", " 234 sa 7.9681e-04 0.973873124121\n", " 235 sa 7.7602e-04 0.973908854310\n", " 236 sa 7.5580e-04 0.973947234358\n", " 237 sa 7.3614e-04 0.973991048398\n", " 238 sa 7.1703e-04 0.974038393604\n", " 239 sa 6.9845e-04 0.974081910807\n", " 240 sa 6.8038e-04 0.974130880194\n", " 241 sa 6.6281e-04 0.974180726386\n", " 242 sa 6.4573e-04 0.974225575145\n", " 243 sa 6.2911e-04 0.974271409586\n", " 244 sa 6.1296e-04 0.974317441609\n", " 245 sa 5.9724e-04 0.974362939947\n", " 246 sa 5.8196e-04 0.974407238042\n", " 247 sa 5.6709e-04 0.974449740270\n", " 248 sa 5.5262e-04 0.974489926507\n", " 249 sa 5.3854e-04 0.974527354761\n", " 250 sa 5.2485e-04 0.974561662034\n", " 251 sa 5.1151e-04 0.974592563528\n", " 252 sa 4.9853e-04 0.974631024082\n", " 253 sa 4.8590e-04 0.974662289686\n", " 254 sa 4.7360e-04 0.974684544708\n", " 255 sa 4.6163e-04 0.974714660409\n", " 256 sa 4.4997e-04 0.974742145132\n", " 257 sa 4.3861e-04 0.974754985448\n", " 258 sa 4.2755e-04 0.974790768687\n", " 259 sa 4.1678e-04 0.974799416103\n", " 260 sa 4.0628e-04 0.974824563740\n", " 261 sa 3.9606e-04 0.974836188528\n", " 262 sa 3.8610e-04 0.974855080562\n", " 263 sa 3.7640e-04 0.974865638017\n", " 264 sa 3.6694e-04 0.974882285101\n", " 265 sa 3.5773e-04 0.974888311185\n", " 266 sa 3.4875e-04 0.974906305207\n", " 267 sa 3.4000e-04 0.974904887585\n", " 268 sa 3.3147e-04 0.974927379527\n", " 269 sa 3.2316e-04 0.974921704817\n", " 270 sa 3.1506e-04 0.974940221528\n", " 271 sa 3.0717e-04 0.974939291049\n", " 272 sa 2.9947e-04 0.974945397962\n", " 273 sa 2.9197e-04 0.974954676871\n", " 274 sa 2.8466e-04 0.974947249740\n", " 275 sa 2.7753e-04 0.974967906728\n", " 276 sa 2.7058e-04 0.974960170060\n", " 277 sa 2.6381e-04 0.974965566496\n", " 278 sa 2.5720e-04 0.974971658488\n", " 279 sa 2.5077e-04 0.974963024551\n", " 280 sa 2.4449e-04 0.974979998312\n", " 281 sa 2.3837e-04 0.974972972408\n", " 282 sa 2.3241e-04 0.974973210967\n", " 283 sa 2.2659e-04 0.974982088039\n", " 284 sa 2.2092e-04 0.974972721681\n", " 285 sa 2.1539e-04 0.974983054548\n", " 286 sa 2.1001e-04 0.974980967230\n", " 287 sa 2.0475e-04 0.974973885713\n", " 288 sa 1.9963e-04 0.974988777173\n", " 289 sa 1.9463e-04 0.974979011787\n", " 290 sa 1.8976e-04 0.974981363655\n", " 291 sa 1.8502e-04 0.974986371957\n", " 292 sa 1.8039e-04 0.974976503347\n", " 293 sa 1.7588e-04 0.974988066189\n", " 294 sa 1.7148e-04 0.974983567317\n", " 295 sa 1.6719e-04 0.974977415247\n", " 296 sa 1.6300e-04 0.974990508552\n", " 297 sa 1.5893e-04 0.974980516945\n", " 298 sa 1.5495e-04 0.974983445109\n", " 299 sa 1.5107e-04 0.974987321897\n", " 300 sa 1.4729e-04 0.974977324126\n", " 301 sa 1.4361e-04 0.974989268673\n", " 302 sa 1.4002e-04 0.974984043729\n", " 303 sa 1.3651e-04 0.974978281751\n", " 304 sa 1.3310e-04 0.974990744919\n", " 305 sa 1.2977e-04 0.974980721646\n", " 306 sa 1.2652e-04 0.974983971570\n", " 307 sa 1.2336e-04 0.974987383913\n", " 308 sa 1.2027e-04 0.974977384312\n", " 309 sa 1.1725e-04 0.974875056341\n", " 310 sa 1.1429e-04 0.974744215187\n", " 311 sa 1.1139e-04 0.974616422921\n", " 312 sa 1.0855e-04 0.974492048888\n", " 313 sa 1.0576e-04 0.974371450713\n", " 314 sa 1.0304e-04 0.974254973756\n", " 315 sa 1.0038e-04 0.974142950402\n", " 316 sa 9.7771e-05 0.974035699014\n", " 317 sa 9.5223e-05 0.973933523444\n", " 318 sa 9.2731e-05 0.973836711944\n", " 319 sa 9.0297e-05 0.973745536277\n", " 320 sa 8.8017e-05 0.974748877590\n", " 321 sa 8.5809e-05 0.974916964940\n", " 322 sa 8.3648e-05 0.974820564946\n", " 323 sa 8.1535e-05 0.974736522727\n", " 324 sa 7.9470e-05 0.974666699449\n", " 325 sa 7.7452e-05 0.974611257535\n", " 326 sa 7.5482e-05 0.974568879529\n", " 327 sa 7.3560e-05 0.974537709951\n", " 328 sa 7.1686e-05 0.974517191868\n", " 329 sa 6.9858e-05 0.974504438113\n", " 330 sa 6.8077e-05 0.974497754036\n", " 331 sa 6.6341e-05 0.974499171386\n", " 332 sa 6.4649e-05 0.974503426561\n", " 333 sa 6.3001e-05 0.974511835392\n", " 334 sa 6.1396e-05 0.974523669695\n", " 335 sa 5.9833e-05 0.974537878311\n", " 336 sa 5.8310e-05 0.974553390250\n", " 337 sa 5.6828e-05 0.974570639189\n", " 338 sa 5.5384e-05 0.974590704367\n", " 339 sa 5.3977e-05 0.974607695595\n", " 340 sa 5.2608e-05 0.974629235211\n", " 341 sa 5.1274e-05 0.974648523274\n", " 342 sa 4.9975e-05 0.974667072962\n", " 343 sa 4.8710e-05 0.974686122436\n", " 344 sa 4.7478e-05 0.974706543445\n", " 345 sa 4.6278e-05 0.974725349593\n", " 346 sa 4.5109e-05 0.974742998312\n", " 347 sa 4.3971e-05 0.974759965760\n", " 348 sa 4.2862e-05 0.974777732756\n", " 349 sa 4.1781e-05 0.974794547374\n", " 350 sa 4.0729e-05 0.974809469514\n", " 351 sa 3.9703e-05 0.974823048570\n", " 352 sa 3.8704e-05 0.974835186022\n", " 353 sa 3.7731e-05 0.974850569365\n", " 354 sa 3.6783e-05 0.974863240947\n", " 355 sa 3.5858e-05 0.974871776667\n", " 356 sa 3.4958e-05 0.974884718379\n", " 357 sa 3.4080e-05 0.974894807350\n", " 358 sa 3.3225e-05 0.974900520883\n", " 359 sa 3.2391e-05 0.974914706606\n", " 360 sa 3.1579e-05 0.974917201621\n", " 361 sa 3.0787e-05 0.974929390777\n", " 362 sa 3.0015e-05 0.974931820494\n", " 363 sa 2.9263e-05 0.974941752259\n", " 364 sa 2.8530e-05 0.974943509516\n", " 365 sa 2.7815e-05 0.974952799032\n", " 366 sa 2.7119e-05 0.974952490807\n", " 367 sa 2.6440e-05 0.974962584313\n", " 368 sa 2.5778e-05 0.974960488331\n", " 369 sa 2.5132e-05 0.974969749003\n", " 370 sa 2.4503e-05 0.974968736426\n", " 371 sa 2.3890e-05 0.974973471620\n", " 372 sa 2.3292e-05 0.974975970532\n", " 373 sa 2.2709e-05 0.974975446424\n", " 374 sa 2.2141e-05 0.974982326417\n", " 375 sa 2.1587e-05 0.974979169080\n", " 376 sa 2.1047e-05 0.974984727509\n", " 377 sa 2.0521e-05 0.974984536112\n", " 378 sa 2.0007e-05 0.974983663649\n", " 379 sa 1.9507e-05 0.974989325472\n", " 380 sa 1.9019e-05 0.974985684895\n", " 381 sa 1.8543e-05 0.974989664941\n", " 382 sa 1.8080e-05 0.974989848337\n", " 383 sa 1.7627e-05 0.974986783672\n", " 384 sa 1.7187e-05 0.974993671448\n", " 385 sa 1.6757e-05 0.974989733853\n", " 386 sa 1.6338e-05 0.974990900699\n", " 387 sa 1.5929e-05 0.974993198700\n", " 388 sa 1.5531e-05 0.974989166245\n", " 389 sa 1.5142e-05 0.974994353179\n", " 390 sa 1.4764e-05 0.974992381642\n", " 391 sa 1.4394e-05 0.974990171576\n", " 392 sa 1.4034e-05 0.974995478657\n", " 393 sa 1.3684e-05 0.974991335111\n", " 394 sa 1.3341e-05 0.974992981720\n", " 395 sa 1.3008e-05 0.974994307662\n", " 396 sa 1.2682e-05 0.974990142153\n", " 397 sa 1.2365e-05 0.974995586238\n", " 398 sa 1.2056e-05 0.974993034202\n", " 399 sa 1.1755e-05 0.974991026722\n", " 400 sa 1.1461e-05 0.974995897483\n", " 401 sa 1.1174e-05 0.974991700764\n", " 402 sa 1.0895e-05 0.974993466403\n", " 403 sa 1.0622e-05 0.974994527498\n", " 404 sa 1.0357e-05 0.974990335954\n", " 405 sa 1.0098e-05 0.974995853835\n", " 406 sa 9.8451e-06 0.974993139370\n", " 407 sa 9.5988e-06 0.974991226143\n", " 408 sa 9.3588e-06 0.974995941508\n", " 409 sa 9.1248e-06 0.974991745157\n", " 410 sa 8.8962e-06 0.974952086681\n", " 411 sa 8.6729e-06 0.974897239640\n", " 412 sa 8.4547e-06 0.974843773289\n", " 413 sa 8.2416e-06 0.974791859739\n", " 414 sa 8.0334e-06 0.974741662245\n", " 415 sa 7.8301e-06 0.974693336649\n", " 416 sa 7.6316e-06 0.974647028509\n", " 417 sa 7.4378e-06 0.974602874734\n", " 418 sa 7.2486e-06 0.974561001902\n", " 419 sa 7.0639e-06 0.974521527860\n", " 420 sa 6.8837e-06 0.974484559520\n", " 421 sa 6.7106e-06 0.974862258490\n", " 422 sa 6.5426e-06 0.974968541685\n", " 423 sa 6.3786e-06 0.974928565083\n", " 424 sa 6.2185e-06 0.974893722271\n", " 425 sa 6.0622e-06 0.974864728113\n", " 426 sa 5.9097e-06 0.974841611641\n", " 427 sa 5.7609e-06 0.974823964194\n", " 428 sa 5.6158e-06 0.974811152911\n", " 429 sa 5.4743e-06 0.974802430829\n", " 430 sa 5.3363e-06 0.974796973804\n", " 431 sa 5.2018e-06 0.974794870474\n", " 432 sa 5.0707e-06 0.974794490299\n", " 433 sa 4.9429e-06 0.974797033624\n", " 434 sa 4.8183e-06 0.974800415026\n", " 435 sa 4.6969e-06 0.974805179532\n", " 436 sa 4.5786e-06 0.974810892756\n", " 437 sa 4.4633e-06 0.974817263044\n", " 438 sa 4.3509e-06 0.974825358145\n", " 439 sa 4.2414e-06 0.974832168349\n", " 440 sa 4.1347e-06 0.974840569096\n", " 441 sa 4.0307e-06 0.974847640799\n", " 442 sa 3.9294e-06 0.974857102712\n", " 443 sa 3.8306e-06 0.974864617175\n", " 444 sa 3.7344e-06 0.974872324406\n", " 445 sa 3.6406e-06 0.974880090544\n", " 446 sa 3.5491e-06 0.974887798550\n", " 447 sa 3.4600e-06 0.974895335379\n", " 448 sa 3.3732e-06 0.974902602691\n", " 449 sa 3.2886e-06 0.974909513060\n", " 450 sa 3.2061e-06 0.974915992241\n", " 451 sa 3.1257e-06 0.974921975562\n", " 452 sa 3.0473e-06 0.974927413659\n", " 453 sa 2.9709e-06 0.974933545786\n", " 454 sa 2.8965e-06 0.974939499139\n", " 455 sa 2.8239e-06 0.974943544757\n", " 456 sa 2.7531e-06 0.974947788870\n", " 457 sa 2.6842e-06 0.974953690962\n", " 458 sa 2.6170e-06 0.974956189854\n", " 459 sa 2.5514e-06 0.974960890353\n", " 460 sa 2.4876e-06 0.974964174700\n", " 461 sa 2.4253e-06 0.974966771814\n", " 462 sa 2.3646e-06 0.974970885403\n", " 463 sa 2.3054e-06 0.974972126985\n", " 464 sa 2.2477e-06 0.974976359565\n", " 465 sa 2.1915e-06 0.974976940346\n", " 466 sa 2.1366e-06 0.974980672108\n", " 467 sa 2.0832e-06 0.974981220920\n", " 468 sa 2.0311e-06 0.974983927682\n", " 469 sa 1.9803e-06 0.974984998734\n", " 470 sa 1.9307e-06 0.974986236799\n", " 471 sa 1.8824e-06 0.974988321556\n", " 472 sa 1.8354e-06 0.974987725826\n", " 473 sa 1.7895e-06 0.974991236069\n", " 474 sa 1.7447e-06 0.974990065498\n", " 475 sa 1.7011e-06 0.974992247153\n", " 476 sa 1.6585e-06 0.974992515500\n", " 477 sa 1.6171e-06 0.974992262401\n", " 478 sa 1.5766e-06 0.974994683642\n", " 479 sa 1.5372e-06 0.974993280366\n", " 480 sa 1.4988e-06 0.974995164061\n", " 481 sa 1.4613e-06 0.974995140248\n", " 482 sa 1.4247e-06 0.974994259016\n", " 483 sa 1.3891e-06 0.974996825201\n", " 484 sa 1.3544e-06 0.974995274180\n", " 485 sa 1.3205e-06 0.974996190803\n", " 486 sa 1.2875e-06 0.974996774726\n", " 487 sa 1.2553e-06 0.974995172941\n", " 488 sa 1.2239e-06 0.974997768726\n", " 489 sa 1.1933e-06 0.974996541837\n", " 490 sa 1.1635e-06 0.974996169188\n", " 491 sa 1.1344e-06 0.974997844581\n", " 492 sa 1.1060e-06 0.974996184899\n", " 493 sa 1.0784e-06 0.974997392451\n", " 494 sa 1.0514e-06 0.974997419250\n", " 495 sa 1.0251e-06 0.974995743891\n", " 496 sa 9.9949e-07 0.974998499441\n", "Rust model of bus engine replacement (id=140338997011472) solved with vfi in 496 iterations\n" ] } ], "source": [ "# when to switch from SA to NK\n", "model = zurcher(beta=0.975)\n", "model.solve_show(maxiter=1500,verbosity=2,plot=False);" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false, "scrolled": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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PAT+jtzGQ5xXK+SLwf7TWO1Uv9zQcuXFwcHBwcHB4TiNj3H4UKNFav+tm10fwbCQ3Sql78RQkhae03Q0c32GcyE2HUuq1eErgMp5nxwNAmy9ZhsMtCDcyroODg4ODg8NzFkqpQjw3uH68NNAOW+PNeK57Cs+V64dvNWKTwQvx3Mfz8Nz43uKIzd6AU24cHBwcHBwcHBwcHPYEXEIBBwcHBwcHBwcHB4c9AUduHBwcHBwcHBwcHBz2BJ5VMTeVlZW6paXlqvefn5+nuDhXKvRnP27Vut+q9YZbt+6u3jcet2rdr7bep06dmtRaV+1ClW55XGs7Bc+95+lm41atN9y6dXf1vvG4Vet+LfXetK3SWj9rprvuuktfC/7xH//xmva/mbhV636r1lvrW7furt43Hrdq3a+23sAT+lnQJjwbp2ttp7R+7j1PNxu3ar21vnXr7up943Gr1v1a6r1ZW+Xc0hwcHBwcHBwcHBwc9gQcuXFwcHBwcHBwcHBw2BNw5MbBwcHBwcHBwcHBYU/AkRsHBwcHBwcHBwcHhz0BR24cHBwcHBwcHBwcHPYEHLlxcHBwcHBwcHBwcNgTcOTGwcHBwcHBwcHBwWFPwJEbBwcHBwcHBwcHB4c9AUduHBwcHBwcHBwcHBz2BBy5cXBwcHBwcHBwcHDYE3DkxsHBwcHBwcHBwcFhT8CRGwcHBwcHBwcHBweHPQFHbhwcHBwcHBwcHBwc9gQcuXFwcHBwcHBwcHBw2BPYdXKjlHqdUuqiUqpLKfVfdvt4Dg4ODg7PHSilHlJKTSilnt5kvVJK/UGmDTqjlDpurXunUqozM73zxtXawcHBwWG3sKvkRikVBP4QeD1wBHibUurIbh7TwcHBweE5hU8Dr9ti/euBA5npJ4H/DaCUKgc+CNwNvAD4oFKqbFdr6uDg4OCw6wjtcvkvALq01j0ASqm/BN4MnLveB0qn06yvr5NOpwkEnLedg4ODw3MBWuv/p5Rq2WKTNwN/prXWwHeUUjGlVB3wCuDrWutpAKXU1/FI0ud3q67vUoo7gDTwDKBzTOlNlr/whS+koLCQvPx8wuEwocwUDIUIZCalFMFQCBUIEAyFQClUMIgKBFCBgDef+a8CAXQggFLKWx4KgT0FgxAKocJhCAZR4TCB06eZXlmBYBCdWSbbEQp5y+R/KIQqKID8fFQkAkptel2UUl49tomdtvELCwssLi7mPO6Nxk6PubKywvLy8g051vXE6uoqKysrW9bletTvep/j2toaa2tr17XMG4XrWfcb9ewEg8FdKXe3yU0DMGjND+H1kl13PP300zz00EOcPHmSoqIiotEoBQUFFBYWkp+fTyQSIS8vj3A4bP7n5eURDAYJBALm1/6/nWU38+Ph4ODg4HBF5GqHGrZYvmt4A/ADV7vzt799HWtydXj1Ney7kplWt/F/CZgHFjK/9uRflgBm8Qigw7VDbJrNbJsrEVFZJx3Nm5Ga7dhO/u2utM+VSO9WdZF1yWSS/Pz8HZexk+P6zynXOe70OEoplpeXiUaj11yPnVzzzY6z3fp/6lOf2nH528Fuk5tcVyXrG6SU+kk8VwFqamp45JFHrupATz75JP39/YyNjREKhcwUDAYJBoOG2IRCIUNOAoGAWSbb5SIy9jqZrPqbZZv9z7VOiJH8n5+f5+GHH96ynGcjkUokEld9z242btW6u3rfeNyqdb9V632dsVk7dMX2yRRwndqpRTxDXOH5hKsrTAHr91ZHfmbaDawDM8A0MOWbpoFJYBQYyfyOA6ldqsutDk/gvPx7LVhfX8+5fDvkxl6fqy7bNaCVUpuei3/bQCCA1jqnyrdVPXPVxT7mVuTFX7etyI1suxkRSafTpFIbn2w/6dvO9dzq/mitr0iCc5WfC4899hjNzc3XvZ3abXIzBDRZ84143xcDrfUngU8CPP/5z9evfe1rr+pA1dXVnDx5ktbWVgAikYi5gZFIhGAwiNbaEJpwOLyBvITDYfMiBAKBLNIj28pNtZUbmwj5SQ1glqfTaTP50d/fT3t7+5bnaJd7rYrTVut3QqQeeeQRrvae3WzcqnV39b7xuFXrfqvW+zpjs3ZoCM81zV7+aK4Crlc7RaZNuur7onX2lE5vXHa169fXIZW6/CuTNf/4t77FC44f33IbMyWTrC0sMD4wwP/5oz8y5CYCV/xfCBRnpvA2LksQqMxM20EaiHOZ7AwAvUBP5rcXjxRdC3IZoJsZpWIr+LdTSpFKpcjLywMwtom/LGmzcx0vV/n2PrJ8q3Jtu8c+P3t7//5zc3OUlJRkrc9FPOx1fkLgr6NMdn3s9bLcf16bKRb+8wSIx+PU1NRsWlf7OPbx/NfHPiexHTcjJ7nKyEWW7P1FGbPrPjIyQlNTU1YHun/7dDq94TzEJs11PTZ7NmyCsxXkePZ/+z6/4x3v4OzZs9e9ndptcnMSOKCUagWGgR8G3r4bByoqKqKwsJBYLEYoFGJ9fZ1QKEQ4HGZ9fZ1gMGhUG6UUoVDIPHQ2gbFJjOwjxEi297ul2TdblmmtTa/F+vo6SinC4TB5eXk5laKKigr27du3QdmB7Hgi+fUvW1tbY3V1dcP6q+192S5JGhoaoru7e9vEKdcyBwcHh13E3wE/rbyYz7uBhNZ6VCn1CPCb6nISgdcAv3SzKrktKLVl7MpuY2ZhAV75ym1vH8ZjjB/8wz+8+oOursL8/OVpYQHm55nq6+OJRx+l98kniV+6RAVsmMqBohxFBoCazHTnJoedwyM73cD5zHQOuAhIBEwuw882qP0Gq2002m283THq32d1dZVoNGpiE/xlib1iz4vN4i9T9rPjHHLVb7NzsY9vr7M7fmWKx+PU1tYCZK2zz8O/T67j2efhv9a2UW53MAu01sagDklMmmW3yXqx74LBIJFIhPb29izbxLaj7DrbdqBNeGz47cZcKkouYifXyE92trKZlFIcPHhwA4narP6bERj/r01Q7Hsu8HfYyzXNde3suiqltnQBvBbsKrnRWqeUUj8NPILXufKQ1vqZ3TpeQUEB0Wh0AznIz8/f8FGRFyGdThsS43+BRN2RGyf72Q+FbJM536wX0XaBs18+rTXJZJJUKsXa2hrpdJqpqSkGBgY2nJMoSjIJYYtEIlnz9vpQ6PJtFZKVixBd7bJUKmX+JxIJRkZGsh7mneJ6KU5XWradXgYHB4dbC0qpz+MpMJVKqSG8DGhhAK31J4CvAN8HdOGFc/x4Zt20Uuo38DrhAH5dkgs4PIsQiXhTZbYuUwG89r3vvfL+Kys8+vDD5M/M8O0vfpGJp56iYHaWOqAOL8iqGY8I2SgBnpeZbKSBPuAM8KTWPLm+ztlQiPFAgIDV9viNX3/Hpb1Nru3FrlhYWKC0tDSLFPj38dsu9vpcxwayjuE3usXWkTbdv59sb/feyz6AsXGqq6uNHSR2hL9Nlk5Yf+eylGN3QNtkxLazbANefm2bTmBvI8eSc5JpYWGB6urqrG2kgzoXAUun08bmssmUXa7/3tj1sO3GXPfTJir29kDW9QwEAsTjcRoaGsz1lvrkIoz28TdTbnIRGLtcP0HKRez9BMtPdmx79Xpit5UbtNZfwWtcdhX5+fmEQqEsFmg/9PJy2FKeX72R7SA3sbFvuBwnlUplubH5H6JkMrmB1SqliEQi5OfnU1paSigUoqqqiubm5qyPkigyMqVSKZaXl83/zaCU2kCGNpsXkiQueTtFIpHgpS99KcAGEnQ1xCmXIpVrn6uB3XgEAgEuXrxIZWXldSFO/mWOSDk43Bhord92hfUaeGCTdQ8BD+1GvRyeJcjPZ7Wqilf8yI9wz8/8TM5N1tfX+cpf/RWPfOITTD3xBLXLy7QCbXj5w9u4HPcUyMy3AW+RAlIpxoBTwLeAx4BLpaWsWgafP953s85Pe1koFGJtbY2iIk9/sjtYxVbJRZZkmRiOsr0Yk2IXyX/IJkS254q/c1cMcb/hHw57DoRivCYSCSorK7MMbHGvs4mObZsJbKVFCIRtn9nnay/PpQRJnW2C4ldSZL3WmoKCAmKx2AZCIs+JbUNKHcTQt+tkL7Ovlb3cJld+NzOtdZZ9mYs42PYrQDQaJRqNbjiGfS3keLlIrh06IXW1Cay/PL8CZBMY/75yLIGsu2XJzY1CIBAwhCTXC2A/ZLb6IhdXborcPHFnA8zFF1KjtWZ1dXVDWfIw2ohEIlnJDWzDd21tjfn5eVZXV4nH4/T395v9lFLk5eURiUSIRCJEo1HzX7K9BYNBo/4I4fGTobW1NZaXl5mbmyOVSm1JDKSeW5Eh/7z/HshHe7dxPYiTXMf19fUsNcq/z9XA/vhdb+KUTCZZW1vL+tA4ODg4OFwdgsEg3/f2t/N9b9/oNf/Nb36TX/jwhxl59FFaV1c5DNyGp+jYUbK1eNnw3pCZTyYSnMIjOt8ALtbWsuL7ltt2gU1ahFgApiPUT378nbN+o90mP/IrhrwQK3u93xayyYp0foq7v7j+A+Tl5RnDHS7bERMTExQUFGTVTwgNZMek2KTJTxJsd3+poxARe1upu5AYm7jIudp2nhzTJg9aa6LRqIkVssuyjXgpO51Om7bYVjrkv1xDscfkOvpJgR1CIdsGAgEikcimZMImZUKCQqGQ8V6y65RLNRHY5FM8heQ59JMg+ZV9xG66Wq+d7cbtXA32DLmxe0f8Eqr/4fT7o9q9BkJgbKlUeiVCoRDJZNI8tPaNh8s3yk5WIA/W0tLShvzj+fn5FBQUUFZWRk1NDa2trWafZDLJ6uoqq6urLC4uMj09nTPziE2AZCosLMyalxcOyFKDNiNDMm1HJTpz5gzFxcXbJkMyf60PtN3rcbUYGBjg6NGjW24jL/FOidNWy641Pur8+fMUFxdvuBbXgzhdyQ3QwcHB4bmEl770pbz0H/8xa9k///M/854PfYhn/u3fOLK2xnHgOF5A14HMNnnACzPTLwDJsTEew/PR/7fCQsZra9E+tzAhNX6FJhwOG/tGDHl7H7v3XdQRP6kBDAGwO2yFLNidleFwOEttEeO5qKjItIni9SF2SX5+fla7npeXZxQn2x6zj2mTkGAwyNraWpb9JuXbtpjU27bhbNIixxHVSWKuZblcD+ns9duGon4kk8ms6yzlRyIRUqkUyWQSpdSGUAjbppRj5OXlUVBQsMFmlP9CUMQ+susLlz2EBHLtxFtJzqG4uJjS0lLTAQrZ8TC2UuYnw3ZdbJtwM8jxI5FI1n3xq1I2bCIp2C27Yk+SG/tBFMhLLQ+hyHZ5eXlZxEayrEkPg1LKkJ1kMmmW2VIoZMeNgBcEaPsxFhQUUFRUlLVdOp1maWmJiYkJxsfH6e3tNdsL8YlGo1RWVlJQUGBIgU18ZFpeXmZ2djbnwxgOh81YP/6puLjYqECbQWu9KRnq6+ujoqIiy21ubm6OtbW1LY11eYl3ohRtVcfdgt2T5leqrjc2i4/yk6SRkREOHDiwLTKVTCZzrr/W+KirIUlTU1OMj49vax9HpBwcHJ6teOUrX8krrcQKPT09fOADH+DdjzxC6eoqLwZekpmO4xlaecD3ZiYWFxnt7ubLwP+NRBg5eBCdMdI3cykS20Z+pV2yl9luPvY2gDH27W3FDolGo8ZgFjIjZEXUDFEq/B1d/oBwu0NYOldzkRFpT3O5utkdzvb5CtHxq1OpVCrrmkUiEWOn2O5tkUgE8OwzuxMaPDvJjn8pLCzcoJTYdqAkebAVJrgcxxIIBIxyJdvYHdxCMm31DjyVxx78FDCJqPx1FttvdXUVgOXlZZaWlsjPz6ewsHBDLLnEQonduJm9mJeXZ2xD/7NoK22214v9a9sdV7I1rtY75krYc+TGll79Co3NGu0bZmdTU0pl9R7k5+cbhi4EyfbvtG+6GP9A1iChUg//SMPBYJCioiKqq6upra1l//795vjykCYSiSzFRoiSTMXFxVRXV1NQUEAkEiGdTm8gPjKtrKyQSCRyjmArH6KtJukRslFXV0dHR0fOe5IrZmiz+aWlJVKp1JY9BfIR34nbnO1T/GyH3TBthYqKChoarm2swVy+tdcaK+WPj5L/gqGhIc6fP7+t+vnf52tVnLZadqs8Hw4ODs9OtLW18eUvf9nM/+u//isf+Ii5X4cAACAASURBVMAH+PmnnqIQL9vF64DXclnZqQPeB7xvdZXJs2f5W+DvwmGmn/c8CF6OmbHJiz3Z2b/8Ko1f5YHLbmZCcsQlOxqNsra2ZlzuRY2wA+ptW8eeF8Ih9pOtKNgu+fKdFXIlEAPfDk6X9evr62Y/UXBsLxzbpVzUA+mEFDtLVA25HmL7iIoixxdDXYiREBtpv8QAFwXGDgnwe+zY5GNxcdEcMxgMGsIh26yvr7O4uJhFZvLy8ojFYqa8UChEKpVicXGR+fn5DZ3mZWVlhkT29/fT1NTEysoKS0tLzM/Pb7AfpeNcjuG3YYX8JJNJZmdnSSaTOQmKnLNtdxUUFGzIBuwn6f6ydqvTeM+QG1sOg8s97vLi2X6kdgCc3UsSDodZXV01ZUUikax5efHE71QgD08wGDT+p+D1JiwsLJj6RKNRqqursz4Yi4uLTExMMDY2Rnd3N4Bh3RUVFRQWFhpSsby8nDXNzMxksV7pKbCn0tJSQ3zs+m5GgFZXV43y4od8sOxpamqK6elpM29fF3nAd5LqT3o3tuM2J65+21WJ/ORnfHyc4eHhnOToZqhENxI3Uh0RkjM/P8/dd999zbFSIvXn2udq4O8xzEWCBgYGuHjx4jWTLUekHBz2Pr7ne76H06dPAzA8PMwDDzzAB/7hH0ilUrTikZx7gVfhKTqVwHuA96ytMXnyJJ8FvlReztrzvFxtdrA5ZNs7fhc1W+mQ7414qNiqzPr6uvkV5UaMXbickCmXy5HM28eTutjr/GMMyr52EiYhFnY5yWTS2D3iBib2lZyPhAiIwiRlra2tGcVEjiMKgu1CJe2FqEhSjl81sgmAGP2yrri4OCtBw8LCgiEqwWCQkpKSrLiZxcVFFhYWsuKTSkpKiEaj5tqtrKywsLBAIpEwdo142VRWVprrtLKyYsqLx+MAxqYpKiqipKSE+vp6o74kk8ks+zFXx3kkEtlgO4pqJJ4g4vKWK9nVdmK7/bj77ru3ve1OsGfIDVzu7bUDyGxCYjNHMTgkGCwSiWS5ncm8v+dAZFlh+cAGJi69BvLgijtZOp1mZmbGEIdAIEBxcTF1dXXU1dUZV6OFhQUTZ2P7khYWFlJYWGge2mg0ClyWIu0Hd3p6eoOvpZ/4RKNRysvLcyoyWylAq6urLCwskEwmGRoa4syZM1nH8RMgv0vcVuqE9MjkqtNWENVnO0qRkKKxsTE6Oztzlidkdytl6FZWiW4kpGGQXq/dQq74qGuNlZL4qKWlJaampnYcH+XH9VScrrTMwcHh5qOhoYEvfelLAIyOjnL//ffzx1//Op/QmlLgTcB9eIQngkd03g+8f3qax//lX3gI6D5xAlVTk9VB4rdzbCXajqmwExOIi1k6nTadjvKbl5eX5ZniJ1NiW/ld/20C5O9gls5ecRsTTxgpJxKJsLKyYmyoSCTC8vKyIRT5+fmsrq4aG0y+b3Y8jBzTjlmBy+RF2vJg0IvpEVtQbBEhLeLaFQgEKCkpMWRpfn7eeJREo1FKS0vNtZifn2d+fh64TGaEqKRSKRKJBLOzs+Z6iO0mhGd+fp65uTmmp6fNNsXFxZSVldHc3EwwGDQKzNzcHJOTk+a5EluwubmZwsJCtNaMjIxQW1vLwsICExMTjIyMmO0lNKKwsJCamhqKiooIBAIbOs2Xl5eZmJjY4EUjdrJtzxUVFZGXl2dsICFCcv3X19fN5HeLl2mntt52sWfIjR0QZqs19sfAjruxyYv0DNh+mbJOPg7y4ohRY7vNAOaFFRIihq4oIeA9/KWlpUYqTafTLC4uMjw8zOjoKJ2dnYTDYUpKSqiqqjIxOpJUQAjP2NiYOe+8vDwKCwuzHloJcBN/TJv8LC4uMjk5mWWcif+on/jI/82QTqeZn5/nzjvvzEmAZmZmzAfDRi4C5J92KlWK/L0TlWhhYYEXvehF21KKFhcXs2Toreqx0+QKe10lulHYzfio6elpXvSiF5l5IVLXK8mE+HJfz/iol73sZdfr9B0cHK4D6urqeOSRRwD4xje+wU/91E/x5+fP8+dAMR7RuR9P0QF4QWZaOnmSzwGfraig8hWvMDaO3clqw04aIB28kgQAyFJoxFaylRo/qfGTFn9HsqgdQiSkfqIUiYu+fRzxjBFlIRwOk0wmTRseDodZW1szxq/YTDYxEwNZ3Ool7kOIlBxTkiOJvSRkSDxrIpEIZWVlxrVqcXHRXFtRMJRSLC8vm04uWVdVVUU4HGZlZYXZ2VlmZmZMmeXl5dTX1xMMBllcXGR2dpahoSFz3WKxGHV1dRQVFbG+vk4ikSCRSDA8PMzg4KAhRGVlZdTX15Ofn8/i4iJzc3PMzc0Rj8cZHR0112tubo68vDxaWlooKSlhbW3NdJYvLCxkqTzg2Su2/SjeQkIEV1ZWTEiDHd4wMzOzpbuabduIume7qtnuhWVlZRvKuB7Yc+TGJjLy4ojrmSzz+4baAWC23CmTPOSi2kj5Eh8j8/KSih8leA94RUWF2U8IClzuIWhqamJwcJD29nYWFhaYn59namrKnFtBQQElJSWUl5fT0tJCXl6eISry4A4PD+dMYCAPbnl5edYHQeJ/bOIzPz9PPB7PemBDodAGsiP/5ZxLS0s3vS/+ADb7JREClOslEdJ5JQJ0LUqJ3O+rUYm24zZnq0S5Mt3Z9dgJGZLMKU4lunnw+7rvJnLFR22HODn1xsHh2YuXv/zlnDt3jlQqxfvf/34++clP8hdra/wF0II30uyPA01AFHg38O6pKb7+xS/ye0DhffeRX1Bg3nebzIiniG2TSEyuHQecK3uan9DIN862sWzC5HfX9wegS7litwQCnvu8uPzLOhleQ8qT2Gcpxz4faQOlbUylUkbhkeRLEqeilDIKg9bauGPl5eUZYpJMJpmZmTGeN1VVVeTn57O2tsb09LQhLCUlJbS0tBAOh42aL+sk/rm4uJjV1VWmp6cN+RAjvra2lsOHD7O0tMTMzAzT09N0dXUBnq1YWVlpiMn8/DwzMzPMzMzQ399PX18fwWCQWCxGWVkZ+/fvJxqNsrS0ZMhOMpnMSkwl6k5paamJzRb71CY84+PjWUqN2Hli60lsuG0r2SEEtqua/V9Um5WVFeNSLh2DYnfX1tbuwtu1h8iNGHu2j6WoLqurq4bVi9G8srJi1guZsYmNvLi5UgzKy2UzVFFKpMdCpEvwBrOS7YuLi6mvrzcfg0QiQX9/P8PDw/T09Bi/ypaWFgKBgAkim52dZXx83NRBfCpjsRj79u0jPz8/ywdT2P3ExIS5Rn6WXlRURG1tbZaBlk6ncxKfRCJhji8Ih8N0dnbS3Ny8QfWxP4hCRra6d7kywMmUSCRYXV3NSYBypcK23eGuR9ppP0Ql2gnS6fS23eYkCNGf/lHwzDPPGHVwp8kVnEp068F2D3FwcNhbCIVCfPzjH+fjH/84Dz/8MA888AB9ExN8EPg1PBXnp/BUnQDw6sz01MMP8yFg/k1vorK6mrW1NRNHbGcRk2+/P1us7b7qJyT2PFy2f+w4Hruj1985LKqNraokk8kshcWOsRHyJRDlRToFxb1N7AAZtF3iSGyba2FhgeXlZSKRCNXV1SilSCQSzM/PEwwGKS8vN6qRqDAFBQXU19cTDoe5dOkSExMThkxVV1dTUlLC8vIy8Xicnp4eAEpLS2loaKCoqIhEIsHk5KQhFtFo1Azvsba2xtTUFPF4nEuXLgEY75xjx44BnmfA9PQ0o6OjDA8PEwqFqKiooLKykn379qG1NqrQzMyM6fwWdai8vJz9+/fT0dHBS17yEkN2EolElnuaeAaVlpZSUlJiYsDhcqyP2JC54rqls7ugoMC4p+Xn55Ofn2/ij3YCN87NNuHPAiLuZPICSUYQyX5m+3PKy2fH19gqkJTnT0CglGJlZcUEqxUWFgJeHIyUJ0FlIk2Ojo6a3pKysjKqq6sZHh6moaGBRCLBwMCAuemSt7y2tpb8/HwTtDU/P8/Y2BjDw8OmjsXFxRQXF1NSUkJDQ4ORhG2Wvri4uIGl5+fnZxGewsJCysvLNzx06XQ6yy9zaWmJQCDAzMxMlqscXM4q4nd3k0wjNrZLgCT+Idc0Pz/P5OTkhkA2u2z/tLi4mCWL7yauVSWyyc/Q0BDNzc1Z68R1cbsq0U6UIhdL5ODg4LD7uO+++7jvvvs4deoUP/RDP0R3dzdfA74GtAE/C7wLz4XtDuCvgXN/93d8CFi/7z4qqqqyvE3s4HlbbRFiYRMhyHbvh8vjydhKj3QcC6ER5UPIjMTK2NnHbMIjyQHsDhtpY9LptCFoUk9RccStTuYXFhYIhUKUlpailGJubo50Ok1RURFlZWWkUinjiSLuY2tra0xOTpJKpYhGo+zbt49QKMT09LRxF1tfX+fgwYMopYjH44yMjDA0NGQ6pouKipiZmWFiYoLOzk6UUlRWVprYl+npaSYmJujt7aW3t5fS0lJqamo4fvw4yWSSyclJ4vE43d3ddHd3E4vFqKmp4dChQyilmJmZYXJyksnJSTN0gtiJbW1tBINB4xrmV4e6uro4dOgQ5eXlNDc3mw5/ybwrpEfIkd1RLqSnsrLS3BettYk5FZtPYoBy2Vti50j8jcTg5HJPEzu6pKTker9G3jO1K6XeJNhBbeKXKaqNne9cgpj8JEdujJ18wFaB5ANhJyOQsiRH+vz8PFprCgoKKC8vNwFbiUQC8ILA6urqTGa2mZkZ4vE4w8PDTE1NUVZWRmNjowk2m52dNf6XAEVFRcRiMerr6zl8+DCpVMo8sPPz8wwODmZl2CgpKTGEp6amJoul24RnYWGBqampDQkMhOz4/wv6+vp44QtfaORcP/mZmpoy2UUEdkYOP/nZrIfaTjRgD2Dpx2YEaGVlZcML2dXVxbe//W1T9pXc4G6GgS8fdzv2qaqqitbW1k33kUD47ShFV1KJBDshQzI5tcHBwcFh57jrrrvo6uri/PnzvOpVr2JkZIQevEQD/x14APhPeMkHjgCfw1Nyfgmo/JEfobyiwtg6QJZ7mnyXhdj43c1sO8qexP4RkiGERpbn5eWZ5AACm8zYqlKuY8k2a2trxi6TxEbSBkqccjgcpqKignQ6bQL2RZER4hGJREy8y8TEBIODgxQUFJhA/bGxMePqVVNTw+23387CwgLf/e53uXDhAnl5edTV1dHc3EwikWB0dJRLly4RDAapqqri0KFDBAIBxsbGGBsbIx6PE4lEqK2tpaOjA6WUGcPw0qVLdHZ2UllZSX19Pfv27WNlZcWsv3jxIp2dnZSXl5v9Ozo6jCIUj8eZmpoiEAhQUVFBdXU1NTU11NXVobU2SQnOnj1rSFU4HKasrMwoO/X19dTX1wOenSR249zcXFZHeV5eXpa6U1xcnDOWWTqcV1ZWTLiBnU1NOp2vlD3NZUu7AkRtkRdIXhL7RRYSIy+XLJOXSV5EO3hOFBRbihUfV1t6lRibwsJCU5eZmRmTnaS2tpZAIMDS0pJRbiQep6CggIGBAfLz840sqZSitLSUiooK9u/fnxVsJj0JcrzS0lJisRgtLS2EQiEWFhayCI8EkCnlpaO2CY+t0MiHw1Z6JicnTcAaXB51WMjO8vKy+WAVFRWZEYltSJpAP/GZnJzckHJacrD7iY8kYdjOcxAOh3PWQyAvXjwe5+DBg1kkSGKicqkf2yFAzwaD3o5X2i6kx2o7bnOSLU+CN7eqh012+vr6uHTp0pbkyKlEDg4ODh4OHz7MQw89RGlpKW9961sZGhpiDvgt4A+A9wK/ANTiKTlfAb7x2c/yn5XixAMPGKNU3KL96Z3t//4YGTsW2VZtxA1N7J/V1VXjESMdxOIiZ6d8FmJlq0Fi9Irdtra2ZtQZ8QwpLS01WWTz8vKorKw0rl6hUIiamhq01sTjcdLpNBUVFdTW1pqO4VAoZILxZcgNWbZv3z6mpqYYGxtjZGTEdC4fPXqUkZER+vv7GRgYoLq6msOHD5NOpxkdHTXDd5SWltLU1ERLS4tJ9jQwMEB/fz8VFRU0NTWxb98+FhYWGBsbY3x8nHg8btzg6uvraW5uZn5+nvHxcSYmJpicnCQvL4/a2lrq6upob29n//79JswgHo8Tj8cNyaqurqasrIzS0lIOHDjAi1/8YqPqiIoEmNjr8vJySkpKqKiooKKiAsDYsOLKZmdmE3VHOrZlkrEPhQxtBbEv/NnTxA7eDewZcgOXM4SsrKwQjUbNSydZMsQVS3oYpNdB/EJlvUiw9gdAfsXNzR57BjDp/8RAlkwY4hcqbluFhYU0NDSYFH/j4+Osr6+bh7W9vZ1QKGSCycS/My8vzwSkdXR0mFgUicURn0oZnCkWi9HW1mbOX1IJinohhCUQCBiiI7/+AK9kMrlB5ZmdnSWdTnPp0iW++c1vEo1GN8TzyENru8z5IcTHTmW9tLS0IRWh9ORsRnx2YhCLMS1pGXNBAhRzTcvLy8zOzm46uq8/9fWzkQD5IS4LfpXoSpAGaTtKkRDKrVQiO45tJ0rRs/GaOjg4OFwP3HPPPQwODvLwww/zEz/xE8zNzbEIfBT4BJ6i84tAKfBy4Dta89DHP87v19Tw+vvvz1JfAKOmiOoiqo78tzPN2vE2Qm7ETV86hqVssbtyuZmJOmMnMrDd2gKBgNl/dXXVpCpOJBKEQiFDaiYnJ40qs7q6ytjYGOFwmMbGRgBGRkaYmpqiqqqKw4cPMzk5ycDAAMFg0CgxY2NjJhtZXV0dx48fZ2ZmhsHBQXp7e+nr62Pfvn20t7ebbLbj4+OGsOzfv5+xsTGGhoZ4+umnKSgooLGxkSNHjpBKpRgZGWFkZITTp09TVFREY2MjbW1ttLW1GVe37u5uent7qaqqoqmpyZAYib0ZHBxkYGCAsrIy6urqqKyspLS0lPb2dmZnZw3RkfOvqqoyrnrV1dVUV1cb0iJER8qUxARCdiRpQFFR0QZ1J5FIsLCwsCFTbygU2mCHya/f1d+2L24U9gy5kV4BUW9EgZHeByE9BQUFJke6pLuTl09IjryIkN2bIb0Nsp/tkpZMJllaWiIcDhOLxVBKGUkuLy/PuIQtLi4a1UUe+ry8PLq7u01qP1FtampqOHDggAnsmp6eNkH94lfa1NTEbbfdxtLSErOzsyQSiaz0gPn5+cRiMVNeS0sLgMmOJoTHzrYmhr9NesrKyrJS9kl6xfHxcdMzkSuBgT+WR9IM2ttsRnzW1tZyjuGTa/CpzdJYX607mbyItgueH1sNhrqyskIikcg5GKoEVW413SqB/ztRieLxOC9+8YvRWm97XCJRicTnejOIP+9O3Obs4FgHBweHZzskJufBBx/kYx/7GOl0miXgN/FIzn8FfhpvvJx3AT8wPs6v/s7v8PRrXsPzTpxAKWXcycT7xHbBt704xBXftqck8F/c/FdXVyksLCSZTJpEAeJeJhnJ7OQFthIkx5b6SIevKAFzc3NoramoqGB9fZ3JyUny8/NpbGxkfn6ekZERCgsLaW1tNbHKkUjExKMODw8Tj8epra3ljjvuMK5Xo6OjRm0ZGhpiZGSE0dFR6uvrOX78OH19faRSKZ555hmKiopobW2lubnZeMycPn3aZE27++67mZycZHBwkM7OTnp7e41a09zczPj4OENDQ1y4cIGenh4aGhpoaGigpqaGxcVFRkZGjKIj9pwoKkLcRkdHOXfuHOFwmNraWurr6409duDAAaPOjI+P093dzXe+8x1DboqLiw1p2bdvn/EoEntSYm8kjKK8vJxYLGbuoa3uACbhkUybJZsCjKrjj72RDHwy2eVfT+wpciM9CZJmsKCgIIvQyAsnpER6GCQ1nZ1IwDZ67F4HpVTWwJ/iyiVGumTm0FqbRALr6+tMTEygtTaERgLg+vv7AVhaWqK+vt7kWJ+amqK7uxvwVKHKykpuv/12lFLMzs6aALjBwcGs9IBtbW2mDFF2RHYF74ETZUfSA0K2LCmEJ1c6aiE8RUVFRKNRYrFYVvyHxHGIyrO4uMjY2FgWGSkoKNig8uRSX2yFxQ/JkuInPrOzs1nHkrSTucjPtULGB5LBVHNhKwIkYyDlIkChUGhT4rOysmJcDG5FSNIOGVNgu7BVoispRXKNcl1bux7bHZdIfIqdSuTg4HCz8ZGPfIRf+ZVf4dWvfjVPPPEEANPAg8D/Bj4G3Iun5HwM+O7XvsZPfO1rfO/P/zwlJSVZ7mVCcsQrRSAkxI49FlIkCQPEI0aIkayTNM72QJr+ISaEMIlak0qlKC0tNcHysViMQCDA1NQUkUjEJFwaGhoydsfY2Bi9vb1UVFRw8OBB43ZWXFzMoUOHmJubY2hoiImJCZqamjh+/DgDAwP09fUxPDxMS0sLJ06cYHBw0BCfVCrFXXfdxdTUFH19fZw9e5aSkhJaW1u55557jOpz5swZSktLaWtr4/jx48ae6+3tZWhoiKamJhoaGqirq8tShQYHB826AwcO0NrayujoqBkQvbCwkMbGRmpqamhubmbfvn3MzMyYbQYHB6moqKChoYHy8nIqKyuprKxkfX2dkZERiouLzXYFBQXU1NRQXV1tstjK9oAZ8F1UGTskQshOYWGhsc2k8z4Wi2U9j3aW3ZWVFRN7I5OMG5RrAGwXc3MF+CVT/2Ceot6Iq5pkSRO1R/xJ7bLsNIlSnhhmkiVNAu8BMyBUaWmp6YWYm5sjFAqZfOrz8/MMDQ2hlDJkRGvN008/bdIIFhcXU1NTY8a9mZqaMnJiXl6ekUZvu+02E0hms/D8/HwTSNbR0WH8V2dnZ426IwqLPKwSt1NXV2dkyfX19Sx1J1c66uHhYcbGxigpKTFj35SWlmaNfSMZN2y3NiFw8qAHg8Esf04hPuFw7sEYpTcg1xg7uQYvlZfY7v0/e/asiXnyE5/rNWrudgiQBE1uNi0sLGQlZbh48aJ5xnKlv7bnb1UClAtXG0u03XGJtlKJ5JoDpldrJ0rRXroPDg4ONx+xWIyTJ0/yxS9+kXe+850m7rcbL23064HfAw4CdwKPA7/7u7/L3xw9yhvuu88MZGmnZBaIJ4vEYQoZkdga8VYpLCxkZWXF/EajUePyLyrNZsRGvo9LS0tm3LpEIkF+fj4VFRXMzMwQCASoq6tjYWGB4eFhysrKjIqSSCRobGwkFAoxODjIzMwMzc3N1NXV0dfXx9NPP01NTQ3Pe97zGBoaor+/n9HRUdrb22lqaqKnp4fOzk6KiorMst7eXr797W9z8uRJWltbOXHiBOPj4/T19fHUU0+ZGOi6ujqTkOC73/2uScV89OhR5ubm6Ovro6enh6GhIfbt22fUlvn5efr6+gzJaWxspLGx0ZCdeDzO4OAgFy9epK+vj6amJurr6w3RWF1dNUrTmTNniEajNDQ0mCE9YrEYt99+u3Hfm5iYoK+vj76+PjNWTXV1tYnFKigoMGpSOp0mkUgYVaenp4eenh6CwWBWgoGSkpIN7Zm4FG5l59jPlh13s5OB13eCPdPiSo+C9LIWFhayvLxsfkXNEfIDmIwf0oNhu6UBWb6nNrGRmAFxH5Kg+qKiIkKhkMlAFY1Gqa6uNpJqOp02g3ZqrZmcnGR6eppgMEh+fj4dHR2sra2ZNIFwOR/6/v37DSEQt7NAIGCYe3NzM+l02hAdOz1gcXEx5eXlxndTKWVUDlF3JOmAkBMhPPJfIBkwhPDMzMxw4cIFs6+djrqkpMT4XkoudDvN4Pr6OktLS1mEx5/AQNJr2yrPVlnVZJ9IJLKhd0FIlpCd3t5ekxJ6cnIy6wMcDAY3Hbx0M8J1tbDVpc2QTqfNWEDj4+Ps379/w2Coq6urG/bLRYByDYa6V2GrRDuBDDgmxGd8fJyDBw/mJEcrKytmfqt6XM24RE4lcnBw2Ao/8AM/wBve8Abuvfde/umf/sks/yrwz8AvA78EhIH/DPyHs2f5sbNneemDD5o4FumZtxMO2C5k8ivqjQyrIR4yyWQyS82xx8fxZ5lNpVLGhW1lZcWMIbO0tERFRYWJ76iurmZ5eZnR0VHjsjUyMsLc3BzNzc0sLS0xODhINBqlo6ODeDxOb28vhYWFJtPY4OAgU1NTtLe309jYSGdnJ+fOnTMdvwsLC3R3d3P69Gmqq6tpb2+nvb2dSCTChQsXGBkZ4eDBg9x9992GIJ08eZKGhgZaWlqora1leHiY/v5+nnjiCerq6mhtbeXYsWMkEgn6+vro6upicHCQ/fv3U11dzdGjR5mfnzcDcwoBErWmpqaGmZkZs+/AwIAhOZFIxLjJxeNxhoaGjDtcbW2tsQHC4TB1dXXU1dWRTCaZmJhgYmLCEBbx2qmurjZto6Sclk731dVVZmdnTdxNf3+/sZGi0ahxd/PHWF8JQnh32+7YM+RGfD2F4EgsjZAXO8/76uqq6WGQl1n2ExJjZ/eAy+qNnaZQentlsMjl5WVSqZTJYCap/kS5CQaDzM7OGlcykQqXlpZ4/PHHuXjxIpFIxAz+tLCwsIHoVFdX09raysrKismFLlktJLuauKaJqiMvSl9fnxlbR5Sduro6ABMjIoRHVCAZHEtIjgwyKiRldHSUEydOZBGerdJRFxcXm3iSYDCYM94mmUxuUHnsMkXK9sfzXOnlsklWWVkZ9fX1HD16FPCIT67BSyXbnL/nKVcaa0kqsRuQsQMkhqqpqWnDNv7BUMWVyiZAyWQy52Co2yFAz6X4FPEHlmdK0q9vBVsl8itDfpVICNF2Yom2qwzZA/AB18X10sHB4dmP/Px8vv71r/OFL3yB+++/3yQ6SgIfBB4G/hR4AZ6S8xjw6x/5CF8+cYK33Hef6dwVRUVcxiTjmSRlkk5b8SSwyQ9cTi8t5fiTFEgMsp3eeW5uzsTHTk1NGbf38fFx48Y/OjrK3NwcTU1NzM7O0tPTQ1lZGR0dHfT39/PMM8/Q2NjIbbfdRnd3N2fOnKGxsZHjx4/T2dnJhQsXKCsr4/DhNCBQuwAAIABJREFUwyZR08mTJ2lpaeH5z38+Q0NDDAwMMD09zcrKCsePH2d8fJyuri5OnTqVRWbEpW1iYoL9+/fT1NREbW2tGYx9YmKClpYWGhoauOOOO5idnaWrq4tz584xPDxMe3s7xcXFJvV0b28vPT09DA8P09raSk1NjbHRZmdn6e/vp7u725AcSUglRGhubo7h4WGGh4e5cOECLS0tNDY2UlZWZrIAi0K0vLxsiE5nZyddXV1mDJ3Kysos+0Vs0ZqaGsDr8LPDFvwx1uJm7k8uIPbxjY4j3jPkRqRTkUpt1cav3sjotBLYJC+cvIiyzJ/tQdzcAoEAKysrxpVKspFFIhGKi4sN8ZARcu2Ym/LycqqqqlhZWWF8fNwoPlVVVRw8eDDLBa24uJja2loOHDhgsmN0dXXR1dVlBqU6fvy4kSAnJycNM49Go2aE25aWFlKpVFYgmSg10WjUEJ3KykrzICeTySxlR1zmZNAl8bvUWhtXMsmylk6nd5SO2vbpBE+FExlWIANR2YTHdpMD7+XyJy/wJzDYDHZSAj9sf1Kb+OQKpJMXPBfx2e2XW6ntDYZqEyD/lEgkzCjQNiRD4GbkRz5gzyUC5Mf1Uom2cqHbjkokeNnLXna1p+Lg4HAL4gd/8Ad53etex0tf+lLOnDljlp8FXog3Ns6H8BIO/DrwupMn+dGTJ/mJD3/YeERInI24pkmWWNsdXwYUl+EgcrmniQ3lb9sl3bMMCh6LxczQAtXV1WY8l8bGRpMJVkhNX18ftbW17N+/n76+PhYWFjhw4ICJxZmZmeHIkSMmkH9mZoZDhw4xPz9Pd3c3p06dor29nRe84AV0dXXR09PD5OQkhw4doqamhosXLzI0NMRTTz1lFBtxL4vH43R0dHDw4EHq6+u5dOkS58+fZ2xsjIMHD9Le3k59fb2x0WR5LBbjrrvuMvFBp06dora2lra2NoqKijh69Cizs7N0d3dz4cIFhoaGaGtrM8H9sVjMKCc9PT3Gna2hoYFQKGS8ZOxrcubMGeNyVltba0iLjPPT3NzMwsKCIToXLlxAKUUsFqOqqoqKiooNdkQwGNyQWMqOsV5YWDCd5GLv+ve3O+KkA/HAgQPX9yXIYM+QG+ltENVG0j1LALYd+Ca9FHbWDzEWxO3MziJix4VIL4Zk4ZJkAiUlJaytrTEzM2PGr1lbW2NiYsKoNIFAwLiN5efn09TUhFKKyclJxsbG6Orqorq6miNHjphMGTICrow4W1BQYFzT5CWSB/LYsWPG3W1qasoElUnWi8rKStrb203WNiE6/rF1hFhIDnXwyKOt7Iik+vTTT1NbW5vlxiY+mnYigJ2mo/b7YSqlDFmROoH3cvlVntHR0Q0JDPwqz078PLfyJ5UPtH8Mn5mZmay0ieB92DcbvPRG9WpslwBtNhiquCXmGp3YLjvXJKrRc5kA5YJfJdoOcqlE8l2TyV1nB4fnHkpKSnjqqad48MEH+ehHP2rslzTwEeBreIN+3ga8CHgS+PFf/mUiP/zD3HPPPVnxN5IdDTDuZJIpVjqJJSGA/BYUFJikS/ZgnTLweX5+PisrK6YjcHZ2llgsxurqKhMTE9TU1JgMrg0NDSwuLtLf309dXR0lJSUMDg5SWFjIoUOH6O/v59y5cyYG+dKlS5w+fZr29naOHTvGhQsXePLJJ038zMWLF7l48aLpTK6qquLSpUs88cQT7N+/n2PHjnHu3Dnm5+fNsoMHD1JbW8vFixc5c+YMdXV17N+/nzvvvJORkRF6e3tNjE5jYyPHjh0z9tmTTz5JQ0MDra2t1NXVUVVVRX9/vyFLra2tNDQ0EIvFOH78OPF4nJ6eHs6cOUN5eTnt7e1Eo1FKS0s5duzYhqQFosjImEO1tbXcc889TE5OMjQ0RFdXF729vdTU1NDQ0JCV/VXcytra2sy4NvF4nEuXLpnnqKKigvLycoqKinK2J7lirCHbE8ZOLLC2tpY11o1/gPfriT1DbiTloJ00QJQYuDxGjfiJ2vnY7VF8/RlDJLGA+Irag1RJXneAubk5wmFvRNhkMsnU1BR5eXlUV1eTSqWMfFdZWUk0GjUEIRAIUFNTQ2NjI7W1tYyPjzM2NkZhYSF1dXUUFRUxNTXF+Pi4GbSqurqaAwcOEA6HTa7zzs5OOjs7icViVFdXm9FzJdGAECjxq6ysrKS6uprGxkYTSCbES9QfGVtH4nVsd7RUKmV8SrXWDAwMGIOqqKgoKyObuM/41ZidpqPO1SMeCoU2ZO+QF8s/No+oR+AZlJ2dnbS2tmYlMdipW5kklMiVMnp9fT0n8fHniwdPAt6M+NzouAuRsvPy8nKm6BbslACdP3/exGFdyQ3OGeZb42pVIgcHh+cGPvKRj3Dvvfdy7733Mj8/b5afAZ4P/A7ws3gZ1f4G+Mhf/iWfPHWK9/3Mz5htJaGAuPyLl4uoNJJ0QEIApHPZjmO2XdZkSA475iYWizE7O2u8SMbHx4nFYhQUFDA0NERFRQX19fUmE9ihQ4fo6enhwoULHDx4kLm5OQYHBykpKeHYsWP09vZy6dIlqqurOX78ON3d3fT09JBIJDhy5AhjY2P09PQwNzfH4cOHOXHiBJcuXaKzs5Pp6WlKS0s5ceIEFy5c4NKlS0xPT9PR0cFdd91FX18fg4ODTE9Pc+jQIRoaGqisrKSzs5Pu7m6jAlVVVVFWVmZc2GR5WVkZ+/fvp76+3riFjY+P09HRYQL+KysrGRkZoa+vj5MnT9LY2Ehzc7PpRJeYHUlMYGdmA88mkXgasatkkNJYLGbqbLex0hnd1tZmYpAnJyfp7e2lt7d3gy14pYRLW3nC3CjsGXIjsTWiqgjBsQf0FLc08fm0SYv0LEsPuh3fAZd9SYPBYNaAUysrKybFM8DMzIxRSoTUyCi6gBldVlIZSlzO0NAQhw8fpr29nXQ6bfw9A4EAlZWVHDp0CIDx8XEj1Uqav9tvv510Ok08HmdiYsK8qKLotLe3c+jQIZMWWpQd8B7qyspKkwVEAtXtEW7tsXXk4Zb4HhkAS/wxJSPb8PAwg4ODZj87I5sYZPLwX0s66lyGv/1i+RMY2Dnaz549awbUEkQikQ0qTzQavSpjOxgMmt4RP4T4+AcvnZyc3JC+2D946dzcHEtLS+Tn59/UgHMxrnOdn8AmQCMjI+zbt8/My+Bitsom2A4BcsH2Dg4ODpvj5S9/OQMDA5w4cYKuri6zfAV4v1L8s9Z8BojhpZF+QWcnb/u5n+MXP/YxE28jnbqBQMBkmZXESYWFhcbWEqIjCZiArGVia0kHs3RiJRIJKisrmZmZIZVKUV9fz+joKEVFRTQ1NTE0NEQ0GuXAgQP09PTQ3d1NR0cHAwMDnD9/npaWFo4cOcLFixc5e/Yst912G7FYjN7eXhYXF7n99tuJxWImfub222/n+PHjnD9/nqeeeoq2tjaOHj3K8PAw3d3dXLp0iZe85CUcO3aMoaEhenp6eOKJJzh06BBtbW1UVlZy4cIFnnrqKZqbm2lpaeH222833jei+NTX19Pe3k5NTY05VkNDg4mJPnbsmIl9OXXqlBl7R1zyqqurTVa18fFx2traqKmpMUmi/JnZBgcHicfjJnwCMGRw//79jI6OMjIywjPPPGMGQa2rq9tAVKSztrm5mWQyaeK2bVuwsLAwK4PadrKk3WjsGXJjDzIlwUuS/cwOkhODSFJDCxkSGVXWycNhKz+ASVQAmBSGkmoZvKB+rTVTU1OEw2Gj3IyNjREMBqmqqiIUChGPx01vRXNzM729vSSTSS5evEheXh719fU0NzebB2piYoKCggLq6upoaWkx8R6SKEAG6Tx+/LiRd22iU1ZWRlVVFc3NzbS3t2exc1FqCgoKjPtaTU0NtbW1aK1N9hLJ1W6PcBuPx1laWjK9LuKPmU6nDdlJJBJmACzAJFwQwiOyt6g+9ii54nYmhCdXOmqb8BQUFGxKRPzuct3d3bz4xS82hrat8kxPTxuCK0TWn7XtWtJFb0V8UqlUzjF8JiYmSKVS9Pb28vjjj5sECbkUn1zjBt0M2ASooqIia0wkgQzWmWuSrH65YkzC4fCG1NeOADk4ODhcRiwW4+LFi7zxjW/kq1/9ata6v1eKu7Tmi8DzgJcBj2vNm97/fr73wQdpbW01qowYsEJQpJNYOnmj0WhWpln5td37bdVneXmZcDhMNBplcnKSqqoqE6Te1NTE8PAwyWSStrY2+vr6GBgYoKOjg97eXs6dO0dHRwfRaJS+vj6qqqq44447OHfunImXOXr0KOfOnePUqVMcOXKEO++8k2eeeYYnn3ySgwcPctddd3HhwgW6u7uZn5+no6ODkpISvvvd73L69Gna2tpoamqirKyMc+fOcebMGVpbW9m3bx933XUXXV1d9Pf3Mzs7y+HDh6mtraWsrMwoPjMzM3R0dFBcXMzzn/98E7szPT3N4cOHTYKosrIyenp6GBgYIB6Pc/DgQaOOdHR0GJVHsrcdOHDAeFSIWjU3N0dvby8j/5+9N49xvL/rPN8+y65y+b7PsuvwUXdVdz9JSAITBbJkhz+QViAQbGZABGZFdmBgdwUMS7IMROyGYSQgmgTQSoDYwKyQUGaDQsK10bOap4+6L7t8lI9y+arLrrJdPvePms/n+dlV1U/383Q/R+OP1Oq72t1tl7/v7/v9eb2zWbzxxhtMV6NzrEwmg9vthsvlwvHxMQ4PD5FIJJBMJmE0GmGz2bh8XjgUdROeBU9PT2+UxVPSRrjv/HYvhV/UvDLihgQK7dgIX3BC90aIL6TbA2E+tL/MkxafOp0OYxDpoKVUKnmhamRkBGKxGOVymRHN5NwQlq/VavHB3GKxQKlUsrgolUr46Ec/iuHhYRSLRRwcHEAkEsFkMmF6ehqNRgNHR0eIx+NcWuV0OuH3+7mdNhKJIBqNwmAwcAFUtVrl6Fo4HEYkEmE6hsPhgMfjwdXVFTs6JEIoRmY0GqHX6zE6OgqPx3Oj4TabzeLhw4c93To6ne5GXIwgA+TskPtE/45CZ0e4D3Nb7KwfR03lU/Trb8NRv9VzZ2hoqCcyR7s0QsFzG8Cg3+Wh58E7GeHfoX+azSZb4kLhc35+3uOACN2rfvHzfot9SaVSSKXSW6N9NE8rQ6UlxtsKO2Uy2Vs6QO82xWUwgxnMYN7NEYvF+MY3voFf+ZVfwRe/+MWevbwDsRgf6XTwuwB+EoADwHcA/Pdf+hJSP/RD+MQnPgEAXIjebrf5TCUSiW4UptMZii4HhSkYQkbTmYmSLxqNBsViEXq9HvV6naNW1CXj9Xq5/2VqagqHh4fY3d3FxMQExsfHEY/HUa/XMTc3x0KARMjW1hY2NzcxOTmJ5eVl7OzsYG9vD7VaDaFQiMs1yeWZnJyE0WhELBbDxcUFR9LC4TDH2QKBAPx+P3Q6HcLhMB4/foxQKAS9Xt/j+FQqFYRCIajVakxMTLDrs7q6CrfbjbGxMchkMvj9fgYaCB0eIsouLi4in88jHo/jyZMnsNls8Pl8fNGuVqsxPz+PWCyGkZERxGIxpNNp7tgRUn9pvaBareLw8PDG5bnVar31zESOEZ1LCPJEqOhKpdJzKUw7uHTZKpfLe2iflIR6Wa7PKyNuyPakFxa9iITxtH5amrDzhghpQmFDX8jxIadHIpFwdpR2Lqhhl1yBk5MTdm5ImJDI6XQ6TJMwmUywWCzY29tDKpXiHZyZmRmcn5/j6OgIhUIBKpUKDocD4+PjKBQKyOVyTGSz2WyYnZ3lPo58Po9isch/PpE5iFompGMIwQF2ux3tdpv3dGjXRywWQ6vVcnxNuHtD/R8nJycoFAo3unVIGBFlTa1Ww+128y0AOTvCWwCFQsFCh7K3wqFDKT0GepG9HRz1055Pt+3SNJvNHpfn8vIS2Wy258ZKqVTecHlelKAgIhyR6YTTaDRuLS89OzvrET7CXp3bykvfT8KH5lnKUGlBsR+BTV/K5fKtAkgqlb6lABrMYAYzmA/6/MZv/AaCwSB+4id+gsEAAHAlFuOnAax3OvgdAMO4xkf/27/4C/xBNIqf/pmf4bLpoaEhjnjT3g0R1OicRRfGFOen3WWJRMLCiH5/o9FAtVqFyWRCsViEwWCAVCpFMpmEx+PhC+DJyUnGHfv9fgwNDSEajTICemdnB1tbW5idnUUqlUIqlUKj0cDi4iJ2d3cRiURQr9cxPz+PSCSCZDKJWq2GQCCA0dFR7OzsYGVlBfV6HdPT00ilUojH46jVapiZmWGREovFsLKygpmZGZjNZoyOjmJ7e5udHY/HA5fLBY1Gg52dHayurrILpNVqce/ePcRiMSSTSaa7UcXD/fv3exyeQCAAjUYDkUgEq9UKo9HIQIJSqcSgAnrPHhkZYfz0gaAnh8pNhRevFPUbHx/n85fw8txiscBgMNx5WSuEPFGlSKfTQbVaxcXFBZ8/6vU6jo+P74QHvPbaay/q6d0zr4y4IbFC9imVGVH+kzpqhC80Ib2j0Wj04KDpySJs2aWPQ7cVQmIalU3S4p7QuSEBUq/Xkc1mIZPJuBE2l8sxbMDv97MTcXR0BL1ej0AggGaziUwmg3A4DKlUCpvNhoWFBVSrVV48Ozg4gF6vh91uh8/nw+npKfL5PJPQhoeHYbFY+OcrlQo7OoReJKFjMBhgMpnQ7Xa586ZUKjFFg7puCBdot9tht9vR7Xa5W+fk5IQfF3XrkKtDkSm6BaBS08vLSyay0eMHrq1RIaCgX3AIX2TPgqMGrj8JpNNpZLPZW3HUd41MJrsTYCB0eW4DGAjdHfr2i+zFIQhAP7kEQE95qVD4nJyc9Cz9k/C5rbz0ncTw3o2h4tW3KkO9ywG6urrCxcXFrZ+Et7a2oNPpetDX/QLoZXUcDWYwgxnMi5of+7Efg8vlwqc//WlUq9U349cSCb4sEmG/3cafA1DjGhvtW1nBL//SL+F/+83f5DMTvReQmKH3QKVSiVqt1oOCbrfbDBigC+RqtYrR0VFUKhWMjo5yYaTFYkE+n+fESDKZhNfrZYqX3+/H0dERwuEwC5xMJoN2u425uTlsbW1hbW0Nc3NzGBoawsHBAZrNJoLBIEe/rq6uONIWi8VQr9cxOzuLpaUlbGxsIB6Po1gswu12Y3h4GLu7u7yr43Q6oVKpWAhNT09Dp9NhcXER4XAYiUQCFxcXCAQCUKvVuHfvHsLhcE/0TSqV3nB9gsEgC4m7HB66YB8fH4fVasX+/j4ikQiOjo4wNTXVk/TQarVYWFhgkbO/v49UKgW3231D5NCFusViQbVaRS6X48tzqVTKawq3xdb6RywW3xm37yd8EjHtZZ0rXpl3Y3JYKAcqhAnQi03o5ghtVKJ8CIUN3TgAby7FCZ0eIRKRum7Oz8+hUqkgkUjYuaFOm6OjIyiVSjidTi6llMlkcDqd6Ha7WFlZQTgchlarhd/vR61Ww+HhIba2tqBSqeB2uyGTyZDL5RjxbDAY4HK5MDU1xYJoa2uLc5JerxdTU1MoFovMWE8kEtBqtbBarfB4PBgfH0e5XGZHp1QqsdAxm80wGAzQarUYHx/H5eUlCx36WLu7uxgfH+dfR1hAr9fLaGza1xF265DQ0Wq1LBjpRUHUj2q12tO1QyJQJpP1ODu3CROhU0TTj6Mul8ss2AhHLYyzPSsuWhgBM5lM/ONCgAEJH9qboVEoFDdcnqftDb3doQO4UJQB18/t24QP7WQJWfUkHm7r8PmgULuErtVd0+l0bnQBUfM1wTbo8kQ4hHN+qzLUwQxmMIN5L+e7v/u7sbKygo985CMcJaLd5G9JJPhwu42vA/AB+AkApuNj/PjP/iy+9OUvAwCTYqn3hhx1OlsRnElIS6MOQcJLVyoVaDQanJ+fQ6vVMknUarUil8sxhjiRSMDn86FUKnEsTSwWs4Pj8XiQTCbR6XSwsLCAjY0NrK6uYm5uDnK5HPv7+9jY2GDBQ/vNMzMzUCgU2N3dxerqKubn57G0tIRHjx5he3ubCzoXFxdZNE1PT0Ov12NpaQmbm5vY2NjA1NQUbDYbQqEQRkdHEY/HsbKygtnZWSgUCnaBhNE3AimR67O5uQmXywWfz8d9M/fv3+fyzuPjYwSDQRYNIyMjWFhYQD6f5/4eSt4Ih0QOFbmTyPF4PLBarTdcmeHhYfh8Pni9Xj5z0flRLpdzaker1T53/P7dJny+MuKGsp7ksNANQX8sTWifkmNDwgYAOzt000CHTHpREink6uqK/6MuLy95oery8hKdTgd6vR7NZhPFYpGzjJVKBZlMBiqVCh6PB5VKBclkkulqXq8X2WwWu7u7UKlUmJiYQLvdRiaTwe7uLoaGhnhPhiJgwrKm+/fvc5SNFv91Oh1sNhvm5+fRaDQYNb23twexWMyxOJ/Px7xzIrqR0CEnx2AwwO12w+12M+6altwymQykUmnPng7F4oiGRnSs09NT/j1isRgajYadHaHipxgSwQVot4T2dkqlEoA3WeskrkZHR28VB/046mw2i9dee61H8AjBB8+Ko75rbuv7AcAOgVD03AYw6N/neRk3HAQloJ0p4QhZ9ULxQy6YUPhQ2/RtwueD5miIxWL+N6Gx2+2Ynp7m799WhiqMw52ennKvT//HfhYB9H6MBg5mMIN5dcbv92NzcxP37t3jSDhd4u6LxfhYp4Ovt9tYAvADAP6fZhM/8FM/hd/66lchk8m4GF0ikTBUiOL6tJsj7AnsdrvodDoQiUTs/pTLZWg0GpydnUGn0/F7IaGf6SwRj8cxPj4OkUiESCSCQCAAkUjEYsfr9SKRSKDb7WJxcREbGxvY2NjA/Pw8pqensb29jfX1dczPz2NoaIjJarOzs5ifn2dBND8/j/HxcZhMJsRiMbRaLXi9XnZ1Njc3EQwGYTabsbi4iJ2dHYTDYdRqNXi9XrhcLqhUKgYXzM7OYnR0FG63m6NvBDjQ6/VQKpWMq06n04yrVigUkEgkmJqagtFoRDgc5r4ep9PJ7w8UHSPk9N7eHpaWlpiqRkOwp9PTU0ZlC0VO//uNSCTi3zM5OclgK9qVpkJPvV5/a+Hn+2E+WKeOpwyJDaEro1AoGARAtDRh2Sft0lATL/1YfzyNnBz6NhHTKF9IlJByucxRI6FzQ8WSo6OjcDqdOD4+RjKZZIeDFtWptEoikbDIGR4ehsvlglQqRTabRTwe50KrhYUF5pgLy5p8Pl+Pm7OzswOZTMaxNI/Hg3K5zJG4fD4PuVzO1iQt6RG5hMQOCR2z2Qy9Xg+bzQav14vv+q7vwunpKSOmC4UC3z5QfI0cipGREbhcLnQ6HY6fPa1bR3igpwMzRc/IyiZ3h7DREomEHSStVss7P7fNy8JRP23oEGswGPjH6LnUL3iEfThyuRwjIyPIZrPchfQiAAZ3zdNY9d1u99YOH6L4CYfK2tLpNJLJZI/w+aAu8z9rGWq/ABJ+OT8/x9XV1a0C6GkobIVCMRBAgxnMYN7x2O12bG5uYmFhAZlMpgfdXBSL8UkAf9Fu45MAvgvXoIFPfvaz+JXf/V2o1Wq+HB4aGkK1WoVSqWR6LKGf6awk3MEBwJGkSqUCrVaL09NTGI1GlMtlHB8fw+Fw4PDwEDabDQaDAbFYDFNTUwCAvb09TE9PQywWIxKJIBgMYnx8HLFYDAAwPz+PtbU1FjQzMzPY2tri74tEIuzt7WFjYwOzs7M9jk+j0UAoFML+/j6SySTa7TYmJiawsLCAra0t7OzsoNFowOl0YnZ2lt2QRqPBcbPFxUVsbm5ibW0NoVAIBoMBOp0Oy8vL2NzcZMABLftPTk5Cq9Vib2+PxQ9dNur1+p542+npKQKBAJ+NpFIpJiYmYLVasbW1hb29PRwdHWFycvJGPIwEC60NhMNh3m26TeQA4DoSo9HI5zbayaYLZioapS/vZb8NzSsjbmhRmMRHPzWNrFIqjxLao3SLQF/3I6OFKEMSQbQwRx9fJBL1ODdU5lksFnkX5OTkhEupjEYjCoUCEokE9Ho9t8dSYZLT6YRcLuddm6GhIc5eZrNZHB4e4vDwEEajERMTExCJRLeWNT148ABnZ2e8e5PJZKDRaLhld2JigsEBFHdTqVSwWCxcFjoxMcFL//RFIpHAYDDg/Py8h8BBezf0xKdyUZVKxUKHxAa5KM/SraPX66FWq3sO8kNDQyzIgOuFeqGzk0gkALwZUSNnR61W33moftk46rtGmFWlvw89r/tdHnLM6M9XKpU3XJ5njdS93RGJRHcu+BNp7jbHh/5PaORy+Z3lpR9U4UPzrALoectQhR9bLpdDKpVCIpHwbiA99yYnJ1/q328wgxnMB38MBgO2trYwNzeHVCrVc9l7KZHgB8Vi/GGziR8GMA3gHwB84nOfw//0O78Di8XCO4rDw8O8S0FrAARqokg/fU1pGarkuLi4gE6nQ6lUgt1uRz6fx/n5OWw2G46OjuDxeNDpdLC/v49gMIh2u43d3V3MzMyg3W6z2CGBI5VKsbCwwAJnYWHhhsAJhUKMeJ6bm8PCwgLW19cRi8VQrVY5/kY7PVNTU5ibm8POzg6i0SharRbGxsYwNTUFuVyOg4MDtFothEIhjIyMcHRta2sLExMTcDgcUCgU7PhEIhHUajWOoplMJqhUKmxtbWFjY4MhBMD1BeHMzAyy2Syi0SgePXqEQCDQc0GqUqkwPj6OQCDAUTWHw4GxsbEb6Qk6Ux0fH7PIISen3/URjvDcNjk5yZewZ2dnPVAoop8KzyP05d2qZ3hlxA29sIaGhlCr1fj287b9G0IQCvduyI0hYUO3qXTAIueGwARSqRRisZi7bggDTdbs6ekpZxQvLi6Qy+Wg1+sxNDSEQqHA2VKZTMbCY2FhgdHO5GK4XC54PB5kMhns7+9DJpPB5XLh3r17bBEWi0VoNBrObJLAEZY1TU5OYnJykt2cvb09RKNRWCwW2Gw2zMzMoNlsspNDrb46nQ6pxQ/jAAAgAElEQVQWi4VzlhMTE/xEJmT166+/DqPRCJPJBL1ez+rd5/OhWq2y0CHAAJHOaE+Hojr9PHUSOv3dOuTq9B+s5XI5TCYT773QHhQ5O8lkksWqWq3G0dERNxI/7SD9buCo7xqZTNbTHwRcF8E+ePCgR/CQyyZ8zP3wghcNMLhr7iLN5fN5fOxjH0O9Xr9RXtrvUgFgjORtwudV6a8RiUQMgrgN/U3zNAFEP9dut3tE0MTExLvxVxjMYAbzAR+NRoPt7W3MzMzw+yQnXSQSfAbAWbOJnwbgB/CPAD7x8z+Pn/vt34bD4UC73Ua1WsXIyAg6nQ7q9XpPxyC97wr7BWktgIRQtVrl92VybaRSKUwmE5LJJHw+H5rNJsLhMEKhEKLRKLa3tzE7O4tYLIadnR3Mzc3B7XYjlUrdEDiLi4sscPoja5ubm5ibm8Pi4iLeeOMNFkQTExOQSCS80xMIBDA9PY1wOIyDgwN0u114vV4WENFoFJubm5iZmYFcLsfCwgJ2d3exv7+PZrPJv252dhbRaBTpdBq1Wg3BYJB3WpeWlm7079D5xG63Q6vVYmdnB5ubm7Db7RgfH+/pZbRarTAYDEgkEshkMigUChgfH++5NKUxGAwwGAw4Pj5GIpHA3t4eEokEHA4HbDbbW8bwhWkcotaen5/z2SSXy93YAyLasEwmg1QqRTAYfAHP4JvzyogbetEIxczIyAi/4ffv3xAOemhoCI1Gg28U+ks+6bBAN6J0+9DpdNButxkvDVxTxOjAptPpcHV1hVKpxE2utKBtNpvR7XaRy+UgFotht9thMplwcnKCUqkEq9WKYDCIXC6HWCwGuVwOt9vNIoeoH3a7HcvLyzg+PkYmk8HW1hZDC+7du4ezs7OesiaTyQSHwwG3281uDgmr0dFRZpw7HA5Uq1XOWO7u7nIBqdVqhVar5Szm0dERzGYzSqUS8vk8pFIpR9dIgFC0rtlsstAhMUAOEH2RSqU9JDWPx4NWq4WzszPe16GYmEKhYKFD3TrCkclkPdjqVquF8/NzFjzFYhEbGxvsvgiJbG8lAt4NHPVdI3RNhAAD6lwSQgwKhQL3CdG/Wb/L8zIABneNRCK5VfgA1zGF28pLS6XSDYTz08pLXxXhIxxhGepgBjOYwbzoUalUTBpLp9N8xgGuSWr/WiRCs9HAzwKYwLXA+We/8Av43Je+BJfLBbFYjMvLS47N0iWwMIpGZyi6eB4ZGcHl5SU0Gg0qlQqXeh4dHcHpdCKdTnMMPpFIYGpqCslkEuFwGMFgEHt7e9je3sbc3Bx2d3c5YtdqtZBKpSCTyTA/P4/V1VVsbGxgcXGRBQ0JI3JwSNz5fD4AYEHk9XohFouRSCQgFovh9/vh9/shEomQTCYBgHdhZDIZ9vb2sL6+jrm5OUil0h4x1Gw2OWkzOTkJpVKJaDSKtbU1zMzMcO+aEEVdrVYZfgBcX+QvLS0hkUggnU7j7OwMoVCo571BJpMx6CASiWB3d5ejare99wpFDp0xk8kkLBYLnE7nM3XRCKm1NBTNrtfr/KXZbKLVavGXl3X2eGXEDbk1hJcjB4fcmeHhYV5oI6uUMqD9hyESQ+TWAOBIGu3skDNUq9U4GlKpVPjQJXRuqODIZDKh3W4zecLlcjE57ezsjAs1j46OkM/nGbFMViSJnLGxMWQyGaRSKWQyGQYGXFxcIJ1OY39/n9V3MBhEq9XiyFo+n8fo6CgcDgf8fj8mJiYYGR2JRBCLxWA2m3mfZmxsjPcoqF+H4mBWqxWjo6Pw+/2YmppiIlqxWGShYzQaYTabodVqIZPJ2J3pdDq37uloNBoWJPRipo9DQoIQxoSLzmaz7MbQvs5tUAESXmTl5nI5ZsKfn5/j8PAQ6XQawPUneiGk4K2cl7eLoxYKnmfFUd81BFboR0HX6/Uel+fi4gLHx8c9AIN+l0elUr3rZC/CZd92gG+1WrcKn376HAESbuvwIQT5YAYzmMEM5uZotVo8efIEs7OzyOfzPWXmIrEYvyiXo9lo4OcBeHEdUfvoL/4ifvaLX4TP52PRQnvOtVqNY7lCkUNJGeq6OT8/h16vx8nJSU+NBp1/6HI0Go0iGAxyIXkoFMLGxgbH0mjpf2lpCa1Wiy+HZ2dnsba2xuJnamoK4XAYe3t7CAQCPd8fGhrC3Nwc1tbWsLa2hsXFRY7FJZNJSCQSTExM8P4POV0+nw8WiwUSiYR7b0jg+P1+yGQypNNptFotBiI4nU4olUpGS8/Pz7OQcLvdjJ3u38MRi8UYHx+HXq/H7u4uVlZW4PP5buxvjo6OYmlpiTtsHj9+DKfTibGxsVsvV+l8dHl5iUwmwykgqhkxGAzP9R4qjGbfVlHxMueVETe0MyMkoQmdHMJB088ROIC+Fu7b0PcJZUh2KokiYdeNQqFgbrdKpWJikk6n41tnjUYDmUyGQqEAuVwOh8OBSqWCVCqF0dFReL1ebG1tIR6PMyWNQAF0g0E2rVDkuN1uHB4eIpvNIpvNwmKxcC8OLW+nUilYLBa4XC54vV4GF5DtabPZYLfb4XQ6US6XuTT06OgIIyMjsNvtzDin/ZxcLsdRsf39fS6zEmYxCSNILg3ZyyaTCTqdjuEEBoMB3W6XdwuOj48RjUYRjUYxMjLCokalUvGLiuhwDoeDu3hoX+e2bh2KA/YPET/oEwZBIcjZIVcLuL4tETo7z0IHeRYcdalU4pzqO8FRP20o63obwEAoeG4DGPS7PMPDw++JMyKM+vVPs9m8tcPn/Py8xxIXAhL6hc+LKlkdzGAGM5gP8phMJjx69AgLCws4OTnh23WJRAKRWIxfHhpC8+oK/zOAMQDfBvDxX/ol/Mp/+A+wWCx8iUTRNOGFM7k5VN1BAkihUOD09JQFjtVqRbFYxMXFBUwmE9LpNKampnBwcIBYLAa/34/t7W0kk0kEg0Fsb28jHo9jZmYGq6ur7OY0Gg2Ew2GOoG1ubrJj02g0eMd5fHycxdDh4SFUKhXm5+exvr7e4+AQvVYikXDVhkgk4gL2sbExGI1GdoeEAmd8fBwymQzxeBztdhuhUIjPQQsLC9jc3MTq6ipmZ2f5zKDX67G8vMxROoIQ0Oh0Oty/fx/hcJihUtTZSCMSiTgdFI/HkU6nUSgUMDEx0ZP8EM7IyAj8fj8TfPtrRqxW6zO5Oe/lvFLihixPipwJF9wIMCCMrAkFDxV/Cl+AQhS0UOBQVI3+HMpKXlxc8J7A6ekpHyhPT085C3l5eYnDw0Oo1Wq43W7k83kkEgnIZDL4fD5ks1lEIhHo9XoEg0EUi0XGRbvdbrhcLqRSqR6R8+DBAxY5uVwOJpOJO2wymQyOjo5458fpdOLBgwc4PT1lp4I6c8jNGR8fZ4Gzv7+PWCwGk8kEm83GaOdGo4FCoYDNzU3s7+8jGo1Cr9dz3pNEBTk0hUKBPybFxcjRIddFrVbD5/OhVqtxfC2VSiGZTDJdrJ+xTlQ2rVb7TN06tBN0262FWCzmj0U3NRcXFwwoIJcIuBZYJHS0Wu0zi5B+HDVw7UQ9D476RcxdZVuNRqPH5aHnKz3nKRLX7/K8lyhIimz1I7eB67/PbcLn7OysR/gQ/vmDWF46mMEMZjAvclwuF77zne/gwx/+MMrlMseCSeB8XqHAUL2Ofw0gAOBvAPyzn/s5/PYf/RE6nQ5fGFHknxydoaEhLkMXduAQZIDIafl8nmNpVqsVKpUK8XgcExMTCIfDODw8xOTkJCKRCC/SR6NRDA8PIxQKYWtri52d1dVVbG1tYXl5GX6/H3t7exxrazQaSKfTGBoaYnfo4cOHTBCbnZ3F+vo6tra2MD8/z/Uc5OC43W5MTk6i0+nwparT6bxT4LjdbojFYkSjUezs7LDAGR0dZYT1+vo69+kA12eNxcVF7O7uIhKJoFqtMhYb6IUNPH78GI8fP4bf7++5zKRf5/f7uQB0e3ub1wvuEipyuRxjY2PweDw4OTnpqRlRqVQwm80wmUzvCzpa/7wy4qZarUIqlTIRjSJjJF5oiYmKPPv7bq6urnpIaUL0MwD+Nu3lSCQS/j10Cz4yMoJGo4GLiwtotVo+pOv1eo6jkRtSLBZRqVTYxnz8+DEODg7gdDqZ0EE3GPTEjcViGBoagsfj4eKqaDTKzbOvvfYak9SKxSL0ev0NwtrGxgYvgIVCITQaDVbmpVIJIyMjcDgcjI2+uLhANptl0MDw8DDv5jidTkxNTeH+/fsceTs+PoZUKoXZbIbFYoFGo2GHptPp4OTkhAtDSeiYTCaYzWZoNBq+XXc6nXA6nWg2m7yLJGSsE1/dYDD0xKfu6tY5OTm50a1DN0N37TEInRe3282gA+HODrkuCoWiJ8b2PLcaz4uj3tvbY27+28VR3zW03C4EGBD2Wejy3AYwEIIL6NvvNfGM/j63WeK3lZdS5FG4mC8WixEOhzlCIBQ/A+EzmMEM5lWcUCiEv/qrv8KnP/1p1Go1JsSKRKJrB0ehwGi9jp8AsADgGwC+7yd/Ev/xT/+UIScymYz3LkjY0I+Rq0PnL5VKhWq1ilarBYVCgXw+D4vFglwuB6/XyzRXEjJ0lkqlUgiFQvxtwkKT2JmdncXKygo2NzfZgUkkEpySubq6QiwW4wJLnU6HRCLBO63kDO3u7iIUCmFqagrtdhvxeJwj+n6/H61WC9FoFFKpFFar9YbAmZ+fh0Qi4Z4aEhiEtCYR09+nA1y/v87MzCAWiyGTyaBarSIUCvXsBhM4Si6XY3NzE06nEz6f78bZQKPRYHl5GYeHhzg4OMDjx4/hcrngdrufSpGl8xZRgAl8FY/HMTIywmeyfqrtezWvjLgBwLQ0cm1ui6URYIAiZrT4Rt8XRlOo34ZuGYQ3DfR7G40GPzEvLy85ynN2dgalUgm9Xo/T01PumTk7O+MIGXBNkKIDucFgQCqVwtDQEMbGxnB1dYXDw0MUCgW4XC7Y7Xak02lEIhEolUp4vd4bIsfj8eDBgwfI5XLIZDJYW1uDRqOB2+3Ghz70IRQKBaTTaezt7SEej8PhcMDlcmFsbAyFQgGHh4eIRCKIx+OwWq2w2+2YmprC+Pg4H+aJpGY0GlGpVDA8PIzx8XH4fD6cnZ2x0Mlms1AqlYxrViqVPbz0k5MTFk3ZbLaHdkZCh/7dLBYLM9YpvlYsFnlPh1yd/huE27p1hEWijx8/hlwuZzABlY/eNkLQgdPpZIgAOTu0AwRcH6qFzg61OT/LvBWOOhwO34qjFsbZXiQk4C7ssxBgQMKnn46iVCpZ7JydnXEE4f0QAaMssJCCB1yLOaHwqdVq2NnZweXlJUNBaMi1va289N3eWRrMYAYzmBc53/M934M//MM/xGc+8xm0Wi0+T4nFYkAiwf+oUEBVr+OHAHwYwP8N4J//2I/h//pP/wkSiQSXl5fczSW8QBb2DVKSplKpcCzNZDLh+PgY9XodGo0GyWQSXq8X8Xgc5+fncDqdyGQyCAaDuLy8xN7eHhYXF1GtVhEOh7G8vAybzYZkMgmVSsX7OISPvri44EN5MBjE6uoqdnZ2sLS0BKfTCY1Gg93dXSgUCphMJkZMU5loIBBAo9HgHR2tVotQKITNzU2Ew+GePWECFmxtbWF2dhZisRgOh4MLSYUChwhr1KfTbDbhcDgAXL8PT0xMYGRkBJFIhEtChWcehUKBpaUlxONxZDIZnJ2dIRgM3oAI0L6P2WxGLBZDMpnE0dERvF7vnX03NLRa4XA4UK/XUSwWueYknU5DIpHwWUSj0bxnyQ5R/wLSezn37t3rPn78+G393mq1it/8zd/E4uIigOuDl1KpZMEifBEJ924ofkaihYQM9eAIwQJCF0f44gSuhRUhDdvtNjQaDarVKprNJnQ6HeNvabG+VCpBJpPBZrPh9PQU3/72t/HJT36SbyoqlQrUajVcLherZJlMhrGxMQwNDeHg4IBdB6/XC4lEgoODA5ydnXEnjsViQT6fRzqdRr1eh0qlgtvthslkwunpKbtDEomEnRilUolyucyiqtvtcg+PXq+HSCTiUtJ8Po/XX38dH//4x9nNoSdxu91msMDp6SmA6xsD6s8R3ji0220WOsfHx+h0Oix0zGYz1Gr1jRcbuSgkdC4uLgBcx8/ok8ptUAHhfP3rX8e9e/dwenqK09NTtt5HR0dZ6DzvLQSJHXJ3iKQnk8lY6Gi12ncED/jmN7+JT33qUzdw1OVymYXFi8RRP8+QMOjv5qnVanjjjTfw4MEDSCQSDA8P39jneT+LAfo373a7qNfrNzp8arUa6vV6j/CRSqV3Cp93A8ktfNzPOyKR6Em32733Eh7SB37eyfsUzdv9f3mvZ/C43/15Pzz2X/u1X8Ov//qv89lILpeziyNutfBn9Tr+2//6a/9PAP9KLse/+YVfwIc//GHGSo+MjPBZS/i5nohqFGNTqVQol8uwWq3I5XKw2Ww4Pj6GRCKB2WxGMpnky9ZqtYq5uTlsb29DLBYzOEAqlXKR5uXlJe7du4eTkxPs7+8z2WxlZQVXV1dYXl6GSCTCkydP+Gz2vd/7vXjy5Ak6nQ6WlpagUCiwv7/PcTiHw4FWq4XV1VVcXV1hcXGR6bzr6+u4uLjA/Pw8JwZyuRz29vbYzaH3fuEawszMDJ81Op0OdnZ2UCqVMDY2hrGxsZ7/j7OzM2xtbUEkEmF6epov6ITPFerDoxJS4a5O/5yfnyMWi3Gdic/nY4DTs0673eazVLlcxsXFRU+lCl2QyuVyjpJT1cW3v/3tt/0cv+u96pVxbuhWgG4WpFJpT5cNdan0E9SEezZU8CkEDPTjoUnkkLAhUpNSqUS1WmWUITk3SqUSJycnUCqVfBtB+GfqXqEumVqthmg0yrst6XQa29vbHE2jrpvh4WF4vV50u10kEglsbm5Co9HA6/UCABKJBLfmut1u3L9/H8ViEalUCjs7O1AqlXC73ZiZmUG1WkUmk+HYmtFohMvlYmv36OgI2WwWm5ubUCgUcDgcsFqtmJiYgM/nQyaTgUKhQCKRwMHBAVM1aP/GarXi6uqKsdKRSATRaBQGgwEWiwV6vZ4x00STI1eGFvqHhob450noCF0Ur9eLer3OQocyoXK5nB0dghgIRy6Xw2azwWazMdSA9nVu69bR6/VvmS2lFzB9IqHFdhI81OgrJJtptdq3FGK3zXuJo75riFamUCh6PjmSUxcIBFjwCGEK9Pj6e3neK4DBXSOEEvQPCZ/+Dh+iDQpHJpPd2eHzbgmfwQxmMIN5lvnCF76ASCSCr33ta2i323xeAoCuTIZ/IRLhG7Ua7gP4lwBSjQb+/e//Pubn57momQADQkw07TJTSkYsFvPqwMnJCQwGA46OjjA2NoZkMol6vc5Y6Onpaezu7iIajSIQCGBjYwPJZBKhUAjr6+vY399HKBTCkydPsL29jaWlJZTLZRwcHECtVmN2dhZPnjzB1tYWlpaWMDMzg7W1NSSTSe6ioX2dxcVFjrBR3E2n03HkbWNjA8vLy0xmW1lZ4Y+rVCphtVo5thYOhxklbbfbIRKJEA6HsbW1xQJHLBb3IKTb7TbGx8f5/0Or1WJ5eRmbm5tYX1/nXRrhGAwG3L9/H3t7e4hEIjg5OWFqW/9oNBosLS2hVCohHo9ja2uLuwqflXImkUh6qLbtdhuVSgWXl5eoVqv8XthoNHpi3x/60Iee89n4bPPKvIs2m03OcZLAocMGvbCGhoZ69nKEOznUV6NUKpk2IQQLAODDJ2EOKc4mFotZNAnLqKrVKq6urmAwGJiMZTKZUK/XcXh4CI1GA4fDgVwuh2KxiI9+9KNotVo4Ojri5bNGo8E7NG63G3a7HQcHB9je3oZGo0EgEMDl5SWSySTW1tag1+t56a1f5CwvL+Pk5ASpVIpfNC6XC5OTk/B6vQwloG4eymG63W6USiUcHh4iFoshkUjAYrHA4XBAq9ViYWEBtVqNwQWbm5tcymmz2aBQKPjjVCoVFjrFYpEjeYSVptsZs9nMQoe6WjKZDIaGhniJTbhArlAoeE+n1Wrh+Pi4RyRRs67RaIRer7/hYgihBv3dOicnJze6dfR6PbRa7VseROnASp94rq6uepwd+rgSiQRqtZqdndHR0ec+1L8fcNR3jVgsxvDw8I1PwLSjJnR5MpnMDYBBv8vzXgIM7pqnCR8qtusXPsJ4IQ0dBm4TPu/1DtNgBjOYf5rzZ3/2Z4jH43j48CHvJkul0uv9Y6kUP6RU4tu1GsYB/BqAdLmM3/qt38Iv//Ivo1qt8kUVnc+oM5B6bxqNBvfeaLVaTiKMjIxwsWcmk8Hk5CTHyiYnJ7G7u4uTkxOMjY0hkUhAp9Pxt7VaLQKBAIOPpqamUKlUsLu7i+Xl5Rso6ampKbzxxhs4ODiA1+vln49EIggGgwgEAlhZWcHOzg6Wl5ehUCgwNzfHImhhYQEymQxzc3MsepaWliCTyeB0OvlcJpPJWKzYbDYAQDgcxs7ODjs7IpGICzypd4g6cgBw4ef29jb29vZweXl5AwVNYuvw8BDxeByPHj1CMBjs2akVDpWrHx0d4eDgAKurq/zv+bwoZ7oY7o99A2CBTCbCy5hXRtyQCyPENFMsrX/vptVq9RRJCQs9hU4OLb4B6DloUmSNwANEB6nX65BKpRgaGmJ7TyKR4Pj4mHcoCoUC3+wXCgVUKhXYbDaoVCqk02mMjIxgYmIChUIBsVgMarUagUAAhUIBiUQCCoUCPp8PrVaLn3xmsxlzc3MsXJ48eQKTyQS/34+rqyscHBz0iJzFxUWcnZ0xdS2ZTMLpdHJRKO3rbG9vs2iw2WwwmUxMz6JunGg0isXFRRiNRvh8Pni9Xr6RTyaTSCaT0Ov1sNlsMBgM7LaMj4/j5OSEP87h4SGGh4d5v0ahUPQIHRIstBeUTqc5D2s2m3soYlKptGdPhxwT+gJc31QUCgX+pNs/z9OtQ/s6z+K+0AIi7Vw1Gg0WOmdnZ0gkEvx8I7Gj0WigVqvf1sH2/YKjvmto30lIjyMHSih4+kWATCa7AS94PwAM7hoSd7c919rt9g3hQ883IZobAOfXZTIZwxKkUilDToSfp543VjCYwQxmMHeNSCTC3/7t3yIUCiGdTqPRaLzZgSMSoSSR4PsB/H8AjAD+I4BPr67ij//4j/HZz362Zz9ZWPAprPG4vLyEWq3G2dkZjEYjSqUSHA4HstksGo0GRkdHkUgkMD4+jnA4jHK5DIfDgXQ6jZmZGWi1Wuzv77NLE41GsbS0BLfbjVQqBa1Wi+npaRYoCwsLvMuTzWY5dZJMJqHRaKDX6zE2NoaDgwNoNBrY7fYex2dxcREqlQrBYBBbW1tMYVMqlTe6dcRiMTweDxPaKAkDXAucTqeD/f197t4hgTM5OQmxWIx0Oo12u82uD3B9Tpmbm0M0GkU6nWaXR/g+SPs1Wq0WOzs7WF9fZ9DUbReo5ChZLBZks1mk02msrq4yRfYuYfQ8I5FIIJFIXurZ4pURN1SwSfE0iUTCjkyj0eAdnFqtxns3JIRo94ZecIQvpAIroWUKgHdw6EkkkUi4rIpa1kdHR1GtVgFcs8rL5TJqtRrMZjP3ydCh/fDwEM1mE2NjY8jlctjf34fVaoXJZOIomd1uRygUQjKZxM7ODr9IaZGrWCzC4XBgaWmJxUmpVILVakUoFEK1Wr0hcubm5rhvJ5FIIJVKweFwwOl0wm63o1QqIZPJIBqN4uDgAHa7HQ6HA1NTU/D5fMjlclhfX8fOzg7kcjnsdjuLIHKocrkcjo6OsL29DblcDovFApvNhuHhYaZvtFotFItF5HI5JBIJvnEh4ohUKu0RLK1WC6VSCcVikZfYFAoFOzpCoSMWi7nLhm58SOQcHR3h4cOH/FiMRuOt+z1Ab7cO9eGQ2KHHTPlR2td5FndBCFEAroWHMMZGBWEkpKjJmZ6zb2deBI76Ze7HCB0oosUAbwIMhE7PbQCDfpfn/QIwuGskEsmNZmca+nwiFD4EOzg/P+c9sdvm4x//+Mt82IMZzGD+iY1KpcLf/M3f4MGDB6hUKixYZDIZxGIx8mo1fqBcxt8BUAL4cwCvff3r+Ee/Hx/96Echk8lQq9V63j+oO7DRaPBuNF0Qj46OIpfLwWq18sJ7KpVCoVDg7r/p6Wmcn58jEolgbm4O6+vr2N3dZRGyu7vLYicSieDevXuYmprC7u4uEokEvF4vzs7OEI1GOU0zMjKC3d1d3Lt3Dx6PB5VKBfv7+1CpVFCr1QwPIMfHaDSyCFKpVHC5XFCr1T2ktenpaQDgeNv+/n5PrNzhcDCFTSKRcEkoAIyPj/NedafTQTAY7NkBJ5zzo0ePsLq6ipmZmRvCQaVSYXl5GbFYDKlUCqenpwgEAre+7wDX70sEsjo6OkIqlcL6+jpGRkbgdDphsVjeV5Hx/nllxE2tVuPDntDqEsbSgOtYEWGbidzUbrd7cp+UAwV6+22E4AFh226r1WLXRyqVQqFQMEUMAE5OTqDRaNBut1EoFJggQWhlt9uN1dVVJJNJ2Gw2iEQiZLNZHB8fw+PxcIytWCzyrg25NjabDQsLC7wzk8vl4PF4cP/+fd6lyefzsNvtTAkRihyPx4Pp6WlUq1WkUimk02lkMhnYbDa4XC4sLi6iXC5zH046nYbZbIbL5YLT6YTf78fc3BxjBZPJJEwmExwOBzQazQ1GOokRrVbLQkgqlfLuS71eRz6f5wU8sVgMk8kEi8UCnU7HMAfa5yGhQxS4VCrFWGWTyXQD80wO2tjYGI6OjjA5OYnj42N+XDKZrGdP5636cOj5Rrs6BEYAriNfJHSE3TxPG+oAok94rVYL5XKZnZ10Oo14PI7XX38dKpWqh8j2TnY1bsNRX1xc9AgeIY5aqVT2CJ4XiaO+a4R7SjQUPe0XPcLonVA8CIXPB2G3RSKR3NpHRNPtdpkASV/3x2gHM5jBDOZFTSAQwB/8wR/gx3/8x5rrVGwAACAASURBVDlaRM4xAGyPjuJfVCr4cwA6AF8H8NqXvoSJiYkeoinF/+nimFycer0OtVqNSqXCn/eq1SpUKhUymQxcLhcODg6g0+mgUqmwv7+PYDCIjY0NpFIpjqFlMhnexTk4OEAwGMSjR4+wu7vbk14xGAwIBAJ4/Pgxtre30e12MT09jSdPnrC7EwgEeHfn3r170Ov17Pik02m4XC54PB5cXl72oJGFpLWDgwOMjY1BJBIhFAphbW0NOzs7PeABt9uNVqvF+77CPZuxsTFIJBLEYjF0Oh3uyKFxOBy8f7yysoKZmZkb3W8kmvR6PcLhMJ48eYKxsTG4XK473y8IX01po0wmg3A4zERdq9V6p0B6L+f9/+7+jEMRM7I4hblOugmgWwZ6AVHPDbk7QoIa7dXQ18J8KC180V4A7fnQC5XIZNVqlZ2Ds7Mz7nQh8ofdbucomVqthslkYnwy0UCi0ShjBgnTPDo6ilAohOPjY6aajY2NYWlpCYlEglt2vV4v7t+/j1QqhcPDQxwdHcHlcmF2dhaVSgUHBweIRCJcWBUIBPhmJJvNIpvNwmw2w+12Y3p6GvV6nUtB8/k8dDodKpUKH+BrtRp35hQKBahUKjgcDsZcGwwGXF1dsZuzu7vLLpXNZuNbdurxKZfLyOVyjIsm58disfAnPaHQaTabLHSo/JNY9Waz+cYLUIg0bLVavFtTKpWQy+X4/45yqHdlQ5+nW4cck2f9ZCCVSntcFqLQud1unJ+fc0QPuBZuwq6dd5JlFQIbbsNRk+B6t3DUT3ucJMyEMax2u41qtdojeG4DGPS7PM+D7H4/DIn9wQxmMIN5t+aHf/iH8Z3vfAdf/vKX2XmhiJpYLMZfj47i31Uq+LcA/AC+BuCf/8zP4K/+83/G1dUVxGIxRkZG+LxFZFo6j5XLZWg0GpycnMBsNqNQKMDpdCKbzaJSqcBgMLBg2dnZQS6X4z0bk8kEu92OTCbD36aictrRSaVSmJiYwNnZGTs0wWAQ6+vryGazGB4eht/vx87ODhKJBHw+H6anp7G6usquEO0Qx+NxTlUEAgHGSi8vL0OpVMLlcuHy8hIHBwcYGRmByWRishuBBxYXF/ky3Ofzod1uM1ZZSEpzuVwQi8XY39/H1tYWpqeney5gR0dHsbS0hM3NTaytrcHv93MEXjhGoxEajYZrP0qlEgKBwFP7+cRiMZ+1zs7OcHh4yJfCo6OjnLR5v+zDvjLvioQmFO7MkMCh24WhoSF+8RCVQ0hOEwodIqcR2UN4w9Dtdnvw0PTzdIMxNDSEi4sLDA8Po9Pp4PT0FFqtlpngRqMR9Xod2WyW91AePnyISqUCr9eLXC6HaDTKTxaKohHeOZFIYH19nV2bVCqFWCzGosjlciEWi2F3d5f3W1wuFxPNDg8P4Xa7MT8/j/PzcyQSiR6RMzk5ibGxsR7nx2g0wuPxYGJiAmOCUtBEIoFHjx7B5XLBYrFgfHycO3NI4cdiMdhsNtjtdiiVSng8HrjdbpydnfG+TSaTgVqtZlIcLdir1WpMTEzg+PgY+XyeX0wqlYqFDh3iCa1ts9nQbDZRLBaZEkdChxydfnFBxaNmsxndbpeX/YnABgBqtZqFztPEibBbp91u4/z8nCNssVgMsVisZ9dEp9M9c8yLGPJExqOIHEXZcrkcDg8PAVzvoZHDpNFo3vEnHalUemNBsB9HTftI9OuF+ztPi1C96KF/J2FEkR6v0OUhISp0O25zeQYzmMEMZjBvzu/93u/h8ePHeOONN3B1dQWRSAS5XM4i5zfkckw3GvhBAP8NgP8dwI/8yI/gT//0T/mCmS5mCBdN5zKpVMpR//Pzc6jVahwdHcFms+Hw8BA+nw/n5+fIZrNwu91IJpOYmZnB6OgoIpEIFhcXGYW8uLiI09NT7O3t4d69ezCbzUx2DQQCWFtbY+Kax+PBw4cPUSwWYTab2d2huPnExAQikQg7SH6/HxcXF9jZ2cG9e/cgk8kwMzPDLtDS0hLEYjGmpqZQrVaxt7fH0enbwAN0liEo1MHBAaRSKZxOJ/+7OxwOLpbe3NzE7Oxsj8AZHh5m0MDu7i6q1So7RsKRyWSYnp5GoVDA/v4+Hj9+DJ/Pxx08Txs6BzSbTU7a7O/vY39/H6Ojo3yZrVKp3rPLwldG3FSrVXZaSKQ0m80ewUJiRggWINFDP0ZfkzAiodNPTgPAxZ5U5kmdOFdXVxgZGeHHpNFoGA2t0+lQKpUwMjICi8XC/TUmk4nRzrTUls1mIZPJ4PV6US6XkUwmoVQqMTk5iXK5zHs1Xq8XdrsdsVgMW1tb0Ol0TFGLx+NYW1uDwWCAz+eD2+1mdyeTycDj8bBF2y9yvF4v3G43i49SqQSdTsfixOl0IplM8guNHrvD4WCRQe4CiRKDwQCHw8GfLHQ6HZrNJrs54XAY0WiUd3OIGkZ7Kc1mk50cKtUilLbRaOQXuUwmg91uh91uR6PRYEfn4OCAb1Dy+fytQAGRSNTzyYywxYRJjMfjUCqVHF+jwtHbRiKR9DgvV1dXLHTIIQKub1xI6Dzt4/WPMCLn8XgYaU07O0SaA66jZMKunRexzPc8OOqdnR1uMH6ZOOpnebzCfaNOp4Nardbj8vQDDAjJLhQ+BAwZzGAGM5h/ivPXf/3XCAaDyOfz7MjIZDKIRCJIZDL8K5kMvstLzAP4NwAeVir41V/9VXz+85/nS2a6RKbVgHa7zec0jUaDcrkMtVrNSGG1Wo1MJgO32414PM6XlYR+Xl9fRyKRgN/vx8bGBtLpNBd1RqNRTE5O4vz8HHt7e1heXmZxZDAYMDY2huHhYUQiEWg0GoyPj+Ps7Ax7e3u4f/8+p23o3KFSqRAKhbC6uoq9vT3edQkGg0xo8/v9EIvFmJmZ6UFPExWzHzxALpjf70e73UY0GuUycxqbzQaJRILd3V1sbGxgdna2x8En4UTnuWq1ikAgcOv7ldlshlar5bNXPp/H1NTUjYvB24YocE6nE5eXl0yppXOWEGg0MjLCKYt3o9PulRE3AHq6Z4SujRD1TFQOQje3Wi10Oh22RCmqRsJGiIQWQgUA8A2F0OGhgqvLy0sMDw+j2WyiXC5zhKvRaMBkMuHs7AzFYpEFQLFYxIc+9CFotVqOpk1MTLAiNhqNCAQCSKVS2N7eZkJaMpnkqJrf7+e42ZMnT2C327G0tIR8Po9UKoXHjx/DarUiEAigWq0iHo8jEokgnU7D6/XyDQfF1Qg84Ha74XK5mJyxtrYGtVoNt9sNrVbLRZhE60ilUlwKSjsSV1dXHFnb2NjgBX2r1QqZTAaXywWXy4Xz83NGSmezWahUKtjtdi7+lMlkHCWrVquMld7d3eW+HKvV2iMQCHZAQoccnVwuh4cPH0KlUnF07TaMLx1oPR4Prq6u2NGhyBkt6BNm+mkH3qGhoTu7dchhkkgkPWCCt+rWEY4QaQ28uTsjRE+ToKJmZXJ2nmZJP8+ffxeOOpPJMBDhvcBR3zUUkeh345rNJrs70WgU7XYbR0dHDDCgSFy/yzM0NPSBirYNZjCDGczbGZ1Oh6997Wv4/u//ftTrdY7+U4dNXSLBD4pEeNTtwgDgDwHc39jAP/zDP+CTn/wkxGLxDSw0XTaPjIxwPK1YLHKpp8fjQSqVYvETj8cRCASwvb2NfD6PsbExxONxmM1m2Gw2pNNpGI1GFjFms5mFD0XOTk5OWNBQ4iISiWBmZgbBYBArKyu82+P3+/H48WOOnlE6Zn9/nx0dg8EAj8eDZDLJiRS5XI6ZmRmOrc3Pz/P7dSgUYtpaKBQCcP3+EgwG0Ww2sbe3x+cMGrPZDJFIhJ2dHWxsbGBubq7n/0YsFjMwIBaLoV6vY2Zm5tYEByGj6dJ4ZWUFDocDY2Njzxx7pvdQqjA5Pz/H+fk572wLjQE6J0ulUgYtvOiRfP7zn38pH/jtzFe/+tXPf/azn31bv7fb7eIf//EfYTabIZPJ0G63+YXS6XSYlkb4QmEfjrCvhrKfQqFEwqb/wEIAAiKtkRptNpvsAhHujtDQMpkMZ2dnvBNBLs7JyQnT1lwuFyqVCgqFAkwmE/R6PfL5PE5PT+FyuZggUiqV4HQ6YTabmWw2NDSEQCAAACwmdDodpqam0O12uZRzaGgIU1NT7CoRwECr1WJ8fJwX+iiWJpVKYbfb4XQ6MTQ0xPskOzs7GBsbg8FgYMJbp9PhCNnFxQXkcjlUKhV0Oh0cDgeGh4dxeXnJkTT6f5DL5Vz+6HA4ON5Hv44oK+Q4EJ2MnCAA3GuTy+XYlRPeElDczWq14uTkBNPT06jVahznKpVKXOR62+0CRa0sFgucTiffbhC2N5PJ4Pz8nFHjT/vEIBKJWGDYbDY4nU5GPpPrQtjtarWKbrcLuVyORCKBiYmJZ3pd0J+hVqsZBEH7RxS/oz+H8syNRgMSiYRv4N7p0GM4OjrChz/8YTidTv4/UyqVaLfbLPZJQJ+cnODy8pLz3O/FXgm9dtVqNYrFIj72sY/B7XbDarVCq9VieHgY3W4Xl5eXKBaLHMXMZDI4Pj5GpVJBvV5nkuN7QZaJxWLP/FwRzhe+8IWjz3/+8199CQ/pAz/v5H2K5u3+v7zXM3jc7/683x/72NgYLi8v8frrr/MFMO0kS6VSVOVyPLq6wo8CGALwCQD/wxtv4GOf+AT0ej2fyehSsP8SWQhxkslkKJfLMJlMXO55fHyMbrcLvV7PkXv6nBwMBlEsFrlAmhIYVKdBqwFms5nPGNVqFVNTUzg8PIRSqYRer4dIJEImk8Hw8DADdDKZDJrNJlNWqSaDSKnU1UN/hlwu5+RAJpNBt9vlcwt1AGUyGYhEIo5+i0QiGI1GPm/1U1jpQu3w8JDfc4SUNQAMsKJdaa1We2dEXaVSwWazod1uM6CKyrWfZwjiQzUgtFKh1+t5H5fOV2az+bnONP1z13vVSzsxiESi/wPADwBoAIgB+JfdbvfsZf15JC5arRaLl1ardSOiRs4M7cYQOY1+johDJHSEXwNg65S+TT8vlUo5MyqXy1GtVnsw1PREl0qlMBgMLGasViv33bjdbu6zsdvt6Ha7/AKbnJxEPp9nwMD09DQymQwikQgrfxI4RFUj7F80GkU2m8XExAQcDgfi8TgODg6QzWYxNjaG5eVlFItFHBwcYHNzk5tpl5aWcHJy0uPkeDweBgAUCgVsbGxgd3eXC0GtViv8fv+NUtDR0VG4XC4mn1ksFlQqFX4BZbNZaLVaOBwOxj+TQ0Miq1AoIJfLYWRkBDabDRaLhQ/g5EDQfk4ul2N6Gi27kfClkcvlbKleXV3xAZWiZ6Ojo+zo3BbhIqeIIoXn5+fs6kQiEQDXcTPa03mr3Y27unWoD4i6dSgfrNfrnzvTKnRWiLFPzcFEZCPam0wm6wEUvMj87PsdR33XCAEGhO8GrgEG5PJQvK1QKKDVavGvUSgUN3p5PmgAg8EMZjCD6Z8vfvGL+Lu/+zs8fPiQazborCSRSPBftFr8u7Mz/K8AQgD+AMCP/tRP4S//8i/5EpCi/cKov0qlwsXFBQwGA46Pj2Gz2RgKo1AokMlk4HQ6kUqlEAqFoFQquaxzbW0NmUyGXZrDw0P+8YODA/h8PpRKJYTDYSwvL7Pjc35+DqfTiVKphP39fWi1WrjdbhwfH7O7o9PpuDuHqGiUnCFAgUQiQTAY7KGsSSQSWK1WlMtlBknR+73b7Ua1WkUikWAQEvBmlw3t5gjhA8A1HGBmZgZbW1uIxWKcOBKO0WjE4uIigwYCgUDP+5dwpFIpJicnYbVaEYlEsLOzg6OjI4yPj7/t/dOn9by9rBH1N5q+sA8sEn0fgL/rdrstkUj0WwDQ7Xb/l6f9nnv37nUfP378tv68QqGA3//930cgEGC3haJiIpGISWjdbhcKhYLpZrTARmhoEkLCDCgALqoSssXpC91S0Au60+lgeHgY1WqVIyqEN7y6ukKj0YDBYOBbcovFgm9961uYnZ1lqzGfz/Mhnm4UHA4HlEols87HxsYgl8sRi8XQarXYxYnH4zg9PYVKpcLU1BSazSai0ShqtRoMBgPGx8fRarUQi8Vwfn6OkZER+Hw+6PV6bqZtNBrQ6/Xw+XxQqVQscsrlMhPNrFYrvvnNb+LevXtIpVIol8uQy+XMRqey03w+j3Q6zeht2skRorvJUSKyHXXmCF+khNI+OjpCuVyGWCyG0WiE3W6/tQW30WiwILq4uIBIJIJer4fVaoXBYMC3vvUtfOpTn7rx+wj8UCwWUS6XAYBpdiaT6Zl2VSh/WiqV+GOQK2UwGKDVap/rUCvs1vnGN76BmZkZAG+6V7Sv8yJIJfV6nYXO+fk5arUagF4Us1arfabSUuF885vfvPXf+665DUd9eXnJP/9u4qif97HTXF1d9cALLi4u2IUD3vyk309te1GtzW/3cYtEoifdbvfeC3kQr9i8k/cpmrf7//Jez+Bxv/vzQXns5JQcHx9zNI32EjudDrqtFv68UsH3/ddf/zkAf+Vy4Stf+QparRb3kdHOCV1QU6KFiLharRbHx8dMR/N4PCiVSmi32xgfH8f29jbGx8dRq9VwdHSE5eVlJJNJHB8f48GDB0gmk8jlclheXkatVuNf73Q68eTJE3znO9/B5z73OTSbTTx+/BgajQZzc3Oo1Wo93+92u1hZWUG9XseDBw84lbO2tgabzQa/3w8At/5Yp9PB6uoqarUaU9Xox9fW1nBxcYHFxcWevZdarYaVlRVIJBIsLi7eeK8/PT3FH/3RH+HjH/84FhYWbn0PaTQa2NraQrlchtfrhcfjeer/abfbRTabRSKRQKvVgtVqhdfrfeFEtHfyHL/rveqlOTfdbvdvBN/9LwD+u5f1ZwFgpS98UQDXt/P9Dg7FoOggLZfLWdgQUEBIQCNQAL1IhV9TzwQd5AnNSs4NUUTUajXK5TIfyMjNUCqVyOVyEIlEsFgsyOfzUCqVTCSLxWKcAT08PIRCocDU1BSKxSLi8TgvtBWLRaTTaRQKBUxOTsJutyMajWJlZQVWqxXz8/MoFotIJpN49OgRHA4HZmdncXp6ing8js3NTY6kvfbaa8hms7ynYzabGTVNIiccDiOZTOLk5IQX609PT5ncRoWgDoeDhQr1yRDzneADCoWC93oIb51IJHo6cyiuRfsqFFfL5/MoFApQKpWw2WywWq38ohY6M5eXl8jlcsjn8zg+PoZUKuUImbA3BbgWIbQDVK/XUSgUUCwWmXRGES+TyXTni7w/f9q/p0OIZ9rTeavYlRAcMDk5iY985CM4PT3lfR1htw4JnWft1ukfhULByEfg+oBOQof2doA3I370uAj+8KLmg4KjftpQDMFgMPCPdTodVKvVHpeHYo00crn8BrVtADAYzGAG834dk8mEr3zlK/jRH/1RNBoN7t7imJpUip8eGcH/e3kJF4AvAfhOOo0/+ZM/wWc+8xmu1iAiLfUPEgWX6jWA6/Pe8fExjEYj0uk0pqamsLe3h2q1ypjopaUlTlGEQiGcnJzw3szx8THC4TCWlpZgNBoZIe33+/H3f//3iMfjXFa+v7+PfD4Pi8Vy4/vUjxOJRDA9Pc0uD/XnGI1Ghv0kk0nodDqYzWaIxWLu0iHAAK1GzMzMMCJ6eXmZzzNKpRJzc3M98AHhuUGn08Hr9eLq/2fvTWPkTM9rsVP7vu9bd3VXb2wOOeRwmRlp5BlpbHiimyCBZMkxHNhAYggGEiAGjIsEuUhgIbmBkT8XMZAfMQxBsnRjxX+MAPIiw/HVNpJmyOE2Q3K49lb7vu9LflDnma96Y5PTpEWlHoBodnd11VvL933veZ6z9Hq4evUqzpw5s2d/otfrcebMGTGAajQaWFtbO3D/oVKpEIlEEAgEsLW1JdEjkUgEsVjs2Jpwz6KeF5H9v8SjsNpnVjqdbirlluI0pduZErj0ej0BM0ajEVqtVgAQb7efNTTpZ0rAo1KpphLj2YWgleFkMhFhXLPZFJ5muVyWnJYPPvgA5XIZsVhMQEgkEkGv15Px5erqKra3t3Hr1i1EIhGcOHECDx48wI0bNxCNRnH69GlxTPN6vXj55ZeFnkVXtQsXLmBzcxPJZBK5XE5+xonNBx98gEAggIWFBRHjkeoWDAYF5NARI5lM4r333pNJjsvlkpHr5uYmdnZ2RKtDyhUdtKhP8Pl8oiXibdrttlDWcrkcbDabZOao1WpYrVYsLy9LHlA6ncbDhw+xsbEBr9eLUCgkoZ/Ao01/IpHA4uIiKpUKcrkcqtUqrl69CpPJJFS53eJ9Aq+5uTl0Oh2hrt2/f18SjTnROQjo6PV6AWWj0Uic0kqlEvL5vNDqONU5ymRImfkDAM1mU4AOs28IiDjZedqgLYPBMPVYFAsS8GxsbACAOKNwskNAepz1ae2o7Xb7v/gJmZ9f2pmzaGCgdG1Lp9Ny0QcgmjM2ZbRarfxTTpfJ1Z7VrGY1q+dVX/7yl/GlL30J3/3udzEcDqXxy3NTTa/Hb7da+BEe6W/+CsD5v/orfOELX0A4HBaNNJvFlA5YrVZUKhW43W4Ui0VEIhHJ8qP7qNfrxfb2tjRtt7e3kUgkcPv2bZTLZcTjcTx48ADVahVLS0u4desWUqkUlpeX8f777+Pu3bs4ffo0vF6vZPyFw2GRA7jdbgmyvH//PlwuFywWi4R55vN5aQRXKhXcuXMHNpsNBoNBfkYZgdFoFFe1Gzdu4O7duzhx4gQATBkPfPTRRzhz5ow0DW02G1566SXcuHEDH330EU6fPj3VULRarTh9+rTQz15++eU9+wm1Wo0TJ07AZrOJecDJkycP3R9otVokEglEIhHZ96VSKQSDQczNzR2L8+px16eipalUqn8CENznV/9mMpn8P7+4zb8BcB7Alyb7PJhKpfoagK8BQCAQOPetb33rqdZSq9Xw/vvv8z6nDAIAyGhzPB7L/4Hp8E8ujwYBDP7k9IdGBfyq1OEoOaZKYwJOc5RubJPJBL1eT2hqvV5PaHSdTgculwvj8VgoYxQ0j8dj+P1+DIdDFItF2TQ3Gg3R8ITDYXS7XeRyOZkGUUzWaDTEpUytViOdTqPZbMJoNCIcDsNsNiOfz6NYLAIAPB4PAoEAxuMxCoWCdOwpwOP0gyI8vV4Pv98vAjxOParVqtgrK0EALZrL5TJGo5G4linpTgQDpVJJfPHdbve+oZrdbldOdDQF4MZ+vw1tpVIRUX2j0QDwCARx6nHYxrzb7YobCGlbDNF0OBxH0oPQNplTiG63C+ATupXD4djXKW2/aZOyGGDZaDRE1A482hhzo2+1Wo9NpD8cDoV21Wq10Ol05Figp7/VasVgMJjS2Dyr4vHVbrfRbrfR6XRkTcCj14H8X7PZDJPJ9FgQ9rjX/FkVn0u32xW3x36/j8FggNFoJFTb/YphvU+z7nfeeWdGSzugZrS02bqfZ71oa+/1elhZWcH29rY4USoNVUajEf6bahX/8y9u/+cA/lClwve//33ZZ9FtDXjEECDYIRtGuYfw+XxIJpNYX1/Hxx9/LNTxra0tnDlzBpubm2g2m7h48SKuX7+O0WiECxcu4ObNm6jX67h48SIKhYJYSV++fFn2MBcuXBA6Gic17XYbly9fhtfrxfr6+hQ97cKFC6K5vnz5MpxOp7iY8X6sVivOnDkjz4+2ySsrK8JQAIBisYiPPvoIgUBAgA8rn8/j1q1b8Hq9OHnypNwXPyuNRgPXr1+HVqvFyy+/fKDjarVaxa1btzAajQ7V4eyuTqeDnZ0dZLNZTCaTfRvKT1K/dLS0yWTy64950N8H8B8DeHs/YPOL+/hzPPp84/z585OnfYKFQgHXr1/HyZMnxVSAHU2l7oYuaqSo8eec1hD0cEJDgLM784ahnkodDrsT4/EYer1ebk+3NpvNhkajIZurarUKq9UKvV6Pf/iHf8Bbb70Fo9GIfD4Pi8UCj8eDdDqNyWSCN998UwTrLpcLwWAQm5ub6HQ6OHv2LDwej+hqQqEQIpEINjY2UCqVYLVa8YUvfAG9Xg/3799Hr9dDIBDAF7/4RdRqNbEJ9Hq9+PznPw+1Wo2NjQ1ks1nodDrMz8+LjfLm5iZyuRzUarXQ5b74xS/KJKfRaExpclQq1Z4Dwe/3Y25uTjoFw+EQmUwGyWQSvV4PZrMZ0WgUwWBwqitRqVTEFQTAVGaOssbjsaTRVyoV0dqEQiF4PJ49JwLg0QmZYVTtdhtqtVrAndvtPpRu1W63hbpGTYjT6YTf74fX6z3ypKDdbgt9rVarAYBkyFCno1arn/hE0O12ZapD4Ad8kq1DB5Pjom8Nh0OhjBE4TiYTXLp0CSsrK2JQcFQQeBw1Ho8F7HHCQ1AKPN6O+pd5g6EEOcp/Fovll3rds5rVrH71ymAw4Nvf/jZ+4zd+Q/IFuTciRe3/sNvx6/U63sSjzvY/Tib44z/+Y/zpn/4p1Gr1lO6Z4euk9vt8PhQKBcRiMWEo6PV6sWHe2trC6dOnYTQahYb2wQcfYGtrCysrK7h69Sq2t7extLSES5cuYWNjAysrK8hms3jw4AEAYGVlRTJy5ufnEYvFJOKCNLONjQ25xp84cULoaS+99BLMZrPYQzN81GQyYWVlBbdv38bW1hbi8TgAYH5+Ho1GA/fv3xftKPDIBCAej2NzcxN2u10MgIBHDmP9fh/3798XAwVl2Ww2nDlzBtevX5cJzn5ifqfTiXPnzuHmzZu4efMm5ubmsLCw8Ni9AJ/L/Pw8kskkstksCoUCjEYjQqEQfD7fczUP2K+epVvaOwD+OwBvTiaT9rN6HBanMcoJCzdxBCScnHDDraSoGY1G0ckQANHBg9Mdg8EgX2lRq0w256aCf0dgpNFoYDAYUK/XYbPZ0O12Ua/XRafS6/Xgcrmk6x2LxcRKORqNol6vS1jV4uIitra20Gg0sLCwgG63K9a5DKfa2dlBqVQSxwtqbyKRCF5585IChQAAIABJREFU5RWx26Uo78KFC0gmk9je3salS5cQjUaxtLSEaDQqbmscAa+trUkQ6ObmJj7++GOcOnUKkUhEHE2oyaG7WiAQmDoQaC9N73m73Y5YLIZoNCraobt372JjY0M0O5zCuFwudLtdsbmmlXY4HEYwGJSJnd/vh9/vF5vnTCaDUqkEvV4vbm+7Pz+kn5HalMvlUCgUoNPp4Pf7EQwG9w22MpvNiMfjYolJ6trdu3fFbYXUtcM285wkxGIxDAYDATq0qdZoNPB4PAJQjjp54QlHma1DoLM7W4d6nSfJ1tldnK5xSjMajSSEVqPRCG0O+GTaRcDzrChjarVaABVrMBgI2KnX6wKIeXslna3f7z+TdR1HsbM5q1nNala/DPVrv/ZrePvtt/H9738fvV5PrsvAo/PVCMAfWq34SbMJDx65p7384Yd499138ZnPfEaax1qtVpg1pPk3m02YzWYUCgV4PB6xf97Y2EAwGITBYMDGxoaYC9TrdYTDYaTTaYTDYQQCAezs7Ej8Aqnzy8vLuHLlCgqFgjigbW1tIRAIIB6Po1Ao4M6dO7hw4QLm5uZQKBRw9+5diQVYWFjAgwcPhJ4WDodRKBSEwmY0GhEIBFAul0V/wzw+aneUrmrAI+DTbDZx//59WCyWKTo2XV53dnZgMBj2mANwQqQEOPtRzwwGA86cOYP79+9je3sbtVoN6+vrRzINMBgMSCQSWFhYEE3xxsaGOL5RU/y8w7qBZ5hz8/Wvf/0fAJgB/NbXv/71P/z6179+5k/+5E++d9jffJr8gH6/j5/+9Kdwu91iJUh6GLmbk8lEpi50SSMoUnYIOOFhl0Fp9UyzAiUNTemgBnzix05gRGGdxWJBs9mU7JVarQan04nxeIyPP/4YZ86cwWg0QqlUgs/ng1arRS6Xg9VqhcfjkanC4uIi+v0+0uk09Ho9FhYWUKvVkEqlRFtSr9fFS31tbU1oaLlcThwv6MteKpUQDocRj8cxGAxE68LugzILp1wuS9CVx+OR8MxsNguNRiMHtc1mE4/3fD4vTlvkrWo0GhQKBaRSKVSrVRgMBglEpPtZr9eTjBvqn6gzcLlciEajMJlMYi6QTqdlykYQQTcxZtL0+30Bjvfu3cP8/Pwe0TkT7GOxGOx2u7i08bnw87QfuNDr9WJpzfewVqvJY9ZqNXHsO+xg12g0sFqtkk3DyUqlUsGHH36I8XiMarUq9LujAp39snV44uE6ma1DKpfBYPhURgFqtRomkwm5XA5vvPEGYrGYhJMSxNFRL5/PS74N6QnPqjQaDUwmE5xOJwKBgHjxE2TRCCKfz+P69esAIDREXnh/2UHFLOfm+GuWczNb9/OsF3XtTqcT77//PsrlsuhouKdSqVRoqtW41ungPwdgAvAygK/9+Mf4yle+IowXNo3JwLFYLGi1WhKt4Xa70Wg0ZE9HbQ0zYUajEQqFAtbW1mT/tLy8LPl6iUQC2WwW9XpdQrqvXbuGs2fPSm5Ot9tFIBCAxWKRHBqXywWbzYZUKoXRaASPxwO73Y5yuSzh7BqNRkLZm82mGPS4XC5xYyU7RaPRyP31ej3RS5J1UiwWkcvlRA7AYrM3mUzCaDQil8tNfVb0er3sHbPZ7IEUfZVKBY/HA5PJJHupJ7FuZsQEG8fUqtOtlrpvuoX2ej0ZPmg0mk/1GX/uOTeTyeS5Ho3MriEtjGifdtCcuIzHY3FG0+l0knMzGAwwGAxgMpnQbrdlqkPuJ4VxBDb8/hfPVRw+gEdvFkFUv9+XTVCz2YTNZkOr1ZJOeaVSEUekfD4Ph8MBr9eLbDYLu92OaDSKVCoFvV6PxcVFZDIZ3LlzB9FoFG63G1tbW6jValheXkaj0UAymUS5XMbKygparRY2NjZQrVaxuLiIs2fP4t69e7h16xbcbjeWl5clff3atWsIBAIiGrt37x7u3Lkj+Tjnz59HLpfDxsYGrl69Cq/Xi8XFRSwuLuLMmTN4+PAh7t69i52dHSwsLMDn801Ncj7++GNsbW3JJCcejyMWi8kU6fr167DZbJifnxcKltPpRLvdlrFnJpOBx+NBNBqFy+WCWq0WV696vY5UKoVUKoVkMgm3241IJCLcWQqsvV6vgKZr167h1q1b0Ol0clAqD2Ye8B6PB8PhEIVCAdlsVnJwnE4ngsGg5PLsLooNFxYW0Gw2ZaJz584d3L17V5xTDvp7FilyHo8Hk8kE2WxWnOVobGCxWOT5PUkejVarlakS8IgaRwobJ0YqlUq8/Z8mW2e/58Mpyvz8vEyTaFBAIAk8Gn9zsuN0Op+5cJEZNn6/H8AndtQMYms0GkKL5O2flx31rGY1q1m9KKXVavHtb38bn//859HpdITFQoADAD/xePDnpRK+hkfhnv81gD/4gz/AN7/5TWk8s1GsnNpUq1XY7XbZ8GezWSwvL+PevXuiZ97c3MT6+jquXr2KTCaD+fl5PHjwAK1WC3Nzc9jc3EQ0GsXi4iI+/vhj5PN5LC4uSpbcqVOnhH5WqVTker29vY1AICAmR8lkUlgdq6ur+OCDD/DgwQOsrq7CaDQikUjg7t27Qk/TarU4ceIErl69Kpl1AITutrm5KXsLvo4vvfSS5OUoDQZUKhVWV1cxGAxw584diZ1QltlslgnO9evXcfr06X0ZKAAQCARgt9tx69YtfPTRR4hEIlhcXHyiJp7BYBCn3OFwiFqtJlTw3dlvAHDx4sUj3/eT1DOb3DxNfZqOWKfTwU9+8hMEAgHJneFkhc5mPFA0Gg16vR50Ot2U0H88HovhAAEQwQyLnYTdP+NXZTKv0lVtMpnAZDKh1WrBbDaLHazH40Gz2cT29jbOnDkjlKNQKIRyuYx2u41YLIZ2uy1I32KxIJ1OYzgcIpFIiLOYyWQSNzAieYIcZuWsrq7CYrHIxtVsNmN1dRVqtVqmJEajEaurqzCbzRIMSi3P3NwcNBqNdPi3trZw7tw5mQBwwlMqlcQCNxwOw2q17pnk2Gw2OBwOsYOuVCoS+qnVaiXvg/eh0Whk9FksFiUFl9MIn8+HcDgMrVYrib65XA6TyWTKRpeOW9VqFa+88gqGw6G8HtTomEymPSnJNpttKjy0Vqshm80imUyi3W5Lov1+G3/S6qLRKDweD7RaLarVqnQ1qEsxGo2Hbo5VKhW2t7dx4cIFsWikyJKgIJvNotPpyOvyJECEYZmBQACxWAwulwt6vV5CKdnVaTabcjwddbpyUHeG63Q4HPK4Xq8XFosF4/EYlUoF+XweyWQSmUxGHAc1Gs0z1+xwbel0Gq+99hoikYg0FsxmszghFgoFZDIZbG9vo1QqyRqZ9/AvZUc9m9wcf80mN7N1P896Udf+4MEDvPnmm9jc3MS1a9ekIUyHWZ4T39Vq8Z/1enABeAvAtzodtE0mnDx5EsAn+yvurehoy0ax1WqVSYDNZkMul0MikUAmk4HZbIZOp5OJRrlcRrVaxerqqkxs+HPqeDY2Nqaug/l8HuVyGaFQCA6HA+l0Gp1OB36/H3a7HdlsFrVaDaFQSABZKpWSZhz3PplMBoFAAFqtVphEqVQKVqtVmqoOhwO1Wg2ZTGaKxq7T6WCxWLCzs4N+vz/lhMnGbblcxvXr1/HSSy/toZTpdDp4vV65hjudzgNpZ2z2jsdjccq12WxP1VhkjpvL5RJ2BPXUXq9XqHkPHz489snNrwy4GY1G+OEPfyiCcWWgJgARp3EaQ9to/p+ZN/wb5uDQSIAghdMhAHs2LJwacYrDqREPZibutttt6HQ6GAwGoaZtbW3JwdTv91GpVBAKhTAcDoXDaTabkU6nodFoJDG3UCggGo3CbrcjnU6jWq1ieXkZRqNRQEYikYDT6RSLXIfDgZWVFXS7XaGlRaNRSchNpVIoFovw+/1YXFycAj4AJKSTQVR8Hfx+PyKRCMxms4j/K5UKzGaz0NH2AznMJolEIrBYLKjVagJMlG4rTqcT0WgURqNRTgA0KbBYLDLe5e2sVqsEeXG8bDQaZSz74MEDCU4Nh8NTgCWdTsu0b/cYV6fTyWNQV0K9RiaTETriQfoRg8EwBXQ0Go0AnWQyORX6uR/QUV7seBIOBoOIRCKwWq0YjUai1Ukmk2g2mwLan6QDQ7MNl8uFcDgs7x8AyZfhya/b7T4WTB31Is37YZ5QLBaD3+8XvnC1WkU+n0cqlUI6nUa9Xp8CO88CSCjXrlarYTQa4XA4ZH2hUEguZsPhUC6WnCZWKhW02225wD9Lut1B636SmoGbg2sGbmbrfp71oq6d637nnXfwne98B5VKBQD2AJyhRoOfttv4fQB6ABcA/LdXr+I/+lf/ClarVZrJo9EIRqMRrVZLaO+kbIVCIclfYWNVp9Mhn89jZWUF6XQao9EI4XBYGriknVksFgQCAaGctdttOBwOlMtlcZFNpVKiJVWpVEilUmI8o9frkUqlYDAYpGGrBESMZEin02i1WmL/73A4hPZMvTApbzRDoikTAGmmJZNJ6PX6qekLA82vXLkCrVYLr9e7p/FHgMPojMOYEKTDOZ1OaXCPRqMnDh/fr9RqNXQ6nTipqlSqZ0JL+5UBN91uFz/72c/EOYtuaQBkakOkSjE2hf/8v9ISmo5n3W4XZrNZfqe0gObj7P4HQA7G3YGinU5HOg2j0Qh2u102a6urqxLuaTAYBDHbbDbRtFCkVq1WsbCwAAAiNl9aWkK1WpVuwMLCgkxx9Ho91tbW0Ov1ROeSSCTg9XolXHM0GmFlZUUOumQyiW63K2i71+sJ6DCZTIjFYigWiyLWy+Vy0Ol0CAQCiEQiMBgMKBaLSKVSqNfrIojbD+SwM2G1WhEOh2G324UOlMlkBMCQm8rbtNttAS+DwQBms1k65eSA+nw+TCYT2RBXKhVoNBqk02ksLy/L++VwOBCNRuF0OjEajWQ6VSqVoFKpYDab94ANTqcIpobDoYBIpiYfZjVMfQ+BkkajQaVSEWBCi2ol0DnoRLBbp+NwOKBWq6eASLVaFcrkk049eP8+nw/RaFQsNweDgVD2dnZ2UKvVBGwoAd7TnsBUKhX0ej3sdrtkIvn9fjkxKqlsBDsM9NXr9ccCdh63dqZx08lwbm5OOnvM0CoWi1MTKNp/KzWCx10zcHP8NQM3s3U/z3pR1851azQarK+v46//+q/FOU2ZfaNSqZDR66HvdvE6gCiADoD/8fvfx2/91m/JeVHZWKa5k8VikaxChrW7XC5ks1nR0zACgdQ0smCWl5dRLpdRKpWwsLCATqcjWtPTp0+LHCAQCKDRaCCbzUoTK5/PSwOajBXqmemGm0wmATzSxbCJTrYMGSd2u132WaSGk7XCPZkyPsHpdKLRaCCVSolJAUuj0SCfz4vZgt/v37PvIA2d+zLl1Gi/ohnRcDiUAE/GJxxnzcDNIVWv1/H++++LLkHpXMYpDmlinNpw88X8FP6fJgBKgMMJDgGOVqsV2ptSc8ODld0GWhoCkI1uq9WSDyWpaffu3UMwGITH40G5XIZarRbLw/F4LB2Jer2OeDyOfr+PTCYjPNBsNotyuYxEIgGDwSCAYnV1FXq9Xjbb8XgcPp9PNvoEPSqVSoCE0+nEysrKo5POL2hIOp0Oi4uLcLvdYl5QqVRQqVTw5ptvSngnwQB1C6SJcVNHjZPD4TgU5JjNZjmREMCw+2K1WqHRaGA2m2W8qaSW8fUlmCW1LRKJQK/Xo1qtIpPJ4KOPPhLxm7KTbjQaheJmMBjQaDSmpj96vX7PSJdgitMruu/tnsbsprsp63FAp9lsAoAEjx1WpNYReLGT02q1BLTl83lxsnlSEEDg4HA4EAwGEY1GxdpZGaSZyWTQbrdlxL3bsvJpixcsgp1gMCh6F3J7+Z7VajX0er1PBXae9OTLx6IZSDgcxtzc3JRmiTqsbDaL7e1tFAoFNJtNAWbHMYWagZvjrxm4ma37edaLunbluhOJBK5du4bbt2/L/omTCuARcHnPYMAXu134APwagP+738d2p4MLFy4I1Z97qGazCYfDIeGdFPHza6VSEdYH9Tj5fB7tdhsLCwtIJpPQaDQIhULSHKZ+ZmdnB5/97GelaRYOh+FwOJBKpTAej+H1emEymWSa43A4BKQwoJ3UuUwmA7/fL9crTvQ5qeH1iBMkshPMZjOGwyGSyeQUAKEOuFAo7GswsLm5ifPnz4v5E0PPlUWAo5QvkJGxX1Hzy6Y391hs3B33Z+VJ61ce3HQ6Hfz4xz+G1+udQqt03NBqtTLB2Z1/Q8tmjstIRyJA4s92Z93wPgmedms0lAckuxXKbgMBFTNBwuEw6vU6AoEAWq0WGo0GIpGIpM9Ho1HZxHu9Xjnger0elpaWhFJGITs/iE6nE/F4HNVqFclkUhJqx+OxUNCi0ShisZgAlFqthrm5OUQiEblfWiQuLCzAZDKhUCjg2rVrYpsYi8VgNpvlcWu1mmxAw+EwVCqVbKx7vZ6IsNn9IMgpFArSvTCZTAL66BCXTqfFOYWvoc/nQygUgkqlEjpQpVKR8Sf1UPSLdzgcuHv3LrRaLVKplISQ7u6E8PZut1vCTAkUqeXZffLg34VCITn5kHZG7RN5t/ttXkkHUwIdOsFks1lcv35dLCQfp9Hh/ZEKR8tsfpYJAghCeJ9Puqkmt5ZGDtSGjcdjcUO7du0aTCaTmH88qR7osCK90ev1IhqNIhQKwW63i5EHnyenV71eDwCODHaOY4PB15YTqGg0KjlNtKCvVqvyGdvZ2UGhUECtVkO73cZgMJDz2VHphTNwc/w1AzezdT/PelHXvnvdX/ziF/GNb3xDmnSc3hDkjFQq/Id2G/8VAB2AVwD869u38ZvvvCOTDlL/2fwZDAYwGo3CrBmPx2i1WvB6vchkMlhcXEQ+nxdQkk6nEQwGMRgMkM/nkUgkRE86Pz+P0WiEq1ev4uzZs3A6nUJV8/v9GAwGSKfT8Pv9cDgcU9McarZTqRTcbrdoSJVUNOWkhiAIgFDgOPnhud3pdMq1U/lztVoNl8slMgTeN1/z9fV12Gw2YX74/f491ziNRoNAICCuumSuHFYmkwnhcFhkCul0GuPxGDab7VOzDmbg5pAaDAb44Q9/KJxIpZOZ8mBQqVQYDocS/DQYDABgCuDsnuDw9wQ4BD+cypBHr9TbcDOtnPJMJpMpalq/35cPx8cffyxTl3K5LEmvxWJR3LRyuRycTqeMWCeTCeLxOMrlMvL5vIj6U6kUGo0GVlZWoFarpeuvnOJQPBcOh4WCNplMxEiANCaNRoPl5WWxOeT0JRKJYG5uDg8fPpT7BCABouS7cuRKFzhmrXCjPxgMxG2KIIeaGyXIMRgM8Pv98Pl8e0I/LRaLCNtdLpdMaGhQkM/nZbLC0bbJZEKpVMJnP/tZAUQELftR0BimyakM7af5euwGRixaUSvDRik+z2azGAwGwg/er7ghVrrEbW5uClWRXZQnASVarVZ0OtFoFBaLBZPJBKVSacrggJPLp7E7pmEEKXIejwc7OzsIBALy/DldfBa2z/zccGJHGqNWq5XQVT7XSqUigZ60FN1dz2qDcZgdNd0dm80misWivG47OzvY3t4WKmg+n0exWJTbFItFlEoleDyeGbh5BjUDN7N1P896Ude+e92c9P/93/+90JZ5PWaDuGw0QtPp4LN4RE8rA/i3//RP+O3f/m3ZS1ETzelBtVoVsTxp+4FAALVaDaPRSDQsi4uLKJVKEqdB2lg0GhUQE4vFcOnSJWmScfoSDAYFULTbbXEVSyaTGA6H8Hq94t5GcwGtVgu1Wj01leGeUmk4QDdSNlnp1KlSqeB0OpFKpdBsNkWrw9fSZDLJ43s8nqnX3GQywWg0yv7L6/Xu2RswD7DT6QgFjvvOg4prCgQCIlNg0PynATkzcHNI9ft9/OQnP5ENJCcp7ArQsYzc9uFwKNQRpnsT4LDTTZMB/i3DPNl9pt6A0xkCHB6opKYR9ACP9D5ms3mKmtbpdFCv12XtROxE//l8XihLuVwOAETvUqlUsLCwIM4bOp0OCwsL4hbGTTE1CZy8cCQJAOvr60JLy2az8Pl8SCQS6Pf7Ql/yeDxIJBJTqF2tVqPdbuONN94Qc4JcLgeDwYBQKIRwODwFZChI83q9CAQCGAwGssnlwWG1WhEKhaboakqQo9fr4fV6EQwGp+6bAazcnHLiYrVaBYhkMhnJG6K3+tramkwbTCaTuJpwOkTLcBZd08LhsJxQCIzYIVI6s7EIPnjSJLhV6nroqHcQmOB95PN5vPXWW3IiIigh0HoSoKNWq6d0NE6nUwwOmD1TqVQEyD+NOxmPp1wuh8997nMCwtVqNer1ugBp8p0BfOpsnd1FZz1SxDi9Y7NBqRkql8uS8cPzxfPcYJCa6Xa7EQgEZKrq9/vhdrvhcDhgNpvlsz4ajSQJvNfrodvtotPpSAjvDNwcb83AzWzdz7Ne1LXvt+5z587h7/7u7+Sar8wK42TmA6MR/0mnAzce0dO+0euh9Qs7ZGXcBxk5o9FIGtW0mW40GgiFQkin04j/IoBzNBrB7/fL9GU8HiOXy2F+fh7dbhe5XA6xWAwPHz6ETqeD2+2G1+tFKpXCcDgU0EExvs1mw3A4RDqdhtfrFbMiOtfSKIlh3Jx62O32KcMB7kMJhPi3AKTpx72d3W6X19JisWA0GiGZTMrfKF9z0rSTySTG4/GUdodFpzVS4A4CQruL1Dav14tOpyMU9NFoJLrnT/tZOWo995yb512cunByQkCitIsdjUZTFtC7QQ2BCykrRqMRnU4HZrMZo9FIAhMJbDjBUYaBKoGOSqWaAj2cHlF3Qtc0k8mERqMhAvlqtYpgMIhCoYBer4doNIp0Oo1ut4t4PI5UKoXNzU05aO/evSt+5Jubm2g0GlheXkahUMDm5ibsdjteeukl7Ozs4OHDh3A4HFhfX0c+n8f29jYqlQpWVlbg9/tx584d3Lx5E16vF8vLywgGg7h37x5u3LgBv9+PpaUlBAIB3L9/Hw8fPsS9e/fw2muv4eTJk6hWq7h//z5u3bqFVCqFpaUlyc3Z2NjA9vY2MpkM4vE4wuEw1tbWJFl4c3NTkoYZgOn1elEsFrG5uYnbt29LTo7f74fRaMTy8jLm5+eRTCanQNjc3JzQtpjhUqvVsLOzg62tLezs7MDv96Pb7crnh/zbUCgkmiLyb9n9393VoNlDIpEQgPPgwQM8fPhQaHL7uYsw7NTv908FXd27dw/379+H2+0WKt5BG3x2UJxOJ5aXl8WUgmFfWq0WHo8Hfr9fMoEeVxx3u1wuLC8vy8SgWCxKto/ZbIbH45FO1dPQyvbL1imXy6IvUmbruN1uuFyuT52ts7voHENqwHA4FHooPyvb29tQqVSwWq0y1aOu6HkXzRwO40bPalazmtUve33zm9/ExYsX0Wg0RPtMpgsAdNVqfA3APwOwAPg/AbzzjW/gy1/+MgCI7pnaG6fTKfqSfD6PeDyOzc1NAQbpdFr0NLFYDAaDARsbG1hbW0OhUMDW1hYWFhZQLBaxvb0Nr9cLvV6PBw8e4OzZs/K30WhU9mL379/HuXPnMD8/L9l3p0+fht/vRyqVkj0AmS9Xr17F1taWZMasrKzgxo0b2N7eRjweB/BoglQsFnHv3j2JYAAgeusHDx7A5XJNGQAsLi6i0Wjgzp07otdR1tzcHHq9HnZ2dmAwGBCNRvfcRqVSYXl5GXq9HhsbG+j3+zh58uSRAIrVasWpU6dQr9extbWFra0tbG9vSxPR6XT+i+W+/cpMbprNJt59913ZECo3QpycsEOgBBqj0UjGnLSKpvMGgY9yggN8EtJJYKO0i95NQ6P2RvnYzNFhUCh1CXa7XehQlUoFPp8P/X5f9DjdbhelUgmRSATj8RjZbFaScUnxWlpaks251+tFOBxGLpdDNpsVhysGYvp8PqG1Ed2fOHECer1eJh02mw3Ly8tTExuj0YjFxUU4HA5Jbm+1WkJB4nSBtDHlZp0OaPl8fspO1+PxoN1uy/SIGgqLxSLGA0q6Gh1JlFQ0jUYjeptqtSqjW+ARUPX7/QgEAphMJsjlchIcSoDJoqEAU4ZLpZKsGcAeyhqnH6FQCD6fT2humUwGuVxOTsT7nSyozwmHw/D5fFPaGhoYaLXaKcrb7i4HaXZer1dc0gCIHTQnW0+qc9Hr9eJuR+MFcpX5WWi32wCONmk5qDuzO1vH6XRKtk4ul5PHarVa0qV7GqrcYaVWq2EymeByuRAKhSTjh8f2zZs3odVqRQdDkwQalPyy1mxyc/w1m9zM1v0860Vd+0Hr9nq92NnZwZUrV6bMBdicVqlUyBqNcLfbeAXAEoCHAP7dP/8zvvSlL8ntqGXmHov7L9LcSA9jQ7VQKMgEhtMWmibFYjHRM3c6HayvryOdTkscAbNt6IaWTqdhNptht9tl4sL9G53OaOvMWBFOjLjf4MSDP1PS05ijwzrIHpqWzblcDoVCAa1Wa49pj9vtljB0rm+/Ik2OOmy3233kRp7BYEAgEEAwGIRarZZoDFLqyHw66Fo5o6UdUr1eDz/60Y+E2qWkpHGCQkADPJri8AUfj8dij6tSqWQiQ8c0TnB2AxxOcuiipgzt5IePpgJKITCpae12W4wLNjc3cfLkSdTrddErlEolWK1W6PV6EfPr9XrkcjnY7XY4HA5kMhmoVCrMz88L535hYQF6vR7JZBL9fh+rq6vCq1SpVFhbWxOTgF6vhxMnTkiHgwK5eDyOZrMpuoi5uTmEw2H5WaVSgd/vl4OJG1AAQvuZTCbCyeT4k7oaZQ6OxWKRzS2tDgkm9Hq98FUPAznMt6HehoCkVCrJbfj+s6uwubkpXflCoSAObHzvlMCJVEIesNRf7c6y0ev1YgRgNpvR7XYFYDSbTdFY7AcwlH/rcDimDAxyuRyGwyEMBgO2trYOPBEogQ7vZzKZTJ1sOp2OZLUcFehQp0OaFCcISkrISxbMAAAgAElEQVRcvV4/NE/nKCcwrn+/bJ1KpSJUuWKx+NRBpUcpgh0mRddqNVy8eFEAHoWeOzs7yOfzaLVaz0Q79GlrBm6Ov2bgZrbu51kv6toPW/fbb7+Nb33rW6jVajK1Uf6bTCZ4T6fDV7td2PCInva/N5vwzc9jfn5e2DAmkwntdhtOp1P2JHRMKxaLCAQCqFarYqmcyWTEbIm6ZNLO4vG4sDU+97nPIZfLoV6vy7SDtH632y0W0uFwGDabDfl8XprQ3C8qQzvtdjsymcyenBsGiRKwcH+626aZexNqo7nP5e8cDgeSySTu37+P8+fPT10Pufeq1WpIJpNwOBwHWjlbrVY4nU5pgNvt9icK7+SeidmLKpVKzBJ2dnaQy+VQqVTQaDTQbreF9TQL8TyklIYCylLaDSrtoYn8KZpWq9UyfaGrGR0wGB6lNBlQAhUCG45LeeABmOowKB+fQnh25mnB7Ha70el0MBgM4PF4JJPF7XbLZt/r9SKbzQJ4NMqko9Li4qLoZGw2G6LRqAiO5+fnJeiTwZ4ERxTMzc/PixZnOBxOmQvQNnplZUV81JUnglAoJLqbfD4Pq9WKSCSCQCAgExlOazhRYg5OMpmUYC4aCyhBDPVH7DocBnKUehuj0SimAgQvdF3RaDTIZrN48803p7Q2mUwG4/FYdDkAhJoUCoXg8XimMnCq1eoeUKT8m2AwiEAgALVajVKpJEYCw+HwwGkON/jUwTBniSDpzp07iEajh9pKK++HQMdut2MymYi+hN0ojUbzRECHFpt0yHM6ndBqtajVanISK5fLokdThqY+6QnsoGydXq+3b7aOVqt9JrSxhw8f4uTJkwJ25ubm4PF4hLJKU49kMolsNotms4nhcDhFi/2XqBm4Of6agZvZup9nvahrP2zdDJr83ve+J+dt5tPxOjTQaHCr1cJXAZgBuAD86x/9CL/3e783ZdjERjabf71eT+6r0WggEAgIqMnn8xgOhwgGg0in05JBk8lkEI1GMZlMcPXqVZw7d06C0GmMk81m0Wq1xG2UeyKavzAclC6wlBIwb0Y54aG2VqfT7dHZKMM9GQIKQPYBSjMCFsPGL1++LNpZZRHgsOnr8XgODBknc4V7s91an6MUTZnIJnG73RJC2u12Ua1Wp57jYQ3bx9WvPLhpt9t49913RRcxmUwAfEJJ4yaSehzaPivtoZX5Nwze4zSH4vJOpzMFcJSWz9zM7A76JLBRiuFITWMnmBkgtVoNVqtVXJL8fj8ajQa63a74t3e7XcRiMZTLZdRqNcTj8SlXD9LUOp0OVldX0Wq15MBLJBICYMxmM5aXl8X+eTAY7Jni+P1+LC4uotPpiPCdk53hcCiJuDabDfF4HHa7Xe6/2WyKXoWe9AQENptNJihqtVpE5cPhUEAO04GVUx6z2Qyj0bgvyCkWi1Mgx2azIRKJwGKxiDlBLpcT4PHw4UMsLy8LELPb7fI6ptNp9Pt9mM3mqc0pXdPC4TB0Oh0qlYoAloPMBJSOaQxwVU47aKO8H7gg5S0YDCIUCkGv1+P27dvQarXyGnPK8DiXE7PZLIDEZrMJ0OHzpUXzkwAdAihOnHw+HwwGA9rttmTd5HI5dLtd7Ozs4MSJE089ZaHwktk6pOBptVo0m00BnLS1ftwo/ElqPyogDT9Ip/P5fDCbzRiPx6hUKpIllclk0Gw2xSHoeYKdGbg5/pqBm9m6n2e9qGt/3Lpffvll/O3f/q1MI5TW0KyHBgNOdzpYAnAOwD8A+A937+Ktt96SJrLZbJ7KvWGOn9I5rVqtYjweC72LpkvUJ5OWH4/H8f7770uzN5/Po1arIRqNiumS0+mEy+VCtVoVowCr1YpyuSzf63Q6Ya7QGtpqtUr4J6MxrFYrKpWKTJu4R6TrrdIyGnhETysUClO3Z9lsNty+fVv2PrvDOdVqNbxeL3K5HHK5HHw+34EsA4axt1otJJNJdDodiaR40qLBESUIkUgE8/PziEQi8Pv9MJvNM1raYdVsNvHTn/50SjzNr0rnMuUEBYBsNJTdA2UHuNvtimMSAQ491Ul1I2BR5t4oqWn7ZeCwc890XYrcHQ4HarWaIPFKpQKPx4PhcCiJuN1uF+VyGdFoFIPBQHzQGSyl0WgQj8clEX1+fh5Wq1U206urq9BoNFPfs0uRy+UQDocRi8UEpPT7fSwvL4tzG51OFhcXUSgU4HK5hHbFTScnI6lUCgDkQ02KXSqVQr/fh9PphMfjkRRcJb2NFtHKKQ9trmkPTZBjsVj2BTm0gOb4uNVqibNHMpnEyZMn5b1hpo7X68VoNJoKzzQYDHsycBwOByKRCGw2G7rdrtC+SDc8KOiT3FSGdHJiRL3XQZtfBoZVq1W8+uqrMg3iFIafy92Pu7v2AzqkwHEt3W4XGo3miSlfu3U61JUVCgV8+OGHUKlUaLVaAHCkjJ7DiqCQADoYDEp3iLSxZDKJcrksIZ5PS2F73MmXwIscbbqbkd9Mw4dUKoV0Oo16vT4Fdo6bVnfUdR9UM3BzcM3AzWzdz7Ne1LUfZd2vvvoqvvWtb0mYtNIemteGf2q18DU8cr86B+BPkkm8/Ru/IbQn7rV2u9lSRkA98O7pDSc61Glns1lEIhHcv38fer1eJjTpdBpWq1WmN81mUzSoyiBPs9k89T3jGujcxkYgJz5cP/dmSkczGlTtntKQmUJqPE15WLlcDi6XS1xvd+8ltFqt0PMKhYJMlfYrWkXTca1UKsHlch1bc065v5iBm0Oq1WqJFTQPDKXoSpl3w5ElNTWcznBqw4OEAmwlwOn3+3LwKHNwCJqUdtCs3WCL4rderye6DFoStlotuN1uNJtNQfDU3hgMBgETer0e2WxWxn2ZTEYsmMkVXVpaEpqayWQSRxCK2CKRiGy4aBHNoM/JZIITJ05Ao9HIFId20MPhUEI9a7Uafv3Xfx0ajUaAiUajkdR4JVXNZDIhEAggFAphPB6LHketVsPhcIiDFoV2uVwOOp0OVqtVRPdarVboP+12G1arVaxzCXKq1eq+IMdsNiMUCsHlcqHT6eDatWuix1LS0Ej9Y2eEupdyuQytVjs1ZeH9BoNB+P1+TCYTsd0ulUoHTmV2c1MHg4GAqWq1Kve736aXQV1utxuxWAx2ux2j0UgeN5/PYzQawWAwPFb/oQQ6tGjmfSmBzmGhowcVJ3rU6aTTaemY8bkyi0Cv139qrcrubB12zDqdjjwfguMn1cc86clXCXYIIgOBgLi+1et1eb8IdnjOOWqw6LNYN2sGbg6uGbiZrft51ou69qOsOxAI4ObNm7h586ZQ+5W6G5VKha7ZjG6rhc8DCAEoAvhf/vEf8ZWvfEXcaZXOacy9KRQKsscJhUIol8uYTCZwOp3IZDLictput5FIJGTfw+bkeDzG3Nwc8vk86vU6wuGw7IfsdjtcLhcajYZMicxm89T3lD+Q2mY2m2E2m4W+TcMiGlPR5IB0MYfDgUKhIGwZ7h95HVZaQLMePnyIixcvIpPJoFQqicBfWWxAco9yGMChKyszfNLpNHQ6HWw221N/LvarGbg5pDqdzpShACczSgcOpchfeQANh0OZ1AwGA+nwDgYDyR5hJ5t6GYKS3RQ1HpD8ylJS5Uhlo620yWTC5uYmIpEIDAYD6vU6HA4Hut0u+v0+vF4vyuUyNBqNjCWZe0NnsVAoJE4fiUQC9Xod2WxWwgsZ9ri6uio0uNFohLW1NQEgvV4Pa2trcgAzGDQajcoUp9vtIpFIwOPxoFQq4dq1a/B6vZifn0coFBKjglKpBKfTKdShcrks0x2XyyWBnLx9oVCQ0SWNBej6Vi6XYTKZYDab4XA4ZKTLznyv14PNZpMsnP1Ajl6vF7BgNBoRCATk+aXTaZkkWSwW2fAqDQUMBoPcH7OGGArKolkBb1+r1QTwHaSxIbjw+/0IhULQ6XSoVqsyjaHgTsmPVZ4IlOCEWT2dTmcKKAF4rD6Hn0uLxQK/3y+mAUqgk81mpcP2pECHfOPXXntNnMi0Wu1Uzk2pVNqj03na4vvsdDolWJbONpyiJJNJ5PP5Izm+HccGgxcFAslgMAir1QqNRiMXRU4UK5UKms0m+v0+gE/SvJ+0ZuDm+GsGbmbrfp71oq79qOt+++238Rd/8RcSRs1JNvdoAHBVr8d/+ovsm88C+PPBALBaJaOP+ys2phm1YTKZMBwO0el04PV6JcyTmmWPx4NMJiONyWw2i36/j3g8LuZKu6c3bB5zn6F0RuP3wCMK2W6zASXlTDmpoeEApzzAJ5R0gi6lnpwMDkoHuK9gdh//rtvt7pnuABBKNfdXnNAcVGxMNxoNaRC6XK5jcwqdgZtDqtvt4oc//OG+CatKSpryZ9TdABCdDMOgaAM9Go2kM6DU43D8SRMCghk+9u5pDf/P25GaRqMCon1OEer1OqxWKyaTCer1umhver0eQqGQbAQjkQiKxSLa7Tbi8ThqtRoKhYI4iiiDPUk7ikajcLvdIrSnuQA37pFIRDzXk8kk1Gr1nimO0+nE0tIS7t+/D51Oh2w2C6vVioWFBVgsFvnbwWCAQCCASCQCrVYrVLXJZCJhnEr3tHq9PmUsYDabUSqV5ICyWq0wGo1i2asM8qReh8YBjwM529vbeP311+H3+8UGkvbLSq2N0qTAarWi3W5PgZbdoVXK2zscDvT7/SnHtN3W0yytViuOb06nc2pN5XJZxtoHOYuQaxsKhRAIBKDT6VCr1aYCPo9qHrAf0BkOh1NAp9/vy0TnKMUTGIGHUqdDhxl2h7LZLLrdrtz2004y+JmgwNHv94vejdlAOzs7qFarcpwr6WLPYoNBu3MaPoRCIdjtdpnqlstlmRpub2/LZ7haraJer6PVaqHb7aLb7aLX66Hf72MwGGAwGMh5aQZujr9m4Ga27udZL+raj7puo9EozBuGRSvpaSqVCkMAV1st/BcADACCAP6Hy5fxu7/7u6Jz5v3Y7XbUajW43W7RwOTzedkr8VqQzWaxsrIimtDFxUWkUimkUim88cYbAipisZiwVLiPIdhxOp2iLyVVTfk9r49KswE67CptoA8yF6B5Dk0AeK3lRCWdTotpgpLeRQ0uaXL7GQJwPWyCPg7gaLVa2VeQ1UEt0aetGbg5pLrdLn784x9LxgfwCZgAIKBCaQ9NWho3Mcpsm/F4LO4btIommGF3gVMXJcABPpnSKDdk+5kK6HQ6obk9fPgQ8V+EOfV6vQO1N4PBQLoArVYL1WoVsVgMrVYLxWIRsVhMhGxOpxM+n08OgNXVVfR6PXHAWFlZQaVSwc7ODiwWi2TksPNw4sQJjMdj8T1nwCapa51OB/1+H6+//rr8rNlsIhwOIxqNCvUsm83CaDQiHA4jGAyK40cul4PJZBLNjU6nky7+YDCA3W6foqNRMN7r9WC328U6ORAIYDAYCO1oMpnAZrPJBv0gkJNOp7G0tCSBjsFgUDJw6OBmMpmmTigWiwWhUAhut1tAC18Lk8m0Z+JgMpng9/un/N+VmTm7pz98HLqlUadEN7d0Oo2NjQ0sLy8fCip0Oh2cTqcAWQBiB53JZMS+/CgTEiXQoUEDgQ7fX4bjHramg05gNAkIhUIy3h8Oh+KGpvTKP0qezlFqv2wdBuwSYNEIYDweY2dnZ09+wHEXJ488Hubm5mSKycnkcDiU454C1nw+L1lW/Iyk02nMz88/tcXmDNwcXDNwM1v386wXde1Psu7Pfe5z+M53viNNvP2mNymTCYvtNtYBnAbwfQB/e/06fvM3f1P2dZPJRBplDocDjUYDNpsNnU5Hmp/5fB6JRAKZTEZy5jKZDEKhEEajEW7cuIHXX39dru/U/Cqd0/L5PBqNhuwtqC12u91TGhqPxwOLxTJlHc3mJ7PbaA29n7kAALFmZm4P95U6nQ56vX5K56N8zR0Oh5hJMW9ndxFIkSLOrL2DSqVSwW63w+v1olqtThlEfRq2xQzcHFLtdlsmN0rEr5ymKMGHcpxGjQz5mwQ11OHw/6SjkSrCDis7wOzeKx8TmAY2LCXA6fV6KBaL4l5B9yeXyyXaG7vdLtobnU6HQqEg48Z8Pi92w9lsFi6XC06nE6lUCqPRCIlEQnQO1GikUinUajWsrq6KYKzRaGBtbQ1arVYATTweF+94gqK1tTXhkn744YdYX19HIpEQS8VMJgO9Xi92uaSX1et1uN1uSa4l1a3RaMDhcOwxFlCefLj5HY/HsoEjiKFGxufzSZeD+T+7QY7ZbBaQc+vWLSwuLsokR6vVyhrUarXoker1OoxG4x7rRYaC8j3ga6oMD2UpNTbkBytd2Q4yElAaF7hcLjn5qlQqlEolAI+nnBkMBng8nqkJDDfwxWJRJpNHGTFzVE6gQ8MA5cTloInOUU5gGo1mSqfDjpPSK/84dTrAtOMbs3VoBMDHvXbtmuh3Po0xwZOui3oyh8MhOrBoNIr5+XmhtvEfqZ78arFYZpObZ1AzcDNb9/OsF3XtT7JuOnl973vfm4rkUBoLqFQq/KjTwdcmE2jxCOD8r7kc3n77bbjdbgwGA8mjs1qtaDQacDqdolnJZrOIx+PSVNVqtSgUCpLTNxgMEI/H8d5770kjl6AlGo0in89L81apvaHLqpLG1u/3xb1Wq9XuMR/gc+N9cNKyn7kAHUz3s2W22Wyyl/B4PNjZ2ZmirLvdbhQKBeRyuSn6mrKoBdrZ2UGz2ZQg8sNKr9cjFArBYDAIxXs4HArN+klrBm4OqWaziXfffRdOp3OKErYb/bPobkbgobSHVupwmHlDoRunNaPRCABEN0NRmJKiBnwyxVFS0lj0adfr9djY2EAikcBgMADwaGTITT+1Nx6PB+VyWbj7hUIBVqsVVqtVaGEUy6lUKhHDVSoVLC0tYTAYyHhUSVPj5oidXya0E9AYjUasra3JxKVcLkuoJx2w2u025ubmEAqFJOiTnYC5uTkxQNjtnqakqo3HY5k2eb1eNJtN2YAz44aTGq4lm81KFoper4ff74fH4xFXNGqSKOS2Wq0Ccm7evCmOY0rjAWqbODGiu1ulUhFaG0un08HtdstzKZfLQvcjqNqtveIa3G73FPWMAa4H2TrTf75arWJ9fR2NRmMqmPNxTmmcPPG1NxqNaLfbU7bUwNH0Ofz8Wq1WASIE/koLaNIM9Hr9E5/AaMag9MrX6XRoNBoyXSsWiwKmPq1Oh6XM1onFYvB6vUilUgiFQjJN4uv1LLN1Hlc8X9HJj7o0HiufxoVmBm4Orhm4ma37edaLuvYnXfepU6fwN3/zNxKrQBMnNovVajW6RiOGrRZ+DUAEwAaAf/fP/4yvfvWrcu0eDAawWq3SIK7VaiL+p2EUs/7S6TSMRiPMZjOy2Syi0Sju3LkDk8mE+fl5MXviXiCdTksjNpfLiUZmv+mN0sqZ+zmaG7CJt9saWmku4PP55JpmsVjQaDSQzWYFMLHojlYul9FqtbC8vCy/U6vVcLlcSKfTqNVqQl/bXXSfZbP5KACHzWM2pEnpGwwGU9rlo9QM3BxSrVZLaGlKWphSC7Mb5NDpjB8gZt4oQz3JhaRjlF6vR6fTgcFgEFDE4CgidlpCKwHO7q9cG62nC4UCvF7vlM7HZrPtm3tTr9cxGo1koqJSqUToNplMJNiz0WggkUgIsg+FQpJk22q1BLBQELe6uopmsylc0/X1dXFbq9VqWF5ehtPpFHqY0WiUsE9OWqxWKxKJBAwGg9xOrVZLl5nmBQRmtEXm4zDok2GJ9I/nQccuh8/ng9vtRqPREDDBk5TBYEAwGITT6Zz6vRLAcAR86tQpmeTsBjl0caNBAAOwisXiHtc05W3NZvOhoaAsg8EAn88nJ04CI76P+2XmAI8cUc6ePSsAiXk1fJ40wTisg8KJWCgUko4OBYoES0/ikKYEOnwNlEAnn89jc3MTy8vLTwVCqL2hwYPf7xe9mpJGRp3OcU1WeF/ZbBZvvPGGGGRoNBpxPCPIbrVax0qdO46agZvjrxm4ma37edaLuvanWffJkyfx3e9+VxxqaQ+t3DPdMBjwlU4HdgCvAfizXg+BuTksLy8LC6LX64nTLUO6mfFCswC6jJZKJaysrCCdTot1NKMcAoEAkskktFotIpGInOdJD2P4Oqlv1NoYDAZhoFCnQsDDqQyvaalUCgaDQRzIlOYCwWBQXhsaAHQ6Hfj9fvk5Q8STySSSySTOnj079ZqSScLpisfj2fe1t9lsAnCOQlFTPr7H4xHtMhuubPofRZM7AzeHlJKWtpsCppyYsBOg0Wimgj55EClDPQk8uMFhVgYdObhJo5it2+3CaDRKN1cJcIBpuprSuU2r1WJzcxNLS0uiXVCpVOh2u6K9IW2JIVWdTgeNRgORSASVSgWdTkeCPev1OuLxuHQK5ubmpswF4vG4jCrn5+eFplapVLCysiL80mKxiEQiIZ0BJvouLS2Jy9m9e/fwxhtvIBgMCgez1WohGo0iEolMhX+SlkV7a7p5eDwe0RYojQVIR+MYmN360WgkICcUCglQIf+TXQij0Si/VwIYdrkfPHiAl19+eSoslLfhCYEghwYBJpNJ7iufz4s4Ufm+cjLDqRsPdlIYd3f5NRqN6GOsVqsEifIEYTQaD3RLY6ioku5GgNJut6HT6fbl2ipLGTJKt0FO9bLZLAaDAQwGw5GnE0pqGV+zXq+HGzduAHhE4VNOdJ6mdDqdUBWpAxqNRigWizJZabVaGI/HnzpPB/jkNVdm6xCwm81mjEajKerccWTrHEfNwM3x1wzczNb9POtFXfvTrHtubg4/+MEPsLGxIY6yyqa0Wq3GQKXCg2YTXwJgBaAC8D/96Ef4/d//fWkudbtd2Gw21Ot1eDweVCoV+P1+lMtlCVquVqtYWFgQcwDqekejEXw+H8rlMhYWFtBsNlEoFBCLxYSO73a7xWmt1WohGAzK9IbOaQQzw+FQLJ4Z4B0IBKRBWqlUxPhArVbLXpTrIlOEESapVGrq5wCkmXjlyhWcPHlyzzWf18f97KOVZbPZhEJXrVaPDHAATGmXR6ORNB0LhYJkuh0UczADN4dUp9PBD37wAzidTgB7pyTKIvhhZ5uhntRdAMBwOBT3tH6/LweN0kmNVtCc8hDgELUTQO2mpO1e23g8lsRYbgSpAWq1WlMjVYrTuAmlSK3T6aBcLiMWi4n7WiwWAwABJV6vV0Rsa2trIjYzm81CU6PXOiltyWQSdrsdS0tLaDQaAkhWV1dhsVhw5coVoTstLy9L3k0mk4HFYsHCwgKsVqtQ3EajEYLBICKRiKyNGh2v1yvpvkqqmsPhEHc0jj8zmYx0Q6inYUAoncEowjabzQJgaEnNBPkTJ04IIOHEYTfI4UlECVzI6SX1ja+B8kRA+0SfzyfvMU0X9Hr9nhMQ7yMYDMLn80lmDter0WgOdEujU1o4HJZEY76fuVwO4/H4sdMcdpIIlqxWq0xfCFCPMhVSFoFOMBhEpVLBSy+9hG63K2CZJz69Xv/U1C7SyJhvw3C0SqUy5YLGHIWn0ekcdPLdL1uHVFWK/J82W+c4agZujr9m4Ga27udZL+ran3bdFy5cwF/+5V+i2+1CrVbLpl4Z3/HAZMJnWi3EAFwA8H8BeFAu44033pDzPKUGAEQzTTo/pzdsFNdqNSQSCZnCnz9/Hul0Wqjw6XRaGCFkCASDQdHN0PaZ0xvuR3ZPb2gDTboaAAn/ZJMTeAQyisUiyuWyUNaAR1OdYrE4BYZYTqcTV65ckbzD3aCEFD2Cs4MmKtxTMZLA5/M9kY6G2mVS33m9Z8O2VCqhXq+j3W5L4/RpjW+A/x+BG6UV9H4uVEq6GjCdHzEejzGZTGQcSiBD+hWDEUkbM5vN6PV6ot3ZHfBJ3c7ug2w/2+jt7W0sLi5OTX/42I1GA263G51OB6PRSERyZrMZRqMR+XxeUnYpHCPIUJoLTCYTLC4uivXt4uKi2BR2Oh2cOHFCaGqj0Qjr6+vyfafTwdramriM5XI5BINBtFot+Hw+cbSKx+MIBALiuqZ0T1OGfxIk+Hw+1Ot16RQojQWoq8nn8zAYDOLS4fF4xG+dr4PJZBJnNZVKNWUPbbfbZQNM55NisYhr167BbrfDYrFIR2E/kKO0kOZ7SEBlt9vRbrcFpE0mE1it1qnP3u5QUDqmlUqlPfQ25d/wBKHX61GtVgU0bm9v48SJEwdukpV/azabp3JvWq0WtFrtY+2VqRcKBALymnEqxPeVQvyjTiU2NjZw9uxZBINBhMPhqRMfDSyedEq0u1Qqleh0otEoPB4PdDodms2mgMtCoTCl0znK+o9yoVZS5zhRoqHF02TrHEfNwM3x1wzczNb9POtFXfvTrtvn8+Hq1au4devWnumN8lz9brOJrwHQ4lG457+9cwe/8zu/I9PydrsNh8MhU5tisSgxGk6nE51OB81mE5FIBJlMBj6fD4PBADdv3sRbb72FYrGIer2OxcVFlMtlVCoVRKNRcaP1er1wuVzIZDLodDoIBAJ7cm92T2/IBlICHqPRKNcn6nF4HUsmk2IqBHyic9ltOgBApkpkGe3Ot1GpVPB4POKueZDBAPBo0kMgVigU5Dr6JMWGK6/3jOkYDoeo1+vi9BkKhbC1tXXs4OaXgxh+jEWAwtrtmMaNxGQywWg0EhChpKX1ej0JhOL3PMCot1Gr1Wi326KzISjqdDrC+eQHWTm5IdDhtIhrVqvVUzxRvV6PyWSCfr8vuhM6ONGTnIJmn8+HXC4HjUYDv98vXYBwOCx2tsvLy2g0Gnjw4AGWl5dhsVhw69YtqFQqrK+vo91u48aNGwiHw0gkErL5j8ViWFlZQbVaxQcffACr1YpXXnkFGo0G169fR7FYxKlTp7C0tIRKpYJLly6h3W7j7Nmz4tJ26dIl4bWeOXMGAHD9+nV8/PHH0Ov1OHPmjOh9Ll26hI2NDWi1Wpw4cQJnz56FVqvFzZs3cePGDQhrbDIAACAASURBVJnInD17Fuvr6xgOh7h27Rpu3rwpuqiFhQW8+uqr8Pv92NnZwc9//nM5GajVaoTDYbz66qsIhUKo1Wq4fPkybt26hU6nI5+ZQCCAixcvYm1tDaPRCB999BEuX76MYrE49Xlzu904c+YMzp49C7vdjo2NDfzsZz/Dw4cPxVWPpdfrsbCwgNdeew0rKysYDoe4desW3nvvPezs7GA4HO75PGu1WkSjUVy8eBGnT5+GzWZDLpfDz3/+c9y6dQu1Wu3AY0Gj0SAYDOLs2bO4ePEiotEoqtUqbty4gffeew+bm5vo9XqPPab0ej2i0SjOnz+PCxcuIBqNol6v4+bNm/jpT3+Ku3fvHrqOg+4zEongzJkzeP3112Xqt7Gxgffeew+XL1/G9va2vCdPU3QZXFxcxIULF/Dqq68ikUhAp9Nhe3sbH3zwAX7+85/j7t27KJfLosE7rtLpdPD7/VhdXcXrr7+OCxcuYGlpCUajEZlMBh9++CHeffddXLt2DVtbW6hUKmJUMqsnK5VK9Y5KpbqjUqnuq1Sq/36f38+rVKr/V6VS3VCpVD9QqVRRxe/+N5VKdVOlUt1WqVR/pvqX4hDOalazAgD82Z/9mWS99fv9PedFtVqNnUAA//4X338VwKsA/uiP/khMoLj/0mg0YvZUq9VEdxwOh1Gv1yXCIZlMIhaLiQY6Fouh2WyiUqkgFouh0+mgWCwiEolAo9Fge3sbGo1G5ACNRkMCuTmd0ev1CIfDyOVyci2bm5uDWq3G5uamPJ/FxUWMx2NsbW3Jz1wuFzweD7a2tqb2EmzikhGgLIvFgvn5eeRyOYmbUJZOp8OpU6dkT3PYNc/j8eDll1/GcDjE1atX9zzWkxTNnrgH/MxnPoM33ngD586deyxt/mnrVwbcKPNslECC/5RggiNOTlGGwyEGg8FUl6Df78t4E3g0GaI7UavVEqOBdrs9Nc1RGg7wgBqNRrIeflWumT9ThoNyo65SqcSzXam9KRQKCAQC6Ha7kpZbrVbRbrclgLPRaGBxcRH1el1yOlQqFW7fvi3UsJ2dHaTTaZw6dQoGgwEffvghhsOhgJCrV69iPB7j3Llz0Ol0uHHjBvL5PM6ePYtIJIJCoYArV67A5XLh/PnzMBqNuHnzpjzG+fPnYTKZcPv2bXz00Ucwm824cOEC5ubmkMvlcOnS/8fem8dGtp9XYufWvrH2lbVx35rNbrJJvvfashTYDp4D2HJiI04EexwoI4wn0CRIjJl4nBhjWYPxQPHATuJJBhlIiZXNRqAA1thIrCdLQmypX3eTbK7N5r7UXsXa9yoW6+YP9ve9W0Wyt9fd0pP5AY1mFW/d+2PVrXt/53fOd84Cr6jMz8/D6XTi+PgYCwsLyGazMJlMuHPnDoaHh1EsFrGwsICDgwM2VJifn0d/fz+y2SwePnzIv1Or1RgbG8Ps7CyMRiP29vbw8OFD/sITEHz33XcRDAaRyWTw8OFDbG9v84RfEAS43e4XAjkmkwk3b97E7OwsWzLev38fu7u7qNfrHdsS8Jyfn8fk5CQ0Gg329/dx//597O/vX9iexmK1WnHz5k2MjY3B5/Mhm81ieXkZi4uLiMfjz5wY63Q6DA4O4r333sPExAS0Wi2Ojo5w//59rK+vI51OdywKXFV6vZ73MzU1xa4xy8vLDJheFpCo1Wp4vV5MT0/jvffe496Wg4MDPHjwAEtLSwiFQpe+Ly9TWq0Wfr+fL67j4+MwGo1IJpNYW1vDD37wAzx+/Jj7jF536fV6+Hw+TE1N4VOf+hRu3boFr9eLVquFw8NDrK6u4vvf/z4WFxexs7ODRCKBUql0DXieU4IgyAH8DwD+HQATAD4nCMJE12b/AsD/KoriFIAvA/jnT197F+eh51MAJnGucvnMWxr6dV3XdV1Sbrcbv/RLv8SLyDS/Aj6avykUCnxZpQItz/0LAJubm9w3o1Kp2IQok8nAZrMhnU7DZrPxAjL1tvT29iKTyUCtVkOr1SIcDsPlckGlUiEUCsFut0Or1SIUCkGhUKC3txcnJyeo1+tsCBQOhwEAwWAQZ2dniMViAM7BjCAIDFxoYS+ZTKJSqQA4vz97PB7EYrGO++fQ0BDa7TYODw873p+BgQEolUrs7OxcuG9TH/XOzs6li5d6vR7j4+MolUrY2tp65udgMpkwPT0NmUyGlZUVjp94HUWS7je1lvT2xN9vuKQAhlgZKVsjBTfUB9NNyZ2dnTEDQzbNxKaIosiSMQqJ0mg0TH9S8KAU4FD/DAWBymQyNi+Q9uLQGEmTT6+VskTFYhEWiwW5XA56vZ6tC10uF/L5PJLJJHw+H2KxGPu1h8NhRCIRDA4OIhQKYXd3F0NDQ0ilUtjZ2YHX68XY2Bh2dnawubmJ8fFxJJNJHB8fo1gsYmpqCgcHB9jb24PNZsPU1BRCoRDC4TByuRwmJibQ39+P09NTLC0tYWBgANPT0wiHwzg6OuIcnenpaUQiERweHuLhw4cYHh7GwMAAnE4ntre38fjxY9jtdgwPD2N8fBxutxu7u7tYW1uD0+nE0NAQvF4vHA4HDg4OEAqFkEwmMTQ0BIfDgWAwCLfbzb9LJBIYGBiAy+WCwWDA1NQUstksDg4OsLm5iXA4jMHBQQBgpsfr9eL4+Jgld16vF4FAgM0d3G43XC4Xvz8bGxvo6elBX19fh/uIwWDAxMQEarUap8rHYjG4XC4EAoGOJkBBEGC322G321EqlfjzikQibENMDirSUqvVGBwcRF9fH0udtre3sb+/z0GY3Tk7VDKZDE6nE06nk40LEokE9xd5PB726n9WEdiyWq04Oztjg4qjoyMcHR3BZDLB5XI9k/q+rNRqNXw+H3w+H+r1Ok5OTnBycoKDgwMcHBzAaDTC4XDA4XB8rBUfpVIJl8sFl8vFzaXpdBqZTIYdCEkiSdro11lk0Um9c0TV0z8KSKUim2cyyqBFDrKhpoWQbqb6b0nNA9gTRfEAAARB+FMAvwBgU7LNBID/4unP3wPwZ09/FgFoAKhw3pusBJB8C2O+ruu6rmfU7//+7+Ob3/xmh90/ydNoLlW0WvHfJxL4RwA+BeDfBfDFL34R3/jGN7hvGuhcSKbsQsqliUajuHPnDkKhEKLRKOx2Owcl+3w+HBwcoFqtwu/3Y2dnh5+ne/XQ0BB6e3sRDodRq9U4iDkSicDn8zF7E41GEQwGeZEtGo3i6OgIN27cAAD0Pc3gOTw8xMTE+dqMVquFz+dDOByG1+tlIwCFQoGhoSFsbm4iGo3C52MiGoIgYHx8HIuLi9ja2sLU1NSF+4HdbsfAwAAODg6Y7bmqdDodZmZmsLa2hvX1dQwMDCAQCLymT/nN1Y8NuKEie2bgI1BDwIdAhVS6RnI06eul2RUEcChDhNzMiF2hyQYBHJK6UeAfuVgolcoOgCMFNsBHjm1EZRJ4IjtqjUaDXC4Hq9WKfD4PlUrFtsx2ux21Wo2/TCcnJwiHwwgEAojH49jf32fDgO3tbQSDQdaGmkwmTE5OYnd3F6urqxgaGmLAs7Kyghs3bsBsNmN/fx+PHj3CxMQELBYLtre3sbS0hFarhdnZWWxvb2Nvbw+ZTAZjY2OwWq3Y2trqkLrZbDZsb2/jyZMnSKVSGBkZwczMDAOfhYUFDAwMwOPxYHZ2FqFQCKFQiF1Lent7MTY2Bo/Hg93dXTx+/BgWiwXDw8PQ6XQYHx+H1+vF3t4etra2EI1GMTQ0BJPJBKvVCovFwhePlZUVHB0d8eemUqkwPDwMv9+Po6MjRCIRxGIx+P1++P1+1sF2g5z19fVLQY5Wq8Xo6CiDTAIRdrsdwWDwAmjp6enBxMQEW2WTG5vZbOZG9e4LlFwuZzBCQamRSAThcJh7bqQ9aN2l1WoxMDCA/v5+ZDIZ7uc5Pj7mvhG73f7cnhCSv7ndbjQaDW6k39nZYWDsdrtfiBmSlkaj4fefgE4qlcL+/j729/dhNBo5sPJF7CavKplMxkBNFEWUy2UGOnSs7e1tDA8Pw263v5HVJoVCwWMAzq9DtVoNlUqF/9VqNZaivkh9+tOffq1j/BEuL4Cw5HEE5yoVaa0C+CUA/x2Afw9AjyAINlEUPxQE4XsA4jgHN/9SFMUnb2HM13Vd1/WMMpvN+JVf+RX80R/9ETMttIhD8zkA+Nc2G/5uJgMrgK8AuHFygo2NDUxMTECn06FQKMBoNCKbzcJmsyGRSKC3txehUAher5fz0pxOJxKJBAeDh8NhTExM8HxgeHgYR0dHCIfDuHnzJpxOJ+LxOPr6+hjskEImEAhgeXkZ8XgcPp8PgUAAsVgMoVAIo6OjUCqV8Pl8OD4+Rrlc5pw+ek66sBkMBpFIJLC7u9th80zjPTw8vHAP1Gq1GBwcxM7OzgXwQxUIBFCpVHB4eAi9Xv/MRTyVSoXp6Wlsb2/j4OCAA99fJbDzbZXwshOON1mzs7Pi4uLiK702mUziy1/+Mtv1Sd01pPbP3f039DsK7AQ+YoHoy0T20EqlEkqlkvtopL01lIWj0WgYQBHDQynuBHCkzA1wjrQXFhYwPz8PhUKBVqvFQErqnkYyOKvVimKxyBbF6XQaZrMZoiiiUChwkGapVILf70exWEShUEAgEECz2WSXEKvVit3dXSiVSoyNjSESiSCTyXAT+dbWFur1OgYGBmA2m7G5uYl6vY7+/n44nU5sbW3hgw8+wM/93M9hZGQEqVQKe3t7kMvlGBkZgc1mw+HhIcLhMLRaLcbGxth2+uDgADKZDENDQ3C73ajVatjZ2UEul4PZbMbIyAg3w9PzRqMRIyMjMBgM3NR3eHiIs7Mz+Hw+9PX18XubSqVwcHCARqMBp9PJ2TsA2BLxG9/4BmZnZ+HxeNDX19dhS1ypVHB0dMT5OMFg8II7iSiKDHJqtdqlIIfq9PQUkUiEmwstFguCwSC7o3QXuaxEIhE0Gg3odDq2Hv72t7+N999//9LXNRoNxONxxGIxNrjwer0Xgr+uKnp9PB5nIO92u+HxeDpYpxcpCtukMM9Hjx7h53/+5+F2uy9lpF60arUaA51yuQzgnD4nRufjAJ3uqtfrSKfT+PM//3NMTEzwdYEYHYvF8tYzbc7OzlCv13F6eopWq8X/pIs2oigiGAzigw8+uPJceVYJgrAkiuLs6x77myhBEP59AO+LoviFp4//DoB5URT/U8k2vQD+JYB+AH+Nc6BzA4AD54DnP3i66bcB/KYoin/ddYy/B+DvAYDL5brz9a9//WONmbT/n7S6Hvfbr0/q2F/HuMvlMr7whS8gn8/zQjIxOAC47eA/yuXwh09f80UA/5Ncjt/7vd9j0xqj0chZN+l0Gm63G6lUChaLBaenp6jVaggGg9jb24PBYEBPTw/i8ThGR0dxcnKCfD6P8fFxNmMaHR2FKIrY2dnhrDhy5RwbG4NSqcTe3h6azSY7spI50ejoKLcyPHnyBAaDAX19fQDOr+1bW1vQaDSsLgHA0Rndc4Zms4nt7W2ee3S/54eHh9xzfZnSod1uY39/H41GA4ODg1cqPqRFMRFqtRrBYPC19Mx8nHPlZ3/2Zy+9V/3YgJtUKoUvfelLrG/sBjPddoLd8g36HVkw00SB7KCB8xNPJpNdcExrtVpskUsrDLQ9PafVapkRkkrSaCwEbgAwgOrOziF3qlKpBJPJhFqtxo4ZqVSKQ5jS6TTsdjtEUUQmk+FVc3LI0Ov1ODo6gl6vR19fH38Jh4eH0Wg0cHR0BIPBgNHRUYRCIQ4YHRoawv7+Pk5OTmC1WjE2NoY//dM/RTAYhFqtxsTEBBQKBZ48ecLJvWQhTUApEAigr68PjUYDW1tbKBQKsNlsnK+TSCSwt7eHdruNYDDIn2cymcT+/j5OT087gEyz2cTh4SF/2QYHBzng6uzsjGV0wPlKBbEwAPAXf/EXGB0dRSwWg0wmQyAQgM/n61iNKJVKODg4QC6Xg1qtRl9fH1tAUtF7e3R0xP76V4GcVquFWCyGSCSCZrMJo9GIYDB4ZbAWBXSGw2GUSiW+aH7uc597ZkZMu93GyckJZwbJ5XLOnSFjimeVKIrI5XKIx+Pcj0OZQy/jfU/7ymaz+MY3voHx8XG0223odDq43W4O43zVqtVqSKVSODk56QA6xOi8ao5Od33rW9/CT//0TyOTySCTySCbzbLswWq1wm63sw30j1J961vf+tsAbt4D8CVRFN9/+vi3AEAUxX9+xfYGAFuiKPoEQfhHADSiKP7Tp7/7JwDqoij+N1cd7+Pcp6he9XP5Ydf1uN9+fVLH/rrG/Zu/+Zv4gz/4AwDnCgeS5BKDc3Z2Bnmrhe8lkxgAkAIwCOAf/ON/jPfffx9arZbVMrTALIoi20KPjY3h8ePHGBsbQyKRwPe+9z188YtfxP3797k3eWFhAf39/fB4PLh//z48Hg+Gh4exurqKSqWCd999F/V6HQ8fPkQwGGQ1xPr6OsbGxljV8ODBA7hcLoyOjgIAjo+PcXh4iDt37vCCH+UHTk1NdTD5i4uLODs7w/z8fMf9NxQK4eDgAJOTk1haWup4z5vNJhYWFqBWqzEzM3PpfbvZbGJpaQmiKGJmZuaF7se5XA6bm5s4OzvDwMAAvF7vx1IzfJxz5ap71Y+VoQCd6FeZC9Bj6Qpnt7nA2dkZT1pokktuaORgJvVfr1arvG2lUmEpGXAuNaG+GTIIaLVaHeYC0l4gGg+xPASK6LXAeVip2WxmcwGFQsErESRf6e3tRTqdRqvVgsfjQSKRQLPZRDAYRCqVQjqdxsjICOr1Ora3tzE4OAiTyYTt7W2cnp7i5s2bqNfrWF1dhdvtxtDQEDKZDFZWVhAIBDrc0/R6PVOly8vLSKfTuH37NoLBIOLxOBYXFyGTyTA3N8dU8NLSEs7OznD79u0Ol7VEIsEN/MT6LC0toVQqsXuZx+NBOBzGw4cP2aJ5dHQUMzMzUKlU2NzcxMrKCps+9Pf3Y35+Hna7HUdHRx2mAkqlEsPDw5ibm4PFYuGeILJ0Bs4vprdu3cKtW7egVquxvb2NhYUFpFKpjnPI7XbjnXfewejoKE5PT7G+vo6lpaULDXgKhQKBQIAd05rNJtbX1y/sU3o+OJ1O3LlzB7dv3+YG+Pv372N7e5sthbtLJpPB5XJhZmYGd+7cgcPhQCKRwMLCAlZWVnBycvJMmRj11Ny4cQPvvfceBgYG0Gw28eTJE9y7dw+7u7sMJp5XZEHZ19eHu3fvMi1/cHCA+/fvY2VlBYlE4pUa57VaLYLBIGZnZ9lcotVqYXd3F/fu3cPKygqzWB+3FAoFXC4XJiYmcPfuXdy6dQsej4fB+71797C8vIxQKHTl53Jdb6QWAAwLgtAvCIIKwH8I4N9INxAEwS4IAt3vfgvA//z05xCAzwiCoBAEQYlzM4FrWdp1XdePSP3O7/wO7HZ7h3MazZ9o/namUOC3nm7vBPCfA/jKV74C4KOMG51Oh2KxCJPJhEqlAoPBwG0HFMBJbmmFQgFOpxPJZBJqtRoWiwWxWIwdMBOJBFqtFvx+P5rNJlKpFEcQRKNRnJ2dwWazwWAwIBQKcTYizcfIHMfr9UKpVHYYBng8Hs6zk84xhoaGUK/XebGWyu/3Q6/XY3d398I9lOZH5XK5w52te5upqSm02202lHpeWSwWnjft7e1hdXX1Yxv+vO76sQE3AC6AF+q9kT6mLwb9IzAkZXra7TaazSZLyGQyGU5PT1mmI5fL+YOk3hpBEKBSqVCpVDjEs91u8+/JPY1YIQI20rHT/3Q8qbkA9d4oFAo2FygWi1AoFNBqtWwu0Gq12MawVCqhUCggGAxyw/TQ0BCq1SqOjo4wPDwMpVKJzc1N2O12bnILhUKYmpqCRqPpcE8TRRHLy8sAwKsAxGrQBPrg4AAbGxvo7e3F9PQ0vyYcDmN4eBg3b95kAwLSvM7NzUGv12Nrawvr6+sQRRE3btzA5OQky5n29/chCAJGRkbYHnpjYwMbGxtMO8/MzGBkZATlchmLi4vY39/H2dkZNBoNJiYmMD09zX/v8vIyT0B1Oh0mJycxPT3NAGZxcRHZbJY/H4vFgpmZGUxOTkIQBGxubmJpaaljG0EQ4PF4XgjkSC2px8fHIYoiNjc38fDhQ8RisUstGs1mM27evInR0VG43W4kk0k8fPgQ6+vryOVyV34venp6MDY2xiClXq/j8ePHuH///gWbyctKpVIhEAhgfn4et2/fhtVqZeD66NGj5zq1SUuhUMDj8WB6ehrvvPNOB4v3gx/8AE+ePEE2m33p/hzg/HMMBoOYm5vD3Nwc+vr60Gw2sbOzgw8//BCrq6tsuPFxiwwBhoeH8d5772F2dhZ9fX04OzvDwcEBHj58iIcPH2J/fx+FQuGV/p7rerESRbEF4B8A+BbOgcn/JYriY0EQviwIwmefbvZvAdgWBGEHgAvAP3v6/DcA7ANYx3lfzqooin/+Nsd/Xdd1XVeXTqfD5z//eXaTpcm3dPFaJpPh+243lp++5h8CsIgivv71r3PrAM2haG5FUqhoNIre3l4OSlepVNyncnZ2hkQiAZ/Ph0ajgZOTE34+Ho/DarVCr9d3qENIUk6Pq9Uq3/9JiRIKhQCc3w/JSrpYLAI4v7f09fWhXC7j5OSE3wcKYg+FQh0uaIIgYHR0lPtdu4sy9kKh0JWRDXq9HpOTk6hWq8+1iKZSqVQ8HymVSlhYWMDx8fFrj1R41fqxBDdSgNMNZmg7qUW09PcEcqjxn+RgSqWSWRtBEBiskMSGwA6ZC9D2UnMBlUqFZrPJ+75q/FJzAXqtlBGiUEer1YpKpQJRFGE0Gjm0k+wNfT4fms0mYrEY+vv70Wg0cHx8jMHBQQiCgO3tbfj9flgsFkb9Y2NjKJVKePz4MYaHh+F2u3F0dITj42PcunULZrMZOzs7CIfDmJ6ehslkwuHhITY3NzE0NITR0VEUi0UsLi6y2YDT6cTR0RGWl5fZCtrhcODw8BDLy8sQRRG3b9/G8PAw8vk8szh2ux1zc3PM1iwsLCCXy8FkMmF2dpbDtRYWFvjiQoDB7XYjHA7jwYMH/IUnW+nR0VHUajXs7u5ia2uLLxQmkwkzMzO4ceMG2u021tbWsLq62sFQ2O12zM7OYnx8HK1WC2tra1heXu64aFwFch49etQBhmhbl8uFubk5TE5OQqFQYGdnh7NvLgMNGo0GIyMjeO+999DX14disYjV1VUsLi4imUxeOZFWKpUIBAJ45513MDk5CZ1Oh8PDQ9y/fx9Pnjzhi+tVJQgCzGYzJiYm2LL57OwM29vbuHfvHra3t1/KC1+r1aKvrw/vvPMOZmZm4Ha7kclksLa2hg8//BD7+/svzA51F0ku5+fn2Xq80WhgZ2cH9+7dw+rqKuLx+GuzfCbd9OzsLOf2aDQaRCIRLC8v4969e9ja2kI6nb62dn4DJYri/yOK4ogoioOiKP6zp8/9E1EU/83Tn78hiuLw022+IIpi4+nzZ6Io/rooiuOiKE6IovgbP8y/47qu67ou1m//9m93sDcU1SFtMxAFAf/V0+1NAH4TwB//8R932EKbTCa2gyb5fq1Wg0KhgEKhQCwWg81mQz6fZ8fMaDQKi8UCrVaLSCQCg8EAs9mMSCQCURTh9/tRqVSQzWZhNBphNpsRDochiiIcDgdbSAPni+Eul4vVNAA4qFvK3kjbB6T388HBwUutoSn7hiJAumtoaIgjOa5iZsxmM8bGxpDP57G1tfXCC3Iej6dD/UJzrh/2gp78S1/60g91ANL6OMnP5XIZ3/ve92A0GgHgQminVA8o7bORlpQClPZd0GSE9PRkKEAAhyhHOlnJSIB0ocQeUP9Mq9XiwFDqvYnH4+jt7WWqlXJvpL03xOAQuCoWi7DZbJwWT+YCJpMJgiBw4FStVkMmk0EwGES1WsXJyQmCwSBOT0/ZppjSaFutFkZGRpDJZBCLxeD1emG1WhGNRjmIkyZttMJ+69YtxGIxtlb0+/3I5XKIRCI4Ozvj0NBEIoFYLAatVov+/n62s45Go1Aqlejt7YXT6USpVEIkEkGxWITVaoXL5YLZbEY2m0UkEkG9XofZbObfVatVHp/BYGB62Gq1sotYPp9nF5Senh54PB7s7+9DpVKx5a7RaIQgCNDr9ejt7eU8ITpmT08P924ZDAb09vZCpVIhnU5zoJZer+fzRBDO04R7e3uh0WiQzWYRjUaRzWbZT196Tup0OvT29jJtTo397XYber2ez0lKfpbL5TCbzfD5fNBoNCgUCuzKJooi9Hr9pRpbOhb1vJABQywWQyaTgUwmg06ne6aGVi6Xw2g0siNbu93mfVCPjk6n6zj+sxKr1Wo1bDYbfD4fDAYDWq0Wkskk74/6117FnUWlUsFiscDr9cJut/OqXSKR4PNMFEVoNJore4leJm1boVDAaDTC5XLx3wOcN4VKj0m5Wi9jlf2y9aop4VelPl/Xx7tPUf1tS53/YdcnddzAJ3fsr3PcSqUS+Xwe9+7dY7BCxgLS+1RMq8U7lQqCAGYA/C8AjrNZ/MRP/ARf4ykIvFwuQ6/Xo9FooNlswmKxIJFI8II1ADgcDsTjcRiNRuh0ug62Jh6Pw2Aw8DaNRgMulwsKhQLxeBx6vR4GgwEymQyxWAxmsxkajYYlcIIgdBjSxGIxWCwWaDQanuNFo1FotVq+h5CDL4EwqXmOyWTC4uIi9Ho9PB5Px/tC5lPU63uVMxqNNxKJoNVqXdkL3F0KhQJOpxNmsxnFYpHnY3K5/LlzCeDjnStX3at+rMDNd7/7XbZp7TYLuMolrftn4CMGhWyiSUJGOTQEOkh2JmVoqGdHKiWjPhqpfTQBHJKhRaPRjqYsOibRqZR7Q+YCNHksFAowm82o1WpotVqwWq1Ip9PQ6XTQaDRIpVJwOBwQBAGJRAJer5fBlNvthkajQTQahUajgc/nQzweRz6fZ5ozEomwcwc1dzZptwAAIABJREFUqFNjeiKRwNraGvfYkKOHUqnE6Ogo2u02n+Rerxder5eBS6VSgc/nQ29vLyqVCje+OxwOXskgMKRUKuFwOODxeNglLZFIQK1Wc56KXq9HOp3mL6/JZIJWq4XH44FareY8mFarBaPRCIVCgWQyibt376JWq3G+jVqthl6vZ7DY29sLAIjH46yl7enp4XOGtlEoFHyMarUKg8EApVLJn+WLghzgnNFwu92wWq1oNBqcldNqtWAwGHB0dNRxIZDu32g0olqt8nhPT0+h0+munEArlUq2jVar1QyQ6Hharfa5k2+NRgO73Q6v1wuNRoNSqcST+Gq1CpVKxUGlz7uAEbh0Op28v2q12gEK6D16FZcyAjo+nw92ux0KhQL5fB6JRIJNGy4DOq968ZXJZNDr9ZxbZDaboVAoUCgUkEwmEYlEOMyNHBlfJ9i5Bjevv67BzfW432Z9Usf+usd99+5dfO1rX2M5PuURSudtgiDgUamE/xjngVU6AH+4s4Nf/dVfhVar5V6bcrkMk8nEhkuJRALBYBDJZBInJycYHh7muIpEIoFGo4GBgQGWNQcCAXbr7O3tZZmay+WC0WhEKpVCpVKBx+NhIFSr1eByudj1lvL0ZDIZDAZDxzbAuRyPzGto4RsAq3TItIlKJpMhFAox8Ot2H6O5ajdg6i6TyYR2u41IJIJ2u81ZbC9SGo2GnVXz+XyH86pCoYBKpboU6FyDm2eUFNwAuBTYXAZyun/uBjgEcqSZOeSg1m630Wq1+AOjcCj6WQpwyNmL5GUqlYrd1wAwc9M95na7DaVSyQ1xBHAIROn1etaONptN1Go1OBwOZDIZKJVK/qIZjUZoNBokEgnYbDZotVrEYjH09PRwE9zp6SmbByQSCfT39zNLU6/XMT4+jkqlgkgkArlcjrGxMayvr/NYx8fH2fK4WCxiaGiIs3ii0Sh0Oh0zDgQmTCYT+vr6oFareVKtVqs7WBwCPmazGQ6HA3a7Hfl8HtFolC9SBDLa7XYH+CFbR4/Hg1arhWg0ikQiweBpbGwMTqcTJpOJ95nP59l3nnorXC4XS/zi8TjkcjkMBgOfM+QkRs5uBLIMBgNPVl8W5KjVanb9Oj09ZcBydHSE8fFxBk9UUkaGKHxixsjs4iqbZFrZ8Xq9fC7Ra8vlMmc7PatkMhn/fbTic3Jywpk94XAY4+PjL8y+EDtEVptSIBKNRllOQN+5ly0p0LHZbJDL5bx/KZDSaDQ4PDz82Ddqcju0Wq0MrnQ6HdrtNrLZLIPjZDKJYrGIWq127gTUlcX1MnUNbl5/XYOb63G/zfqkjv11j1uhUCCXy+H73/8+z7u6522CIOBEq8VEuYxhALcB/B8AHh0e4v3330ej0UBPTw9KpRLLz2g+QfeRJ0+e4NOf/jTPRQickOss5eTI5XJmciwWCyKRCADAZrNBEAT+HcWDSNkWrVaLaDTK6gspe2O1Wvk+TdupVCpWJZGZVSwWg16v73A/pcVn6sHuXigzm80MOpxO54U5BJXFYkGz2UQkEmE5+ouWVNliMplwenqKZDLJQKdQKKBWq/EivUKhwMHBwTW4uarK5TK+853vdORnXAVwpL+jPhtp0WqA1GkNAMvMyCxACmpoJYF6a8h0QKvVssaRHNBIwka2hIIgMHMjHRuNhY5Vr9eh1+tRrVY7GCOj0ciyq3a7jVKpBLfbjVwuB1EUYbfbO1w/4vE4tFotgxoAvGqRz+cxMjKCarWKSCQCq9UKt9vd4dGuVCoRiURQKpXYxSMSifBraRUiHo/D4XCgv7+fGZtqtco5OcT0kOuIy+ViSrNcLsPhcLD0i1gcyhjxeDxM/8bjcZYC2Ww22Gw2lqMVi0UYjUaWPdlsNj7G9vY2JiYmoFKpoNVq0dvb28HyNBoNGI1GNnJwOByw2WzMNKVSKb740WdF4ZftdpvBSKvVQk9PD09QpSBHrVY/F+SoVCo4HA64XC60222srq4CAGcoXWY/TK8heppYt1wux0DlKkCg1WrhdDrhdrshk8mQTqcZoAC4Uu4mLanMTKvVolqtYnV1FaIoolqtQqFQMP3+IqVUKllaRitJ5LdPOTpqtfrKi/XzSq1WM+iwWq2Qy+XI5XIMdPb29hAIBJ4pXXvZohuW0+mE3++Hw+GATqeDKIoolUo4OTlBMplEOBxGJBLhvIVSqYRKpcJZN6enp2xNL+0flMvl1+DmDdQ1uLke99usT+rY38S47969i69+9asolUq8yCzNMaS6Xyzi7wOQA7AB+G+Pj/HLv/zLvJhEc0GaQxkMBqTTaQSDQTx69Ai3b9/m0OTh4WEGLl6vF9FoFAqFgn9ut9twuVycv+b1emEwGJjlcTgc0Ov1HY9VKhWKxSLS6TR8Ph8Dgng8jnq9zuyNVqtlMyhpzh6NN5PJdLA6+/v7mJmZQSwWQ7Va5f1QkQtqPB5HLpe7EGshLavVinq9jkgkwvOrlylazCMVBjFFZJRAC58ulwuhUOga3FxV5XIZf/VXf3WlLE2K7Lutl6VFv5e6p9FzNGG4LNiTjAIo2JNcN8gpjcwLKJyT5GW0L1oNkI6TjiuTyXilol6vs4EBTWprtRosFgtyuRx0Oh1PzNxuN0qlEhqNBrxeL1sNEw3bbrcRCASQSCRQqVTYljmZTGJgYIDlcuRSRr0lbrcbLpcL8XgcGxsbuHv3LlsN08lKDiCRSAQymQwjIyPM2KRSKbYGPjs7QzQa5eY+v9/fAVqIiXC5XMzikBTPZrPB6XSiXC4z42IymWAwGODxeBgUEYAj9orkeCsrKwDOe6hMJhPkcjmDDgIn8XicwQjpYCmEkpieXC4HvV7Pqy1yuRw2mw1ut7uDcSFvfelnLAU51Od0FcghCVkmk8Hg4CAzROVy+UpWRqFQMChQqVTI5XL8GZAE7KrJOr2WAEq5XOa/hZjJ54EJYnM8Hg/S6TTLG+PxOFKpFGdFvSgzIQgCy+Con4VcYkgCKT7NnHpVtkMKdGw2G2QyGR4/fgyFQsHvN4DXCnQEQegAOz6fj/vdKL+q3W5z42o2m8XJyQkSiQR/JpSQTf8CgcArr4hdg5ur6xrcXI/7bdYndexvYtwUfXH//n2eE9E8DfhoMbik18NXLmMS50m9fwLgrx8/xmc/+1lUKhWYTCbkcjk4HA4GDul0Gg6HA5ubm7yYGI/HYbPZOG+ur68PpVIJ2WyWbaCTySR6e3uZZSG5/OnpKfchq1SqjsekOKAFW6PRyAvqsVgMdrud53e0X6nUjFQaxP7Q8/v7+xgbG+O5WzezQ++hTqfjnmjK0ukuQRBgt9t5oVt6nJctUro4HA74fD74fD44nU5YLBYYjcZr5uZZVSqV8J3vfIfRYTdrIzULkD7fbTjQnZFDGTbdTA9l3pCbmkql4jBPqbMZZdzQiUp9DCQvo96bSCQCn88HAB0TJhq7XC5Hq9Xi/RHAIWvqSqUCm82GXC4HjUYDlUqFTCbDKwrFYpEBR71eh9/vRzqdRqVSwcDAAGs7yUs9EonA5XKxmUCpVML4+DhqtRoikQhUKhVGRkawurrKk3QCR4T0x8bGWKaWz+fR39/PFxMCPf39/Sydoy+wz+eDw+HgfdXrdbYzpKBP6sUhZkmj0fAEFwBL1dxuN+r1OqLRKE5OTqDX66HVatHT04NsNou+vj6WqimVSm7ct1qtcDqdbFaQSqWg0Wi40ZCa/zUaDZsOVCoV9PT08IRfoVDAbrfD4XCgXq+zpI00ttJzsaenh/teCOTQZ9kNco6Ojjg3SC6X83tXKBQuBUV0TpHsTK/XdxgWnJ2ddRgWdJeUZrZarWyPScd8HhNEdXx8jPn5efh8PpZYEjNSLpchl8tfaD/Sv0mv18PlcjFALJfLHfuk1aNXka0RmCVjirm5OchkMmSz2QvHeJ1Ah4reD2IkyaCgr68PPp8PbrcbDoeDpZo2mw0Wi4UZSqPReM3cvIG6BjfX436b9Ukd+5sa9/z8PL761a+iXC6zRIv6b6RKnPvFIv4TnLM3JgD/Kh7H5z73OcjlcjZ96unpQaVSgU6nQ7PZRL1eR7FYhEqlwsDAAFKpFE5PT+H1etkMyWQyIR6Po6enh+dHKpWK1SiFQgG9vb0MPsg4gB4DYLlaNptFLpfjfmtifOr1OoeRUx9rKpXqWACnQPdkMgmPx9PB1BuNRpY6ezyeC/cmCp8n9zea13SXIAhwOBw87wPwUhK1q4pYN+pvvu65eUaVSiV897vfZbeHywwFulkR+lnalEZAprv3hpgcae+NQqGAXC5nOYhUKqbRaLgnR6vVMpsjl8uZuWk0Gtx7Q4i+m1miMZI2kYwJarUaO31Q8m6pVILdbkehUIBcLucme7vdjrOzM15toPyb/v5+5PN5ZLNZDA4O8sp8MBhkwKVSqdDX14dEIoFUKoWhoSEolUpEo1HOifH5fNxjMjExgbOzM+5Z6JapWa1WtqWORCIoFApsNiA1FqDVawDcn2MwGOB0OuFyuZitIRbHbDbD7XajVqvxCn5PTw90Oh2cTid6enpYBlev12EymXiyLZWqSV3VlEolNwjmcjk+Hv1eyrzIZDJmUkgqSGCBLnxWqxXVapV7ghQKxXNBDjFDUpDT7ZZGQWAkH8tms1cCDmJrPB4PLBYLGo0Gr/xTptJlMjcqtVrNckGFQoFsNsufD5lcXAWSaNx0ESe3NplMhkwmw05v5C74Mo311J/T29sLh8PRAUKi0SgH4b5I+vJVY79x4wZL7cjlRnqMSqXCQOdVwNTLFH3nCXCTM4/RaOR/H+emcQ1urq5rcHM97rdZn9Sxv6lxq9VqhEIhPHr0CGdnZ6xYkPZQC4KAql6PQKmEGwAm8ZS92djAL/zCL6BcLsNoNKJUKsFsNrO8i8I5abHPYDBw/3E2m0W5XMbg4CCbDPj9fuTzeQYo1IdjMpkYOJFUTaVSsVstGQmQW6tOp+O5K/UNk3wNOJeCU/+LtMGfXG4pNFR6j5U64F7mekYOtIlEgntaLyticGjO9rImAy9SbwLc/Njk3EhDOglsXBbq2f2c9LX0c3dfDuXlUO8MuZyRDTRNdOv1OuRyObthEJihHplWq9XBvkhzb2gs3eOQAp2zszMoFAru5alUKtBqtay51+l07OFer9fRaDRgs9mQTCZ5AnR8fAy32w2VSoWDgwP4/X6oVCrs7OzA6/Vyjg1lkCSTSYRCIUxOTkKpVGJtbQ06nQ7j4+MoFos4ODhAIBDA4OAg0uk0VlZW4PP5MDY2xnk3arUad+7cgVqtxvr6Oo6PjzE2Nobx8XGUSiUsLi6iWCzi5s2bGBkZQaFQwOLiIjKZDPr7+zE9PQ25XI7V1VXs7u5CqVTi1q1bGBkZQbFYxMLCAjM5l4V/0hef8k4o/JIyZ3p6ejA9PY2xsTFUq1UsLS1hd3eXP2+r1Yq5uTkMDQ3xeHd3dzkjRS6Xo+9pXovH40EsFsODBw8QCoU68oyMRiNu3bqFW7ducVjowsICTk5OOj5nacDnyMgI6vU6VldXsby8fGlYp1wuh9/vx7vvvouRkRGcnp5iY2Pjubk3JpMJk5OTPO5UKoWFhQWsra1dyOPpLpVKhWAwiHfffRc3btxgN7QPP/wQ29vbL5xPo9PpMDg4iPfeew83btxgb//79+9jbW3twnvzIqXX63mfU1NT/B1YXl7GgwcPcHR0hFqt9lL7lBY1WFKA5+3bt+FyuZDL5bCxscFhpOl0+kcm0Oy6ruu6ruvHpX73d38XZrMZrVYLjUbj0nuETCbDP336sxzAfw1gaWmJ8wkpFJRaBGhhm8wGyP1MaiJQKpXYIS2bzaJWq6G3txf1ep1lbhQCCpwv/FKsgfQxhXySrXQoFOK/gUDS8fEx/y20sEuLp1Q6nQ5erxfxeByVSqXj76eF0lgsdml4p0wmw8TEBERRxJMnT555nxWE86BQr9eLUCiE7e3tH3qOzfPqx4a5KRaL+M53vsM0l7R35irmppuqkwIb2q7bapAczijvhMwFiBYlcwH64hBlSkYCtA+VSsVfrG7mho4NoMPYgMZA9tA6nQ7VahU6nY6dJ6gBzWazoVqtotVqwW63d0iykskk20PH43E2MqB+GdJjUjI9NZ+Njo6yg4ZKpcLQ0BBWVlYgCAIzLSQNczqdHfbQarUaIyMj7FiWy+Xg9/vR29vL8rNms4lAIACn04l8Ps9N/W63G16vt6M/h1zeLmNxyGGLjpVKpaDX66HT6WCxWOBwOFAsFrG8vAy9Xg+j0QiVSsXSK/KRj8fjUCqVzK7Qfun3sViMe0qI2aM+IClDI6VfAbBFtcFg4L6dbDZ7QYImZXJIZkhGCMPDwxfkZ9LtySacWBWScF3GKFAvD7ExJIs7OTl5rk89MUEkkaLMHPqMpVKzZ63O0H5cLhfcbjf3jRHjR2zoyxgGkCSNdL46nQ6NRoOZFjLceBFb6avGTkyNzWZjq2fgo0wbYnSoH+9NMzovOu7n1TVzc3VdMzfX436b9Ukd+5scNwVSbmxssOGSVLFD1/OKXo9gqYQJnLM3/yeA/299HZ/97Gc73GoFQWADofX1dXzqU59CIpGAxWLB6ekp8vk8hoaGGLT4/X5mUghc0FxFagttMBg6pGoajQa5XK5DikbOZ6Q0ITVQLBbrcDSjfBxRFDv6ZHp6ehCLxVCpVFAulzvec5PJhGQyiVwudyH7BgArPCiQ9FmMjCAI3H9Eyhy73f5a5NjXsrRnVLFYxLe//e0LE7jLQjy7H3cDCml1S9IEQWCGiFia7seNRoP1+iQbU6vV7KQmCAKHEpLhQDgcZhmWFJBJAZp0TASeqH9Cr9dz9o5er0cul2PZEXmnn5ycQK1Ww2g0IplMwmw2syW01WplTSg1flHj+PDw8AV7aJIxCYIAl8vFfTajo6MoFArcgDY+Ps49PJVK5YJMzWQyYWBggDNxqKkvEAgAAIMTk8kEj8fDCcP0ZSTnNGkvDjXe2e32C+GfJpOJTQVCoVDHF5tMBWw2G+x2OxsY5HI5GAwGqNVq/r3D4UClUmEQoNVqGWyQnK070Eq6DfBR3w752ZMsTqvVdsinCFgRyFlbW4MgCFf25Eh7ZCisjMAa8FFQV3dJZW5arRbFYpE/p+dJzgCwkx2NU+pzTxf80dHRK19PJTUyMBqN3IhJvVsymeyl+2ioz8ntdnODZ7FYfOGenxfN6CEXQr/fz82X6XSagU61WmVjkdfdo3NZXYOb11/X4OZ63G+zPqljf9Pjnp2dxde+9jV236Q2ge7cmwdPe29kAHoA/KtYDJ///OfRaDTYWIDmR729vVhdXcXNmzfZjMntdrOkHgBSqRQCgQDq9TpOTk7g8/nYgMjtdnNYJgB23qS5DuXGUQAoNfwnk0mUy2XOrel2WwM+cttNJBJwu90sI6O/mfp0b9y4we8RBXJTj/Nl/TJ6vZ4XrS8zIOguChql+ZrVan1ll1Kqa1naM0rqaEbSMwAXJGkkE+m2TaWSytboNSRJo4wbAjmnp6cdwZ6NRoN7YtrtNsvH2u0259Q0Gg0A5xM4MhWgfhwpzSf9G6T/E9Ch4xKwKZfLzAxVq1UOqCJ3rlQqBa/Xy/kZHo8HyWQS7XabpVRS97R8Po+xsTGUy2Xs7u5idHQUOp0Ojx8/hlKpZFna4eEhBgcHue9ma2sLN27cgNfrRTgcxsbGBoaGhjA8PIxsNovFxUVotVrMzs5Cq9ViY2MDBwcH6O/vx9TUFE5PT7G0tIR4PI7+/n7cvn0boihieXkZR0dHMJvNmJ2dhcvlwvHxMR49esRhWXNzczCZTNjd3cXq6ipqtRpvT1bXCwsL7BRms9kwPz8Pp9OJ4+NjLCwssBzLYDCwVK1er2NpaQk7OztMCev1ety6dQuTk5MQRRFra2tYX1/nPiTgXNM6MzOD8fFxtFotrK6uYm1trYM+JnA4Pz+P4eFhVKtVLC8vY319/YK0SyaTwev1YmxsDMPDwyxXW1lZQT6fv/Q7YbfbMTMzg9u3b0Ov17N07PDwsIPe7j6O2+3G3NwcpqamoNfrcXBwgPv372N3d/e5ki4yhZifn8fU1BR6enpwdHSEra0tbG5uXkqRX1b0GU1OTuLdd99Ff38/6vU6Njc38eGHH2Jvb+8CFf8ipVarEQgEMD8/jzt37qC3txf5fB7r6+u4d+8ednd3USqVXnq/3WO3Wq0YHR3F3bt3MTU1BbvdjnQ6jcePH+MHP/gBVlZWEAqFXulvuK7ruq7r+ttcPp8Pn/nMZ1gxQ3M0qXmUXC5H1uvF//30NX8HwACA3/iN37jgoCsIAi82k5Imm82ip6eHAQkpO6i5v9Vq4eTkhFkRcj9zOp28qEdSNQI8drud8wPp+H6/H8Vike+NSqUSvb29SKVSHffbvr4+iKLYIVkDwGoNWoiUFi3GHh8fX3nvJhOCra2tjjnMVeV2u3H79m2er2Uymee+5m3Xjw1zUyqV8MEHH3RIaC4zFbjs8WXmAt3PAx/1w5CDmkwmY5BEUjXq+aEmt0ajcSHYk1zVyNpZq9UiFAohEAhcytR0s09SVofQvMFg4B6cdruNZrPJjfBGoxGiKCKfz8Pr9SKXy+H09BRut5slS2R7CJxfNCgtl1gbMhMAwCzN4OAglpeXIZPJ4Pf7YbPZ2GZ4YGAAZrOZZVE+nw8ej4fzVnQ6HYaHh1k6ls1m2VigXC7zarrH44HX60Wj0WAWxWq1sqyLJFA0mXS73VCr1Ugmk8ziGI1GWCyWjvDPUqmETCaDiYkJOByODoaHwCE1FFJuzWVSNWJfFAoFGwq0Wi22dpSyKAqFgsdLYWLSgE9qiKftaCwGg6FjZeTg4ADT09MX5Gr5fB4ajebSpnliq2w2G5sI0MqQXq+/splQq9VyKCjJJ4mFU6vVz2zQJybD5XLB5XLh4OAAOp2OM5Po/XsRBkOhUDCrZDabORiMzgk61suyIeSG5vf7YTQa0Wq1kEql+Dym7/Lx8fErryx1MzpWqxUqlQqVSoXP01gshmKxyD14lKn1ceuauXn9dc3cXI/7bdYndexvY9yTk5P4+te/zs6xUvZGyuA87GZvolF84QtfQK1Wu2AsUK1WodFoeEFUqVRCp9MhkUhgYGAAuVwOpVKJ3dSq1Sr8fj/K5TLn1mg0Gg4BNZlMzOxITQKIDaKsvFgshmazyS5pBoOBDQHsdjsAsKkUyd5oXkDy6IWFBfT19V3IpCGHt3K5DLfbfeF9pPlTPB5HJpPhjLtnlUaj6XC1bTabHYGkL1PXsrRnVKFQwLe//e0OWUl3X023xbK0XgbsEKtDkxBidwSh0yKabJqp94bMAKS9N2RJmE6n4XQ6O2Q/3bI0sqaWPkd601qt1gFwAKBer8NqtSKbzbL7Rzab5ca4arUKn8+HdDqNZrMJv9+PVCqFer2OgYEBnJycIJfLYWRkhPtavF4venp6EIlEeBXA4XAgHA7DYDCgv7+f83DsdjuCwSDLyAwGA4aHh1GpVFgmNjQ0hJ6eHpaU0T5Ih5pMJmEymeD3+/kCQxcNCpokh7R8Pg+z2QyLxXKhF8dkMrFLGK3CrK+vo6+vDwaDgftgqA8pFotx7g1ZQ0ularSiQ8DVZDLB7Xaj1WoxCJK6odE2Ho8HoijyMdrtNgMhOkdNJhN6e3sBgAFTs9mEwWCAQqHocESRytVeBOTQ++ZwODrkXiRxvIpeVqlUbMctk8k4gCubzbJv/rMm40qlEqlUCp/5zGc6JG8EsF4kM4e+ExQMRgGvhUKB90Xfr2c5vl21X3LWI1me1Kp6Z2cHfr//lQBU93E0Gg0sFgt6e3vh8XhYSlssFhlYhcNhpNNplkbQ9UVqS/8idQ1uXn9dg5vrcb/N+qSO/W2M2+l04rvf/S6Ojo4AgHufu+d6Zb0e/aUSxgHcBPC/A/jwyRP81E/9FAwGA0qlEqxWK/L5PMrlMkwmE2fokJsssTIEFEiORaCFmBOdTgebzYZsNstusNJ+GZvNdiHUkxbKpaBFLpej2WxekKFJXdAI9ADnMve1tTWo1Wq2hqai+Wc0GoVWq+XIFGnRQjAtqhLIelYplUq43e6OtgIKTX+ZugY3z6hCoYAPPvigY/IhBSXdTEg3gOnuaZEWPe7eL4Ec+kIRayM1F5DL5VCr1bwiS2wNNcDRxO74+BjBYLCjyY3GR2Mg6ZpcLmdwRf07arUa1WqVeyxoYlupVGC325HNZqHVaqFWq1lbWq1WUSgUEAgEkMvlUC6X0d/fzw1wQ0NDKBQKSCaTGBwcRLvdZpBCLhxbW1v4mZ/5GT65W60WJiYmUCqVWOc5Pj7OgKbZbGJ0dBRyuZyzZ7xeL3w+H5sItFotBINBlvHQRcHr9cLtdqNYLDJ7QGGZWq22I/+GAI5Go+F+B7ILNplMcDqdePz4MWQyGYd/qlQqmM3mjmDQXC7H1s8qlQoejwdarZazbYghI2c8u90Ou93Or0+n09DpdAw4pRk6jUaDTQeIJaLPWyaTwWKxMGtEds3ELIyMjHScI1KQQ+/Zs0COSqWCw+GA2+1mNxjqCXmWHbQ0FFStViOfzzMIBfDMUND9/X0MDw+z6YHFYkGr1WIAUSqV2N74RSbwFCpGbA7JBajHCcArgRFp8CjdaDY3NznEk5wQX4dBgEKhQE9PD5sekGab3BVzuRzS6TSD3HA4jEQigZOTE755FgoFFItFdvIpl8solUowGAzX4OYN1DW4uR7326xP6tjf1rj7+/vxJ3/yJ2g2mwwKyPCJJvjtdhsLxSL+Ps7ZGz2A/zESwec//3leMCblTSgUwujoKLLZLMv07XY76vU6CoUChoeHEY1GWcZPxgIkI6tWqx0LpWazGXq9HrVajdsDiIGRAhcCQO12m62b6TkA3PNDmYfxeLzDcAAAL/y22+0L4ZwGgwG5XA6pVIpNe7pLo9FwDAjwYpk2xPqYTCaeF0nVKy9S1+DmGVUoFPCtb32Q4xIlAAAgAElEQVTryobgbmam20mNtrnqf+lrpE1rwEfBnsTikK2gWq3mJn+yG2y325x7QxRqo9FAJpOBw+GAUqnkVdrLjk8g6lkAx2QyoVwu88pDqVRi+lClUkGn0yGVSsHpdKLVaiGTySAQCHDybn9/P4rFIk5OTjA4OMgBlNT8Tif+8PAwy9L6+vp4RSGfz2N8fByCIPCkdXx8nAENHcNut7Msx2AwdAAookb9fj9L0vL5POx2O18cKHzTYDCwcxoxK8VikfNvXC4Xh3ESu6PVapHNZjE5OXkh/JNWI6Qg5uzsDCaTiRvTu6VqUpZGpVLB7XZDr9czm1IulzsCPpVKJRwOB6xWK0qlEhsTqNXqjkAtMjBwu904PT1FLBbD+vo6M2jdQJhADuXePA/kKBQKNmUQBIHfi1KpdOVrgM5QUIPBgGq1yuxJq9WCTqe7IHXrvoARrU1sGrm0pVIpAHhhyZp0XwS6yCyAjC9UKtVLryYB55+T2WxGoVDA/Pw8gHODADJKaDabDHxfR9FNjiSWgUAAHo8HdrudG1Lpu1+v1zmzihx4stksMpkMMpkMgsHgKyc/X4Obq+sa3FyP+23WJ3Xsb2vcwWAQf/Znf4Z4PM73XynDTXOnssGAgVIJYzhnb/43AA93dvCTP/mTsFgsyGazcDqdWF9fx/z8PE5OTti59fT0lKX7BBpOTk4QCARQrVaRyWTYECoej7OZES1IOhwOqNVqRKNRNnWSZteQ8UC9XkcymeSAblL7kBU1ARKaazUajQ6G5fj4GH6//4LTGr0PRqOR74lXMTMmk4lNoChC5EWKJOzUavA8AyNpXYObZ1ShUMBf/uVf8sRQKkmTrobT424AQ3UZAJKWlNWRghwpi0OoXBrs2Ww2odFo+GfqvSFQdHx8jP7+/g6/dRpztxU0TW5opUEKcDQaDdOqlUqFVzKKxSIcDgfy+TwzGKlUClarFYIg8IpCo9HAyckJ+vr6uDdD6lxGrAdN2AVBYFma1Wrlfp1EIoG+vj5YLBaesAaDQTgcDp4Y2mw29PX1sbva6ekpBgcHYTQamYXR6XQIBoPQarX8Op1OxxM+spomitbj8TBVHI/HodFoYDKZmMWhybtcLkcqlcLt27fhdrtRr9cv0KoEYujLmkwmodVqedJttVrhcDg6pGrkqgacr7pIAz4pbEsKSohCplUVAiN6vb5jMq5QKGC32+FwOLC1tcUOLAS2pOfpq4AcuVzOjIxcLufeqHw+D5VKdcGRTXoskvtZrVam0Um2KGWBrrqASftpdDodKpUKM1Vkl/6i4EEKuqxWK0RRZAkdZeYQQHiZ6g7xNBgMnF9APUTkgPiy+35eUfgoJWIT4+b1ehEIBBAMBhEMBhEIBODz+eD3++H3+zskjC9b1+Dm6roGN9fjfpv1SR372xy31WrFN7/5TTSbTXY1pXmU9Hq8UCjg13Gee6MA8K/DYfzar/0adDod9988efIE4+PjHKVhsVhYvZJMJnF2dsYmTFqtluc4er2eXWZFUYTdbuf7IS0MS6VqCoWCQz1pnqDVahGNRvmeCKDD7YysmknFE4vFYLfbO+6x09PTiMVi7JIrLXLrjUajz3RGI4leLBaDxWJ54YVBqdssxWGQ/O5ZUQ6fSLc0QRD+oSAIoiAI9udv/epFzf7kmEH2zFJHtMvCPLsDPYGPnMq6wZC0z+Xs7IzDM8lMgIALsSiiKKJer3NvDuVdUFItveb09JT7Zoi5kbq90TGlf6tMJkOr1WJPdAJz5MpGfSbUF0MshNPpRK1WQ7VahcPhQDKZhEajgdlsxvHxMWw2GwwGA/b29rjRfnd3l6VE4XAYhUIBN27cQK1W40Zrh8OB/f19nJyc4Pbt21AqlVhdXcXZ2Rmmp6fZ8ez09BR37tyBRqPB+vo64vE4bt26hUAggFgsxtkzs7OzMBgM2NzcxM7ODhwOB2ZnZ9mxbXt7G1qtFnfu3IHX60UkEsHS0hIqlQq8Xi/m5uag0+mwubmJx48fs4HC3NwcLBYL9vb2sL+/j2q1CpVKhYmJCUxOTqLVanWEfyoUCoyMjGB6ehoKhQIbGxvY2NhAvV4HcA5gbt++jYmJCTQaDTx69Ajb29vsRCaTyRAMBtmVLRQK4eHDhxdcTex2O+bm5jAyMsJBopubm3wcKr1ej76+PszMzPDn9ODBg0tdUmQyGXw+H959910MDQ2hWq1iZWUFq6urVzqWKRQKDuccGhpCrVbD2toalpaWnhuoaTQacePGDczPz8Pr9SKdTmNxcRGrq6vPDQWl8bpcLszMzODOnTtwOBxIJBJYWFjAysrKSwd6Go1GdisbGRmBTCbD3t4ePvzwQzx58uRSh7kXKZlMBofDgcnJSdy9exfDw8OQyWTsRLe2tsY3wbdVdBMnFul1MUnXdV3XdV0/6vWLv/iLCAaDEEURtVqNF5eBj+ZLAJDyevH/Pn3N3wXgAPCVr3yFZbz5fB4GgwHJZBIulwuZTIazXWj+RJmB1ANsNpuh0WjYbMjpdPL1v7e3l2XfALgdgMK4u0M+ibUneRpwDm4INFGwOL1WoVDg8PCw472ggO1MJnNp6Lff70dPT0+H+2t3yWQyTE5OQq1Wd8x3XrQMBgOmpqYwPT0Ni8WCSCSChw8fYnFxEfv7+0in06jVam80CPSNghtBEPwA/m0AoTd5nKfHYlDQbf182fOXPaaeGWJKureVHouYHalNNMnMWq0W6z+JViQ5Gv1MRgLU/EbIluRqUsAlBThSUwMCNsTgAOcnZb1eh16v514SSvAlP3Wn04lms4lSqcQOZoJwbhtMxgBWqxWHh4cwGAxwuVw4OjqCKIpsNBAKhTA5OQkAWFtb49DOeDyOvb093Lx5ExaLBTs7O4jH47hz5w6vikSjUUxPT8PtduPo6AgbGxvw+/2YnJxErVbD4uIiyuUybt++zaBnaWkJoihienqag0WXlpbY0U1qIx2JRKDRaDA9PY2BgQGk02ksLCwgk8lArVbj5s2bnL+zuLiIcDjMKy1zc3PweDwIh8NYWFjgi4PJZMLs7CwGBweRy+WwsLDArwPOGxvfeecd+P1+JBIJPHjwgFdwgHOGZmxsDDMzM9BoNNje3sajR486QAbpdt955x02Ynj48CH29/cvXISMRiNu3bqFW7duQa1WY3t7GwsLC5cCgG6QU6lUsLy8/EyQI5fL4fP58M4772B0dBStVguPHz/GwsICEonEMy9KWq0WQ0NDeO+99zAwMIBqtYq1tTVsb28jHo93APWrqqenB2NjY7yPer2Ox48f4/79+zg+Pkaz2XzuPqR/S29vL+7cuYPZ2Vl4PB5kMhmsrKzgwYMHCIVCL7U/aSmVSni9XszMzGB+fp5lCk+ePMG9e/ewtbWFfD7/I5/mfF3XdV3X9UktmUyGX//1X2dpl3QuR0Uyr688fawF8J8B+OCDD3B6egq1Ws2GTKQ6EEURxWIRJpOJ+2Pa7TbbPxcKBY7WyOVyqNVqHXbROp0OZrOZFx9JKhaLxQCc38dJKkZj9fv9aDabDHgAIBAIsFkRlUKhQCAQQCaTQbFY7Hg/yLFtb2/vwr1HEASMjY3h7OwMu7u7V76nSqUSN2/eRLvdxvr6+pVA6FllMplw48YNnntQP8/GxgYePHiAv/mbv3kh6+lXqTfN3PwhgP8SwBu/s0uBjPRf9+8AdICWbjaHgAt9MaQsEDFBdLKQLK3dbqPVavGHT703lGlDvTckRzs7O0Oz2YROp+NJlVwuZ4/1ZrPZAWJoPHQs4CMwJ5fLWcomZXDIPS2fz8NoNLLjEkm+yNo3k8nA6/Uim82yrpQslN1uN8LhMFs9x2IxFAoFzr8hBylp/s3ExASKxSLW1tYwMDDAr9vc3MTExP/P3pvFtpam12KL8zzPlESJmqhZOhqOzkG527ev41t+sBMg6PTLDezkIW0jNmwnhh07QRttwAaCPNwAjgEbHQdwG04uEHejg+A+uOJ0p9tV7qOjmZp1RGqiOIikSEqc5zyovq82KelM1VVdfcwPECSSm+QmRe79r2+tb60xzsPZ3t7GwMAAhoeHkU6nsba2BqVS2ZJ/c3Jywvk3lUoFa2trbDM9PT3NLEs4HIbZbMbCwgLMZjMCgQC2trZQqVTg8XgwNzcHmUyG7e1tHB4eolarweFwwOfzwWQyIRgMYmNjg9m04eFhzMzMQCwWw+/34+DgANVqFSLRrR/9wsICjEYjgsEg1tbW+MAikUgwMDCA+fl56HQ6HB0dYX19veXAo9frOfumUqlgY2PjDkMjkUjg9XqxuLgIh8OBUCiE58+fIxQK3QEGJpMJs7OzmJiYgEgkwu7uLtbX1+9lSgjkLC4uvjbIEYvFcLlcePz4McbGxiAWi3FwcMDg7WVAhQ6+i4uLPIN1eHjIAOV1DpYymYwfY2JiAmq1GicnJ1haWsL+/v6dg/qrihz7nj59ipGREcjlchwfH+PZs2fY3d1FKpV6ayCiVqv5/zYzM8Ndvs3NTSwtLSEQCHSATqc61alOfQb1W7/1W3A4HLy+al+v0QzokcuFpY/v85sAtAC+9a1voVqtsiJGKpWy+oVADS3CNRoNYrEYHA4HRCIR304GAjRPQzMnbrcbxWIR6XSaz6fJZJLXh11dXS1sjslkglarbWmekiT54uKi5ZxL0vN29kYsFmNgYIAl3u2l0WjQ29uLeDyORCLx4HuqVqtZpbO9vf3WagSFQoHu7m48evQIX/rSlzA7Owufz8czsp9F3R9u8RMokUj0HwMIN5tN/8schUQi0dcBfB0AHA4HPvjgg7d6vmg0ilKpxItxkorRb6ErmtBSVWj1TNcJ53VIrym8r9A1TWg7SECEOgTE7NBl+qLJ5XIGTOSKVCqVsLOzwxbSxMwAaJHI0QxOu8U1ubTRF5P2h9zZtFotisUiWwIuLy/DaDQin8+j2WzCZDIhmUzyTMny8jLPntDfWq0WKysrUKlUTJPmcjk0m02kUiksLy/DYrHAaDTi/PwcH330EXp7e1Gr1bC6uoof/vCH6OvrY8bkhz/8IVPJZ2dn+Oijj9j5KhKJYHl5GVqtlvN/QqEQnj17BrPZzHRvKBTC0tIS9Ho9zxlcXV1hbW0N3//+9/nxGo0Gh3jKZDL09PSgXq9zqu/a2hp+8IMfcKYLMWXxeBwrKyuQSqVwu90t7iGZTAYbGxv4wQ9+wEP5Qn0v3f7973+fB8SFmtN6vY5EIoHV1VUAt5baNpvtzswGGTr8+Mc/hlwuh0ajwT/8wz/cOw+WTqexubmJ73//+9BqtWxscF/V63WkUimWC+p0OjgcjlcOEJJl8T/90z9BJpPBarXCYrG8ctbE4XAgmUwikUjgo48+Yg0xhZq9bpVKJVxdXWFlZQX1ep2tN9/WY79UKiGVSmFtbQ21Wg1yuRxmsxkmk4nlXWRY8qZVr9eRzWbZjZAYXurYabXan/iMjrDedr871alOdepnqeRyOb72ta/hz//8z1EqlXjGGUCL8kUileJ/BPB/ATDhdvH57/79v8ev//qvw2Qy4ebmBhaLBYlEAv39/QgEAlAoFBCLxQxkgsEgarUaLBYLYrEYvF4vzGYz/+1yuThk2mq1MltDa5fz83NEIhF4vV6W9FOTFrhlb/b395FKpdg5zePxYHNzE9FoFF1dXQBu16e9vb3cOBOWzWaDwWDAyckJ7Hb7HYMfj8eDZDKJo6MjGI3GB+dhTCYTxsbGsLu7i52dHUxOTn6qOASai23P4vlJ16cCNyKR6P8FcDcRCPgfAPz3AP7Nqx6j2Wx+C8C3AGB+fr75/vvvv9W+HB8f4+///u9htVohlUp5kJ7mXSh4U/gjDOOkv4WAR/jTDoQAtGxPQAr4BOSQ3TMZBxBCJQZHJBKx0cDa2homJiZYuqZUKpmtabcqJKBEz0+31Wq1OwCHFn+5XI6/uDKZDCqVCul0Gna7HTc3N6hWq/j5n/95lnTZbDacn59Dr9ezRE2v1+MXfuEXcHR0BIVCgV/8xV/E3/3d38HhcODLX/4y8vk8zs/PYTab8Uu/9EvY399HPp9nk4CdnR3U63WMjo6ylrNarcLn8+GXf/mXsbe3h0wmA7fbjffffx+JRAIvXryARCLB2NgYDAYDTk9PcXZ2Bo1Gg7GxMbZKDAaDkEqlGB0dhclkYmlQNpuF0+nE0NAQJBIJrq+vcXBwgGKxiJOTE3z1q19l2+4XL16wocDIyAibU+RyORweHiKbzcJisWB4eJj/l/V6HScnJwiHw5DJZBgcHGxxIanX6zg7O0MoFGJGxu12twCTUqmE4+NjxONxKBQK9Pf3w2633wEv6XQawWAQP/jBDzA7O4uBgYF7rRrJOprkWxaLBV6v915ve9pHylapVCowmUzo6+uDwWB46Xcuk8ng/Pycs27I0vuhg+QHH3wA+n6TNfjl5SUajQasViu6u7tfy3qSirTKZGEtk8ngcrngdrvfCCxRNRoNdkKjYFAKjF1dXcXbHpuoCEwmk0lcXV3xccFgMHA+U7sD3qct4XveqU51qlPvcv3RH/0Rvv3tbyOVSrU40tKajNZvqy4X9qNRjAL4bwH8BYDvfOc7+PrXv456vc4NaGokJ5NJ2Gw2xONxzM/P4/j4mIFOMpnk/MDt7W1cXV1xaHU0GsXg4CBL3ckgx2KxIBqNore3F2KxGG63G6enpyyHs9vtOD4+RigUYnBjNBphMBgQCoVa1hButxuhUOgOewMAg4ODWFtbw/n5Ofr7+1tuE4lE8Pl8WFtbw9HREcbGxh58X61WK3w+Hw4ODrC/v4+xsbFPHYPwWdenOos2m83/qNlsTrT/ADgG4AXgF4lEpwC6AayLRKL7gNBPpNoNA2q12r2GAsL5G2JWHpKoCX+EDmtAq4uZ8PlEIhEzRdVqlTvBpAUFbm1rafZGoVCgVCqxaxp9uCkXh14bzeUQwCG3DNoHAjbE/NDCSSKRcP4NZbbUajUUCgWYzWbE43HOcbm4uGjRe/b19SGbzSIej2NwcBC5XA6hUAgjIyOo1WrY39+Hy+WCTqfD/v4+pFIpfD4f0uk09vb2MDo6CovFgkAggGg0ikePHkGj0WBnZwdXV1eYnZ3lOZzz83NMTU3xjM3m5iaMRiNmZ2chlUrh9/txfn6Ovr4+TE9P83xNLBbjmQfa7vj4GCqVCrOzs5wyvLq6ytrZ+fl5dHV1MWuSzWYhl8sxMTGBsbExnvs5Pz9Hs9mEVqtlMJFOp7G8vIxIJMLOdYODg5idnYVCocDe3h62trbYyEEikaC/vx8LCwssVVtbW2uRgSmVSoyNjeHRo0eQy+XY39/HxsbGHcmVyWTC3Nwc/482Nzexvb19R7MqFovR1dWFxcVF9Pf34/r6Gqurq9jf3+f9EpZEIkFPTw8WFxeZyn6VXA24PdhOTU1hbm4OJpMJZ2dnePbsGQKBAFPuD5VGo4HP58OTJ0/Q29uL6+trbG5usvTwdaRbBKgeP36M6elpPvA/f/4cOzs79w5TvqzEYjHsdjump6d5fiqbzWJnZwf7+/s4OTl548FKYUkkEthsNoyOjuK9997D9PQ0D5Senp5iY2MDH330EdbX1xEIBBCPx5HP519rRqlTnepUp/6ll9VqxVe+8hU2V6I1YHvsh0Qmw//08X26APxbAH/1V3/FBkP5fB5qtZojOuLxOGw2G2q1Ggd+Xl5ewmw2Qy6Xs0W0QqFgYwGKumg0Gi3h3cCtnKxSqSCZTAIARzFQJIVIJOLsv2w2y6/P4/GwXTQVmRZdX1+3bAvcytmcTmdL6LqwtFot+vr6XilPAwCn04nBwUEkEgkcHBx84eXVn8nMTbPZ3G42m/Zms9nXbDb7AFwAmG02m7HP4vk+fs6W4X6h3rJde0nbCUGNEBzR4wkXFfeBnnaJWKPRYK0nsUP1ep3Bi0KhQLlcZvMAMh5QqVTs7kFfLKFrGsnOpFIpgx7hPBFtQ65rZGZAcyIEcPR6PbuBNBoNpkzJ/UOlUuH8/BxdXV2o1+u4uLiA1+tlz/OhoSFUKhUEAgEMDw9DKpXi7OwMXV1d3GnIZrOYnJxEuVyG3+9HT08PGw0cHh5ifHycDQoCgQAmJiZa5nB6enowPj6OfD6P1dVVVCoVds46OTnBzs4OtFot5ufnYTAYuJNAzmkulwvn5+fY2NhAqVSC1+vFzMwMu7Wdnp5CLBZjaGgI/f39qNfrWF9fZ8MEu93OszvHx8fY2NhAPp9vmbfR6/V48eIFNjc3GVjodDrMzs5iaGgI19fXWFlZwdnZWYvjyfT0NMbHx1GtVrGxsYGDg4OWQXaDwYDZ2VmMjIygVCphfX0d+/v7LUCB2AQhcFlZWcGLFy/uDMVLJBJ4PB48efKEKejl5WW8ePHiXvDRDnJyuRw2NjawtbX10tkWnU7HLmlkE760tISDg4NXDgvK5XJ4vV48efIEw8PDqNVq2Nvb4xkjoTvMy8pkMmFiYoJByfX1Nfx+P5aXl9mC+01KpVKhv78fT58+ZUb17OwMS0tL8Pv9SCQSnwp0iEQimEwmntF67733MD4+jq6uLohEIp5TW1lZwYcffojl5WXs7OwgEAggFAohkUjg+voa+XyeT+Jf9JNNpzrVqU591vWNb3yDG8TkaCucVQZuAcEP3W5cfHyfPwDQqNXwwQcfQKlUIp1Ow2QysSkTrSsVCgUzNuVyGZlMhl3VyJGVWCOXy4Vqtcpyf7PZzMYCJpOJbZ+B25kUcgelcxXJ3ClXEAC72VLjlcrpdHJgeXt5vV6IRCIcHx/f+355PB52T3tVU7K7uxv9/f24vLzE7u7uF7rx9plbQX+eVavV+Oc+YCNkbgDcYWraLaRpG6FBwUMubEIJGw20NZtNlseVy2XUarUWi2iSrZGkptFooFqtsjSN2BmhcQCxMkKAA4AlbBQqSL+FACefz8NgMDDAIScQu92OZDIJhUIBnU6H8/NzuFwuiMVizt+p1+scCEiD4V6vF0qlEvv7+zAYDMy6XFxcYHp6GhKJBH6/HxqNBqOjo7i5ucHm5iZ6e3sxMDCAZDKJzc1NdHd3Y2RkBNfX11hbW2OgIpPJsLW1hUgkgrGxsRbzgVKphKmpKe46kHOaz+fD+Pg4CoUCVldXEY/Hma2x2+3cIS8Wi9DpdFhYWODr19fXuXMjZHGI1m02bzNSpqenMTIywgCMQIxIJGImwWKx4OTkBKurqy1aWJvNxq5al5eXWF5exsXFRYs22Ol0YnFxER6PB4lEAsvLyy1ACbg9ONOgvdvtRjQaxfPnz3F2dnZnIS+VStHf339n2/tc2IBPQM6TJ08wMDCAbDaL9fX1V4IctVqNkZERfp54PI7l5WXs7u4il8u99LtLjmaPHz/GxMQElEolgsEglpaWEAwGX3nQpVIqlQxKRkZGIJFIcHR0hB//+Mc4Ojp6Y2cWchH0er14+vQp+vr6UCgUsLu7i2fPnrGd+KctCnUdGBjgocv5+XmMjo7C4/FwDkM0GkUwGMTu7i42NjawsrKCZ8+e4cMPP8SPfvQj/PCHP8SPfvQj/OhHP/pCn3g61alOdeqzqKmpKUxPT7OpkzAeBPjECKoukeDffXyfEQD/CW5todvdcWktFY/H4XA4kEqlOJA7FosxK3N5ednC0AgtooFb+Vi5XEYqlWJnVGpQAXdtoWnONx6PtygGyJGTWB8AHKTefj1wC5x6enq4IdZeIpEIo6OjqNfrr8XIeDweDA4OIplM8qjBF7E+F3DzMYOTfPWWb18ENIRSNELtQjanfZv7foQlZGvocjtwIlma0FCApGLkwEFMTLlcZovoQqHAjE6pVGJ9aKlUapGmCWVnpCOlxyWgJXRUoyAr0ncKAU4ul4PRaEQ6nYZGo+EhdPrSUsDn+fk57HY7u0n19vbyQrGvrw9yuRwHBwewWCwwm81sKUiyNGJpdDodu4HNzMwwU6LRaDA5OYlSqcROaZSHs76+jmw2i7m5OVitVl7M2e12PHr0CACwsbGBSCTCMjVyTotEIpyJQzk5BwcH/AUeGxtj4HN1dcVzOuPj42x0QGCDWByLxYLj42Osr6/zgcjpdOLx48ewWq04OTnB2toaU8IKhQLj4+Nso7i5ucmOa0CrVE2v1yMQCNwBQbTN48ePeeZpeXkZ8Xi85fMpk8kwNDTUst1DuTdyuRxDQ0NYXFzk4NWHABHtw9uAHKVSiaGhIWaM0uk0VldXcXx8/FKZG/AJmJiZmcHc3Bw7xCwtLWFvb+8O7f5QicViOJ1OzM3NYXZ2FlarlU0q/H4/rq6u3pjpUCgU6Ovrw5MnTzA1NQWDwcD+/ZubmyxB+EmUSCRiG3av14uJiQksLCzgS1/6Et577z3Mz89jenqaQX9/fz+8Xi/6+vrg8XjQ09PzhddEd6pTnerUZ1G///u/z+sqWpsBnwS5UyP6PzidIF/R/w5AoVDA9vY2dDodrq+vYTQaX5p5k0wmIZfLodfrOTTcZDIxgyK0iLZYLJDL5Wzn7HQ6IRaLmb3R6/XQ6XQtTA0ZB9A2wG2DlFQ2wqKg8pOTkzvntp6eHigUinutoYHbxuTg4CAHib+qqCGdTqextbX12gqLz7PeGeZGKEsTUpHt4KOdeWlnb+ix7pvPuS/3RritkDWi7kCzeRvsSZIzkUjE4UWUa0OuaYVCgdkeYhDo8dpZGWG2De0Hzf8QU0RZOkqlkoGSRCJBNpuFyWRCOp3mdPurqyv+IpJkJhQKwWw2Q6PRIBgMoqurC0qlEkdHR+ju7oZOp0MoFILJZGIHkEwm02IdODAwAIfDgZOTE0QiEczMzHCAZ7FYxOzsLAd+EqChOZyTkxOMjY0xy7O+vg6JRMKL3qOjI+zt7UGn02F+fh5GoxEvXrzA3t4epFIpZmZm0NfXxzM32WyWAQsdRCjg02aztQR8+v1+ZtfGx8cZ/KytreHs7Ixd79rDPwOBAP9fLBYLFhYWWlgaoWU+5doAACAASURBVC2jWq3G1NQUJiYmUK/Xsbm5if39/RZ5mVKpxPj4OGZmZiCVSrG3t4dAIHBnka9SqTA+Po5Hjx5xjs7q6uq9ltBKpRKjo6NsaU3Wyu02k1RvC3Lkcjn6+/vx5MkTeL1eFItFbGxsYGNj47VCPXU6HcbGxrC4uIju7m52wdvc3HwjcKLX6zE6OoqnT5/C6/XyCYykb2/q30/SwImJCc7hKZfLnG1zdHTEIPizKJlMBq1WC5PJBLvdDrfbDY/Hg97eXvT19cHr9aK/v78DbjrVqU79i6xf+ZVfQW9vL48FtLM3wO1xtCiV4i8+vrwI4F8B+Nu//VsoFArkcjl2mVWr1Wg2m8jlctDr9bi8vOTMm3g8DpfLhUKhgJubG7hcLpRKJWQyGbaIjsViEIlEnLFWKpVaAj8JHLTbQpO5UyQS4W1EIhE8Hg+7cFKJRCI4HA7k8/k78zPULM1msy3zOsJyu93cyH2d85fT6eToj/X19Xtnen6a9c6Am/YsGqGhgBCACLcRMjD3MTNC0wGhZlOo2xRaSxOYIVkaAHZRq9VqKJfLnCJOelByRatWq1Cr1QyQCJgIXc9o5oZAjzD3BvgE4NC25LpGJgX0/BKJBDc3NwxwNBoNJBIJEokE3G43MpkMO1hdXFxAq9XCYDAgGAzCbrezPpOsBgOBAGQyGbxeL7tXTU5OAgD8fj8cDgf6+voQi8Xw4sULTExMwGKx4OjoCBcXF5xi++LFC5yenmJqagpdXV24uLjA1tYWnE4nszNra2vIZDKYmJjgQNG1tTVUq1VMTk62XJfL5ZjZaTQaWF9fRygUglwux/T0NNxuNwd8ptNpyOVyTE5OYmRkBNlsFisrKwxGSE5GTI2QxRGGf15cXLSEf9JBZX5+Hmq1GoeHhzzHQ0X37+3tRSKRwPPnz1ukasDt8P7c3ByGh4dRLpextraGw8PDO3M2NLczPj6ORqOBra0t+P3+e2VhGo0GExMTmJ2dhVarRSAQwPLy8oMhnUKQQwfK1wE5UqkUvb29GBkZwdDQEEqlEra2tlg2+CqQolQqMTAwgKdPn2JgYICB88rKCiKRyGuzJZTc/OTJE4yPj7P07dmzZzg8PHyldO6hx/R4PGxqQLrqlZUVrK2tsUNOpzrVqU516vMpsViMX/u1X2O1C637hK63tN3/YTaDhMV/iFsnz2Aw2KKGIaBD+Ta5XA4ikYgzb+x2OyQSCaLRKDv2Xl5eQqFQsEV0s9mEy+UCgBZjAQr8BMAhn0L2hGIrhI1Rh8MBhUKBs7OzltdtMBig0Wh4hlhYdrsder0ex8fHD0rJfD4fN1Ff57xqs9laDJ6urq5eeZ/Pq945cFOpVHioX8imtAMboURNOG/TbjIgHNyn52mfzRGyPkLwQ8GdwCcBUqQBVSqVaDQajOBp9oa2K5VKUKvVKJfL/IWkmRuSpgmDPYVMEsnYCOCoVCoUCgWo1Wqe5SGAYzabkU6noVar+QvZ1dWFm5sblMtlOBwOpltJ9mQwGNgFTalUwuVy4ezsDKVSCT6fD5lMBoFAAOPj41CpVNje3oZCoeC5G7/fj/7+fp7R2dvbw8jICAd+bm1toa+vr2UORyqVYm5uDhqNBru7uzg+PkZPT08L6InH4/B4PJiZmUGj0cDGxgbC4TCMRiPm5+dhsVgQDAY5bddms2Fubo5d1gKBABqNBpxOJ7M7h4eH2N7eZpOGsbGxFgkbsTgU/vno0aM74Z/ALZCYmZmBz+fjWZ2Tk5MWHbDX62U25T6pGul06b2KxWJ4/vw5zs/P7xyIiIkilztyS7vP7Uuv12N6ehrT09OQyWQ4ODjAysrKg+4pQqOCNwE5EomEXdxGRkbQaDSwt7fHjNarDqZSqZTB1djYGCQSCV68eIFnz57h9PT0DtB7qEQiEWw2G2ZmZrCwsACn04l4PI7V1VVsbGwgHo+/sbyM2M6xsTE8ffoUg4ODAMDgifIJvoj0fac61alOvWv127/92zCbzTwO0N7IpnVQUavF//bxfd4HMP7xfQ0GA0vR4vE47HY7stksNBoNZ964XC5eK5GrGknaE4kE6vU6XC4Xz9rQOorAjk6ng1arZaka2UInk0lmQnQ6HYxGI8LhMO87BatnMpmWc65IJGJ1QjtDIxKJMDg4iEqlgtPT03vfM7lczvPEgUDgtd5ncrUlRU4wGPxCzHu+M+CG2A8CMsK/H7KCbreBbv8hoEB13+3t4IjAEEnAms0m74tEImFDAJqxkUql/CGmwE2a0SkUChzy2Wg0WpgbYmGoG0EltIcmIwICOPl8HhqNpuW5r6+vGeCoVCrI5XK2V87n88jn83C5XIjFYpBKpbDb7Tg/P4dSqYTD4cDl5SVbEUajUSSTSZal7e7uYmhoCCaTCYeHhygUCgxGNjY2YDabGcBsbGzA5XIxAFpbW4NWq22Zw8lkMpiZmUFXVxdCoRD8fj/UajXm5+dZynZ4eMgyNZPJhKOjI+zu7kIkEmFiYgLDw8PIZDIsUyPnNWKKiPFRKpWYnp5mHapwsU8sDjm4ra+vc9efzAvIgnplZYW7MkRLLy4uwuFw4OzsDCsrKy0SLZVKhcnJyRap2t7eXkv3XyKRYGBggIHQ8fExVlZW7gwSisVidHd33zEnOD4+vneRTVbTExMTEIlE2N3dxdra2oMSsodAzvb29ktBDs3DLCwsYHx8HBKJBIeHh8xYvWpAUSQSwW63Y25uDjMzM9Dr9Tg9PcXS0hJ/zl63NBoNhoeHGZBUKhXs7e1haWkJp6enb8W6yGQydHd3Y25uDo8fP0ZfXx/K5TIODw/xz//8z/D7/QiHw5/KVrpTnepUpzr1cKnVarz//vts4EQmT1QU5QAAfymXg5bjvwvg/Pwc5XKZcwgphkMkEnGw5uXlJWw2G8vOnE4n6vU6kskkHA4Hh3TTrA0xLwR2SN3hdruRy+VYak4ZNgR4gNsZl1Kp1NJwdLlckMlkd9gbq9UKnU6H09PTOyBDr9ezwuQh6ZnZbObG80MStvai6A3K3BHOIP+06p0BNyRFI7mXkK0h9oYW/sKZnHbpWvvPQ2BIaBXdPqMjfEySpQltoskljboJ9OWp1+ssHyPbQWJzms0mmwoQ20PSNCFrI/wRzuCQRC2Xy0Gj0aBYLEIikTDAsVgsSKfTUCqVUCgUiEQirP+8ublBV1cX4vE4dyKINrVarQiHwygWixgcHEQqlcL5+TkmJibQbDbZ3pnYHZq7oTkbAC2GAHK5vIV5KZfLd+ZwBgcHW0BQqVTC9PQ0PB4PotEo1tfXUavVMDExwfM6BGbcbjc7sR0fHyMYDAIAhoaGMDU1hWq1yvI14PagMj8/D6VSid3dXezv7/P/gVgckokRiyMWi+H1ejE3N8fZN9vb27xQlslkGBkZwczMDEQiEba2trC3t9fCPFitVl4Yk4VzKBRqOTir1WpMTk5iamoKYrEYOzs78Pv9dw5a5JZGVs3n5+cMJO7rsFitVszPz2NkZATVahVbW1vY3Nx8ELC0gxzS4G5vb7/0AEcMyvz8PKampqBUKhEIBLC0tISzs7PXYjmMRiMmJyfx+PFjOJ1Onm3a3t5+o5wbqVSK7u5uPH78GFNTU3xyICODt52hUavV6Ovrw+LiImcUlctlHB0dYWlpCSsrKwgEAkgmkx1Wp1Od6lSnfoL1jW98A1qtltdX7bk3wO35K+904v/++D7/OQAbgN/7vd+DVCpFuVyGXC5HKpXifBuHw4FqtYpcLgeLxYJYLAa9Xg+lUonLy0sYDAaoVCqetXE6nbi6ukK5XIbFYoFMJmOwQ5I2AjMKhQJWq7VFzWCxWKBSqVrMBiQSCc+itkuqKcLjPmvo/v5+SKVSNoG6r7xeLwwGA168ePHa5z6xWIzh4WFMTk6yTO0+6fznVZJvfvObP5Unvq++9a1vffPrX//6W903FArhu9/9Lusp6cNL2sqHZmXob9qmfXthWCdd376t8DnpOqGMTSwWs9yMQBM5oxHoSqfTsNlsPHtDoIzAjkwmY7mZQqFomb0hhkgYVCXcZ+pQkM00Zd7k83koFAoAty4hFosFqVSKaddUKoWuri6k02lUKhVmcMi2NhKJIB6PY2FhgSnTvr4+RKNR3NzcYGRkBJlMBpFIBD09PTzEn8/nOcvm4uICCoUCQ0NDSKVSuLi4gE6nw8DAADKZDEKhECQSCWegXFxc4ObmBh6Ph91KLi4uIJPJ0NvbC51Oh1gshmg0Co1GA5fLBbPZjEQigYuLC0ilUlitVrhcLhweHkIikSCVSsFkMkGv18PpdKJQKCAcDvNckkqlYmvscDiMy8tLzgXSaDRwOp0olUoIh8O4urqCXq+HXC6HXC6Hy+WCVCpFNBpFJBLhYXCRSMSSPpFIxLdLJBLodDr+PxqNRtjtdt6nRCKBRCLRkiasUqngdrshl8t55qlSqUCv13NnCgC/dqvVinw+z/8/hUIBjUbT8n0ity56XHqfie2Sy+V3voNisRgGgwFdXV2QSqX8nmezWajVaoRCIZZrtRe9xyaTCaVSCZFIhPNpaCbsZSWTyWCxWOB2uyGRSJBMJhGJRJBMJiGRSKDRaF5rwF4kEkGlUsHhcMDhcEAkEiGRSMDv90OhUEAkEkGtVvP3/E1KoVDAZDJxLhQZfSSTSVxeXiIUCiGZTCKXy7EbInUL37aCweCD7/nL6k/+5E+i3/zmN7/11k/8DtenOU9Rve3/5addnf3+/Otndd+/CPttNpvxwQcfMLtBjWXh8ZuawPvX1/gvAUgBZAH8XSiE3/3d3+W1WSKR4CYv5dnUajU4nU5Eo1EYDAaW9rvdbgBgRker1eLi4gJyuRxGoxHVahWxWAxut5sb1vF4HF1dXRCLxeyqplKpeL1A6wQKCwVuQzjD4TDL7Ok9V6lUSKfTuLq64uw0Kmpqh8Nhfvz2ItOcWCyGVCrFzm6vU2q1Gi6XC41GA9FolPePRh/uq0/zWXnoXPXOgJuTk5M74EYIVISBm+2gBsCdD3v7be0A56Ef2l54WajxlEqlDHBIftZoNHBxcQGPxwOxWIxSqcQLKaJFCf3SF4GsounxhPtPr1MIeIQAR61Ws+tHO8CxWq0McCQSCa6urtDd3Y3r62sUi0V0d3fj8vKSh+PW19fR3d3N8zKlUglDQ0O4vLxEMpnEyMgICoUCLi4uYDab4XK5EIlEkEqlMDo6yq+9Wq22AJ5ms4nR0VGUy2WEw2EUCgUMDQ1BrVbzotxut8Pj8fB9isUiurq64HQ6kU6nWeLkdDoZtFxcXCCXy8FsNuPq6gozMzOIxWKIRCJQKpXQ6/Ww2+2cNByNRhnEGI1GBoAXFxeoVCowGo2QSqWw2WzQarWIx+PcXdHr9bzgt9vtyOVyCIfDHAxGgJUADN2eTqeh0+kYQMhkMjgcDuh0OqRSKWxubjIYo4OFSCRiypmGDyORCMRiMR8cqeRyOZxOJ4e6hsNhpFIpqNVqKJXKlu8VPS6BBnp9xWIRWq0WMpnszndRCHLIqOLi4gKBQAA+n48/b/cVyR2tViuq1SqDnEqlAo1G8+DBkUoikcBoNKK7uxtKpRLX19eIRqOscSbg/jolk8lgNptZBklmAZFIhBsF973+131sg8EAp9OJnp4emEwmlqCm02nE43GEw2EO7MxkMsjn8yiVSjzH1X6Svq864OYnXx1w09nvz7N+Vvf9i7LfVqsV3/ve9zgigxrLwjVio9HAlUaDf5XNwgVgFMD/AqD0sVGRyWRiCf/NzQ2azSa7pg0MDCAWi6HRaKCrqwvhcBhyuRx2u50bqjabDel0mlUwCoWCtzMYDHxZqVRCp9NBqVQiHo8jl8sxUNJoNIhEIqhUKrDb7QDAeYfRaJSl7vSeU0ioVCqFwWBoeU+0Wi1SqRQSiQQ3bttLKpVCq9WyKY7NZnvt91wsFsNsNsNut6NWqyEajeLi4gLX19c8LkHrH6ADbl5aR0dH+O53vwvgk3kX4JPAJrpeCDyEmst2gNJ+WbjdfeCFHo9K6MpBt9F8jJCFIevny8tLmM1mnoWhwX+5XM52zvQYSqWSZWZC5oZKCOToNdI+kjGBUqnkUM9cLscLznw+D5vNhqurK168JZNJdHd3I5vNIpfLoaenB/F4nB3giEkiR7RsNovh4WGkUilcXl5iaGiIQYxCoYDX60UsFkMsFsPAwADUajV/8EdHRyESibjjPzIywu4hV1dXzNjQ4k+j0XACLy3SbTYbB2JdXFwgk8nAarXC7XZzxyIejyOVSmFubg4OhwM3Nze8aDeZTDAYDLDZbMhkMri4uECpVILJZGK2pdFoMJNCByO1Ws3Jxe0sjkwm4xRhYleAWwBEnwmn0wmVSsVgoFarwWAw8OdXrVbD7XYjGAyydFAkEjHTQ59Ti8UCm83WwvbQ/gmLGB+lUolkMolwOIx8Ps8BZcISi8UwGo0tHSkCHVqt9l7QIbwPBboCYCbnZSBHLpfDZrPBbrfzwZvmVNRq9StBBb0vbrcber0ehULhtbtI972OSCSCL3/5yzCZTKjVaojFYvwZlclkUCqVb82wEItnMpkY7JCzDX3vc7kckskkszzhcBjn5+c4OztDOBxmIC78cTqdHLz7ptUBNw9XB9x09vvzrJ/Vff+i7Pfw8DC+/e1vI51OQyqVctOQAI6wCRzOZPCfAtACCAL4tt+P3/iN32B5f7FYhNFoRCKRQH9/Pzc/5XI5EokEvF4v0uk0crkcPB4Prq+vkclkOK8mFovBbDZzo1IIdpLJJEvnqaLRKCwWCxQKBbvuEhtE5y+NRsMqh0wmw+85NfeIcWpv4JOSptFowGw23/veqVQqXo9R0/JNSiaTsVJGJpMhk8ng8vKSw96vrq5gNBpbQNmb1jsPbg4PD/Gd73wHwCfMiRCEPCQ5awc09Lv9vu3bAJ8wMvexPkKwIwQ5pPkk5EozQIlEAh6PhxkamsOhmRwyASBwQiGdxPwIXx/tB838EFImdzUCVjSDYzQakc1m+YOcy+Vgt9txdXUFtVrN6bzd3d3I5XK4ublh2+KTkxP83M/9HC4vL1EsFjEwMIBEIoF0Og2fz4fr62tEIhH09vZCoVAwm+Lz+XB1dYVwOAy3280yt0QigYGBAeh0OoTDYSSTSXi9Xu6ak9Vib28vrq+v+ctJGlHaRqvVoru7G2q1mq/T6XRwOBywWCxIJBLY3NyEx+PhRSXJzhKJBAwGA7RaLVs3Eluk0+mgUqlgNpthNBoZFDQaDaalH2JxSOollLElk0nodLoWmtnlcqFWq7EETqVSMTARiUS4vLzEe++9h2KxyPurVquhUqn4/y+Xy1vYHpLZtQMXIQiQSCS8aK9Wq3dkbfRZNplMd2jner0OrVZ7r3yMQE4mk8Hw8DAD01wuB5VK9VKQIzw4NptN3r98Pv/K+9LrI9BptVr55EBsoEKheOVjAJ+cqCl3gOSGV1dX/NloNptQq9WvlNC9qkQiEeRyObRaLcxmMxwOB7q7u+HxePh1EADXarXchKBwYGroOByODnPzGVQH3HT2+/Osn9V9/yLtdyaTwYcffsjrHgI27eMHIbUa/1k2Cx2AfgB/2WxibGwMRqMRDoeDgUIikYDRaESxWESxWGTlikajgVqtRiwWg81mY4Mmk8kEk8nE6wGLxQIAfBspJoRgRq1W87nVarUCADeCATAgkUgkqFQqiEajKBQK8Pl8/LrpMUjRICxqSkciEVit1nul5sDtXCupXrRa7Z0m6euUVCplRQXJ9BQKBarVKlwuF89Sv009dK56ZwwFstksyuUy8vk8isUiSqUSu120mwuQ+QD9LXQ8E5oHtDut3ZeBA6BlKFtoRNBuRU0yNJKbVSoVZmfIDIEWWsVikT9sJEOj/SFpGslYhNQqcL9jGjE8NLRMoaBqtRqZTAZGoxG5XI47G8lkEk6nE5lMBiKRCAaDAefn53A4HJBIJDg/P4fX60W1WkUoFOL8kpOTE/h8PjSbTezv7zNQ2dvbg0qlwuDgIBKJBI6OjjAxMQGtVoudnR2Uy2U8evSIjQTIrYwG08RicUvgZzKZbHFO29ragk6nw9zcHFsSnp6est2zXC6H3+/H2dkZO6Tp9XoEg0Hs7OygVquht7cXMzMz7M5GCcBer5ev39zcZA95o9HIVsLn5+fstAZ8kl1jt9txenra4qjWHv65sbHREv5JttKzs7OQSqXY2dnBzs5Oi7uWUqnExMQEJicn0Ww24ff7sbu7e8fdi4JEBwYGcHNzwwPs7cGVEokEvb29WFxcZOngQzbT9BqGhobYNY5MCs7Ozh50O6PnoFDPTCaDtbU17OzsvDJjRqFQYHBwEE+fPkVvby/S6TTW1tawtbXVYpf9stJqtRgdHcWTJ0/Q3d2NVCqF9fV1bGxsIJlMvnYoKO1PX18f21LLZDIEg0H8+Mc/xu7uLlKp1Bs93uuUWCyGSqVqYXj6+/sxPDzM5hb0mZiamvpUszqd6lSnOvWu1O/8zu8w607GTkI1CzWIG4JQzykA/xrAH//xHwP4RKFDqhmSxl9fX0Mul7Mqw263QyS6dVCzWq3cNKTGJ0UNCLNxgLvGAlKpFA6HA/F4nM/XCoUCdrv9TqxAT08PANxxTNXr9bBarQiFQvca1ni93leaCwDAyMgIdDod9vf33yoPTlhKpRJOpxODg4McTv5Z1DsHbkqlEorFIsrlMsrlMqrVKtsACoENgZBqtXonAFToeCZ0UgM+cUZrBzn05QDuStJoe9oHIWtDzmjUTafgTrlcjkKhwEPF+XyeXdNoDqdYLEImk/Fisl0a1w5wKNyzVqvxvpbLZahUKmQyGZhMphaAk0gk4HQ6cX19DeAWwYdCIVitVshkMpyenrLl4cnJCYaGhlCv13F0dIShoSEOg+rp6YHVasXR0RHP1mSzWezu7mJkZAQ2mw2BQACxWAyPHj2CQqHA1tYWCoUCZmdnoVAo4Pf7kclkMDs7y4GfR0dHGBwcbMnDqdfrmJ2dhdPpxOnpKba3tyGTyTA7OwuHw4GTkxNsb2+z+cHQ0BDS6TRWV1dxfX3NVs5WqxXHx8fY2tpCpVLh6x0OB05PT7GxscGOcz6fr8UhhFzTZDIZRkdHMTk5iUqlgrW1tZZsm/vCP4W2y3q9HvPz8xgYGGA76nbHNAIvXq8XV1dXWF5evgNIyBOfgEs4HMby8nKLbz6VXC7H8PBwi8308+fPHwz2VKlUGB0d5e1PTk5e6sQGfBLqKQQ5q6urrwVyKCyWnNlyuRw2Nzexvr7+2gFiCoWCQ0EHBwdRLpexs7PD78mrrKiFJRaLYbfbMTs7i4WFBXR1dSGTyWBrawvPnz/H6enpFy65uVOd6lSn/iWVXq/HV77yFYhEIhSLxTvOt8IZnP/TaORQz/8GQC6X47lHo9HIoCadTsNkMgEAEokEX9dsNmE2mxGPx/n8QJk3TqcTtVqNjW7oNsolJMk9ARG3241Go9Hietbd3X0n1JNmVVOp1J3GZV9fH2q1GjvACksmk6G/vx/X19f3OqtRicViTE5OQiqVcu7fF73eGXCTyWTYBpqATaVSQalUQq1W40DNarXaYhV9n43zfZbP7UCn/X7AJ8wJbQvcAg4hBUoZPAQ0iFIkcwCZTIZisYhGo9FiC61SqVAsFhns0BxOuVzmzgMtyoSLSpq9ISlcrVZrcVkDwMPR6XQaZrMZ2WyWAU48HofL5cL19TUajQZTq1arFUqlErFYDL29vRCJRAgEAhgYGIBIJMLh4SH6+/uhUqmwu7vLMy9nZ2e4urrC1NQUKpUKNjc30dPTg56eHoTDYQQCAUxPTzOAIetounx6eoqJiQmmgf1+PywWSwvjQkYGw8PD3OEvFosYHR1tybnJ5/Po6urC7OwsxGIxNjc3cXZ2BolEgvHxcZbVrays4OrqClKpFCMjIxgbG0OhUMDq6iofYAhkUPYNgR+67fHjxzzwJ/SAbw//3Nraagn/FIlE6OnpYfAQDAZxdHTUYstMOUOPHz+G2Wzm3Jv2fBqZTIbh4WEOQz06OsLq6uq9lslqtRoTExOYmZmBXC7HwcEB1tbWHrRX1mg0mJiYwOzsLNRqNQKBAJaXlx8ERfTa3xbkSKVStp8eGhpCpVLB9vY2VldXWSL2qiIrzcXFRWZfyKL55OTkjQ/gGo2G2aWxsTGoVCqcnp7i+fPnWFtbw/n5eSfbplOd6lSnfgr1B3/wB7ymojWY8DxB67RrqRR/+/F1vwxgGMAf/uEfIp/PQ6vVolgsQq1Wo9lsIpvNwmAwsD10s9nkpnC5XEYmk+EGcDKZhNFohEKhYCBBBkCUX0OXKRtPq9XCYDAgEonwvt4X6gkAHo8H9Xq9xS6aHoPMDe47pzmdThgMBgSDwZee8+RyOSYnJ1Gr1bC1tfWFjy54Z8DN9fU1Z8EQe9PO4LRL0eiy8Lp2OZrwC9AObIQOasLt25kgMhIQajvr9Tp/kORyOdOdjUaD522IoWk0GjxILczKIemaUGpGzmnEJLVL1IRBoEK3NbKdTqfTsFgsPCitUCjY2jCbzaLRaMBisSAUCrHDUzAYRE9PDy8OvV4vZDIZ9vf34fF4YDAYcHBwwJkfsVgMoVAI09PTEIvF8Pv9MJlMbAe9vb0Nn8/HkrPDw0OMjY2hu7sbFxcX2NnZQW9vb0vWjVgsxtzcHEvggsEgXC5XSwgoWS8+evQIIpEIwWCQdaTz8/MMTIitcblcmJ+fh0KhwPb2NgKBANPJCwsL0Ov1ODw8xM7ODqrVKmffEPhZWVnhAxABIzo4rK+vt7A4Lwv/BG47M5OTkxgfH+f7v3jxouUAo1QqMT4+jqmpKQDA1tbWHTkbcHuwm5mZwfj4OOr1Ovx+P3Z2du5lGCh9eGxsDLVaDX6/H1tbWw+CD71ej5mZGUxPT0Mmk+Hg4KAlAPW+EoKcvr6+NwI5YrEYXV1dWFxcxMjICBqN6gIbngAAIABJREFUBvb29rC8vNySE/CyEolEzL48evQIBoMBZ2dnWFpawsHBwRtn3FC3bnp6Gk+ePGHAf3x8jKWlJZY8vm12Tqc61alOderNanZ2Fj6fj9dT7U1oIYPzF4K5yd8BcHx8zE1nsVjMeYHE4tCxXKvV4vLyEhaLBVKpFLFY7N7Mm3Q6jXK5DL1eD41Gw01SvV4PrVbbEuDZ1dWFYrHY0li8L9RTrVbDYDAgHA7fAR59fX1oNBp3Aj/ptQ8PD6NeryMQCLz0PdRqtexqu729/UYqh8+73hlDge9973tYXl4G0MpcCM0F2q2h200DALQMAwudztrtodsH+Nu3abeBFm4jzK4g8HF1dQW3281Ai0ANBUiRRbRKpWpxTaPbheYFxNLQb7qNJHIymYyBE7md0ZdBoVAgm83CYrEgk8lArVbfdjOur+FyuZjBoDyZfD6P3t5exGIxeDwelEolXF5eor+/n/NK+vr6AAAXFxcwGAxwOBw8UD42NsaOZDQ4TgPag4OD7ASSTqcxNDTEl5PJJDunkfuGXq+H1+ttycNxu91wuVzshlapVOB0OuFyubC3twexWIx8Pg+LxQKHw8EuZLFYDDqdDjqdjqlkckAzGo2chSKVSnl7YfaNw+FAPp9vycuRSqXsAV+pVPh16PV6tv42mUywWq1s0ZzNZtluGrhlB9LpNLxeLz9ve04NuaCR1rfdmY1Ko9HcMRKo1+tsYS38rNO2UqmUjRJKpRJ0Ot29mlnaB41Gw1lHBwcHGBoaajE+EJbQXU0sFvPz5HI5NrZ4qMiswe12Q6fTIZvN8vtD+/86FtBKpRJ2u527cORMRhLIh/b9oSIbTpfLBafTCblcjnw+z59ZGgKl7KuftP64Yyjwk6+OoUBnvz/P+lnd9y/ifotEIvzjP/4j5wXKZLI768BqtYqa0Yjh62sMAxgD8JcAXpyf40tf+hIMBgPS6TQcDgcuLy+5YSuRSKDX69nNrFarIZFIsIzsvswbg8GAZrOJaDTKBgRAq7GASqVCNBptsYBWqVSIx+PI5/NsegTc5j2S3bXQ2YzWfGQZ3e42SmvIcDgMnU73UtMAWuPQGotmjD5NfRZW0O8Mc9Outy+VSmwqIJSpkRyN5GlCdoWYH2JlhH8LpWkAWi7fx+zQ5fbbaM6HugQERoiRERoKSCQSdkprNptQKBQoFAosdSNpWqVS4Q8XzddUq1WesxE+P7mtCfNyyJxAyOCkUilYrVbc3NxALpczlUoMDvmeJ5NJpk6DwSAcDgc0Gg1evHjBNrwHBwfssHV2dsagJpfLYXd3F6OjozCZTDg8PEQ2m8XMzAwbC5DcqVAoYH19HTqdjo0G1tfX0Wg0WGa1s7OD8/PzO3M4lUoF09PT8Hg8iEQi2NzcRL1eR19fHwYGBpBMJrG2tsYHChrk9/v9OD09hUgkwtDQECYnJ1Eul7G2toZoNMqSsbm5OchkMmxtbTG7o1AoMDU1heHhYR7kv7y8BABmcaamppiFOT4+5s+WVqvF7OwsBgcHkclk7szHSCQSDA4O8jzS3t4e/H5/C/MiFovh8XiwsLAAi8WCk5MTltcJi7ZbXFyEw+FAKBTC8+fPEY1G70i7aHbnyZMnbAf+/PlznJycPNjBsdlsWFhYwMjICDM/m5ubLbK69pJKpTysL2Rydnd3X8nkiEQiWK1WzM3NYXp6GiqVCoFAAEtLSzg9Pb2jR36oVCoVhoaG8PTpU0579vv9WF1d5UyDNy2lUgmPx4O5uTk8ffoUPp8Per0e8Xgce3t7ePbsGZ4/f46DgwMGxV/kzlinOtWpTv0s1a/+6q/CarWiXq+zoke4ZhPGhvzPH99HA+C/AvDhhx+iWCyytI0czmhemVgcALi8vITT6WQ5mtPp5OtVKhUMBgNL0ygs+iFjAbFYzI1lUmGIRCJ0d3fj5uaGZ6KBW/bGbDYjFArdOXf09fVBLBbj5OTk3vfG4/Hw2u1V5x2bzQafz4d0Oo3d3d23Oh9+1vXOMDd//dd/fYdSo8X8fcGewuuB1uBL4O6sDN1HyMy030bXP2RF3W4TTcwKpblbrVY0Gg1magi0ELNCttCVSoWd1wiYkPSNQp1IrkayMyGypm1kMhnK5TLUajUDJVr8yeVyZLNZWK1WpNNp7nyTZ/vV1RVflsvlMJlMnKrb1dWFRqOBSCSCnp4e9kmn7A7ShA4ODiIWiyEej7PDGt02MjLCYZkmkwm9vb2Ix+NsW+jxeJBMJnFxcQG1Wo3BwUG2Vy4UCujt7YXFYmHbYbVaje7ubqaAo9Eorq6u8PTpU5hMJu7QKxQKmM3mFrtmCu8iK+mbmxt+HmH2DbE7yWQSBoMBcrkcOp0OdrudmaNcLgeTyQSJRAKVSgWXy4VqtXrHFlokug3PdDgcd8I/CcApFAq4XC62m7yPoaEhRYPBwJbQFOAqZAkkEgmsVitLEomlui/YkwK6HA4HyuUyMxASiaQlc4eKWJV0Oo2xsTH+vxG1/xAj8xCTk8/nX8nkALcAxel0wmQyoVQqcQBnrVZ70La6vchCM5PJYHJykkNBSfJGYbdvWsR+UhCt1WqFWq1Go9FAOp1GIpFANBpFKBTiTKZsNsvmKHTyoWPUQ9Vhbn7y1WFuOvv9edbP6r5/EfdbKpXi4OAAm5ub3DAmJQ2t4ShiI6HR4BdvbmAHMITbUE+ZXI4nT56wmRNFZ7jdbrZ/LpfLuL6+Rn9/Py4vL1Eul9Hd3d0S4gl8knmjVquRz+c5MF0ikaBUKiEej3M+DQVySiQSNjGgUM9qtcqgKhgMYmJigtcyer2eXzupeSKRCLNCwqJYCFJwkF31Q6XVaiGXy/lcbrVaXzsgu706IZ4vqT/7sz+7Y4MnnDcRzrwIFwRCsEO/6YcAT7vcrP1vISBql6rR7/Z9EAKcRqPB/ukAmHUhgEKMjtApjVgl6iIQzUjgiOZqyIKaiqRp5Joml8t5nocG5crlMju65XI5mM1mBjgikQjpdJoBTiQSweTkJGtLSdbldDohkUg4x4a+BHq9nofbyuUyfD4fkskkotEo+vv7OQunWCxifHwcuVyOKVzqFIRCIe6s0+2NRoMd2mhh7nK50NXVxXk49XodXV1dHFJKOTckQ8pms7xfFosFdrsdSqWS5U1arRZarZbtsCkMlMIWLRYLd+LD4TDEYjH0ej0HdEqlUl4Yq9VqqNVqiMViWK1W6PV6JBKJlswckjC2h3+Gw2FMTk7y50mv17eAsUQiAY1G0wJKCEgJpWqUsixcHBNgUqvVLcGe7WAIAFtbWiwW5HI5zikij/72Oj4+xqNHj1gKR2ClWCxCq9U+GMz5aUEOOclYrVZUq1V+/QTsXxUISvtO1uN6vR7FYpEzforF4mvn5dxX1MAwGAwMdlwuF4xGI7+PpLlOJpOIx+Oc+Hx2dobz83NcXFwgHA4jEokgEokgHA7D5XJ1Qjw/g+qAm85+f571s7rvX9T99vl8+Ju/+RteN7VL00jZAgDpTAa/DMAIYA3Ad3d28LWvfQ0mkwmpVAoulwuXl5fweDy4vLzkxl8sFoPFYoFYLMbl5SVcLhfEYjFfbzAYWjJvaG2g1Wq54ReJRKBUKln6ncvlcHV1ha6uLl5Htod6BoNBjI+PI51Ot2xLpdPpEI1GkcvlmE0SFjXSw+EwjEbjncZme+l0Ol7bXV9fs/X1m1ZHlvaSujo4wN8BaP93kRV0oVBosYpud04T5tG0mwHQ9fe5pQlZkYec1QC0WEyTBI5kaRTkSaBGJpOx65tcLodEImE5mkKhYLtoul7IuEgkEr4f5ei0U4xkLiCUqBUKBe4gaDSaFrODdDrNcyDk5x6JRHiojeRcQi/3s7MzaDQa2Gw2BINBKJVKNgjI5/MsG6O8G7J/1mq17HK2s7MDn8/Hts7Hx8eYmpqC1WpFIBDAyckJJiYm0N3djVAohJ2dHbhcLkxOTqJUKmFtbQ2FQgHT09MteTgymQxzc3Occ7O7uwuxWIypqSn09vYiGo1ifX0dxWIRTqeTZWd+v58pXY/Hg0ePHgEANjY22P7ZbDZjYWEBZrMZwWAQW1tbKJfLLRI2hUKBnZ0dHBwc8KwT3Y8yc1ZXV1ukW06nE48fP4bVakUsFsPa2lrL7QqFgs0EGo0GNjc3W1zXgE8kaPQ4p6en90rVgFtq/PHjx+jr62OL6YfkZzqdDjMzM5icnAQA7OzsYGNj40HpmTBTx+PxIJFIYHl5GS9evHipW0u7XI0svHd3d19rOF+r1WJsbIyd62KxGJaXl7G/v/9Gw/1msxnT09P8/0okElhbW8P6+jpnGHzaUigUsFqt6Ovrw/j4OBYWFvDlL38ZT58+xezsLCYmJjA8PIy+vj50dXXBbrfDZDJBp9PxCbKTc9OpTnWqU601PDzM+XA0qnCfu6ZYLMb/19UFEn39JsAOryqVitdOIpEIV1dXsFqtiMfjLaCGZjdJskbXt2fekPKFpGr3GQu43W5UKpWWJj41xNsd0np7e1Eul1kKT0Xn0Ewmc8dNlcrr9UKlUrWsT15WbrcbY2NjyGazWF9fR6FQeOV9Po96N8BNPI5NAP8WwP+Ouy9KaAtNso5yucwW0QRgCHy8LODzvmDPdnc1AC2zLu220cLnAcBAhXJvSFZGnuwkR6N9pjkcYmny+TxkMhnPzJDcTCaTseWzEGRRETCj+5CelORCpVIJYrEYcrmcZ3AymQwUCgWUSiXC4TCsVisKhQKy2Sy6urpweXnJjiA03OZ0OnF2dsaWxSQJGx8fR6FQwN7eHodE7e7uotls8pwNsSs0tLe3twefzwePx4NwOIydnR309fVheHgYqVQKGxsbUKvVLYGfsVgMQ0NDbO1M1tDCmRsCM16vF1NTUzxbQyzI7Owszwxtbm6y04nQZc3v9/P7PjExAZ/Px/M25GpCjyV0RSMXFKlUCp/Ph6mpKdTrdWxsbCAYDPL/jMI/yTShPfwT+AQkUSeJXMOEpVAoMDY2hunpaYhEImxvb2N7e/uOW5pEIkFfXx8WFxcZsL4s84bssIeHh1EsFrG+vo69vb0Hc17IY//JkydwuVyIRqNYWlrC8fHxS2dj6AC9uLiI3t5epFIprKysvDbIUalU8Pl8WFxcRHd3N5LJJFZWVrCzs/PSWaD20mg0GB4e5rycarXKszOBQOBTh53dVyQ1IGt1+gwPDQ2xTTkFenbATac61alO3a3f/M3f5EgNYSwIFal3ihIJvv3xde/j1hb6T//0T1EulyGVSu9k31SrVTZkisfjUKlU0Ov1DGgo/6bZbLZk3tCaKZVKcYPP7XYjl8txbITJZGJ5GtVDoZ4koz8/P79zrna5XFCpVDg+Pr73PC6RSDAyMoJyuYxgMPha7ye5g9IMcbuK6qdR7wa4sdvx/3z8578G8I17NiHWhn6E4Z5CgPMQeyMENvcFeQr/vg/gtLuoAWAwUqlUmMmRSqVsE03AgmyhVSoV6vU6gxAyJyBTAPpCCq2eKdtG6PomlMvRPhHAIYlaNpuFTqdjYwOZTIZ0Og2bzYZ0Og2lUgmlUolkMomenh4UCgVkMhl0d3dzCBWFU4pEIrjdboRCIVQqFQwMDLAEi8Ivt7e3MTAwwGGf19fXmJmZ4UW+yWTCyMgIMpkMNjc34Xa7Waa2sbEBs9ncAkqq1WpL4OeLFy/gdDo5D2djYwOZTAY9PT38pSQwYzabMTc3B7Vajd3dXQSDQYjFYvh8PoyOjiKXy2F1dRWpVApSqRRjY2MYGRlBNpvF6uoqf7HJSpqyfqgTIhaL4fV68ejRI0gkEvj9/haQQgDF5XIhFArdYXH0ev1Lwz8lEgn6+/sxPz8PtVqNw8NDbGxs3Fn4m0wmLCwsYGBgAJlMBisrKzg9Pb3DPCgUCoyOjmJ2dhZKpRIHBwdYX19vGWSkov/14uJiC+sTCAQe7AJRcOjjx49hs9lwfn6O58+f4+zs7KWDjcJAz7cBORTmKTQuWF9fh9/vfzDP576SSqXo7u7G48ePMTU1BaPRiEgkgtXVVayuriIcDr+2kUGnOtWpTnXqs62vfvWrcLlcvIYSNqjb56b/V4Ec+78GWFpusViQTCZhsVhYTSOVSpmxqVarSKfTsNvtyOVyKBQKcDgcqFQqSKfTdzJvnE4nO3QCd40F6Nx6fX3d0ji7L9QTuFWXFIvFOzEMtP7I5XItcRPCMhgM6OnpQTQafW2gYjAYMDc3B5VKhZ2dHRwdHf1UDXHeDXAD4L/I5bD38d9/jFuQIyzyNidZWqFQYDaHGJH2jBshom9nZ+4DOe1SNOAT5qYdWABouUzPB4BnG4gyJS1/oVDgoE/6WywWt5gBNJtNZm4IGLUzN7Q/5NRG+0IsD83e3NzcQK/XI5/PQy6XQyaTIZVKwWazIZVKQalUQiaTIRQKoaenh+cCaNi/Uqmgu7ubh689Hg+i0Siy2Sx8Ph8ymQxLy0QiEba2ttDd3Q23243z83OEw2E8evSIncuk/z97bxrb2JqeiT3k4b5TFDft1EZJlERRW1X17W7HAwNjA+1MYsNwACfT4wzsRjpjw05gII7zw0ZgxAhi2EYyxkwGY8fOjJ3JgjEG8A/DCBJ3961FC0mRIiWKIrWVNoqSSEqkuEhkfqjet86hqKq6t/t239zLFxBEUoeLKPGc83zPplAwgAkGgzAYDJLrgiCwhCwcDiObzWJqakpS+KnVajE3NweDwYC9vT2kUin+UOr1egYzarWaPRYHBwfM1jidTpaWRSIRXv0g+RpJzpLJJHuixEzNysoKgwKTyYS5uTnu7xFLzajc0+/3o16vIxgMSlic95V/AvfMwszMDLxeL5eOirt16O/e29srkaotLS213KGZTCYEAgFe1QmFQojH46hUKg+2JdZncXERLpcLh4eH2NzcxMHBwaOyLa1Wi/HxcS4s3dnZwatXr9iH9Ng8BnLi8fgHgRylUomBgQE8e/YMQ0NDKBaLWFtb4xWoDykEBe7fy46ODvh8Pjx79gwjIyOQyWRIJpN4/vw5IpEIjo+P20CnPe1pT3t+hKNUKvHTP/3TkMlkKJVKrNRpPkcTBAGFri5ePP9HuE9P+53f+R32NJO9IJvNcoKs2WyGUqnE6ekpRyWL+2/ECpfLy0tUq1XodDqOkgYgka4RSHC5XJDL5RK52mOlnhRSs7+//+D3t9vtMBqND84HxDMwMACDwYBEIvHBhdYajQaBQAA9PT04PDx8VPb+w5gvDLiBXo+Lf/bPUML9L/WvATibNqGCT7H3hqRp1WqVwYTYhyP23BCoAR5GQbdicgCpD0f8eGKAQUY26rUhkEF+mXK5zKCG5GjkvQHuV6BJmkb+HbVajXK5zNI0MZAB3vpu6HnFH2pK69DpdMjn87BYLFzqqVAomMG5uLjgHHYCOOVymTtozs/PObns5OSEpWCZTAbZbJZZkGQyCZ/PB5VKhUgkApvNxjK0VCoFv98Pg8GA9fV1lEolPqEPh8Oo1+uYnZ2FIAgIh8O4vr7G7OwsLBYLNjc3kU6nMTg4KCn8pGhoKiONRCKQy+USMLO2tobb21uMjIxwbPXKygouLy9Z9kYgLBQK8fs1OzuL3t5eHB4ecry0TCaDx+PBzMwMACAcDmNnZ4fZuuHhYQYxoVBIssMhdoWYr5WVFckJe3P559LSkmQ1RiaTwe12s89kb2/vAdND/0MTExOYmZmBIAhYX19HJBJ5ICmjHTJJwrLZLF69eoXd3d2WqzRqtRperxfz8/PQ6/VIpVJYWlrC6enpo6CB4r9nZ2eh0+mQTCaxtLT0qByOphnknJ+ffyKQIwgCR12Pjo6iWq1ifX2d/+4fCnLotXR3d2Nubg7z8/Po6elBqVRCIpHA8+fPsba2xv6z9rSnPe1pzw93fv3Xf539xeJzPHHYlFwuh0KhwD99cx8zgP8YwHe+8x1eQD4/P2e5mcPhwN3dHZ8jZbNZTtzMZDKQy+V8+93dnaRPDbgHL8VikaVobrcbd3d3fExXKpXcryNWQpD/WaymkMlk6Ovr4yAC8chkMu4iFMvcxCOXyzE+Po67uztsbW198Psql8sxPDzM52nRaBThcBi5XO6DH+MHMV8ccAOgODCAf/LmsgvAv8LDX7BareLm5kYiUSNPjjhg4DGmRgxOHmNyCCg0y9uAt1KwZvkbAAY0BHIajQbHQlM7LiWl1Wo1vkyonzLQqfBTrVZz8hl9aMXSOXHhJwEq+sDI5XLOcidd6dXVFdRqNQRBYLq1UChAo9FIAE6lUsHZ2RkGBgZwcXGBQqGAgYEBnJ2d4erqCsPDw5y0NjExgXK5zL4b6qvRaDTso4nH45iYmGDJ2unpKQKBAHQ6HdbX13F5eYnZ2Vn27BwdHWF6epqByvr6Ojo7OyX9ORcXF+jp6WEfDhnhyLtAQIhKqubm5qBSqSTdN6Ojo5iYmECxWGQ5mlwux9DQEKanp1GtVrG6usqrLARECGSEQiEGD1arVfKzYDDIJ76CIEhYnO3tbYmMjWjmubk5aDQaxONxRKNRCaOiVCoxNjaGmZkZZsni8fiDFRmLxYL5+XkMDw8jn89jeXm5ZZCAIAjweDxYXFyEzWZjxucxmluv18Pj8cDv90OhUGBjYwPBYPCdOzyTyYSZmRn4/X4olUpsbm5K/EuPzfcLcuRyOUvrxsfHAYClcoeHh5+YajcYDCx/m5ubQ29vL6rVKlKpFJaXl/Hy5Utsbm7yAkB72tOe9rTnsx06HgHgRWXxojNFRDcaDaz19GDvzf3oHPNP//RPYbPZcHFxgY6ODrYXqNVqCdC5uLiAw+HAzc0Nrq6u4HQ6uf9Gp9PBaDRKpGiUqgbcnzNQfQVNV1cX7u7uJGEBNpsNWq32wbHR6XRCo9Fgb28PzWO1WtHR0YG9vb1H1QR6vR6Dg4Nc3/BJhs53RkZG2D+9vLyM/f19XF9ff6LFwk8zXyhwAwB/Uq/jz99c/gkA/3WLbcT+m5ubG0nJZzOLIw4WEF9u9uM0e27eVfDZqtizGeRQFw2BE4qFrlQq3INCWeuUmkZ9N/V6nQMCSJomBjY01ANEfTiU/iEGQhRgkM/nYbVaUSgUoNVqIZfLWTd6fn4OrVYLrVaL/f19Pnk7PT3F4OAgcrkcLi8vMTQ0hPPzc5yfn2N0dBT5fB77+/uYmJjA3d0d1tfXMTIywqzL3d0dx0FHIhEMDQ0xW5JKpTA9PY2Ojg4kk0ns7+9jenoaDocD6XQaiUSCjdYXFxcIBoNQqVSSwk+KUBSDnkwmA5fLhdnZWcjlcoRCIe7JmZ2d5eS2aDTK+fLkq1lfX+cST/LNmM1mbG1tIRaLoVarcYHnxMQES8Vox0U/m5ycZGB0cHDAfzNicTo7O/H69WuJxA14f/kn8Ba8eDweZLPZlttQQZg4SOAxUKHRaODz+TAzMwOlUol4PI5QKMQrT81jtVoxNzeH8fFx1Go1hMNhRKPRd4IOuo/P5wMAxGIxrK6uvtcX8/2CHJlMBqfTifn5eQwMDEClUiGZTOLFixfY2dn5YKpePEajEYODg1hYWGCGyGAw4Pz8HJubm3j16hVevHiB9fV17O7uIpvNcolve9rTnva05wc33/rWt6BSqXjxuHkRmkCOXKnEH7+5zySArwP44z/+Yw5yIhXG2dkZHA4Hzs/POdI5k8nAbrdzUhpVZtBCIHXZFYtFKBQKTl2j1+J2u1EoFPiYZTQaYTKZJIwLHbNLpdID9qa3txeFQqHlQuLw8DDu7u4eLfYE7lmhzs5OpFKpTxS4Q+9fd3c3nj59irGxMcjlcqTTaaysrOB73/sewuHwZ7ag94UDN5DJ8A+vrrDx5upvA/ixpk0olUzM3hCgIfaGwEazRI3AQzO7Q0CgGcS0Mu/T9+YOHfHzUIkoAE5QI1BDUXskTaPVAvLhyGQy7sOhVA96TeJgAeAtwKFSz1qtxoCIZG703NTEm8vlOGq2WCzC4XAgm80+ADi1Wg1HR0fweDwoFAo4OzvjE+/T01N4vV5cX18jnU5jYmKCGYX+/n44HA6kUink83n4/X5Uq1WEQiF0dXVhcHAQmUwGsVgMY2NjzNBsbm5ibGyMJW2RSAQOh0PiyymXy5iZmWFqNx6PQ6/Xsw8nHo8jnU7zbQSeNjbu/6PGxsbYL0TgQqvVIhAIoLu7G69fv2aZmkqlwvT0NCeyicGIw+HAwsICTCYTEokE1tfXefWks7NTEict3gEIgoDu7m5JMIKYxaGdHD12MplEOByWxDNSat3CwgKMRiOSySSCweCDdC+VSoXx8XEOPojFYohEIi2jHi0WC+bm5uD1enFzc4PV1VVsbm62BAAEGhYXFzE4OIh8Po+VlZX3RkHb7XYsLCxgbGwMtVoNa2trCIfD793hikEOySUJ5HxIbKVMJoPZbMbs7CwCgQAsFgv29vaYcfm00jKNRoOuri5MTk7iK1/5CifNWSwWlEol7O3tYX19HS9fvsR3v/tdLC0tsZ9rb2+PUwfz+Tyurq5QKpUk+7T2tKc97WnP4/NzP/dzsNvtbFkQLzLTkDzt31qtoL3qPwE46VWj0XAUNJWxNxoNnJ+fM9ABwNI14B7QUDKa2JMD3EvTarUa38/pdEIulz9gbyjEiYa6BZsZFir6bsXe6HQ6dHd34/j4+J3HsbGxMajVal6k/aQjl8vZl/zs2TOMjY3B5XLxQvxnMV88cAMABgPGIxHcABAA/AUAe9MmxIKQLE3M4BDAIZAjTlMjYNPstSGULWZyxOAHAAOFZo8OAAYz5IER996IvTeUoEY0qlarZVBEBZwAmLmhUiZxF4/YZ0OvQczgkByNYo3p91Cr1czgXF5ewmAwAAByuRwDHJ1OJwE4t7e3ODo6wtDQEK6urnB6eorh4WEUCgUcHh5ibGwM5XIZW1tbGB8fh1KpRDQahdPpZNByfHzMcqpwOAyTyYTx8XHk83mOih4eHsbZ2RnC4TC6u7vZYxP8IhL/AAAgAElEQVQKhaDRaNiXs7a2hkwmg/HxcXR1dSGbzSIUCqFer8Pv9zMzFI1GOZJ6YGAAp6enLCNzu93M7ITDYbx+/RpyuRwjIyPw+Xy4ubnBysoKzs7OeOVEvP3u7i4DUgI/ZIInLwzFSY+Pj7PsTWwitFgsWFhYYEC1srIi2dFpNBr4/X6MjY0xQ7S3tyfxXWm1Wvj9foyPj3PKXHO0NPCWXqa/2/LyMtLpdMv+JPL39Pb24vT0lFPPWpkWqXfnyZMnvIN9l3+HnoM6f4juDgaDWF9ffy/IEEdPE8ihnpsPzeY3m82YnJzEkydP4Ha7kclksLy8jEgkgouLi0/NsMhkMuj1enR1dWF8fByLi4v46le/itnZWXi9XnR3d3PR7unpKXZ2dpBIJBCNRhEKhbC6uoqlpSW8fPmSv34QfTvtaU972vNFHaVSiZ/6qZ9iKT+duIv9x7QAXTEa8b+9ud9/CKALwK/+6q9yybnFYuFzMY1Gw9K0er3OQKdarSKXy7HX5uzsDCqVCh0dHexDtVqtkhQ1pVLJ/Xa0T3c4HFAqlRL2RhAETnATL27J5XL09vbi8vKy5UJgf38/BEHA9vb2o++TQqGAz+dDrVbD5ubm96UkoHqQkZERzM7OPigH/0HNFxPcAMDUFH71zcUuAP8rgObWB0pLIw/OY+We7/LfNN8uZnea+3HErE8reZs4hpDKPavVKvfZyGQyCaip1+ssPQPA0jSxJ4fYHDGQIr8NJX3Q6xQDnHK5zBHTarWaP/RKpRKFQgEWiwUXFxfQarVoNBrI5/NwOBw4OzuDTqeDTqfD3t4eA5yDgwNOojo+Psbo6CiKxSL29/dZorSxsQGv18sSL4vFwizMzs4O/H4/p5TJZDIJI2OxWFjCFgwGYTQa4ff7UavVEAwGUa1WMTs7C7PZzEEDnZ2dksLPQqGA0dFRZmYoEGBgYADT09O83fn5OQwGA+bm5mCz2bC9vY319XXc3t7CbrdzBHMsFuPUNKPRiPn5eTgcDuzu7iIcDqNcLkvAj1KpRCQSYWkbcL9qQyzM1tYWIpEIsxuCIGBkZEQSVNAcv+hyuVjKtrOz86D8k55jcXGRo6VbpaURI0TBBPv7+1haWmopVVMoFBgaGsLi4iKsVit2dnawtLT0qL9GqVRieHgYi4uL6OjowO7uLl69eoXj4+NHd6JEdz958gQej4ejrDc2Nt5LczeDHJLnfRKQo9VqMTIygmfPnnGsZiQSYTDXKkHuk44gCDCZTHC73RgaGsLk5CQWFhbw1a9+FV//+tfx9OlTzM7Owu/3Y3JykiPJvV4vvF5vu+emPe1pT3veM+JggVqtJlmMpsVgqun4n97cRwHgWwCH/9A5nkKhYGna5eUltFotAx2bzQZBEJDJZKDX62EwGJitcTqdqFQqyOfzrGwQd9643W7c3t7y8ZaYkGw2KznW2Gw2AA9LPbu6uqBUKrG7u/vg9ydlw+Xl5Ttjn41GI/ulWyWwfd7miwtuAPyLeh3/+s3lvw/gv2qxTbM8TSxTE8vTqtXqg7LPx/pwxKAGQEuGp5VHR5zMBki9N3QirFKpGNRQrnqxWIRcLpdI0yjSmRgYOtEhQEMJauLEDZLDNZd60vdKpQK5XA5BEHB9fQ2z2YxCoQCz2Yx6vc7m+1YAp16vM8AplUo4ODjA6OgoSqUS0uk0xsfH0Wg0EIvFMDw8DJPJhFgsBpVKhZGREZyfnyORSGBqagpGo5F9E+ITe4VCgZmZGS6SajQakjLP8/NzTE9PMzuzu7vLciPa5ujoCG63m2VfwWAQp6en6OjowPz8PDQaDaLRKHZ2diAIAiYnJ/kDv7q6iqurK2g0GszMzHBqGoUVCIKA8fFxSVcO7awILIljoUkmRgzPyMgIcrkctra2JGZC8tF0d3dz/KIYSFD559TUFL83zQwNRUvTSsr6+jqi0egDeZNKpcLY2BgCgQCUSiVisRjW1tZaggKtVovJyUn4/X4IgsAFqI+VW2q1Wvh8PszOzkKr1SKRSGBlZeWdUZKCIKC/vx9PnjxBX18fzs7OsLS0hGQy+V5PTCuQQwDpQ0GOUqlEf38/nj59iomJCWi1Wuzs7ODly5dYX1//vticd41cLodGo4HJZILVakVnZyccDgdcLhfcbjfcbncb3LSnPe1pz3vG6/ViYmKC7QriBWhAqqrJ9vfj1Zv7/TIAJYDf+q3fgk6nY2laNptlaVo2m4XD4cDFxQXq9TpL1+r1OpxOJwqFAkqlEgMfsTRNnKJmsVig1WofSNMajYbkNpVK1bLUUxAE9PX1ccBT83R1dUGn00nqJlpNV1cXnE4ndnZ2Hg0P+rzMFxrcQCbDLxQKSLy5+t8C+FrTJq38N7VajQMGxDGBYlmaWJspBi7NcdBi0CPeVrwqIP56DOQAYEaJQgQoFpoYFmJ06ANK0dEUB03yM3G5J4En8euTy+X8PARsSqUSJ7JRv06xWIRer0c2m2VKlgBOJpOBTqeDXq+XAJy9vT0MDw+jUqlgb28PXq8X1WoVyWQSXq8Xcrkc6+vr6O/vh81mw9bWFm5vb+Hz+XB1dYVoNIqxsTHY7XZsb29zchoxOqVSCbOzs5xsVigUJNHQOzs7GBkZwcjICK6urhAMBiGXyzE7O4uOjg4u/CSwYTQasbGxwd03s7OzcLvd2NvbQyQSQa1WQ09PDwKBAIcSHB0dcWra1NQUS77EqzRidieRSDCbNjw8jOnpadRqNayurnLDsEwmQ3d3NxYWFqBWq7GxsSHRvxKLEwgEWL63tbUlATA2m00iZWsVCW0ymTA/Py8p9mzVckzdQPQ+Li8vI5VKtZSTURJcT08PS+zelZ1PfTqTk5Oo1+uIRqNYW1t7NKQAeAtUSC52dHSEly9fIp1Ov1cjLAY5vb29zOTE4/FHgVjzyOVybml+8uQJenp6kM/nEYlE8OLFC2xtbSGXy7WDAdrTnva053M23/zmN7kfsLlsmnzKtNhMsdAuAP8AwF/91V+xF5nOg6hcncIECOg4nU7c3t5yghoAZDIZCIIAu93OwKe584bk2LlcjpUJWq0WHR0dDxQOj5V6vou9kclkGB4exs3NzXtT0bxeL59PtSry/rzMFxvcAIDRCG84jDLu/Td/CaCzaRPy39zc3PBXtVqVeHCaQwWIbSEas1U0dCs2B4DkH1HM8ACQBAzQ4xPdKfbeAHiQoNZoNFAqlaDRaBggURw06RpJ4latVtlP01zmSfI4Svcql8vQaDQoFoswGAwolUpQKpUskzObzTg7O0NHRwdub29xdXX1AODs7Oygp6cHwD2VOzw8jFqthp2dHYyOjuLu7g6JRAKjo6NQqVRYX1+XrBLk83lMTk6iXC5jbW0NAwMD7MkhyRp94DKZDEvQNjY28Pr1awljE4/H4XK54PF4GHhcX19jcnISfX19XPgJADMzM+jp6eHum7u7O5b9kBGeyk7n5+dhsViwtbWFjY0N3N3dwWazYX5+nkESpcBRCEF/fz+Oj4+Z9QHASWudnZ1Ip9NYW1vjv7lWq8Xw8DAGBwfZGC+mkskfQ8WlzQBGoVAwCKLyz42NDQnQIKncwsICrFYrp5s078gIcFFR58HBAV69eiVhlcTb2mw2PvE/OTnBq1evsL+//+hKUWdnJ3trrq+vsbq6io2NjXea5dVqNUZHR7G4uAi73c4Rznt7e++NcG7lyVlZWeF+pQ8drVaLoaEhPHv2DD6fD2azGScnJwiHw3jx4gW2t7eRz+fbQKc97WlPez4H881vfhNWq5WBCZ3Xib3KpFp52dMDOqJ+C/fnVC9fvuRQKYVCwX6bXC7HXYCZTAZWqxVKpRKZTAZqtRpWq1Wy6Hl7e8vH81adNzKZTAJauru7UalUJOcAVOr5+vXrB4WkxN60AiUdHR3o7OzE3t7eO4+xcrkcPp8PGo0G6+vrn9v6gi8+uAEAvx+/9uZiN4A/R2v/DYEZ8t8QqCEGh+RpYs8Mfa/Vag/kZ83XxSdxzbeLHw8AJ6mJI6Gp90YQBJbNiWOhKTKaCj2pH4c8M8QAUPkUycyaO3BoxL4cChm4urqC0WhEsViEWq0GANzc3MBsNiOTyaCjowO1Wo0BzunpKWe57+7uoqenh+MAh4aGcHd3h1QqhdHRUQDA5uYmhoaGuMPGZrMx05DJZLjrJRwOw+l0YnBwEKenp9jY2MD4+DhcLhd2dnaQSqUwNTXF0c2JRALDw8OS4AG1Wo25uTmWpJ2cnGBwcBATExO4urpi0DM8PMwBBSsrK7i6uoLb7WaWhNgapVKJqakpeDweZDIZ9uyo1Wr4/X72D9Hjiss97+7uEAwGOfpZqVTC5/NhbGwMV1dXWFlZ4Z0glXNR9876+jo2Nzd5xUkQBAwNDXGIQSQSQSKRkKxIEQiiUtXl5WVeJaLRaDSYnJzE5OQkbm9vEQqFkEgkHjAhKpUKXq8Xs7OzzCo9Jj9TKBQYHh7GwsICLBYL0un0o94d+l3JW9Pf38+ys+3t7XcyMlqtFuPj4/w8JBU7ODh4r9GeQM6zZ88wMDCAXC6HZDKJSCTyiVaqqLDN5/Pho48+wsTEBEwmE46OjhAKhfDxxx8jFovh+Pi4nW7Wnva0pz0/otFoNPjxH/9xXtQVq3II2Mjl96fLdbVaUjcyBOA3fuM3JNI0+i6WpuVyOdRqtQclnjc3N+xjVqvVj3beqFQq2Gw2SZl1R0cHNBrNgyLOnp4e7hsUD7E3rZLTgPto6Eaj8c5wAQB8rgOAFSyft/lygBsA/6xe56SLnwLwGy22IYBDyWnNIQMEcMRJauSZASBhbJrlZ62ATnOUtPg7PTbpPckfQ/4ZtVrN3htBEDgW+u7uDhqNhtG0SqVipoUem+jXVsxNs3yOLpOcTQxwrq+v2QNULpcZ4HR2dqJareL6+pojl7VaLYxGI3Z2dtDd3Q25XI5UKoWhoSE0Gg0kk0mMjo5CEARsbGzA4/HAZDJhY2MDBoMBHo8HJycn2Nvb4yLItbU1GAwGjI2NIZfLIRKJYHBwkNmQWCyGkZERSTS0y+XC1NQUSqUS+05mZ2dhtVqRSCSwvb0Nu92O2dlZBi6np6dwOp0SMHNycgKj0Yi5uTlYrVZsbW1hc3MT9Xod/f398Pv9uL29xerqKk5OTiCTyTAwMMC3B4NBTj8jz4zNZkMqlUI0GmUmhQIB9Ho9NjY2EI/H+f9Nr9djdnYW/f39OD09xfLysqT7hdikvr4+nJycYHl5WeJfkcvlGBgYYInc5uYm1tbWHqzEEIPS29uLk5MTLC0tPQBC9HyU7lUsFrG6uopkMvmA5gfuIyinpqbYjxOLxd7px1EoFPB4PHjy5AmcTicODw/fy/zQezQ5OckSw1QqhZcvX+Lw8PC9IEehUGBgYADPnj2D2+3G9fU1QqEQwuHwezt2mkcQBDgcDo599vl8sNvtKBQKSCQSnHC2sbGBo6MjXF1dtdPO2tOe9rTnhzS/9mu/Bp1OJ1HpiK0DBHIajQb+RJTw9csAL+KKpWmVSgU6nY5ZHEpHczqdqNfr7M2Ry+XIZDKSIAFSzXR2duL09JSPBW63G9VqlY/jMpkMXV1dyOVykrRQKvVslpi9j73RaDQYGBhANpt9p9cVeOuprVQqWFtb+9wBnC8NuIFMhv8on0fyzdXfBfBR0yaNRkNS7imWpxGLIw4ZoOtiA9q7GJnHwgbEcdDiFDXx4xMl2mg0GGiJvTckdSKWR6PRSLSfFCNNHTgkTSOpm5i5EdOxdDtdJoBzfX0Nk8mEUqkEvV7Pz0sSHLvdjkql0pLBIYmaQqHA9vY2BgcHIZPJuHiTyiB7e3sZdFDU8vn5OZLJJKampqDVahGNRiGTyTA1NYWbmxsEg0E4nU54vV5cXl4iFArB7XYz8xIMBqHT6RAIBAAAoVAIuVwOU1NTbOaPRqMcHy323JAPhxLXkskkBEHA1NQUAyiKiybAYjKZsLm5iUQigXq9zv4Tkq/F43EOcJicnMTo6Ch7XWjnQgEFHo8HZ2dnSCQSfHItl8vh8XgkUddir41cLsfg4CAHBUSjUWxubkp2RHq9HjMzMxgdHeWoZ3F5KPCWDRIDoVAo9CB+WRwH3dXVhaOjo3cmn9H7Qel57/PjqNVqeL1ezM/Pw2w2I51O49WrV5LVrFZjNBoxPT2NmZkZaLVaJJNJBmnvk4cRMHny5AnrktfW1hAMBpHJZD6xvEyhUMBut8Pr9eLZs2fc4mw0GnF5eYmtrS2srq7iu9/9LlZWVrCxsYG9vT1kMhlcXV197g4i7WlPe9rz//dZWFhAf38/6vU6dws2+6PpPKzQ3Y3vvLnfLwJQAfjN3/zNlqlpuVwOSqUSer0emUwGJpOJSzwVCgX33zQaDY6IJrM+paSJu3LUarWkFsLtdkMul0tuo3TTQqHwAMS8j73p6emBTqeTpLY+NlSNUCqVEIlEWi5k/qjmywNuAMBkwkgwiAruo/z+EkBH0yYkPRP7b8R9OGKpmjgmmvSWrWRozYlozeWe4su0SkBAhO5LkdBk5qcPIHB/wkdeHJVKxXI02lYsTWsVNECrEeIhgCOOjabXRmEDV1dX0Ol0yOfzMBgMDLrICEfxhlT0eXJyAr1eD5PJhHQ6zR+yZDIJj8cDQRAY4Gg0GsTjcbjdbtjtdqRSKVSrVUxMTCCfzyMej2NiYoJ9NZScRqZ+vV7PgCcUCsFgMLBRPxgMol6vY2RkhOVvr1+/xvDwMIOiYDCIu7s77r45ODhgIDU9Pc1JaLRiQXHR5OHJZrNQqVTw+/3MJFFqmkqlwtTUFAYHB3F2dibx23R1dWFubg5qtRrRaJR3MDKZDP39/RIQI975UNQ0eW2aPTLEMolZHrFOl1aAKI45lUohGAw+MPETEPJ6vdyf06rzRqlUYmRkBHNzc9DpdMyKtQoFoOd+8uQJs0PvY2Xo7zszMwOVSoXNzU2srKw8CEhoHovFgkAggOnpaSiVSmxubmJ5efmDQIogCOjp6cGTJ08wOjqKWq2GeDyOly9fYn9//1ODDoPBgO7ubvh8PnzlK1/BkydP4PP50NvbC5VKhVwuh52dHcTjcayuruLjjz/G3/3d3+HFixdYXV1FOBxGNBpFLBZjX9f320XQnva0pz1ftvn5n/95SecNnbPR+RilpikUCvzPb+5jB/AfAPjrv/5r6HQ6ZLNZlp5RNDMBnXw+j0qlImFoxP03zRHRJFUjnw0FC1xcXLCUWalUwm634+Tk5EENhEKh+MTsDS0k39zcfFDkc0dHB3w+H4rFIkKh0HtTSn9Y8+UCNwAQCODX31zsBfBneOi/obQ0McChE3cCOMTWvCtsoBnMPCY9A6Rx0eLwAfpQAeDnI08GeW+q1aok/pkio+mfXxwRDYDZl0qlAkEQHkjSmpPTaCVCDITEIMlkMiGXy8FsNnPaiNFoxNHREWtKi8UinE4njo+POQlkZ2cHXV1dUKvVDHCUSiU2NjYwMDAAvV6PeDyOzs5OTiijYIGbmxtEo1GMjo4y+MlkMggEAlAoFAiHw6jX6xLAc//nf/vzYrGIQCDA908kEnA6ndyPs7q6inw+j9HRUYyOjuLy8hKrq6u4ubnB0NAQJiYm2OheKBTQ0dGBubk57ulJp9MAAI/HIwE+REH39fVJIqdpJ0RyM2KSgsEgMySUNU8+JHFkNCW0iVkpcbQjsTxir048HpeclKvVakxOTsLn83GHUHMKmpidoc6bZskbjcFgQCAQ4C6j1dXVlr4d4GE/zvv8OMD9zn9ubg4+nw/1eh2RSOS9yWoA+G81OTkJmUzGwOF9VDy9jwQEp6amoNPpkE6nORXtfWWi7xutVgu73Y7BwUFMT0/j2bNn+NrXvoaFhQX4fD4MDw8zq0ly02q1imKxiHw+j1wu105ma0972tOeTzjf/va3odPp2IpA5zzioUXepd5e0NHiWwAfx+lciNQsxNhQOhoBHZKpiftvAEgiognMXF5e8mK22+0GAIk0vLu7G3d3d5IKCEEQuKi8WWre1dUFlUrVMjkNuFdU0LH9Q45nNpuNOwPF5ys/yvnygRsAf1yv4/94c/kbAP6LFtsQmBFL1CgeWixPa5akNYMc+iIGRsziAG9ZnVZ+HfF9xYY20nMC4JS0crmMRuO+9Z5eo1ar5d+DIqKB+5NIYnOq1WpL5gZ4K5MTR0OTFlQcU10sFmE0GnFxcQGr1coR1QaDAcfHx3C73S0BDsmK3G43NBoNEokEBgYGoNFosLGxgd7eXvbdmEwmZksymQyzMGtra+jv72d2ZW9vD4FAAHq9HrFYDFdXVxwNHYlE+LrRaMTe3h5ev36NiYkJZlcikQj0ej2zJ5FIBEdHR+jq6mLjP50EOxwOTh2jUAGNRoNAIAC32439/X0221FPjsFgQDwe53JPilSmMtBoNIparcax0OIoaaKdKfZZzESJZWQUFkDvCYUg0JC8jmRurQCE3W6XpKCtrKw88JkolUqMjY1hZmYGgiAgGo1ifX29ZYElSQXFzMzh4WHL/7vmfpxYLIZQKPROwGK327GwsPCJktWAez/R/Pw8xsfHcXd3h2g0imAw+EGeGkqA8/v9WFhYgNPpZG/T6uoqDg8Pf2A0vSAI0Ov1sNvt6OnpweDgIMbGxjA9PY1AIIC5uTksLi7i6dOn/NV8UG5Pe9rTnvY8PlarFSMjIxzSJPZU0xCDUxME/Nmb2/4egBEAv/3bv833USqVEsZGLpfDaDQik8nAYDBAq9Xi7OwMgiBI+m8cDgdkMpkkRU3ceaPRaB5EQJtMJhgMhgclnN3d3QDwIHBAEAT09vbi8vLy0ZCcoaEhVtN8yEKZ1WrlwKdgMPhBC4Wf5Xw5j34yGX4ul0PqzdX/DsDTpk2o/0bcgUPghpgc+iLmppXfppmlafbetAodEN9HDJqaQQ6tLiiVSgYexMoAQLFYlMjUSL5GEdE3Nzd8P/qdxaBLzOAoFArUajX26qhUKr4fPb5er8f5+Tk6Ojo4Olev1zM4KJVKEoCj1WolAIfkS319fezr6OrqQkdHBxKJBNRqNTweD05PT3FwcAC/349Go4FwOAyXy8W+Fyr7pN6a4+NjzM7OMlA6Pj7m6Oh0Oo1kMomBgQH25YRCITQaDQQCAX6MZDIJk8nEMqtoNIq9vT0YDAYOJNja2kIicd+q5PV6MTY2JomLVqvVknLPUCjE8sDJyUmMjIzg8vJSIimjbhry6Kyvr/MJM0VGk4xMHBktCAJGR0cxPT3NSWy7u7sS/1R/fz8Xk8ZiMcRiMQmlrFAo4PV6uSh1bW3tgV8HeMueDA4O4uLiAktLSw88O/SayLdjNBqRTCaZHWs1Yj9OqVTC6uoqNjc3H6W95XJ5y2S1VCr1TskYGTkXFxfh9XrZIBkOhz84HU2v17OHhhJnkskknj9/jng8/pmVebanPe1pT3t+cPONb3yDQ5fIDkAAh4ANcH98/JeiBSQKFhCHBbSSpl1dXeHm5ob9ONVqFQ6Hg/tv1Go1LBYLgxlaCBZXLLjdblQqFckiXHd3N8rlsuSYpVarW5Z6Am/Zm52dnZbvAxWoFwqF93bf0DSfI32Ib+ezmi8nuAEAsxlDy8uo4r5l9t8AsDZtUq/XH7A3JAMjeRqBhWY2R/y9malpBYDo+cRAh6MHRQCHTtJIhkZJZfV6XdJ1QwlqBDLoMiWvUTcOhQqIn5PYGnGwAEVCE7Ch+9/e3vKHvVqtcqlnZ2cnisUiZDIZ9Ho9Dg8PGeCUSiW4XC4GOBaLBdvb23A6nQxwent7YTAYsLm5CafTic7OTo4nHBkZQTabRTqdht/v5yhnk8mE0dFRXFxcYH19HV6vl+VsFA3tcDiQTqexvb2N3t5e9Pf34+joCNFolFfhiQ0Rd98cHh4iEolALpdjZmaG+3disRjkcjmmpqaY/QmHw6hUKnC5XJLUtcPDQ8hkMgwNDbG0bmVlhVdburu7mQkKh8PY29vj+O+pqSkMDQ3h/PycCyEBMDBqFRkNvAVATqcTu7u7HE9NQxI4cW9Oc0+NxWJhs+Xp6SmWlpYebCOXy9HX14fFxUVYLBakUimW6zWPXq+H3++Hz+dDrVZDKBR60LVD0+zHOT095d6ax3aazclqr1+//qBkNZLbUXBAqVRCKBRCNBr94J4bpVKJnp4ezM/PY35+Hm63G5eXl4hEInj+/DkSiQS3VbenPe1pT3s+X0NF0JSMSwvLwNtFX5KmFXt78f++ud8/AqAG8Hu/93sSaVq5XIbBYJBI05oT1MT9N8C9X0YMVJxOp6TzxmazQalUSjpvHA4HBEFoGQvdqtSTvDe5XO5RpYLD4UBnZyd2dnY++BioVqsRCARYOt9K9fHDmC8vuAGA+Xn8l28u9uFx/02tVpP4b8QsDnlM6EPQSpImDhxoxdKIvTc04pQyut7Ke0Mgp1aroVwuQ6FQsOzs7u5Ooh+ly3TCTAEE9LpkMhmDFfpOr5HCBcQAh+5P3ynJTQxwrq6uIAgCdDodMzjX19coFosSgGO1WpFKpeB0OqHX67G5uQm3281pY52dnQwoKpUKxz8nEglMTk5ycppCoWAvTDgcxsDAAIOOeDyO0dFRLurc29tDX1+fJFmNUtIIMJ2enrIEKJ/PIxgMolKpYHx8HENDQzg7O0MoFEKlUoHH42FjHTESBoMB8/Pz6OjoQDKZ5HJPkkORPyeVSqHRaLDx3263Y2dnB5FIBNVqlYs1KVAgHA5jZ2eH/0dcLhfm5+clkdG0UqNQKDA2NobJyUlUq1Wsrq5if39fwuL09fXx69nY2MD6+roEbIj9OrRNJBJ5IPvSaDSYmppi4BIMBrG1tdWSOSHpG7Esr169asn40O8g9uPs7OxgaWmJDwat5tMmq8nlcg4OGBwcRD6fRzKZRCwWezSqutUYDAaMjIzg2bNnmJyc5FQcAjrUcdNKxtee9rSnPe354Y8gCPjJn/xJyOVylEqlB4UoauUAACAASURBVMwNqWfoXOufv7lfJ4CfAfC3f/u3EmkaAZlCoYBGowGTyYSzszPo9XrodDqcnZ1xJ9r5+TmfHwiC8GjnjVwuh8vlQjab5eO0IAjo6OjA2dmZ5Nj9WKkncM/eaDQa9ge3mtHRUcjl8g+Wp9HrI+l8o9HA2traJ+6J+37nyw1uAPyP9Tr+rzeXfxqt+28IyJTLZRSLRUlyGgGHZhanlSytXq9zGEFzt414ZaDZg0O3E8AhLwylthFYAcAsjkaj4VUDKtsslUosTaO4aEpVo+cloEQAh0AWvQ4xwFGr1WyYK5VKHD9Nfh9KDcnn81AoFNBqtTg6OkJPTw+ur6+ZwTk6OoJWq2V5lcPhgNFoxNbWFlwuFywWCzY3N2EymdDV1YX9/X1cXV0xiKHkNJPJxAb56elpVKtVBINBOBwOZnTW1tbQ29uL0dFRXF1dIRwOw2azSQz/t7e3mJ2d5edNp9McNEASr4uLC/T29mJ6ehrlchmrq6vI5XLckUOhBYeHh1AoFJicnGRJXTAYxM3NDftzuru7cXBwwIwPATSv18uyNlr5oEABYqQoehq496qII6Obe286OzuxsLAAm82GdDotuS8AjsgeGhpieVlznw0FBAwPDyOfz2N5ebnlTpOAS29vL46Pj7G0tNRy9UYQBHg8HiwsLMBsNiOVSj143eIR+3EUCgXi8fh7/TitktVWV1ffm6xGK1tPnz7ldJuVlRVEo9FPXObZ2dmJ8fFxfPTRR5iampJ03Lx48QJLS0tIJBI4OTlpF3q2pz3tac+PcH7lV36FPcuVSkVyLkZpaaRsWentBTlWv/Xm+/e+9z1e4D0/P5dI0+x2O66vryXStEqlAofDgbu7O5yfn7MPJ5PJsC2gVedNo9GQHKM7OjrQaDQesDSPlXpS193V1dWjwT0qlYqP982s0PuGlCODg4O4urpCKBTC0tIS0uk0Li8vP9Po6C89uIFMhp/N5UB9rL8L4GstNiPvjTgmulQqSdibZgaHbmsGMc3BAs0enMe6cgg0NRoNlpcRI0RGf5VKxaCGEtUoQU0sTaPbtVoto3wqCiUfDiWlAVI6lqIRqQi0WCxCr9fj+voaer2eWSWNRoPz83MGOCqVChqNBkdHR+jt7WXtqdvtfgBw7HY7TCYTtra24HA4YLPZkEwmodPp2LNyfn6OyclJlMtlRKNReL1e2Gw2bG1tIZ/PcxIZRUETqxIMBmG1WjEwMIBSqYRgMMhUKknC8vk8pqenGUzFYjH212g0GkSjUbx+/RodHR0Spufw8JClXsTWUCxvf38/gy6Ki6YVDgJq4jhjt9uNubk5fux0Os1/e6/XC5/Px3HMtMLTKjJanJimVCrh8/kwPj6OUqmE5eVlibGfGCJigTY3NxGJRCTsAmXoEyDZ3t5GKBR6wGqQx4bYnv39fYTD4Zb0tlarxfT0NKamplCv17G2toZYLPYoq2G1WjE3N8eR1OTHeRcLYrFYMDs7i4mJCdze3nKy2vvYGIVCAZfLhWfPnsHj8bAvKxQKfWLTpFwuh81mY3/OwsIChoaG2Fy6ubmJly9f4uOPP+a/3enpKQqFQrvfpj3taU97fggzNjaG4eFhSeeNeBGaFnkVCgXuFAr8L2/u92MAxgD80R/9EXK5HKxWK+7u7nBzcwOj0cjgBnjrwaHLZrMZarVaEiQg7rhxuVyS6+TFEQMZjUYDq9WKo6MjyYLjY6We9Dx6vV6iBGkel8vFi6KfRL0AvJWsP336FKOjo1Cr1Tg4OMDa2hq+973vfWbJam1wAwBmM4ZDIZRx33/zbwA4mzahgAExwBEHDYg9OOJeGpJqiVPVAEg+LM2x0a38OWIGiIAOneiSfKxareLu7o5DBEqlEoMMcYIavTaVSsWhA/T4giAwaCEQQ6BG/Npo29vbW6hUKi7zvLq6gsFgQLlc5kjqi4sL2O12XF5eQqPRQKVS4fDwEL29vRx56HK5cHh4CK1WC5vNhlQqhc7OTpjNZiQSCdhsNtjtdmxvb0OpVHJ4wPHxMaampjg5zePxwOVyYWdnBycnJ5iZmYFSqUQ4HIZMJsPMzAxub28RCoWgUCg4KjoYDDJjQ2a4w8NDjI6OYnh4GOfn5/wYgUCA080SiQRL2QjMUOno5OSkpNyzXC63jItuNBpwOBwc0RyJRHhHQ0CJ0tfC4TCDUbvdzglsGxsb2NjY4JUQkrdRYlqz18bpdHJQQTKZfCAx0+l0mJmZwcjICDM0zatBGo0G09PTmJiYwM3NDVZXV7Gzs/PAT0JsDzF2y8vLLbcD7nfCi4uL8Hg8OD8/x9LS0qP+GrFHpq+vD5lM5p3b030cDgcWFxcxPDzMgPJDktUUCgX6+/vx9OlTjIyMoFKpIBqNYnl5GUdHRw9SdT5k9Ho9ent7MTU1hY8++ogDFDo7O3F7e4vDw0NsbGwgGAzi448/xscff4yVlRVEIhFmFff39/H69WscHx/j9PSUv9oBBu1pT3va8+nmF37hF1jiL16opvMhkqcJgoA/Uyr5fr8EIJvNIp/Pc+BTJpNhtl4mk8FkMiGTyUCn08FgMODs7IyPTdR/Y7VaoVKpWHpttVqhVqslTA0l0YojoLu7u1GpVCQLb+8q9ZTJZPB4PCiVSg+UGuIZGxvjgvVPc6yjaGq/34+PPvoIfr8fHo8HOp3uEz/Wh0wb3NDMzOBX3lx0A/gLPHxzCMUTwGkGNyRfe8x/Q+BAzOaI6U6xtlMcNAC81XoCkAAdccAAMS+VSgVyuZwDAyhBjcIGNBoNgyGtVstABAAnotFjUHmnOFyARuzToZ2ATqdDoVCA2WzmNDaFQoHLy0vY7XZcXFxAr9dDpVLh6OgIfX19KBQKKJfLDHA0Gg0DnI6ODk4ss1gsHAgAgD0v4uS0tbU1dHV1cUfM3t4eZmZmoNfrsb6+jlKpxAxNOp1GrVZDIBCASqXC2toacrkcZmZmOMAgmUyiu7ubW3ipiNPn80nioxuNBiYnJ/k2cbknlYmurq4ywAsEAswKra2toVqtQqfTMZDZ29vj24mpIXZna2uLQwg0Gg1L0TKZDCezAW8T0wj8ra6uSjwtarUa09PT8Hq9KBQKWFlZkezcZDIZuru7GUAlEglJIhsNgQWn04m9vT0sLy9Ldrb0WARcHA4Hb9dKGiaXy9Hf38+Fojs7O4/26ND//uDgICfHfYgfR+yr6evr++BkNXpfKZVtbGwMMpkMW1tbePHiBba3tz/YeNk8MpkMBoMBXV1d8Hq9mJub436byclJDA0NwW63cyHv5eUlDg4OOCAjkUgwyN3Y2GiDm/a0pz3t+ZTzi7/4i7BYLHzeJ1bZ0LkQXS52d+P/eXO//wT3IVW///u/L5GmdXTcV8Y3S9NI2ULStEajgWw2y2Dn/PycLQIkjxYvcCoUCsnCo81mg1qtfiAhe6zUE7iXrJtMJuzu7j66MKhUKlnxkUwmv6/3VqFQwGq1or+//8F55Q9q2uBGNP+iXsefv7n89wD8TottSINZKpUeRETTd2JGyJPzWLlnsyRNHDYgHjF7QyBH/A9Bnp9G477cUyaTsVSOYqFJjkZsDVGqpVJJEiqgUChQqVT4NnFqmjjVjQCP+DUKgoByuQydTsdpIVdXV1Cr1ZDL5cjlchyPaDQaoVAocHh4iL6+PuTz+QcAp7OzE+l0GhaLhWVpJpMJLpcLu7u7qNVqGB0dxfn5OVKpFKanp1mK1dnZyR6Xra0tTE1NsYcmm80yoCH/RCAQgNFoRDwex9HREXw+H3p6enB4eIj19XVutpfJZAiHwzg/P4fH48HExAQKhQJWV1dRKpX4Nupaubq6gs1mk3TtHBwcQC6XY3R0FGNjY3z/QqHAQIZuX1lZYaDgcDgwPz8PtVqN9fV1jlkkKRpFNodCIU5aA97GSZPkr1lm5na7sbCwwOl00WhUYkjUarXw+/0YHR1FoVB4IGUD3nbe+P1+AEA4HEYikXigqVWpVBgfH8fMzAxkMhkikcij8jONRgOfz4fp6WnIZDJEo1FEo9EHhWTi1+nz+TAzM/PBfhwCRpSsdnBwwMEG70s0o4K1+fl5jg0/PDzE0tISIpEI9xZ8P0Npg52dnewVm5qawtzcHJ49e4Yf+7Efw9e//nV89NFHePbsGZ48eYLFxUUsLi62e27a0572tOdTDkmfaSGYFqzF4U4ULCAIAv7lm/vZAfz7AL773e8il8vBYrGwz5lYmlbStEwmA6PRCK1WKyn0rNfr7IdxuVxoNN523giCAKfTibOzM16Uo4TRy8tLyUIbLcqdnZ21XIDzeDyoVCrv9NVYLBZWozQnpn7epn30E49Mhn94fY31N1f/GwA/2WIzAjAEbsQAp/lLLCN7rKzzQ/pxmh+jOWBA7L2Ry+VQKpWo1+u4ubmBXC6HSqXiBDUq9KTgAUpZIwkdMTdU1ilmblrFRdN3+lmlUoFWq0U+n4fVakWhUGDqsVAowGazIZPJwGKxQBAE9uCQsc7tduPw8BBqtZoBjtlsZjZFr9eju7ub23MpyYxADJVvGgwGBj+xWAzj4+PM/Lx+/RqDg4MMeKj7xm63I5VKYXt7G0NDQxgZGcHFxQXC4TCUSiVmZ2eZBTo4OIDD4ZBI28TlnhQBfXp6yqxMZ2cnUqkUU7sUF01FoLRjcblcmJubg0KhwNraGoMVrVaLoaEhZqbEoQBU3klJa2trawwaKDKaWJrl5WUJs6HRaOD3+zE8PIzLy8sHP6cdJvlskskk1tbWHgAN6qahss5WBaHA/U5yfn5eIj9rFUwAgAtQh4aGkMvlWNb2GDVOvTter5cZs/f5cShZTRxsQIEKH8KAmM1mTExMsC+nWCwiFotx/HMul/vMmBT6vKvVami1Wuh0us+M6m9Pe9rTni/L/NIv/RKfI9H5l7g2Q6yoWenrA+kV/jHuWZ2XL1/i7u4OCoUCZ2dn6Ozs5EJPSk3TarXsxwHuFzEvLy9RrVZhNBqh0+kknTcmk+mBNK1er0uO1263GzKZjIu/abq7uyGXy3FwcPDgd7VarbDZbNjb23uneqG/vx9msxlbW1ufWqXww5g2uGkevR6T8TjIMvWvAPQ2bUKsDPXfNAOcZsZGXPTZzOKIfThiYCNmdpqla81gp5X3hqRixKaQ34Z6cbRaLQcPENgB7leyKdq5Wq0ycBE/t9g3RFI4QRD4OnDPJqnVajbV5XI5GAwGNBoNXF9fw2az4eTkBB0dHZDJZDg5OUFfXx8uLy8lAEej0cButyOdTsNkMjH4UKvVHCyQz+eZLdnY2IDP52MAQsljhUIBkUgEQ0NDnE5GDI3T6UQ6nUYqlcL4+Dg/biwWg8vlkkjSarUaZmZm4HA4kEqlkEgkYDAYJMVVBwcHfBsVh6ZSKcjlcvh8PgwODiKTyXBqGm3bHBet1+slsdDRaJTB6/DwsKQrh3Zs9PtS783y8rIEXLjdbszPz0On0yEej0t8OqTLpUjoeDzO6XM05LPxer3sV2kGJRQkQGxVLBZ7EC0NvJWfiYMJHuvGkcvl6O3txeLiIux2O8vaHkt4IT/O4uLiAz/Ou/TC4mQ1pVKJzc1NTnr7EHCiUqnYl+P3+znxJhwO4+XLl0ilUsjn823JWHva0572fM7nG9/4BhdsViqVB9Ud1BGoVCpRFQT8xZv7/X0APQD+4A/+gNPSSKIGvJWmUagS+XHK5TKcznvHt5i9yeVyLAd3uVySzhuDwQCj0SgBMiqVCna7HScnJ5LjnUqlgtvtfjSVc2hoCHd3d9jd3X30PZHJZJiYmIBcLpeUin/epg1uWs34OH7pzUUbgP8d9xpK8RBLQhI1KvgUR0TTdTF7I46NbhUkIP7wNMvRWsVH0zYUWkDeGwIujUYDarWaWRwCPCRNE4cK0OOo1WpOW2tOSxMPgSmFQsEpa9VqlVmjev2+WLRQKMBiseDy8hImkwl3d3colUqwWq04Pj7mD/zJyQn6+/txcXHBAOf169dQq9UMcIxGI4MRMngfHx8jm81yelgsFsPY2BjMZjP3vUxPT+Pm5gbhcBg9PT3weDy4vLxEPB7HyMgIA5qNjQ14PB4MDw8jm81yOWggEAAABINB5HI5jI+PSzw3VO5JoGdzcxOCIMDv9zOYikajuL29RV9fnyR6+uLiomVcNEkJJyYmMDo6ilwuh5WVFQ4GoK4cg8GAeDyORCLBfy+SS2m1WsRiMWxtbfHPtFotAoEA+3SaPTIUCS2OlG72u5CUjQpYW6WgUagBRUtvbW09SHGh1zM9PQ2fz8fx3clksuVOU61Ws6xNEATEYjGsra09uoL0afw4wFv2Z3JyEoIgYH9/nwtOPwSYyGQyWK1WjI2N4Stf+QomJiZgMBiYbXv+/Dk2NzclcoL2tKc97WnP52cUCgV+4id+gqX+4kJ2AOyFAe7Ph/7kze1y3Jd6UrhLR0cHn/9Rt81j0jQKGaBjlPhndF0ul0tkYW63G8ViURIa1N3djdvb2wfHut7e++X6Vt4bnU6Hrq4uHB0dvZOVUavV8Pl8uLm5+dz6O9vg5pH5y0YD//TN5acA/vsW2xCIqVQquLm5QbFY5MviDhyxXlP8RbeJAU4rD44Y4NAQJSpOMaMPDwCOgabnF8dCU4IafViJdhVHRFMYAaWlAW+LRel1kFSNWCIKLqBuHXotcrkc19fXMJvNOD8/h8Vi4ffNYrHg6OiIjXRigFOtViUAhyRlOp2OE9EAMCA4OTnB1NQUp1iNjIxwNPTV1RX8fj8npdlsNvT09HB7fF9fH4aHh3F2doa1tTVmbK6vrxEMBiEIAmZnZ7ks9Pj4GB6PB+Pj4ygUClzuOTExAY/Hg5OTE4TDYdRqNYyMjHBRKKWWUWqaRqNBJBLB3t4ee2f8fj/HRRMz0dXVxVK3VCrFOyYKFOjr68Px8TGCwSDv4AjEUGnp6uoqxzjSc4njr8WR0fRzSnCLRqMPPDRqtRpTU1MYHx9HsVjEysrKgxJOipZeWFiATqfD1tYWwuFwy/hH6sbp6enB0dHRO0EIydpGRkaYoUqlUo+yMmI/DiW+BIPBliyReDo7OzE3N4eBgQHI5XJsbGxgeXkZJycnH+ynEQQBDoeDE9EmJibQ0dGBbDaLWCyGjz/+GKurq0ilUpJStva0pz3tac+Pdr797W9Dp9OxMgcAn8ORUkUQBMhkMlwMDCD85n7/Ke5L4f/wD/+Q1TUEavL5PARBYDmaRqNhmRoALv2kug6z2cxgRqFQwGazSTpvHA4HBEGQBPSYzWbo9foHHhqNRgOn04mjo6OWx5qBgQEIgoBUKvXO98VisWBkZIQ9z5+3+UzBjUwm+xWZTJaQyWQxmUzWCh98ruc/L5ex/ObyrwH42RbbiAEOydPIj0OghkBHM7gRA5vmkAExawNIY6Gb5WwEckhCRjI40uI3Gg32RhDoICBCSSDiiGi1Ws1JZ2J/D32YyYcj1p4SwCmXy1wOSnI3hUIBmUyGUqkEk8mEbDaLjo4OlMtl1Go1mM1mvH79Gi6XC3d3dzg9PUVfXx/Oz89Rq9UY4KhUKjidTuzs7ECj0XCq2N3dHQOT169fY3p6Gnd3d4hEIhgcHGRQlM1m2cgeDofZsH59fY1QKITOzk5MTExw2ZTBYODoaAIvgUAAVqsVW1tbSKfTcDgcDJqI1env7+fHJUDhdrsxMzPDJaDZbJbBh8PhwM7ODmKxGO7u7tjIqNPpEIvFkEql0Gg0YDQaMT8/D5PJhO3tbaaEZTIZBgcHMT09zalolJ4il8sxODgoeY3iFRuTyYT5+XmOjBaDIwDc7dPf34+TkxNJoSiN0+nkZLNUKoVQKPQAvGi1WgwODmJsbIy7eVolsygUCgwPD2N2dhZqtRrxePxRZobS3BYXF+FyuTgM4F1GR2JkxsbGUC6XEQwGsbGx8U4/jkwmg9lsxtzcHHw+H+RyOffR7O/vfyJaXqFQwOFwcKEnMWSCIHB4xfPnz/Hy5UvEYjHs7e2xAfTzuDrWnva0pz1f5KE00kajwQvWNBQFTWFMclGwgAfAvwfgb/7mbzgtjaRplIjmcDgk0jS63MzWOJ1OFItFXpx0uVyo1WoMZhQKBYMm8QJfd3c3rq+vH8Q/9/X1oV6vtwwPUCqV6O/vx/n5+aNl2jTiZNpWPp4f5Xxm4EYmk/04gH8AYLrRaPgA/A+f1XN9ZqNWYyGdBv15/wTAcNMm4n94sQdHLEsjKVpzRLSYuWn22ojBzvu+xPnrVO4p7r1RKBQsGatWq1Cr1ffxhaLUtGKxyKEClUqFmR0CTlRaRaBJfEJHoQIkTSOAUyqVoNPpcHNzw106lUpFUmZVKpVQr9dhMplwcHCArq4u3N7e4uzsDH19fchms7i9vUVXV5cE4Ozu7kKtVnOccrlc5vCA3d1dTE1NodFoIBwOo7e3l7c7PDzk1ft0Og2ZTMZMSSgUgl6vZ8lYKBRixkahUCAcDuPy8hJTU1P8ePF4HEajkU/G19bWcHx8DLvdjtnZWQD36WVU0kWgZX19HXt7eyw7Ixkcpa6J46Kp8KparUKhUGBgYIC7dyiRDXhrvKduIPLuAPdmwYWFBVitVmxvbyMSifCqjTgymhgjsY9GLpfD4/Ewy7O2toZkMvlAyzs5OSnpvBEnttG4XC4sLCzA4XBgd3cXKysrD3a8APg9JWbmMTBEz+31evlvsLGx0bJUlIZSzp48eYL+/n6cnZ3h1atX2N3dfacfRyaTcbeQ3++HXq9HOp3mCOj39eS0ejyz2cxJd1/96lcRCAQwNDQEk8mEq6srBr1LS0v4zne+gxcvXiAUCmFjYwPb29vY3d3F4eEhTk9PkclkcHZ2hmw2i/Pz8zYYak972tOeH8D8zM/8DKtaaGFZnCArCAKA+2Pl/+10go4E/xj30rXnz5/DZrPxAjKVNj8mTdNoNDCbzQxu7HY7ZDIZL9x1dHRApVJJggW6urpwd3cnUTs4nU5OpRWPTqeD3W7H4eFhy8W57u5uaDQabG9vv/c4MjQ0xHL85i68H+V8lszNfwbg9xqNRgUAGo3Gu0Xun9fxeGD9d/8OAGAC8H8C0DRtQuwHSdII4IgT1Ii9IUDTLFMjYCP+GT12qyQ18c+ae2+aAwYoGU2tVgMAszjEsJAvp1wuM9tDoQIEsGQyGWq1GieoiRPSADCbQ9tUKhWo1WoUi0UYDAYUi0VotVp+H0hT6nA4+CSUAE53dzeq1Sqy2Sx3kBCDc3BwAJVKxXHQKpWKVw6KxSK8Xi9yuRzS6TSmp6f5ZNzpdLI8a3d3FzMzMxypXC6XEQgE0Gg0EAqFuKgTuAcmlUoFs7OzMBgMWF9f53JP6tkJh8MQBIFZnUQigVQqxYEAer2eV+HVajUCgQAzUMTW9PT0wO/3o1arcepaq7hoAgI9PT0IBAKo1+sIhUJsJlSpVJienpb03tD7q1QqMTU1hZGREfbviGlsm82G+fl5CQASMxomkwlzc3Mckd0KmDgcDiwsLMBms2FnZwfBYPAByKA46OnpaX79W1tbD3ayYmams7MTu7u7WF5efnQ1yWQyYXZ2Fl6vF6VSCaurq496d4D7A5LH45E8/tLSEo6Pj9+7Q7darfD7/Zifn0dnZycODw/x8uVLRKNRZLPZTwUs5HI5zGYzent7MTExgadPn+JrX/saM019fX2wWq2QyWTI5/M4Pj7G7u4uh1DE43EOb4hGo21w0572tKc9P4D55V/+Zej1eskitdhGQMyNTCZDzWjEv31zv58FYAHwu7/7u6yuIVBzeXkpkaap1WoJoHE4HOyjUSqV6OjoQCaTYSWN0+lkdQtwf/zTaDQSgCEIAtxuN87Ozv4/9t40uLX0PBN7DnaAWImVKwCSIEiQ4HYveW93qyXLSkvtOBVZP2JnJKssV9SuJHbmh2qqxk6qEnuSyHFN7HKNHSfllJNYtsb2yFZ5/GMUe2Qn6fXeS/KSAEhw33cCBAFiJwmc/CDft88BQfbt5ba6ZTxVLILgAXC44JzzfO+z3FAndHZ24vLy8kaiGnB1Luru7kY+n78zGhq4Ok/39fWhubkZS0tLdxaBfpwQntcJUBCEWQD/FldpyiUA/0wUxck62/0SgF8CALfbfe+P//iPP/BrZjIZWCyWD/z4uzD76qv459e3/wjAN+tsQwZ9jUYDnU4HrVYLnU4HjUbDUa1UakkkgiYtFNFMpETagCsIAr9xpPdLowil/hv6mp4beNcfo9FoAIATztRqNUubNBoNp3GpVCqOhabVcmmAAE1ycrkcjEajLPddGhdNz6PX67nkk8IKALAs7fT0FEajkYMQXC4Xkskk1Go1t/larVYoFAqkUik4nU5UKhWkUilZFnxzczOMRiN2dnag1+vR3t6Ora0tXF5ewuv1olgs4uDgAGazGSaTCZlMBrlcDm1tbTCbzdjY2MD5+Tk6Ozuh1+v5646ODphMJuzs7CCTycDpdKKlpQWZTAY7OztQqVTw+/3QarXY399HMpnkC1VBELC7u4vT01NYrVZ0dHTwQe7g4ABarRZ+v58T6ra2tlAoFOB2u+F2uyEIAorFIra2tnB+fg6j0Yiuri7+O25vbyObzcJms6GtrY1XkXK5HLa3t1GpVNDS0sLBDQBQKpWwtbWFUqkEp9MJj8cj60U5OTnhg2R7ezusVqvsfz2Xy2FnZwcXFxdwOp1wu903elXS6TT29/dxeXkJl8sFrVYLm80m24ZkiIlEAmq1Gm1tbbe+h7PZLPb29tir1drayv9Htbi8vMTR0RFOTk6gVCrh8Xg4me825PN5NlLqdDp4PB7el/c6tpyfnyOVSnG7NJ2MaIXteUG6KCIN/RBFEQaD4QMfE1999dVpURTvf9T7++OA+/fvi1NTUx/qOf72b/8WX/rSlz6iPfr40Njvjx+f1n3/cdvvn/iJn8Cbb74Jk8kEi8UCg8HA11gKhYIXlsvlMnxra/jh9eN+GcAfAJxMms1mS48Q7AAAIABJREFUMTg4iOnpafT19eH8/Bzr6+t4+PAhkskkVldXMTExAZVKhXfeeQcdHR2csBqPxzE8PAybzYZ8Po/JyUn09PSgvb0dAPCnf/qnnHhqNBoBXJ3rHz9+zM8jRTQaRTabxcOHD/m6ofb7mUwGExMTvDh+G6rVKmKxGE5PT2X79GF+588CQRDqnqtUH+jZ3n3SHwLw1PnWf3P93DZc+fHHAfwbQRC6xBo2JYriHwL4Q+DqpPFh3gzP8830pYsLvK5W47O4GjW+AaCWhtWmm6nVamg0GhiNRuj1eiY8RHKI6KjVauzt7cHr9XKaGX0Q0aA3kPR+KQlSqa7+lNILTHqMWq1mAkUrDNLiTp1Oxz05FBdNt0kKRZI0nU7HF2/VahXT09MYHx+XkRr6TCCCYzAYkM/nYbVakclk0NTUxJMlh8PBqSLn5+coFAr43Oc+h+3tbRgMBjQ3N2N7e5uNcwcHB+jo6MDl5SUODg7g9XoBAFtbW/B4PPjCF76AeDyOpqYmvPLKK4jH4ygWixgYGEC5XMby8jLi8Ti++c1vYnl5GclkEj6fD6+++iqi0ShyuRx6e3vx6quvYm5uDplMBj09Pfipn/oprK6uYm9vD06nE1/84heRy+UwNzeHarWKwcFBWK1W7O3tcScPde9sb29z4tvg4CC0Wi1SqRTi8TjHK9psNlSrVSwvL+Pw8BB2ux39/f2cSLewsIAf/OAH6OjoQDAYZL3vzs4ONjY22Djf1NQE4Io8Li4u4uTkBA6HA319ffy/Uq1Wsba2hr29PRiNRoRCIVk/CiWhnJ2dwe12IxAI8GOBK2KyurqKg4MDNDU1oa+vDyaTSfaeuLi4wOrqKo6OjhCLxfDTP/3TN7YBrvqPlpaWkM/n4XQ6EQgE6pKCarWK7e1tbG9vs1yutbX1VtKSy+WwsrKCTCYDs9mMQCBQ9/WlSCaTWF9fZ49YV1cXHj9+/EzHFlEUmRhSwpzVaoXL5YLD4XiuRKcePq0XGA000EADnyR8/etfx5MnT1AqlfjahQiB1I+sVCqx7vViY2sLflxdL/4BgN/6rd/Ct7/9bZ7s63Q6JBIJBAIBrK+vszRtdXUVx8fH8Pl8sNlsSCQS6OrqgsPhgFKpxNHREWw2G5qammAymXB4eMhEwmazQaFQ4ODgAIFAAMCVQsdut+Pg4ICDcQherxczMzM4PDxEW1vbjZ85EAhwWE8oFLrz96NQKBAOhxGPx7G6uopyuYyurq47FxSfJz6ULE0Uxf9AFMXBOh//FsAugO+LV3gCoArAcfczfoKhUuGze3sgq/IfABis2YRKMM/Pz1meRlK1crksi4KulacRoagXNCAlTdJgAeljKQqaiAURH6kniIgUdd3Q5EYqTaPbGo0GhUJBNukh6RpdaNPPDLw7GZKWetI/daVS4ddpamri7ptcLsdEi8ovU6kUdDoddDoddnZ20NnZiUKhgNPTU+4roUkETUwoWEAURW7PTSaT3E8Tj8cRCoVk3TeU8BWLxdDb28syt83NTV4ZWVpakpV7rq6uYn19HT09PSxJi0Qi0Ov13OkSiUT4QEE9NE+fPkU2m0VnZ6esMyebzXJqmlqtRjQaxd7eHhQKBfr6+rhAlBLWKC6axswUFy0IAjo7Ozk0YHp6mkfDJEXr7u7GyckJpqamOCFMoVAgEAhwwpw0iAB4N23N5/OxxE0aGa1UKhEMBjnI4OnTp9jc3JTJodRqNfr7+zE4OMiBBhsbGze8MxRsIC31rKffVSgU8Pl8uH//PkwmE1ZWVvh3WQ9GoxGjo6Po7+9HqVTC9PQ0lpaW7oxfdjgcGB8fRzAYRLlcxuzsLNbX1+t6g2ohCAIcDgfC4TAePnwIn8+H8/NzLC8v45133kEkEsH+/n4j/rmBBhpo4FOEr371q7DZbDKLAV2T0bUOLQQrVCr8n9ePGwMwAuAv/uIv+LosmUzC6XRyDYTJZMLx8TG0Wi2sVqtMmlYsFnF2dgaFQgGn04lkMsnnT4/Hg1wux9JvlUrFC8XSc2x7ezsuLi5uhO1YLBZYLBZsb2/X9bPq9Xq+7nqvcAEA3OVHXmHq5vtR4Hl6bv4awE8CgCAIvQA0AJLP8fWeP1pb4f7hD1EFYMCV/6Z2DZiIBiWmEcmhLhxpRDQZ06RlnPW6b2pT1G5LVZN26ZBnR5rmQdHPJIcrlUosh7u8vOQENfLu6PV6NknT9tJyz3rEhso8pZ9p/5RKJcrlMgwGA1KpFJqbm3F2dgatVgulUonT01OWoxmNRmi1WiY4uVwO6XQaHR0dOD4+RrValREcMvhXKhV0dXVxvvzg4CBKpRJ331CpZrVahc/nQz6fx+zsLPx+P3fdLC8vIxQKcZ/O+vo6+vv7ua9mcXERbW1tGBgY4GQ1URQxNjYGq9WKxcVFbG5uwm63Y2xsDIIgcKiAw+HgSOeZmRkcHx8zOaISz6WlJVSrVbS1tckS1hKJBARBgMvlwtDQ0I24aIpHNpvNWFxclPXedHR0yHxE29vb/Pcjr43ZbMbS0hLm5+dlxZ4+n4/3mS70pQfC5uZmWUhAbeIacEUYgsEg3G43tra26pZ1Uvw0jdSXlpbq9ucAV4bI4eFhhEIhlMvlO7txgHcT3To6OnB4eIjHjx9jb2/vVl8KlYA+ePAA3d3dKBaLmJmZQSQSkRG8u6DT6eDz+TAxMYHx8XF0dnaiVCpheXkZb731FpPBs7Ozhj+mgQYaaOATDL1ej4cPH3LnDV1nEbmR+pEFQcD3DAbQWfI/w5USIhaL8TTG6XTypJ+S0kgmXigUkM/n4XA4oFAoZKlpl5eXrApwuVxcgk5oaWnhUCaC1WqF0Wis65/xer0ol8u3poySRH9lZeWZ6g8EQUBvby/7n6emppBMfvyX/s+T3PwfALoEQZgD8OcAfqFWkvapxBe+gP/u+mYQwP9eZxMiGRQPLQ0bKBQKTG6I4NAKAN2uJTpSwlOv4FM61aEPaTgBkQ4iHKVSiT029LVGo+G4Zmknjlar5eeioAGKiJamhUg7b0jCRt03Ul8PTbd0Oh1OT0/R3NyMdDqNpqYmNkq7XC4cHx/DbDZDrVZjd3cXXq8X2WwWZ2dn6Ojo4DJFKcEh8nFxcYHu7m4cHx9jf38fg4OD3H3T29vLU5lyuSxLRmttbZVpWwOBAIcVLC4uoru7m4kTHaSkIQCFQgHhcJinQAsLC0xcjEYj5ufnsb29DaPRiHv37sFkMiEej2NjYwNKpRKDg4NcDDo7O4vz83NOWKNQgvX1dYiiCJvNhvv37/P9FBet0WgwPDzMz0P7Bbw7HXE4HFhfX0csFuPENK1Wi6GhIXR3dyOZTN4o9pRGRm9vb98gMDShGRgY4AlJbeeNUqlEX18fhoaGuG9I2q1DIOISDAaRy+UwNTVVN3kNuDq4T0xMoLW1FXt7e3d246hUKnR3d8umPtPT03eSFYVCgY6ODvT19aGnp4fJMCXnPSuamprg9/vx4MED3L9/Hz6fDwCYDL755pvcd5ROp+9MbWvgJgRBePW6dmBVEIRfrfN9ryAIfy8IQlQQhP9XEIR2yfc6BUH4O0EQFgRBiAuC4Ps4972BBhr4dOC1116DRqPhheHaUCWpVeCytRV/d/24r+EqiOpb3/oW7HY7isUiBEGAVqu9kZpGyWjHx8dQqVSyIAGr1QqtVstERK1W86SG9sNqtUKv199QPlAsdO35rrm5GSaT6dZzLCk8CoXC+4p7bmlpwejoKNRqNYfc1Ou3e154buRGFMVzURR//lqmNiaK4j88r9f6uPHfVyr4v69v/xyuDGO1qC34rO3AIakasX8iNrVys1pyIyUztT04BOmYlEgTmd3If0MJbvS19M0mlaYVi0UOM6DJTrlcZukZANlrSSc4l5eXPOmhfh0KKKD0tkwmA5vNhlQqBbPZjEqlgmw2C4fDgcPDQ9hsNu4A8Xq9ODs7QzabRXt7O69WtLS0YHt7G0qlkglOuVxGIBBAMpnk7pvLy0tEo1F0d3fD4XBgf38fmUyGpyNU7kmFm7FYDD6fjwlPLBZDW1sb+vr6kE6nMTs7y9ItpVKJ2dlZpFIp9PX1cbFoNBqFIAgYGRnhvp3FxUUolUoMDw+zpC4ej6NarcLv92NgYAD5fJ6nG1qtFiMjI0wsNjY2cHFxwffTz0xx0YIgwO/3y6Y7dMGvUqkwMDCA3t5eXlWhgx0Vbo6NjXHK3MbGhizusre3l8libWQ0cBVZOT4+zp03s7OznM5HoEkPddPUS12jycnExAQnr0kldVKoVCoEAgEuHI3H44hGozdel9DU1ITh4WEMDAzg4uICs7OzmJubu7ORWalUor29HQ8fPkQgEECxWEQkEsHU1NT7KvQErqRyPp8PY2NjXOrpdrtRLpexsbGB2dlZvPHGG3jy5Ani8Th33eRyuQbpqQNBEJQA/hcAPwUgBOCfCIJQKxD/nwF8RxTFIQD/AsBvSr73HQD/UhTFfgATAD6dyZ4NNNDAc8Urr7wCl8vF6hZSCkivxcgTLQgCd97YAPzHuDLo00IyTWxSqRQ0Gg2npmk0GlitVlmh5/n5OTKZDCs3pClptZ03dO5Mp9Oyc5rb7ebF4lr4fD6USqVbk86am5tZmfF+CIrJZMK9e/fQ1dWFTCaDyclJlu7f1S33UeC5lnj+2EKhwKuJBIjD/g6uzoi1IKmXtOBTSmqkPTi1k5baCU5tH470YkrqxZGSHbpNhINek0IGyHsDXK3c00RJp9MxIaIizmq1yr4ZCiMgSKc49JkIDoUPlEolJk5EdCjRLZvNwmq1IplMwmazcaBAc3MzDg4O4HA4IAgC9vf34fV6kU6nkc/n0d7ejoODAwiCwBf+KpWKpy3FYpG7b7a2tjh6OBKJsFlvY2MDiUSCyz2p60Za5ul2u2WEprm5GeFwmP00ADA2NsZTFCJioVAIZ2dnHCcdCoXYExSNRlGpVBAMBrnjhrZzOp0yGdjh4SHHQgeDQSY+uVyOV1X6+/txdnYmIwrUe2M0GhGPx2Vj5dbWVll/j9QrQ2WhJCGbmZmRdbiQJ+W2yGjqvOnr60M+n8fU1NSNuEmVSoVgMIjh4WGOg15dXb1x8a7RaDAwMCDz7NTbjvb73r176Onp4QPp1tbWrcTD6XTiwYMH6OrqwunpKSYnJ7GysnKnRlihUKCtrQ0PHjxAMBiEKIpYXFzEO++8g83NzbqNz3dBrVbD5XKht7cX4+PjeOmllxAOh+Hz+WAwGHB2dsaR4VNTU3jjjTfw1ltv8UliYWEBy8vLWFtbw8bGBra2tjhw4cdhUP6MmACwKoriuiiK57hSCny5ZpsQgL+/vv3/0PevSZBKFMV/DwCiKOZEUbyd5TbQQAP/aKFUKvHKK6+wykVa20HXM7SdIAiIdHaCyhZ+4frzd7/7XVgsFp7SVKtVJjpnZ2cyaVoul4PdbodSqZRJ00RRZPLT3NwMtVotIyYej+eGXE2hUKClpQUnJyc3OtnsdjvMZvOd58tAIAC1Ws2y/mcFeYLJg1oqlfic+fjx4zsXFT8MGuTmg8LhQMfbb+MCV2aiv8TNtASamkinNeS9qZ3kSDtvantv6knTaj04tURI+gG8u5pQqVQ43IDS2ohkUdRfoVBgGRtlrFMwAU1uyMcj9dnQ8xNIokYTm1KpBIPBwOWeFE5AhaJms5l9KfS7oeQxekNT4sfp6SmKxSLa29v5wrm1tZWLMWu7b1KpFDY2NhAOhwEAkUgEDoeDSdH+/j6Xe0YiEahUKoTDYZRKJczMzMBisWBwcBD5fB4zMzMwGAwYGRnhC/NisYiRkRH2zayvr8PpdMpka5lMBj6fj4kIScba29v5tWhaQ9I18s+Q7KylpQVdXV0QRRFPnz6VHfDGxsZ4gkSrMzTdIT+RlKjQa5CMLhKJMEkhCVkoFEKhUMDU1JRM7qXRaBAOh9Hb24uzszNMTk7KNL7Au4WdZrMZy8vLWF9fv7FaQ+WibW1t2N3dvRFa8O7bzSHbbnJyknXHUgiCgPb2du6uoYnPbRIyhUKBzs5OPHjwAC0tLdjf38fjx4+xs7Nz5wGcThTj4+MYHh6G2WzG5uYm3nnnHcTjcZyenn4gcqFWq2G32+Hz+TA4OMhdN/fv38fAwAD8fj+cTif0ej0qlQoymQwSiQT29/extbWFjY0N9on9IyI3bQCkeond6/ukiOCqdgIAvgLAJAiCHUAvgLQgCN8XBGFGEIR/eT0JaqCBBhq4gV/6pV+CTqfjxWCp74ZuU1KtqNHgz68f9yVcRQt/+9vfhtPp5JAgjUZzpzRNqVTCbrcjkUhAFEUYjUY0NTWxNI06b6jwHLg6P9vt9huqAkpEq+e9ea/pjVqtRm9vL3K5HLa2tt73740KyB88eIB79+6hu7sbTU1N0OlqmyM/Gjy3npsPgg/bH/CjiD39p4KAf3V9+4e4+geuvSRSKBQwGAzce2M0GmEwGKDX6zkiOpVKwev1QqvVci+OSqXij9oI6Nqvpd030t4b+pripImUECiSmiZGOp2OJWharZYLOel+muZQH87Tp085KaxSqUClUvEbneRqRH7UarWs88ZkMiGbzcJoNDLR0Wg0ODs7g8fjwdHREYxGIxQKBTKZDLxeL/b29qBSqXiq4HA4oNPpsLu7i7a2NlSrVY6Grlar2NnZQWtrK5vlLRYLenp6MDc3h7feeguvvfYaEokEdnZ24PF44Pf7WdIUCoWg1WpZWjY0NIRKpYJYLAaFQoGhoSEolUqeXIRCIdjtdqysrGB/fx8ulwt9fX0ol8u8TV9fH1wuFzKZDObm5iCKIgYGBmCz2VAoFBCLxVAul9l8L4oiR0/bbDaEQiH8wz/8Az7/+c9jfn4emUyG8+vJ87S4uIhkMgmXy8Vx0cBVxPHi4iIAoK+vT9Z7c3h4iJWVFU5qs9vt/L1SqYSFhQVkMhl4PB4EAgFZJn6hUMDCwgKy2Sw8Hg96enpkkdEAsL+/jz/7sz/DgwcP0NPTA4/nZoJ8Op3G0tISisUi2tra0NXVVTd7P5PJYGlpCYVCAS6XCz09PbdGLKdSKaysrKBYLMLtdqOrq+vOvP58Po+1tTVO7evq6oLT6cTf/d3fveexpVgsYnd3F0dHR5wu6PF44PF4oNfr73zsRwXpiUyhUHzgY+Jt3QGfRAiC8J8A+JIoit+8/vrrACZEUfyvJNu0Avh9AH4Ar+OK6AwAeAVX1WWjALYB/AWAfyeK4h/VvMZH1scGPN9OtueJxn5//Pi07vuP836/9tpr2N3dRVNTE4xGIzQaDUcs03UPTXXa9/fx+Ppx/wzAbwP4zne+g4ODA5aUpdNp9Pf3Y21tDYIgcDz0+fk5l3hvbGzA7/dz79/BwQH6+/vZPrC8vAyz2Qy/3w8A/Biv1yvrqdva2kI2m0V/f/+N8+vq6iq/Zm1vHWFnZ4e7bKTVER8GH+Z/5bZOtga5+bAQRfxrhQJfvf7y27gq+amFWq3miGMiNgaDAQaDATqdDmdnZ+js7JQVfhKp0Wg0THLq9d3Q/URmaCRKn+lDSoZUKpUsOloa+Uwkg6RjtEpB0dHlcplXjqenp/HCCy+wB4SmNcC7b3LaL2kBKMVKG41G5HI5WCwW5HI5PkhQieXh4SEsFgtEUUQ2m4XX68XOzg60Wi2cTie2trbgdDqh0Wiwt7eH9vZ2VCoVJjiiKGJ7exutra2wWCxYXFzkvpM/+qM/wtjYGIaGhnB6eorNzU04nU709PRgfn4e2WyWu1sikQgqlQrC4TBUKhXLygYHB9HU1IRYLIZsNotAIMDToPX1dVitVgwODkIURe7L6erq4uSsWCyGQqGA3t5etLS04OLiAvPz80in0+js7ITf74cgCDg4OMDy8jJ0Oh0ODw/x5S9/WdZTQ8SHpmzS3pvBwUE+CFFyXDablZEiABybncvl0NHRAb/fzwc4URSxtbWFra0t6HQ6hEIhWV+M9PtarRb9/f03DlZ/8zd/g46ODmQyGTgcDvT29t4gJZVKBRsbG9jd3YVOp0MwGLxR/Am823eztbXFQQH1CBNtu7W1hZ2dHU5/a29vvzN///T0FGtra8jlcmhqasL6+jp+9md/9pky+6vVKpLJJA4PD3mCY7FYuOvmvcrQPkr8IyE3LwD4dVEUv3T99a8BgCiKv3nL9kYAi6IotguC8BDA/ySK4k9cf+/rAB6KoljPSgmgUeLZ2O+PF5/Wff9x3u9f/dVfxe/8zu9Ao9HA4XBAr9fz9RpNcMheUC6V8IOtLfQBiAEYAvC1r30N3/rWtyCKIrq6uhCJRDAwMIBisciFnqenp1haWuJAobfffpt770qlEh49egS/388df1NTU3j06BF+5Vd+BcDVOfnRo0doamrC0NAQ73smk8HMzAx6e3vR2toq+7lOT08RiUQQCATq9t4AV9eIk5OTUCqVuH///q0k6P3geZR4NmRpHxaCgK9ms5i7/vK/xpVxrBa1/huKiKY0Nfo+Gf3pM0nb6snRpMloUr/N1W4JstvkhZHGRQPgSQvFRFOhJyWoEdGgJvhSqcQ+HHrecrnMpEca/Vzr/5H24JDELZ/Pw2g0csliqVSCKIrQ6/U4Pj5GS0sLMpkMVCoVjEYjtre30dHRgXK5jGQyCa/Xi0QigYuLC7S2tmJ3d1fWfUN6z/39fV4dOTs7w/LyMk/KotEoLBYLd9csLy8jHA7DarViYWEBp6enGB0d5R6bUqnE06poNIp0Oo3h4WE0NzdjeXkZGxsb6OzsRH9/PzKZDJ4+fYpKpYLh4WEOFVhaWoJWq8Xo6Cint62trUGlUmF4eJgJ0tzcHC4vL9HS0sLBB6urq0gmk+y36evrQyaTwdTUFLLZLP/M1D8jjYvW6XQYHR3lEILZ2VmWihkMBoyNjXFGvTQMgEgBSfGePn0q83XURkbPzMzciIwmiVx3dzdSqVRdKZtSqURPTw9GR0c51GBpaelGxLO078ZgMGBxcRGRSKRuiACVfY6Pj8NqtWJtbQ2Tk5N3pp3ZbDbcu3cPoVCIidv09PQzRVoqFAqO63748CG6urpweXmJlZUVvPPOO5iZmcHOzs7HmhzzY45JAAFBEPyCIGgA/KcA/ka6gSAIDkEQ6Hz3a7hK86TH2gRBcF5//ZMA4h/DPjfQQAOfUrz22mswGo2yWg8CXXtxibpGw4XvYVz13nzve9/j+GedTge1Ws2SfOBKZUFe40QicaPjRqfTwWq1yuKbPR4PR0jTfng8HqRSKZnHxmKxwGQy3QgDAq7Oe1ar9U7vDfllC4UC1tbWPuRv8vmhQW4+ChiNGFxaAuU4fQdAT80mFIFMHhsiMuS9ubi44MhoSk6Tkp16CWq3lXzWenWkMjFaWaCAAZq0UDFnoVDgFQgqiKSxJ6WpEdkhfalGo2GCQ9MeaUQ0/fz0ugBYQqVWq1EoFNDU1ITT01NYrVYUi0WeJiUSCX6DarVa6PV6JjjFYhEnJyfcfSMt91Sr1TKCQ9HIqVSKwwJ2dnYwMDAAnU6HWCwGg8HAAQTz8/MIhUJwOBxYWVnB0dERRkdHuQiUCA+Z9alTh15zcXERLpcLw8PDOD8/5+jkUCjE+xKNRgEA4XCYycbc3Byq1Sp6e3vR29uLVCqFp0+folgsciy0VqvF3NwchwB4PB4ZqaAIyNq46NXVVSaXgUAAoVCIo5YpaYWCCwYGBlAoFGRJa8DVgXF8fJzjpGvDBCgymhLsaiOjKZHt3r170Ol0mJ+fRzwev2Hit1gsuH//PvfS3OaxaWpqwsjIiMz7UxtBTdDr9QiHwwiHwxwsEY/Hb01toWQa6qipVCqYm5tjsvgsU2+tVovOzk6Mj49jYmICfr8flUqFCdajR4+wvLyM4+Pj9x1G0MAVRFG8BPArAP4WwAKAfyOK4rwgCP9CEARaa/oJAEuCICwDcAP4H68fW8GVWuTvBUGIARBQP+G/gQYaaAAA0N3djd7eXgDgwCXpIjMRG+DqnPp9SefNLwA4Pz9nrzARmZOTE7YtJBIJqNVq2Gw2WaFnpVLh86Db7UahUOACa7fbXbfzBsANH01HRwcKhQKf96XwXRdP10tVIzQ3N7OPt3aB8pOCBrn5qNDbC/P3vw8AsAD4K1wVfUpRrVaZ6Us7cIjEELGh+4jUSD/qRUTXK/isvU2eGko2ozdfpVLB+fk5qtWqbFIDgOVol5eX0Ov1vO9arZanNMDVm5sIDvlratPTaFRLr0mf6WKbwgZOT09hs9mQy+W43PPk5ITLPUnGR+WehUKByz2plZcurKUERxRF+P1+HB4eIpFIcJxxPB5HKBRi0kJ9LZlMBtFoFL29vXC73ZxENTw8zEWdh4eHsonN5uYmgsGgLBHNaDTyFGJ2dhYnJyfw+/2cvvb06VOUSiUEAgEEAgEmM6VSCa2trRxIMD09jdPTU2i1WnR3d8PtdmNzc5MLNykpzGq1YmlpiYtAaVpCAQvSSY3L5WKyFI1GZSZ0p9PJU5F4PC4rBKU46WAwyAlt0gOcUqlEMBi8MzK6qakJY2Nj8Pv9SCQSmJycvDEVUSgU6O7uxujoKFQqFWKxGBYWFm4QIUrLm5iY4AjqeiWhBLvdjomJCfh8PiSTSTx58uTWhmZ6fpvNhomJCfT19eHy8hLz8/N48uQJ9vb2njme2WAwcEnpw4cPEQwGYTQacXR0hHg8jrfffhuPHz/G4uIi9vb2kMlkGtHPzwhRFP+dKIq9oih2i6JIxOW/FUXxb65v/6UoioHrbb4pimJZ8th/L4rikCiKYVEUv3GduNZAAw00cCt+5md+hq9daKGXICU2CoUClZYW/PD6e18FoAbwy7/8yzAajUgmk3A6nahUKjg9PYXT6UQmk0G5XIbL5UKpVOJEWY1Gw2TH6XRCoVDIOm/MZrOs80an03HqbG1lA11H1cJqtcJut2N7e/vO5NCuri4OPHpeiWcfBg1y81HiK1/Bb13fHALjANbQAAAgAElEQVTwv9XZhCYm1H9DCWp0X72CT6mUjMhG7bSmluTUk63Rc1HCh9SHQ6RKqVRyVDOFClDsIeWzU6yztDuHZGwUNFArkaOSTyq6uri4uNHoe35+Dr1ez+WemUyGjdjpdBpOpxOJRAImkwkajQa7u7vo7OxELpdDJpNBZ2dnXYJDEq9KpcKdNYeHh/B6vexB6evrg9lsRjweZ5N/Pp9HJBKB3+9ncrC6uorBwUE4nU6sra1hc3NTNrFZWlqC1+uVRUerVCqMjY3BYDBgbm4Oe3t78Hg8N5LU2trauFSU7rNarRgbG2MCsru7C4VCgf7+fvT09ODk5IRT19RqNcLhME+GKBlNoVCgp6cHoVCIo5lJkiWVom1vb8vID0nY6PkofprQ0tIim8BICRDwbsJZc3MzVldXsb6+LhuP00SN+mnm5uawsLBwQ4JmNptx7949+Hw+HB8f31rUqdVqMTg4iMHBQf69Li8v33g+4F1Z28TEBGw2G9bX1+8sAKX99Xg8mJiYwMDAANRqNVZWVvDo0aP3HQOt0+nQ0tKCwcFBfOYzn5Glx5ycnGBlZQUzMzN444038PjxY0SjUaysrGBvbw/JZJIjQ99PJGcDDTTQQAMfDb7xjW/AbDbztZuU4NCCLgU4KRQKlqY5APyHAKanp5nIkGdHmpomlaYdHx9DEAQ4nU6cnJywN1pa8AmAqzSkE5mWlhaUy2WZDJtSRdPpdN1FwK6uLlQqFWxvb9/68wuCgFAoBIVCwfL5TxIa5OYjxj+/uAC1lX4dwH9RZxspUZFObqSTHCI4tSRHKieTTmekUxoAsqmO1Nhf672Rkhzyz1QqFTZ6k4dBWu5J0jRKxCISVC6XZUEF0g96XZrYqFQqjog+Pz9n7w+FDaTTaTQ3NyOdTsNkMnGgALXxWq1WqFQq7O3twefzIZvNcnIYrVwQwVGpVHzxfnFxwd6aVCrF04VYLIbe3l7YbDYsLi6iXC5zPHMkEkF7eztPfuLxOPr6+lhKtrS0hN7eXiYBc3NzcDqdsi6ci4sLWVT06uoqLBYLd81EIhEcHR3BZrNxpDPdp9frMTY2BrvdjtXVVY4pbm9vlxGkk5MTLvAcHBxEsVjkiQ/w7qSGvEMkayMpWn9//w2ZGj3f8PAw98xIYyQNBgNGR0fR2dmJg4MD9v0QqPMmGAyiWCxiampKphMGriKpx8bGmLzUk6BJPTY6nQ7xeBxzc3N1JWUOhwMTExPcg3QXadHpdBgcHMTw8DBUKhXi8TgTy9tAJ5mxsTGMjo7CYrF8qBhoQRBgMpnQ0dGBwcFBvPTSS3jhhRcQDofh9/tZ202JdnNzc3j69CkePXqE119/Ha+//jrefPNN7g2gjwbxaaCBBhp4PvB4PBgcHES1WmXVjfQaDAAHPimVSjzt7GTrAnXe/OAHPwBwZeS32+1IJpPQ6/VoampCIpFgAkPKCLfbzYE19PX5+Tmf400m043OG7vdDrVafaNrzuPxQKVS1ZWfNTU1wePxYG9v70YnjhQ6nY6DEBYWFj5R9QMNcvNRQ6XCTx4egv5dfhfAg5pNyH9zcXHB4QJSqVqxWJQZ1aQE5+LigqcwUoJzW7iA1P9CqCU59JxS7w0FBqjVapk0rbbc8+pHVnE5J7F3aaCA1PdDF9Pkt6GYaZr80OPVajVPLlKpFCwWCy4uLpDP53nMarfboVAouDTz7OwM2WwW7e3t/OaWTnCIjJTLZQQCAWQyGezu7iIcDuPy8hLRaBTd3d3ss8lms0weZmZm4HA4EAgEcHJyglgsBr/fzxK0ubk5dHZ2sk8mEonAZDJhdHQUoihiZmYG2WwWg4ODPAWan5+HRqPB2NgYzGYzFhYWsLm5ydMUum99fR0KhQIDAwPwer38/NQDRNOTWCzGEjyHwyELPaAVGHpukrXFYjEePbvd7ltlauTfsVqtfIFNj1MoFOjq6ro1bID+DoFAAE1NTVhYWMD8/Lxs5E3khcheLBbD4uLijdUgkrNJQwnIYyQFBRPQ1Csej3PEdz1QgABFd8/MzGB+fv7W7QnUfzQxMYG2tjb+25DU7YP6aLRaLex2O7xeLwYGBnD//n28/PLLePHFF3Hv3j2Ew2EEg0GeKno8HjQ3N8NsNsNkMsFkMj1TslsDDTTQQAMfDD/3cz/HypXaBWapJF+hUOBcpcL3rh/3H+FqgvMbv/Eb0Ov1LE27vLxklUo6ncb5+TmcTidKpRLOzs5gNpuh0+l4sc5ut0OlUvGCoUKhgNvt5ukO3efxeHByciJbDKTgpUQiUZfA+Hw+AMDGxsadvwOr1crXRSsrKx/8l/kRo0FungfcbrS//TbO8W7Bp7Nmk1qCUy6XueCTJjlSgiMt6pSSGiIm0pEoSYNqSz+l0x+p7wYAExoKCADAqxGUoFYsFvl7hUIBWq2WJ0k6nQ7FYlE2uZHK0KSrGeSzubi44AMDdd9QSShFVlNMdDKZhN1u59AFm82Gvb09uFwuAODo53Q6jXw+z6v25MegyGAiFlQAenJygu3tbQwNDbHJ3Ofzwe12Y319HScnJ0xQZmdnYTabEQqFkMlkMDs7i9bWVg4hiEQicDqdGBgYQC6Xw8zMDEvSiGQkEgn09PSgp6cHyWQSkUgEoihiaGiIyzQXFhagVCplqWnz8/OoVqsc/ZjNZjE9Pc1pK6Ojo+wNmp+fR6VSYSLjdDqxvr7O9yuVSvT396O3txfpdBpTU1M8mr5LpkbFnd3d3Tg5OcHU1JRswmG1WjE+Ps6vR8lyBPL/dHV1IZlMYnJy8oahkbxDXq8XR0dHdbehUILx8XEYjUYsLS3dmpRmMpkwNjaGnp4eZDIZTE5O3uqvkcrO/H4/UqkUnjx5gsXFxfckKQaDAT09PXjxxRfR398PrVaL9fV1vPPOO4hGozg8PPxIxvYajQYmkwl2ux0tLS3wer3o6upCT08PgsEg+vv7EQqFEAqFGuSmgQYaaOA54qtf/SosFgsHQEll2dIFZlooJmmaGsA/Abjq4vT0FGazGUql8lZpGk1vXC4XTk9P2QJAKWr02jTdkaoVWltbuQRdivb2dgCoO73RarVob2/H0dGRTI1RD62trZxKu7m5+ay/vueKBrl5XnjhBXzr+mY7gD8HUFtHSMSAJGrS9LRCocAStVqpmlRSJp3i0H21Ppx66Wn0HDRJkXpvyKdBxZzFYpGnOpSgptPp+LZCobhBTGr9NSRHk05zpASnWCzCYDBwclqxWIRarYYgCCgWi1xc5XQ6edJltVq5fLNareLw8BA+nw+np6coFApoa2vjUSwRHKVSiY6ODuzu7qJUKiEYDCKVSmFjYwPhcBgAWIZGPpqDgwOMjIxAqVRidnaWL/ILhQJmZmbQ3NzMhGZ2dhYmk0mWknZ5ecmTmHg8jp2dHbS3t2NwcBC5XI4DBPr6+tDV1YWjoyNEIhFcXl6it7eXvTXkoSEfDgDMzMxwi3F/fz8TD0pYUyqVCIVC6O7uRjKZxPT0NJv/WltbZSlrJDcjmVq9NDUiFmNjYxySQNMi4Go1KBQKoa+vD9lsFlNTU7KDLMVU37t3D2q1GtFoFMvLy7KTAkU3kzwvGo3WjYPW6/UYHh5Gb28vstksJicn68Zbkr54YmICdrsd6+vrmJ6eRjqdrvvWVSqV8Hq9ePDgAdra2nB8fIzFxUUsLy/fOaKnfXe73RgZGcHExASn0iwuLuKtt95CLBb7yIhOAw000EADPzqYTCbcv3+f6zTo+kwqx5d2E+75fFi/fixJ0377t38boiiy15iCkwwGg0yaJk1NE0VRJlWTpqiZTCY0NTXJpGl6vb5usIBWq4XL5cLBwUHdc1JnZyfUajXW19dvfK8WXV1dvEC7tbX1AX6bHy0a5OY54verVfzp9e2fBPA/1NmGpi80OSmXy8jn8zg/P+ceHGkQQG3IgHSKQ/fVTmlqe3GkHh2p1I3ehGTuv7y8hEajgVKp5FVxkqNdXFzAYDAwQSIfjlarlaWgUXCANCJaOtURBEFGcHQ6HXK5HEwmE/L5PD9fuVyGyWTC8fExXC4X8vk8lyPu7OygtbUVl5eXODo6YulWqVRigiOd4CgUCnR0dCCZTHJRZzqdxvr6OoaGhrhfpbW1lSc9Ozs7GBkZYcmWKIoyyZrBYMDQ0BBKpRKePn0KtVotIw7ZbBZDQ0NwuVxYW1vDysoK7HY7RkdHWcpFxZ0DAwPIZrMcFNDe3s7+H4pWNhqNuHfvHkwmE+LxODY2NiCKIjo6OjA0NITz83NMT08zKeno6JAlr9GBkSYl5AWKx+NMNO5KU6PHuVwubGxsIBKJyEbeHo9Hlra2uLgoIzC0/x0dHdjf35dNjwh04ujs7MTh4aEsCIFAf9fx8XHYbDasrq5iZmamboeMVqvFwMAAwuEwKpUKZmdn74yC1mg06OnpwYMHD2C323F4eIjHjx9jZWXlPUkOcDXN6erqwsOHD3Hv3j20t7cjn88z0ZmdncX29jZyudwnSqvcQAMNNNDAs+FrX/sal5JLF5Fri9QBQKFS4TvXj7sHYADAd7/7XWg0GpamnZ+f4+zsjKVpFxcXcLlcKJfLODs7g9FohMFgYLJjsVig1WpvdN6cnZ3JUsza2tq4H1CKjo4OVCoVmZeWoFKpeMH4WSKfg8EgK0jeS872vNEgN88TgoCfz+UQu/7yVwF8uc5mREqI3Jyfn7NEjT6kwQNSYlMrO5N+rs1erx2T1npv6LlplaFSqfBFnFar5cmSTqcDAOTzeajVao641uv1PPUh8kKeHUpGA8AEi25T541SqeRyz2w2C5PJhFwuB6PRyMTOYDDg6OgIbrcbmUyGzdjb29tob2/H+fk5EokEvF4vTk5OcH5+jra2Nuzt7UGhUPA0hooW9/f3cXZ2xkWYKysrCIfDUKlUmJ2dhdPphM/nw8HBAdbX1zEyMsKx0eVyGSMjIyxZUygUMo9NpVLB2NgYdDodotEokskk+vv7OR9+fn6ePSRk8j86OoLT6eTCzqdPn/KKzujoKJRKJdbX13F0dASNRoPh4WH+mUh2Rv4Rel3y21itVlnvDZEVtVqNwcFBdHV1IZFIYHp6msnBXTI1lUqF/v5+2ZRGGgSg1+sxOjoKn8+Ho6MjrKysyAgMRT3T73BmZgYbGxs3DJldXV2yUs/aSQ/9f4bDYYRCIQ4u2NzcrCs/s9vtGB8fl0VB31VaptVq0dbWhgcPHqClpQX7+/t4/Pgx4vH4e47rCSaTCd3d3Xj48CHGxsa4N2d9fR1TU1N4++23EYvFsLOzg7Ozs0YYQAMNNNDApwBf+cpXYLPZbqSmSReWaeFYoVDgL68TYIGr6U2xWEQ2m0UqlYLNZoNCoWBpmiiKLMlXKBSy6U06nWZvtNvtRiqV4ulLvc6b5uZm6HS6GyTGaDSiubkZu7u7dasHWltbYTQasbq6+p7VBIIgoK+vT9b396M6lzXIzfNGUxPCy8sgZ8IfAwjUbEJvAJKgSTtwSKJWKBR4ylJvglPbb1NLaugfTOrdIbJDZIS+L414JsJB/TbUg0PStPPzcyZDFBdN5EqhUOD8/JzLPaXeG5LDSVesiehQihpNcDKZDCwWCxMtMtR5PB6k02moVCo0NTVhe3sbnZ2dvDrh9XqRSCRwcXGB1tZW7O7usolOWu65v7+PdDqN/v5+nJ2dYXl5GeFwmCcWFosF3d3dOD4+xtLSEsLhMCwWC+LxOM7OzriHJRKJ4OLiQvZ1Pp/nRK14PI7d3V10d3ez52Z2dhZKpRJjY2OwWCwcKmA2m2UR0AcHB0yEDAYDFhYWsLGxAUEQEAwG2dBHcjTy4bhcLpnfhnwvRFai0ShP1To7OzE0NMSpaHQgvUumBlytEtGEJxaLcVkocHWw8/l8MgJDKW0EIl1utxtbW1t1Jy9UDkqTnsnJybqyMpfLhYmJCbhcLmxubrIvqRZKpZKjoJubm7GxsYEnT57cWNWSQqvVore3Fw8fPkRHRwdSqRSmp6e5v+hZpy9msxl+vx/37t3Diy++iL6+PjgcDhSLRaytreHp06d44403MDk5iYWFBezs7CCZTCKfzzdITwMNNNDAJwharRYPHz7kaxe6/qEKDPI1C4IAlUqFUmsr/r/rx/48ruwKv/7rv45KpYKzszPYbDYkk0kYjUbo9fobqWmiKLLXWCpNE0WRz4kajQbNzc2yzhtSOZAvWQqv14uLi4u64TyCICAQCKBcLt8ZDS3dXtr3Nzs7+57BPM8DDXLzcSAQgOWv/xrA7QWfANiUVi8ammRqtDpAcjDSeNZOaWqJTm0QgXTqQ2y8XsAAcPVGoUABQRA49plICO0DxUVTuSfJzWhyc3l5KUtvI1matAMHeJfsqVQqlmBRuSdNi2iM6/F4kEqloNPpoNfrmeAUi0WcnJzA6/Xi+PgYlUoFLS0t2NnZ4XJPGuPSZCaVSiEUCiGbzWJxcREDAwOcQtbU1MTBAQsLCxgYGIDdbsfy8jISiQRGR0d5UpLL5TA6Ogq9Xo9YLIaTkxMMDQ1xN87a2hra2trYp0NR0UNDQ5xitri4CI1Gg9HRUdhsNiwtLWFtbQ0qlQp+v58JGsnIajty0un0Db8NER8iKzStksY309THaDQiHo9jZWWFL6jvkqnRhIdkfCSpI1gsFvT29jLpmJ2dlUm7VCoV+vr6MDg4iFKpVLf4U1rqKQgCZmdnsbKycmM1iYpYKQXv6dOnWFtbq7vqRFGWw8PDnNc/MzNzawEocHUyI7lZd3c3isUiYrEYJicnsbOzc2fxWS00Gg08Hg+CwSAmJibw4osvYnBwEJ2dndDpdEin01hbW8Pc3BwmJyfx+uuv4+2338bU1BSi0SgWFxexsrKC9fV1bG5uYnt7Gzs7O9jZ2WlI3RpooIEGPgZ84xvf4Osf6bUVQeq9EQSBgwVaALwC4NGjR7KeGyrudDqdHB7gdDpZmmYwGGAymfgapqmpia+TCB6P50a/TUtLCxQKxY1YaIvFwhL/egtoFosFbrcbOzs7z0xUfD4fBgYGUCgUMDU1hf39/Y/1nNQgNx8Xvvxl/Ob1zTCAP6yzCQUMSAkOSdJqP5dKpRsStXrERUp0aqVqtfdJAwaI5NDURqVScXQzpaOJosiFnmSo0+v1OD8/l5V70uRGoVDIJjf0M0u7b6Sf6YBQKpVgMBiQSqVgt9txdnYGnU4HhUKBk5MTuFwuJJNJNDU1QavVYnt7G16vF/l8Hqenp1zuKe2+UavVaG5uZjM8rTKcnJxwgSeRGIPBgFgsBo1Gw/6cubk5BINBnozs7u5idHQUZrMZ8/PzODk5wcjICE9j9vf3EQqFOI56cXERdrtd1h+Tz+fR39/P+xKLXQkaw+EwP25+fh6iKCIYDKKnpweJRIKlYkRMSOJG42fy4ZTLZZkPx+PxyHxBtGpD0x2Sz1GQAXC3TI3KQqk7aHp6WjYWp9CD/v5+LhOt7byh4k/yz0Sj0RueGIvFgvv376O9vR17e3s3UtsIJD8jUls7cZLCZrNhfHwcvb293E00Nzd3Z/OySqVCR0cHHj58iP7+fqjVaqytreHtt9/+QH03wBXZcTgc8Pv9CIfDeOGFF7jkMxQKwefzwW63c4nu6ekpjo6OsLu7i83NTayvrzOBbpCbBhpooIHnj1dffRVOp5Ov4WqJjbTcU6VSYcrrBZ1ZvnH9+dGjRzg5OUFzczOno5E07eTkhKVp0tS0bDbLZMPtdrOdAXg3Jlp6Dlar1XA6nTg8PLyx2Of1elEul2+ckwnd3d1QKBTvK+7Z6XTi/v37MJlMWF5e5nP+x6FAaJCbjxG/dnGBv7++/TUA/7TONuR9kUrTpBHRdB9FSEuT0qRem1oiU0+mVrsdERxp743Ue1OtVpnIFAoFTlDL5/Oy2zTpIf8MlXsSYZFedNHkRqlUcuturZQNAHfrEMFJp9MwGo0AgEwmA6fTiePjY1gsFqjVauzs7HBkMpV71uu+oQmIKIpc0plIJHjFYX5+HqFQCCaTCfPz81AoFAiFQjg7O0M0GkVPTw9f6K+vryMcDqO5uRlLS0vY39/nic3q6io2NjYQCAQ4EY0mQuSlIXmTz+djEjUzM8O9PCRlW19fR7lc5qCBQqGA6elpnJ2dsc+FAgKWl5dRrVaZ+JB0jMbLFAxgsViwtLSEpaUlnqR1d3dzQZeUFNWTqUm9Ng6Hgw9oi4uLWFhYkB1I3W43e38WFhawsLAgS2qhNLpgMIizszNMTk7eOOBSj83IyAiAq9S4eppglUqF3t5ejIyMQBAERKNRzM/P1w0RoLH9gwcP4Pf7cXp6isnJSSwvL98ZBU2a59HRUYyPj6OtrQ2np6fcd7OxsVE34OBZoVKpYDKZ4HK54PP5EAwGEQ6Hce/ePSY/n/3sZ/G5z30OL7/8Mn/QAkUDDTTQQAPPD0qlEp/73OcAgK/LpMm05G+mheOCSoXvXz/2ywCsAH73d38XFxcXKBQKsFqtSCQSMJlM0Ol0N1LTRFHkuGipDwfAjc6bZDIpO7+2tbWhUqncOKc2NzfDaDTe6KgjaDQa+Hw+pFKpO+XbtdDpdBgZGcHAwACq1SoWFhZ4AfC2lLaPAo2z38cJlQpfODrCzvWXvw3gs3U2I98LSdDoc6FQ4IkOydWkZIdkbdLeGyl5oTea9H4AN8gG7QO9QaXeGyIqNJWpVqucoFapVLivhpJCqNyTvDnSglHp60sJDknZSP6mVquZnGm1WqTTaVm5Z6VSQS6Xg91u53JPpVKJ/f19LvfM5XKy7huPx4OjoyNotVomONVqlYnH0dERS6Tm5ubQ19fHpZqVSoVJRSQSgdfrZS/IysoKBgcHuSdnY2MDoVCICdDS0hI6OjqYvMzOznIXjsFgwNzcHPb39+HxeGQyMyonDYfDfB/9zNJY5uPjY6hUKpY27e/vsxdIr9fLem9I0qZWqzE0NASv14uDgwMmVMDVyotUikapbIBcphaLxWQyNa1Wi+HhYfh8PhwfH2Nqako2BaEDnt/v5+/XTl9aWlpkJKi2+BN416/T1taG3d3dW6c4tJ3f78fJyQmePHlSNzYakEdBt7a24uDgAEtLS8+UktbU1ISenh688MILCIVC0Ol02N7exuTk5EdCdO4Cvefoo4EGGmiggY8Hv/iLvyhLTZN2Cko/VCoVFAoFS9N0AH4WwN7eHi4vLzk1rVgsIp/Pw+l0cliAy+XiNDWdTgeLxcLkRqvVyqRqALgmQ1rHYDabYTQa66ajeb1eFIvFW5PR2traYDQasby8/L7k18DVtcTExASGh4fhcDiQTqfrVjx8VGiQm48bLhc6njxBCYAKwPcAdNRsQl4aimOWhgvQBxEaaYy0NGhAGgdNq9m1+esA6kZFA+9OVCiGGQAXeBaLRdkUhwgMydT0ej2/tkajQaFQYIJCIDkafSbiRfHRGo2G5WjFYhF6vZ6N70qlEvl8HlarFclkEs3Nzfz7aW5urlvueXp6imKxyNHQSqUSNpsNm5ub0Ol0THAqlQq6urpwfHyMw8NDlljFYjEEg0FYrVYsLi6iVCpx9PPs7Cza2tqYGMXjcfT29rKUbGlpCYFAgL098/PzcLlcCIfDLIG6vLzEyMgImpubsby8jI2NDdhsNk4Jm52d5dSU7u5uAFfTipOTEzQ1NclioalEq6uriz1E09PTyOVy7MOhn3FmZobJqN/vx+DgIGtkSatLpMjj8WBrawvRaJQnGXfJ1ChMYHh4GNVqFaurq7KyMAp0kHpopOSJXvu9ij+VSiUCgYAstGBtbe3G6FuhUMDr9WJ8fBxWqxWrq6uYnp6uS4bo/z0QCODBgwew2Wyckra0tPSeumNK4xseHsYLL7yA3t5elkxOTk7i8ePHWF1dRSqVaoQENNBAAw18yvHyyy+jpaUF1WoV5XL5RiKs9LNCocB2dzcvdP/89ec/+ZM/4eJOALdK06TTmnw+zwtmFosFxWKRPaMmkwlGo/FGUEBbWxvy+fyNc5/D4YDBYLg1OIDS0C4uLrC6uvq+f0eCIMBms6Gvrw8vvvgiJiYmOH33o0aD3PwoMD6O//z6pgvA93HF3qWgAADphEZa8ikNGiASRB/Sr6Wj0Vq/jTRQQOq7kXpviAQR2VIqlVzuSYWdVO6pUCigVqvZ9K9QKFAul1maRm9sIjSXl5fstyHQBKdcLjMxMhgMyOfzMBgM7OEBgEKhICv3LBQKN8o9K5UKDg8PORq6XC6jtbUVe3t7UKlUnMmu1+tlBIfS0fb39xEOh3F+fo5oNIpAIMBBArlcTtZ143A4EAgEkEwmEYvF0NXVxf6Z+fl5dHZ28vcjkQjMZjNHPlNC2ODgIO/HwsICEwua6uzu7ta9T61WY3h4mEu0aMLkcrlk8dS0IkPJaGTeJyLjcDjYtxONRrGzc3X4VSgU6OvrQzAYRCaTkZGC95Kp0dTEbDZjdXUVsVhMtupDSWjStDQpeXiW4k96nfHxcbS2trLHph5x0ev1CIfDGBgY4L/d/Pz8rVMZnU6H9vZ2nuQcHR3hyZMnWFxcRC6Xq/sYKTQaDVpbW5noBAIB6PV67O/vIxqN4s0338Ts7Cw2Nzdxenr6nnGbDTTQQAMNfLIgCAI+//nPQxAEDn2SptTSIi5Nb0SFAv/6+rEvA/AB+Ku/+iu+viNpmtlshlarRSKRgFKphN1u59Q0p9MJQRCY7FitVigUCtn0pqWlBdlsVpYa6nK5oFKpbkxv6Fyby+VulZ4ZjUZ4vV4cHR09U/fNXTAY6kVrfTRokJsfEf4vUcTvX9++D+B/rbMNEQ+a0EjDBKSdOERmyPwvJTjS55ASHSnJuc2DU1vuWa1WWU9K5IXCA4jASKVptaEC9EaXlntKE9RoxV7aeaNSqXhyQ5030nLP8/NzGI1GHB8fw+1288Wm2WzGzs4O2tvbcXFxgUQigc7OTtaftrS0IJFIQKfTcSiAlOBcXl6yYX9vb4+TtyD/EBUAACAASURBVKLRKLq6uthHk06nMTIygmq1itnZWVgsFvT39yOTySASiaCtrY29MtFoFG63mz07MzMz0Gg0GBsbg1KpRCQSQSqVQjAYhN/vZ1+OQqHAyMgIHA4HVldXsb+/D41Gg5GREdjtdqyurmJlZYVXVYiY0RSFfDXUb0NRzM3NzTLJGREZmsY4HA6sra1xjDRwdaCUyuCkk5i7ZGpqtRo+nw+BQIC9LNIoZ6VSib6+PoRCIZ4cSY2QwLMVfyqVSvT29vK0aGZmBsvLy3VH3zQmJx0xycZuIxc6nY4nOW1tbUgkEpiamuKp2rMY+DUaDSfbfeYzn8HQ0BAX0G5tbSESieDNN9+UxUCfnp6iVCo1AgIaaKCBBj7B+OY3vwmdTodSqSRLsiWoVCoA79ZvfO9aDQMAX8VVd2AikeDpTT6fR6FQkEnTqOgzk8lAo9HAarUyuSHyQ74c4MrjqlAoboT7eDweJBKJG35St9sNvV5/o7JBCq/XyyEBd/lRf5RokJsfIX6lXMYb17e/AeC/rLMNERuanBDBKRQKsgkOfaZAAGkHDk1ipHHQtR+1xZpSj05twMDl5SWvrFMAAE1oqtUqkxF6fenkBoCs3JMCC2oJDq1wUHoaPX9tuSd5jPR6PY6Pj7ncSqVSsTmOum9OTk7Q0dGB4+NjNtlvbW3BYDCwD8VgMDDBubi4YIKzu7vLzfbRaBR+v599NclkUiat0uv1HPM8OzsLl8slIzw2m42nJjMzMxBFUTaJoUmT1JdzeXmJgYEBtLe3I5FIYH5+HgAwMDDAqWaxWAyXl5fo6OhgeRn5dYgM0WSH/DY0BSIiQ/crlUoMDAxwjPT09DR7ZohkELGan59n8nCXTA24GoePjY1xSWqtDM3lcsnCCOLxuIyYSIs/ibzUPgfwbvpZR0cHDg4O8OTJk7qrTNK+G6fTia2tLTx+/BgHBwe3Hti1Wi37arq7u9mX9fjx4/cVBa1QKNDc3Iyenh7cv38fL730EoaGhm7EQEciETx69AhvvPEGnjx5whHQlNJ3cHCA4+NjJJNJpFIpnJ6efqCktgYaaKCBBj44yP9JIUx0HQW862cmYqNUKnHm9SJy/ViSpv3e7/0e+24A8O1qtcqBStLUNLfbLZOiud1uXFxcsHxbpVLB6XTi6OhItnDX1tYGURRvxEKTnPyu6Q0tpFYqlfeVnvZxokFufpTQaPDywQFoMPi7AD5TZzMiCbX9N9IUNSI2NA6tLfyslZ9Jjf1EbKRJZtLb5N+hiza1Wg1BEDiKmtLRKEGNpGlKpRIKhYI9OfS6NJWRRkRLO27I70P7Qft2W7mntH9H2n2j1Wqh1+uxtbXF3TfpdBrt7e04OjrilKvNzU0YjUbuoWlqapJNcEhKtr29jXA4zFOazs5OtLS0YHNzEwcHBxgdHYVarUYkEoFKpUI4HGYCY7FYMDg4iHw+j5mZGfaSkCStXC5jZGSEPT1bW1scKkC+nEKhwOlsVAB6cXGB7u5uBINBnJ6ecmyzw+GQxTwnEgmWltEkibYlIiP14ZBEq6Ojg6V309PTfLCj0AIp+SHd73vJ1IgckYentvNGp9NheHgYXV1dSCQSdQs7SYJGUjbyFEmhVCrR3d3NZajz8/OIxWJ1k9K0Wi36+/sxNjYGnU6HpaUlTE5O8vi/HigK+sGDBxgYGIBWq8Xa2hreeecdxONxpFKp90UwKA1HGgP90ksvYWRkBMFgEO3t7TAYDBwBvbOzg9XVVSwtLSEej2Nubg7RaBSRSASRSKRBbhpooIEGPmZ88YtfZGm9dGGZiA6RHKVSCUEQ8KfXj+sHMAbg7bff5sJms9nM0jTN/8/em8c2lud3Yp9HPt73fYm67/ssVVVXjTE9i/Y0xsHCC8SbzcSesYP1xtgF4viPNewAATZ/ZGHDazhBFvAY3p3YwCwwWNvZzD/2wEnW7u6ZUkkqSRQl6qBEHdQtSiQl8RAlkvlD9f3We6Squ2ema7p68j6AUBT5yEeVxPfe5/f9HFrtvdI0t9st8+E4nU5oNJo6aRqFFRAMBgOcTicODg7qfJ9erxdGo/FjpzcmkwnNzc04PT2tU1m8DVDIzecNvx+hqSlcA9AA+AsAoZpNKDudyItUlkYkh+4nEiKVqEmJTi3Jka4s1IYLEKReGSJSNMUh8xyRmnw+j3K5DL1ez8EDWq2Wyz0pLEFa7llLrKTtvjS9oe8pvS2Xy8FkMtWVe4qiWNd9o9frkUwmWUt6eXmJUCiE8/NziKIIr9eLra0tWCwWln6ZzWYmLjc3N1zgubOzg8HBQQBg2RkFBySTSQwNDbHMq1qtyjw5dNFeKpUwPz8PtVoti4G+uLjAwMAA+4Di8TjsdjtGRkYA3AUIZDIZeDwe2WQml8shEAjI0tUuLi5gNpsxOjrKMdY7OzsAwKlr5Lch4vA6Hw55ZkwmE5aWlmRyMyI/5XK5rteGpjAkU5NOQ6QyNCJA0skKaX+lErhEIlE34qfiz1KphBcvXnCstxQWiwWjo6Noa2tDJpPB9PQ09vf37z1oW61WjI6Oor+/H4IgYHl5GS9evJDplWshCAI8Hg9GRkYwPj6OQCCAdDqNxcVFPHv2DIlE4sdOSNNoNLDb7QgEAmhtbUV/fz9HQP/cz/0cnjx5gkePHuHBgwcYHx/HyMgIf9FJVIECBQoU/HTwa7/2a6xWoQVguqaqLfMUBAF/bbOBzmr/De4Ws5eWlliadnl5ievra3g8HpydnbGXlqRptRHRKpUKHo8HqVSKF43tdjsMBkNdsEBDQwNKpVKdqoGmN7lcTpa0VotwOAyHw4H19fU3lgL640IhN28DJidZkuYD8JcAdDWb0PSEiEptelqhUODbUiIjndzQ/bX9N1IfTm3gAH0o6QNJ3hvy2tDqA41g9Xo9J7yRNI1u04q5Wq1mH06pVJJNamoJDnXfkM+HPqwUVmA0GpFOp+F0Orm5VxCEuu4bMs9RNHQ+n4fL5cL+/j50Oh3L0mw2G1wuF+LxuIzglEolJjhbW1syghMIBFgatrOzg+HhYS7+vL6+ZkP/wsIC+2fI4F8ulzEyMgK9Xo/FxUWkUil0d3fz68ViMZZ66XQ6RCIRpNNpuN1umTQrk8nA4XDIyMDp6Sm0Wi2GhoaYMMViMVQqFTidToyOjvKkiUbT5MOpDRSgYk+Smy0uLvIkTxoYsLq6yl05wKuktWAwKPMBEYgAGQwGLC8vcy8PwWKxMGHY3d3F/Px8XbEmFX96PB5sbW0x4ZNCEASEw2FMTEzAZrMhHo9/bFIadfX09PTg9vYWiUQC8/Pzsrbn+2A2m9HR0YFHjx6hr68PFosFyWQSMzMzmJmZwdbW1qcKIfi0EEUROp0ORqMRZrOZm6ZtNptCbhQoUKDgpwyqVaCFX+nEhkIFiNyoVCrc+v34zy+f+08AqHEnTaOkNKBemuZ0OqFWq2WpaaVSic97Pp8PlUpFNqkJBALIZDKy86fT6YTRaOTzvBQejwdms/ljpzeCIKCnpweiKMrk6W8DFHLzluCX/uZvOFRgEsC/vWcbadFmbc+N1HsjjYmuJS1UrkmEh3w4UpJzH+mh8SrwapxKr69SqaDVavl9abVaqFQq5HI5iKIIURRxdXXFcdE3NzecB0/lngDqoqjpIEDhAyRlo8kRvXfyJzgcDqTTaVitVpTLZVxeXsLpdHL3jSAIODg4QGNjI9LpNG5ubuD3+5FMJmE0Gtl34nA4mOBYLBYZwenq6sL5+TkSiQSGhoaYSHi9Xu6J2dzcxNDQEEczX11dySY0t7e3su8LhQJGRkZgtVoRi8VwcHCAtrY29vtEIhGoVCqMjIzAZrNhd3cXu7u7PJEg0nN0dASj0cix0MvLy9jd3YVKpUJPTw/LzhYWFlAqlZg00crL+vo6qtUqExKXy4XNzU1OXiO5GSWmSQ39RKIaGxtxeHiIubk59mXR85qamu6VqVHxKAUFSCVu9PfW1dWFvr4+nirV6oQ1Gg16e3vR19eH6+trzM7O3jvF0ev1GBwcRG9vL0/UVlZWXlvq6fP58ODBAzQ0NKBYLCISieDFixcfK1ejn9nj8bC8rL29HRqNBru7u5idncXU1BTi8TivxClQoECBgp8NvPfee1CpVLzYXKuOIWJDfWQkTfMD+AqA9fV1XFxcQK1Ww2w24/T0FDab7bXSNOr2IxWG1WqFXq+v67wRBOHe6c3V1VWd9JumN4VCoa7wUwqtVstl37FY7K2RQyvk5i3Cb1xf4wcvb/+3AP7ZPdsQ0aDpzX0enNq46NoOHClpqZ3mSGVp0l4caVQ0XeiKoohqtcqrE0RqaGVAp9Mhn89zmhrFRUt9ODS5kfp+pFMcmg7RBKdUKvHIlwhVtVqFKIq4vLyEzWZDKpWCw+HAzc0NisUi7HY7d99Uq1UcHx+jsbERFxcXuL29Zd+GyWRik7zL5eLOGSnBKRaL6O7uxvn5OTY2NjA4OAhRFBGJROB0OrnrZm1tDQMDA7Db7VhZWUE6ncbIyAhL1vL5vGxik8lkuNwqHo9ja2sLDQ0N3FMzPz+P29tbDA4Owm63I5FIYH19HTqdDiMjI+zV2d7e5lhoSoFbXV1FpVJBY2Mj+35IakXeICIWkUiEyWNfXx+ntkl9OIFAQObnoThJQRDQ2toqk7xJV45owkMytc3NTT4QUlDA4OAg+3ukSWzA3UoSTYjW19exuLhYR0o8Hs8nTnGAu5WuBw8eoKmpCaenp5iensbu7u69nTMqlQoulwuTk5Po6urC7e0tlpeXMT09jcPDw0/sqdFqtWhoaMDw8DB33phMJhwdHSEajeKjjz7C/Pw8EokEzs7O3qrVLwUKFChQ8KPhV3/1V2E0GmULyVIfcS25edHYCCo/oGCBv/mbv2FpWjabxc3NDdxuNy+IeTwe3NzcIJPJMNnJZrNMnnw+H9LpNKeZabVauFwuHB8fy85Zfr8fGo2m7nwL3CkYLBYLtre3P/Y8Z7PZ0NnZyddFbwMUcvM2QavFOwcHoDXp/w3A45pNaqcpNKmhHhzpbWnZp5TISElKbchArbEfePVhJAIijZqmDyhJ0cjYT49Toef19TVL06rVKvtwNBoNExSSoVHAAI1wpb04oiiyzK1QKDDREUURgiAgn8/DYrHg9PQULpeLV07sdjv29vbg9/txe3vLI1+K8PV6vdjZ2YHFYmFS43a7+TZJ1HZ2dpDP5znJLB6PY3BwkGVcFouFAwhisRh6e3u5F+f4+BgjIyPsXaEYabPZjOXlZRwfH6Ovr4/3s7q6Co/Hg8HBQZRKJQ4VaGxsRGNjIw4ODrC0tARBEDAwMCDruAGA3t5etLS04OjoiElLbdDAyckJBEFAW1sbenp6cHFxwcSHSjalZIVkWSQXczqdiMfjPN0BAJfLhbGxMRgMBiwtLclIjFSmlkwmZaQJuBuTT0xMwOFwYGNjQ1YYCtwR5sHBQXR0dCCTyWBmZqZOEyyd4hSLRczOzmJra6vu4KxWq9HS0sL7SyQS/Hr3rT6pVCoEAgE8ePAAfX19EEURa2trmJqawtbW1r3Tn/qP+F3nzcDAAIcFhMNhVKtVJJNJJjvPnz9nn9TZ2Rny+bxS9qlAgQIFXwD09vaiubmZpWl0vQVA1ndD35cMBnzv5XP/EQATgG9/+9v3pqaVy2Wk02me1khT025vbzklzefzoVqtys6PgUAApVJJppxQqVQcUnRfOXVrayuKxeK95EeKWnn+5w2F3LxtCAQQ/MEPUAKgxV3AQKBmE2kPDU1xyHdzXw8O3a4NErjPX0PkpbboE4DMDEeSMBq5arVaWUKIXq9HtVplAkNFn1qtlgMSpMQEAEcQ39zcMGEiUKgASdSI2FDJJ702ye4sFous3LNSqcBms2Fvbw/BYBClUomDBegC3+PxYHt7GzabjaVabrdb5sEhz0kul+N457W1NfT390Ov1yMajUKv1zP5WVpaQldXF09RKHTAZrNhZWUFJycnGBoagtPpxNraGnZ3d9HV1cXln9FoFBaLRUZIrq6u0Nrayisl8/PzuLm5QXd3N09aIpEIbm5u0NTUxNMfmmJIgwZisRgHBPh8Ptl+aBRNZIUIHLUXU2JaS0sLTk5OmHwBr6RmFLYwPz/PJIVkan19fdxpIz0AazQaDAwMMIGplbEJgoBQKITx8XEYjUbEYjHEYrG6CGbqsaHJ3MzMzL2eGYPBgP7+fgwODkKlUiEWi2Fubu61/hr6WxkbG2P54c7ODqamprC0tPSpU9JUKhXsdjtaW1sxOjqKJ0+eYHh4GC0tLTCbzbi6usLW1hai0Simp6fx4YcfYmpqCgsLC4jFYtjY2MDu7i729/dxdHTEcdBnZ2c4Ozt7a+QBChQoUPD/N3z1q19laZo0NQ2ArPNPFEWoVCqWppkA/EMAJycnODk5YU/l6ekp7HY7NBoNp59KpWkOh0PmwzEajbBYLDJJmdPphE6nq5OmBYNBCIJQV+oJgGX6u7u7n1hz0Nrayv7eTyJDbxoKuXkb8fgx/sXLmwHcBQxoazaRxkNTOpqU2EgnOSRhkxKeWkJTGyBAry9NapOOVqUjVdq/SqVi0z9FDBOpkU5r6LlSaRoAJjQUEU0dONLIaqlEjbpvKDktl8vxpOjm5gYmk4nLPS8uLiAIAsxmM5LJJEKhEKeNhEIhHB8fcx781tYW7Hb7awkOXbBfXFxwIefKygr6+/t5KqNWq/mxaDTKEc67u7tIJBIYGBhgCVoymUR/fz/8fj+npDU1NaGzsxPpdBoLCwtc9mkwGLC1tYWjoyOeAFBUdC6XqyMz+XweXq8XIyMjqFQqmJubw9nZGXtkyKi/tLSE29tbLvy0Wq1YWVnhqQtNXCh4gYo9abpD0yXyo9DfSEdHB3p7e5HL5dhjQiCZGRGUtbW1uhz+sbExaDQaRKNRxONx2fTCaDRiZGQELS0tHBktfX3gjih1d3djaGgIwF0AxMrKyr0HaafTifHxcXR3d+Pm5gaRSASLi4sfGwDgcDgwMDCAhw8fIhwOI5vNYnFxEdPT09jZ2ZFNpT4JarUadrsdTU1N6Ovrw+TkJJ48eYKRkRF0d3ejsbERVqsV1WoVl5eXODw8RCKRQDwe506gpaUlRKNRRKNRhdwoUKBAweeEb37zmzCZTHXXTyS/B15d01SrVSTa20EibpKm/emf/inOzs7gdruRyWRwe3sLt9uNVCqFSqUCr9fL1QAqlYpl+XSe9Pl8uLy85EVHQRC4KkOqNNDpdPB6vTg8PLxXFt3W1oZyuYzt7e2P/Zmp/4ZSZz/PCY5Cbt5S/Em1ij95efsR7iRqtZD6b8rl8r0ER0pqpGEDtVHRUplarWwNQN029AEgolKpVHiFgnpwCoUC+22kMjWKR9TpdCgUCjzNkZIWURS5A0caFS1NUaNJkU6nY4JzeXkJk8nEaW56vZ4JDpV7mkwm7O3t8VTn4uICwWAQh4eH0Gg0cLvd2NragsPhgMPhwNraGhOc9fV1GI1GNDQ0YG9vD5lMhn0sy8vL6O3t5YlIpVLhxyKRCJqbm1lOtra2ht7eXpaSbWxsoLOzk8e6Kysr8Pv96OvrQy6Xw9zcHCqVCsvYyF/jdDo5Knpubg7n5+fwer0YHh7G7e0tTyCItFCKWzKZhEqlQldXFzo6OngCRJO2oaEhJnGUjEaE7b5iT4fDwXHRy8vLMikaJaIRSZFGSev1eoyMjMiCCKQeGZPJhLGxMTQ0NGB/f78ubIDIlZQE1ZIken8TExNoamrCyckJ+2VqCQAd/B88eID29nZcXl5idnYW29vbH0ty9Ho9Wltb8ejRI/T09ECr1WJrawtTU1OYm5vD/v7+j9XkLIoibDYb/H4/Wlpa0Nvbi5GREUxOTuLp06d4+vQpHj9+jIcPH2JiYgJjY2P8paSlKVCgQMHng66uLrS0tPC1mfR6SpqWRv9WRBHfffnc9wB4AXzve99jOVq1WsXZ2RlL06SpabSgaLfbUS6XeZHP6/VCEARZRUMgcKcFui9YoFwu190P3C0kBoNBHBwcfGLksyAI6Ovrk1VafB6SaoXcvMX49WIRUy9v/zMA//SebWp7bWgyQ+WetelptdMeadeNVJYGyHtvpF/SiQ49l3pvaGqjUqmg0+l4PzrdXbh1Pp/n1DSpD4d8PaVSCVqtlrtzpF03tSAvDpV75vN5mM1mXFxcwGq18pSIyj3JYKfT6aDX65FKpbj7JpfL8YdXp9PB7XYjkUjA6XTeO8ExGAxMRM7OzlhitbS0hJ6eHpadlUol7o6Zn59HMBjk1LLl5WUZoVldXUVLSwva2tpwcnKCaDQKh8PBRIXIR0tLC5OitbU1mEwmnupQn4zVasXY2BgHGBweHnKcM5WVUmRzKBSSdeSk02kIgoCOjg50d3cjm83KSjLD4bDM+E+hAfT6RIqksc8Gg0E2vZI+RkEE0rJQaRqaSqVCe3u7bJ+143MqBiWSdF/xp0qlQktLC0+L1tbWMDc3d28ctEqlQkNDAyYnJ2Upb9FolBPi7oNKpWJ538OHD9Ha2sotzs+ePcPi4iL29/c/lT/n00CtVkOr1UKv18NkMsFisfCXQm4UKFCg4PPD1772NQ5QouCm2roLCkQSBAHfefk8Ne5ioQuFAp/j9Xo9Tk9P4XA4IIoiS9PcbjdL08xmM7RaLUvTtFotnE4njo+PZQuKDoejbnHPYrHA4XAgmUzeS0aam5uhVquRSCQ+8eemCQ5d29QWdf80oJCbtxk6HR7u7YE49/+OuylOLaTTFyITRHCk8jQiPrSNlOjQB09KYKTR0PeVe0oDBogQ0YeUvDda7Z2gjogGkRCa+FD5Ju2HJjeUhCYt87yv5FMaRCCKIk9wKBqa4qg1Gg2Xe56dncFsNkMURezt7XFyWj6fRyAQwP7+PvR6PUchu1wu2Gw2JjgkJ9Pr9TyJSaVSbLyPRqPo7OxkH00ul5OVebrdbu7MWVxcRFNTExOepaUlBINB9PT0IJPJYGFhgacbFDt9dXWF7u5uNDc34/DwENFoFKIoYnh4mCdNW1tbnKRG9yUSCahUKvT29nJsNU1lHA6HzFdD5MHv98t6eWiFiLY3Go1YWlrC1tYWR3eTFO3q6kpWEkpem56eHiYLZH6k1xwfH+f/69rcfJKNORwOxONxRKNR2TREpVKhtbWVfUMLCwuIx+N1Y3aTyYSRkRH09vZyoerr4qBFUURLSwt6enrQ0tKCi4sLzM3NIRKJ1JGnWtDfx8TEBCYmJhAOh1EoFJjozM7OIpFIIJ1OK3HQChQoUPAzhm984xswm824vr6u8zNLA5uoXuOsowObL59L0rQ/+qM/4m47OldQalqlUoHH48Ht7S0vSlLZJ533/H4/rq+vZR7SYDCI6+vrOhl3Y2MjSqXSvdHPGo0GTU1NODs7+8S+N/q52traWH0yMzPzWuL0JqCQm7cdoRD8H36IG9z5bv4KQKhmE+qOqSU30pLPWkmalNTUStSk2lAiMNJ9AfK8diJBRJikUxyaymi1WlnRJ6Wm6fV6FAoF/nDT5KZUKtV14NB+idjUStZoBYTS1Ghse3l5Cb1eD5VKhUwmw+WeRqMRoiji4OAA4XAYmUwG19fX8Pv92Nvbg8lkgtPpxMbGBjweD190u1wuJjg6nY6JwvHxMQYGBnB9fc0+G9qOktEqlQoWFhZgtVrR29uLbDbLRaBdXV1Ip9McKz0wMIBcLof5+XkIgoCRkRH23BwfH6O5uZmfMz8/j0qlgoGBAQSDQezs7GBlZQUqlYrv293dZbkcXbDTxXo+n+cQAEpAo0JNmgJRqhvJyoh0UbpbNBplL4vX68Xo6CjHZEtLwnw+n4xIETEC7laaBgcH0drailQqJevSoccpbCCdTtcRJOAulnJ8fJylbPd5ceg91sZB7+zs3Es01Go1mpqa8PDhQ7S1tSGXy2FhYQGzs7M4Ojr6xAO2yWRCa2srJicn8eDBA7S1tUGtViOZTCISieAHP/gBFhYWkEgkkEqlPrPJjgIFChQo+HzQ1taG1tZWAGCCIz2/kCwNeBnYpFZzsMA4gG4AP/jBD+pKPKWExul0QhRFWaFnpVLhc57L5YJGo5FJ09xuN7RabV1fnMPh4OLp+zyboVAIBoPhR5KaUT2D3W7H5uYmp4t+krztJ4VCbr4IePKEAwb8AP4TAH3NJpVKhWVmNKmRenAoSY3ul6atkcSMPDNSz02tJE0aNCCd6tAHlAiNdNQqTVArl8ucdEY+HfLh1EZEk+eGiEstwaF0NZrakMEdAO+PPvyZTAYmk4nN2C6Xix8jTWpjYyPOz89xc3MDn8+H3d1dWK1WnhR4vd57JzgajYbTzQ4PD1k+tbi4iNbWVk5KS6VSsqmCXq9nT878/DycTidPPBYWFmAymWSStJubG/bcrKysYHd3F4FAAP39/RwqUCgU0NnZyZOgSCSC29tbdHZ2cikolXj6fD4MDw+jXC6zX4cS0GgiRZMdCiAgkhSNRjm2u6urC11dXchkMjL5GvllqBx1e3ubV5OoQJSIEUVVA3cH+cbGRvYSzc/PY3d3V3awlYYNLC4uIh6Py04aarUa7e3tTLCi0ShisVid76U2DnprawvT09M4ODi49+CuVqsRDofx8OFDdHZ2olqtYnV1Fc+ePfvUcdBGoxHhcBgjIyN48uQJBgcHEQqFUC6XkUwmsbS0hGfPnrGMbWNjA4eHh8hmsygWi0pQgAIFChR8QfD+++/LpGl0LUOLsyrV3WU4qVn+QvsqPurruLve+eCDD2CxWLjE8z5pGgUJ2Gw2WYGnSqWC1+tFKpXi868gCAgGgzg/P6+Lfw6Hw8jn87KOOgIpM/L5/I8UFqDX6zEwMCBLF52ZmcHU1BT7dj9rKOTmC4JvVav4ty9vjwP4d/dsI/XBkORMKkm7vr6uIzk0tSHyUpvsQbelBKPWp1MbF00yMZraUJdNsViEKIosHyOZ0QAFpwAAIABJREFUGknTiKDp9XreVkpYgFcTHDo4lMtlDh+giY9U5qbT6ZDJZGC325FOp2G1WnFzc8N9OAcHB2zWOzk5QWNjI497vV4vtre3OTlNSnDW1tbg8Xjg8XiwsbHB8qXj42Ps7+9jcHAQ5XIZkUgETU1N7JE5PDzEyMgINBoNIpEI1Go1hoaGWB5lNptZ3jY/Pw+NRiMjRFdXV2hubmbCFI/H4XQ6eSpEHpLGxkZZalqhUEBDQwP6+/uRz+eZhFitVoyOjnKx5v7+PntgpL03V1dXLCujFDepuT8QCLB8bW5ujg+sVAba3t4uey16rKurC93d3Wzcl467rVYrxsfH2f9UK0OrDRuYnZ2tk4rR1KmlpQWpVOq1QQIUB01Fq+vr65iZmWEZXi2oG2BiYgLDw8Ow2WyyOGhpYs3HQa1Ww+l0oq2tDWNjY3j69ClGR0fR3t4Ou92OUqnEARTz8/OYmprCBx98gGfPnuHFixeIRCJYXl7G2toa4vE4NjY2sLm5KQt0UKBAgQIFnw9+9Vd/lUOOpIvDUrk0RUIDQKm5Gc9f3v91AAKAP/iDP8DFxQU8Hg9XDbhcLu7po0kOnVu9Xi/S6TQrKfx+PyqVSl3njSAIdQECHo8HBoOBKx9q4XQ6efH3R52+ULroo0eP0NXVBYvFAr2+dqn+s4FCbr5A+OelEv7zy9v/NYB/ec82Uu8NEYzaCQ79S+RG+lXr36mNg35dyIB02iMt/aTX1Gg0AMAJajqdjrt3DAYDhxBII6Kvr695dUNKaqQyNCr31Gg0HA1dLBY5zAC4803QhfzZ2RmcTidPk2w2G/b392XlnuFwGKenpxAEQZacZrPZEI/H4fP5YLPZsLq6CrfbzQRHrVZzGAD12VQqFUQiETQ0NLDRnh7T6/VYXFzE7e0thoaGUC6XmdDQRIXkZkRAFhcXcXFxgZ6eHjbrxWIxDhXQarWIRCI4PT2F1+vF0NAQp6ZdXFxwiSdwNxE5OzuDXq/H6Ogoy9Hi8bis94b8NrSSEwwGZRMfup+IBMVIS0fXDQ0NHCcpJT/A3YFXKmHb3t7m37coiujr60NnZyd33kgJEIUN0M+0sLCAjY2NutF/U1MTp7kRUbi8vKz7/NhsNoyOjqK/vx+CIGB5eZlLTV8Hu92O/v5+PHz4EA0NDbi4uODpSzwe/9jn1kKlUsFqtaKhoQE9PT0YHx/H06dPMTk5icHBQXR1daGxsREOhwNarRblchm5XA5nZ2c4OTnB0dERDg4OsL+/r5AbBQoUKPic0dzcjNbWVpm6RnqdROoU4FU0NEnTWnBX5L6+vo5UKgW3281JaVJpGk1yKBzH6/WiWq3y4pzFYoHZbJYRGZ1OB5fLhcPDQ9lCnCAICIfDuLy8fK23pr29HaIoYn19/cc6z+h0OgQCAfT19fHk6rOGQm6+SNBo8OXTU2y9/PZfA/jaPZsROblvckPys9qAAZreSFPViKzQNIhIjJTcAJBNdeg1KpUK1Go1kxMiKqIo8vvS6XRMwCgumqYtJE2TjlHL5bJslEv7o8Q0jUbDMrdCocBJbCSPKxQKsFgsOD09hcvlQrFYZE+JtNzz/Pycu28oGjqRSMDlcsFqtWJ9fR1+vx9Wq7WO4ABg+df29rasX6W2wXdoaIh7cYrFomxCU6lUZN8XCgWWpO3u7uLw8BBtbW1oa2vD6ekpFhcXIYoiRkZGYLFYsLy8jL29Pb5YF0URCwsLOD095RJPg8GApaUl7O/vQ61Wo7+/n98fkS6KkKb3SaNom80mCxQgQkLyNXodqdzMZDJhfHycyQ95euixsbExnnAtLi7KpjTBYJBlaJFIBIlEQnZAJp9NKBTC3t4eZmdn61LQqBenp6cHxWIRL168wPr6+r2dN263mztvSqUSEokEJ8O97mCu1+vR1taGR48eYWBgAHa7HYeHh3jx4gVmZmawvb39IxEdgiAIMBgMcDqdCAQCaGlpQXd3NwYGBjA6OooHDx7g8ePHeOedd/DkyRM8ffoUX/rSl97YSUOBAgUKFHx6fO1rX4NarWbfMV0vSf3DALgk/fs2G2iuQ8ECf/7nf84lnqlUShYDTdK0bDaLSqUCs9kMo9Eom9T4/X5cXl7Kpi3BYBA3Nzd1CgW/3w+tVvva6Y1Go0FbWxuy2ey90dFvA5Sz3xcNbjdaFhdxhbtf3n/AnelMCqmcTDqBoXABChsoFAqyRDXpqgKRGyI0tZ04wCtSI70tlaqRvpTKPslQp9VqUa1WOclMEASZNK1YLHLoAJEY8tfc3Nyw7I32W0twiNjk83kYjUbk83neZ6lUgsViQSqVgt1ux+XlJQRB4O6bUCiEQqEg677RarWcnOb1emG1WrG2toZgMMgEhyRqJAfq6OhAKpXC1tYWhoaGOOnM6/VyytnGxgYGBwdhtVoRi8VwcXGBkZERnr4Ui0WexiwuLiKbzbJmdX19Hdvb2wiHw+jp6UE2m+Upz9DQEJOtjY0NnswQ6Ukmk5ykRtHW8XgcwJ0BkvwzJGfTarUYHh7m3Hoq8KTXIEJC6WaUkkL+ISnRIPJDnp75+XmOiFSr1eju7kZXVxey2WydzIymU+T7qe3EUavV6OjokKW7bW5u1snDfD4fHjx4gIaGBhweHr7WY0OdN5OTk2hoaMDt7S2WlpYwOzsri9ashSAIcLlc6Ovrw+PHj9HZ2QmNRoOdnR28ePGCJzrpdPpzyf9XoECBAgU/PXzjG9+A0WhkxYi0LF0KjUZzd17xevH9l/f9Eu7CpL71rW/h6uqKk9IAyKRpXq8X5XKZpy1er5dDkuj72s4bh8MBg8FQFyxAVQjpdPq11Qd+vx8OhwOJROKtDMBRyM0XEQMDMP/VXwEArAC+B8Bes4mU4Ej7b2p7b6RSNen9RHJqI6Kl99dKxWpvS0mRWq2GKIo8qaF4ZjKzUUS0IAgQRZEJCe2fktRomiOVq9FBQhAE3NzcQBRFDi3I5XIwm83I5XIwGo1M9gwGA7LZLHw+H7LZLDQaDQwGA/b29hAOh7n7JhAI4ODggFfOyXdjsViwurqKUCjEkwiPxwOv18sX1BT3nEgkMDQ0xLIrp9PJhv+1tTX09/fDbrdjdXUVZ2dnGB4e5rJNIjyUVHZ6eorm5mYmFPR+qEuHCElvby8XjcZiMfb20PtbX1+HSqVCX18fT1koJCAQCMg6ZzKZDFQqFXp6erjAk0iJSqVCd3c32tvbcXZ2xslrwKvENLVajYWFBZavkaeHghBevHghSzwLBAIYGxu7V6amVqvR2dmJgYEBlEolvHjxoi7ZxW63Y2JiAsFgEMlk8l4vjiiKaG9vZ6na+vo6Zmdn701VU6lUcLlcePDgAXp6egAAKysrmJ6ext7e3r2NztL9kIzv8ePH6O7uhsViweHhIaekLS4uYnd3F5eXl4qUTIECBQp+xiCVptH0RupTpskNSdU0Gg1L05wAvgrg5OQEh4eHcLvdLEfzeDy4ublhX7FarZalpgHgqQwt0koX5ihYIJvN1vlnQqEQNBoNtre3X/tzSUN13rZzl0Juvqj4xV/E//TyZgeA7+Ku+EkK6QRGWuBJExyp74ZID01xpLK0WqIj/b42Plo6bqUPrDRBjbw3tFpP3prb21tOTaOpQD6fZ5NduVxm2RklpEm7b4BXxIqmPCR9I4JD5Z4UdCCKIlKpFJvv9Ho99Ho99vf3ufumWCxyNLTZbIbdbsfGxgb8fj/MZnMdwXG73Uwgbm9v0dXVhbOzM2xsbGBoaIhlVTabDe3t7UilUlhZWUFfXx+nrx0dHWF4eJgnOqlUCkNDQ0yAUqkUuru70djYyJ4bm80m88dcXFygvb2dJXKRSATlchk9PT08NYlGo6hUKmhra+OQACItdrudfT6RSIRHz+FwmAMPXrx4wROZhoYGJkRzc3NMEkhu5nQ6uaiUphVut1tWNCqNhKbn+Xw+bG9v15WAuVwuTExMwOl0YnNzkyddBCJBQ0NDqFarWFhYwOrqap0EjRLp+vr6UKlUEI1GsbCwcK98TBAE+Hw+jI+Po7+/H1qtFhsbG3j27BnW19c/0Vyp0Wjg9/vR39+Pd955B/39/dxBQLK3Dz/8EPPz89jY2MDJyQlyuZwy3VGgQIGCLzh+4Rd+gT3F1CMorbKgWGiS8y+1tODq5XO//vLf3/u932N/zX3SNJvNxoFIRqMRFoulzt9K0nvpfSqVqq4YW61Wc4LsfUXXwKty7nQ6jb29vc/yv+snhkJuvsD4n8tl/MeXt98D8Pv3bCMlN/QlJTHS3pva8IHagAFp/LOU5NRGR9P20g8sScJKpRL34NCkSBoLrdPp2KNDQQO0mkHlnjT5oZUPuviTeoDoNk1y8vk8TCYT0uk07HY78vk8T5PInCct96Tum3Q6jevra3i9Xuzu7sJms8FqtSIejyMUCsFkMmF1dRUNDQ11BCeRSODm5gbd3d04Pz/H+vo6BgcH+WLeZDKhq6sL5+fnWFpaQnd3N3w+HxKJBHZ3dzE4OMgFnAcHBxgYGIDH48HBwQESiQRaW1vZcxONRll+RrK2VCqFhoYG9PX14fLyEvPz87i+vkZra6uMzFxfXyMYDGJwcBDX19eYm5vD5eUl997Qe9jY2EC1WoXT6ZT5eIj42O12jI2NQa/XIxqNsl6X4qV9Ph+Ojo54ugSA9+H3+zkSmkbcJFOTln5KtcEajQb9/f2ytDXpyB24G7tPTEygqakJx8fHmJ6ertsGuEuIefDgATo6OpDL5fDixQvEYrG6mEwAHDQxMjKCsbExeDweHB0dYWZmhsMcPomQqNVquN1udHR0YGJiAo8fP0Zvby+CwSAA4ODgALFYDDMzM/jwww8xPT2NaDSKeDyO3d1dnJycIJ1O4+rqShbhXlu0q0CBAgUKPn+QNI2uueg4LZ3gSK+ZrkUR/+fL5/4XACwAvvvd7+L6+prlaCqVCk6nk6Vpdrsdt7e3TF68Xi8uLy/5POZ0Ous6bzQaDbxeL46Pj+tUCMFgEFqt9mOnN4FAgH3Jr5OwfR5QyM0XGSoV/surKyy8/Pa3AHzjns2kkxZpipqUxEiJDU136HGpTE36RRdSUn8PER/pfeS7IfMcXbxS2lOhUIAoilCr1TytoRUOvV7PEyNKRCOCQ68HyAlO7USH7qOwASI49PoqlQrZbBYulwsnJyew2WxQqVQ4OjpignN7ewu3242dnR0uuiLfjdFoxMrKCsLhsIzgEFG5vr5GT08PMpkM1tbWMDAwwARAp9OxZyYSiaCtrY09JRsbG+jr62Mvz87ODnp7e+FyubC7u4u1tTVO1cpkMlhYWOCyT7PZzGEBHo+H46YpNS0YDGJgYID7ca6uruBwODAyMgKVSoX5+Xmcnp5CFEUMDAywxI16b4xGI8bGxmC322XEh4o9idyRP4f8K9KpD013iMRISYp0ZYmmJUajkWOPpVplv9+PiYkJJprLy8uyMAKVSoWWlhZ+jdXVVSwsLNRNWgRBQCgUwuTkJJqamjg6enV19bWaYovFgu7ubjx69Aitra3I5/NYXl7GD3/4Q6yvr3/qg71Wq4XX6+Xkt6dPn2J8fBy9vb1obGyEyWRCsVjE8fExEokEYrEYIpEIZmdnMTU1hY8++ggffvghPvjgA/z93/89/u7v/k6Z+ChQoEDBWwKpNI3UKsCr6xP6Io+yVqvFd14+1wDgHwHI5XLY3NyE2+1mOZrH40GpVEI2m4XZbIZGo+FFQJKmSTtvfD4fzs7OZCqGhoYGlMvlunAA6nVLp9Ovnd4AQFdXF3Q6Xd259/OEQm6+6DCZMLy9DcrE+BaAhzWbSKcp0ikO9d5I/TbSBDUp4aklONLktPuS0mi/0phoSksj/wxFOBOREQSBSzwpeYvIDk1+dDodisUid9nUEhnaL3XgkDeHDhzUo5PJZGA2m5HNZmE0GlGtVnF1dQWn04nj42M4HA4AdweFcDjMF9tutxvb29twOp1s7G9oaIDBYEAsFkNDQwMsFgtWVlbgcrnYhJ/P55nErKysoL+/HyaTCdFoFCqViss8I5EImpub0dTUhMPDQ6yurqK7u5vLLmliRI8vLy/D7XYzUaGyz6GhIQ4LSCQS3GdD/pfT01M4nc66WGgy7ZPHZ2dnB4IgoL29Hd3d3chms2zkF0URg4ODTHwikQhubm6gVqvR29vL/pwXL16wD8flcmF8fBwGgwHRaBSJRIJ/f36/H2NjYxygIH2MJjyNjY2cQEaZ/sBdUtnw8DBaW1txdnaGmZkZ2Tj+7qNyJ0Hr6uriSVA8Hq+TqlFn0cOHDxEKhdgbtbq6eu8kB7hb/WpsbMTDhw8xODgIl8vFU6rp6Wns7Oz8SJ0AgiDAbDbD6/WipaUFfX19mJiY4DQ06tehyVV7ezu3Ybe0tKC5uVnWD6VAgQIFCj5fvP/++3y9Q9dUwCtJPX0Bd0Rkq7UVdBYjadpv//ZvsxwtlUrB5XJBpVLJ6iuoZ02n08HhcNRJ02o7b0hyf1+FAE1vtra28DqQiuLm5gaxWOytUA8o5OZnAU1N8H7wAW4A6AD8FYBQzSbSBDNpyac0Gpo+cESAaDtplDTFNdfKYGoTQKR9OMDd9IgIDfXZ0L4BMGkhmRoRMIpzJo8MJamRvO2+OGpKUyNvjtSjA9xJ9Yg42Ww2Jjrlchn5fB4OhwNHR0dwu91c7tnQ0IBUKsUHj+3tbbhcLpjNZqytrSEcDvMER0pwKL53Z2cHV1dXXKwZi8XQ29vLvprb21tZeWcgEGDJ2dLSEtrb29HU1ISDgwPs7OygqamJE9kWFxdhsVhkRZ5XV1fo7+/nKdDKygrL1oi4JJNJmM1mjnSORqNIJpN16WixWAyVSgV+v5/7eMhXQ8RHWvhJfpVwOCwLJqCVH5ru0HuTxkUbjUaMjo4iEAhgd3cXCwsLPDWhIAJpd8/e3p7MHNnY2MjkaWVlBYuLizIvjiAICAQCmJycRDAYxMHBAZ4/f37vQV2r1aK9vR0PHz6E2+3GyckJpqensbKyIiNWUgiCAKfTiZ6eHjx+/BhdXV18YpiZmcHz58+xubmJTCbzY58A1Go1TCYT7HY73G43/H4/GhoaEA6H0djYiKamJoXcKFCgQMFbhm9+85swGAy8eEzKFum1S7VahSiKd55lUcR3Xz73XQB+AH/7t3+LcrkMp9PJXhupNI1S02hB1ufzcQIscEdkajtvgLsAgWKxWBeqQ96bTCZTF8wjhdls5qTVtbW1z+q/7MeGQm5+VvD0Kf7Fy5sBAP8JQG3vq5SsSAkOyc+I4EiDBojkSCc50shoIjpEZKQ6UmknjpRYkN5Uq9XKpjh6vR7VahXFYhFarRYAWDpGZEqj0SCfz0Oj0fCKe63PgDp2KFiAyAz5b2h7tVqNq6sr2Gw2pNNpWK1W/jntdjsODg74QEH+FTqYuFwubG1twe12M8FpaGhg2RNJ1FZXV2Gz2fhCPpvN8pSGfDZ2ux0rKysoFApMBubn5+FyudDd3Y1MJsNFoO3t7chms1hcXITP55P5abRabZ3nprOzk5PZIpEIAGB4eJilbuvr61waKr1PEAT09PTwc8mbI+23kfpqags/aaXIbrdzItn29jZPY1QqFTo7O9Hd3Y2LiwtZXLRarUZXV5fMayM94JKPxuFwYGNjoy5MgPps6P9qZmamLupZo9Ggo6MD4+PjsFgsiMfjdXI4glarRTAY5JLOVCqF2dlZRCIRnJ2dvZakiKKIQCCA4eFhPHr0CJ2dnZzIt7CwgB/+8IdYWVnB4eHhaydCChQoUKDgZwOtra0sTaNrK2mlBgUxkfJEq9XiP7x8rhrAf4U7H/GzZ8/gdrtRKpVwcXEBj8eD6+tr5PN57sKhyYzH42GZPSEQCODq6koWnON2u6HX6+8NBggGg9DpdB87vQHurgOam5txdHT0idu+aSjk5mcI36pW8W9f3h4H8O/v2eY+/01toAClqUk9N0RA6DY9VypRk8rQaIIj9eIAr0xz9DokVaMeHqn3RqVSQaPRIJfLQa1Wo1qtyoIGiKgQagMFKDmNikMpmY2IDnA3+r26uoLFYsH5+Tnsdjv/zDabDfv7+/D7/bi5ucHZ2RnLlERRhNPpxNbWFjweTx3BWVlZQSgUgs1mw+rqKrfO7+3t4ezsDP39/SgWi4hGo+js7ITL5cL6+jqy2aysp8VkMqGvrw9XV1fck9PY2IhsNouFhQXYbDYMDg6yn6ZcLsuioyn5jSZGRFLIy0GpaQBk91GJZ2NjI/r7+5HP5zloQKfTYXh4mH01KysrqFQqXPhJviPy4dD25BUi3w7wSopGcrlkMsm/T5/Px2lq0WiUO4SAO3IyMDCArq4uXF5eYmZmRnbwFgQBDQ0NmJiY4OLVhYWFuomLyWTC0NAQ+vv7UalUsLi4iIWFhXu9MlqtFm1tbXj48CH7a6LRKGZmZrC/v1/XWSCFTqfj0IZ33nkHfX19cDqdSKfTWFtbw/PnzzE1NYVYLIa9vT1ks9mPfT0FChQoUPDFw/vvvw+VSoV8Pi9bBCZJmjRtVqVS4bSlBRsvn0vStN/6rd9iOZpUmpbNZiEIAgck0QIvKQ/oGsnn80GlUsmmN+Q5zWQydedJlUqF5uZmZLPZusLPWjQ3N7Na5eOCCN403hi5EQRhWBCEKUEQFgRBmBUE4cGb2peCV/jnpRL+35e3/wnAcdFSSNPNpDK0+wgO3XfftlLCI42NJmJDJIOmO9LOGgoDoCmQRqNh0z8Z04vFIutGKTWNks9ImkZx0zQNkPpsAMgkatfX1/xaNA2ioINisQiLxYKzszO4XC7k83lUKhVYrVbs7+8jEAigVCohk8kgFArh+PiYc+MTiQS8Xq+M4JC5PRgMwuFwYHV1FSaTicnDyckJd7VEIhG0t7dzhPTp6SlGRkagVqsRiUT4Qp56bIxGo8xjQ34TIkT5fB5DQ0McLZ1IJGShAvPz87i6ukJrayu6uro4Na1UKqG1tZWnRZRqRslggiBgfn4eJycn7KtpaWnB8fExkyYq6az14VApGPl2pPI1in12u93Y3NzE0tISmy1JpkadNfPz87IpRyAQwMTEBPcOLS0tyQyNer0eQ0ND6O7uRj6fx4sXL7CxsVGXCuN2uzExMYH29nYmcktLS/f6ZKT+mt7eXqjVasTjcY6E/qQQAVEU4fF4WLo2MTGBjo4OWCwWZLNZbGxsYH5+Hh999BGeP3+OpaUlJBIJHB0dIZPJoFAoKGEBChQoUPAFxNe//nXu3JOqXgC594ZS00SNhoMFxgF04s4jC9ypGCj4x+l0stzZ4/HIpGl+v1+WokbnoJOTE9kiWiAQgFqtrouFptcwmUxIJBKfeP7p7OzkLj7pouRPE29ycvP7AP5VtVodxt019n1JxQo+a2g0ePfsDPGX3/4rAP+4ZhOanEhDBqS+GiI4FDYgjYUmYiMlSNLXoW2kxEY61ZF+oAm0fyqvov3Xem+kHTiFQoHT1mr7baQln9IJDhEcvV6PQqHAREer1XKCidlsxunpKTweD69emM1m7O/vIxgMolAoIJvNIhAI4OjoCFqtlrtWfD4fzGYzhwyYTCasrKwgEAjA6XRibW0Ner2ex7aHh4cYHBxEuVzGwsICmpqaeMVjf38fIyMjLDGrVqvsd9nc3IROp5N5TwDIJGnpdBp9fX0sh1tdXYXFYsHo6CinoaVSKQQCgbrUNPLWUGcNpbCMjo7CYrEgFovxikxTUxNPdl68eIGLiwtZAAH5cOj/0u/3y0IMaOVIFEX09fVxGaiU/JCErbe3F/l8vi7ymQhMW1sbzs/P7w0T8Pv9ePDgAQKBAPb29jA9PV23DRGwyclJtLS0IJPJYGZmBisrK/empQmCAK/Xi7GxMYyMjMDtdnOIwMzMDPb29urCCu6DyWRCKBRCX18fHj16hMePH6O/vx9NTU0wm80oFApIJpOc8vb8+XN88MEH+OijjzA1NYXZ2VksLCxgcXERi4uLiEajWFpaUgiQAgUKFLxl6O7uRnNzM8rlMsf4k29ZCvIUazQa/MVLmT5wN72pVqv4y7/8S3g8HhSLRVxeXnKh5+XlJex2O7RaLU9ZHA4HtFptnTTt9vZWNokRRRE+nw/Hx8d15y46rxcKhXvJT+22XV1dvChJqak/TbxJclMFYH152wbg4A3uS4EUTic6VleRfvnt/wGgdmxGH6b7iIk0IY2mOPl8XkZyaJoj1Y7WBhHQ47Q/IjzSQlDglVSNDHZarRa3t7fsrREEAfl8HlqtlreTTnNoUkQhBeS3of3WEhzq0ykWizCZTMjn8zAYDPy+TCYTTk9P4Xa7cXFxAZVKBZPJhP39fYRCIeTzeVxdXSEQCODw8BAGg4H9Hz6fDyaTiSc4ZrMZKysr8Pv9LD3TaDRobW3F8fExkskkBgcHUa1W2VdDU4/t7W0MDQ2xv+X6+hrDw8MAXq3cDA8PQxAENt5LJWmHh4fsuTk+PkY0GmVfjslkYtka9dbQ656dnXGJJ5WOEpEbGhriFZlYLIZyuQy32y1LYqMDKBGZarWKubk5pNN3f5EkX7PZbFhbW8Pa2hr/LTQ0NHAwwvz8vEz/6/V62SNDkc90ABYEAeFwGGNjYxwmEI1GZV4cjUaDzs5OlrqtrKzcK1VTq9VoamrC5OQkGhsbcXp6irW1NcRisdcGCdhsNnR3d+Px48fo7OyEWq3GxsYGfvjDH2JxcRGHh4efiugAd/I3t9uN5uZmTkn70pe+hMnJSQwPD6O7uxstLS3w+/2w2WzQ6XT8eZamICqBAgoUKFDw9uG9995jaRpdK9GCL0VB0/FbFEUUGxsx8/K5JE37nd/5HbhcLgiCgNPTU9ltCj4iaRotxEkjoO12O4xGY12wQENDAyqVyr0ExuFwwOl0Ymdn5xPPZ4IgoLOzEx0dHZxg+nGBBJ81hDc1LhIEoQfA9wEIuCNRj6vV6s492/06gF8HAJ/PN/aqo/poAAAgAElEQVRnf/ZnP/Y+s9ksbDbbj/38zxNv4r075+Yw8ru/CxHAEe4ITrJmG8pVp3QOrVYLjUYDjUYDURSh1Wr5X/oSRZG3qVQqMJlM3Kor/Ze+SDtKX7Tf2kZeaYmV1PhPwQM3NzfQ6XQA7qY9Op2OZWgkSaP3RKse9Lq0T3p9ksRptVoYDAYUCgUYjUaOmQbujHtWqxWZTAYWi4XJntvtxunpKQwGA/R6Pc7Pz+F2u3F9fY3Ly0uEQiGk02kUi0U2oBcKBYTDYWSzWWSzWVlZo81mg9frxfb2NqrVKlpaWnBxcYHj42PY7XaEQiFsb28jn89zHv3Z2Rlub2/R1NTERr9SqYTGxkaYzWbs7u7i4uICPp8Pfr8f5+fn2Nvb48mRWq3mbTweDwKBAG5ubrCzs4NCoYBgMAi3243b21tOevP5fPD5fHwAPTg4gNFoRFNTExPS3d1dXkUKBAL8e9vd3cXx8THrcel3cXR0hJOTE9nr0O83mUzi4uICVqsV4XAYoigCuCOsp6enODo6giiKCIfDsFgs/DddrVaRSqV4MkPEUnqxX61WcX5+jqOjI9ze3sLpdMLn8/H+pbi5ueH/33K5DKvVCq/XC5PJ9LGfv2KxyO3OpVKJ452pCJb+zt4kftzjyle/+tUX1Wp1/A28pS88xsfHq7Ozsz/Ra3z/+9/Hz//8z39G7+inB+V9//TxRX3vyvt+PZaXl/HkyRMUi0VWfGg0Gl6oonMVKQby+TzeX1/HH718/kMAz3FnMaCFzwcPHuCP//iPMTw8jIcPH3L3HXXlUThPZ2cnX38kk0lsbm5yTxxhaWkJ2WwWDx8+ZLJFyOVymJ2dRTAYREdHx6f6ebPZLFcpuN1uhMNh2XnpJ/k/FwTh3nOV+GO92qsX/b9xl05Xi/8RwFcA/A/VavUvBUH4JQD/DsA/qN2wWq3+CYA/Ae5OGj/JH9UX9cMEvKH3/vM/j//ud38Xf4y7X9L3ADwBIHURSDWeRDKIvGi1Wuj1euh0OhgMBoiiCIPBAJ1OB51OB61Wi5OTEwSDQSY7arWabxPJEUWRv6QkR6otpe3IiyMIAnQ6nYzUiKLIvg6KhTaZTLIOHdqWggSkBwpphrxarcbU1BTeeecdntZQctrFxQUMBgNPpShykbw4pVIJX/rSl5BMJmG1WqHX67kP5/LyEtlsFl/+8pdxeHiIXC6HL3/5y9jf38fl5SXeffddnJ6e4vT0FK2trezXcDqdeO+99xCNRnF7e4t3330XFxcX2NzchMvlwnvvvYdYLIZ0Oo29vT38xm/8BhYXF5HL5dDb24uvfvWrWFxcxNXVFbq6uvD+++9jbW0NR0dHCAaDeO+995BOp7G8vMweHqPRiI2NDS767OnpQbVaRSwWw9nZGRoaGtDW1oZqtYp4PI7Dw0PeTqVS4ezsDLFYDGq1GgMDA7BYLKhWq/yaTqcTvb29/Hv49re/jZaWFjgcDvT29vLFfSqVwsrKClQqFbq7u+Fyufjvc29vD4lEAhqNBj09PbDb7fzY5eUlVlZWmPS1tLTIDsTFYhFra2tIp9Ow2Wzo7OysIyREyGhCRHHKtQf073//+/jKV76C/f19lpvZbDaEQiF4PJ5PnJJcXl7y7508Q2azGU6nEw6Hg4tjP2t8kY+JChQoUPCziL6+PjQ2NmJlZYXVMBSsROFJdE12c3MDrVaLv7Za8W8uLqDG3fTmOYDf//3fx6/8yq9gfX0duVwONpuNZWo2m42v0Sj0yGQy4fj4mMmN3+9HIpHA4eEh2tvb+f2Fw2GkUikcHR0hFJIXi5hMJgQCARwcHCAUCsFoNH7iz2uz2TA+Po5kMom9vT2kUikYDAYmOm8CP9HZtFqt/oNqtdp/z9f/BeAbuKtcAYD/iHpllIKfAv64WsX/+vL2MIDvoP6XLg0XoCS0WnkaScakoQP0oZSmp0nDA6Sln1KZ2n1eAKlUjVbor6+vUalUoNVqeb8UBFAqlXjiQheFRHyur6/ZewNARnAI0j4cCikwmUy80l0oFHh6lU6nOX3EbDZDq9Xi4OCAJzHX19fwer1IJpOw2Wyw2WyIx+MIBoMsUQuFQpwi5vF44PP5kEgkcHt7i66uLpyfn2NjYwODg4PQaDTcXdPZ2ckkore3Fx6PBwcHBzg4OMDw8DD35KRSKQwPD8Nut2N1dRXJZBLd3d3cjbO8vAy73Y6RkRGWfF1cXKCjo4P7dCKRCCqVCvr7+1kat7y8jGq1iq6uLt5uYWEBpVIJLpdL5uE5OTmBIAjo6OjgoIK5uTnk83lOYpEGCpDEy+12Y3x8/N5UtIaGBpnkjaZbwCt5WygUwt7enixOGqgPE5idncXm5qZM+yuKIlpbW/HgwQO43W7s7Oxw703t36koimhqasLDhw/R0dGB6+trxGIxTE1NYXt7+2ObmS0WC1pbWzE5OYmJiQm0trZCFEUkk0lEIhF8+OGHmJub40AJqZxOgQIFChT8bOErX/kKVCoVcrmcLIxJqmKhwCNRFFH1+fD/vHzuP8bdZOIP//AP4Xa7AQCnp6ewWq0yaZo0NQ24S0nLZrO8wKbRaOB2u3F8fCw739F1TDKZvDcMgNQf8Xi87rHXQa1Wo7m5GY8ePUJXVxcMBsMnend+ErxJz80BgJ97eftdAJ/+f0HBZ4r//uYGf/3y9j8E8K9rHpcWb9bGRFMctDRYQJqWJv2eiBCRnNp46NowAumHiSY2RFxI0kavSXI08uEArzpwqDeHpjlEcEiqBrzqwqF90vd0n0qlQqFQgMFgQCaTgc1m49hjtVqNTCbDcjSr1QpRFHF4eMjlVre3t/B4PNjZ2YHdbuf44dcRHKfTCb/fj62tLRSLRU4oW19fx+DgIPR6PRYXF6HX69HT04NMJsOx0U6nE9vb29je3sbAwAAcDgfW1tawv7+PgYEBjmje3NxEc3Mzl31GIhHodDpZ8MDp6SnC4bCsL6dYLKK9vZ3N/URmwuEwd/QQOaGkMwoa2NraQrVa5X4XCiWgnppaHw75cwwGQ10qGo3kqWiUvD7SYk+1Wo2Ojg5ZWtzGxoaMwFCYgN/vRzKZxPT0tKydGbgjQr29vRgdHYXBYEA8Hsfz589xcHBQR3LUajVCoRAmJycxMDDAHT7Pnj3j6drHyX0pNW94eBhPnjzBwMAAwuEwBEHA/v4+lpeXMTU1hY8++ggLCwuIx+PY39/H+fk5p/gpUKBAgYIvLn75l3+ZCz2pHL02NU1KdlQqFaemeXEngzo9PUW5XIbNZkMqlYIoipygBtz5VCuVClKpFIA7cgNAFqZDknTahhAOh1EsFuvOlcCdL7SlpQXpdLoumOeToFarEQgEuBbhPin4Z4E3SW7+KYB/IwhCBMD/gpe+GgWfA0QR72cyWH757b8E8M2aTWqnLNIpTm2SmrTQs3aqIyU7tT039C+RJ2liGwCewFByGfltKpUKisUiS9fy+TzfzuVyLEMjzw0lqVEE8X3ERnrgoAthQRA4rCCTycBut+Pi4gJ6/V0d6uXlJZxOJ3thqBgrHA7j/PwclUoFHo8H29vbcDgcsFgsWF9fRygU4mjohoYGLve02+2cjpbP59HT04NsNouVlRX09/dzkADFLl9eXiISiXAj/d7eHuLxOPr6+ngSlEgk0N3djVAohGQyibW1NQSDQSYvCwsLEARBFjywt7fHUdFERi4uLtDQ0CDruMnlcnC73bJQg7OzM2g0Gg4a2NnZ4aABKvzU6/WIRqM4OjpCtVqVBQqsrq5yoIA0FY10vUSK1Go1uru7udizNhHNbrdjYmLitVMcjUaDrq4uJnaxWAwLCwt1Uc9WqxUjIyMYHByETqfD+vo6pqen7y3rFAQBLpcLg4ODmJycRCgUwvn5OSKRCKamppBIJO6NkpZCrVbD5XKhtbUVIyMjePLkCUZHR9HZ2cknpqOjI8TjcSwuLmJ6epqT0qanpzE/P49oNIrl5WWsrq5ifX2dvz6P+E0FChQoUPDJGB4eRigU4msguk6RLsyRZB+4IxRTfj+oCIGCBX7zN3+TPTXX19fweDwoFAq4urqC1WqFTqdjgqLT6eBwOGTnTofDAYPBgIMDeeaXy+WC0WiUdc9JEQwGYbVasbm5WZf09mlRK//+LPHGyE21Wv2oWq2OVavVoWq1OlmtVl+8qX0p+BSw2dCXSIBC/74F4Es1m9SSG2nUM01maJJDRKZcLnM6k1TOVpucRn/8UqIhTVqjf6V+HCJKJFMjqY5Op0M+nwdw94HP5XK8DUVIUzCAVJpW+7OSLE2lUuH29pZXRyisIJvNwm63I5vNwmg0olwuI5fLweFw4OjoCA6HAwBwcnKCUCiEs7MzGcGx2+2wWCxYW1tDIBDgaGgq91xbW4PNZuO45svLSyYxsVgMfX19sFgsWF5eRqVSwcDAAPL5PBKJBMLhMHfMxGIxdHR0MOFZXV1FW1sbWlpacHR0hGg0CqfTicHBQVxfX2Nubg6lUgnDw8Nwu93Y2NjAxsYGX9iLooiFhQUuB6P0MprAUKQ0ka9kMsl+GZKu0QRIr9djdHQUfr8fx8fH3GGj1WoxODiIpqYmHB4ecqcO8CoV7T6Zms/nw/j4OP9fShPT7pvirK2tyVJdrFYrkwciUOvr63WSMkqQGxwchFarxd7eHsvV7ou0NBgMaG9vx6NHj9Db2wuz2YxkMomZmRnMzs4imUzK+nleB5VKBavVimAwiM7OToyOjuLp06d4/PgxRkZGOCmNTKj0OcnlcshkMkilUuztUciNAgUKFLydEAQB7777Lqem0TVQbRASEQCVSoWqxYLvvXz+LwIwAfjOd77D0rRsNgu32y2Tpvl8Ppyfn/N50OfzoVAocB+bIAgIBoPIZDKyxThBENDY2Iirqyvux6l9/52dnbi5ucHGxkbd45833uTkRsHbhpYWeD78ENcAtLgzRLXWbFLbX1NLVv4/9t4strU1v/L7cR7FedIskaJmUfPRGW65HATl6jidAuJyjKpKnAQNJAacGDBiIIhhxDDa6cRx4ofYSD8YDT+40Wkb7oaDRsft2A+O6957jnQ0UrMokRI1UqLmgaQGinnQ+b67SenUrbLvvVW3ai9AEIfN6Rxx772+tf5rVRZ8FovFJztwlLM5yqjpSqua8rKyI0esWAjypNVqMRgMMhfeYrHIOGoxeyO8qaLDRszeVMZRAzIaWig7YphPGS1tMBjkDM7Z2Rk2m41isUg+n5cEx+PxSNm3kuBsbm5Ki9rq6qoswRLdN0K5qKqqkkrL6emptH7Nzc3R3t6Oy+ViaWmJfD5fpq74/X45kzM3N0dTUxPhcJiDgwPm5uaoq6uTsy8zMzNYrdayE/+zszO6urrK5mtMJpNUdebn59na2pJKi5LMmEwm+vr68Pv9JJNJlpaWuL+/p76+nlgsRqFQYHJykpOTE0l8hLIxOTnJ1dUVGo2G5uZmSbomJyelNP6UTU2QW4vFQl9fH+FwmMPDQ8bHx6XCA5+oOPX19WQymUedNmJn/uzZM2pqatjb22NsbIx0Ov2IuAiS09zcjNFoZHV1ldHRUZmeVgmdTkcgEKCnp4cXL17Q0tKCRqMhmUwyNjbG+Pg4qVSK8/PzH4h8GI1GnE4noVCIxsZGotEonZ2d9PX1MTg4yLNnz3j+/DkvX77k1atXvHr16nMJKFChQoUKFZ8NvvOd72A2m6UjRiz8Kn8rA590Op20ptl4GDO4urri+PhYlkAbDAZcLleZNa1UKkn1xu/3S9eJQCgUQqvVPpqBCQQCmEwmNjc3n3z/drudxsZGMpnMI1vbDxvq0e8nDR98wH/17qIX+Lc8lBApUaneiMvKWRuh1lQSGyUZEiRHaUNT2tTEyV1lyafYFpDJIcL6ZjKZ5CyQyWSSljUxe/OUNU0QFgFBcgSx0Wq13N7eYjAY5G/xfgwGg0weEWWWt7e3FAoFXC4XmUwGn8/3iOCIlmBBcJxOJ2tra4RCIdnTEgwGZbmn1Wqlvr6enZ0dstksPT09XF9fMzs7S0tLCz6fj9XVVU5PT2WC2fT0NFVVVWXzMsFgUM7vzMzM4PV6y6xlWq2WgYEBTCYTs7OzHBwcyPmaw8NDZmZmgAfJPBAIkEwmWVlZwWAwlJGZlZUVNBoNXV1dUkESszAej4fBwUGMRiOzs7NS1haWtmKxyNTUlNzZiu0tFgvz8/NSqaks71Ra0cSq0uDgIAaDgbm5OVZWVqRSp9PpiEQiZb038Xi8TD0xGAxEo1GGh4fxeDysr6/z9u1b9vb2HhEPofj09/fjdDpJp9OMjo6ysrLyXuuZ0Wikrq6OwcFBRkZGaGlpwWAwsLW1xdTUFG/evGFpaYlMJqMGCKhQoULFTxhEsbTSvaI8NxILVMqKjY22NsRSnrCm/dIv/RJ+v59cLietablcjqurK5mSJo63Op0Ov9/PwcGBXPg1GAwEAgH29/fLLGZarZb6+npOT0/LbN5KiPqJRCLxfXe5fRFQyc1PIP64VJKhAh3AnwKVzkclOVGSFyWBEb/z+by0pVUGDShtaco5G2WamnKwX1kuKobsRGKIeH4xgJbP59Hr9eh0OlnyKaxuJpNJJp4pC7IqAwXEZREjLdQh8Th4SMkSMdGnp6c4HA75GV0ul4xIvr+/lxHKh4eHlEolAoEA6XQah8MhU9SCwSBOp5NEIoHf75fExWg00tTURCaTYXd3l1gsRrFYZHZ2lqamJhlAcHJyQl9fn0wQ0+v19PT0UCgUmJ6exul0SvVnenpaKjbFYpHp6Wlubm7kSfrS0hLpdPrRfE0+n6ejo0PaxmZnZymVSnR2dpbddnt7S2Njo3y9qakpLi4upPLi8/lIJpNlczhDQ0PY7XYWFxclkTGbzfT390sFSxkaIGxqohB1cXFR7oBF2EBDQwN7e3uPVBy73U5/fz+tra1cXFwwPj7O+vp6mUJjtVrp6uqiv78fk8nEysoK4+PjHBwcPCI54t9WBBTs7+8zPj7O9PT0o8QZJSwWiywoffXqFZ2dnbhcLo6Pj1leXmZ0dJTR0VEWFxelgvdFNzqrUKFChYovDlqtlp/6qZ9Co9GQz+fLwpi0Wq08NxJOE6PRyA0P8cMAPwP4gb/6q78qS01TXoZPUtLEIlooFOLu7q5MbampqaFYLD4KCKiursZoNLK+vv7ez9De3s7d3R3Ly8s/MnZoldz8hOLXi0WZ0/114Pef2EYQnEolpzIQQDmPo4yJrlRxlJa3ypUKpRQrktMEubq5uSkr6hQWNJ1ORz6fl8EDSrIjktQKhUJZUIF4brHjUNrQRKa8sLSZTCap/Gi1WjmgJ3pTCoWC7DvZ3d0lEAjIHYYgOPf39wQCATY3N3E4HLjdblZXV/H5fLhcLlZWVvB4PFIlAeTcyubmJrFYjFKpRDwep6amhrq6OnlfX1+fHNa/u7srU0WMRiN9fX3c3d0xPT2NRqNhYGBAztOcnp4Si8UIBoOsr6+zsrJSNl8zPT3N6ekpzc3NdHR0cH5+ztTUFIVC4dFtImigv78fjUYjT/R1Op1Udg4ODkgmkzLNrre3VxKZeDwurYfRaFSGBkxMTMidr9lspq+vj+bmZrLZbFnbsVarJRwOy883NzfH4uKitI0pbWgi0U5Y1ZQ7YqfTycDAAF1dXWg0GhYXF99LcqxWK62trbx48YJIJMLNzQ1LS0u8fv2a1dXV7xkkoNfrCQQCdHZ28urVK4aHh4lGo1RVVcluo5mZGT788ENGR0fl3NHe3h7Hx8cyOlSFChUqVHy58Yu/+IvynEOQG7FIppy3EV1+AP/Xu8fqgV/gYdZ4fn4es9nM4eEhRqPxkTUNPklJc7lcmM3mMmuaw+GgqqrqUbCATqeTqbDimFsJu91OJBLh6OhIdsb9sKGSm59UaLX83OUlU++u/jLw31VsIlQUZbiAIDLCGnZ3dyfnbwqFgiQ3TxEdZWqakuAIO5kynrnyPYjOG1H0WSgUKJVKZXM4RqORXC4nyU4ul5MERUCsiIj5GhEsIO7T6XRSHRJ2N5G6ptFoyOVyVFVVcXx8jNvtlqstTqeTnZ0dgsHgpxIcj8fD2toaXq8Xj8dDIpGQ8xQbGxvc3t7KWZpkMkksFkOn0zE7Oys7cjKZjLxPqCCXl5f09/dLRef+/r6McFxfX9Pf34/NZmNhYYFMJlOmzszNzWG1Wstsa5lMhmAwWDbrc3p6SjAYLFODjo+PpYoi4q5TqRSlUonGxkZisRg3NzdlcziCyFxcXDAxMcHJyQnwsMo0ODiIyWRifn6e1dVVSUwbGxtlt87MzAzJZFIeCBwOB4ODgzQ1NUkCpFyFMhqNdHR00N/fj9FoZGlpSfb9KOH3+xkaGiojOYlE4hEZggc5v76+npGREfr6+vB4PFJBmpiYYHNz81MtZzabjdraWrq6uuTcTE9PD01NTTgcDq6vr9nZ2WFlZYXZ2VnGx8f58MMP+e53v8vr16+lcjQzM0M8Hmd2dpa5uTk1MlqFChUqfsTx8uVLgsGgPB+qdLEAsvMGHhbHjtrbSb97vLCm/fIv/7J0l9zc3OD3+7m6uiKXy2E2m3E6ndKaptFoCIVCHB8flx2famtrZTiNEjU1NZhMJjY2Nt77OUShdSqVei8J+iKhkpufZNhsDGxvI3j27wHfrNhEaRNTduAoVRllDLRyFqdyRqey8FPZraN8LqWNDJ7uwNFqtfIxgsCIkk/xWiJJTaSmCaXm5uYGvV4vFRzl64n0NEFwlF06ytS2qqoqjo6O8Hg85HI5isUiDoeDnZ2dMsm3kuCk02mqqqrwer2sra3h8Xjwer2srq5is9lkctrV1ZUsvEwkEvT09MhuGpvNRktLC9lsluXlZbq7u2XXzeHhIf39/bInJ5fLMTAwIK+fnZ3Jk/BEIsH6+jrNzc0yeECoPP39/bIQdH19XaoaBoOBeDxOJpORZEKoR9vb2xgMBmKxmPwcIh3N4/EQjUYfzeEEg8Gy3h3RkyNIlphDEiEE8FCIOTQ0JMMGJiYmJEHRarU0NTUxNDQkZ21mZ2fLZm3EZ2lvb6dQKDA1NcXS0lLZTl4UoAmSA7C0tMTY2Bjb29tPKicul4vOzk4ZJKDVakmlUoyOjjI5OcnW1tb3NVtjNBrxer00NTXR2dnJ0NAQX/nKV3j+/Dn9/f10dnYSDoepra2VcZ1KdVJ8TyqLa1WoUKFCxY8WtFotH3zwgbSmCYIjFmCV25VKpYdZYz5Rb17wEAw1OTmJy+UC4PDw8Elr2tXVlSzPDoVCQHnnjd/vR6/XP1JvtFqtVG/EIuRTaGtrw2q1srCw8H2lg36eUMnNTzpqa6mLxxFr1/8cGKnYRJwwKZUXZdiAIBNK25qYxVHa14SNSxkqoJy9URIl8TixYq9UV4TVTK/XS+JkMpkolUoyKU28D7PZLHtxBJESZZ+CxAjyJMiPID03NzcydtpischZHNHDY7fbZVzy1dUVpVIJh8PB9vY21dXVkuDU19dLghMMBkmn09hsNklwXC6XHNQ3m83U1dWxs7PD2dmZjIZeWlqiq6sLq9XK+vo6JpNJBgfMz8/T3t4uyzu3t7fp6+uTPTbHx8f09/fLWOlMJkN3d7fs2FleXiYUCtHT00M+n2dqaorr62tisZjcZmlpSRaACtKTSqUwGo309/fLz7KysgJAa2srra2tHB8fMzU1JVW0p+ZwbDabjItOp9PE43FpRYxEIvT09EjVR+x0dTodra2t9Pb2ShudUsWx2Wz09/cTjUY5Pz9/NGsjVq5GRkZoaGggm80yNjbG6upqWQqaIDmtra10d3djMplYW1vjzZs3JJNJORekhMFgoK6ujoGBAZ4/f044/JBJmEwmGR0dZXx8nGQyycnJyfetrmg0Grn6FggEaGhoIBKJ0NbWRldXF729vfT19dHf38/AwACDg4MquVGhQoWKLwG+853vyMVU5QKvsN8rF3uFgvPnFssnj3/3++OPP8ZisXB4eIjJZMLpdEpy4/f70Wg0ksyYzWaZ+iqeXxRsZrPZR8e26urqT1Vv9Ho93d3dAMzNzT2ZKPpFQSU3KiAWw/GXf8kdYAH+De+PiH4qHEDENStLPsWPsuxTkB7lbcpIaGWRaOWsj/iiAzI97f7+XoYI5HI5DAYDGo2Gq6srjEYjpVKJQqEgiYl4/O3t7cNg3js1RszVKL2uwq52fX0tLW5Wq1UqOULFEgTH5/NxeXlZRnBqamoeEZxisUgwGGRzcxObzSZP9B0OhyQnBoNBWsUODw/loP/CwgIdHR1YLBYWFxcB6Orq4vLykng8TiQSkXMsqVSKWCwmFZ2dnR16e3tleMHGxgZtbW0ywGBubg6n00l/f79MYjs9PaWtrY1wOMz+/j7xeJxSqVSmzCjfR2XQQE1NjbSzTU5OcnZ2JudwwuEw2WxWKjKipLO9vZ3z8/Mym5rX62V4eFiGMMzOzsqdptvtZmhoiOrq6kcqjkajoba29tGsjdjZw8POPBwOMzIyQnV1Nbu7u4yNjZFKpcpSYzQajZwrGhgYwOPxsL29LUMATk5OnhykNJvNMtVtZGSESCSC0WhkZ2eHeDzORx99JOO1z8/PVSuZChUqVPyE4atf/Sp+v1+6WJT2fOWMMCArL66am4m/e7ywpv3xH/8xfr+fk5MT7u7uZLmnCFfyeDxlM6ShUIh8Pl+WhFZTU0OpVHpSvWlsbOTs7OzJ3hsBi8VCd3c3hUKB2dnZv3PB598XKrlR8YCvf51ffncxAPw/gLtik6fUG+XQv/JHaUN7ypYmiI9SAaokF5VqkJBpRQiAsKWJOZx8Po9Op3v44l9dyejEq6srOTsDD1/S6+trDAbDI4Lz1E7l5uYGg8EgFRzl893c3GC1WiXBubi4AJAljjU1Ndze3pZZ1CoJjlBt7Ha7TEQDZMSyUFqur69lf41QT66vr2VS2szMDPX19TQ1NbG3t8fy8jJdXV0yNGBtbeYe2pwAACAASURBVI3Ozk5qamqkGtPQ0FDWhWM0Gstmbvb392loaJAKkuibaW1tlda4mZkZbm5uyoIGJicnuby8xOVyyY6cjY0NOYfT0NBAb28vd3d3TE5OysHGUCgk452VNjVR+hmNRjk9PZWD/vCwWqRUcaamplhdXZU7VeWsjV6vZ2FhgdnZ2bKhf5PJRGtrK8+ePcPr9bK5ucno6CjpdPrRztnhcNDZ2cnIyAh1dXUcHx8Tj8d5+/Ytm5ub712tslgs1NfX09vby6tXr+jp6aG6uppcLkcymWRqaoqPPvpIvv+9vT3Oz8/V8AAVKlSo+DGGwWDg+fPnAGWdN5Ul5MKBIhJjRedNOzDAg8XM7XZTKpU4PDzE7/cDyGNlMBjk+vpakhmfz4dery8LFrBYLPh8PnZ3dx8de0KhEGazWR7H3weRKprL5eT5wRcNldyokPhDRUR0O/DnPJR9KqFUbpRzOMKeVklynpq7qbSgKQmP0rKmTFBTbqts8FXO4YiUNI1GIyVejUaDyWSSao54fWFpe5+CIyACCITaI5Sbq6srLBaLfD4hBft8Ps7Pz9FoNNhsNklwbm5uymKii8WitGGZTCap2pjNZmkFu7u7kwRiZ2eHWCzG3d0d6+vrRCIROatzfn4uFZLp6Wn8fr/srZmbm6OlpYWGhgZ2d3dZXFwkEolI4iRCCsSOaHJykmKxKGdulpaW2NjYIBAIlKkwJycn1NXV0dPTI+OjLy4uZNBAqVRiamqK/f19GfMsSINQdlwuF0NDQ7LMdHl5+Umb2vT0tPy/rK2tlfM0i4uLLC4uStIqVJy6ujp2d3d5+/at3KkDMoa6paVFqkOJRKJsx2uxWOSci9PpZH19nTdv3rC3t/doB202m4lEIrx8+ZKOjg5MJhOpVIo3b94wPz9PNpt9LzHR6XR4vV6i0SgjIyO8fPmS7u5uamtr0Wg0ZDIZVlZWmJqa4sMPP+TNmzfMzMywsrLCxsYGu7u7ZLNZzs7OuLq6Ip/PP1osUKFChQoVXw58+9vfLrOmiTlhKE9NE+ECpVKJf+d0Is5WhHrzT//pP8VkMpHNZjGZTLhcLmlF83q96HQ6eV2UTmez2bJjRn19Pbe3t49ioUUy6eXlZRkhegoej4fu7m5pdRezPl8UVHKjogy/XizyJ+8ufxX4o4r7xWpCpU1NSXSeSkyrvE1JjpSESagxgtwIu5pQVJTFoAJiDgceVkCEZU1EQReLRUlwDAaD/Axi9kZJcIQdTbkqIeZ+lD04QsGxWq3ys5jNZo6Ojj6V4AiL2u3tLdXV1Wxvb8t44I2NDfR6vbSX5XI5otEoR0dHbGxs0NPTA0A8HqepqUmqMgcHB5JUiHLPjo4Ozs7OmJmZoba2lmg0yuHhoYyVFvdPT09js9no6+sDYGpqivPzc3p6emSC2+LiIlVVVTLFbHZ2lt3dXbxeb1kimzJooKqqiqWlJZLJJBqNhrq6Otra2jg7O5P2MaHICHucmM8RNjVR4DkxMSF3plarlf7+/rJYaNFto9fraWlpkerT4uJiWaCAeB8jIyPU1tayt7fH2NgYGxsbZUTEbrfT09PD0NAQXq+XbDbL6Ogoq6urj0IBtFqtJHUjIyPU19dzfn7OwsICr1+/ZnFxUc5cvQ9GoxGfz0ckEqG/v58PPviAkZERGaUtVuPE30EikWBhYYHp6WnGx8cZGxvjzZs3fPzxx3z00Ud89NFHqsVNhQoVKr4k+Jmf+Rk8Ho88D6p0kQDSni9mjjUNDXz33eO/xcMJ/e///u9La1qxWCQQCJDL5bi8vESn0+Hz+chms/I5Q6EQxWKxzK7tdDqpqqpie3v7kUITCARwOByP+uKegsfjkfUSU1NTTz7f5wWV3Kgoh1bLt/J5Pn539T8F/nHFJpUBA+8LA1AqOMrY50pVR/l45XaViWpCxVEmrCm7apRx0YJMiSQ1QT5yuRx6vV7GQRsMBulHVcZDK+MYlTsZQXDy+Tw2m43Ly0up4AhCdXR0hN/v5+LiQhKc7e1tQqEQNzc3ZLNZ6uvrOTo64vr6mtraWnZ3d9FqtXJ2BB5WT3Z3dzk/P6etrY3T01OSySQNDQ1otVri8TihUIi6ujq2t7dl941IHtPpdMRiMZkI5nK55IzO9PQ0DoeD3t5erq+vmZqakl04FouFubk5MpkM7e3thMNhDg4OmJmZQavV0t/fL9PWRMqbiIBeXl5mbW0Ng8FAX1+fJGnCe1tdXS3J0MzMDLu7u2g0Gpqamujt7ZXBAWLFSBR4VlVVsby8zMLCglTYGhsbpYWtstumqqqKgYEBWlpaODs7Y3x8nHQ6XdbI3NLSwrNnz/B4PGxsbDA2Nsbu7m4ZKbDb7XR2dtLW1kYwGJQzOQsLC0/GXVosFsLhMC9evKCvr49gMMjJyQnz8/N8/PHHLC4ukslkPlWm12g0WCwW/H4/jY2NtLe309/fz8uXL/nqV7/Ky5cvGRoaIhaL0dXVRUdHh7QKtrS0EIlE1EABFSpUqPiSwGg0Mjw8DJRb0ypDlYR6IxZjhTWtBvj3eLCgmUwmWSouggSU1rS7uzs5N+NwOLDZbI9mbOrq6sjlck/O17S0tHBzc8Pm5uanfi6Rbup2u1lbW2NycpKDg4PPffFNJTcqHsNs5lU2y+q7q/8j8F9WbKIkOO/7ESSmUCjIDpz3BQtUFntWhhYogweU4QMilECr1coUMxEDfXd3J4MGhG3OYrGQy+UA5DyNiI/W6/WS4AgyU7nKoCRFQrlRKjj39/fSoiaG+TQaDXa7nd3dXRkTnc1maWhokKWMdXV1ZDIZ7u/vZVra7e2ttI8dHR3JcsudnR06OzsxGo3Mzc3hcrkkAVlbW5PdNyKOURkSIAo0b25umJ6eRqfTlSkvV1dXZeQlmUxSX18vSZFIUuvu7pYxzbOzs2g0Gnp7eyXREmQmGo3KSOvV1VUuLi6kAuRyuUgkEtKOJmxlQvFZWlqSpLS3t5dwOMzh4SETExNyhyu6dZqbmzk8POTt27dS4REqjZijWV9ffxQoYLFY6OrqkqQukUjw9u1b9vb2yv7vTSYTbW1tPH/+nLq6Ok5PT5mZmWF8fPxJb7JGo8HlctHa2srLly/p7e0lGAxyenrK8vIyr1+/ZmJi4gdOTRPPbTQasdvteDwe2X0kSl7r6uqor69XyY0KFSpUfInwC7/wC7JjT5wDiWNDJbkRczcfh0KIXDNhTfut3/otjEYj2WwWg8GA2+2W5MbtdmMwGMosZzU1NVxcXMiZYXhYWDSZTE+WcjocDoLB4A9Ub9DT00NHRwf39/csLi7y+vVrVlZWnkwc/SygkhsVT8PnI5pIcPju6h8C/37FJkoFRZAS5fyNkqA8VfSpnMUR9ysJjnj+ytABpZoi4qTv7u7Q6XTSPiZCAADy+bzcEYgwAFECKuZ0jEajDBkQJ6pKVUh8XnGbsLXl83msViuXl5eS4FTO4AivaVVVlezBKRaL7O/vy/SRi4sLGhoa2N/f5/r6moaGBjKZDJeXl0QiEQ4PD9nb26Orq4vb21uWlpZob2+XhZxGo1EGAywuLtLZ2Ynb7SaRSHB4eFjWJXNzc1NWhHl9fV2m2BwcHMj5j62tLRYXF/F4PJIkTU1NcXx8TCQSkXHUk5OT5PN5WlpaJJkRSWihUIj+/n4AaV0zGAyyqDKTycgAApPJRG9vL01NTRwcHDAxMcHZ2RkajUamjolC05WVFdlL1NjYyNDQEDabjeXlZeLxuLSimUwmurq66Ovrk4EC09PTZR5gh8NBf38/PT09GAwGVlZWGBsbe5LkRCIRnj9/TltbGxqNhkQiwZs3b1hbW3vSV6zRaHC73bS2tvLixQuGhoYIh8Po9Xq2t7eJx+N8+OGHTE1Nsba2RjabJZ/Pf2HyvQoVKlSo+OHjG9/4Bi6XS55TiXMcQNrRxDmJiIk2BAL8xbvHfxMwA3/2Z3+Gz+fj+PhYduwVCgVplw8EAhwdHck5m2AwiFarZW9vT74XMeN6cnLy5HFNVBykUqnv+/MFg0GGh4fp6emRdm/R0fZZQyU3Kt6PaBTfRx9RAAzAvwa6nthMSUCUl5UWNXFdOYfz1HZKO5ogOEDZc4vbldYxcZ+QbwXpEklquVwOrVaLVquVnSvKcAFhTRP9N5WzN0IaFq8nPrd4rLCo2Ww2uVOqVHBKpRJOp5Pt7W2CwSClUom9vT0aGxs5Pz/n5OSExsZGstksV1dXcqZERDKfnp6STqdpaGigWCwyPz9PS0uLTE67u7uTCsvs7CzRaFTOzAjLmlB0Tk5OygjNyckJ/f39Mjp6Y2ODaDRalogmemqsVivz8/PSatfX18fd3Z0kPeI24bPNZrNUVVURjUaldW1lZYVSqSTtaOLxSpuamAGamZmRqWl2u52hoSFJ/sbHx6WKY7Va6evro7W1VXbbKK1oIrmttbVVzvFUrhx5vV4GBwcfkZyjo6MydUX0AQwNDUmla3d3l4mJCcbHx9na2npyRUqoeA0NDfT19fHBBx/Q09NDfX09Wq2W3d1dFhYWGBsbk8lpKysrbG5uks1muby8LJs3U6FChQoVPx4wm83yuCfUG+VirjJgQFjT4JPUNAfwD4GLiwvOzs4oFoscHx/j8/nQarVSvQmFQtzf35cljgYCAfb398tcCDU1Neh0uifVG5PJRENDAwcHB09atN8HjUaD1+ulo6ODV69eyUXozxr6z+VZVfz44NUr/gvgTwEnDxHRzwFlToawcilLNwWU6R7K7Spjl+ET2bVyxbpUKklFpdIuJr7kyqF/odKI/h3hPxVBAILsiPckohVzuRw2m0122wh1ppLgKDt3xDbiscJ2dXV1hclkwmKxkM1m8fv9ZLNZ7HY7LpeL7e1t6urqODg4YGdnh6amJtLpNKVSiebmZtbX17m/vycSiZBMJikWi7S3t7OyssLe3h5f+9rXWFpaYm5ujq6uLgwGg7SQxWIx5ufnmZmZIRaLYTQaZURxT08PKysrrK6ucn19TV9fHwsLCywvL1MoFOjp6SGRSJBOpykUCrS1tWE2m1laWmJqaoqenh76+vpYWlpibW2NXC5HS0sLg4ODzM3NMTc3R3Nzs1RZFhYWWFhYoKGhAZ1OR29vLxsbG6TTaS4uLqTCNDQ0xPLyMolEgpOTE9ra2mS62draGul0mpOTE9nzEw6H8fv9LC8vMzs7SygUoqWlBb1eT01NDV6vl2Qyyfr6OplMhpaWFrxeLxqNhpqaGgKBAOl0mu3tbfb396mtraWhoUHuaL1eL16vVw7wb29v8+bNG2pra6mtrS3bITudTpxOJ7e3t2SzWTKZDMlkklQqhdvtxu/34/V65d+lEiI1zev1yr8x0SJ9eXnJ1dWVDJ9QQljTDAaDnCHT6XRlq2Dt7e3f44utQoUKFSp+1PDNb36Tv/mbvylLTdPr9fKYo1xoNRgM3N7estjczNn6Ok4erGn/CviN3/gNfvM3f5NsNovP55MdN5FIhKqqKmw2G5lMhpqaGuCByGQyGQ4ODqiurgYeSE8oFGJ3d5empibMZnPZe62vryeTyZBIJBgaGvqBVZjP0zqtKjcqPhV/WirxP7y73MgDwbFXbKOMclbayAR5UKakPRUqoJzREba2p5LVBJGpDCFQ3i6CBkQm/PX1tUwXEfM2IlVNkBcxe5PL5TAajdze3sr5GkHCKpUcgWKxKO1tVquVi4sL7Ha7XLlXEpzLy0s5X7K9vY3f70er1bK1tUVjYyO5XI6DgwPC4TCnp6ccHh4SjUY5OztjZ2eHjo4Obm9vWVlZoaOjQ87diJmLra0tMpkMvb29lEolZmZm8Pl8Mhp6fn6etrY2WcK5urpKd3e3VHhWVlaIRqNy1icej+NwOKQSMz09zdnZGV1dXTJeOh6Po9VqGRgYwO/3k0qlWFhYQK/X09fXJ18rlUrJOaJYLMb19bUcLhSeXOVczdnZGXq9/lFq2s7ODqVSSc7uNDY2sr+/XzZPYzKZ6OzspLe3F41GI4mXsKrp9XoikQgjIyMEAgG2trYYGxsjnU6XrVwJJScSieBwONjY2ODNmzckEgn5tyRgMBioqalhYGCAZ8+e0dDQQC6XY2VlhdevXzM9Pc3W1pZ8D09Bq9VSVVVFdXU10WiUvr4+Xr16xQcffMDQ0BBdXV20tLRQX1+P2+3GZDLJ718ul+P8/JyzszPOzs5UW5sKFSpUfMnwzW9+Uy6WieqLyrkb8VtY8Y0OB//63eN/loeOwr/927/F5/NJ10EwGOTm5kZ23ASDQc7Pz+Xx6H3BAvX19QAy6EgJnU4nnRDpdPoz/pf4+0ElNyq+L/zO/T1/+O7yAA8rA5ViopJsKOdtKrtslNHPynmbSnJU2Z9TWfapDBZQJqsJoiRIhzIqWszWCDUon89LaVcoNiJRTShMgjwpfwPyt3gfWq1W9uCcn59jt9vlbE8lwbm9vcXtdrOzsyOLtDY3N2lsbKRQKLC3t0ckEuH8/JxMJkNrayuXl5ek02mZQb+0tERra6u0iblcLjnDkk6n6e3tRa/XE4/HsVqtdHZ2cn5+zszMDI2NjZLACHubeKyIihbFnVNTU2i1WgYHBzGbzczNzbG9vU04HJbbiPmazs5OOSM0OTkpCz/b29slOTk7O8Pj8TA0NITdbmdxcZFEIiHLPcV8jrCjCc/w8PAwTqeT1dVVOVOj1Wppbm6WM0WioFPssIUqFIlEZPlnKpWSXmOz2Ux7ezvDw8O4XC7W19cZHR1le3v7yWjoZ8+eEQwGyWQyvH37lng8/mTyi9Vqpbm5mefPnzM0NERTUxPFYpFkMsnY2Bhv375ldXWVbDb7fdnM9Ho9drsdv99PXV0d4XCY9vZ2qaQNDg4yPDzMyMgIz58/5/nz55+bl1mFChUqVHw+qKqqoru7WybAKqswSqWS3K8LC77owBHWNCPw88DNzY0M5Tk9PcXj8ZR13ASDQdmpJvBUsIDZbCYUCj3Z9QYPcc+ilPyL7rL5XlCPfiq+P2g0/Ne3t/zbd1e/Dvyzik1Ef4xyZkaZdibIjCArym3ep9Q8FQ+tJEJKoqMs/lS+tpK8FItFmUZyf3+PyWSS8zgajUYqOIL0KGdvlGEGQhoW98MnCk6hUJAEx2q1yohqQXB8Ph9XV1eyyHJnZwePxyPtYw0NDdze3rK9vU0kEuHq6oqtrS2i0Si5XE5GNJdKJRYWFohEIjidThYXFzEajbLPJpFI0NPTI+dqisViWTS01+uVgQDT09OEQqEyQmO32+nv75ezM5eXl/T39+Pz+UgmkywtLeHz+RgYGJDRzplMhvr6+rLCz8PDQ0KhENFoFJ1Ox8zMDFtbW5hMJvr6+mTk9dTUFFdXVzgcDoaGhggGg7LEU8xJxWIx2tvbuby8ZHx8XObmCxXnqehnrVZLfX09z549w+/3s7m5ydjYGDs7O5KU2Gw2uru7GRgYwG63s7a2xujoqCxTFbBarTI1rbm5mXw+z+LiIm/evCGZTD6pytjtdpqamhgaGuL58+e0tLRgNpvJZDIsLCzw8ccfMzExwdraGgcHB99T2VGhQoUKFT/e+MY3viFngJVpssoFK51Ox+3tLSaT6aGnprMTobmI1LTf/u3fRqfTkc1mH3XcmEwm3G43+/v7UuV/KlgAoKGhgVKp9KR6Aw/R0AaDgcXFxR+ZfjWV3Kj4/qHX8w8vLxl7d/U/B/7nik2UEdGCkFQqNspgAUE4xLbKNDWRuKYMEqgMIXgqHlqsdCjVIzH7I8iT8Kre3d1hMpnI5/MyjUTM5hQKBTmXA7y33FNZsCVCBkTstEhRE2ROSXByuRw3Nze43W52d3dxOp2YzWapzhSLRTY3NwmHw1xfX5NOp4lGo9ze3rK6ukprays6nY75+Xnq6+vxer0kEglub2+lSqNMTltZWeH09LQsuUyUaIquGxG7LAb8i8Uig4ODWCwW5ufnZWKbUH2mp6cxGAwMDg7idDpZXl5mdXVVzsvYbDbm5+dZX1/HZDIxODgoydH8/Dx3d3dEIhF6enpkx83Ozo60o3V3d1MoFMrsaKFQiOHhYZmbPzMzQy6XezL6eWJigpOTE+DBqtbR0cHg4CB2u53V1VXGx8fLoqFF909/f78sKnvz5s2jVSuj0UhjYyMjIyPEYjEZFDE2Nsb09LSM8q6E2Wymrq6OWCzGq1evZBmpwWBgd3eXxcVFGSYQj8dZXV1lZ2eH09NTqTiqUKFChYofX3zrW9/CbreXBS+J8xyh1ABSudFqteiMRv7lu9u/CtTzcIz3er0cHh5SKpUIBALc3d3JY2IoFKJQKEirmjJYQLmoZ7FYCAQC7O7uPnlcMxgM0p2RTCY/r3+WHwgquVHxg8FmY+TggMS7q78O/DcVm4i5FyXJUVrVlPHRgtAoyZBy9kasXCh/lIqPsiS0stFXkA1BhkRamnhtnU5XVvYpZijE/IxQcJRhBpWpJYLYKMMGBMEpFApPxkTbbDay2Swej4fr62vy+Txer5dMJoPVasVisbCxsUFNTQ0ajYaNjQ2am5spFoukUilqamoolUosLy8TDocxm83Mz8/j9/vl7MzJyQnd3d3k83ni8TjhcJjq6mrS6TRbW1v09fVJRSefz5dFQ9/c3DA4OCijo0WSms/nY21tjZWVFerr6+nu7iaXy8kY6FgsJrtv4vE4Go1Gztyk02mZeCbmRo6OjpiYmOD09BSv18vQ0BAul4vV1VXm5ua4ubnB5/NJIrO6usrs7CyFQgGTyURPTw/t7e1cXV0xMTHBxsaGXJHq6uoiFotxf39PPB5nfn5eKiJVVVX09vYSi8XQarUsLCwwNTUld/jwEBLQ09PD0NAQXq+Xg4MDRkdHWVlZ4erqSm6n0WjweDx0d3fz4sULmpububu7Y3V1ldevXzM7O0smkyk7UAhotVqcTieNjY309vbKuZq2tjZ5EMpkMqyurjIzM8ObN2/47ne/y5s3b5ienmZ+fl6WpopEvM3NTba2tr7QJmgVKlSoUPHZQaSJiZlh5dyN8lgizmkqrWkA3373+y/+4i+4vb3l7OwMt9uNXq+XKWlerxedTvfImiaqKpQQKa1PJafBgz1NdPQpFwx/WFDJjYofHH4/rcmkTEz7feDnKjapVFKUEc8iVU05U6OUX5XqjrhfGSAgVg6UczuC6CiVm8r3Igb8tVqtfA+i4FMZKCBWR5QER6/XlxEYJSrT1MR7U4YMCIIj3rPdbufw8BC3283d3R1XV1cEAgGy2Sxms5mqqirS6TTBYBCDwUAqlaKxsRGdTsfu7i7hcBiDwcDy8jINDQ1SNbHZbDQ2NrK3t8fu7i6xWAx4mF8JBAJScRGWNVHWube3R39/v4yKPjg4YGBgQMZMp9NpOjo65HPPzs7idDoZGBiQVrP9/X0ikQgdHR2cn5/L7prW1lba2tokCTk9PaWurk4Sqng8zsbGBgaDgVgsRjQa5eTkRJZ1irABZcSzUsURdrONjQ3Gx8clSfF4PDx79ozm5mZOTk4YHx8nmUzKg4OY+2lra+P6+pp4PM709HQZybHb7XR2dtLW1kYwGGR/f5/x8XFmZmbkapiAUHOGh4cZHh6mvr6eXC4nSzvj8Tjb29uPgggEtFotdrud6upqWltbGRwc5Ctf+QovXrygt7eX1tZWGhoacLvdaDQa8vk8Jycn7O3tsbGxQSqVIpVKkUwmWVtbU8mNChUqVHxJ8bM/+7OyakJ5bqNUbsS5jEiEPaqvZ+ndfcKa9gd/8AdotVrZKeP3+zk8PJTPJc47xIypw+HA4XDIY6yAzWbD7/ezs7Pz5GIdPHTfiLqH9x3nviioUdAq/m4IhwlNTnIxOEgVDysGXwM+Umwiop8FhF9UGaUsUszEl6UyHlrcppx3gQd1RaShAbJbRmS/39/fo9frpWQrHi9UGhEbXSwWMRgM0nIkCj4tFgs6nY6rqytsNpskOoK0iFkOJdkRFjXxOZU9OHa7XfbgCLXI4XBweHiI1+vl/Pyc09NTQqEQmUwGt9uN2+1mc3OTuro6Tk9PSSaTktQkEglaWlrY29tjeXmZaDRaFgcdjUZZW1vj5uaG7u5uGZnc3t5OR0eHvN7T04PZbJZNw7FYjEQiQSqVIpfL0d3dTTKZZHNzk1wuR3t7O1arlZWVFSYnJ+WcyuLiIsvLy1xcXBCJRLBarbIss6WlhdraWlpaWtDpdMTjcZqammhoaGBoaIhEIiHVps7OTmpra3G5XCwuLjI7O0tNTQ3hcJiamhpJxlZXVzk4OKCtrQ2r1UpHRwehUIhEIkE8HicYDBKJRCThqK6uJpVKsbW1xf7+Pk1NTVRXV6PRaKiurpYhAel0mng8jtPppKmpCbfbLf8u2traCIfDZDIZdnZ2mJ+fx2w2U1NTQzAYlMll8HAgCIfDhMNhzs/PyWazHB0dsba2BjzI/B6PB4/Hg8Ph+J5Z/yaTSfqj34dKVVE5eKpChQoVKr5c+Na3vsXv/u7vcnl5WTbLbDQa5TmT2MeL1DSD0ci/AP4nIAZ0A/Obm9hsNg4PD2lpaSEQCLC3t8fx8bF0e+zt7ZHNZgmFQgDU1taytLTEyckJHo9HvifRw7e9vU1TU9Oj96zVaunq6mJycpK5uTkGBgY+tx6bT4N69FPxd8fAACv/5J9wy0Mr7r8BOis2UdrIlKsPQsmptJxVlnkqrWzK8k+RsKZMMFPa1ZShBMrUK/HaImlEbCt6bZSBAiJR7fLyUs7lKGdwlAEGT1nV4BMFRxAb0X9zf39PPp/H6XRydHREVVUVAEdHR9TU1HByckKpVMLn87G9vU1VVRUOh4NkMonL5cJms7G6ukooFMLlcpFIJKiqqqK2tpatrS3Oz8/p6Ojg6uqKxcVF2tvbcblcLC0tSRJzfX3N9PQ01dXVRCIRstkss7OzZclpordG2Mimpqaoqqqiv7+fUqkkiztjsZiUpGdmZjAajQwODuLx7IDKMQAAIABJREFUeFhdXWVhYUHeFggEWF9fZ3Z2lmKxSEdHBx0dHTIkIJvNYrPZGBwcpL6+nr29PTk7YzabZaiAUII2NzcplUq43W6Gh4dpbGzk4OCAt2/fsrW1JXuM2tvb5fxQIpEom7fRarXU1NQwMjJCNBqlUCgQj8dlCan4vzUYDNTX1zMyMkJ3dzdms5lUKsXo6Cizs7NPJqc5HA4ikQjPnj3j+fPnRKNRrFYre3t7zM3N8fHHH/P27VtWVlbIZDLkcrkfWHUR82I6na6sE0GFChUqVHz5IBYp7+/vyyKhlUXiSgii8+eKLhqh3vzRH/0R19fXnJ+f43K5MBqN0nbmdDqxWCxl1jS/34/RaGRnZ6fsNex2Oz6fj62trfemfApb+PX1tQwy+mFAJTcq/l44GhzkH7277Ab+Eqit2KaSuFQmoFV24yjnbpQkR1jTlCRH3C+CDJRkRxloIIIHAPkaQj0Sr/0UwQHkPI7SovY+giNeQ2mNE4ltV1dXWK1Wrq6uMBgMlEolcrkcLpeL4+Nj7Ha7bBGuqanh7OyM6+trgsEge3t7mM1mPB6PVHbEfIrL5ZL9MiIaeX9/n0wmQ09PD3d3d8zOztLY2EgwGGR9fZ2DgwPZhDw9PY3VaqW7u5vLy0umpqbw+XzSXjY1NYXb7ZYJaFNTU3Iux+FwsLS0RDKZJBKJ0NnZKUnH5eUl3d3dMhp6dXWVfD5PR0cH7e3tnJ2dSetZMBhkaGgIi8XCwsICi4uLFItFIpEI/f390r6WSCQoFovSjub1ekmlUkxOTnJ2diY///DwsCSDExMTHB0dAUhi1tXVBcDCwgKTk5McHx8DDweI2tpaSXJubm5YWFhgZWWF3d1duaPWaDT4fD76+voYGRmhoaFBEsnXr1+TSCSe7Joxm83U1tbS09PDBx98QF9fH83NzTJoYnl5mbdv3/LRRx8xNTVFIpFgZ2eHo6MjaZlUoUKFChU//vj6178u3R+ic095DAJk3YXRaHywxkcivH73+O8AGuBP/uRP5LmFRqMhEAhwfHwsz2Oqq6s5PT2VVjKx2Hd0dPQovTMcDnN/f8/GxsZ737fT6ZTJq/Pz8z8UgqOSGxV/b/xzRclnPfDvAGfFNkoVprLHRklgKi8LhUYZA10ZKCBmc5Q/gmhU9t5Ukh+x4v39KDhKgqNUcJQFokqCo4yMvru7k89hsVgkSSqVSlxcXOB0Ojk+PpZ2uEwmQ3V1NVdXV1xdXVFdXc3+/r4cQt/c3MRiseDz+VhfX5cFkltbW+RyOTm3kkql6OzsRKfTMTc3RyAQkHMzqVSK3t5erFarDBYQisz09DRarZbe3l6KxSJTU1Pc3d2Vdd3s7e3R29tLXV0d29vbxONxXC5XWRiBsNWJEtCpqSl2d3cJhUIMDg5iMBiYnZ1lbW0Nk8nEwMAAzc3NZLNZSXxENLSIjBZzNUajka6uLrq7u7m9vWV6eprl5WVub2+xWq3EYjF6enoAmJubY3Z2Vu68/X4/w8PDtLe3c3t7y+zsLDMzMzI1Rklyurq60Ol0JBIJRkdHWV9fl/Nb8GAxE502vb29MhxienpaFn4KJU4JrVaLy+WisbGRnp4eXr16xfDwMG1tbYRCIXkwEgELb9++5bvf/S6vX79mYmKCeDzO0tISiUSCZDLJ+vo66XRaBguoMzcqVKhQ8eXFd77zHZncqgxUEuctwgYv5oc1Gg0mk0kGCzQAHwDHx8fc3t5ycHBAqVQiGAxyf38vgwVCodCTnTcajeaRemO1WqmurmZ3d/d71hb4fD5ZNRGPx7+vPrfPEurMjYrPBL9zf88faLX8CtAD/N/APwDEKaCIZhZfSuU8gFiBUM4KKGd1RAEn8MhuI4iDRqPBYDCUqSjKbZVlnGKHIKxuYlZCWe4pvoiCzFitVrmCIm6zWCyStIgQgqdOKMWMkYigFs8hSkMBLi4ucLlcnJ6eUlVVhU6nY29vj2AwSDab5e7ujtraWnZ2dqRysbu7i8/no6amRl5uampiY2ODQqFAW1sbq6urLC8v09bWxvr6OnNzc0QiEdra2kgkEiwsLNDZ2Uk6nSaZTBIKhejr62NpaYmFhQWampoYGBhgYWGB+fl5mpqa6OvrY3V1lfX1dS4vL2lvb6eqqkrO4XR2djIwMEAikWB9fZ3z83Pa29tpbW2VFrqTkxM5NJ9Kpdje3ubk5ESGFng8HjkXVFNTQyQSIRKJ4PP5WFlZkXM1LS0t+Hw+3G63TII7PDyU6XBer1dGbYvAgerqapqamjAajYRCIelBFp06LpeLhoYGPB4PGo0Gv99PNBqlv7+fra0tSSC8Xi81NTVywF+j0chZqdbWVo6Ojshms+zv77O7u4ter8fr9eLxeHC73fL/Xvk3arPZsNlsZbff3NyQz+cpFArk8/myAI2zszOpSlaujtXV1T39ZVWhQoUKFT/yiEajNDY2Mj8//2iBVpwjiWOP8ucvq6q4u7hAz4M17UMeggV+9Vd/ldPTU9xuN1arlf39fWpqajAajXJRrrm5GY1Gg9FoJBAIyNuUQQZNTU3s7++zvr5OZ2flMMInCAaD6HQ6FhcX5bmBw+H4fP/R3kElNyo+G2g0/MrdHf9Kr+fngZ8G/iXwnwDilKtUKkm1RFx/eOgnX0oR1ay8D5Ar5coB/qd+C2IiVBuxmqGE6LwRqk6pVJIhAyJ20Wg0yvchbGlCVREdNiJ4QCg+gjQp349ydUWUhJpMJln0eX19jcFgwGg0cnZ2hsvl4uzsDKvVis1mI5PJEAgEODk54eDggNraWsbHx7m8vJSKiYgTTqfT3NzcEI1GSSaT3N7e0t7eztraGgsLC7S3t3NwcEAymaS6upru7m6WlpaYmZmhq6sLq9XKxsYGuVyOzs5ONjY22NjY4OrqilgsJiOHLy8v6ejowG63k0qlmJqaksECCwsLzMzMEA6H6ejowOFwsLa2xsTEBIVCgZ6eHra3t0mlUnIuqKWlRZKZyclJmpubqa+vZ3BwkPX1dba2tiQZcrvdDA0NSYJxfHwsiUw4HCYYDLK6uioT4FpaWnA6ndTV1REMBtnY2GB3d5dMJkNdXR0NDQ3o9Xpqa2vlYOXW1hazs7NUVVXR0NCAz+cDHqR2p9NJPp9nb2+Pvb09Dg8PMZvNVFdXU11dLQmLSKEJBALc399zfHxMNpvl+PhYep1tNpskQ06nU5bNVsJoNGI0GnE6K/XQx1Da1tRAARUqVKj4cuNrX/uanJW12+3y3EWECIgQJRFgVCqVsDU18f/OzfEf8nAO9ivAX//1X/Nrv/Zr7O/v43a7CYVCpFIpeS5SXV3N4eEhR0dH8phXW1srLe61tZ8MHBiNRurr69nY2KCuru57EhZh315cXGR6eloedz/vuVD16Kfis4NOx8/n8/x/767+x8AfVmwiCM5T9jRlmICy/FM5ayMsaOK+SkuaSE1T2tHEMJ7SqqYkIELBqQwZ0Ov10vZmNBrloLdGo5FdK/l8HqPRyPX1tUxREzucyt9ih3Rzc4PRaJTPId672Wzm9PQUl8slPbZOp5ODgwNcLpdUc3w+H/l8nmw2S2NjIxcXF2SzWSKRCJeXl2xvb9Pa2srt7a1MVbNYLCwuLkoiJE7iY7EYBoOBeDwuBwEvLy/lTqilpYXDw0Pi8fijYAGv10ssFpPlm4VCoaykU9jgRORzMpmUO0NlhHQqlcLlcjE8PIzP5yOVShGPx7m+viYSicjZoHg8zvLyMsViUc7ViOQ2UeRps9no6+ujo6ODm5sbpqenWVhYoFAoYDAYiEajMjp6c3OT0dFRNjc3ZSxmXV0dIyMjtLW1cXd3x8LCAuPj4xwdHUllxGKxEA6HefHiBZ2dnZjNZln2GY/HH/XaaLVaOcP08uVLBgcHCYfDGI1Gdnd3mZub46OPPuLt27csLS2xs7PD+fn532m+RqiiKrFRoUKFii8/hDVNnBOI8xNxviIWUZXkxvguNQ3AA/wHQC6XI5PJcHh4yP39PYFAAEAutnk8HoxGI3t7e/K13xcLDQ+BB0ajkVQq9amfQVjLg8EgW1tbsjPu9PT0c7NPq0dAFZ8tzGZ++vSUqXdX/xHwv1Zsohz+V/bXiMvCYiOIyVMEprLos3JWR1h1RJ9OoVCQZaHKQixxuTJFTRAioQQJdUbM4JRKJUlORAJaoVBAq9VKm9xT6WnFYlGqU4LgGI1GGVNttVo5OTnB6XRyd3dHPp/H7XaTzWaxWCxYrVYODw+prq6mVCqxs7NDY2MjNzc3bG1tEQ6Hubu7I5lM0tLSgl6vZ2lpifr6ejweD2traxSLRdrb2zk/P2dpaYn29nbcbjcrKyucnZ2VBQ2IssxCocDk5CR2u72M0Ig5HIvFwvz8POl0ms7OTqLRKMfHx0xOTlIqlRgaGsLj8ZBOp5mZmcFgMDA4OEh1dTWbm5tMT09ze3tLV1cX7e3tXF5eMjExIZWp4eFhGhoaZM/MwcEBVquVvr4+2traZNKa6LEJBoM8e/aMpqYmjo+Pefv2LalUiru7OywWCx0dHQwNDeF0OkmlUoyNjbG1tSX/f6qrq3n27BmdnZ1otVq2t7cZHR2VK13wQCQCgQB9fX08e/aMhoYGCoWC7LVZWFiQfQICGo1GKkKiuLO3t1eGCpycnLC6usrU1BQffvghY2NjzM3NkUwm2d3d5fj4mKurq/f2DKhQoUKFih8fxGIxampquL+/p1AoyPMVsVgqzi+U9RparZbRQIDLd88hUtN+7/d+j7u7O46PjzGbzbhcLkluNBoNoVCI4+PjspnSuro6crmcDOUR0Ol0NDY2cnp6yuHh4ad+Dr1eT3t7O8PDw/j9fg4ODpiZmSkrxf4sodrSVHz2cDoZ2N8nEQzSCvz3wCHwvyk2EUNx4guptKIpIexcYh5GQGk1U1rIxPNCuS1MzOYIBUV04VQqOBqNRnpLb25uMBgM6PV6qewIQmKz2aRyZDQaZdSzmM8R8zXKgT9l/41SwREzOMViUUrPguDkcjkuLi7wer0cHR3hdDqxWq1sb29TXV3N+fk56XSahoYGMpkM6+vrNDc3s729TSKRIBqNsru7y9LSEpFIBIvFwvb2Nl6vV9rSZmdn6ezslM+by+Xo7e1leXm5bO5mfn6eeDxOJBJhcHCQxcVFFhYWqK+vp6+vT/bInJ2d0dnZSVVVlZSiw+EwdXV1dHR0kEgkmJiYoK2tjba2NtldMzExQTgcpra2FrfbTSKRYG1tjWw2KztmAoEAKysrLC4usr+/T2trq5ytUfbYCIua6LNZX19nc3OTvb09GhsbqampwW6309PTw9nZGRsbG7LPp66ujtraWvR6vbSWpdNpXC4XW1tbbG1t4fP5ZB8PPAxZNjc309zczPn5Ofv7+2SzWVmc5na78Xq9eL3esj4ccZ+yw+b6+pqLiwsuLi7I5XLkcjlOTk4eKTkajQa9Xi9/xN+X+F6JMIWfBGg0mn8A/B+ADvhnpVLpdyrubwT+CPADx8B/ViqVthX3O4Al4M9LpdJ/+4W9cRUqVKj4FPz0T/80yWRSLvQqw4qU1jRxblMsFrEHg/z5wQG/CPxHQBUwMTGBwWDg4OAAn89HMBhkZWWF8/NzHA6HXGzMZDI0NjYCD+E7FouFzc1NaVcTEPO+a2truN3usrmc98Fms9He3k40GuX09BS73f7Z/4OhKjcqPi8EArSuryNyNn4XZGS0QKUSUxkH/VR62lO2NeXjhH1NaXFTDuEJ1Uj5mkqrmlB2RCGnCBYwGAxy1UTEOhsMBpm6JmxrYj5HECKRxAafxEMriZQgUGKlRKvVksvlqKqq4uzsDLPZjFar5eTkBL/fL+1KHo+Hvb09bDYbVVVVbGxs4PP5sFgscqbGarWyvLyM1+vF7/eTTCa5v7+npaWF4+NjUqkU3d3dmEwm5ubmsFqttLW1cXJywvz8vEztEif+sVgMr9fL2toayWSS7u5u2aszOztLQ0MDXV1dXF1dMTk5ye3tLYODg3i9Xpnm5XK5yiKfl5aWZD+N2+1mbW2NmZkZ7u/v6enpkV09os/GZrMxMDBAJBLh5OSEt2/fsrm5KVeFRJrb8vIyU1NTnJ+fYzKZ5H02m421tTXGxsbY29ujVCrhdDrp7e1lYGAAh8PB+vq6TEUT5a52u52uri5GRkaor6/n9PSUmZkZxsbGSKfTZStdDoeDaDTKixcv6O3tlal3iUSCN2/eMDk5yfr6OicnJ09GZJpMJnw+H83NzXR1dTE8PMxXvvIVnj9/Tn9/P52dnUQiEerr6/H7/VRVVWEwGMpKZZUk/8cdGo1GB/yfPLgvOoFvazSayinX/x3441KpFAP+MfC/VNz/28Dfft7vVYUKFSp+UHz729+W7hBlp59QaZTnLEajkWKxiNlsltY0C/BzPJyDTE5OSpu13+9Hq9VK9cZiseByuf5/9t49uLH8vu78XBBvgHgTAEGA72c32a+Z7tYjHsXerCdel9eK7Fhy4mylkjh2JU42q82mlEoq0XrtSrLeeKN45ZTjWJVkS7KjpBIla8malV0bKZFmRv2afrD5AkHiQeJNEAQIguAD+wf0/fUlu0eyNJoZz8w9VV0EgQvcCzQI3PM753sOhULhzNxzIpFQReN6aJrG9PQ07XabdDr9XT2nvr4+gsHgG3xlXh+GcmPgzcPoKEOPHrEzP0+A3vzNDr0kNYHMyAgJ0Nu55HcZwpdGXv0250/g9GqQvvRKhtfMZvMZZUfIjCSdyeq3rISfnp4qdaavr08N3wnBcblcisQIAdKnqcnvotJI541euZL5Hin87Ovro9Fo4Ha7aTQaKsigUqkQDAY5PDyk1WoRCoUolUpKFcjlckSjUSwWCxsbG8RiMWw2GxsbG0SjURVA4PP5mJ2dVWlpMzMzbG1tsbq6SiwWY2FhgaWlJe7du8fs7Cwej4e1tTXu37/PxYsXlZVLemy8Xq9KShO71+LiIg8fPiSRSHDhwgWKxSJ37txRis21a9dIp9Ok02l2d3eZnZ1lYWGBQqFAMpnk1q1bT6k4qVSKcrnM9PS0OrFPJpOkUiny+TxTU1MEAgGuXr2qghPu3r1LJBJhbGyM/v5+rly5Qq1WY2Njg5WVFTKZDKOjo4TDYTweDwsLCzSbTXVs2WyWSCSiIi/tdjvj4+OMjo5SLpfJ5/NsbGywsbGB3+9ncHCQUCik3qeiykxNTbG/v0+1WqVarZLJZEin08qm5vP58Hq99Pf3P5WiJu9ru92OXVfQZkDhBpDsdrspAE3Tfgf4ceCxbpsLwP/0rcv/H7qPIU3TngMi9Gq6nn8rDtiAAQMG/rB43/vepxwIYoc/OjrCZrOdcZbA2bnL5MgIxXSaCD1r2r8CPv3pT/Mbv/EbVKtVwuEwwWCQUqnE5OQkmqYxODjI0tKSSlUD1CJnJpNRbgWB1+slGo2SzWYJh8NvmhLz3cJQbgy8ubh4kcA3vsE+Pb/Ib9NLUtNDr8roAwTOF3fq53D0l/VzNvK73E+u0ys5+rkb/czN+a4c/VyOEBhN0zg4OFAfJKLgtNttRY6EDEnYgPzsdDpnSIz4ZmVOR5LWpFBUrG6yWiPzNi6Xi5OTE3Z3dwmHw+zu7tJut1VsI/QiGLe3tzk9PSUej1MoFGg2m0xOTrK3t8fGxgazs7P09fXx6NEjgsEgw8PDKjJ5fn5ezdEcHh6e6amxWCyq/+bOnTucnp5y7do1zGazGqi/evWq6t25e/cuXq+XyclJ7HY7jx49Ym1tjUQioYIF7t+/z9ramuqfERXn/v37HB8fMz8/r1qP79y5w9raGmazmfn5eS5dugTAgwcP1PFGIhFVrlkul3n11VdJJpMcHR3h9/u5du0aCwsL9PX1sbS0xO3btykWi3S7XaXS3Lhxg2g0SqlUYnV1lfv371OtVtX/cyQSUSWeo6OjHBwc8PjxY77+9a/z+PFjyuXyGWXG5XIxPDzM1atX+eAHP8ilS5dIJBJomkY2m+Xhw4d84xvf4Bvf+AYPHjwglUpRKpXY3983yju/PYaArO73HE93Cd8HfuJbl/8U0K9pWlDTNBPwj4H/5U0/SgMGDBj4HmAymXj/+9+vLPp6J4o+FloWZMWi5vR4+DffeowfAqLA6uoqfX19quMmEolwdHSkiqwHBgawWCxn+m1MJhPxeJydnR2azSbnMTExgcViYXl5+Y9Mv5qh3Bh48/H+9+P68pfp/Mk/iR34j8APggodANQQvl69EdVGv5It0c76beDJoL6ekIhVB54oRPohf5F2ASXpCs4rPvKhIr+LIqOfuxElR6xveiVHH/0sqy76Xh4hO0Kgjo6OcDgc7O/v43Q6VUS11+tVas7R0RHlcplwOEy1WuXo6IhYLEY+n8fhcBCPx9na2uLw8JCxsTFln5qammJjY4Pl5WWmpqYol8usra0Ri8XUTMzi4iJzc3OUSiXS6TR7e3tcunRJ9ebEYjGuXbvG8vIyy8vLDA4OcuXKFVUkWavVuHDhAsFgkOXlZW7fvs3+/j5Xr15VK0C1Wo3Z2Vmef/551XWzs7PzlIpz+/ZthoeHGR4exu/3s7m5ydbWlkqIi0QiXL9+nVwuRzqd5pvf/CaJRIJEIqHUH7lPPp9Xt0nnTLlcJp1Os7S0xMbGBolEQtn6pqenGRsbUxHZDx8+xOFwMDg4SDQaxWq14nA4GB0dVcOVMmtTKpXo6+sjEAgwMDBAIBBQcc9ms5lAIEAgEFDvX5mz2d/fp9lsks1mz3xR2Gw27HY7NpsNq9WqIsT7+vowmUzqp7xf+/v7vw9/vO8IPMt/d/4b9m8C/5emaX8e+BqwBRwDfwX4UrfbzX47G5+maX8Z+MvQOxl46aWX3tAB1+v1N/wYbweM437r8U49duO4v7+YmJhA0zQajYaqpGi1WsqGJiiVSqpPz2Qy8Vngr9NbXP4Y8E+AX/3VX+WDH/wgmUwGTdNYWlpiZWWF0dFRAPL5POVymY2NDXX+dXJyokqjZR5HD5ldXVxcJBqNflfP7c14zbU/KiwL4Pnnn+/evn37e77/Sy+9xIsvvvh9PKK3Du/UY/9ujvtjmsbn6MmFZXrNuavntjGbzerEzWw2Y7FYzpzEye/6fzJQ/azrz2/T19enfop6IdtJmIAQDLGIyYkjoAiTEBKr1aqIiljrnE6nImV6H+zx8bEiNvpeHCFqemucRDtKBKQEDpycnPDo0SMVAGAymWg2mwwMDNBoNOh0OsRiMeWhHRoaIpfLoWkaw8PDKhFsYmKCfD5Po9FgdHSUbrdLOp3G6/UyOjrK6uoq7XabyclJTCYTa2trWK1WLly4QKVSIZPJ4Ha7mZubo1gskslkcDqdXLhwgVarxepq739WijuXl5f58pe/zI/8yI8wOzvL/v4+y8vLtNttEomEGsSX62KxGOPj45yenpJMJlU6mjxeo9FgbW2Nvb09fD4fU1NTyiKYSqUoFotYLBZGR0dV03Kr1WJjY4Nyuaxy+mOxmHrdxS62t7eH1WolHo8Ti8Uwm8289NJL/PAP/zCVSoVcLke9XkfTNILBINFolGAweMYi2e12FdGpVCoqia+/v1+Rmv7+/m87F3N6ekqr1WJ/f1+l/elLPL9TYtoLL7zAV77yle/pc0XTtDvdbvcdYdHSNO39wCe73e6L3/r9bwN0u93zczWyvRtY7na7cU3TPgv8AHAKuAEr8OvdbvcTr7e/N/o9Be+Nz/s/SninHje8c4/dOO7vL46Pj5mdnWVra4twOEx/fz8OhwOXy6UWgvf29nC73TgcDvb29rBYLNR2dvjd1VUmgdvAdXo2s9/+7d9mdnaWaDRKMplka2uLD3zgA2pR9pVXXmFkZISxsTF1DBLac+PGDRwOx1PHKI6Fq1evfldlnW/kNX+97ypDuTHwluF3ul3+iqbx6/Qii/5fegQnp9tGFBy9zKr//Vkng/oZGn0hqF6lEdXmfDra+QQ1gX5IT9M0tTIiGfL6GSFZRbHb7cqGpi/5hJ5yJNtZLBYVJKDfh8zjyPGaTCYODg6w2WzqfmazmWazqRQci8WCz+ejXC6rtJJcLkcsFmN3d5d0Ok08HqdSqbCxscHw8DCVSoXV1VWGh4dxOBwqjGBmZoZkMsnS0hIzMzNsb2+ztrZGJBLh0qVLLC8v89prrzExMcHCwoIa2p+enuby5cssLS1x9+5dJiYmeP7553n8+DGPHz8mGo1y4cIFHjx4QK1W49atW0xPT3P9+nXW19fJZrNUq1UVE7m5uUkul6NarTI1NcWFCxeIRqOsrq7y2muvqcLOq1evks/nSaVS3L59m8HBQcbGxpibmyMej7O+vs7a2hpbW1uMj48TCoW4ePGisuXJviUdLRQKEQqF2N3dJZPJkEqlSKfTRKNR2u02mqYxMDDAwMCA6gyQ3gCr1UokElFfOufnbfb29tjZ2WFnZ0eVo5rNZnw+Hx6PR83b6PtpTCYTbrf7dT3Mp6enT8Wen4+dfo/gFjCladoYPUXmY8Cf0W+gaVoI2Ol2u6fA36aXnEa32/2zum3+PPD8tyM2BgwYMPB2wGw2c/PmTf79v//36hxDFjwtFos6v5HFVzm/sH0rWODv0xsonAZWCwWOjo4olUpEo1EGBwfJ5XIUi0Xi8Th2u51gMKjSReV7SeZ2M5kMMzMzTx3j9PQ0e3t7PH78mOeee+5NL+r8djDIjYG3FL/e7fL3NI1fBEaA3wdeAEq6bfQFVZI0pic4epwnPpJuJdGI+qhpfR68vtBTDyE9ou7oyZL++ESpEVJjNpsVmdEHD0g0dKfTUURN7Gd6IqcnOKIkyHFIQejR0REmkwmr1Uq9XldKRaPRwO/3U6vVcDqdeL1etre3CQQCWCwWNRR/eHjI5uYm0WhURTsGg0FGR0dJp9Ps7+8zNTVFOp3m0aNHjI6OqiS2RqPB7Ows2WyWtbU1QqEQly9fZm1tjaWlJaLRKNeuXWNtbY3h3kWRAAAgAElEQVS1tTV2dnaYn59na2tLhQY4HA5lZXv06BGRSITJyUkGBgZYWVlRxaFjY2PqukePHjEwMMDU1BTXr19XQ/6VSoWxsTEGBwcZGBhgc3OT7e1tSqUSIyMjDA0NceXKFarVKuvr6zx69EipUn6/n8uXL1Ov10mn02o1SkiOz+dT6pBY2VZWVrh//z7xeJxAIIDT6WR8fJyxsTGq1Sr5fJ5cLkc2m8XhcBAOhxkYGMDtdqNpGl6vF6/Xy9jYGEdHR9RqNXZ2dqjX66ojQNM03G43Ho8Ht9uNy+XC5XK9brymyWQyAgaAbrd7rGnaLwAv0XNffKbb7S5qmvaLwO1ut/uf6I36/QNN07r0bGl/9W07YAMGDBj4HvCTP/mT/O7v/i6tVguPx6MWaC0Wi/qekHMG6eCz2+38W4uFv/+tc6k/S4/ofOYzn+Hnf/7n6XQ6KnW1UCgQj8eBnuvjwYMHVCoVVfhptVoZHBxke3tbLY7qYTabuXjxInfv3mV5eZn5+fm3bZHNIDcG3nL84ukp/8Rk4m8AM/QIzh+nl6QmEIKjh17N0Vtyzisy5+933nopxEeCA/Sr5fqVj/PzO/qYXUCtSsjMjSgtsqIi6oxeyZEOHCnulH2JfU1KufSdOPJ8RVk6OjrC5XKp8lCAWq2G3++n0WhwfHxMKBRS4QMDAwMUi0WValIoFPB4PMqm1mq1mJqaYnNzk9XVVSYmJtjd3WVjY4NQKMT8/Dyrq6s8ePCAyclJfD6fSkubnZ2lVqupuZwLFy7g9/uVmjI7O8vVq1dZXl5mfX2dQqHAlStX1HxMrVZjenqa559/XikplUpFXSepYrVaTfXIhMNhkskkq6urbG9vMzk5ydTUFLFYjPX1dVV4OTExQSgUUrHZ6XSa+/fv4/P5GBsbw+v1cunSJdUVtLGxQTabZXBwkHg8Tn9/P7Ozs0xMTJyZubHb7WrmRmKbQ6EQR0dHVCoVSqWSOm6n06mOwev1omkaFotF9edAj3g3Gg3q9Tp7e3sUCoUzCoykpDkcjteduREi/l5Ft9v9EvClc9f9Pd3lfwf8u+/wGP8S+JdvwuEZMGDAwBvGj/zIjxAIBCgUCmcKz+UcRZwggCI7fX19HI+Pc2tlhes8ITdf/OIX+bmf+znK5TJDQ0NEo1HW1tZoNpu43W78fj8Oh0PZ4AQjIyOqU+/ChfOJ+9Df38/U1BSrq6uqTPztgEFuDLz10DT+xukpv2ky8bPAAr0M1v8GaHxrk263q1SY3l3OnrjpB/31twkBeNaJnv4PH3rE4fDwELPZ/FRBqGzb6XSUkiJKkP4xhIyIgtPtdlVUo6yeSMKa3W6n1WrhdDqVyiNxjkJe9FHRclxyWV8yur+/rwiT2WzG5XJRq9XweDwcHh6qmMednR06nQ6Dg4MUi0Xa7TbDw8NsbW3RbrdV4ef6+jpjY2NUKhUVLjA+Ps7GxgbNZpOZmRlVDBqJRLh8+bJSM0ZHR8/Y0sbGxrh69aoqCI3FYly9epXFxUUVGjA3N0coFHpKxQmHwyqZTK/siCIkkc9XrlyhXC6zvr7Oa6+9RjgcZmJigkuXLrGzs0MymeTRo0d4PB7GxsaIxWJEo1G2t7fJZDLcu3cPv9/P2NiYioBuNBpks1lyuRy5XI5wOKxITiQS4X3vex+VSoWtrS0V/xwIBIhGo4RCISwWC4ODgwwODtLpdKhUKpTLZbLZrOrikXmbQCCgBjWtVqsq+JT3frvdZn9/n/39fVqtFgcHB1Sr1TN/E0//WWlnAgU+8IEPvO62BgwYMGDgnQW73c61a9f40pe+pBZLheSIMwTOpqZ1u11sNhufpTdvMwHcBF5tNFQx+NDQEOFwmPX1dfUdq2maWjAUwgOoeVQpD3+WbToWi9FqtcjlctjtdqUGvZUwyI2Btweaxs8eH/M5s5k/Q++P7ovAnwRa39qk2+0qW9qTuz1tE5MBfFFz9CqOXtXR29wAJenqe3H0je9ysqhXa/TXnVeJJOpZr9ocHh7icDhUXLWkqjmdTpWuJj/1XTgWi0VZ1ODJzI4ct81mU4Tp6OiIdruNx+Nhb28Ph8OB0+mkVCoRDAbZ39+nUCgQjUap1WpqJqdarbKxsUE8Hmdvb49kMkksFsPlcrG1taWUi1QqxeLiIuPj4/h8PmVTm56eVj0vfr+fS5cukU6nWV9fx+v1Mj8/Tz6fJ5vNUqvVVFmmzOoMDw+fUXF2dnaYnJxU9rNMJsPOzg7j4+NcvnyZcrlMMpnk3r17RKNRxsfHuX79uiIPlUpFJaFdv36dQqHA5uYm9+/fV0QmHo8rWT2TyXD37l38fj+JRIJAIMCFCxdot9tsbW2xvb1NsVjE5/Op8jKZuTk4OKBYLFIoFHj8+DFms1lZ0Xw+H1arlVgsRiwW4/j4WNnQqtWqiuB0OBx4vV7VcSMSv6ZpOBwOHA7HU43Q+gh0fUnte3zmxoABAwbeE/jIRz7CV77yFVX2rV8cFdu72WxWC6dynvD/OJ3841aLPuBngFeBX/u1X+OTn/ykcpdId97ExAQmk4loNMrGxgbb29tMT0+rY0gkEmqRb2Fh4ZnHOTExQbvdJplMArzlBMcgNwbePvT18Wc6Hb5gtfJhepFF/wH4MUDWp09PT59JcPSQmGdJJwPUCrdYyfTWL/2wnaghklYmkPucH4gTYiPbiJKiDwEQEiUpa0Jw2u32meskfMBmsylFRz5khBwJqZEPLXl+ojiJcqNpmkpKabVa9PX14fV6qVaruN1urFYr+Xwev9+PzWYjl8sxMDCAw+Egm80SDAbVSb/b7WZiYoJ0Os3q6irj4+NKDQkGg8zNzbG+vs6DBw8YGxvD5/MpBWVqaopgMEgymeTOnTtMTk6esaVduXKF5557Tg3rSylnKBRidXWVpaUlCoUC09PTSsVZWVmhUCgwNTXFjRs3zszdjIyMMDw8TDQaVY+5vb3NyMgIsVhM9f2k02nu3r1LKBRidHRUJaVtb2+Ty+V48OABbreb4eFhBgYGmJiYYGRkhHw+r+aGXn75ZaXMnI9/LhQKFItFtre3sVgsigT5fD7MZrP6vdvt0mw22d3dpV6vU61WVTeR1Wqlv78fl8ulggQcDsdTSqEQHwMGDBgw8N7Chz/8YT7xiU9QqVTOdPrpKyXknEQ/h2MbGeEPlpb4YeCj9BqNX375ZQCKxSKjo6Oq161araq+m0gkQrFYZGxs7EwZ+vDwMKlUinq9jtfrfeo4NU3jwoULPH78mGQyyfHxMSMjI2/ZoptBbgy8vbBY+HC7zUt2Oy8CPwz8G+BP0yuhgKcJjj4d7XyBlV6lkT94sf/IvINAZm4E5wnQ+a4b2UbfSSP7kOhmfS+PWNVOTk5ot9sqYlHmbuQx9LM5NpuNdrutIqblQwp4ikQdHR2dSVez2+00m021T4lJbjQamEwmAoEAtVoNu93OwMAA5XIZl8vF4OAghUIBu93O6OgouVyOzc1NRkZGqFarrK2tqYQyUW0mJiaoVCqkUil8Ph/z8/Nsbm6ytLTEwMAAly9fZn19nZWVFUKhEJcuXeLRo0cqGW1mZkaRl9dee41YLMbCwgLlcplUKsWtW7cYGRnh0qVLlEolUqkUd+7cUYloEl+5vr6u0tAuXLhAIpEglUqRTCbJ5XKMjY0xNDSk0mCy2Sy3b98mFAoxMjJCIpFgaGiIYrFINpvl8ePH2O12EokE0WiURCJBPB4nm83S39+vZmkCgQCxWIxAIKBS0U5OTtjZ2aFcLp8hOtKnIz03/f399Pf3k0gk6Ha7tFot6vU69XqdZrPJzs6Oeh+bTCacTqeat3m9mRsDBgwYMPDuh8vl4tKlS/zBH/yBWgyV8xC9NVkg50VWq5XP0jvHGgD+W+D3Oh2Wl5fVYp0sfubzeQYGBoCe4pLP59WioUBqJjY2Nrhy5cozj9VkMnHx4kVWVlbOBBO9FSlqBrkx8PbDZuPF/X2+5nLxAvBh4F8Bf45e+QQ8W8ERPCtZTY9nJa6J1UzKMcWSpldxxLcqSWvSswNPIqqFeOgJjp6UiFVNAhJMJhOtVguHw3HGsibqjFyWmR/9Sa5+RUY8trK9PqFN0tXsdju7u7u43W6V0BUIBNjb21MzObVajVKpRCwWo1KpkE6nGRoaotFokEqlGBwcxOPxkM1mcTqdzMzMkMlkWFpaIh6PMz09zfr6OouLi0xOThIMBtnY2KBerzMzM6N+393dxel0qlmde/fuqVkcmXGpVCpKnUkmk2xsbFAsFpmamuLmzZuqiLNUKjE2NsbCwgK1Wo1UKsXjx4/J5XJMTExw+fJlarUa6+vrLC0tkc1mlcITi8XY2tpS+wsEAgwPD6uAAOm6WVtbI5VKEY1GGRoaUnM5h4eH5PN58vk8jx49UipNJBLB4/EohUZPdESd0TQNj8ejCJFERksqWiwWU+916bdpNptq9qZarT6V7ic4X+IJcPPmze/mr9CAAQMGDLwD8OM//uN89atf5eDgQC3Q6gnOyckJVqtVLbaKNe1rgQAHOzs46AUL/B49a9qnP/1p9vb28Hg8RKNRMpmMmhl2uVwEAgG2trZIJBLqO6avr4+RkRGVjiqF1OehaRqzs7P09/eTTCZ59dVX1Xexvn7j+w2D3Bj4owGnkxfqdW55vVynV1LRolcJLqP+eoKjJzDfLh3tPKGRn0Ju9LY0+ScJZICKhNYnp0kRqH4f5xUVgURAA4rMCKmyWCxPBQx0Oh01RyM/z8/h6EmVEDBRmEQhkpCD/v5+ms0mVqsVl8ulBghPTk7UTE6n02Fra4tQKMTJyQm5XE7Z1PL5PC6Xi4mJCbLZLCsrK4yMjHB4eEgul8PtdjM7O0sul2N5eZlwOMylS5dIJpM8fPiQwcFBrly5opLQstksCwsLFAqFM4Tm2rVrrKyssLi4SDAYZHJykkgkQjKZ5P79+4RCISYmJhgcHCSZTLK2tqaS0p577jmKxSKpVIp79+4xMDDA6Ogozz33HKVSSbUmu91uRkZGlGKzvb1NNpvltddew+v1kkgkCAaDhEIh9vb2VAz01tYWqVSKSqWiorNHRkao1WoUi0Wl0tjtdiKRiIqA1lvRGo2GmrmRMIK+vj76+/tVTLTH48FsNp/pt4lEImfe10dHR6rEU+Zu5H0s7wO9emnAgAEDBt5d+Mmf/Ek++clPsru7q2xpQnIkmEjOE6SSwmKx4IhE+E87O3yU3iKyi17x5unpqUpRHRwcJJ1Ok8/nGR0dBXozNvfv36dYLDI4OKiOY3BwkK2tLZLJJM8///xTqpEeUrOQSqVIpVKqX298fPxNeY0McmPgjw48Hq5XqzwIBrkE/CVgH/gbuk1ez6Kmh77EU58gcr7gU04Kz99P5ljE8iUFWUJqhBDpiY5e9dErKqLeCEERUiPqjnTlmM1mWq2WChhwu90qaEAUmU6ng81m4+TkRJ3AirVNTnylD0ceu9Fo4HQ6OTw85Pj4GK/Xy97eHlarFb/fT7VaxeVyEQ6HKZVKSkHI5/NYrVaGh4cpFAqkUini8TitVouNjQ18Pp/qxHn8+DEjIyP4/X4V2zw5Ocn+/r6yoU1NTTE0NES9Xufu3buqhHN1dZXFxUUVOV0ul9nc3OTWrVskEgmuXbumYpxv3bpFPB5nfn6eWq2miI/f72d8fJybN28qAlUul4lEIoyOjnLjxg1KpRLpdJrFxUVcLhejo6Oq10ZCDx49eoTD4VA2trm5OSYmJsjn89y7d49Hjx5htVqJRqNEo1FlNTs5OaFSqVAsFpVtzW63q4hoIS4ej4fR0VE6nY6yodXrdTKZjFpxk8Zpfc+N3W5X702r1apsjwYMGDBg4L2HQCDA3NwcX//615UTpNPpqDlh/TmSvnJCUtM+So/Y/DjwOeALX/gCH/3oR5mcnMRut6v6BJmR8fv9uN1ustks0Wj0zCjA5OQkDx48UMrOt4PL5WJhYYFms0k+n6dSqbxp6o1Bbgz80UIgwKVCgZVolBngfwQO6FWKC4Tg6EkL8BSZAZTtTAiKbC8kRR5HT3LkNnlM+SmX5XaZvZFj0tuC9MemT2WToAGZtbHb7bTbbWUtEyLUarVUCZfD4TgzjwOofh55fImrlv3IccljSU9PvV7H7XZzeHjI7u6u6sY5ODggHA6r4fhoNKpOvKPRKEdHR2SzWXw+H6Ojo2SzWRqNBiMjIzSbTTY3N+nv72dubo5sNqtmb+bn59nY2GBxcZFms8nly5fZ3NxkbW0Nj8fDzMyM6tSROZvr16+zsbFBOp2mUCgwOTnJjRs3SKVSZDIZNdx4/fp1RXzu3LlDOBxWMzaZTEZZ2KLRqHpcPclxOp0qPU1seblcjmQyqcpOh4aGGBkZYW5u7kz6WyaTURJ+OBwmEokQiUTodDpUq1UqlYoKK5C5G5nNsVqtStUB1HyUzNw0m03K5bJ6P4rF8FkzNxaLRak98u98z4EBAwYMGHh34Ud/9Ed59dVXabfbHB8fY7VaVUiSnJsI0ZFqCofDwWI8TjWXI0jPmvY54LOf/Swf+chH2NnZIRQKEYvFePToEdVqVSV2JhIJlpaW2NnZUbUF0CNawWCQzc1NwuHwGefL68HtdjM1NcXk5OSb5jB4Q+RG07Q/DXwSmANudLvd27rb/jbwF4ET4K93u92X3si+DLyHEIkwk8mwOTzMKPAJem+iv6vbRBQRgaxmC7mQlfDzFjVZ0RAioI9t1s8zPKsUVB+3q4+K1hMhfUy0bCO3SeeNKDBiMZLUM1FYbDabCjTo6+tTKpAQF32QgnyAiYIjt8uxyXMTtUciqM1mM06nk1qthsvlQtM0SqUSXq+X09NT8vk8Xq+XUChEoVDA5XKpfpxms8nw8LCadwkGg6oEdHl5mZGREUKhEOl0mt3dXSYmJuh0Oty+fVsVgYrl7O7duwwNDXHt2jU2NzdJpVIqZz8Wi7G2tsbi4iJ+v5+JiQmGhoZYW1tjeXmZbDb7TMUmFosp61kmk2F7e5tCocDg4KCKiZb+mdXVVTY3NxkaGiIWizEwMKD6bmQ2x+/3U6/XCQQChEIhOp2OioFeXV0lmUwSCAQYGBggFAqpRDWZu6lUKlQqFZWK5nK58Pv9+Hw+laYmxEdwcnKiZm329/dpt9u0223q9fqZEIxvhxdeeOEPtZ0BAwYMGHhn4ad+6qf4lV/5Fer1uloole8GcXDoF1HlXMPh9fJvczl+nifhAuVvfU8Vi0VCoRDBYBCbzcb29rYiN+FwmFQqpdJV9ZicnOTWrVusra0xPz//h34Ob6Z1+o0qN4+AjwC/ob9S07QLwMeAi0AM+H1N06a73e7J0w9hwMAzkEgwur5OZmKCYeDv0CM4f1+3yenpqVIwhOjolRMp4NTb0YRwyGyCxEiLnKsnD8AZYqAv+9TfR1ZJxMYmt8txQE/tkeMR5Unmc2Sf4ouV+RtZaZGf8iElpEdIkp6c6WeM9NuJfU4k7KOjI1qtFh6Ph/39fTRNIxgMUqvVVHRxtVqlr6+PwcFBqtUquVyOwcFBGo0GGxsbBINBhoeHyeVy7O3tkUgk2NvbY2NjQ3XkyCyODO67XC6Wl5dVD06xWCSXy6ls/VgsRjKZ5MGDB4RCIS5evMjOzg6bm5vcvn2baDTKxYsX1X4ePnyIz+djfHycWCzG5uYm29vb5PN5YrEYw8PDJBIJpQJJCszw8DDPPfcctVqNbDbLxsaGUqmGhoa4cOECh4eH6j7pdJpXXnmFaDSqSJI831KpRLlcplKpqFS6cDisCI8+ArpWq7G7u6tUHQCn00l/f7+yrrlcLvr6+tTv5yGKo37mRt9ULTBmbgwYMGDg3Yl4PK5IhdjO9ecqcm5z3uEi1rSfp0cAfgr4NPCpT32KX/7lX1adOYODg2xubipbvKZpxONx1tfXaTQa9Pf3q2NxOByMjY2xvr5OuVxWroS3E2+I3HS73SV45pfojwO/0+12D4ENTdOSwA3g5TeyPwPvMYyPM5xMkp2cJAH8PXoE5xd1m8hKhSSDAGeIiV5N0du4pPhKEkaE7OjJiz5FTYiPXqmRZmB9wICeXJ1PPBMIqbJareqyyMfyOPo5HLvdroo/m83mU8loQsCE2OhtanJ88lwkOUVihPf29nA6nZycnFCtVvF4PHQ6HcrlMsFgkIODA/L5PMFgkJOTE7a2tvB4PMRiMQqFAvV6nXg8Tr1eJ5VKEQgEGB8fJ5fLsbS0xNDQEMFgkEwmQyaT4caNG4TDYTY3N3nttdcYGhri8uXLpFIplpaW8Pl8zM3NUavVzszZPPfcc2xtbSmrWSKR4OrVq2pG5+7duypIYHh4mHQ6rYo4Y7EYo6OjKuZaHkPI2aVLl9R8kAQI+P1+RY6EwElqXCaTwev1Eg6HCYfDTE5OMjExwd7eHuVyWREdTdPwer0qCloioIeHhzk9PVVWtEajocIJ5L3jdDqf+udwOFTAhVjVDBgwYMDAexMvvvgid+/epd1uq8UtWfAVt4cQHamXsNvtFCcmSK+vM0LPmvZp4JVXXuH09JRisajmTqU3Tob+5bpMJsPFixfPHEs8HqdUKrG2tobX633bZ0PfrJmbIeAV3e+5b11nwMB3h4kJEmtrbE1NMQT8r/QIzi/rNtGnhMATK5n8kzkWvbpzdHSkFBS9hU2Iiyg+ehvb+dkdeEJi9ERHiMV5FeV8Mpvs6/wcjvhj5XEkIECKP0WJOTw8VGRLAg+EKMmHmtjvhNhJepu8ZtJgbDKZcLlcKmzA4/FQrVax2+34/X52dnawWq2Ew2F2dnZoNptEIhH29/fJZDL4/X6VQCaERxLV7HY7k5OTPH78mM3NTZxOJ9PT09RqtTOqzcnJCalUirt376qUta2tLTKZjBpufP7559nc3FQfuhIYsLW1pWxp4XBYpaLpSY4oLmKvy+Vy3Lt3j/7+fhVrPT4+TqFQYHt7m8XFRWw2G4ODg9hsNubn5zk8PFQJaWtra8qSFolECAaDeL1eRXSq1So7Ozusr6+zvr6uBjV9Ph9er1fZ0gSHh4fs7e3RaDRUFHSlUjnzfuvr68Nms2Gz2dS8jRAe+T+W95xESxswYMCAgXcfPvaxj/FP/+k/ZX9/n8PDwzOLpZKkKuc7EkpktVqxO518jt4s8/uBcSB1fMxXv/pV+vv7GRoawmazEQwGKRQKjI6OYjKZMJvNDA0NkU6naTabuN1udSwS+Xznzh1WVlZYWFh4m16VHr4judE07feB6DNu+jvdbvc/vt7dnnFd9xnXoWnaX6aX+EskEuGll7730Zx6vf6G7v924p167G/VcTv/xb9A+0t/iRjwS/QIzj/U3a5v6j0+PlYqiAxb61PN9OkcpVJJEZLz/zRNe+qy/IGLxQ04M3+j/yn3FTVH7isnq3JMovDIZf02stoiP202G41Ggzt37igrnAwTSly0XrmR49ErV/pghPMdO+LbPT4+xul00ul0OD4+xu120+l06HQ69Pf30+12eeWVV3A4HDidTnZ3dwEIBoO0Wi1efvllnE4nPp+PnZ0dvva1r2E2m8nn8xSLRf7zf/7P+P1+PB4P5XKZ//pf/6uKT242m3zzm9/EZDIRDodxuVwUi0W+/vWvY7PZiEajWK1W8vk8X//611WLssfjoVKpqNfG5/MRiUTUPNGrr74KgNfrZWBgAJvNxu7uLpVKRUVoy3Ck2WxWBOW//Jf/QqvVIpfLEQgE8Hg8mEwmDg4O2N3d5e7du4qg6u1l8v7odDo0Gg0ajQbNZlORWukQcLlcOJ1ONZOlh8yWtdttjo6OztjRhDCft6MJFhYWaDQa78jPFQMGDBgw8O0xOTnJ2NgY9+/fV+c84kbRp6bpF3tPT0+x2WyK3ECveuOXgN/6rd/iQx/6kCIuErRTrVaV1SyRSLC1tcXm5uZT8zVSG7G2tsbW1hZDQ2+fpvEdyU232/0T38Pj5gB9Jlwc2H6dx//nwD8HeP7557svvvji97C7Hl566SXeyP3fTrxTj/0tPe4PfpD83ByDwD+gV/D5v+tu1nfVwJNiQ6vVqkiN/nKj0cDn86lyTpPJpBKo5L4yUyM/5Xr5J6vmehKlX0XXp1jp9yPEQ+xugCoIPT09VTM2crs+4e3x48dcuHBB9eNIEIH04oi6JPs/rzjps+j1HT6Sxiavk1jixL5mt9tVCIHFYsHn81Gr1Tg+PiYajdJqtajX6/T39+Pz+SgUChwfH3Pjxg1MJhNf+MIXiMfjvP/971cWN03TuHnzJmazmXQ6zdHREQsLC0QiEba2tqhUKtjtdv7YH/tj9PX1kUql2N/fx+Px8KEPfQhN09jY2FDH9/zzzxMIBJT97OTkhHA4zA/+4A9itVrJ5XJsb29zcnKC3+/nfe97H36/n1qtxtbWFtVqFU3TCIfDDA4O4vP5ODg44POf/zwzMzPq9QmHw0SjUTweD91ul3q9ruxoh4eHypIWCoUIBAI4nU71Hm02m9TrdXZ3d6nX6+oLSN9vI/+cTucfKipTb6uUf1ar9R37uWLAgAEDBr4zfuiHfoiHDx+qzjyxoMtCqYQOiZvj+Pi45w5ZWOD+w4dcpmdN+yUgm83SarVUSqnf78dut7O1taXIjdlsJh6Ps7m5+dTsDfT6bHZ2dkgmk7jdbrxe71v+msCbZ0v7T8DnNE37VXqBAlPAN9+kfRl4r2B2lsHHjylcuEAU+Ef0FJx/rNtEP3uit+nICZ/+uuPj4zMEQhQMeBKjq7eVCTE6D7GY6QmE2MRkv0Igzh+XvqdG9ivS8nk5WYIL9CEKYk87b6GThmJRe+TxZDtRm8TyJv0+ovzIB+Xh4SGHh4d4PB4ODg6o1Wr4fD7a7TalUgmfz4emaeTzeRwOx5nwAfkw3N7eVvHHPp9PWdMmJiao1Wpsbm5it9sZHx/n4OCAXC5HuVwmkUgQjUbZ3Nzk8ePHuN1uxsfH6XQ6pNNpHjx4gNfrZXx8nJOTE5XW5mkVZWQAACAASURBVHA4GB4eVna17e1tSqWSss6NjIyogf4HDx7gdDoZGhpibm6Oo6Mjcrmcsp7JcwoGg9y8eVNFZYt1zW63q9CAqakppqamaDQaKiEtmUwCPeIYCARUKppY4brdLq1WS6k6zWaTUqnE9vaTtSCz2YzD4cDhcKg4aCHhVqtVkWkh0EaQgAEDBgy8N/DTP/3T/OZv/ibtdlvFQYutXQKFzGazSmKVBdC+vj4+C1wGZoFrwF166s3HP/5xxsfHMZlMxGIxUqnUGRtaPB4nl8uxubn5TPvZ3Nwcd+/e5dGjRzz33HNvy3zoG42C/lPAr9FLk/uipmmvdbvdF7vd7qKmaZ8HHgPHwF81ktIMfF8wN0d0cZHSxYuEgf+DHsH5J7pNRJaFJ+ECAjnBF0uPPl5ZlBP9yaF+dkbmc4SA6LeR4T39iomQKVF1AGUhkpNRsZIByp4mz0HIkhAgIWJCVPSqjT5N7eDgAKfTycHBwZkeHT0JExIox6Sf+ZFjbrVaasZjb28Ps9mMy+WiVqthtVpVIagkre3v75PP5wkEAvT19VEqlVQR6O7uLsVikePjY8bHx8nn86ytrREKhZienmZra4uVlRUVKCBBATabjeHhYfr6+tjc3OThw4d4vV5mZmZotVqk02lee+01/H4/U1NTdDodNjc3WVlZwWazqejnUqmkyIzb7SaRSHDz5k3K5TJbW1usra2RSqVUWtr4+DiVSoV8Pq/CDkZHR4lGo8zMzDA1NUWlUqFcLpPL5chms4rohEIhRkdHGRsbU4SwVqtRLpfJ5/NAL+df7GvSl6PHwcEB+/v7HBwccHBwQLvdptFoUC6Xn3pPvx6MKGgDBgwYeHdjYWGBRCLB8vKysi7LOYUsdumTVOV8x2q18nteL/+wXsdET725S8+N89f+2l9TVjQJEcjlcszOzgK9BbdEIsHGxsYz1Ruz2cz8/Dx3797lwYMHXLly5S0PGHijaWn/AfgPr3PbL3N27tuAge8PLlwg/PAh5YUFBoD/k95A16d0m0h/zflIZrksJ/j6zhB9ZOL5SGd9IaIQGD2etVquT2oT+5e++0agJxTyuEKARMXRF4fKfSwWi0pLk1Ub/U+LxaJCFIScSXS0fq5Hnq/sE1CzOIBKZjs5OVGrN0dHR8qC1u12qVarOJ1OFSdtMplUbLSki4VCIVqtFnt7e2oAP5/PU61WicVihMNhcrkci4uLhMNhZmdnFQlyOByMjIxwenpKOp3m/v37BAIBLl68qPZx9+5d1YfT7XZJp9Mkk0nS6bRKXNvZ2SGTybC0tKTCAhYWFmi322xtbam0NJ/Pp247PDxU1jdpVB4YGCASiTA/P8/JyclTREc/vzMwMEAsFqPb7apktN3d3TMKjcViwePx4Ha71RxOMBh86r0i7weZu5EoaCHN+vetoeAYMGDAwLsbmqbxoQ99iJWVFTqdjvo+kIVMfVWF3qLmdDppj4zwtQcP+OPATwN/C9jf32dxcVFVGchMa6FQYHx8XJEUUW82Nja4dOnSU8fldDqZn5/nwYMH3L9/nytXrijS9VbgzbKlGTDw5mJ+noH796lcvkyInnJjBX5Ft4kMbuuLNPU2MUkSE+hP9uUk/3wCGzxZDZEPEP08jygiehVGf399oprs6/yckF7lgSeKTrfbVRa0TqeD0+k8k4p2/vkBKiRAVB4hPfL89YEG+nQVSWHTNE2RJZPJdKYE1O12q44cv9/P/v4+1WqVQCDA0dER+Xwep9NJOBymVqtRqVTU/E2xWMRkMhGNRjk+PmZ7e5u+vj5FAra3tymXywwODhKNRpWyIwOLh4eHZDIZ7t27RyAQYHZ2VsU5379/H4/Hw/DwMGNjY0/12Fy8eFGRGUleC4fDDA0NMTk5ST6fJ5/Ps7S0pOZrvF4v73//+1Vkc6lUIp/PY7PZCIfDhEIhRXR2dnZUUlqxWETTNDwej0pHE2ucWNIkEnpvb4+dnZ0z70OJgbbb7SolTS5L+aoBAwYMGHjv4qMf/Sj/+l//a1qtlnKuSMiSkBuxsNvtdhqNBk6nk76+Pv5v4I8Dg8CLwJeAX//1X+fixYvKyhaPx9ne3lYJpdA7D0okEqRSKer1+jNna3w+HwsLCzx8+JC7d++ysLCg5k/fbBjkxsA7F5cuEXrtNcpXrjBAL1zADvxvuk1EwYGniYSQE71cqy/d1HfawNlBfD3RkSjm8wN85yFKjH6VXa8M6W8X6Af+5Xa5jxCdg4MDFenscDiULU0KO0XNkejo8zM5QnD0ljV94pr4dwFarZZ6bs1mUyV81Wo17HY7Ho9HFYEGAgH29/fVbI7X6z1TDCoEQ+xjzWaTTCaDzWZjZGSEdrut0tUkd1/6c/r7+5mcnKTT6ZDNZnnw4AE+n4/Z2Vna7TbZbJZHjx7hcrnOzNmIMhMMBonH40xNTbG1tUWhUKBYLOJ2uxkcHOTatWvKZlcoFEgmk9y+fZtIJMLY2BjT09NUq1WKxaKKobZarQSDQUKhEDMzM2iaRqPRUEQnk8mQTqdVqpq8JqFQiMHBQaBHZCUGWv41m02q1eozE9H0KYDn38eXL1/+Q/0ZGTBgwICBdy5u3rxJLBZjdXVVJZx2Oh0cDseZxVh9yJEsfH4tEqFZLOIG/gI9cvP48WOOj48pFAqMjIwoV8b29jbDw8PqXGhoaIitrS3W19e5evXqMxfb/H4/ly9fZnFxkTt37jA1NaVSTN9MGOTGwDsbly8z8OgRhfl5ovQKPm3A39VtcnJywuHh4Zm76QMF9IqH3pMKZ2d2zkcpn79N+m6ECIgKok9Vk22FZOhnfiTVTB8woA80kO3kPhI2ILM+0OvMEWVHnqMQKdler+IIGZN4SJnnAZQqJK8hoGaLxLMrxFFio9vtNm63WykYDoeDQCCgyipDoRCdToft7W0cDgdDQ0Ps7u6SyWTo7+9nZGSEnZ0dUqkUTqeT0dFRRXr6+voYGhpSkdLLy8u43W4mJibodDpqpkYfMpDNZlleXsZqtRKLxbh27RqVSoXt7W0ePHiAy+UiFotx/fp1qtUq29vbrK2tsb6+zsDAANFolMnJSXK5nEprS6VSeDwewuEwMzMzmEwmdnZ2qFQqStHp6+tT4QHRaJSxsTGOj49VSpo8Z/l/ttvtquSzv78fv99PJBI58549Ojqi3W6rkIejoyMV2y3/h/r3pqHqGDBgwMC7HyaTiQ984AOsra1xcHCAy+VStntxiuhVHJndtdvtOCMRPl8s8heA/x4IARXgd37nd/jZn/1ZhoeH0TSNeDzO/fv3KZVKaka0r6+PsbExlpeXKZVKT31nCbxeL9euXePx48csLy+ztbVFIpEgFAqdWTT+fsIgNwbe+bh4kejKCrmZGeLA36Gn4PxN3SZyci+QlQxJHtNfL3Ytuf480XjWH6Pc51klnXK7nHzqV1L0ROc8OdKnu+lX7eVkVuYv9Alo+rkaUW1cLhftdlv9LiWhAj3pkRADCVjQBw/Iao+QNVF0JHxAAgfEqub1emm32+zs7NDf34/T6aRcLmO1WtX8zdbWFi6Xi2g0yu7uLul0Go/HQyKRYGdnh42NDVwuF2NjY0+RHKvVyvb2NsvLyzidTsbGxjg5OVFzOw6Hg3g8rjpxNjc3yWQyhMNh5ufnVTKbkJlwOMz09DSapiklRxLTjo6OmJ2dxWQyUSqVKJVKJJNJkskkPp+PUCjE2NgYs7OzqjtHCA+gCjwlsW1iYoLj42OazabqwJHAAEFfX5+ypUlams1mw+l04vf7z8yBGTBgwICB9y4+9rGP8bnPfU51osnCp3xHy+WjoyMcDocKCTKbzXyGnmpjAf4cvTnmz3/+8/zMz/wMu7u7aqHO7XaTzWbPBOBIbUMqlSIUCr3u95Ldbufq1auUSiWVgGqxWLhy5cqb8noY5MbAuwPT08TX19mcmGAU+J/pKTh/nSftsaI46ImGEB6ZW9GHCsgJvn5e5nzJpt4ypic2sp3+sYS8iAVMr+bo51/0HTX6qObzgQd6siQqkV5tkaACUXH0q/snJyfY7XblqT2fqCYqjrw2cj+x6ulT4yTc4PT0lP39faxWK5qmUa/XsVgsajZnf38fr9fL8fGx6q8JhUI0Gg0KhQIejwe/30+1WmVvbw+/308gEKBSqbCxsUF/fz/j4+MqQEBmdGKxGPl8npWVFex2O7FYTKk7a2trWCwWYrEYw8PDlEolisUihUIBr9dLPB7HbrcrIlMoFHC5XAwODnL9+nUV/VwsFvnmN7+J2+0mEomwsLDAyckJpVKJcrmsiI7L5SIUChGNRpmamlLkTmZ1JEDA4XDg8Xjwer0EAgHi8bgiqc1mk1arRavV4uDggHq9TrFYfOotLyEUz7KlAW97Q7QBAwYMGHhr8MILL+Dz+ahWq8qaJgXg510n+rlah8NBY2GB1YcPmQb+Ij1y02g0WF5eJhQK4ff7gV6IwPLyMrVaTV2naRqTk5Pcu3ePdDrN+Pj46x6jpmlEIhHC4bAK1XmzZnAMcmPg3YPxcUY3N0mOjjIJ/AI9gvNzPCE4cmIuBOLw8PCMlUc+BIAzJ4yiwuhndOSx9B05ehsZPJmlkSABPfQDf0IU5HHkw0dPhOCJnU7fjyNkR+xqoqhINLQMEUp3TavVUjM6IlOLJU62bbfbaJqm1CAhOLKdXJZjFXuayN1iW5PSShmG39vbw2Qyqa6cSqWC0+kkFAqpoXohNdVqlVqtRiAQUL+nUincbjcjIyO0Wi1yuRyapqlSTdnGbDYzODhIIpGgVCqRTqfJZDIMDAwwNzfHwcEB29vbKjQgGo1y5coVms0m29vbJJNJ1tfXCQQCxGIxZmZmmJycpFgssr6+zvr6Ol6vl4GBARYWFlRiXKVSUbM1FotFrXhNTk5is9loNBrU63Xq9boiPPI+cblcZwo8o9HoGYujWNI6nc4zbWnnibthSzNgwICB9wbMZjMzMzO8/PLLZ+zhcu4i6o0sgsoCpsPhoNls8hngHwIXgevALeBTn/oUc3NzahE0HA6TSqXIZDKK3EDPdjY4OEg2myUSieByub7tsUoIkf4xvt8wyI2BdxdGRpjM5ViOx5kFfpYewfkL9PpwgDNEQNQNQJV5iopyvk9EP8wvl/WpZ/LBIWRHrxTpI6D1So6QGr2iok9T09vS9IECQjj0c0J6wiNqjqTByQecEA+5zWq1qgACsaVJvLCUh0p0ZLfbVR+IQmr0PTzynKH3QSqER2xdEiltMpnY3d3FbDbj9Xo5ODigUqngdrvp7+9nb29PlYVarVZqtRo7OzuK9Ih9zeFwkEgk6HQ6lEolTk9PCYVCTE1NUa/XyeVyAAwMDDA7O0uz2aRQKFAqlXC5XMTjcWw2mwoFyOVy+Hw+YrEYTqdTBQYsLi6STCaZnZ1lfHwcm81GuVw+Y01zu92EQiFFYnZ2dpRiUyqV1Ovg9/vxer1MTk6qTqJ6vf66BZ5WqxW73X6mwFOS0qTI883yLBswYMCAgXcOfuAHfoA7d+4oa5p+3la/UNnpdJRdXWxrXwqF+KVKBTO986VbwPLyMq1Wi+3tbcbGxjCZTCQSCdbX19nb28Pj8ah9Szfc6uoqV65cedsX1wxyY+Ddh6EhZgsFHkajLAD/A72Y6D9Hr1EWzp7sP6tLBFCkQYiHzWZT1+shxEYIiT6CWu6rJy5CakSNEchJqqg++pkcPYmSDyxRkSQEQB+GoLepCekQv6303+j7cIT0yGsi8zliyzs+PlZFofrY6POvkfyut9MdHBxgMpnU/rrdrhp4rNfrWK1W+vv7abfbqkfHarWyt7fH8fExfr8fi8XC7u4utVoNr9fL0NAQe3t7Kl0tFotxenpKqVSiUqng8XgYHR3l8PBQzci43W4VY1koFFhbW6Ovr49IJMLFixdptVoUCgVWVlYwmUwMDAyoGZxkMqnCAiwWyxkiI4rN5uamKh6VjhtJdJMiT701TYpQPR6PKv40m83qddjf36fdbtNut6nX65RKpacIt7wn5D2iJzo3btz4Tn8pBgwYMGDgXYJr166p/jhR9uU7X+8GOZ+a5nA4OB4a4vcqFX6MXufNx4ED4Ld+67f4+Mc/zujoKJqmEYvFyGQybG5unum3sVgsTE5OsrS0RC6XI5FIvE2vQg8GuTHw7kQkwkK5zL2BAa4CH6On4HwM6Og2k8H68zHR+pN2UXTEpnU+JU1PDM5328hczfn+Gf32QnpkhkJ/nWwrSos+fED2r4+L1j8P2a94a/VFoKLayAefPkFNYqP1kdNiVdOnpOn7deSx4Uk3kF7JApSSY7VaabVaQE/NODk5odFofEeS4/F48Hg8ytolQQQSDCCExGw2U6vV2NjYwGq1Mjg4SF9fH5VKhWQyqWxoQ0NDap5le3sbp9PJ4OAgDoeDnZ0dNZ9jtVrp6+tjfn6eo6OjM6loFouFYDBIIpFQYQI7OzuUy2Xy+Tyapqn0s3g8ztzcHO12+0y3jT5EwG63K3uay+UiEAhgt9sVyWy326rAU37qo8X1iWlv98qZAQMGDBh462Cz2bh69Srb29vqO10fbiQuDFmQlfAhsat/BvgxwAt8BPgs8OUvf5lf+IVfoFKpMDAwcKbfptFo0N/fr/YfiUTUjKwEELxdMMiNgXcvQiGu7uzwzUCAG8CfAr4IfBjY120mJ936WRz5qbeT6U/U9dvrPzDOR0W/XnQ0PFFm9I8HTyKk9fvVW9f0l8+XcepVn/P7FCInxyrFnPpiULnf4eEhLpeLg4MDpfScnp7icDg4PDw8041js9mUHU2KTPXWPv3zkfkcUa4ODg7QNA2Hw8Hp6akiOR6Ph4ODA5rNJg6HA5fLpQovJXP/4OCAQqGA1WolEolwcnJCuVzm9PQUv99PMBhUxZ6apjEwMMDAwADNZpOtrS263S79/f1KzalUKqyvr6NpGoFAgMnJSXV9tVrl/v37yne8sLDA8fEx5XKZSqVCoVBQs0SBQEBFP4s9TeZwNE3D7Xbj8/kYGBhgYmICQNnSRLHRl3lCjzDqbWlWqxWLxaKK2GQV7vx71IABAwYMvHfwEz/xE3zlK1+h1Wrh8XhUiJG4NTqdjkpMFYdGX18fFouFlYkJSuvrhOlZ+j8L7O/v8+qrr6rvLOj122SzWTY3N58KrpmenubWrVssLS1x7dq1ty3V0yA3Bt7d8Pu5Ua/zNa+XF4A/Afw+8N8BtW9tIolfcllPGsSKBk9sY+dJkEi9cpsM6cvJvSgZQlJMJpMaytcHAuhPZvXpZOdPXmVf+nhofVy0HOd5m9v5Y9PHRQpBET+uRD3L8Um0tFjMRLESS9vp6akKL9A0TRE+4MxQvBC609NTVSpqMplotVqYTCbsdjsnJyfs7e1hsVhwuVx0Oh1VVOr1ejk8PKRaraq0taOjI4rFIiaTSUVRyryL0+kkHo+rhLZSqaT6dUwmE9VqlfX1dXXfyclJZWWTwlEp/JyZmaFSqZDL5chms9jtdoLBIHNzc2har8i0Wq2STCaBJzM28Xgct9ut7GW7u7uq+BN6q20ybxQOh5Vi1Wq1aLfbHBwcKHtaq9Vid3dXvbbfDi+88MJ33MaAAQMGDLx78GM/9mN84hOfoFwuK2Vfb5UXp4cs3sqCo8Ph4Mjr5V8Cfwv4EDALLAP/7J/9M27evKlCifr6+ojH42xsbDyl3lgsFubm5njw4AErKytcuHDhrX8RMMiNgfcCPB5e2N/niy4XPwq8D/gq8MNA4VubnCc4wBklRlQRWTEXyIm7dMLI/YVE6EmQ3mYGTyxl8jj6cAG9lU2UFn3ymn6oH56oMfoUM/0x6md99JY3PfE5Pj5WZEUUGlnhkaQVITEyjyN2OX3Cmtja5MNTfyKuDxyQ/YuyYzKZlJJjtVqB3qqRJInJjI7FYsHn89HpdKhUKmoG5uTkhEqlwunpKT6fD5/PpxLVTCYTwWAQq9XK/v6+SlkLBoMMDAyoUIJSqaTUGZvNRqvVolwuk8lkSKVSBP9/9t48TLKyvPv/nNq3rp6enl6mZ2MGmGEYIIgjhgEDGBSjQcCFVYEYo5K4xOV1wxgSkxgNbon7+8a84pKo5KcxMchP1OCGiIiAbAMzDLMvPd1d07V2Vdd5/6i6n77rmeoBmelhmftzXXVV1annnPOc6r7qnO+57/t79/dz3HHHuSalO3bsYNu2bUSjUebPn8/SpUtb1pqTk85MQGpsstks8+bNY9GiReRyOer1uutvUywWO6I10WjU9bbJZDL09PQwMDBAIpFw1p71er1rWpr8PS2CYxiGcWSRy+U48cQT+f73v0+tVutw04QZR1NxVJUbkXLe+komwzvbaeOvB94KPProo4yNjbFt2zaOPfZYYCZ68+ijj3LCCSd0zKGvr4/ly5c7d9OlS5cezq8AMHFjHClkMrykVuNfk0kuBU4EfgK8AHikPSQMQ2q1Wkf6l46mSCRFXus6F4nKyGeyvFt6m4zxa2pEfMg+dGRIhIvU40g9i474iNjQcwI6ftjktTZUkAtlSVGDVqqeP69arebqc2RetVrNhbrFM19EokSBpJZI9qnnrb8D7RSn7aQlshMEAdlslmazycTEBNFolN7eXqanp9m7dy9hGJLP5934iYkJkskkAwMDhGHI+Pg4jUaDTCbDyMhIh31zMplkaGiIaDRKsVhk69athGFIJpNheHiYhQsXup47O3fudGJGDAcKhQJ79+519TO5XI6+vj5GRkaIRCJO7IgYAlz6XT6fZ3h42H130udG0vJGR0f3S2kUgwapB+qWliYpBIZhGMaRwwUXXMCPfvQjKpWKEzfT09MuNU3O5dIuYnJykiAIWm6ma9bwvdtv5wXAlcB7gCrwsY99jL/7u79j+fLlrrfa4sWL2bRpk6uR1SxdupRiscjGjRuJx+MsXLjwsH4HJm6MI4dEgksbDT4Ti3E1cDQtgfNC4F41TJpX6r41Ulsjr7s9+/bNkpImQgT2b/qpBZC4n/nNQrW7mr4zryMxgnZgk+37IkjW1/U+si3Zr4gWicBUq1UXuapWq6TTaZdKNj097aI9lUoFwEV+tEW0not8ByIgtYCT1DVJnROREwQB5XLZiY4wDJmcnKTZbJLNZl3kR9Lt+vr6XB1OEATOWlp63EhtjRzT9u3b3ba1KNm6dSs7duygWCwyMjLiUsZGR0fdtsXBTYTe+Pi4Sz2LRCKuYefixYud+Nq3bx/79u1jdHRU/YsmnKHAwMCAq7GRnGn/IZEbbfup/8aGYRjGkcXLX/5yrr32WsbHx925QbumaWMkcTWVG3+1Wo3P0brx2wdcBFwP3HrrrdRqNbZv3+4iMYsXL2bbtm1s2LCB3/md39lvHscddxyNRsM5kA4NDR2ur8DEjXGEEY1ydbPJ30YiXAOMAD8C/gD4hRomF9XdIjh+t18dJWntIurSyOS91LFoW2Y9Xi7otcOYFi06giJpSH6KGXQ6lMl+fCGjo056ma790VEi6W0jokfmOT093XEXSJaJyJHaG7GPFotoiWRp4wH9Wo5XW2FLNEjEUqVScYJTUuKmp6eJx+OuiHJ8fJxIJOIahZVKJcbHx0kmkyxYsIAwDNm3b5/70V+wYAGxWIxyueyiKz09PSxZsoRHHnmEeDzO5s2bgZZ4kzSxer3OxMQEGzduBHBW0IODg0QiEbffzZs3u/+ZbDZLb28vy5Ytc+JFIjWlUolt27btV1OlDQWkHikej7tol3xXMt7S0gzDMI48+vr6WL16NT/5yU/czchEItFx41SuHcRgoFqtks/niUajPLByJTvWr2chrdS062llfXz5y1/mda97nbtJF4vFWLZsGQ8//DBjY2PMnz+/Yx6RSIQ1a9bwm9/8hvvvv59KpeIMfOYaEzfGkUcQcE0Y8o4g4DpgPvB9Wm5qN6thulZER3Dk4l/seWW5vNfCRF9kdnNGg5moiYgiqUHxU7e0E5rcsZfxsq7sW6I82hJa9qujRvqYRGDIehLB0o5nEsaWnF0ZI85ncrE/PT1NJpNxBgSSoqYjQyJ+RPBoISQix6850n8XiaRJBCmdTjvBEolEyOVyhGFIoVCg2WySTCbJ5/MuHS0MQycyJLVNaoqGhoaIRCIUi0U2b97M7t27mZ6eZmRkxPXu2bFjhzuevr4+BgYGCIKAyclJZwUNkMlkXK2NRMGkb43U40QiEVdbMzw87JqdivGCGApUq9WOu3EHwgwFDMMwjkz+8A//kNtuu41yuezOcZLSrlPSxApa0s2lPcMXgGuAdbTS+O8BbrjhBq666ip2797N8PAwACMjIy5609fXt99NtWg0yoknnsj69evZtGkThUKBY445hmw2O6fHb+LGOGJ5wXe/y2tf9CI+B+SA/wauAr6qxkgRvYgXv1mlX7gtEROJIvhpV3LBqqMt3Wpx5NkXJr5Tmm96ALi7Mn7DLhknrmg6MiTblPlLupmOtsgFtfxI6qiN1OroOpxarebGyQ+niBzAmRWIe5xEyyQKpMWg/C10XYkIIelDJPtIpVJAS/RoEwgRPmLHLCJrdHTUpa3J/KRhZjabZXBwkHnz5hEEgRMj6XSa4eFhN15620Ar2iO9dSR1TjfvTKVS5PN5li1b1iHQJicnGR0ddaJIvs9UKuXMBbLZbEetjf7/8SNyFrkxDMM4Mrnooov40Ic+xL59+5wbmvS3g5m0cJhxUZNxpVKJb/T28p5CgQit6M0baWU//PCHP3Q95mQ7y5cv57777mPHjh2MjIzsN5dIJMJxxx1HPp9n48aN/PKXv2TBggUsWrSIefPmzcnxm7gxjmj+Txjy8iDgq7SafH4FWAh8RI2RegcdbZELRy02RMhIXqsWP/KsG3Xq8bqWRsSQjqKIUJFnLVpkXn7ER6fLyXi5IPZ77Mi+/V49WoxJBEVEhYgXucAXESP718WLsg1dkyPualrwSOTHjzjJsUlESUeftKV0NBqlWq26v5FYb8XJRgAAIABJREFUeZdKrc5GmUzGCSFJtcvn80Cr14xEpHp7e53Rwp49e5iYmGBqaorBwUH3HezYscP9/aSep9lsOoc2+T51rY18LpEbmWc2myWbzbJkyRKXviipamIuMDExsZ8g9dGGAqeffvoBxxqGYRjPTBYuXMixxx7LL37xC1ejmUgk3HlJetJJBobU0WYyGeLxOLHjj+e7t97Ki4FXA++i1R/ws5/9LGeffXZHGtrg4CDbt29n48aNDAwMdDjKakZGRhgYGGDz5s3s2LGDPXv2sHbt2jk5fhM3xhHPv4ch3HILE2edxTzgOlq1OO8ARM5Iypauv9GF7n4ER7ujiajQokGnm+nCehkvaWISMZGaChE8jUajI11M20qLcNFpajp6I/vX+9JiBjp76Oh6HDFI0NEhmYvMVUdyZJn8kGoracDl+kohvwimdDrdIXIkogQzjUL19ytzlot/+f5lHuK6pgWZmBIUi0WXZih+/aVSyYmo3t5eenp6SKVSzmpaanTkeykUCk6gicOaCJTJyUkeffRR933mcjn6+/tJJpPu+ymVSkxMTLBr1y43TuygxRwhlUo54azTIyWS5hsKWOTGMAzjyOVFL3oRv/rVryiVSuRyOZdVonvUSQZFT08P5XLZtXaYnJzkc7R6AuaBy4HPA7t37+aRRx6hr6+vo8bm2GOP5Ze//CUbNmzguOOOm3VO8Xico48+muXLlzM2Nrafy9qhwsSNYQCceSbz7r6brSedxGLgbbQiOFcBU+0hEsGR19oqWaegCf57oCOVSC4+JQfWTzuTi2PtMCaiRyIxfsqaNhjQ68s4EQXaZtp3fZN1tfCR4/RrhSR9TaIcsk350ZSaHG2WIBfjWtiI4AnD0P3YAh2OcUBHXY62kfZT/7Q7mxgvyHq6gF9S5SSVrVQquVS23t5et2xycpJ9+/a5gksxLJD99PT0uPC6NBWVv5GkqYlwLJfL7N69u6PJaTabpb+/n1Qq5QTT1NSUa+I5Pj7eNWojx+cbCvh/T8MwDOPI4uKLL+bjH/845XKZWq1GJpNxN0t1Bol2d63X6+RyuVY/uJNO4tG772YZ8GZa4gbguuuu41Of+lRHA0/JPNi8eTNDQ0POyGc2pHH2XGHixjCEE09k8aOPct+yZRwPXAoM0jIamGwPCcNWLxwdqfFTv+TiVKI6frRE4/elkYt2MQQQx7Nu7ldaXOiojf5cX+DrVDXdpVjPza918RuPaqEj+9XOamI6IIJD7hD5vXFk3rq4UUSi1Dn5kSjfGlr2KxElEV8yXl7Lj7lOY5PvXPKPy+2mZeK+JvU5knaWyWScC5ysLwYA8r1JmlksFmP+/PluDlNTU07syHr9/f0dpgm+4JG5pNNpZwvt237Ld+M38dRROcMwDOPIZMWKFaxYsYK77rrLNX1OJpP7pcRLH7tMJsPk5CTZbJZUKkU0GuVTwIeBNcA5tEyX7rvvPnbt2sXmzZtZs2aN299RRx3F6OgoDz74IGvXru1oTXG4MXFjGJqlSzl+715+2t/P6cDvM2MVvVMN0xfw8iMhhe3yXi74/VQ2MRsAXBRAXotYEFGgHc+mpqbcBa5csMPMRaw2IPBranQDTREo2ohARJWf1qQvprU4kwtqSUnTUSIRZCJYABfh0Gln4pimBY98txKF0K5qIirF4UXEkogeHUHT1tJ+fZSO+kgkTgRlGIYdNtOyrFqtUiqViEaj5HI5J84mJibcfsQpZnp62hVxQkuk9PX1dbi9jY2NdfRTymQyLFiwoEOENptN56ym09U00kytWxNPwzAM48jmnHPO4Z577qFSqZDL5ToaeCeTSXc+LpfLZLNZV3sq5+gbR0b4y+3byQJvYcZR9sMf/jAf+chHKJVKzvlMjAPuvPNONmzYwKpVq56UYwYTN4axP/Pnc3q5zLcyGS4ATgZ+Tiv39D41TKIIwH4CRoscuYgFnOgRUSAXxiJw5IJdLvQl4gAzqWwiLPR4nT6mjQR0Dx3Zhm9aoKM1ukZH0FEqvxZH5q2Fko6caJc1bYqgIzAiWuQ1zNTiyGvpmyOmBYD7nmRbyWSyYz4SBZJj0sJB6mnkOxJRI9vUQke2Jylj1WrVbTedTrtjLZVKHU5wYkoArdQ2Pe9cLtcRthfBI+vLOIncSG6z/tv6UTS/5sYwDMM4srn44ov53Oc+R61Wc+dKsYHWNbuAyziZmppyQqfv6KO5fvt2rgb+EDgGeBj41a9+xfj4OJs2beqI3uTzeZeeNm/evMPauFNj4sYwupFOc0G9zmfjcd4ALAN+BrycVk8cQS6m9UWlvNbhX0GiHH6URC6QJYIgY+VZ35nX+/C3rXve6NocqcnQERyJDmjhIhfPcvHv17x0M0/Qn+vvQEd0YCbaI4YAMk7mLJEeETBSlyNua4lEosO8QCI2gIvmyBz1Z3K8el1/XjptTX785b0IUhFhkUjEubA1Go0O44NcLue+m0ql4uaUSqWcnbRElsScAGbqbnp6ejrqnRqNBuVyedaaG8C5q8l8fcc7wzAM48hkzZo1LF68mAcffJBareZc08RYR86VckMxlUq5XnHpdJrJyUk+G49zdft8+iZaERxoRW8++MEPUiwWO4wBli9fTqFQYP369eRyuTnvadMNEzeGMRuxGG9oNnlPJMIHgV7gRuANwBfUMN0Lx7/Q10JFIjmCXCj74wAnRsSZDDp76EjalbaR1sJHLrZlmRY6ImxEmIlo8qM++ljkwlpHpfSFtB4nxyoRHP0sYkaOSyI1knYm2xZxJSl6El0RwSJW0mEYuvC5fHciiOT7kfX09y+RFzlenQqm0/xE6OjGobI9bXIgfyOx3ISWQ5v8qEtdjXwm0Ru/j9Hk5OR+0RtpPioiRv7G8rm2BteixtLTDMMwjmyCIODss89m/fr1rgWCnC90M+5sNutSzCQlPJvNUi6XWfC853HTD37AucAfAX8B7AN+8YtfsG/fPh555BFOPPHEjn0ef/zx3HHHHfzmN7/hWc96lqtvPVyYuDGMAxEEfDAMuTgI+CKQAv4ZOBp4HzNW0c1msyO9Sl8sa5Gg63RERMgFs0Rt/DqXblESedYX/kBH6pWfKufX4MiyIAg6HMhEQPgmBHKcMk5bTnebp96PPnadzqd/ZOU70E5pWijI8lQq1fFdS8RHnNDK5TKRSMQJP/m+UqmUEzWSDihCsfWn7uwbVKvVXORKjk2+J/l+5HsRoSVz0BEg/X3KiQNaAqtUKnXsXxp1+pGX6enpjrS3A3EgAwvDMAzjyOLSSy/li1/8IpVKhXq9TqPR6HBp1YZFjUbD3SDMZDLO9fQTwLlAD/Aa4OO0zt8f/ehHufbaaykUCs5hFFo3GU844QTuuusu7r77bk4++eTDajBg4sYwHgdfC0P42c/Yc/rpDADvBVbQsoqutceEYehSqOSiXlLTdAG/PLrZQsNM5AVm7syj9iEuY1rU6JoXSbmSC3NdT+NHaHSNjZ6fXi4X/L7A0fP10+W0SJB9a5trvS9tqiDj5Bi04NFualInJAJPhIHUtcj6WtiIMJD3Ijok5U0iSjJ/LeB0dES2D+yXviapZFqwJJPJDqMHaSgKLdGWTqc7BIlEePT3F41GSaVSpFKpjr+HH63xRaZhGIZxZHPKKaewcOFCNm7c6G64SSRFbvTV63V34zCTybgoTzabZWxsjInnPpcHb7uNVbRS0/4JmAZ+/OMfU6lU2LBhA6ecckrHfvP5PGvWrOGee+7hrrvu4sQTTzxsEZzIYw8xDAOAdesYePhhHmy/vYRW/Y3v1F6v1116UrVadT8m+q6J2DKKUJELYklx85fJejqtS4/VVsCy3tTUVIdVsL9MLrb1hbss96Mx2iwA6EiP61bUri+25Vmn7WmnNR3Z0nUxMledjie1LyLedPpZtVrtECDynUnUR1tPl8tlN3/9uW9BLWLFFxAyN0FHaWSekq7WbLZ66lQqFarVKvF4nGQySTqddrVGk5OTTE5OOqeaVCpFLpcjn8+Tz+dJp9NuTtVqlWKxyPj4OGNjY+zdu5exsTHGxsbcsrGxsUP5n28YhmE8TYlEIpxxxhkAzhBHu5sCzsVVnuXclMlkWjfXMhk+0d7eCuCV7dfNZpN/+Id/YN++fa4dgmb+/PmccMIJlEolfvWrX1EsFuf+gDFxYxi/HUcfzaq9e7ml/fZ04FbA78fbaDScsKnVatRqNRqNhivokwtvcTDRy3TYWN7LhbkWKlpI+O/1cllfLtZlnNSSyHuZo1zQy35k292iAlqcyLr+/PS8gY656bnKfuUzbVkpP8QS0ZD0OVmuj0/S2STSI8cpQkaiO5LWJulu2rRAjkEiV7J9nRamj1eLKqlhku9eIkRSvCnHKYJHCjwTiQSpVKrDrECahxaLRUqlEqVSyaUN5HI5crkcPT095PN5enp6Ot4bhmEYBsBll13m0rblmkDOTX66fLVaJZvNdhji1Ot1bl25EpEv7wXkauCWW25hcnKSDRs2dDW+6e/v5+STT6bZbHLHHXewYcOGDsOfucDEjWH8tsyfz5nVKte33x5Dyyr6Rd4wucteq9Xcs4gdETNa2Eg0QMSNH2HR0RpfNOj3uqjfj75oUQEzaWDacEDvR8/HF15a9OgaI0FHcOS13q6O+PgRHJ2SJetKepi81nVD2jBAojAyH9mntp0W4SO1Mr5L29TUlLPoFhElYsivGdK1TECHaBTk2LXQisViJBKJDke6arXaEeWJRqNO9GQyGbLZrKvp0n8TWadSqVAqlQ7b3THDMAzjqc9pp53G8PBwR2aJPodLpCaZTLqIjVwPSG+3waOO4qPt7Z0InNd+3Ww2+cu//EtqtRqbN2/uuv98Ps9znvMcFi5cyJYtW7j11lt54IEH3M3FQ42JG8N4IiSTXNFs8hftt73AfwFv84bJBauIGulwrwWORG8kkiMCRcSPTknTkRsdzfEjLH5am/5M5qUjPtokQKOLDbWQ0ZEWvVzPUfajL/Kh08VLRz70dnR6nKwvxwJ0pH/J8WkRKKJDp7BpYShCRuabSCQ6UtUk91hHrKT2R/apXeek9kfvy49MybHr71r+9vI3FiMEET3aOlqES7lcduJHHhJFklqhJ7MztGEYhvHUIhaLsW7dOoCOc51f5yr1p/K6XC6TSqVcVsN/Ll7MeHub16jt33nnnezcuZMtW7ZQLpe7ziEej7Ny5UpOPfVUFi5cyN69e/e7OXioMHFjGE+UIOADYcjLgRIQBT4C/AugS+bEaEAEjURx5OGnpckd/m41M34qlIggLWrkvS9+tODxRY/ss1tdjRYYun+OPj4/WuTP2z8GX8x0q8nx0+10o1M/0gS4O0/apECLCt04VB+rn6omTjHyXowCZB3pCSBRGHlIBEbbWOvIjsxFRI2OqongkXnqyJ48ZEw0GnUCSD90rxvDMAzD0FxyySUuNU2nWss5FWb6vlUqFTKZjDsXZ7NZms0mR510Ev/U3t6pwDlq++985zuJRCI8+OCDHdkXPplMhmOPPZbTTjutoz3GocTEjWEcJP8ehmTvvBMJxl4F/BDw+/Lq+huptdAhYr/mxk9R89PDtNjxxYMfNfAFhh/98VPcJIKkC+V1ihfM9M7xxZYgP246hUynnXUTMN1ea8EkgkabHshDo13mxAlG1tECS2pydGqabz6g/wYijiqVilsnEok4waQjWr57mvzdJLrip/BJzZMg9T7aclpH3rQIFuGsH4ZhGIYhnHXWWQwODrqMEZ1VADiTnnQ63ZGaJjU4cr7814EBJPFZR2+2bNnCzTffTKFQYPv27Y85n7mK2oCJG8M4NJx8Mkt37uSn7bfrgNuBk71hckEqdRK6DkdHdPQ4XafR7Vnf5dfCoJv5gF4OM7bM2kpa3MEkYiNjdH2MCCKJVPjiyjdBgE7zAXnvR4D8+iD/x3c2MaTnIa+1OYJOYxMRIpbKsg0RMv57ERzigCapaTIGcNsU8RKLxahUKh1/J90NWn938n1L5Mc/Vi2u/L+hFpC6qepcnjQMwzCMpx86Na1UKu137pabgpISLQKnVqsRjUbJ5XI0m01WrVvHZ9vbPIvW9Y5w3XXXkUql2LBhQ0fbg8ONnQEN41AxNMTp1SpfaL9dAvyUGctEQeondGqajt74JgP6WcSHXPT6UZNuaWt+0T7QUSvjmxAAHREHXffhR0q0mYBfryOfd0szm01w+RfuWgjpqIUILh3N0XU62mxA5qVTxSR1TUd0RGzIZzoVLQxDJ1jkbyDNzXR6WjKZdIJTthmJRNxYmYtsQyw3fTEmgkzmLUJMfy+ybf/Y5fsyDMMwDM3FF1/sUtPkppy2g5aUbknXzmazLrU+l8s50fN/8nmq7W2+X22/VCpxzTXXEIvFuPfee7teFxwOTNwYxqEkmeQ1zSZvpdXgKgN8HfgwrZocjTYY0MXhfr2FTlnTdR9+FEfXz4j40cLFTz/rZvfsb0u7p8GM6NFiRZZr8dEtSqPH+aJFRIdeXz7XQsgXRnqfei7+HLqJGX3XSvfPEdGgXVxisVhXC2n9w51MJp1JgcxJGpbJtuW7lB444s4mkSCprYnFYq7ngB/90t+9/H/o76dbmp5hGIZhPP/5z+9ITfPNiqTeJp1OU6/XnUFNpVIhGo26SM5J557LP7e3eS5wptrHD37wAzZu3Ei5XObBBx/sMou5x8SNYRxqgoCPhSHRG290riL/C7iJ7g0/xfnKFzl+w89udTm+2OnmnuansYlQ0WJGix0teLRdpFxMywW0Xtc3MegWpfEjD91qdlpfX3BAwSP4USFtFS3MlsImos2PBkmERkfF4vF4x3cmbmj6+LXNtCwT0wFdwyNRHIn2yDympqZajdJSKWc44AtK+VtoRzR5iDjSwtgwDMMwNPF4nHXr1hGGoYve6IwCOSdKFoBEb+R8l8/n3c2/j6bTiC/a3zPT9wbgzW9+M8PDw+zevZuNGzcevgNsY+LGMOaKF72Ivocf5u72298H7gDWesPkYlZ6nEiqmo7kyAWyjsboRlzaHKDbGF/oaCEz28MXCfID2C0FTC+X8XJx7keD/EhMN8HTTfRo4eDX4+hokI4s6W3pYn0d4dBdmnUdjnymhZsIKCnY11EcLZzEdECLs2QySRAEzoxA/j7RaJR0Ok2j0eiIDmnnO+l1I8LLN6GQ/ejaG8MwDMPweeUrX0kqlXINPQF3TpMbeGIsUK1WXZ+bSqVCMpkkmUxSqVR4zktfysfb2/xd4Hy1j/Hxcf74j/+YkZERNm/ezJYtWw7rMZq4MYy55OijOalY5Cvtt0uBnwCv8YY1m80OJzV5iMiZmpqiUql0jeboGo1uqWp6mZ+G1i3VS4sJ/V7mqUWCvrDWhffNZrPDsUyiMbJdwY/GdEsn01ElWUcv75aa59cGybZ1SpefRifCTO5k+eIGcO9lPfH+13P1e+Y0m01SqRSNRsNFd2SddDoNtPoOyDZEkEokJxaLdTiidRN/OlqnzR4MwzAMQ3POOecwMDDgUtMkBdvPXkilUi4zI5fLuZtvPT097jz2hf5+xtrb/TCdbTB+9rOf8aUvfYmBgQE2bNjAI488ctiO0cSNYcw12SyXN5u8BWgASeCfgc/S+UMArTQ1nZYmfXAkbU0uvLWwEaGjL2x9dy1fxPiCwI+saOc1eWiBoVPRZN4iCHTqmizTURa/NsQXJHJhrh++YNFRF41f26NFjCzTQgtmUtckaqPD8rqmRvfO0WYFunZH20QLfhqa5DVLjY6+YybRoXQ67aI8evtaaOp6IanRkQhPKpWy6I1hGIaxH/F4nNNPPx1o3Vjz62jlvKKjOGImIBEduYn33HPP5a/b2z0WeBOtc6XwoQ99iPvuu4+RkREeffRR7r77bieS5hITN4ZxOAgCPhGGxP7nf9jVXvR64Ee0ojma6elpl6Lmp6ZJN3pJSRLxo0WOL3D8VDUtbg4kfvQ6IhJkudSk6EiDLtIHOpzGtPXxbPvv1kNHPpdlWlz4IkmQH+ZuhfXa0tov0vfT3Xxx45spiGuMvtvlR5gSiUSHOGk0Gq5vjZ+2JqlrUrzp303TJ51EIkEmk3GGBRIVqlQqlEolSqWSRW4MwzCMrlx00UUuvUzfHJU60Hg8TrlcJp1OU6lUiMVibnwsFiOfz7vz0s0rV3J/e7vvB4baBj7QuvF51VVXMTY2xjHHHEOhUOD222/n4YcfnlORY+LGMA4nZ57J0Nat3Np++1zgTuAl3rAwDDvMBXQPHBE63RzV5AdKR3UOFKXxIzx+ipX+TNfZQKdDmQgbcSXTvXJ0Ybwu/JdlfjNOfdfItzaezWhAz0+OS0dvuh1vt7Q7LWa6iSsd/dHvJYLkW2rqqNr09DSxWMwVY+q5a7toifzIPuR7FUEjEZ1SqeQifDpCZTU3hmEYxoE4++yzGRoa2i/lGWbOy81my1AnCAJKpZIzFmg0GuRyOWKxGOVymbWnncaft7ebBz7czk4QgVMul3nhC1/IAw88wHOe8xwWLFjAtm3buO222ygWi90neJCYuDGMw82iRZxWrfLJ9tv5wH/RyleNeUOnpqb2i+JogSOf61Q1iY74qWq+05q+0O+WfqaFAdBVOIhQ8cWMXGhr1y5Z5kdf/HQxbQ6gxQbMRF78NDd/rnqcHqOjOToa4osd/7W/DX9uUosjc5AUNx3ZkR97v4loLBYjGo06wSrbFqGUSqVIJpM0m03nbqPn1S39TgtDwzAMw9AkEgnOOOMMYKahp39OlvOSRG+y2SyRSIRSqUQ0GqW3t9ed/+tnn80329u+HDin7QAqja4nJyc5//zzuf7661m9ejW/+7u/y4oVK8jlcnNyfCZuDOPJIJnkjWHIRcC+9qL/BdwCLPaGiouWpB1JCpJ+iOuJH8nx09S6RXC04PEjHdBZX+MXsUsEAmZc3yRFTYsYuSDXAkSnqM0WUepmjuBHlfwaGj1P6DQtkAiLCDFZ1xdWen3ZphYUeplEWLTY0ZEnERkibGQ79XrduZvp7022LSeGMAxdmpovavS8ROBqcWoYhmEY3bjooos6XNN0G4GpqSnXiy2TybjzeDabdeexnp4eF71ZsWIFbwQK7W1/hlYUJxaLkUgkCIKAcrnMn/3Zn7Fu3ToeeOABlixZMmfHZuLGMJ5Evh6G5Nev5872+3XAr4E/8MZJmprvqKZtoyV3VmyCdaqajuBowSDPWjB0Gy8CR6/nR250wby+EJcfS7kAh5moh5+GBnS811ESnWamI02+aYGM0aLnQOl4sk8/SuNHarqlpOl5yBjZrxZiso6uM4pGoy6dTwtEyXeW9D7JS5bt6mMBnAhKJpOk02nS6bSznTYMwzCMbpx11lksXLjQ3TDV5yJBzmlSJ9rT0wO0oj1BEJDP5935/5wrruB/tddbCnx0aopIJEIsFiOVSrlz2q233sppp53Gqaeeyh133DEnx2bixjCebI49lmdVKnym/bYf+G/gg+yfpibipVuamt//RF5LQ0jd+FMLBL82RxfO65obX1BMT880+RR0sb2Mk2iJL1p07Y2fViVI6pYWKhINkc9kG7r5p59O102IyH61WYLet05j82uCZksL08fuR390up404vRNEiRNTUSPruHRNU9yNywej7vojwhQHYUzDMMwjG7EYrH9XNN0anWz2XJLK5VK5HI5arUa0WjU2UI3m03y+TzxeJxisUg6neYXJ57I/9/e/quBl5VKRCIR5+SZzWadac7tt9/OrbfeOuv8DgYTN4bxVCCV4uow5BJgsr3o3bTc1JZ3GS5RGxE5Injk7ot+1k1AtZW0LnbXF8U6MuBHILRo0Bf52hHMj57o+hFZX0cstDiQcLfM0zcAkP3CTPG+H7URdJRHo7flRze0KPEFjd6X3mY3AaTFoBZd+nvRUSdZLtEc3avGr0sSQSPfgdRdibmAiFvDMAzDOBCXXnop6XTapabJdYJcDyQSCaampkgkEi5FOp/PA63rEKm9kfXWnXEGV4Bzhf00sKJYJAgC16agp6eHnp4eMpkMq1atmpPjMnFjGE8h/i0M6XnwQe5qvz+NVpra5V3GSjpatVqlXC5TrVYplUpO5GhXNR2x0cYCOlXKb/YpF8o6Rc2v3dGpZnKxrkWLX8tTr9edhbKuvYFOsQKdfWb8NDrZhxY/Mi8twnwBIdvXdSndxEy3dDS9HR0F8sf7gkrmoCNOctw6uiQRGH18WoiJ05ocszaP6Bb1MgzDMIwDccYZZzAyMtJxvSDnKp2JUa/XyWQylEolF4Epl8uEYUhPTw/JZJLJyUmi0Sjnvfa1XNHefg74DjDUPr+LpXQulyOfz7tG1oeagxI3QRC8MgiCe4MgaAZBsFYtf0EQBHcEQXBP+/n5Bz9VwzhCWLmS3ymX+cf22zzw5fYj7w1tNBouelMul53gkVocvwGon7bWrSeOFjiz1bXolDY9Xteb6AJ5ES7iKqZ/MGEmCiQX70BHhEMX/wv+a20brdPW/AiMjgBpITKb0Hks8dBtH/7nftTLj0ZpYSTHr00ORBDJeiIOD5Q6ZzU3hmEYxoGIRqOceeaZBEFAsVjsuGkpbQtSqRSVSoVcLkcYhpTL5Y7oTSQSoa+vj2az6VzVwhe8gHe097EY+HqxSH97m7pONJVKzclxHWzk5jfAy2hlz2hGgfPCMDwRuBL40kHuxzCOLNJp3hyG8J3vuPDu5bSiOKd5Q8Mw7HBNq1QqLpKjDQckfU0e+u6/77DmR2u0EHgs1zUtgHR0QtYVxIBAxkqxoYz1I0P6M+1ypr8HjYgl/6JfIiSyjhYY2mBgtnQzX1RoETjbeno/fgqdnqcveoAOwSjfgx9V6rYfwzAMw3gsLr/8cheJkcwP3/1Tzk2xWIzJyUlnYFMul4lEImQyGbLZrOtbc9JJJ/H1xYv5dHsbJwHfnphgsN2cWkTOXHFQ4iYMw/vDMHywy/I7wzDc3n57L5AKgiB5MPuyHdYXAAAgAElEQVQyjCOSF7+YoZ07ubH9djnwY+AvAf9nQZy1dARH/1jpsHM3owG/9kaLGt85Tael+ZEQnRIGM9EI/71czIvI0QX0EtGRKI8/FxFnMmctsHzraJmvTpvzo1NaMOh6GS0UutXPdBMT3YSH4G97toiLToPT6QGNRqNDnOn96O36czcMwzCMbqxdu5YlS5Z03PzUNxabzVYzz1KpRD6fd9cJPT09TE9PU6lUiMVizJ8/nyAImJiYIBqNcsmll/LuTIYvtPezCrh5bIzf27aNRjv9ba44HDU3LwfuDMOwdhj2ZRjPPIaG+IPpad4C1GiJmmtphUuP9oaGYejMBbTI0cYDImzEkECEjxY43V7PFrHRYsaPuPiuXfLe7w0jYkXqcSKRyH41LrJONBrtECK6NkdHWHyB0u11t4iHfn4sx7XZUth8YwUtVGbbfzfRo4XNbGO6iS0TNoZhGMbjIRKJcM455xCNRl1qmpz/oXV+TqVS1Go1YrGYi95ks1kSiQSTk5MEQUAymaSvr89dU0SjUd781rdydSzGx9v7WgB8Ffi3bds4YcMGKqXSnByT7zS7H0EQ3AwMd/nomjAM/+Mx1l0DfAh44QHGvA54HcDQ0BA33XTTY01pVgqFwkGt/2TydJ3703Xe8PSb+4u/+11+uXEj8/70T1lDqyfOXcA7aTXM0pezcmelVqsRj8eJxWLuORaLuZzXSCTinsWPPggCotEosVjr50E+Ewti3QgzGo26z3TBvB9dkFqbjRs3uot2CUlLTYmkZsViMSdmotGoS9uS7Whkf/4dIHmv5+p/Jq9lPn5TTz22Uqlw9913d9T9yDz1MfqpcrPNa7bXsr7sYzYrbL1M1yXp70dSBJ5O/+OGYRjG4eeyyy7ji1/8YofrajweB2Zu9EWjUcrlMrlczomgefPmMTo66pbPmzePcrnM+Pg4CxcuJBqN8q73vIf3f+xj/LRY5FPAIHB6+3HbWWdRvvHGA8zsifGY4iYMw3OeyIaDIFgMfBO4IgzDDQfY/ueBzwOsXbs2PPfcc5/I7gC46aabOJj1n0yernN/us4bnr5z/96iRdx8/vm8BcgCnwIuBF4DbPHGapcuES5iJ6xFTzKZdKJHP8trLXhEiESjUfeZzp/VIkkLj0cffZSlS5fuJ4ZisZi7cI/H4x3iZ3p6mkQi0SF2ZJn8+E5PT7tt+CJI70eW63F6rBYPMg5aBZf33HMPJ5xwgvP+97cr2+n2mRZPsn397Asifzsaf6x/DPqzc889l5tvvvlp+T9uGIZhHD5OPPFEVqxYwV133eVMAVKpFNPT08TjcarVKqlUimq1yvDwMIVCgVKpRF9fH8VikX379rkGn4ODg+zatYtCocDwcCs28p73vpevfOUrrL73Xt4BXA3MA/4HOHkO0tPmJC0tCIJ5tNzf3hOG4U/nYh+GcaTSTCZ5SxjCD37Apvayc4B7gKu6jJdaHElV001AdXqafq/rc3QNjnZY0+YDvvWyX6PTLa1L3uvUNd1gtNYuPJR9AlSrVefgIv1gdH2KXxPku7npZ50yJutDp8mAvPeXz5amJsuA/VLKYPY+On7Kmd5HtxoaP/3Md7HzHdsMwzAM40C8+MUvJgiCjp431WrV3VSLxWLu3C/RmzAMyefzNBoNyuUysViMTCbD/PnzXd2v3Oy88sorecN738tfJZMsAf4cePCFsyZ2HRQHawV9YRAEW2kZOH0nCALJf3gjcAzwF0EQ/Lr9GDzIuRqGoTn7bI4qFPjf7be9wL8A/wEMeUPDMHT1N9ILR8wGxElNN/7UAme2/ji+AYFfq6Md1HQNjK7N0QX9vlOaRGnkh7VerxOLxVwesFzcS6RDR2V0dMaPmmjxMFsamq618YWYnqMIGFmmra911Mw/dhnfTbj41tTdaoH057MJJsMwDMN4vFxyySXk83l3E3RqaqrjJmKj0SCZTFIsFunt7aXZbLp0tHQ6zcTEBNA6j/b19ZFKpRgbG3P1N/F4nIULF3Ldddfxrg98gP8+9lg+/o1vzMmxHKxb2jfDMFwchmEyDMOhMAzPbS//mzAMs2EYnqweuw/NlA3DcOTz/EnYsowWe8KX0rIovKzLcB3F6fbQPXHEVc13WRNBI7bPOkLyWJbR3VzYtJDQrmpTU1NuuTQW01ER7bKmn2X5bGYDutBfv9YRH9/5rVvUCTqFyGOZCci8uxkDPJ6ITjcHtAONNQzDMIzHy4oVK1i9erW7TpBzl9zUq1QqZDIZJ3pSqRSTk5NEIhH6+/tpNpsUi0WXQj4yMkI8HmfPnj2EYehqdKPRKENDQ7z73e+eM8e0w+GWZhjGXPPiFzOydy9fab/tB75CKzd0qTc0DFuOajpVTYSNjuT4qWrifa/T0bTY8VPBfKGjL/ZFxMgPpwglETAiUGRbYkgg69VqNSKRiBNAMp/ZBJfu2eOLGV88aKHQrS5GCxUdhdFRHdmHXlcfn4zR29SCRH938rn/0HPpNnfDMAzD+G244IILiMfj7Nu3z93U1DfVGo0G8XicQqFAX1+faySeSqXI5XLs27fPZVLE43FGRkYA2LFjh6uPlVrep2yfG8MwnkLMn8/lYQg33MDO9qIX04rivBHw749IPq08uqWpaavoer1OtVrtiODo1DPdO0cLnW6CQwsPmBEHOtoiwqXZbLpUNBkXjUZd3Y1sR9LTADdGp47pz2F/Z7Ju6VzdRIUO0fuW09KHRubaLVIjaEHk78O3jJYxflRGRJSf+mZpaYZhGMZvy0UXXURfX5879+vzXTwep1wuk81mXW+bZDLJ+Pg4AAsWLKDZbDI+Pu7MhtLpNCMjI4RhyNatW12KmkRx5goTN4bxTOPlL2d4717XOCsH/BPwE2B1l+H1et0JG6nHkciNRHj8Hjn62a/JkYt2vzZHBE63pptyUS7b03OTCIg2HpDIjawraWnRaLTjWaI7EgWSCJCfwtWtDqibUYIfSZHXflTHT1vT2/EjK9p4QPajhZcWLFpESURLCzwTNYZhGMYTZWBggFNOOYVms0mpVOq4IalvwEWjUQqFAvPnz3fRm1gsRn9/v7uekPNTLpdzTqmbN29mbGxsv9YFhxoTN4bxTGT+fF4ThvC977GxvWgdcCfwF0DcGx62DQek9kabDsgPlTQF1YYDujZHO6j5bmpaLOgoji8qJBIhYki/l4t4X6SIsIEZNzWdNic1O/IjraMv2mVNvgddY6NT0ORZp6xpoaKPRZbXarX9RImOsugao26GAN3ETbPZdHfF/NS5btEdwzAMw3i8XHzxxaTTaYrFYkdqmtw4lOhNuVx2rSQKhQKAMxIYHR0lDEMncNLpNMuXL3d9cTZu3Mj4+Lg79x5qTNwYxjOZc85hRbHIR4BpIAn8NS2R83tdhk9PT1Mul13kplQqOXEjYWptSCAiR4sZ+THUUZtarTarwJnNTlqWy0W7RGB0mpoWPhLuFkEDMw1CRRDIehoRCH6NjF9T4wsXLc60g5vejnZu09uUOcn4aDTaYUIg29P9duRZRJsWWDLWMAzDMA6Gl7zkJQwODrobnjotXM6V0uCzWCzS39/P1NQUpVKJWCzGwMAAjUaDvXv37tcEfNmyZSxbtox0Os2ePXu6npMPBXY2NIxnOtksbw9Dorfdxt3tRWuAW4D/Cwx0WWVqaspFanQkR8SONh2Q1DUd1dFOa35fHL9fjk5P00X/vhiStDWYcVCDmYt96X8DMwX5ciwSzZFnWS7RFD+aJJEjP1XNj47oyI4fQRHhIXU1+jj94n9JMdPL9I++n86mTRFk/3oeJnQMwzCMJ0I6neZ5z3seYRhSKpVcGrqc9+RmYjKZpFQqkUwmyWQyTExMUK/XSafTzJ8/n8nJScrlsquvkfNUT08PRx11FCtXriSTyczJMdgZ0DCOFE49lZNqNd4NlNuLrgQeBN7A/j8Gkqrmu6f5r0XsiJjxjQUkdU2bBvgPv/bGr9HRYkOiFiJwdM2NPIvoEEFTrVYJgsDV6mi3NS18dDTEt5Lulu6lxchs8wdc1EnX4ogA0cfRzUBAojpazMg2dKqdPy/DMAzDeCJcfvnlZLNZisWiMxLShj6lUol8Pu9qcwYGBpiennbW0AMDA6TTaXbv3k2j0SAWi7lznkR9ksmkWUEbhnEISCT4+zAk88gjfKu9qA/4DHArcEqXVcRVrVwuUywWOwwHJGVNIjx+BOdA0Ru/LqdbHxwtLPTFvRYS2mVN1+NIfUutVnPuapK2Fo1GOxzVpPOyLPfraWQefq2QLzB85zTZjkRlZjMJkGOUTs66ZkfynCUi4+9DpwLq2qIjiSAIXhQEwYNBEDwcBMG7u3y+LAiC7wdBcHcQBP8TBMHi9vKTgyC4NQiCe9ufXXz4Z28YhvHUYt26dRx11FHOJVU36JZzVL1ed7bRsViMXC5HoVBw55+FCxcSBAFbt2515zfAPc+lY5qJG8M4EjnqKC4IQ/j2t9nUXnQqcDstZ7W+LqtIYy9JTZNUNS1ytNDxU9QkiuObEcjnfnqaFkF+HU43sSPpX5K6JuO1bbSO1ADubpREeyStTYwAJEok++gWyfFNBnzzAYm6+L11uqWi6V45Or9ZBJi/LX8f+ns6UqI3QRBEgU8BfwAcD1waBMHx3rDrgOvDMDyJVtnZB9vLy8AVYRiuAV4EfDwIgnmHZ+aGYRhPTSKRCC95yUuIRCJMTk6683UYhlSrVVKplOt1U6/XXfQGYM+ePUSjUZLJJCMjI0xPT7N58+aOG3yRSIRYLGaGAoZhzAHnncdRpRJ/B0zR+kF4I/AQcDXgt9iSuzXaSa1UKnVYSEutjq7N0aJG98nRvXL8Ohx9oe7X5+jlvhubRHB09EPMBLSzmo62aPtlETH1et1FdHTfGREcEkXRUR2/p4/fC0cLI8BFkfT8xWBAI3fPABfF0VGf2ZqBHiGcCjwchuHGMAyngH8DzvfGHA98v/36h/J5GIbrwzB8qP16O7Cb7mVohmEYRxSvetWr6O3tpVQqdWQRaIOBer3u3NK0FXSpVHI20IsXL2ZqaorNmze7c5dEb+bqJlxsTrZqGMbTh0yG94YhPPAA31+9mt8H+oFP0xI4fw78wFtFX6zraEs8Hicej7tIg7iqyNhqtUosFnPL5FlHMEQ0iMuKhK3FaUzEgKSU6fVlvzJHEQlTU1MkEgkXRpcUNKBD1PgNOEXgaGEk4kJEiJ6DpIvpOWv0XSsRYlrg+H0EJJIj25P9a0Ek85djOQJZBGxR77cCz/XG3AW8HPgEcCHQEwRBfxiGe2VAEASnAglgg7+DIAheB7wOYGhoiJtuuumgJlwoFA56G08GNu/Dz9N17jbvw89czH1oaIjdu3eza9cuGo0Gk5OTpNNpRkdHSSQS7N69m/7+fsbHx9m7dy/5fJ7R0VF27tzJ0NAQiUTC1blu2rSJDRs2MG/ePObPn+/OnbVa7ZDP28SNYRgtjjuO32824VvfYuPLXsYK4ERat7u/CbwDXM8cQX6YJI0sHo+TSCSc0Gk0Gk5U6PQzLWz0xbq8llxceYh48FO+JA1MO5SJAAA6hMbU1BSxWGy/Z9mmCA5/f2I2UKlUSCaTTvCIIBIxp4WZ7FsKKXVERfYjaGHlGwaIaNMpaPI9ikjUjmx+hOkIoduB+irvHcAngyC4CvgRsA1ouA0EwULgS8CVYRjuF/oKw/DzwOcB1q5dG5577rkHNeGbbrqJg93Gk4HN+/DzdJ27zfvwMxdzHx0d5a1vfSvNZpN0Os28efOYN28e8XicVCpFs9lkcHDQ2T8fffTR1Ot1tm/fTm9vL0uWLCEWi5FMJimXy+zdu5darUY+n2dgYIAXvvCF/OhHPzrk87a0NMMwZggCuPBCVlQqvAcothdfCNwH/D3Q02W16elp56wm6Wp+ypo2HdCua7oGR6eryUW8hMO1TbNvHa3T1STFzbdyFstomHEv813K/CaeunA/Ho9Tq9VcqpqIKanj8et+ZN1areaiNL6ds27wqU0KBP+1FnQSCdN1Qa0/YbBfWtsznK3AEvV+MbBdDwjDcHsYhi8Lw/BZwDXtZQWAIAjywHeA94Vh+PPDM2XDMIynPhdccAHDw8PufC3nWMBlZkxMTLBgwQKmp6cZHx8nlUrR19fH5OQkpVLJndd6e3s56qijWLZsGdVqlUcffZRKpTIn8zZxYxjG/qRSfDAMyW3bxv9tL0oC76KVs/NGIN5lNTEdEHHj98bRdTm6R4587jut6Uag3URNN2tpXUejU+dgxnXNNxeQ6Em37YiQEWEjzzI/wNX1yJzkteQWa2tpnU7mGyMIWljp+XdDRJLvQHcEpajdDhwbBMHyIAgSwCXAt/WAIAgWBEEg57v3AF9oL0/QCkxeH4bhNw7jnA3DMJ7yZLNZnv/85xMEAZOTk+78LDcbJRNhamqKnp4eJiYmmJ6eZnBwkHQ67dLZ5HwWi8WYN28eq1atYuXKlSSTyTmZt4kbwzBmZ2SEq8IQbruNW9uLBmg5qt0HvHKW1RqNhjMdEIc1MRkQYeNHbrSokYt08dcXYeMLHG1I4NtJy1gRESJGZB3AuaiJS5oUSmrhBDMpYlIzVK1WicfjTkTIZ5JGJmlj/l0u/Vqnpkm6mY7g+GP08frNRP1o0BEkbAjDsEFLb98E3A98PQzDe4Mg+OsgCF7aHnYW8GAQBOuBIeBv28svAn4PuCoIgl+3Hycf3iMwDMN46nLFFVeQy+VcKwh9E7DZbJJIJBgbG6O/v58gCBgdHQVgZGSEIAjYuXOny5RIJpNMT0+TTCbJ5XJmKGAYxpPIqadyWrMJ3/gGGy6+mKOBY4CvA7cB76RVyOAjIkFqVIIgIJFIuHocycWNxWJEo9EOQSDLxB9f94GJRCKuLkeK76U+Rz7XAgBwyyRaI6lbUkMzNTVFPB53z9p8QCI98XicarVKIpFwAkciQBLVSSQSQEs46fXlGOQ4RNDIPLQZgW7wqd3adH2RIMd7JJsLhGH438B/e8ver17fANzQZb0vA1+e8wkahmE8TTnllFNYtWoVt99+O+Vy2aWQy3kyk8m4G5l9fX2Mj49TqVTI5XKMjIywbds2tm/fzpIlS1xmg5zL5iqF2iI3hmE8PoIALrqIo2s13gTsaS9+LnAL8J/AmllWlaiDrscpFosUi0WXtqbT2PyGoPp1tyagOtrjp7H56Wk6wqMbYTabTarVqovkRCKRjhodcXwRcwH5XH6ktTgSKpVKh2Mb4FLcdM2OOK+JqYCuBQL2i8z4n8l4PeYIMhQwDMMw5pBXvOIVJBIJCoUClUrFnT/lfJtMJhkdHaW3t5dEIsGePa0rhGw2y/DwMMVikZ07dzI1NUUqleq46TcXmLgxDOO3I5Hgn8KQgUKBv6HVBRHgD4G7aVlOHTPLqpKupgWMCBxJY5uamnINQbX5gDzq9XqHCYEWOTodbTaR46e1iTiQyIf8aIsY0alrWuDIct2Qs1wud9TjxGIxKpWKcy8TURONRt3cJYojecwiTrRRgOxH9wPStUE6SnOkpaUZhmEYc8ull17KwMAAlUrFnS+l91q1WiWTydBoNCgWiwwNDTE1NcXo6CjRaJQFCxYwPDzM5OQkW7ZsYXx8nEgkQiKRcCnhhxoTN4ZhPDHyed4XhmS2bePzwDStH5RX0Sp8+GfgqC6riYDQjUC1wCkWix0RHhE14rYmAkjX6mjBI2JGvxYhI8JAR3J0Yb+IBhEHvnOa1MVILYxsS4SLiBmJmkg0R+YjYXxJhZNoke5rI3U/ckdLRJwIKEnXA/ZzkRPxJ8dlGIZhGAdLPp/nrLPOAlr9dLSpgJzHcrkce/fuJR6P09vby9jYGJOTk0CrX87ixYsB2LBhA7t27aJYLM5ZhoGJG8MwDo6REV4XhkTvv59/ay+KAa8B1gOfoeXN2w1xVxPRItbRIna0lbS2k9Zpa/Ks7aRFDOiojo7ayJ0nbTCgozg62qM/E9Eg76empgjD0JkJyF2oRqPhHNRkWTQadelsgLPAlEiPjJeoTrVa3S9dTTvVyDZ1nx5d22RpaYZhGMah4qqrriKXyzExMUGlUuk495XLZdLpNM1mk/HxcYaGhkilUuzYscOdyxYsWMCyZcsYGRlhz549rF+/viON+1Bi4sYwjEPDccdxSRjCXXfxzfaiOPAG4GFareEXzrKqhLi1dbT/LDU54rqmIzoiekTYdBM72i1NIj06sqOjN9otTVsyi7ABnIW01OOI0BERFI1G3Q8/zERxZC7SL6darToBI8cXi8WIxWLU63WX3yziRQwR9HH6FtaWmmYYhmEcStauXcvq1atd+pk+9wRBwL59++jt7XWRnUWLFhEEATt27HA3BFOpFMPDw6xevZrFixeTSqXmZK4mbgzDOLScdBIXhiH88pd8p70oCbwZeAT4NLBsllUlfUtHciRtTZsQaJtpbSktz3Lxrx86be1AqWvdeujoPjJa8PjjYEb0SD6yRGHELlpS0ORulrisifiRCI+Inng8ThiGLmIldTryEKc0mYvszyI3hmEYxqEiCAJe9apXkUgkmJiYoFxuVdzW63V30y2RSBCJRNi1axexWIzBwUFqtRqjo6OulUKj0SCTybjGn3OBiRvDMOaGZz+bl4Qh/OxnfK+9KAlcTSuS8y/AyllWlZQvP5KjHyJ0/IiOrtURYeOLHd+AQIsDv3Fot146khomy8QoQPfJgZn+NVrsAE7sBEHganRE/IioEdEjfQVisRjxeJxms7nfMeomoLKuRW4MwzCMQ8krX/lKFi1a5M7Jcg4SkTIxMcHAwAC1Wo1CoUBvby/z589nfHycvXv3uhYKEu2R1gmHGhM3hmHMLaedxgvCkNs++lEXyYkBV9EyHvhX4MRZVpUaGC1y/FQ1bUogURztrqbrdXxx4xsR6IcfydECSDfZ1Klo8pnU5kgERXdoFmEjqXjSy0fX4ExPT7v38XjcGRaUy2UXuZF+QdK/R0efxMnNMAzDMA4VqVSK8847j2g02lF7I6nWkp6dzWbZs2cPjUaD4eFhFixYwMTEBFu2bHE3AcUFdC4wcWMYxmFh4vjjW5GcX/2KG4AmrR+gS2hZSH+bVqv4bsjFe7Va7RA48tAiRxsQaKEjryVFTYsabUqgU9Zms5D2++Xo190MCmq1mjMEELEjtToS+REHNJmjiB6JTIVh6MSM9AySY5XoTbfeOIZhGIZxqHjNa15Df3+/SxHXNw1jsRh79uxhwYIFAGzevJlms8miRYsYGBhgamqK+++/n9HRUXdenQtM3BiGcXh51rN4RRgSufdevkTLQhrgPFrNQH8BXATM1rdYxIDU3ehGoJOTk/u5rUn6lraeFpc135RA1+eIABGR40dytKOa7pmjl0lUR/fDEeEjJgXSCFQiOdoWWnrq6Eag5XLZpbpJBEfsocW8AOh4bRiGYRiHgqVLl7Ju3TqazaZr6ilZCdLioFAosGjRImq1Glu3bqXZbLJw4UKWLl1KT08PO3bs4P7773dRnEPN3LQGNQzDeCyOP55XhyFs2MDnjjmGK4EU8Bzga8Am4GPAF4Bil9WlLgdaBY0S1dDF9slk0l34S81KNBp1RY8iCGSMpICJmJDPtAiRWhkZJxESsWuGGYtmqXvRds3iZCYnAX08foqZbF+EEcykqenu0JLypvdpkRvDMAxjLnj961/PD3/4QyYmJhgcHHS1NJVKhXw+z9jYGL29vQwNDbF371527tzJkiVLyGaz9Pb2Ui6XKRQKc+aWZuLGMIwnl6OP5vVhCLt3c+3QEG8EFtBqAPoJ4Frgc8CngK2zbELEgC9URCCIqJHner3u3ut1ZLwWPhKFkdSxSCTiBI62XJZIiYgcLZK0uBFhJFGcaDTqhEsQBC6qI8tF3Mj2tN2zFlYijKzWxjAMw5hLTj31VNasWcPPf/5zCoUC2WyWXC7nzAVisRjbt29n5cqV1Ot1xsfHiUajrFixgkajQU9PD/PmzZsztzQTN4ZhPDUYHOTaMIRymTdks7yNlptaH/Bu4B3At4BP0kpf64YfzZGIjURtdP8YeS1j9FhppilipFqtuloaid6IAJL0MC1gAOdYptPDdCRHoi2C1OLIOvKj32w23X60sJF9yX51+pthGIZhzBVBEHDFFVfw61//mrGxMfr7+6lWqyQSCYrFIiMjIxQKBUZHR130ZmJigs2bN7Ns2TKazSaxWMwiN4ZhHCFkMnw2DGF6Gv7zP/nJhRdyBq0fq1e0H3fTEjlfAcqzbEbXxmjhIr1hdK2KCB9JWdPiRiI64nKmRY+IGj8dTYSIrpfRURsZK4gwkeiLTmvTz4JsR/brj9P7MQzDMIxDzYUXXsinP/1p7r33XgqFAplMhlwuRxiG7Nu3j3w+z8TEBL29vYyMjLB3717GxsaYmppi0aJF7kbjXGAVp4ZhPDWJRuGCCzij3RD0XwDpFHMS8HlaaWrXAUcfYDPiWCamAuIw5ltLixGBmBKIh7+4rmljAjEhEKcYaRyqe+t0s52WkL0WXnqZ31Onm/W0dmvTttX6IdErwzAMw5gL4vE4V155JfF4nL1797pzIkC5XCYIAuLxOFu2bKHZbDI4OMjy5cupVCo88sgjbNiwwTUCPdSYuDEM46nPs5/NH4Uhqd27eTewub24D3g7raagNwMXA7O1BJNCfWkO6ttJS0PQUqnU4bpWLpedS5lvLy3W1L7FtG8zLZEfeS/20LJcCxsxL9CW1LKOFjW+BbUWRHOVx2wYhmEYwqWXXsqKFSucQYDc1ItGo4yPjzMwMEAQBDz88MNEIhFSqRQnnXQSg4OD1Ot1stnsnMzLxI1hGE8fBgb4+zBkab0O//7v/FB99PvAvwHbaEVzVh1gM7pvjraIFmtp3ShUmoP6AkgLHRFIYjGtraal+aYIGi18JGojkR8RPCKCRKTIMh0B0hEfETxa7Oh6HsMwDMM41KRSKS655BIXvZGsCJZHDa0AABLrSURBVKkN3b17N0cddRRhGPLQQw85g5yBgQFWrVplhgKGYRiOWAxe9jLODkO47z4+umYNVwL9tJzW3t5+/Aj438D/x+y1OfJjW6/XnVGAbzYgTmy6Pke7rMlD3Ni0ZbR2bpP3sj1dhyOvpUYIWqJGW0bLOoAzN9C1OoL/3jAMwzDmgj/6oz/ia1/7GuvXr6dQKNDT00O5XKavr49yuczu3bs55phj2LBhAw899BDDw8MsXrwYYM5qQ03cGIbx9Ob443lbGEK1Ct/8Jj+87DLObn/0e+3HZ4AbgC/Sclqb7bJfhI4WM9JrRlzMxHlN20hrQaQFkmyjVqs58wHttKYd1fRnvsARQSOGAdqMwHdck2cTN4ZhGMZck81mueKKK/jABz7Anj176O3tJZlMUq1W6e/vZ2Jigmw2y/HHH8/WrVvZtWsXhUKBJUuWkEwm52ROJm4Mw3hmkErBpZdy9qWXwvr1fHjVKq4CBoEccFX7sRn4EnA9sP4Am9MRHXkvTmnaVlqKJuVZR3J09EZc2ICOfjm6F44WR7ppqO6hox3RtM20YRiGYTwZvPrVr+arX/0q999/P4VCgd7eXpeanc1m2bVrF8lkkpUrVzI2Nsbo6CgbN25kz549czIfEzeGYTzzWLmSd4YhTE3Bd7/LDeefz3lAElgKXNN+/Bz4V+AbwI7H2KRuFCopbCJuJD1NR3Z05CcajboiS522JkJJRJCM0f1rALd9sYwGOtLRtNjRYwzDMAxjrkmlUvzJn/wJ73vf+9i1axf5fJ50Ok2pVCKVSpHP59m6dSuJRIIFCxawcOFCZxc9F5i4MQzjmUsiAS99Ka8IQxgb4+r+fq4ATmt//Lvtx8eAHwNfA/4d2H2ATUpEB3AiRwsWna6me+UcaJmOzHRLWavVah01On56mqSgyXtr5GkYhmEcTi666CJuuOEGfv7znzMxMUFPTw/pdJp9+/bR09PDggUL2LJlC7VajYULF9Lb20siMZu/6cFh4sYwjCOD+fP5jNShrF/PB1at4nJgBS3byDPbj38Cfgh8nZYRwd4DbDIMQ+dQBnREdbSIESGiU9p09EZED8wIFEl10409dRqbIFEbETgStTE7aMMwDONwEYvFeMc73sFrX/tadu3aRW9vL/l8nkQiwa5du1i2bBlLly51NTdDQ0MUCoW5mcucbNUwDOOpzMqV/EUYQhjC7bfzkec+l4uAJUAUOKf9+AzwE+A/2o+Nj7FZHdUB9hM2fl2NfK4jOlr06GiNfi3b1vipaGYoYBiGYRxO1q1bxznnnMO3vvUtdu3aRU9PD8lkkkwmw9atW1mxYoVr5Dk2NjZndaMmbgzDOHIJAjj1VN4ehtBsws9/zidOP52LgIW0hI5EdD4K/Ab4Fi2hcwezu64Juk8N0FW0dDMf8F3VRLj4QkfQjmutwzK3NMMwDOPwc8011/DrX/+aRx99lEKhQDKZJJvNOoFTKpVYvHgxg4OD5HK5OZmDiRvDMAyASATWreMtYQjT0/CTn/Cxs87ifFqpawAntB/vo9Us9Kb242Zg7HHswo/s6P42OuVMCx0tWkTQxGKx/bbhY2lphmEYxuFmaGiIN73pTbz//e9n69at9PT0MDExQTweZ8GCBVSrVe6//34GBwcplUpzMgcTN4ZhGD7RKJx5Jm9tp6799HOf48arr+YCYG17yCLgNe1HE/glM2LnNqDxOHYjNTsa3+ZZR2n8z3zHNFkGM9EiwzAMwzicvOIVr+CWW27hxhtvZNOmTWQyGQqFAkEQsHDhQuLxOJVKZc4yDEzcGIZhHIggoLh8OX8jP8Jbt8K3v813/uzPOAvI0jIkOLX9+AugAPyIlgPbj2mlsNUf5+7CMCQMw66OZ1rA6If+XE4WJm4MwzCMJ4MgCPirv/orNm3axL333suWLVtIpVLU63W2b99OX18fQ0NDc+aWZh3gDMMwfhsWL4Y//VNeEoZkq1X4/vf5EHCnGtILnAd8GLgVmAB+APwVLaOCJ5plrIXP9PQ0jUaDer3uHlNTUx2vDcMwDOPJoL+/n2uvvZbh4WG2b9/Oli1bKJVKhGFIpVJh06ZNc5aWZuLGMAzjiZJMwvOfz7vCkGeFIezYAV/6EtcDm9SwDHA28H7ge7QiO/cC1wNvAc6gFQE6lFSr1UO8RcMwDMN4/Kxdu5Z3v/vdzJ8/n82bN7N9+3ZGR0cpl8vE43Hrc2MYhvGUZ3gYXvUqrnjVq1rvt2yBH/+Yz1x+Oc+jZUYArbtKx7cfr24vawKPAA8A96vn9cDoE5jKXPUPMAzDMIzHy/nnn0+xWOSTn/wkDz30EPV6nenpaWq1GvX6403Y/u0wcWMYhjFXLFkCl13G1Zdd1nq/dy/89Kf87fnn82zg2cBAe2gEOLr9eIm3mQotd7at6jFKKwIkjzotE4Pp9vOmH/+Y/Jo1c3dshmEYhvE4uPzyy8nn83z6059my5YtjI+Ps2zZsjnLMDgocRMEwSuBa4HVwKlhGP7S+3wpcB9wbRiG1x3MvgzDMJ729PfDS1/KNWJOEIYtg4I77uCvL7yQ1bR+TFcCOlifBo5pPx4vf//2t/Os7373EE3cMAzDMJ445513HqtXr+Yf//EfufPOO3nwwQfZsWPHnOzrYCM3vwFeBnxuls8/Btx4kPswDMN4ZhIErejOkiW8X1tiNhrwyCPwwAPw0EN85O1vZzEt+2l5jj/Gpq3LjWEYhvFU4phjjuHjH/84P/vZz/iv//ovTjrpJG655ZZDvp+DEjdhGN4PdFiRCkEQXABsBObGCsEwDOOZSiwGxx7begBvf9vbOj9vNqFYhEIBJiZg376WIJqebj0aDa5ZsYKbNm06/HM3DMMwjFmIRCKcccYZnHHGGXO2jzmpuQmCIAu8C3gB8I652IdhGMYRSyQC+XzrsWTJ7ONM3BiGYRhHGI8pboIguBkY7vLRNWEY/r/27j9WsrOu4/j7066taJHSH2w2lP4iKBKjdNlokbZpArZsla5FxGqNayQ0xh+RmEZLamTrf6BCrCB0jY2FIC0EN2xEulvRCPsHhXa72x+2paUturBuAbWlWMWWr3/Mc+vs9c692733zplz7vuVTObMM+fM+exzn3u/+5xzZuYTEza7FnhPVT250Fmdea9/JXAlwPr169m1a9dSkSZ6/PHHl7V9l/qava+5ob/ZzT19fc3e19ySJB2tJSc3VfW6o3jdHwPelORdwInAd5L8V1W9d4HX3w5sB9i0aVNdfPHFR7G7kV27drGc7bvU1+x9zQ39zW7u6etr9r7mliTpaK3KZWlVdf7ccpJtwJMLTWwkSZIkaaUcs5yNk1yW5ADwauCTSbz+QZIkSVInlvtpaTuAHUuss205+5AkSZKkI7GsMzeSJEmSNCuc3EiSJEkaBCc3kiRJkgbByY0kSZKkQXByI0mSJGkQnNxIkiRJGgQnN5IkSZIGwcmNJEmSpEFwciNJkiRpEJzcSJIkSRoEJzeSJEmSBsHJjSRJkqRBSFV1neFZSb4GfHkZL3EK8PUVijNtfc3e19zQ3+zmnr6+Zj/a3GdU1akrHWYIVqBOwdobT13ra27ob3ZzT19fsy8n94K1aqYmN8uV5Paq2tR1jqPR1+x9zQ39zW7u6etr9r7mHrq+/lzMPX19zW7u6etr9tXI7WVpkiRJkgbByY0kSZKkQRja5GZ71wGWoa/Z+5ob+pvd3NPX1+x9zT10ff25mHv6+prd3NPX1+wrnntQ77mRJEmStHYN7cyNJEmSpDVqMJObJK9P8kCSh5Jc3XWeSZK8JMk/JLkvyb1Jfqu1b0vylST72u2SrrMuJMmjSe5uGW9vbScluTXJg+3+hV3nHJfkB8b6dV+SJ5K8bVb7PMkNSR5Lcs9Y24J9nJHr2ri/K8nGGcv9h0nub9l2JDmxtZ+Z5Kmxvv/AjOWeODaSvL319wNJLu4m9bNZFsp+81juR5Psa+0z0+drlXVqOqxTq886NRO5rVOTVFXvb8CxwJeAs4HjgP3AK7rONSHrBmBjW34+8EXgFcA24Kqu8x1B/keBU+a1vQu4ui1fDbyz65xLjJV/Bc6Y1T4HLgA2Avcs1cfAJcCngADnArfNWO6LgHVt+Z1juc8cX28G+3vBsdF+V/cDxwNntb87x85S9nnP/zHw+7PW52vxZp2aan7r1OpntE51n9s6NeE2lDM3Pwo8VFUPV9W3gZuALR1nWlBVHayqvW35m8B9wIu7TbVsW4Ab2/KNwE93mGUprwW+VFXL/RK+VVNVnwH+bV7zpD7eAnywRj4HnJhkw3SSHm6h3FW1u6qebg8/B5w29WBLmNDfk2wBbqqq/66qR4CHGP396cRi2ZMEeDPwkamG0iTWqW5Zp1aQdWq6rFPPzVAmNy8G/mXs8QF68Ic4yZnAOcBtrek32mnRG2btlPmYAnYnuSPJla1tfVUdhFFRBF7UWbqlXc7hv0R96HOY3Md9Gvu/wujo3ZyzktyZ5B+TnN9VqEUsNDb61N/nA4eq6sGxtlnv8yHr09h5lnWqE9ap7linpmtV6tRQJjdZoG2mPwYuyQnAx4G3VdUTwPuBlwKvBA4yOk03i15TVRuBzcCvJ7mg60BHKslxwKXAx1pTX/p8Mb0Y+0muAZ4GPtyaDgKnV9U5wG8Df5Xk+7rKt4BJY6MX/d38PIf/B2nW+3zo+jR2AOtUF6xT3bFOdWJV6tRQJjcHgJeMPT4N+GpHWZaU5LsYFYwPV9VfA1TVoap6pqq+A/w5HZ5CXExVfbXdPwbsYJTz0Nwp5nb/WHcJF7UZ2FtVh6A/fd5M6uOZH/tJtgI/BVxR7aLadrr8G235DkbXBH9/dykPt8jYmPn+BkiyDngjcPNc26z3+RrQi7EzxzrVGetUB6xT07eadWook5svAC9LclY76nE5sLPjTAtq1xf+BXBfVb17rH38+tPLgHvmb9u1JN+b5Plzy4zehHcPo77e2lbbCnyim4RLOuwIQR/6fMykPt4J/FJGzgUen7ssYBYkeT3wu8ClVfWfY+2nJjm2LZ8NvAx4uJuU/98iY2MncHmS45OcxSj356ed7wi8Dri/qg7MNcx6n68B1qkpsE51yjo1RdapRSz3Ewlm5cbo0zi+yGiWd03XeRbJeR6j04N3Afva7RLgQ8DdrX0nsKHrrAtkP5vRJ3DsB+6d62fgZODTwIPt/qSusy6Q/XuAbwAvGGubyT5nVNgOAv/D6AjMWyb1MaPTz+9r4/5uYNOM5X6I0bW/c2P9A23dn2ljaD+wF3jDjOWeODaAa1p/PwBsnrWx0tr/EvjVeevOTJ+v1Zt1airZrVPTyWqd6j63dWrCLe3FJEmSJKnXhnJZmiRJkqQ1zsmNJEmSpEFwciNJkiRpEJzcSJIkSRoEJzeSJEmSBsHJjQYrSSX50NjjdUm+luRv2uNLk1zdlrcluaqrrEciyaYk10147tEkp0w7kyTp6FmnpJW3rusA0ir6FvBDSZ5XVU8BPwF8Ze7JqtrJjH6J3nxJ1lXV7cDtXWeRJK0Y65S0wjxzo6H7FPCTbXn+Nz//cpL3zt8gyUuT3JLkjiSfTfLy1v6GJLcluTPJ3yVZ39pPTXJrkr1Jrk/y5bmjU0l+Mcnnk+xrzx27wP4uSXJ/kj1Jrhs7YrctyfYku4EPJrlw7LmTk+xuWa5n9CVpkqT+sU5JK8jJjYbuJuDyJN8N/DBw2xFssx34zap6FXAV8GetfQ9wblWd0173d1r7O4C/r6qNwA7gdIAkPwj8HPCaqnol8AxwxfiOWq7rGX2D8HnAqfOyvArYUlW/MK/9HcCelmXn3D4lSb1jnZJWkJeladCq6q4kZzI6Gva3S62f5ATgx4GPJc8eZDq+3Z8G3JxkA3Ac8EhrPw+4rO3vliT/3tpfy+iP/hfaaz0PeGzeLl8OPFxVc6/1EeDKsed3tksV5rsAeGPb5yfH9ilJ6hHrlLSynNxoLdgJ/BFwIXDyEuseA/xHO4I1358C766qnUkuBLa19kmn2gPcWFVvX2R/S52m/9Yiz9US20qS+sE6Ja0QL0vTWnAD8AdVdfdSK1bVE8AjSX4WICM/0p5+Af/3Rs+tY5vtAd7c1r8IeGFr/zTwpiQvas+dlOSMebu8Hzi7HbWD0eUBR+IztEsHkmwe26ckqX+sU9IKcXKjwauqA1X1J89hkyuAtyTZD9wLbGnt2xhdBvBZ4Otj618LXJRkL7AZOAh8s6r+Cfg9YHeSu4BbgQ3zsj0F/BpwS5I9wCHg8SPIeC1wQdvnRcA/P4d/nyRphlinpJWTKs8YSsuR5Hjgmap6OsmrgfdPuFxg0vYnVNWTGV3w/D7gwap6z2rllSStLdYprSW+50ZavtOBjyY5Bvg28NbnuP1bk2xl9ObPOxl9Ko0kSSvFOqU1wzM3kiRJkgbB99xIkiRJGgQnN5IkSZIGwcmNJEmSpEFwciNJkiRpEJzcSJIkSRoEJzeSJEmSBuF/AYMMB1fIrWysAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Rust model of bus engine replacement (id=140337928941072) solved with vfi in 860 iterations\n", "Rust model of bus engine replacement (id=140337928941072) solved with nk in 7 iterations\n", "Solver = poly\n", "------------------------------------------\n", " iter err err(i)/err(i-1)\n", "------------------------------------------\n", " 0 sa 4.2728e-01 0.427277667463\n", " 1 sa 4.1659e-01 0.974985156037\n", " 2 sa 4.0617e-01 0.974977898685\n", " 3 sa 3.9600e-01 0.974967530759\n", " 4 sa 3.8608e-01 0.974952914413\n", " 5 sa 3.7640e-01 0.974932594839\n", " 6 sa 3.6696e-01 0.974905009462\n", " 7 sa 3.5773e-01 0.974867836074\n", " 8 sa 3.4873e-01 0.974819168371\n", " 9 sa 3.3992e-01 0.974756037945\n", " 10 sa 3.3131e-01 0.974674240553\n", " 11 sa 3.2289e-01 0.974575376329\n", " 12 sa 3.1464e-01 0.974446349105\n", " 13 sa 3.0655e-01 0.974300520436\n", " 14 sa 2.9862e-01 0.974112724869\n", " 15 sa 2.9082e-01 0.973904920662\n", " 16 sa 2.8316e-01 0.973656096106\n", " 17 sa 2.7562e-01 0.973365083189\n", " 18 sa 2.6820e-01 0.973069628117\n", " 19 sa 2.6088e-01 0.972704596040\n", " 20 sa 2.5366e-01 0.972323312563\n", " 21 sa 2.4654e-01 0.971949651340\n", " 22 sa 2.3952e-01 0.971507821865\n", " 23 sa 2.3258e-01 0.971044307238\n", " 24 sa 2.2576e-01 0.970670088415\n", " 25 sa 2.1904e-01 0.970230588772\n", " 26 sa 2.1242e-01 0.969791221048\n", " 27 sa 2.0592e-01 0.969373726567\n", " 28 sa 1.9954e-01 0.969042250559\n", " 29 sa 1.9331e-01 0.968766942633\n", " 30 sa 1.8722e-01 0.968482332963\n", " 31 sa 1.8127e-01 0.968253922437\n", " 32 sa 1.7549e-01 0.968087699003\n", " 33 sa 1.6987e-01 0.967987211283\n", " 34 sa 1.6443e-01 0.967953475795\n", " 35 sa 1.5916e-01 0.967985087030\n", " 36 sa 1.5408e-01 0.968078487981\n", " 37 sa 1.4919e-01 0.968228349290\n", " 38 sa 1.4448e-01 0.968428005047\n", " 39 sa 1.3995e-01 0.968669899577\n", " 40 sa 1.3560e-01 0.968946009560\n", " 41 sa 1.3143e-01 0.969248216930\n", " 42 sa 1.2743e-01 0.969568618533\n", " 43 sa 1.2360e-01 0.969899767409\n", " 44 sa 1.1992e-01 0.970234847204\n", " 45 sa 1.1639e-01 0.970567785770\n", " 46 sa 1.1300e-01 0.970893316552\n", " 47 sa 1.0975e-01 0.971206997381\n", " 48 sa 1.0662e-01 0.971505196210\n", " 49 sa 1.0361e-01 0.971785052539\n", " 50 sa 1.0072e-01 0.972044422082\n", " 51 sa 9.7925e-02 0.972281810899\n", " 52 sa 9.5235e-02 0.972524397195\n", " 53 sa 9.2641e-02 0.972764776593\n", " 54 sa 9.0134e-02 0.972944023297\n", " 55 sa 8.7710e-02 0.973099593423\n", " 56 sa 8.5366e-02 0.973277772047\n", " 57 sa 8.3101e-02 0.973464140669\n", " 58 sa 8.0904e-02 0.973561203087\n", " 59 sa 7.8777e-02 0.973712319965\n", " 60 sa 7.6716e-02 0.973842234165\n", " 61 sa 7.4714e-02 0.973898288277\n", " 62 sa 7.2777e-02 0.974076641242\n", " 63 sa 7.0891e-02 0.974091073911\n", " 64 sa 6.9065e-02 0.974242653413\n", " 65 sa 6.7287e-02 0.974255178775\n", " 66 sa 6.5563e-02 0.974379430258\n", " 67 sa 6.3884e-02 0.974382651720\n", " 68 sa 6.2255e-02 0.974499936526\n", " 69 sa 6.0666e-02 0.974477863212\n", " 70 sa 5.9125e-02 0.974605561245\n", " 71 sa 5.7622e-02 0.974567831503\n", " 72 sa 5.6162e-02 0.974675310244\n", " 73 sa 5.4739e-02 0.974656991615\n", " 74 sa 5.3355e-02 0.974710686210\n", " 75 sa 5.2007e-02 0.974735044237\n", " 76 sa 5.0692e-02 0.974727589394\n", " 77 nk 1.7465e+00 34.452068933884\n", " 78 nk 6.4457e-03 0.003690746725\n", " 79 nk 3.5956e-06 0.000557818120\n", " 80 nk 1.7035e-12 0.000000473787\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Rust model of bus engine replacement (id=140337928941072) solved with poly in 80 iterations\n" ] } ], "source": [ "# compare SA, NK and polyalgorithm\n", "m = zurcher(beta=0.975)\n", "ev,pk = m.solve_show(tol=1e-10,maxiter=1500)\n", "ev,pk = m.solve_show(tol=1e-10,solver='nk',plot=False)\n", "polyset = {'sa_min':10,\n", " 'sa_max':100,\n", " 'switch_tol':0.000215,\n", " }\n", "ev,pk = m.solve_show(tol=1e-10,verbosity=2,solver='poly',**polyset)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "hide-output": false, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Rust model of bus engine replacement (id=140337656388112) solved with poly in 71 iterations\n", "10.2 ms ± 377 µs per loop (mean ± std. dev. of 10 runs, 5 loops each)\n" ] } ], "source": [ "# original parameters from Rust 1987\n", "m = zurcher()\n", "polyset = {'sa_min':10,\n", " 'sa_max':100,\n", " 'switch_tol':0.0005,\n", " }\n", "ev,pk = m.solve_show(tol=1e-10,solver='poly',**polyset)\n", "# time the solver\n", "%timeit -n 5 -r 10 m.solve_poly(tol=1e-10,**polyset)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "#### Further learning resources\n", "\n", "- 📖 John Rust (1987, Econometrica) “Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher” \n", "- details on Kantorovich theorem [https://en.wikipedia.org/wiki/Kantorovich_theorem](https://en.wikipedia.org/wiki/Kantorovich_theorem) \n", "- NFXP manual with detailed instructions on Fréchet derivative in Rust model \n", "- on convergence rate (order of convergence) [https://youtu.be/JTinepDn1dI](https://youtu.be/JTinepDn1dI) " ] } ], "metadata": { "celltoolbar": "Slideshow", "date": 1612589586.7731972, "download_nb": false, "filename": "44_newton_kantorovich.rst", "filename_with_path": "44_newton_kantorovich", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.6" }, "title": "Foundations of Computational Economics #44" }, "nbformat": 4, "nbformat_minor": 4 }